Notebook

Spoken digit recognition using the Free Spoken Digit Dataset (FSDD)

At first, import packages to be used for the experiments

In [1]:

import os, sys
cwd = os.getcwd()
module_path = os.path.dirname(cwd)  # target working directory

sys.path = [item for item in sys.path if item != module_path]  # remove module_path from sys.path
sys.path.append(module_path)  # add module_path to sys.path

import glob
import os
import numpy as np
import pandas as pd
from sklearn.base import clone
from sklearn.model_selection import train_test_split, GridSearchCV, RandomizedSearchCV, ParameterGrid, cross_validate

from sklearn.preprocessing import StandardScaler
from sklearn.metrics import make_scorer, ConfusionMatrixDisplay
from sklearn.cluster import MiniBatchKMeans
from sklearn.utils import shuffle
from sklearn.utils.fixes import loguniform
from scipy.stats import uniform
from joblib import Parallel, delayed, dump, load
from pyrcn.echo_state_network import SeqToLabelESNClassifier
from pyrcn.base.blocks import PredefinedWeightsInputToNode, NodeToNode
from pyrcn.metrics import accuracy_score, classification_report, confusion_matrix
from pyrcn.model_selection import SequentialSearchCV
import seaborn as sns
import matplotlib
from matplotlib import pyplot as plt
#Options
plt.rc('image', cmap='RdBu')
plt.rc('font', family='serif', serif='Times')
plt.rc('text', usetex=True)
plt.rc('xtick', labelsize=8)
plt.rc('ytick', labelsize=8)
plt.rc('axes', labelsize=8)

from IPython.display import set_matplotlib_formats
set_matplotlib_formats('png', 'pdf')
from mpl_toolkits.axes_grid1 import make_axes_locatable
from matplotlib import ticker
import librosa
import librosa.display

Print number of files that are included in the dataset

In [4]:

all_files = glob.glob(r"E:\free-spoken-digit-dataset\recordings\*.wav")
print(len(all_files))

Feature visualization

In [5]:

# Load the audio signal and normalize it.
basename = os.path.basename(all_files[0]).split('.')[0]
x, sr = librosa.core.load(all_files[0], sr=None, mono=False)
# x /= np.max(np.abs(x))
mfcc = librosa.feature.mfcc(y=x, sr=sr, hop_length=int(0.01*sr), n_fft=256, htk=True, n_mels=100, n_mfcc=13)
# X = np.vstack((mfcc, mfcc_delta, mfcc_delta2))
X = mfcc.T
label = int(basename.split('_')[0])
# Define time axis in seconds
t = np.arange(len(x)) / sr

plt.subplot(2, 1, 1)
plt.plot(t, x, color='gray')
# plt.xlabel('Time (seconds)')
# plt.ylabel('Amplitude')
# plt.xlim([t[0], t[-1]])
plt.ylim([-0.4, 0.4])
plt.title("Speech signal")
plt.subplot(2, 1, 2)
librosa.display.specshow(mfcc)
plt.title('MFCC')
plt.colorbar()
plt.tight_layout()

Extract features and labels from all signals

In [6]:

X_train = []
X_test = []
y_train = []
y_test = []
print("extracting features...")
for k, f in enumerate(all_files):
    basename = os.path.basename(f).split('.')[0]
    # Get label (0-9) of recording.
    label = int(basename.split('_')[0])
    idx = int(basename.split('_')[2])
    # Load the audio signal and normalize it.
    x, sr = librosa.core.load(f, sr=None, mono=False)
    # x /= np.max(np.abs(x))
    mfcc = librosa.feature.mfcc(y=x, sr=sr, hop_length=int(0.01*sr), n_fft=256, htk=True, n_mels=100, n_mfcc=13)
    mfcc_delta = librosa.feature.delta(mfcc)
    mfcc_delta2 = librosa.feature.delta(mfcc, order=2)
    if idx <= 4:
        X_test.append(mfcc.T)
        y_test.append(label)
    else:
        X_train.append(mfcc.T)
        y_train.append(label)
print("done!")

extracting features...
done!

Normalize all features using the StandardScaler from scikit-learn."¶

In [7]:

scaler = StandardScaler().fit(X=np.vstack(X_train + X_test))
X_train_scaled = np.empty(shape=(len(X_train),), dtype=object)
X_test_scaled = np.empty(shape=(len(X_test),), dtype=object)
y_train = np.array(y_train, dtype=object)
X_train, X_train_scaled, y_train = shuffle(X_train, X_train_scaled, y_train)
y_test = np.array(y_test, dtype=object)
for k in range(len(X_train)):
    X_train_scaled[k] = scaler.transform(X_train[k])
    y_train[k] = np.atleast_1d(y_train[k]).astype(int)
for k in range(len(X_test)):
    X_test_scaled[k] = scaler.transform(X_test[k])
    y_test[k] = np.atleast_1d(y_test[k]).astype(int)

Validate training and test sizes

In [8]:

print(len(X_train), len(y_train), X_train[0].shape, y_train[0])
print(len(X_test), len(y_test), X_test[0].shape, y_test[0])

2700 2700 (38, 13) [0]
300 300 (30, 13) [0]

Feature visualization

In [7]:

# Load the audio signal and normalize it.
basename = os.path.basename(all_files[0]).split('.')[0]
x, sr = librosa.core.load(all_files[0], sr=None, mono=False)
# x /= np.max(np.abs(x))
mfcc = librosa.feature.mfcc(y=x, sr=sr, hop_length=int(0.01*sr), n_fft=256, htk=True, n_mels=100, n_mfcc=13)
X = mfcc.T
label = int(basename.split('_')[0])
# Define time axis in seconds
t = np.arange(len(x)) / sr

plt.subplot(3, 1, 1)
plt.plot(t, x, color='gray')
# plt.xlabel('Time (seconds)')
# plt.ylabel('Amplitude')
# plt.xlim([t[0], t[-1]])
# plt.ylim([-0.4, 0.4])
plt.title("Speech signal")
plt.subplot(3, 1, 2)
librosa.display.specshow(mfcc)
plt.title('MFCC')
plt.colorbar()
plt.subplot(3, 1, 3)
librosa.display.specshow(X_train[0].T, x_axis='time')
plt.colorbar()
plt.tight_layout()

Hyperparameter optimization

In [8]:

initially_fixed_params = {'hidden_layer_size': 400,
                          'k_in': 10,
                          'input_scaling': 0.4,
                          'input_activation': 'identity',
                          'bias_scaling': 0.0,
                          'spectral_radius': 0.0,
                          'leakage': 0.1,
                          'k_rec': 10,
                          'reservoir_activation': 'tanh',
                          'bidirectional': False,
                          'wash_out': 0,
                          'continuation': False,
                          'alpha': 1e-3,
                          'random_state': 42}

step1_esn_params = {'input_scaling': uniform(loc=1e-2, scale=1),
                    'spectral_radius': uniform(loc=0, scale=2)}

step2_esn_params = {'leakage': loguniform(1e-5, 1e0)}
step3_esn_params = {'bias_scaling': np.linspace(0.0, 1.0, 11)}
step4_esn_params = {'alpha': loguniform(1e-5, 1e1)}

kwargs_step1 = {'n_iter': 200, 'random_state': 42, 'verbose': 1, 'n_jobs': -1, 'scoring': make_scorer(accuracy_score)}
kwargs_step2 = {'n_iter': 50, 'random_state': 42, 'verbose': 1, 'n_jobs': -1, 'scoring': make_scorer(accuracy_score)}
kwargs_step3 = {'verbose': 1, 'n_jobs': -1, 'scoring': make_scorer(accuracy_score)}
kwargs_step4 = {'n_iter': 50, 'random_state': 42, 'verbose': 1, 'n_jobs': -1, 'scoring': make_scorer(accuracy_score)}

# The searches are defined similarly to the steps of a sklearn.pipeline.Pipeline:
searches = [('step1', RandomizedSearchCV, step1_esn_params, kwargs_step1),
            ('step2', RandomizedSearchCV, step2_esn_params, kwargs_step2),
            ('step3', GridSearchCV, step3_esn_params, kwargs_step3),
            ('step4', RandomizedSearchCV, step4_esn_params, kwargs_step4)]

base_esn = SeqToLabelESNClassifier(**initially_fixed_params)

try:
    sequential_search = load("../sequential_search_fsdd.joblib")
except FileNotFoundError:
    sequential_search = SequentialSearchCV(base_esn, searches=searches).fit(X_train_scaled, y_train)
    dump(sequential_search, "../sequential_search_fsdd.joblib")

Test the final model on the training and test set

In [9]:

esn = sequential_search.best_estimator_
y_pred_train = esn.predict(X=X_train_scaled)
cm = confusion_matrix(y_train, y_pred_train)
cm_display = ConfusionMatrixDisplay(cm, display_labels=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]).plot()
plt.show()
print("Classification training report for estimator %s:\n%s\n" % (esn, classification_report(y_train, y_pred_train, digits=10)))

y_pred_test = esn.predict(X=X_test_scaled)
cm = confusion_matrix(y_test, y_pred_test)
cm_display = ConfusionMatrixDisplay(cm, display_labels=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]).plot()
plt.show()
print("Classification test report for estimator %s:\n%s\n" % (esn, classification_report(y_test, y_pred_test, digits=10)))

Classification training report for estimator SeqToLabelESNClassifier(input_to_node=InputToNode(bias_scaling=0.8,
                                                  hidden_layer_size=400,
                                                  input_activation='identity',
                                                  input_scaling=0.9756320330745594,
                                                  k_in=10,
                                                  sparsity=0.7692307692307693),
                        node_to_node=NodeToNode(hidden_layer_size=400, k_rec=10,
                                                leakage=0.08431013932082461,
                                                sparsity=0.025,
                                                spectral_radius=1.6167946962329223),
                        regressor=IncrementalRegression(alpha=0.0017670169402947947)):
              precision    recall  f1-score   support

           0  0.9641577061 0.9962962963 0.9799635701       270
           1  0.9962121212 0.9740740741 0.9850187266       270
           2  0.9816849817 0.9925925926 0.9871086556       270
           3  0.9960784314 0.9407407407 0.9676190476       270
           4  0.9962962963 0.9962962963 0.9962962963       270
           5  0.9889705882 0.9962962963 0.9926199262       270
           6  0.9923954373 0.9666666667 0.9793621013       270
           7  0.9889705882 0.9962962963 0.9926199262       270
           8  0.9711191336 0.9962962963 0.9835466179       270
           9  0.9818181818 1.0000000000 0.9908256881       270

    accuracy                      0.9855555556      2700
   macro avg  0.9857703466 0.9855555556 0.9854980556      2700
weighted avg  0.9857703466 0.9855555556 0.9854980556      2700

Classification test report for estimator SeqToLabelESNClassifier(input_to_node=InputToNode(bias_scaling=0.8,
                                                  hidden_layer_size=400,
                                                  input_activation='identity',
                                                  input_scaling=0.9756320330745594,
                                                  k_in=10,
                                                  sparsity=0.7692307692307693),
                        node_to_node=NodeToNode(hidden_layer_size=400, k_rec=10,
                                                leakage=0.08431013932082461,
                                                sparsity=0.025,
                                                spectral_radius=1.6167946962329223),
                        regressor=IncrementalRegression(alpha=0.0017670169402947947)):
              precision    recall  f1-score   support

           0  0.9375000000 1.0000000000 0.9677419355        30
           1  1.0000000000 0.9666666667 0.9830508475        30
           2  0.9677419355 1.0000000000 0.9836065574        30
           3  0.9655172414 0.9333333333 0.9491525424        30
           4  1.0000000000 1.0000000000 1.0000000000        30
           5  0.9375000000 1.0000000000 0.9677419355        30
           6  0.9642857143 0.9000000000 0.9310344828        30
           7  1.0000000000 1.0000000000 1.0000000000        30
           8  1.0000000000 1.0000000000 1.0000000000        30
           9  1.0000000000 0.9666666667 0.9830508475        30

    accuracy                      0.9766666667       300
   macro avg  0.9772544891 0.9766666667 0.9765379148       300
weighted avg  0.9772544891 0.9766666667 0.9765379148       300

In [10]:

df = pd.DataFrame(sequential_search.all_cv_results_["step1"])
df.mean_test_score = df.mean_test_score.clip(lower=0.95)
fig = plt.figure()
ax = sns.scatterplot(x="param_spectral_radius", y="param_input_scaling", hue="mean_test_score", palette='RdBu', data=df)
plt.xlabel("Spectral Radius")
plt.ylabel("Input Scaling")

norm = plt.Normalize(0.95, 1.0)
sm = plt.cm.ScalarMappable(cmap="RdBu", norm=norm)
sm.set_array([])
plt.xlim((0, 2.01))
plt.ylim((0, 1.03))

# Remove the legend and add a colorbar
ax.get_legend().remove()
ax.figure.colorbar(sm)
fig.set_size_inches(2, 1.25)
ax.yaxis.set_major_locator(ticker.MaxNLocator(5))
ax.xaxis.set_major_locator(ticker.MaxNLocator(5))
plt.grid()
plt.savefig('Basic_ESN_IS_SR.pdf', bbox_inches='tight', pad_inches=0)

In [11]:

df = pd.DataFrame(sequential_search.all_cv_results_["step2"])
fig = plt.figure()
fig.set_size_inches(2, 1.25)
ax = sns.lineplot(data=df, x="param_leakage", y="mean_test_score")
ax.set_xscale('log')
plt.xlabel("Leakage")
plt.ylabel("Score")
plt.xlim((1e-5, 1e0))
plt.ylim((0.8, 1.0))
# ax.xaxis.set_major_locator(ticker.MaxNLocator(10))
ax.yaxis.set_major_formatter(ticker.FormatStrFormatter('%.2f'))
plt.grid()
plt.savefig('Basic_ESN_LR.pdf', bbox_inches='tight', pad_inches=0)

In [12]:

df = pd.DataFrame(sequential_search.all_cv_results_["step3"])
fig = plt.figure()
fig.set_size_inches(2, 1.25)
ax = sns.lineplot(data=df, x="param_bias_scaling", y="mean_test_score")
plt.xlabel("Bias Scaling")
plt.ylabel("Score")
plt.xlim((0, 1))
plt.ylim((0.96, 0.98))
ax.xaxis.set_major_locator(ticker.MaxNLocator(5))
ax.yaxis.set_major_formatter(ticker.FormatStrFormatter('%.2f'))
plt.grid()
plt.savefig('Basic_ESN_BS.pdf', bbox_inches='tight', pad_inches=0)

In [13]:

idx = np.random.randint(0, 400, 50)

fig = plt.figure()
fig.set_size_inches(2, 1.25)
ax = sns.heatmap(data=sequential_search.best_estimator_.input_to_node.input_weights.todense()[:, idx], cmap="RdBu", vmin=-1.0, vmax=1.0)
ax.invert_yaxis()
ax.yaxis.set_major_locator(ticker.MaxNLocator(5))
ax.xaxis.set_major_locator(ticker.MaxNLocator(5))
plt.xlabel("Neuron Index")
plt.ylabel("Input Dimension")
# plt.imshow(sequential_search.best_estimator_.input_to_node.input_weights.todense()[:, idx])
# plt.colorbar()
plt.savefig('Basic_ESN_Input_Weights.pdf', bbox_inches='tight', pad_inches=0)

Increase the reservoir size

In [ ]:

print(sequential_search.all_best_params_)
print(sequential_search.all_best_score_)
base_esn = clone(sequential_search.best_estimator_)

param_grid = {'hidden_layer_size': [50, 100, 200, 400, 800, 1600, 3200, 6400],
              'random_state': range(1, 11)}

for params in ParameterGrid(param_grid):
    esn = clone(base_esn).set_params(**params).fit(X=X_train_scaled, y=y_train, n_jobs=8)
    score = accuracy_score(y_test, esn.predict(X_test_scaled))
    print("ESN with params {0} achieved score of {1}".format(params, score))

K-Means Clustering

In [9]:

kmeans = MiniBatchKMeans(n_clusters=400, n_init=200, reassignment_ratio=0, max_no_improvement=50, init='k-means++', verbose=2, random_state=0)
kmeans.fit(X=np.concatenate(np.concatenate((X_train_scaled, X_test_scaled))))
w_in = np.divide(kmeans.cluster_centers_, np.linalg.norm(kmeans.cluster_centers_, axis=1)[:, None])
w_in = np.pad(w_in, ((0, 1600 - 400), (0, 0)), mode='constant', constant_values=0)

Init 1/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 1/200: 327.990662
Init 2/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 2/200: 334.455536
Init 3/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 3/200: 391.298218
Init 4/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 4/200: 375.644836
Init 5/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 5/200: 367.723206
Init 6/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 6/200: 342.951599
Init 7/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 7/200: 355.770508
Init 8/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 8/200: 364.470520
Init 9/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 9/200: 394.145905
Init 10/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 10/200: 384.010284
Init 11/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 11/200: 351.883453
Init 12/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 12/200: 353.252869
Init 13/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 13/200: 359.086639
Init 14/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 14/200: 330.806793
Init 15/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 15/200: 373.444611
Init 16/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 16/200: 334.299438
Init 17/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 17/200: 401.733124
Init 18/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 18/200: 359.350983
Init 19/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 19/200: 382.343719
Init 20/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 20/200: 395.038635
Init 21/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 21/200: 404.066101
Init 22/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 22/200: 368.210388
Init 23/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 23/200: 370.170837
Init 24/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 24/200: 377.314911
Init 25/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 25/200: 371.060638
Init 26/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 26/200: 412.468475
Init 27/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 27/200: 365.177673
Init 28/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 28/200: 373.889740
Init 29/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 29/200: 396.270874
Init 30/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 30/200: 397.854156
Init 31/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 31/200: 360.832703
Init 32/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 32/200: 378.941040
Init 33/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 33/200: 394.813477
Init 34/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 34/200: 354.979553
Init 35/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 35/200: 401.727051
Init 36/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 36/200: 382.032379
Init 37/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 37/200: 387.602722
Init 38/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 38/200: 349.487854
Init 39/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 39/200: 394.721405
Init 40/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 40/200: 359.276398
Init 41/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 41/200: 285.195587
Init 42/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 42/200: 354.208923
Init 43/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 43/200: 323.167572
Init 44/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 44/200: 411.673706
Init 45/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 45/200: 366.999939
Init 46/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 46/200: 342.260742
Init 47/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 47/200: 367.806488
Init 48/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 48/200: 369.999390
Init 49/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 49/200: 375.251801
Init 50/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 50/200: 353.654694
Init 51/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 51/200: 337.580109
Init 52/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 52/200: 409.369293
Init 53/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 53/200: 345.057037
Init 54/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 54/200: 425.230957
Init 55/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 55/200: 367.820587
Init 56/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 56/200: 362.366302
Init 57/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 57/200: 355.964478
Init 58/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 58/200: 393.021088
Init 59/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 59/200: 352.927307
Init 60/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 60/200: 388.285034
Init 61/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 61/200: 380.995331
Init 62/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 62/200: 306.289368
Init 63/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 63/200: 380.502502
Init 64/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 64/200: 356.871277
Init 65/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 65/200: 370.203247
Init 66/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 66/200: 363.614532
Init 67/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 67/200: 331.483215
Init 68/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 68/200: 360.946930
Init 69/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 69/200: 329.417297
Init 70/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 70/200: 365.310028
Init 71/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 71/200: 334.635925
Init 72/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 72/200: 400.624084
Init 73/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 73/200: 375.948242
Init 74/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 74/200: 416.944305
Init 75/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 75/200: 372.002350
Init 76/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 76/200: 368.596313
Init 77/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 77/200: 365.670197
Init 78/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 78/200: 371.050720
Init 79/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 79/200: 329.828491
Init 80/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 80/200: 368.925934
Init 81/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 81/200: 368.236969
Init 82/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 82/200: 384.676544
Init 83/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 83/200: 370.033417
Init 84/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 84/200: 354.794556
Init 85/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 85/200: 412.656586
Init 86/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 86/200: 343.822113
Init 87/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 87/200: 358.858582
Init 88/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 88/200: 399.249359
Init 89/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 89/200: 359.254395
Init 90/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 90/200: 383.029297
Init 91/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 91/200: 359.018311
Init 92/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 92/200: 396.542389
Init 93/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 93/200: 381.503479
Init 94/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 94/200: 410.985260
Init 95/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 95/200: 352.819855
Init 96/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 96/200: 398.267822
Init 97/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 97/200: 403.287292
Init 98/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 98/200: 387.661163
Init 99/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 99/200: 329.038727
Init 100/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 100/200: 348.539398
Init 101/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 101/200: 365.130859
Init 102/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 102/200: 362.156952
Init 103/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 103/200: 361.631439
Init 104/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 104/200: 367.878326
Init 105/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 105/200: 387.054230
Init 106/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 106/200: 399.815765
Init 107/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 107/200: 375.993256
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C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

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Init 109/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
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Init 110/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

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Init 111/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

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Init 112/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

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Init 113/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 113/200: 343.816162
Init 114/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

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Init 115/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

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Init 116/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 116/200: 381.209808
Init 117/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

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Init 118/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

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Init 119/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

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Init 120/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 120/200: 407.625519
Init 121/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 121/200: 383.089447
Init 122/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 122/200: 384.693359
Init 123/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 123/200: 354.679596
Init 124/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 124/200: 373.886017
Init 125/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 125/200: 334.505371
Init 126/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 126/200: 395.345367
Init 127/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 127/200: 380.714813
Init 128/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 128/200: 403.938873
Init 129/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 129/200: 380.956146
Init 130/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 130/200: 361.833832
Init 131/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

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Init 132/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 132/200: 390.410522
Init 133/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 133/200: 358.550873
Init 134/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 134/200: 383.447815
Init 135/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 135/200: 360.066895
Init 136/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 136/200: 390.846405
Init 137/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 137/200: 387.577362
Init 138/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 138/200: 406.548279
Init 139/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 139/200: 395.203308
Init 140/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 140/200: 374.272949
Init 141/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 141/200: 333.332001
Init 142/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 142/200: 388.681366
Init 143/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 143/200: 412.463257
Init 144/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 144/200: 356.896515
Init 145/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 145/200: 355.271576
Init 146/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 146/200: 323.021667
Init 147/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 147/200: 400.569214
Init 148/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 148/200: 348.748047
Init 149/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 149/200: 411.578491
Init 150/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 150/200: 387.764893
Init 151/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 151/200: 390.364716
Init 152/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 152/200: 365.318512
Init 153/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 153/200: 449.072021
Init 154/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 154/200: 393.666687
Init 155/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 155/200: 376.442688
Init 156/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 156/200: 338.121674
Init 157/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 157/200: 402.000977
Init 158/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 158/200: 392.354889
Init 159/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 159/200: 314.714050
Init 160/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 160/200: 381.940643
Init 161/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 161/200: 375.975006
Init 162/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 162/200: 369.817291
Init 163/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 163/200: 367.570892
Init 164/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 164/200: 345.057373
Init 165/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 165/200: 370.852905
Init 166/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 166/200: 402.775391
Init 167/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 167/200: 390.473480
Init 168/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 168/200: 411.293182
Init 169/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 169/200: 348.022308
Init 170/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 170/200: 380.327698
Init 171/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 171/200: 373.979492
Init 172/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 172/200: 416.541473
Init 173/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 173/200: 354.729736
Init 174/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 174/200: 382.863251
Init 175/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 175/200: 391.953522
Init 176/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 176/200: 348.409088
Init 177/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 177/200: 380.932312
Init 178/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 178/200: 387.184357
Init 179/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 179/200: 349.553741
Init 180/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 180/200: 330.182281
Init 181/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 181/200: 363.353546
Init 182/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 182/200: 353.644623
Init 183/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 183/200: 379.970337
Init 184/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 184/200: 337.046417
Init 185/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 185/200: 386.606476
Init 186/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 186/200: 382.350616
Init 187/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 187/200: 398.802032
Init 188/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 188/200: 418.563477
Init 189/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

Inertia for init 189/200: 356.956116
Init 190/200 with method: k-means++

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
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C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
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C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
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C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
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C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
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C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
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C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
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Minibatch iteration 523/132800: mean batch inertia: 2.827408, ewa inertia: 3.410625 
Minibatch iteration 524/132800: mean batch inertia: 2.905939, ewa inertia: 3.409865 
Minibatch iteration 525/132800: mean batch inertia: 2.886559, ewa inertia: 3.409076 
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Minibatch iteration 527/132800: mean batch inertia: 2.704274, ewa inertia: 3.407256 
Minibatch iteration 528/132800: mean batch inertia: 2.946803, ewa inertia: 3.406563 
Minibatch iteration 529/132800: mean batch inertia: 2.997899, ewa inertia: 3.405947 
Minibatch iteration 530/132800: mean batch inertia: 3.272177, ewa inertia: 3.405746 
Minibatch iteration 531/132800: mean batch inertia: 2.926594, ewa inertia: 3.405024 
Minibatch iteration 532/132800: mean batch inertia: 2.979117, ewa inertia: 3.404382 
Minibatch iteration 533/132800: mean batch inertia: 2.980906, ewa inertia: 3.403744 
Minibatch iteration 534/132800: mean batch inertia: 2.890389, ewa inertia: 3.402971 
Minibatch iteration 535/132800: mean batch inertia: 3.170922, ewa inertia: 3.402621 
Minibatch iteration 536/132800: mean batch inertia: 3.200883, ewa inertia: 3.402317 
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Minibatch iteration 538/132800: mean batch inertia: 3.190479, ewa inertia: 3.401567 
Minibatch iteration 539/132800: mean batch inertia: 2.941524, ewa inertia: 3.400874 
Minibatch iteration 540/132800: mean batch inertia: 3.121084, ewa inertia: 3.400453 
Minibatch iteration 541/132800: mean batch inertia: 2.819092, ewa inertia: 3.399577 
Minibatch iteration 542/132800: mean batch inertia: 2.766123, ewa inertia: 3.398622 
Minibatch iteration 543/132800: mean batch inertia: 2.964164, ewa inertia: 3.397968 
Minibatch iteration 544/132800: mean batch inertia: 2.890727, ewa inertia: 3.397204 
Minibatch iteration 545/132800: mean batch inertia: 3.067529, ewa inertia: 3.396707 
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Minibatch iteration 548/132800: mean batch inertia: 3.056725, ewa inertia: 3.394891 
Minibatch iteration 549/132800: mean batch inertia: 3.137649, ewa inertia: 3.394504 
Minibatch iteration 550/132800: mean batch inertia: 3.009137, ewa inertia: 3.393923 
Minibatch iteration 551/132800: mean batch inertia: 2.689543, ewa inertia: 3.392862 
Minibatch iteration 552/132800: mean batch inertia: 2.980142, ewa inertia: 3.392240 
Minibatch iteration 553/132800: mean batch inertia: 3.169321, ewa inertia: 3.391904 
Minibatch iteration 554/132800: mean batch inertia: 2.881291, ewa inertia: 3.391135 
Minibatch iteration 555/132800: mean batch inertia: 3.138024, ewa inertia: 3.390754 
Minibatch iteration 556/132800: mean batch inertia: 2.813177, ewa inertia: 3.389884 
Minibatch iteration 557/132800: mean batch inertia: 2.912163, ewa inertia: 3.389164 
Minibatch iteration 558/132800: mean batch inertia: 3.207109, ewa inertia: 3.388890 
Minibatch iteration 559/132800: mean batch inertia: 2.713047, ewa inertia: 3.387871 
Minibatch iteration 560/132800: mean batch inertia: 3.253489, ewa inertia: 3.387669 
Minibatch iteration 561/132800: mean batch inertia: 2.958493, ewa inertia: 3.387022 
Minibatch iteration 562/132800: mean batch inertia: 3.006216, ewa inertia: 3.386449 
Minibatch iteration 563/132800: mean batch inertia: 2.751208, ewa inertia: 3.385492 
Minibatch iteration 564/132800: mean batch inertia: 3.019465, ewa inertia: 3.384940 
Minibatch iteration 565/132800: mean batch inertia: 2.836550, ewa inertia: 3.384114 
Minibatch iteration 566/132800: mean batch inertia: 3.107773, ewa inertia: 3.383698 
Minibatch iteration 567/132800: mean batch inertia: 2.836208, ewa inertia: 3.382873 
Minibatch iteration 568/132800: mean batch inertia: 2.964352, ewa inertia: 3.382242 
Minibatch iteration 569/132800: mean batch inertia: 2.704996, ewa inertia: 3.381222 
Minibatch iteration 570/132800: mean batch inertia: 3.099098, ewa inertia: 3.380797 
Minibatch iteration 571/132800: mean batch inertia: 3.085216, ewa inertia: 3.380352 
Minibatch iteration 572/132800: mean batch inertia: 2.923279, ewa inertia: 3.379663 
Minibatch iteration 573/132800: mean batch inertia: 2.631497, ewa inertia: 3.378536 
Minibatch iteration 574/132800: mean batch inertia: 2.819828, ewa inertia: 3.377694 
Minibatch iteration 575/132800: mean batch inertia: 3.013602, ewa inertia: 3.377146 
Minibatch iteration 576/132800: mean batch inertia: 2.861096, ewa inertia: 3.376368 
Minibatch iteration 577/132800: mean batch inertia: 3.062066, ewa inertia: 3.375895 
Minibatch iteration 578/132800: mean batch inertia: 2.780042, ewa inertia: 3.374997 
Minibatch iteration 579/132800: mean batch inertia: 2.804761, ewa inertia: 3.374138 
Minibatch iteration 580/132800: mean batch inertia: 2.839898, ewa inertia: 3.373333 
Minibatch iteration 581/132800: mean batch inertia: 3.363458, ewa inertia: 3.373318 
Minibatch iteration 582/132800: mean batch inertia: 2.695151, ewa inertia: 3.372296 
Minibatch iteration 583/132800: mean batch inertia: 2.547601, ewa inertia: 3.371054 
Minibatch iteration 584/132800: mean batch inertia: 2.811978, ewa inertia: 3.370212 
Minibatch iteration 585/132800: mean batch inertia: 2.968920, ewa inertia: 3.369607 
Minibatch iteration 586/132800: mean batch inertia: 2.835945, ewa inertia: 3.368803 
Minibatch iteration 587/132800: mean batch inertia: 3.154390, ewa inertia: 3.368480 
Minibatch iteration 588/132800: mean batch inertia: 3.099869, ewa inertia: 3.368075 
Minibatch iteration 589/132800: mean batch inertia: 2.796144, ewa inertia: 3.367214 
Minibatch iteration 590/132800: mean batch inertia: 2.531974, ewa inertia: 3.365955 
Minibatch iteration 591/132800: mean batch inertia: 2.760789, ewa inertia: 3.365043 
Minibatch iteration 592/132800: mean batch inertia: 2.843008, ewa inertia: 3.364257 
Minibatch iteration 593/132800: mean batch inertia: 2.973221, ewa inertia: 3.363668 
Minibatch iteration 594/132800: mean batch inertia: 2.964731, ewa inertia: 3.363067 
Minibatch iteration 595/132800: mean batch inertia: 2.961081, ewa inertia: 3.362461 
Minibatch iteration 596/132800: mean batch inertia: 3.042629, ewa inertia: 3.361979 
Minibatch iteration 597/132800: mean batch inertia: 2.785158, ewa inertia: 3.361110 
Minibatch iteration 598/132800: mean batch inertia: 2.737742, ewa inertia: 3.360171 
Minibatch iteration 599/132800: mean batch inertia: 3.014757, ewa inertia: 3.359651 
Minibatch iteration 600/132800: mean batch inertia: 2.750813, ewa inertia: 3.358734 
Minibatch iteration 601/132800: mean batch inertia: 2.926277, ewa inertia: 3.358082 
Minibatch iteration 602/132800: mean batch inertia: 2.993137, ewa inertia: 3.357532 
Minibatch iteration 603/132800: mean batch inertia: 2.942101, ewa inertia: 3.356906 
Minibatch iteration 604/132800: mean batch inertia: 2.891575, ewa inertia: 3.356205 
Minibatch iteration 605/132800: mean batch inertia: 3.029999, ewa inertia: 3.355714 
Minibatch iteration 606/132800: mean batch inertia: 3.176519, ewa inertia: 3.355444 
Minibatch iteration 607/132800: mean batch inertia: 2.696002, ewa inertia: 3.354450 
Minibatch iteration 608/132800: mean batch inertia: 2.964187, ewa inertia: 3.353862 
Minibatch iteration 609/132800: mean batch inertia: 2.823059, ewa inertia: 3.353063 
Minibatch iteration 610/132800: mean batch inertia: 2.868789, ewa inertia: 3.352333 
Minibatch iteration 611/132800: mean batch inertia: 2.973887, ewa inertia: 3.351763 
Minibatch iteration 612/132800: mean batch inertia: 2.919845, ewa inertia: 3.351112 
Minibatch iteration 613/132800: mean batch inertia: 2.839259, ewa inertia: 3.350341 
Minibatch iteration 614/132800: mean batch inertia: 2.752198, ewa inertia: 3.349440 
Minibatch iteration 615/132800: mean batch inertia: 2.889433, ewa inertia: 3.348747 
Minibatch iteration 616/132800: mean batch inertia: 2.919612, ewa inertia: 3.348100 
Minibatch iteration 617/132800: mean batch inertia: 2.692327, ewa inertia: 3.347112 
Minibatch iteration 618/132800: mean batch inertia: 2.939482, ewa inertia: 3.346498 
Minibatch iteration 619/132800: mean batch inertia: 3.087321, ewa inertia: 3.346108 
Minibatch iteration 620/132800: mean batch inertia: 2.834468, ewa inertia: 3.345337 
Minibatch iteration 621/132800: mean batch inertia: 2.870808, ewa inertia: 3.344622 
Minibatch iteration 622/132800: mean batch inertia: 2.792411, ewa inertia: 3.343790 
Minibatch iteration 623/132800: mean batch inertia: 2.863980, ewa inertia: 3.343067 
Minibatch iteration 624/132800: mean batch inertia: 2.966385, ewa inertia: 3.342500 
Minibatch iteration 625/132800: mean batch inertia: 3.117970, ewa inertia: 3.342161 
Minibatch iteration 626/132800: mean batch inertia: 2.961255, ewa inertia: 3.341588 
Minibatch iteration 627/132800: mean batch inertia: 2.804975, ewa inertia: 3.340779 
Minibatch iteration 628/132800: mean batch inertia: 3.019874, ewa inertia: 3.340296 
Minibatch iteration 629/132800: mean batch inertia: 2.659568, ewa inertia: 3.339270 
Minibatch iteration 630/132800: mean batch inertia: 3.054393, ewa inertia: 3.338841 
Minibatch iteration 631/132800: mean batch inertia: 2.934056, ewa inertia: 3.338231 
Minibatch iteration 632/132800: mean batch inertia: 2.845707, ewa inertia: 3.337489 
Minibatch iteration 633/132800: mean batch inertia: 3.149478, ewa inertia: 3.337206 
Minibatch iteration 634/132800: mean batch inertia: 2.971592, ewa inertia: 3.336655 
Minibatch iteration 635/132800: mean batch inertia: 2.963496, ewa inertia: 3.336093 
Minibatch iteration 636/132800: mean batch inertia: 2.922990, ewa inertia: 3.335470 
Minibatch iteration 637/132800: mean batch inertia: 2.805666, ewa inertia: 3.334672 
Minibatch iteration 638/132800: mean batch inertia: 2.971377, ewa inertia: 3.334125 
Minibatch iteration 639/132800: mean batch inertia: 3.105093, ewa inertia: 3.333780 
Minibatch iteration 640/132800: mean batch inertia: 3.023169, ewa inertia: 3.333312 
Minibatch iteration 641/132800: mean batch inertia: 2.957607, ewa inertia: 3.332746 
Minibatch iteration 642/132800: mean batch inertia: 2.887798, ewa inertia: 3.332075 
Minibatch iteration 643/132800: mean batch inertia: 2.928514, ewa inertia: 3.331467 
Minibatch iteration 644/132800: mean batch inertia: 2.765539, ewa inertia: 3.330615 
Minibatch iteration 645/132800: mean batch inertia: 3.146883, ewa inertia: 3.330338 
Minibatch iteration 646/132800: mean batch inertia: 3.001968, ewa inertia: 3.329843 
Minibatch iteration 647/132800: mean batch inertia: 2.998680, ewa inertia: 3.329344 
Minibatch iteration 648/132800: mean batch inertia: 2.672985, ewa inertia: 3.328355 
Minibatch iteration 649/132800: mean batch inertia: 2.751590, ewa inertia: 3.327487 
Minibatch iteration 650/132800: mean batch inertia: 2.962842, ewa inertia: 3.326937 
Minibatch iteration 651/132800: mean batch inertia: 3.009136, ewa inertia: 3.326458 
Minibatch iteration 652/132800: mean batch inertia: 2.891458, ewa inertia: 3.325803 
Minibatch iteration 653/132800: mean batch inertia: 2.853870, ewa inertia: 3.325092 
Minibatch iteration 654/132800: mean batch inertia: 2.750058, ewa inertia: 3.324226 
Minibatch iteration 655/132800: mean batch inertia: 3.031814, ewa inertia: 3.323785 
Minibatch iteration 656/132800: mean batch inertia: 2.782083, ewa inertia: 3.322969 
Minibatch iteration 657/132800: mean batch inertia: 3.007016, ewa inertia: 3.322493 
Minibatch iteration 658/132800: mean batch inertia: 3.079533, ewa inertia: 3.322127 
Minibatch iteration 659/132800: mean batch inertia: 2.819302, ewa inertia: 3.321369 
Minibatch iteration 660/132800: mean batch inertia: 2.696334, ewa inertia: 3.320428 
Minibatch iteration 661/132800: mean batch inertia: 3.195562, ewa inertia: 3.320240 
Minibatch iteration 662/132800: mean batch inertia: 2.961969, ewa inertia: 3.319700 
Minibatch iteration 663/132800: mean batch inertia: 2.618266, ewa inertia: 3.318643 
Minibatch iteration 664/132800: mean batch inertia: 2.746729, ewa inertia: 3.317781 
Minibatch iteration 665/132800: mean batch inertia: 2.922635, ewa inertia: 3.317186 
Minibatch iteration 666/132800: mean batch inertia: 3.108187, ewa inertia: 3.316871 
Minibatch iteration 667/132800: mean batch inertia: 2.933524, ewa inertia: 3.316294 
Minibatch iteration 668/132800: mean batch inertia: 3.126856, ewa inertia: 3.316008 
Minibatch iteration 669/132800: mean batch inertia: 2.804404, ewa inertia: 3.315238 
Minibatch iteration 670/132800: mean batch inertia: 3.095282, ewa inertia: 3.314906 
Minibatch iteration 671/132800: mean batch inertia: 2.921022, ewa inertia: 3.314313 
Minibatch iteration 672/132800: mean batch inertia: 2.852416, ewa inertia: 3.313617 
Minibatch iteration 673/132800: mean batch inertia: 3.091848, ewa inertia: 3.313283 
Minibatch iteration 674/132800: mean batch inertia: 2.954995, ewa inertia: 3.312743 
Minibatch iteration 675/132800: mean batch inertia: 3.144661, ewa inertia: 3.312490 
Minibatch iteration 676/132800: mean batch inertia: 3.359461, ewa inertia: 3.312561 
Minibatch iteration 677/132800: mean batch inertia: 2.925292, ewa inertia: 3.311977 
Minibatch iteration 678/132800: mean batch inertia: 2.957496, ewa inertia: 3.311443 
Minibatch iteration 679/132800: mean batch inertia: 2.903642, ewa inertia: 3.310829 
Minibatch iteration 680/132800: mean batch inertia: 2.719578, ewa inertia: 3.309938 
Minibatch iteration 681/132800: mean batch inertia: 3.027493, ewa inertia: 3.309512 
Minibatch iteration 682/132800: mean batch inertia: 3.127551, ewa inertia: 3.309238 
Minibatch iteration 683/132800: mean batch inertia: 2.963801, ewa inertia: 3.308718 
Minibatch iteration 684/132800: mean batch inertia: 2.632235, ewa inertia: 3.307699 
Minibatch iteration 685/132800: mean batch inertia: 2.916158, ewa inertia: 3.307109 
Minibatch iteration 686/132800: mean batch inertia: 3.037068, ewa inertia: 3.306702 
Minibatch iteration 687/132800: mean batch inertia: 2.911365, ewa inertia: 3.306106 
Minibatch iteration 688/132800: mean batch inertia: 2.871707, ewa inertia: 3.305452 
Minibatch iteration 689/132800: mean batch inertia: 2.991463, ewa inertia: 3.304979 
Minibatch iteration 690/132800: mean batch inertia: 2.909876, ewa inertia: 3.304384 
Minibatch iteration 691/132800: mean batch inertia: 2.991961, ewa inertia: 3.303913 
Minibatch iteration 692/132800: mean batch inertia: 3.147701, ewa inertia: 3.303677 
Minibatch iteration 693/132800: mean batch inertia: 3.138279, ewa inertia: 3.303428 
Minibatch iteration 694/132800: mean batch inertia: 2.761999, ewa inertia: 3.302613 
Minibatch iteration 695/132800: mean batch inertia: 2.840382, ewa inertia: 3.301916 
Minibatch iteration 696/132800: mean batch inertia: 2.859823, ewa inertia: 3.301250 
Minibatch iteration 697/132800: mean batch inertia: 2.972679, ewa inertia: 3.300755 
Minibatch iteration 698/132800: mean batch inertia: 2.904954, ewa inertia: 3.300159 
Minibatch iteration 699/132800: mean batch inertia: 3.096507, ewa inertia: 3.299852 
Minibatch iteration 700/132800: mean batch inertia: 3.110134, ewa inertia: 3.299566 
Minibatch iteration 701/132800: mean batch inertia: 2.843232, ewa inertia: 3.298879 
Minibatch iteration 702/132800: mean batch inertia: 3.105139, ewa inertia: 3.298587 
Minibatch iteration 703/132800: mean batch inertia: 2.987129, ewa inertia: 3.298118 
Minibatch iteration 704/132800: mean batch inertia: 3.198366, ewa inertia: 3.297967 
Minibatch iteration 705/132800: mean batch inertia: 2.901420, ewa inertia: 3.297370 
Minibatch iteration 706/132800: mean batch inertia: 2.837546, ewa inertia: 3.296677 
Minibatch iteration 707/132800: mean batch inertia: 2.942807, ewa inertia: 3.296144 
Minibatch iteration 708/132800: mean batch inertia: 2.773483, ewa inertia: 3.295357 
Minibatch iteration 709/132800: mean batch inertia: 2.914052, ewa inertia: 3.294782 
Minibatch iteration 710/132800: mean batch inertia: 2.783549, ewa inertia: 3.294012 
Minibatch iteration 711/132800: mean batch inertia: 2.792567, ewa inertia: 3.293256 
Minibatch iteration 712/132800: mean batch inertia: 2.819883, ewa inertia: 3.292543 
Minibatch iteration 713/132800: mean batch inertia: 2.997351, ewa inertia: 3.292098 
Minibatch iteration 714/132800: mean batch inertia: 2.734259, ewa inertia: 3.291258 
Minibatch iteration 715/132800: mean batch inertia: 2.907180, ewa inertia: 3.290679 
Minibatch iteration 716/132800: mean batch inertia: 2.988626, ewa inertia: 3.290224 
Minibatch iteration 717/132800: mean batch inertia: 2.923672, ewa inertia: 3.289672 
Minibatch iteration 718/132800: mean batch inertia: 2.992491, ewa inertia: 3.289224 
Minibatch iteration 719/132800: mean batch inertia: 2.980191, ewa inertia: 3.288759 
Minibatch iteration 720/132800: mean batch inertia: 2.883507, ewa inertia: 3.288148 
Minibatch iteration 721/132800: mean batch inertia: 2.824853, ewa inertia: 3.287450 
Minibatch iteration 722/132800: mean batch inertia: 2.861118, ewa inertia: 3.286808 
Minibatch iteration 723/132800: mean batch inertia: 2.797612, ewa inertia: 3.286071 
Minibatch iteration 724/132800: mean batch inertia: 3.016476, ewa inertia: 3.285665 
Minibatch iteration 725/132800: mean batch inertia: 2.937402, ewa inertia: 3.285140 
Minibatch iteration 726/132800: mean batch inertia: 3.037549, ewa inertia: 3.284767 
Minibatch iteration 727/132800: mean batch inertia: 3.190502, ewa inertia: 3.284625 
Minibatch iteration 728/132800: mean batch inertia: 2.840720, ewa inertia: 3.283956 
Minibatch iteration 729/132800: mean batch inertia: 2.880577, ewa inertia: 3.283349 
Minibatch iteration 730/132800: mean batch inertia: 2.783927, ewa inertia: 3.282596 
Minibatch iteration 731/132800: mean batch inertia: 2.694177, ewa inertia: 3.281710 
Minibatch iteration 732/132800: mean batch inertia: 2.993540, ewa inertia: 3.281275 
Minibatch iteration 733/132800: mean batch inertia: 2.866284, ewa inertia: 3.280650 
Minibatch iteration 734/132800: mean batch inertia: 2.671157, ewa inertia: 3.279732 
Minibatch iteration 735/132800: mean batch inertia: 2.802812, ewa inertia: 3.279013 
Minibatch iteration 736/132800: mean batch inertia: 2.754966, ewa inertia: 3.278224 
Minibatch iteration 737/132800: mean batch inertia: 2.837460, ewa inertia: 3.277560 
Minibatch iteration 738/132800: mean batch inertia: 2.716964, ewa inertia: 3.276715 
Minibatch iteration 739/132800: mean batch inertia: 2.994464, ewa inertia: 3.276290 
Minibatch iteration 740/132800: mean batch inertia: 2.881686, ewa inertia: 3.275696 
Minibatch iteration 741/132800: mean batch inertia: 3.116611, ewa inertia: 3.275456 
Minibatch iteration 742/132800: mean batch inertia: 3.026831, ewa inertia: 3.275081 
Minibatch iteration 743/132800: mean batch inertia: 2.961943, ewa inertia: 3.274610 
Minibatch iteration 744/132800: mean batch inertia: 2.848817, ewa inertia: 3.273968 
Minibatch iteration 745/132800: mean batch inertia: 2.715976, ewa inertia: 3.273127 
Minibatch iteration 746/132800: mean batch inertia: 2.720833, ewa inertia: 3.272295 
Minibatch iteration 747/132800: mean batch inertia: 2.896590, ewa inertia: 3.271729 
Minibatch iteration 748/132800: mean batch inertia: 2.937071, ewa inertia: 3.271225 
Minibatch iteration 749/132800: mean batch inertia: 2.764039, ewa inertia: 3.270461 
Minibatch iteration 750/132800: mean batch inertia: 3.130564, ewa inertia: 3.270250 
Minibatch iteration 751/132800: mean batch inertia: 2.840805, ewa inertia: 3.269603 
Minibatch iteration 752/132800: mean batch inertia: 2.990802, ewa inertia: 3.269183 
Minibatch iteration 753/132800: mean batch inertia: 2.887696, ewa inertia: 3.268608 
Minibatch iteration 754/132800: mean batch inertia: 3.040511, ewa inertia: 3.268265 
Minibatch iteration 755/132800: mean batch inertia: 2.969424, ewa inertia: 3.267815 
Minibatch iteration 756/132800: mean batch inertia: 2.853951, ewa inertia: 3.267191 
Minibatch iteration 757/132800: mean batch inertia: 2.758553, ewa inertia: 3.266425 
Minibatch iteration 758/132800: mean batch inertia: 2.821881, ewa inertia: 3.265755 
Minibatch iteration 759/132800: mean batch inertia: 2.985570, ewa inertia: 3.265333 
Minibatch iteration 760/132800: mean batch inertia: 3.021656, ewa inertia: 3.264966 
Minibatch iteration 761/132800: mean batch inertia: 2.769429, ewa inertia: 3.264219 
Minibatch iteration 762/132800: mean batch inertia: 3.000334, ewa inertia: 3.263822 
Minibatch iteration 763/132800: mean batch inertia: 2.978882, ewa inertia: 3.263392 
Minibatch iteration 764/132800: mean batch inertia: 2.959513, ewa inertia: 3.262935 
Minibatch iteration 765/132800: mean batch inertia: 2.948558, ewa inertia: 3.262461 
Minibatch iteration 766/132800: mean batch inertia: 2.821278, ewa inertia: 3.261796 
Minibatch iteration 767/132800: mean batch inertia: 2.761776, ewa inertia: 3.261043 
Minibatch iteration 768/132800: mean batch inertia: 2.884258, ewa inertia: 3.260475 
Minibatch iteration 769/132800: mean batch inertia: 3.012981, ewa inertia: 3.260102 
Minibatch iteration 770/132800: mean batch inertia: 2.849446, ewa inertia: 3.259484 
Minibatch iteration 771/132800: mean batch inertia: 2.891714, ewa inertia: 3.258930 
Minibatch iteration 772/132800: mean batch inertia: 2.972520, ewa inertia: 3.258498 
Minibatch iteration 773/132800: mean batch inertia: 2.851509, ewa inertia: 3.257885 
Minibatch iteration 774/132800: mean batch inertia: 3.009474, ewa inertia: 3.257511 
Minibatch iteration 775/132800: mean batch inertia: 3.002968, ewa inertia: 3.257127 
Minibatch iteration 776/132800: mean batch inertia: 2.996049, ewa inertia: 3.256734 
Minibatch iteration 777/132800: mean batch inertia: 2.986406, ewa inertia: 3.256327 
Minibatch iteration 778/132800: mean batch inertia: 3.106210, ewa inertia: 3.256100 
Minibatch iteration 779/132800: mean batch inertia: 2.751436, ewa inertia: 3.255340 
Minibatch iteration 780/132800: mean batch inertia: 3.056054, ewa inertia: 3.255040 
Minibatch iteration 781/132800: mean batch inertia: 2.881783, ewa inertia: 3.254478 
Minibatch iteration 782/132800: mean batch inertia: 3.020320, ewa inertia: 3.254125 
Minibatch iteration 783/132800: mean batch inertia: 3.210714, ewa inertia: 3.254059 
Minibatch iteration 784/132800: mean batch inertia: 2.892003, ewa inertia: 3.253514 
Minibatch iteration 785/132800: mean batch inertia: 2.631225, ewa inertia: 3.252576 
Minibatch iteration 786/132800: mean batch inertia: 3.024619, ewa inertia: 3.252233 
Minibatch iteration 787/132800: mean batch inertia: 2.701913, ewa inertia: 3.251404 
Minibatch iteration 788/132800: mean batch inertia: 3.118657, ewa inertia: 3.251204 
Minibatch iteration 789/132800: mean batch inertia: 3.279508, ewa inertia: 3.251247 
Minibatch iteration 790/132800: mean batch inertia: 2.697083, ewa inertia: 3.250412 
Minibatch iteration 791/132800: mean batch inertia: 2.659681, ewa inertia: 3.249522 
Minibatch iteration 792/132800: mean batch inertia: 2.863605, ewa inertia: 3.248940 
Minibatch iteration 793/132800: mean batch inertia: 2.878910, ewa inertia: 3.248383 
Minibatch iteration 794/132800: mean batch inertia: 3.042747, ewa inertia: 3.248073 
Minibatch iteration 795/132800: mean batch inertia: 3.101955, ewa inertia: 3.247853 
Minibatch iteration 796/132800: mean batch inertia: 3.073748, ewa inertia: 3.247590 
Minibatch iteration 797/132800: mean batch inertia: 2.979371, ewa inertia: 3.247186 
Minibatch iteration 798/132800: mean batch inertia: 2.769062, ewa inertia: 3.246466 
Minibatch iteration 799/132800: mean batch inertia: 3.117913, ewa inertia: 3.246272 
Minibatch iteration 800/132800: mean batch inertia: 2.871494, ewa inertia: 3.245708 
Minibatch iteration 801/132800: mean batch inertia: 2.703688, ewa inertia: 3.244891 
Minibatch iteration 802/132800: mean batch inertia: 2.954345, ewa inertia: 3.244453 
Minibatch iteration 803/132800: mean batch inertia: 3.031188, ewa inertia: 3.244132 
Minibatch iteration 804/132800: mean batch inertia: 3.034935, ewa inertia: 3.243817 
Minibatch iteration 805/132800: mean batch inertia: 2.830570, ewa inertia: 3.243194 
Minibatch iteration 806/132800: mean batch inertia: 3.177506, ewa inertia: 3.243095 
Minibatch iteration 807/132800: mean batch inertia: 3.248082, ewa inertia: 3.243103 
Minibatch iteration 808/132800: mean batch inertia: 2.888036, ewa inertia: 3.242568 
Minibatch iteration 809/132800: mean batch inertia: 2.950252, ewa inertia: 3.242128 
Minibatch iteration 810/132800: mean batch inertia: 2.898500, ewa inertia: 3.241610 
Minibatch iteration 811/132800: mean batch inertia: 2.860345, ewa inertia: 3.241035 
Minibatch iteration 812/132800: mean batch inertia: 3.135507, ewa inertia: 3.240876 
Minibatch iteration 813/132800: mean batch inertia: 2.884723, ewa inertia: 3.240340 
Minibatch iteration 814/132800: mean batch inertia: 2.822824, ewa inertia: 3.239711 
Minibatch iteration 815/132800: mean batch inertia: 3.169894, ewa inertia: 3.239606 
Minibatch iteration 816/132800: mean batch inertia: 2.891451, ewa inertia: 3.239081 
Minibatch iteration 817/132800: mean batch inertia: 3.047049, ewa inertia: 3.238792 
Minibatch iteration 818/132800: mean batch inertia: 2.818603, ewa inertia: 3.238159 
Minibatch iteration 819/132800: mean batch inertia: 3.071788, ewa inertia: 3.237908 
Minibatch iteration 820/132800: mean batch inertia: 3.288969, ewa inertia: 3.237985 
Minibatch iteration 821/132800: mean batch inertia: 2.780659, ewa inertia: 3.237296 
Minibatch iteration 822/132800: mean batch inertia: 3.355973, ewa inertia: 3.237475 
Minibatch iteration 823/132800: mean batch inertia: 3.291670, ewa inertia: 3.237557 
Minibatch iteration 824/132800: mean batch inertia: 2.933399, ewa inertia: 3.237098 
Minibatch iteration 825/132800: mean batch inertia: 2.837419, ewa inertia: 3.236496 
Minibatch iteration 826/132800: mean batch inertia: 2.797220, ewa inertia: 3.235834 
Minibatch iteration 827/132800: mean batch inertia: 3.037369, ewa inertia: 3.235535 
Minibatch iteration 828/132800: mean batch inertia: 2.706906, ewa inertia: 3.234739 
Minibatch iteration 829/132800: mean batch inertia: 3.028298, ewa inertia: 3.234428 
Minibatch iteration 830/132800: mean batch inertia: 2.788906, ewa inertia: 3.233757 
Minibatch iteration 831/132800: mean batch inertia: 2.963845, ewa inertia: 3.233350 
Minibatch iteration 832/132800: mean batch inertia: 3.082322, ewa inertia: 3.233123 
Minibatch iteration 833/132800: mean batch inertia: 3.151863, ewa inertia: 3.233000 
Minibatch iteration 834/132800: mean batch inertia: 2.806633, ewa inertia: 3.232358 
Minibatch iteration 835/132800: mean batch inertia: 3.027684, ewa inertia: 3.232049 
Minibatch iteration 836/132800: mean batch inertia: 2.956722, ewa inertia: 3.231635 
Minibatch iteration 837/132800: mean batch inertia: 3.108744, ewa inertia: 3.231449 
Minibatch iteration 838/132800: mean batch inertia: 2.934896, ewa inertia: 3.231003 
Minibatch iteration 839/132800: mean batch inertia: 2.693411, ewa inertia: 3.230193 
Minibatch iteration 840/132800: mean batch inertia: 3.084035, ewa inertia: 3.229973 
Minibatch iteration 841/132800: mean batch inertia: 2.984129, ewa inertia: 3.229602 
Minibatch iteration 842/132800: mean batch inertia: 2.913837, ewa inertia: 3.229126 
Minibatch iteration 843/132800: mean batch inertia: 3.256141, ewa inertia: 3.229167 
Minibatch iteration 844/132800: mean batch inertia: 2.772680, ewa inertia: 3.228479 
Minibatch iteration 845/132800: mean batch inertia: 3.231660, ewa inertia: 3.228484 
Minibatch iteration 846/132800: mean batch inertia: 2.974178, ewa inertia: 3.228101 
Minibatch iteration 847/132800: mean batch inertia: 2.846476, ewa inertia: 3.227526 
Minibatch iteration 848/132800: mean batch inertia: 2.921812, ewa inertia: 3.227066 
Minibatch iteration 849/132800: mean batch inertia: 3.054415, ewa inertia: 3.226805 
Minibatch iteration 850/132800: mean batch inertia: 2.998702, ewa inertia: 3.226462 
Minibatch iteration 851/132800: mean batch inertia: 2.805978, ewa inertia: 3.225828 
Minibatch iteration 852/132800: mean batch inertia: 2.800840, ewa inertia: 3.225188 
Minibatch iteration 853/132800: mean batch inertia: 2.959559, ewa inertia: 3.224788 
Minibatch iteration 854/132800: mean batch inertia: 3.006220, ewa inertia: 3.224458 
Minibatch iteration 855/132800: mean batch inertia: 3.325197, ewa inertia: 3.224610 
Minibatch iteration 856/132800: mean batch inertia: 2.842855, ewa inertia: 3.224035 
Minibatch iteration 857/132800: mean batch inertia: 2.761623, ewa inertia: 3.223338 
Minibatch iteration 858/132800: mean batch inertia: 2.981753, ewa inertia: 3.222974 
Minibatch iteration 859/132800: mean batch inertia: 2.963293, ewa inertia: 3.222583 
Minibatch iteration 860/132800: mean batch inertia: 2.973805, ewa inertia: 3.222208 
Minibatch iteration 861/132800: mean batch inertia: 2.904088, ewa inertia: 3.221729 
Minibatch iteration 862/132800: mean batch inertia: 2.943761, ewa inertia: 3.221310 
Minibatch iteration 863/132800: mean batch inertia: 2.787926, ewa inertia: 3.220657 
Minibatch iteration 864/132800: mean batch inertia: 3.150649, ewa inertia: 3.220552 
Minibatch iteration 865/132800: mean batch inertia: 2.749357, ewa inertia: 3.219842 
Minibatch iteration 866/132800: mean batch inertia: 2.781760, ewa inertia: 3.219182 
Minibatch iteration 867/132800: mean batch inertia: 2.843009, ewa inertia: 3.218615 
Minibatch iteration 868/132800: mean batch inertia: 2.415968, ewa inertia: 3.217406 
Minibatch iteration 869/132800: mean batch inertia: 2.974483, ewa inertia: 3.217040 
Minibatch iteration 870/132800: mean batch inertia: 2.836368, ewa inertia: 3.216467 
Minibatch iteration 871/132800: mean batch inertia: 2.851181, ewa inertia: 3.215916 
Minibatch iteration 872/132800: mean batch inertia: 3.005014, ewa inertia: 3.215599 
Minibatch iteration 873/132800: mean batch inertia: 2.889664, ewa inertia: 3.215107 
Minibatch iteration 874/132800: mean batch inertia: 3.226111, ewa inertia: 3.215124 
Minibatch iteration 875/132800: mean batch inertia: 3.101598, ewa inertia: 3.214953 
Minibatch iteration 876/132800: mean batch inertia: 2.957037, ewa inertia: 3.214564 
Minibatch iteration 877/132800: mean batch inertia: 3.087566, ewa inertia: 3.214373 
Minibatch iteration 878/132800: mean batch inertia: 3.124528, ewa inertia: 3.214238 
Minibatch iteration 879/132800: mean batch inertia: 3.054305, ewa inertia: 3.213997 
Minibatch iteration 880/132800: mean batch inertia: 3.028936, ewa inertia: 3.213718 
Minibatch iteration 881/132800: mean batch inertia: 2.966802, ewa inertia: 3.213346 
Minibatch iteration 882/132800: mean batch inertia: 2.816630, ewa inertia: 3.212748 
Minibatch iteration 883/132800: mean batch inertia: 2.955605, ewa inertia: 3.212361 
Minibatch iteration 884/132800: mean batch inertia: 3.003620, ewa inertia: 3.212046 
Minibatch iteration 885/132800: mean batch inertia: 3.199161, ewa inertia: 3.212027 
Minibatch iteration 886/132800: mean batch inertia: 2.798937, ewa inertia: 3.211405 
Minibatch iteration 887/132800: mean batch inertia: 2.753103, ewa inertia: 3.210714 
Minibatch iteration 888/132800: mean batch inertia: 2.992082, ewa inertia: 3.210385 
Minibatch iteration 889/132800: mean batch inertia: 3.062891, ewa inertia: 3.210163 
Minibatch iteration 890/132800: mean batch inertia: 2.801167, ewa inertia: 3.209546 
Minibatch iteration 891/132800: mean batch inertia: 3.038646, ewa inertia: 3.209289 
Minibatch iteration 892/132800: mean batch inertia: 2.721837, ewa inertia: 3.208555 
Minibatch iteration 893/132800: mean batch inertia: 2.942405, ewa inertia: 3.208154 
Minibatch iteration 894/132800: mean batch inertia: 2.861258, ewa inertia: 3.207631 
Minibatch iteration 895/132800: mean batch inertia: 2.815939, ewa inertia: 3.207041 
Minibatch iteration 896/132800: mean batch inertia: 2.926826, ewa inertia: 3.206619 
Minibatch iteration 897/132800: mean batch inertia: 2.972830, ewa inertia: 3.206266 
Minibatch iteration 898/132800: mean batch inertia: 2.912452, ewa inertia: 3.205824 
Minibatch iteration 899/132800: mean batch inertia: 2.940441, ewa inertia: 3.205424 
Minibatch iteration 900/132800: mean batch inertia: 2.931818, ewa inertia: 3.205012 
Minibatch iteration 901/132800: mean batch inertia: 2.998327, ewa inertia: 3.204700 
Minibatch iteration 902/132800: mean batch inertia: 2.933780, ewa inertia: 3.204292 
Minibatch iteration 903/132800: mean batch inertia: 3.121505, ewa inertia: 3.204167 
Minibatch iteration 904/132800: mean batch inertia: 2.852711, ewa inertia: 3.203638 
Minibatch iteration 905/132800: mean batch inertia: 2.939844, ewa inertia: 3.203241 
Minibatch iteration 906/132800: mean batch inertia: 3.058737, ewa inertia: 3.203023 
Minibatch iteration 907/132800: mean batch inertia: 2.736348, ewa inertia: 3.202320 
Minibatch iteration 908/132800: mean batch inertia: 2.857484, ewa inertia: 3.201800 
Minibatch iteration 909/132800: mean batch inertia: 3.015211, ewa inertia: 3.201519 
Minibatch iteration 910/132800: mean batch inertia: 3.129234, ewa inertia: 3.201410 
Minibatch iteration 911/132800: mean batch inertia: 2.604671, ewa inertia: 3.200511 
Minibatch iteration 912/132800: mean batch inertia: 3.223327, ewa inertia: 3.200546 
Minibatch iteration 913/132800: mean batch inertia: 3.106821, ewa inertia: 3.200404 
Minibatch iteration 914/132800: mean batch inertia: 3.005407, ewa inertia: 3.200111 
Minibatch iteration 915/132800: mean batch inertia: 3.064995, ewa inertia: 3.199907 
Minibatch iteration 916/132800: mean batch inertia: 2.855965, ewa inertia: 3.199389 
Minibatch iteration 917/132800: mean batch inertia: 2.852266, ewa inertia: 3.198866 
Minibatch iteration 918/132800: mean batch inertia: 3.109295, ewa inertia: 3.198731 
Minibatch iteration 919/132800: mean batch inertia: 3.032930, ewa inertia: 3.198481 
Minibatch iteration 920/132800: mean batch inertia: 2.991034, ewa inertia: 3.198169 
Minibatch iteration 921/132800: mean batch inertia: 2.874697, ewa inertia: 3.197681 
Minibatch iteration 922/132800: mean batch inertia: 3.014948, ewa inertia: 3.197406 
Minibatch iteration 923/132800: mean batch inertia: 2.731356, ewa inertia: 3.196704 
Minibatch iteration 924/132800: mean batch inertia: 3.132804, ewa inertia: 3.196608 
Minibatch iteration 925/132800: mean batch inertia: 3.105553, ewa inertia: 3.196470 
Minibatch iteration 926/132800: mean batch inertia: 2.870900, ewa inertia: 3.195980 
Minibatch iteration 927/132800: mean batch inertia: 2.790480, ewa inertia: 3.195369 
Minibatch iteration 928/132800: mean batch inertia: 2.793618, ewa inertia: 3.194764 
Minibatch iteration 929/132800: mean batch inertia: 2.979931, ewa inertia: 3.194440 
Minibatch iteration 930/132800: mean batch inertia: 2.906369, ewa inertia: 3.194006 
Minibatch iteration 931/132800: mean batch inertia: 2.836672, ewa inertia: 3.193468 
Minibatch iteration 932/132800: mean batch inertia: 2.744106, ewa inertia: 3.192791 
Minibatch iteration 933/132800: mean batch inertia: 2.969969, ewa inertia: 3.192455 
Minibatch iteration 934/132800: mean batch inertia: 2.896306, ewa inertia: 3.192009 
Minibatch iteration 935/132800: mean batch inertia: 2.907587, ewa inertia: 3.191580 
Minibatch iteration 936/132800: mean batch inertia: 2.819812, ewa inertia: 3.191020 
Minibatch iteration 937/132800: mean batch inertia: 2.935286, ewa inertia: 3.190635 
Minibatch iteration 938/132800: mean batch inertia: 3.145403, ewa inertia: 3.190567 
Minibatch iteration 939/132800: mean batch inertia: 2.884420, ewa inertia: 3.190106 
Minibatch iteration 940/132800: mean batch inertia: 3.255385, ewa inertia: 3.190204 
Minibatch iteration 941/132800: mean batch inertia: 3.113685, ewa inertia: 3.190089 
Minibatch iteration 942/132800: mean batch inertia: 2.965469, ewa inertia: 3.189750 
Minibatch iteration 943/132800: mean batch inertia: 2.655565, ewa inertia: 3.188945 
Minibatch iteration 944/132800: mean batch inertia: 2.948508, ewa inertia: 3.188583 
Minibatch iteration 945/132800: mean batch inertia: 2.936808, ewa inertia: 3.188204 
Minibatch iteration 946/132800: mean batch inertia: 2.730804, ewa inertia: 3.187515 
Minibatch iteration 947/132800: mean batch inertia: 2.750949, ewa inertia: 3.186857 
Minibatch iteration 948/132800: mean batch inertia: 3.049158, ewa inertia: 3.186650 
Minibatch iteration 949/132800: mean batch inertia: 3.071412, ewa inertia: 3.186476 
Minibatch iteration 950/132800: mean batch inertia: 2.757635, ewa inertia: 3.185830 
Minibatch iteration 951/132800: mean batch inertia: 2.859048, ewa inertia: 3.185338 
Minibatch iteration 952/132800: mean batch inertia: 2.984300, ewa inertia: 3.185035 
Minibatch iteration 953/132800: mean batch inertia: 2.763897, ewa inertia: 3.184400 
Minibatch iteration 954/132800: mean batch inertia: 3.041045, ewa inertia: 3.184184 
Minibatch iteration 955/132800: mean batch inertia: 2.826382, ewa inertia: 3.183645 
Minibatch iteration 956/132800: mean batch inertia: 2.793608, ewa inertia: 3.183058 
Minibatch iteration 957/132800: mean batch inertia: 2.852778, ewa inertia: 3.182560 
Minibatch iteration 958/132800: mean batch inertia: 2.962478, ewa inertia: 3.182228 
Minibatch iteration 959/132800: mean batch inertia: 2.871440, ewa inertia: 3.181760 
Minibatch iteration 960/132800: mean batch inertia: 2.859731, ewa inertia: 3.181275 
Minibatch iteration 961/132800: mean batch inertia: 2.889466, ewa inertia: 3.180835 
Minibatch iteration 962/132800: mean batch inertia: 2.947618, ewa inertia: 3.180484 
Minibatch iteration 963/132800: mean batch inertia: 2.727109, ewa inertia: 3.179801 
Minibatch iteration 964/132800: mean batch inertia: 3.255804, ewa inertia: 3.179915 
Minibatch iteration 965/132800: mean batch inertia: 2.690772, ewa inertia: 3.179179 
Minibatch iteration 966/132800: mean batch inertia: 2.948338, ewa inertia: 3.178831 
Minibatch iteration 967/132800: mean batch inertia: 2.969629, ewa inertia: 3.178516 
Minibatch iteration 968/132800: mean batch inertia: 2.846328, ewa inertia: 3.178015 
Minibatch iteration 969/132800: mean batch inertia: 2.776316, ewa inertia: 3.177410 
Minibatch iteration 970/132800: mean batch inertia: 2.682815, ewa inertia: 3.176665 
Minibatch iteration 971/132800: mean batch inertia: 2.688511, ewa inertia: 3.175929 
Minibatch iteration 972/132800: mean batch inertia: 3.106939, ewa inertia: 3.175825 
Minibatch iteration 973/132800: mean batch inertia: 2.887007, ewa inertia: 3.175390 
Minibatch iteration 974/132800: mean batch inertia: 2.804203, ewa inertia: 3.174831 
Minibatch iteration 975/132800: mean batch inertia: 3.190537, ewa inertia: 3.174855 
Minibatch iteration 976/132800: mean batch inertia: 2.800482, ewa inertia: 3.174291 
Minibatch iteration 977/132800: mean batch inertia: 2.764630, ewa inertia: 3.173673 
Minibatch iteration 978/132800: mean batch inertia: 2.716172, ewa inertia: 3.172984 
Minibatch iteration 979/132800: mean batch inertia: 3.028014, ewa inertia: 3.172766 
Minibatch iteration 980/132800: mean batch inertia: 2.930888, ewa inertia: 3.172401 
Minibatch iteration 981/132800: mean batch inertia: 2.806501, ewa inertia: 3.171850 
Minibatch iteration 982/132800: mean batch inertia: 2.744228, ewa inertia: 3.171206 
Minibatch iteration 983/132800: mean batch inertia: 2.802997, ewa inertia: 3.170651 
Minibatch iteration 984/132800: mean batch inertia: 3.065311, ewa inertia: 3.170492 
Minibatch iteration 985/132800: mean batch inertia: 2.696603, ewa inertia: 3.169778 
Minibatch iteration 986/132800: mean batch inertia: 2.796832, ewa inertia: 3.169217 
Minibatch iteration 987/132800: mean batch inertia: 3.148868, ewa inertia: 3.169186 
Minibatch iteration 988/132800: mean batch inertia: 2.967278, ewa inertia: 3.168882 
Minibatch iteration 989/132800: mean batch inertia: 2.851064, ewa inertia: 3.168403 
Minibatch iteration 990/132800: mean batch inertia: 3.190929, ewa inertia: 3.168437 
Minibatch iteration 991/132800: mean batch inertia: 3.162299, ewa inertia: 3.168428 
Minibatch iteration 992/132800: mean batch inertia: 2.734718, ewa inertia: 3.167774 
Minibatch iteration 993/132800: mean batch inertia: 2.804169, ewa inertia: 3.167226 
Minibatch iteration 994/132800: mean batch inertia: 2.928280, ewa inertia: 3.166866 
Minibatch iteration 995/132800: mean batch inertia: 2.870511, ewa inertia: 3.166420 
Minibatch iteration 996/132800: mean batch inertia: 2.796917, ewa inertia: 3.165863 
Minibatch iteration 997/132800: mean batch inertia: 3.191743, ewa inertia: 3.165902 
Minibatch iteration 998/132800: mean batch inertia: 2.726689, ewa inertia: 3.165241 
Minibatch iteration 999/132800: mean batch inertia: 3.031028, ewa inertia: 3.165038 
Minibatch iteration 1000/132800: mean batch inertia: 3.050705, ewa inertia: 3.164866 
Minibatch iteration 1001/132800: mean batch inertia: 2.628941, ewa inertia: 3.164059 
Minibatch iteration 1002/132800: mean batch inertia: 3.045911, ewa inertia: 3.163881 
Minibatch iteration 1003/132800: mean batch inertia: 3.154350, ewa inertia: 3.163866 
Minibatch iteration 1004/132800: mean batch inertia: 2.405268, ewa inertia: 3.162723 
Minibatch iteration 1005/132800: mean batch inertia: 2.843487, ewa inertia: 3.162242 
Minibatch iteration 1006/132800: mean batch inertia: 2.719584, ewa inertia: 3.161576 
Minibatch iteration 1007/132800: mean batch inertia: 3.108355, ewa inertia: 3.161495 
Minibatch iteration 1008/132800: mean batch inertia: 2.993534, ewa inertia: 3.161242 
Minibatch iteration 1009/132800: mean batch inertia: 3.201807, ewa inertia: 3.161303 
Minibatch iteration 1010/132800: mean batch inertia: 2.876447, ewa inertia: 3.160874 
Minibatch iteration 1011/132800: mean batch inertia: 2.955295, ewa inertia: 3.160565 
Minibatch iteration 1012/132800: mean batch inertia: 3.004552, ewa inertia: 3.160330 
Minibatch iteration 1013/132800: mean batch inertia: 2.880122, ewa inertia: 3.159907 
Minibatch iteration 1014/132800: mean batch inertia: 3.189225, ewa inertia: 3.159952 
Minibatch iteration 1015/132800: mean batch inertia: 2.996227, ewa inertia: 3.159705 
Minibatch iteration 1016/132800: mean batch inertia: 2.739989, ewa inertia: 3.159073 
Minibatch iteration 1017/132800: mean batch inertia: 2.879144, ewa inertia: 3.158651 
Minibatch iteration 1018/132800: mean batch inertia: 3.046555, ewa inertia: 3.158482 
Minibatch iteration 1019/132800: mean batch inertia: 2.679793, ewa inertia: 3.157761 
Minibatch iteration 1020/132800: mean batch inertia: 2.990225, ewa inertia: 3.157508 
Minibatch iteration 1021/132800: mean batch inertia: 2.953871, ewa inertia: 3.157202 
Minibatch iteration 1022/132800: mean batch inertia: 2.967090, ewa inertia: 3.156915 
Minibatch iteration 1023/132800: mean batch inertia: 2.844643, ewa inertia: 3.156445 
Minibatch iteration 1024/132800: mean batch inertia: 3.032252, ewa inertia: 3.156258 
Minibatch iteration 1025/132800: mean batch inertia: 2.685274, ewa inertia: 3.155548 
Minibatch iteration 1026/132800: mean batch inertia: 3.102689, ewa inertia: 3.155468 
Minibatch iteration 1027/132800: mean batch inertia: 2.944607, ewa inertia: 3.155151 
Minibatch iteration 1028/132800: mean batch inertia: 3.006577, ewa inertia: 3.154927 
Minibatch iteration 1029/132800: mean batch inertia: 2.813500, ewa inertia: 3.154412 
Minibatch iteration 1030/132800: mean batch inertia: 3.016137, ewa inertia: 3.154204 
Minibatch iteration 1031/132800: mean batch inertia: 2.907157, ewa inertia: 3.153832 
Minibatch iteration 1032/132800: mean batch inertia: 2.796968, ewa inertia: 3.153294 
Minibatch iteration 1033/132800: mean batch inertia: 2.958908, ewa inertia: 3.153001 
Minibatch iteration 1034/132800: mean batch inertia: 2.974878, ewa inertia: 3.152733 
Minibatch iteration 1035/132800: mean batch inertia: 3.143552, ewa inertia: 3.152719 
Minibatch iteration 1036/132800: mean batch inertia: 2.799531, ewa inertia: 3.152187 
Minibatch iteration 1037/132800: mean batch inertia: 2.859232, ewa inertia: 3.151746 
Minibatch iteration 1038/132800: mean batch inertia: 2.910843, ewa inertia: 3.151383 
Minibatch iteration 1039/132800: mean batch inertia: 2.942582, ewa inertia: 3.151068 
Minibatch iteration 1040/132800: mean batch inertia: 3.016205, ewa inertia: 3.150865 
Minibatch iteration 1041/132800: mean batch inertia: 2.854200, ewa inertia: 3.150418 
Minibatch iteration 1042/132800: mean batch inertia: 3.011021, ewa inertia: 3.150208 
Minibatch iteration 1043/132800: mean batch inertia: 3.031906, ewa inertia: 3.150030 
Minibatch iteration 1044/132800: mean batch inertia: 2.791794, ewa inertia: 3.149490 
Minibatch iteration 1045/132800: mean batch inertia: 2.815181, ewa inertia: 3.148987 
Minibatch iteration 1046/132800: mean batch inertia: 2.802356, ewa inertia: 3.148464 
Minibatch iteration 1047/132800: mean batch inertia: 2.962871, ewa inertia: 3.148185 
Minibatch iteration 1048/132800: mean batch inertia: 2.953204, ewa inertia: 3.147891 
Minibatch iteration 1049/132800: mean batch inertia: 2.879728, ewa inertia: 3.147487 
Minibatch iteration 1050/132800: mean batch inertia: 3.013910, ewa inertia: 3.147286 
Minibatch iteration 1051/132800: mean batch inertia: 2.966096, ewa inertia: 3.147013 
Minibatch iteration 1052/132800: mean batch inertia: 2.863558, ewa inertia: 3.146586 
Minibatch iteration 1053/132800: mean batch inertia: 2.874363, ewa inertia: 3.146176 
Minibatch iteration 1054/132800: mean batch inertia: 2.872301, ewa inertia: 3.145763 
Minibatch iteration 1055/132800: mean batch inertia: 2.741335, ewa inertia: 3.145154 
Minibatch iteration 1056/132800: mean batch inertia: 3.011646, ewa inertia: 3.144952 
Minibatch iteration 1057/132800: mean batch inertia: 2.750376, ewa inertia: 3.144358 
Minibatch iteration 1058/132800: mean batch inertia: 2.928539, ewa inertia: 3.144033 
Minibatch iteration 1059/132800: mean batch inertia: 3.062824, ewa inertia: 3.143910 
Minibatch iteration 1060/132800: mean batch inertia: 3.265013, ewa inertia: 3.144093 
Minibatch iteration 1061/132800: mean batch inertia: 2.595777, ewa inertia: 3.143267 
Minibatch iteration 1062/132800: mean batch inertia: 2.770923, ewa inertia: 3.142706 
Minibatch iteration 1063/132800: mean batch inertia: 3.171945, ewa inertia: 3.142750 
Minibatch iteration 1064/132800: mean batch inertia: 2.828239, ewa inertia: 3.142276 
Minibatch iteration 1065/132800: mean batch inertia: 2.787103, ewa inertia: 3.141741 
Minibatch iteration 1066/132800: mean batch inertia: 2.824518, ewa inertia: 3.141263 
Minibatch iteration 1067/132800: mean batch inertia: 2.805794, ewa inertia: 3.140758 
Minibatch iteration 1068/132800: mean batch inertia: 3.182900, ewa inertia: 3.140821 
Minibatch iteration 1069/132800: mean batch inertia: 2.977957, ewa inertia: 3.140576 
Minibatch iteration 1070/132800: mean batch inertia: 2.882670, ewa inertia: 3.140187 
Minibatch iteration 1071/132800: mean batch inertia: 3.029299, ewa inertia: 3.140020 
Minibatch iteration 1072/132800: mean batch inertia: 2.520339, ewa inertia: 3.139087 
Minibatch iteration 1073/132800: mean batch inertia: 2.962236, ewa inertia: 3.138820 
Minibatch iteration 1074/132800: mean batch inertia: 2.840517, ewa inertia: 3.138371 
Minibatch iteration 1075/132800: mean batch inertia: 2.805969, ewa inertia: 3.137870 
Minibatch iteration 1076/132800: mean batch inertia: 2.974984, ewa inertia: 3.137625 
Minibatch iteration 1077/132800: mean batch inertia: 2.983734, ewa inertia: 3.137393 
Minibatch iteration 1078/132800: mean batch inertia: 3.032973, ewa inertia: 3.137235 
Minibatch iteration 1079/132800: mean batch inertia: 2.622688, ewa inertia: 3.136460 
Minibatch iteration 1080/132800: mean batch inertia: 2.796908, ewa inertia: 3.135949 
Minibatch iteration 1081/132800: mean batch inertia: 2.883971, ewa inertia: 3.135569 
Minibatch iteration 1082/132800: mean batch inertia: 3.021107, ewa inertia: 3.135397 
Minibatch iteration 1083/132800: mean batch inertia: 2.723685, ewa inertia: 3.134776 
Minibatch iteration 1084/132800: mean batch inertia: 2.908940, ewa inertia: 3.134436 
Minibatch iteration 1085/132800: mean batch inertia: 3.121813, ewa inertia: 3.134417 
Minibatch iteration 1086/132800: mean batch inertia: 2.913384, ewa inertia: 3.134084 
Minibatch iteration 1087/132800: mean batch inertia: 2.964171, ewa inertia: 3.133828 
Minibatch iteration 1088/132800: mean batch inertia: 2.929631, ewa inertia: 3.133520 
Minibatch iteration 1089/132800: mean batch inertia: 2.626702, ewa inertia: 3.132757 
Minibatch iteration 1090/132800: mean batch inertia: 2.969356, ewa inertia: 3.132511 
Minibatch iteration 1091/132800: mean batch inertia: 2.965927, ewa inertia: 3.132260 
Minibatch iteration 1092/132800: mean batch inertia: 2.877853, ewa inertia: 3.131876 
Minibatch iteration 1093/132800: mean batch inertia: 2.614873, ewa inertia: 3.131097 
Minibatch iteration 1094/132800: mean batch inertia: 2.736708, ewa inertia: 3.130503 
Minibatch iteration 1095/132800: mean batch inertia: 2.784447, ewa inertia: 3.129982 
Minibatch iteration 1096/132800: mean batch inertia: 3.127606, ewa inertia: 3.129978 
Minibatch iteration 1097/132800: mean batch inertia: 2.874111, ewa inertia: 3.129593 
Minibatch iteration 1098/132800: mean batch inertia: 2.848439, ewa inertia: 3.129169 
Minibatch iteration 1099/132800: mean batch inertia: 2.865001, ewa inertia: 3.128771 
Minibatch iteration 1100/132800: mean batch inertia: 2.844053, ewa inertia: 3.128342 
Minibatch iteration 1101/132800: mean batch inertia: 2.640164, ewa inertia: 3.127607 
Minibatch iteration 1102/132800: mean batch inertia: 2.965850, ewa inertia: 3.127363 
Minibatch iteration 1103/132800: mean batch inertia: 2.742385, ewa inertia: 3.126783 
Minibatch iteration 1104/132800: mean batch inertia: 2.925465, ewa inertia: 3.126480 
Minibatch iteration 1105/132800: mean batch inertia: 2.760585, ewa inertia: 3.125929 
Minibatch iteration 1106/132800: mean batch inertia: 2.823187, ewa inertia: 3.125473 
Minibatch iteration 1107/132800: mean batch inertia: 3.308061, ewa inertia: 3.125748 
Minibatch iteration 1108/132800: mean batch inertia: 2.851405, ewa inertia: 3.125334 
Minibatch iteration 1109/132800: mean batch inertia: 2.755815, ewa inertia: 3.124778 
Minibatch iteration 1110/132800: mean batch inertia: 3.021936, ewa inertia: 3.124623 
Minibatch iteration 1111/132800: mean batch inertia: 2.928757, ewa inertia: 3.124328 
Minibatch iteration 1112/132800: mean batch inertia: 2.878760, ewa inertia: 3.123958 
Minibatch iteration 1113/132800: mean batch inertia: 3.107239, ewa inertia: 3.123932 
Minibatch iteration 1114/132800: mean batch inertia: 3.152797, ewa inertia: 3.123976 
Minibatch iteration 1115/132800: mean batch inertia: 2.919218, ewa inertia: 3.123667 
Minibatch iteration 1116/132800: mean batch inertia: 3.012678, ewa inertia: 3.123500 
Minibatch iteration 1117/132800: mean batch inertia: 2.959652, ewa inertia: 3.123253 
Minibatch iteration 1118/132800: mean batch inertia: 3.230802, ewa inertia: 3.123415 
Minibatch iteration 1119/132800: mean batch inertia: 2.833932, ewa inertia: 3.122979 
Minibatch iteration 1120/132800: mean batch inertia: 2.699993, ewa inertia: 3.122342 
Minibatch iteration 1121/132800: mean batch inertia: 2.806609, ewa inertia: 3.121866 
Minibatch iteration 1122/132800: mean batch inertia: 2.778051, ewa inertia: 3.121348 
Minibatch iteration 1123/132800: mean batch inertia: 2.925414, ewa inertia: 3.121053 
Minibatch iteration 1124/132800: mean batch inertia: 2.797938, ewa inertia: 3.120566 
Minibatch iteration 1125/132800: mean batch inertia: 2.974358, ewa inertia: 3.120346 
Minibatch iteration 1126/132800: mean batch inertia: 2.835850, ewa inertia: 3.119917 
Minibatch iteration 1127/132800: mean batch inertia: 2.755803, ewa inertia: 3.119369 
Minibatch iteration 1128/132800: mean batch inertia: 2.624534, ewa inertia: 3.118623 
Minibatch iteration 1129/132800: mean batch inertia: 2.617267, ewa inertia: 3.117868 
Minibatch iteration 1130/132800: mean batch inertia: 2.949025, ewa inertia: 3.117614 
Minibatch iteration 1131/132800: mean batch inertia: 2.791569, ewa inertia: 3.117122 
Minibatch iteration 1132/132800: mean batch inertia: 2.942828, ewa inertia: 3.116860 
Minibatch iteration 1133/132800: mean batch inertia: 3.003504, ewa inertia: 3.116689 
Minibatch iteration 1134/132800: mean batch inertia: 2.855808, ewa inertia: 3.116296 
Minibatch iteration 1135/132800: mean batch inertia: 2.916141, ewa inertia: 3.115994 
Minibatch iteration 1136/132800: mean batch inertia: 2.889106, ewa inertia: 3.115653 
Minibatch iteration 1137/132800: mean batch inertia: 3.031549, ewa inertia: 3.115526 
Minibatch iteration 1138/132800: mean batch inertia: 3.034991, ewa inertia: 3.115405 
Minibatch iteration 1139/132800: mean batch inertia: 2.872467, ewa inertia: 3.115039 
Minibatch iteration 1140/132800: mean batch inertia: 2.846378, ewa inertia: 3.114634 
Minibatch iteration 1141/132800: mean batch inertia: 3.188356, ewa inertia: 3.114745 
Minibatch iteration 1142/132800: mean batch inertia: 3.048334, ewa inertia: 3.114645 
Minibatch iteration 1143/132800: mean batch inertia: 3.189464, ewa inertia: 3.114758 
Minibatch iteration 1144/132800: mean batch inertia: 2.906064, ewa inertia: 3.114443 
Minibatch iteration 1145/132800: mean batch inertia: 2.778915, ewa inertia: 3.113938 
Minibatch iteration 1146/132800: mean batch inertia: 2.968199, ewa inertia: 3.113718 
Minibatch iteration 1147/132800: mean batch inertia: 2.766340, ewa inertia: 3.113195 
Minibatch iteration 1148/132800: mean batch inertia: 3.031729, ewa inertia: 3.113072 
Minibatch iteration 1149/132800: mean batch inertia: 3.041036, ewa inertia: 3.112963 
Minibatch iteration 1150/132800: mean batch inertia: 3.088613, ewa inertia: 3.112927 
Minibatch iteration 1151/132800: mean batch inertia: 2.842380, ewa inertia: 3.112519 
Minibatch iteration 1152/132800: mean batch inertia: 2.987049, ewa inertia: 3.112330 
Minibatch iteration 1153/132800: mean batch inertia: 2.918087, ewa inertia: 3.112038 
Minibatch iteration 1154/132800: mean batch inertia: 2.748627, ewa inertia: 3.111490 
Minibatch iteration 1155/132800: mean batch inertia: 2.865579, ewa inertia: 3.111120 
Minibatch iteration 1156/132800: mean batch inertia: 2.938783, ewa inertia: 3.110860 
Minibatch iteration 1157/132800: mean batch inertia: 2.958420, ewa inertia: 3.110630 
Minibatch iteration 1158/132800: mean batch inertia: 3.064828, ewa inertia: 3.110561 
Minibatch iteration 1159/132800: mean batch inertia: 2.902283, ewa inertia: 3.110247 
Minibatch iteration 1160/132800: mean batch inertia: 2.770162, ewa inertia: 3.109735 
Minibatch iteration 1161/132800: mean batch inertia: 3.000997, ewa inertia: 3.109571 
Minibatch iteration 1162/132800: mean batch inertia: 3.051686, ewa inertia: 3.109484 
Minibatch iteration 1163/132800: mean batch inertia: 2.905744, ewa inertia: 3.109177 
Minibatch iteration 1164/132800: mean batch inertia: 2.819910, ewa inertia: 3.108741 
Minibatch iteration 1165/132800: mean batch inertia: 3.016897, ewa inertia: 3.108603 
Minibatch iteration 1166/132800: mean batch inertia: 3.085400, ewa inertia: 3.108568 
Minibatch iteration 1167/132800: mean batch inertia: 2.961362, ewa inertia: 3.108346 
Minibatch iteration 1168/132800: mean batch inertia: 3.203937, ewa inertia: 3.108490 
Minibatch iteration 1169/132800: mean batch inertia: 2.669630, ewa inertia: 3.107829 
Minibatch iteration 1170/132800: mean batch inertia: 2.950161, ewa inertia: 3.107591 
Minibatch iteration 1171/132800: mean batch inertia: 3.000101, ewa inertia: 3.107430 
Minibatch iteration 1172/132800: mean batch inertia: 2.812019, ewa inertia: 3.106984 
Minibatch iteration 1173/132800: mean batch inertia: 3.046352, ewa inertia: 3.106893 
Minibatch iteration 1174/132800: mean batch inertia: 2.939912, ewa inertia: 3.106642 
Minibatch iteration 1175/132800: mean batch inertia: 2.900105, ewa inertia: 3.106330 
Minibatch iteration 1176/132800: mean batch inertia: 2.892700, ewa inertia: 3.106009 
Minibatch iteration 1177/132800: mean batch inertia: 2.923016, ewa inertia: 3.105733 
Minibatch iteration 1178/132800: mean batch inertia: 2.746751, ewa inertia: 3.105192 
Minibatch iteration 1179/132800: mean batch inertia: 2.912921, ewa inertia: 3.104902 
Minibatch iteration 1180/132800: mean batch inertia: 3.087242, ewa inertia: 3.104876 
Minibatch iteration 1181/132800: mean batch inertia: 2.691472, ewa inertia: 3.104253 
Minibatch iteration 1182/132800: mean batch inertia: 2.786170, ewa inertia: 3.103774 
Minibatch iteration 1183/132800: mean batch inertia: 2.921431, ewa inertia: 3.103499 
Minibatch iteration 1184/132800: mean batch inertia: 3.174559, ewa inertia: 3.103606 
Minibatch iteration 1185/132800: mean batch inertia: 2.735409, ewa inertia: 3.103051 
Minibatch iteration 1186/132800: mean batch inertia: 2.761470, ewa inertia: 3.102537 
Minibatch iteration 1187/132800: mean batch inertia: 2.819334, ewa inertia: 3.102110 
Minibatch iteration 1188/132800: mean batch inertia: 2.794771, ewa inertia: 3.101647 
Minibatch iteration 1189/132800: mean batch inertia: 2.890284, ewa inertia: 3.101329 
Minibatch iteration 1190/132800: mean batch inertia: 2.939890, ewa inertia: 3.101085 
Minibatch iteration 1191/132800: mean batch inertia: 3.038557, ewa inertia: 3.100991 
Minibatch iteration 1192/132800: mean batch inertia: 2.961019, ewa inertia: 3.100780 
Minibatch iteration 1193/132800: mean batch inertia: 2.877494, ewa inertia: 3.100444 
Minibatch iteration 1194/132800: mean batch inertia: 2.973279, ewa inertia: 3.100252 
Minibatch iteration 1195/132800: mean batch inertia: 2.894028, ewa inertia: 3.099942 
Minibatch iteration 1196/132800: mean batch inertia: 2.726149, ewa inertia: 3.099378 
Minibatch iteration 1197/132800: mean batch inertia: 2.849469, ewa inertia: 3.099002 
Minibatch iteration 1198/132800: mean batch inertia: 2.946718, ewa inertia: 3.098772 
Minibatch iteration 1199/132800: mean batch inertia: 2.992939, ewa inertia: 3.098613 
Minibatch iteration 1200/132800: mean batch inertia: 2.863333, ewa inertia: 3.098259 
Minibatch iteration 1201/132800: mean batch inertia: 2.922000, ewa inertia: 3.097993 
Minibatch iteration 1202/132800: mean batch inertia: 3.001203, ewa inertia: 3.097847 
Minibatch iteration 1203/132800: mean batch inertia: 3.202135, ewa inertia: 3.098004 
Minibatch iteration 1204/132800: mean batch inertia: 2.873098, ewa inertia: 3.097665 
Minibatch iteration 1205/132800: mean batch inertia: 3.158413, ewa inertia: 3.097757 
Minibatch iteration 1206/132800: mean batch inertia: 2.861325, ewa inertia: 3.097401 
Minibatch iteration 1207/132800: mean batch inertia: 2.690565, ewa inertia: 3.096788 
Minibatch iteration 1208/132800: mean batch inertia: 2.864625, ewa inertia: 3.096438 
Minibatch iteration 1209/132800: mean batch inertia: 2.870229, ewa inertia: 3.096097 
Minibatch iteration 1210/132800: mean batch inertia: 3.067833, ewa inertia: 3.096055 
Minibatch iteration 1211/132800: mean batch inertia: 2.679933, ewa inertia: 3.095428 
Minibatch iteration 1212/132800: mean batch inertia: 2.897488, ewa inertia: 3.095130 
Minibatch iteration 1213/132800: mean batch inertia: 3.011028, ewa inertia: 3.095003 
Minibatch iteration 1214/132800: mean batch inertia: 2.789415, ewa inertia: 3.094542 
Minibatch iteration 1215/132800: mean batch inertia: 3.018034, ewa inertia: 3.094427 
Minibatch iteration 1216/132800: mean batch inertia: 3.175015, ewa inertia: 3.094549 
Minibatch iteration 1217/132800: mean batch inertia: 2.668037, ewa inertia: 3.093906 
Minibatch iteration 1218/132800: mean batch inertia: 2.931521, ewa inertia: 3.093661 
Minibatch iteration 1219/132800: mean batch inertia: 2.835559, ewa inertia: 3.093273 
Minibatch iteration 1220/132800: mean batch inertia: 3.086655, ewa inertia: 3.093263 
Minibatch iteration 1221/132800: mean batch inertia: 2.708229, ewa inertia: 3.092683 
Minibatch iteration 1222/132800: mean batch inertia: 2.895479, ewa inertia: 3.092385 
Minibatch iteration 1223/132800: mean batch inertia: 2.815333, ewa inertia: 3.091968 
Minibatch iteration 1224/132800: mean batch inertia: 2.808785, ewa inertia: 3.091541 
Minibatch iteration 1225/132800: mean batch inertia: 2.943206, ewa inertia: 3.091318 
Minibatch iteration 1226/132800: mean batch inertia: 2.735278, ewa inertia: 3.090781 
Minibatch iteration 1227/132800: mean batch inertia: 3.022767, ewa inertia: 3.090679 
Minibatch iteration 1228/132800: mean batch inertia: 2.793928, ewa inertia: 3.090232 
Minibatch iteration 1229/132800: mean batch inertia: 2.728123, ewa inertia: 3.089686 
Minibatch iteration 1230/132800: mean batch inertia: 2.987811, ewa inertia: 3.089533 
Minibatch iteration 1231/132800: mean batch inertia: 2.877636, ewa inertia: 3.089214 
Minibatch iteration 1232/132800: mean batch inertia: 2.790963, ewa inertia: 3.088764 
Minibatch iteration 1233/132800: mean batch inertia: 2.847429, ewa inertia: 3.088401 
Minibatch iteration 1234/132800: mean batch inertia: 2.931444, ewa inertia: 3.088164 
Minibatch iteration 1235/132800: mean batch inertia: 2.910382, ewa inertia: 3.087896 
Minibatch iteration 1236/132800: mean batch inertia: 2.626011, ewa inertia: 3.087201 
Minibatch iteration 1237/132800: mean batch inertia: 3.189548, ewa inertia: 3.087355 
Minibatch iteration 1238/132800: mean batch inertia: 2.905860, ewa inertia: 3.087081 
Minibatch iteration 1239/132800: mean batch inertia: 2.794005, ewa inertia: 3.086640 
Minibatch iteration 1240/132800: mean batch inertia: 3.047836, ewa inertia: 3.086581 
Minibatch iteration 1241/132800: mean batch inertia: 3.097302, ewa inertia: 3.086597 
Minibatch iteration 1242/132800: mean batch inertia: 2.987444, ewa inertia: 3.086448 
Minibatch iteration 1243/132800: mean batch inertia: 2.907429, ewa inertia: 3.086178 
Minibatch iteration 1244/132800: mean batch inertia: 2.929267, ewa inertia: 3.085942 
Minibatch iteration 1245/132800: mean batch inertia: 2.830719, ewa inertia: 3.085557 
Minibatch iteration 1246/132800: mean batch inertia: 2.930638, ewa inertia: 3.085324 
Minibatch iteration 1247/132800: mean batch inertia: 3.112940, ewa inertia: 3.085366 
Minibatch iteration 1248/132800: mean batch inertia: 2.850782, ewa inertia: 3.085012 
Minibatch iteration 1249/132800: mean batch inertia: 2.935113, ewa inertia: 3.084786 
Minibatch iteration 1250/132800: mean batch inertia: 2.780173, ewa inertia: 3.084327 
Minibatch iteration 1251/132800: mean batch inertia: 2.913365, ewa inertia: 3.084070 
Minibatch iteration 1252/132800: mean batch inertia: 2.940317, ewa inertia: 3.083853 
Minibatch iteration 1253/132800: mean batch inertia: 2.829261, ewa inertia: 3.083470 
Minibatch iteration 1254/132800: mean batch inertia: 2.584190, ewa inertia: 3.082718 
Minibatch iteration 1255/132800: mean batch inertia: 2.760044, ewa inertia: 3.082231 
Minibatch iteration 1256/132800: mean batch inertia: 2.973561, ewa inertia: 3.082068 
Minibatch iteration 1257/132800: mean batch inertia: 2.943513, ewa inertia: 3.081859 
Minibatch iteration 1258/132800: mean batch inertia: 3.136934, ewa inertia: 3.081942 
Minibatch iteration 1259/132800: mean batch inertia: 2.874778, ewa inertia: 3.081630 
Minibatch iteration 1260/132800: mean batch inertia: 2.893102, ewa inertia: 3.081346 
Minibatch iteration 1261/132800: mean batch inertia: 3.085706, ewa inertia: 3.081352 
Minibatch iteration 1262/132800: mean batch inertia: 2.836234, ewa inertia: 3.080983 
Minibatch iteration 1263/132800: mean batch inertia: 2.729352, ewa inertia: 3.080453 
Minibatch iteration 1264/132800: mean batch inertia: 2.707277, ewa inertia: 3.079891 
Minibatch iteration 1265/132800: mean batch inertia: 3.157006, ewa inertia: 3.080007 
Minibatch iteration 1266/132800: mean batch inertia: 3.082372, ewa inertia: 3.080011 
Minibatch iteration 1267/132800: mean batch inertia: 2.692526, ewa inertia: 3.079427 
Minibatch iteration 1268/132800: mean batch inertia: 2.911197, ewa inertia: 3.079174 
Minibatch iteration 1269/132800: mean batch inertia: 2.868978, ewa inertia: 3.078857 
Minibatch iteration 1270/132800: mean batch inertia: 2.833158, ewa inertia: 3.078487 
Minibatch iteration 1271/132800: mean batch inertia: 2.960957, ewa inertia: 3.078310 
Minibatch iteration 1272/132800: mean batch inertia: 2.978373, ewa inertia: 3.078159 
Minibatch iteration 1273/132800: mean batch inertia: 2.846946, ewa inertia: 3.077811 
Minibatch iteration 1274/132800: mean batch inertia: 2.809213, ewa inertia: 3.077406 
Minibatch iteration 1275/132800: mean batch inertia: 3.109753, ewa inertia: 3.077455 
Minibatch iteration 1276/132800: mean batch inertia: 3.129412, ewa inertia: 3.077533 
Minibatch iteration 1277/132800: mean batch inertia: 2.740833, ewa inertia: 3.077026 
Minibatch iteration 1278/132800: mean batch inertia: 2.978009, ewa inertia: 3.076877 
Minibatch iteration 1279/132800: mean batch inertia: 2.877114, ewa inertia: 3.076576 
Minibatch iteration 1280/132800: mean batch inertia: 2.869132, ewa inertia: 3.076263 
Minibatch iteration 1281/132800: mean batch inertia: 2.811237, ewa inertia: 3.075864 
Minibatch iteration 1282/132800: mean batch inertia: 2.802214, ewa inertia: 3.075452 
Minibatch iteration 1283/132800: mean batch inertia: 2.832947, ewa inertia: 3.075086 
Minibatch iteration 1284/132800: mean batch inertia: 2.939326, ewa inertia: 3.074882 
Minibatch iteration 1285/132800: mean batch inertia: 2.845311, ewa inertia: 3.074536 
Minibatch iteration 1286/132800: mean batch inertia: 2.658712, ewa inertia: 3.073909 
Minibatch iteration 1287/132800: mean batch inertia: 2.593207, ewa inertia: 3.073185 
Minibatch iteration 1288/132800: mean batch inertia: 2.891913, ewa inertia: 3.072912 
Minibatch iteration 1289/132800: mean batch inertia: 2.776242, ewa inertia: 3.072465 
Minibatch iteration 1290/132800: mean batch inertia: 2.565651, ewa inertia: 3.071702 
Minibatch iteration 1291/132800: mean batch inertia: 2.877828, ewa inertia: 3.071410 
Minibatch iteration 1292/132800: mean batch inertia: 2.862701, ewa inertia: 3.071095 
Minibatch iteration 1293/132800: mean batch inertia: 2.629758, ewa inertia: 3.070430 
Minibatch iteration 1294/132800: mean batch inertia: 2.947278, ewa inertia: 3.070245 
Minibatch iteration 1295/132800: mean batch inertia: 2.903246, ewa inertia: 3.069993 
Minibatch iteration 1296/132800: mean batch inertia: 2.950316, ewa inertia: 3.069813 
Minibatch iteration 1297/132800: mean batch inertia: 2.617955, ewa inertia: 3.069132 
Minibatch iteration 1298/132800: mean batch inertia: 2.993342, ewa inertia: 3.069018 
Minibatch iteration 1299/132800: mean batch inertia: 3.046325, ewa inertia: 3.068984 
Minibatch iteration 1300/132800: mean batch inertia: 3.121715, ewa inertia: 3.069063 
Minibatch iteration 1301/132800: mean batch inertia: 2.969293, ewa inertia: 3.068913 
Minibatch iteration 1302/132800: mean batch inertia: 2.894635, ewa inertia: 3.068650 
Minibatch iteration 1303/132800: mean batch inertia: 2.850496, ewa inertia: 3.068322 
Minibatch iteration 1304/132800: mean batch inertia: 2.922176, ewa inertia: 3.068101 
Minibatch iteration 1305/132800: mean batch inertia: 2.882014, ewa inertia: 3.067821 
Minibatch iteration 1306/132800: mean batch inertia: 2.916715, ewa inertia: 3.067593 
Minibatch iteration 1307/132800: mean batch inertia: 2.946470, ewa inertia: 3.067411 
Minibatch iteration 1308/132800: mean batch inertia: 2.788268, ewa inertia: 3.066990 
Minibatch iteration 1309/132800: mean batch inertia: 2.898950, ewa inertia: 3.066737 
Minibatch iteration 1310/132800: mean batch inertia: 3.027506, ewa inertia: 3.066678 
Minibatch iteration 1311/132800: mean batch inertia: 2.915682, ewa inertia: 3.066451 
Minibatch iteration 1312/132800: mean batch inertia: 2.917420, ewa inertia: 3.066226 
Minibatch iteration 1313/132800: mean batch inertia: 2.869900, ewa inertia: 3.065930 
Minibatch iteration 1314/132800: mean batch inertia: 2.716451, ewa inertia: 3.065404 
Minibatch iteration 1315/132800: mean batch inertia: 3.155677, ewa inertia: 3.065540 
Minibatch iteration 1316/132800: mean batch inertia: 2.914372, ewa inertia: 3.065312 
Minibatch iteration 1317/132800: mean batch inertia: 2.989929, ewa inertia: 3.065198 
Minibatch iteration 1318/132800: mean batch inertia: 3.124670, ewa inertia: 3.065288 
Minibatch iteration 1319/132800: mean batch inertia: 2.658235, ewa inertia: 3.064675 
Minibatch iteration 1320/132800: mean batch inertia: 3.301929, ewa inertia: 3.065032 
Minibatch iteration 1321/132800: mean batch inertia: 2.913319, ewa inertia: 3.064804 
Minibatch iteration 1322/132800: mean batch inertia: 3.000414, ewa inertia: 3.064707 
Minibatch iteration 1323/132800: mean batch inertia: 3.173470, ewa inertia: 3.064870 
Minibatch iteration 1324/132800: mean batch inertia: 3.030984, ewa inertia: 3.064819 
Minibatch iteration 1325/132800: mean batch inertia: 3.094319, ewa inertia: 3.064864 
Minibatch iteration 1326/132800: mean batch inertia: 2.923260, ewa inertia: 3.064651 
Minibatch iteration 1327/132800: mean batch inertia: 2.899608, ewa inertia: 3.064402 
Minibatch iteration 1328/132800: mean batch inertia: 2.810687, ewa inertia: 3.064020 
Minibatch iteration 1329/132800: mean batch inertia: 2.826339, ewa inertia: 3.063662 
Minibatch iteration 1330/132800: mean batch inertia: 2.719315, ewa inertia: 3.063143 
Minibatch iteration 1331/132800: mean batch inertia: 2.784014, ewa inertia: 3.062722 
Minibatch iteration 1332/132800: mean batch inertia: 2.899787, ewa inertia: 3.062477 
Minibatch iteration 1333/132800: mean batch inertia: 2.725218, ewa inertia: 3.061969 
Minibatch iteration 1334/132800: mean batch inertia: 2.719681, ewa inertia: 3.061453 
Minibatch iteration 1335/132800: mean batch inertia: 3.127346, ewa inertia: 3.061552 
Minibatch iteration 1336/132800: mean batch inertia: 3.004863, ewa inertia: 3.061467 
Minibatch iteration 1337/132800: mean batch inertia: 2.947350, ewa inertia: 3.061295 
Minibatch iteration 1338/132800: mean batch inertia: 2.690687, ewa inertia: 3.060737 
Minibatch iteration 1339/132800: mean batch inertia: 2.967070, ewa inertia: 3.060595 
Minibatch iteration 1340/132800: mean batch inertia: 2.903741, ewa inertia: 3.060359 
Minibatch iteration 1341/132800: mean batch inertia: 3.002861, ewa inertia: 3.060272 
Minibatch iteration 1342/132800: mean batch inertia: 3.040570, ewa inertia: 3.060243 
Minibatch iteration 1343/132800: mean batch inertia: 3.203846, ewa inertia: 3.060459 
Minibatch iteration 1344/132800: mean batch inertia: 2.731588, ewa inertia: 3.059964 
Minibatch iteration 1345/132800: mean batch inertia: 3.034790, ewa inertia: 3.059926 
Minibatch iteration 1346/132800: mean batch inertia: 3.054370, ewa inertia: 3.059917 
Minibatch iteration 1347/132800: mean batch inertia: 2.934596, ewa inertia: 3.059729 
Minibatch iteration 1348/132800: mean batch inertia: 2.962417, ewa inertia: 3.059582 
Minibatch iteration 1349/132800: mean batch inertia: 2.846711, ewa inertia: 3.059261 
Minibatch iteration 1350/132800: mean batch inertia: 3.074457, ewa inertia: 3.059284 
Minibatch iteration 1351/132800: mean batch inertia: 2.837886, ewa inertia: 3.058951 
Minibatch iteration 1352/132800: mean batch inertia: 2.984919, ewa inertia: 3.058839 
Minibatch iteration 1353/132800: mean batch inertia: 2.911131, ewa inertia: 3.058617 
Minibatch iteration 1354/132800: mean batch inertia: 3.200287, ewa inertia: 3.058830 
Minibatch iteration 1355/132800: mean batch inertia: 2.903380, ewa inertia: 3.058596 
Minibatch iteration 1356/132800: mean batch inertia: 2.981832, ewa inertia: 3.058480 
Minibatch iteration 1357/132800: mean batch inertia: 3.073553, ewa inertia: 3.058503 
Minibatch iteration 1358/132800: mean batch inertia: 3.026337, ewa inertia: 3.058454 
Minibatch iteration 1359/132800: mean batch inertia: 3.134899, ewa inertia: 3.058570 
Minibatch iteration 1360/132800: mean batch inertia: 2.797154, ewa inertia: 3.058176 
Minibatch iteration 1361/132800: mean batch inertia: 2.968287, ewa inertia: 3.058040 
Minibatch iteration 1362/132800: mean batch inertia: 2.798006, ewa inertia: 3.057649 
Minibatch iteration 1363/132800: mean batch inertia: 2.804013, ewa inertia: 3.057266 
Minibatch iteration 1364/132800: mean batch inertia: 3.000095, ewa inertia: 3.057180 
Minibatch iteration 1365/132800: mean batch inertia: 2.769694, ewa inertia: 3.056747 
Minibatch iteration 1366/132800: mean batch inertia: 3.135414, ewa inertia: 3.056866 
Minibatch iteration 1367/132800: mean batch inertia: 2.733759, ewa inertia: 3.056379 
Minibatch iteration 1368/132800: mean batch inertia: 2.785319, ewa inertia: 3.055970 
Minibatch iteration 1369/132800: mean batch inertia: 2.900302, ewa inertia: 3.055736 
Minibatch iteration 1370/132800: mean batch inertia: 2.795436, ewa inertia: 3.055344 
Minibatch iteration 1371/132800: mean batch inertia: 2.992177, ewa inertia: 3.055249 
Minibatch iteration 1372/132800: mean batch inertia: 3.073624, ewa inertia: 3.055276 
Minibatch iteration 1373/132800: mean batch inertia: 2.743041, ewa inertia: 3.054806 
Minibatch iteration 1374/132800: mean batch inertia: 2.740065, ewa inertia: 3.054332 
Minibatch iteration 1375/132800: mean batch inertia: 2.799380, ewa inertia: 3.053948 
Minibatch iteration 1376/132800: mean batch inertia: 2.941663, ewa inertia: 3.053778 
Minibatch iteration 1377/132800: mean batch inertia: 2.704856, ewa inertia: 3.053253 
Minibatch iteration 1378/132800: mean batch inertia: 2.824659, ewa inertia: 3.052908 
Minibatch iteration 1379/132800: mean batch inertia: 2.679633, ewa inertia: 3.052346 
Minibatch iteration 1380/132800: mean batch inertia: 3.028781, ewa inertia: 3.052311 
Minibatch iteration 1381/132800: mean batch inertia: 2.849624, ewa inertia: 3.052005 
Minibatch iteration 1382/132800: mean batch inertia: 3.067660, ewa inertia: 3.052029 
Minibatch iteration 1383/132800: mean batch inertia: 2.612943, ewa inertia: 3.051367 
Minibatch iteration 1384/132800: mean batch inertia: 3.109760, ewa inertia: 3.051455 
Minibatch iteration 1385/132800: mean batch inertia: 2.746841, ewa inertia: 3.050996 
Minibatch iteration 1386/132800: mean batch inertia: 2.839487, ewa inertia: 3.050678 
Minibatch iteration 1387/132800: mean batch inertia: 2.695289, ewa inertia: 3.050142 
Minibatch iteration 1388/132800: mean batch inertia: 2.961927, ewa inertia: 3.050009 
Minibatch iteration 1389/132800: mean batch inertia: 2.946950, ewa inertia: 3.049854 
Minibatch iteration 1390/132800: mean batch inertia: 2.853834, ewa inertia: 3.049559 
Minibatch iteration 1391/132800: mean batch inertia: 3.173944, ewa inertia: 3.049746 
Minibatch iteration 1392/132800: mean batch inertia: 3.070291, ewa inertia: 3.049777 
Minibatch iteration 1393/132800: mean batch inertia: 2.858394, ewa inertia: 3.049489 
Minibatch iteration 1394/132800: mean batch inertia: 3.031920, ewa inertia: 3.049462 
Minibatch iteration 1395/132800: mean batch inertia: 3.170822, ewa inertia: 3.049645 
Minibatch iteration 1396/132800: mean batch inertia: 2.761479, ewa inertia: 3.049211 
Minibatch iteration 1397/132800: mean batch inertia: 3.037516, ewa inertia: 3.049193 
Minibatch iteration 1398/132800: mean batch inertia: 2.837116, ewa inertia: 3.048874 
Minibatch iteration 1399/132800: mean batch inertia: 2.750240, ewa inertia: 3.048424 
Minibatch iteration 1400/132800: mean batch inertia: 2.819060, ewa inertia: 3.048078 
Minibatch iteration 1401/132800: mean batch inertia: 2.898026, ewa inertia: 3.047852 
Minibatch iteration 1402/132800: mean batch inertia: 2.830730, ewa inertia: 3.047525 
Minibatch iteration 1403/132800: mean batch inertia: 2.899579, ewa inertia: 3.047302 
Minibatch iteration 1404/132800: mean batch inertia: 2.941988, ewa inertia: 3.047144 
Minibatch iteration 1405/132800: mean batch inertia: 2.951910, ewa inertia: 3.047000 
Minibatch iteration 1406/132800: mean batch inertia: 2.891367, ewa inertia: 3.046766 
Minibatch iteration 1407/132800: mean batch inertia: 2.709023, ewa inertia: 3.046257 
Minibatch iteration 1408/132800: mean batch inertia: 2.764455, ewa inertia: 3.045832 
Minibatch iteration 1409/132800: mean batch inertia: 3.323623, ewa inertia: 3.046251 
Minibatch iteration 1410/132800: mean batch inertia: 2.762041, ewa inertia: 3.045823 
Minibatch iteration 1411/132800: mean batch inertia: 2.604716, ewa inertia: 3.045158 
Minibatch iteration 1412/132800: mean batch inertia: 3.001962, ewa inertia: 3.045093 
Minibatch iteration 1413/132800: mean batch inertia: 2.798764, ewa inertia: 3.044722 
Minibatch iteration 1414/132800: mean batch inertia: 2.779423, ewa inertia: 3.044322 
Minibatch iteration 1415/132800: mean batch inertia: 2.790682, ewa inertia: 3.043940 
Minibatch iteration 1416/132800: mean batch inertia: 3.003897, ewa inertia: 3.043880 
Minibatch iteration 1417/132800: mean batch inertia: 2.743981, ewa inertia: 3.043428 
Minibatch iteration 1418/132800: mean batch inertia: 3.013896, ewa inertia: 3.043383 
Minibatch iteration 1419/132800: mean batch inertia: 3.084652, ewa inertia: 3.043446 
Minibatch iteration 1420/132800: mean batch inertia: 2.973066, ewa inertia: 3.043340 
Minibatch iteration 1421/132800: mean batch inertia: 2.758812, ewa inertia: 3.042911 
Minibatch iteration 1422/132800: mean batch inertia: 3.303723, ewa inertia: 3.043304 
Minibatch iteration 1423/132800: mean batch inertia: 2.765160, ewa inertia: 3.042885 
Minibatch iteration 1424/132800: mean batch inertia: 2.938136, ewa inertia: 3.042727 
Minibatch iteration 1425/132800: mean batch inertia: 2.642612, ewa inertia: 3.042124 
Minibatch iteration 1426/132800: mean batch inertia: 2.949318, ewa inertia: 3.041984 
Minibatch iteration 1427/132800: mean batch inertia: 3.070787, ewa inertia: 3.042028 
Minibatch iteration 1428/132800: mean batch inertia: 3.098794, ewa inertia: 3.042113 
Minibatch iteration 1429/132800: mean batch inertia: 2.930566, ewa inertia: 3.041945 
Minibatch iteration 1430/132800: mean batch inertia: 2.754789, ewa inertia: 3.041513 
Minibatch iteration 1431/132800: mean batch inertia: 3.078030, ewa inertia: 3.041568 
Minibatch iteration 1432/132800: mean batch inertia: 2.996297, ewa inertia: 3.041499 
Minibatch iteration 1433/132800: mean batch inertia: 2.944514, ewa inertia: 3.041353 
Minibatch iteration 1434/132800: mean batch inertia: 2.999284, ewa inertia: 3.041290 
Minibatch iteration 1435/132800: mean batch inertia: 2.737637, ewa inertia: 3.040832 
Minibatch iteration 1436/132800: mean batch inertia: 2.964164, ewa inertia: 3.040717 
Minibatch iteration 1437/132800: mean batch inertia: 2.894785, ewa inertia: 3.040497 
Minibatch iteration 1438/132800: mean batch inertia: 2.814079, ewa inertia: 3.040156 
Minibatch iteration 1439/132800: mean batch inertia: 3.136068, ewa inertia: 3.040300 
Minibatch iteration 1440/132800: mean batch inertia: 3.012865, ewa inertia: 3.040259 
Minibatch iteration 1441/132800: mean batch inertia: 3.010869, ewa inertia: 3.040215 
Minibatch iteration 1442/132800: mean batch inertia: 2.809756, ewa inertia: 3.039868 
Minibatch iteration 1443/132800: mean batch inertia: 2.541951, ewa inertia: 3.039117 
Minibatch iteration 1444/132800: mean batch inertia: 3.051659, ewa inertia: 3.039136 
Minibatch iteration 1445/132800: mean batch inertia: 2.927549, ewa inertia: 3.038968 
Minibatch iteration 1446/132800: mean batch inertia: 2.928365, ewa inertia: 3.038802 
Minibatch iteration 1447/132800: mean batch inertia: 2.719044, ewa inertia: 3.038320 
Minibatch iteration 1448/132800: mean batch inertia: 2.549905, ewa inertia: 3.037584 
Minibatch iteration 1449/132800: mean batch inertia: 3.199135, ewa inertia: 3.037827 
Minibatch iteration 1450/132800: mean batch inertia: 3.101989, ewa inertia: 3.037924 
Minibatch iteration 1451/132800: mean batch inertia: 2.839857, ewa inertia: 3.037626 
Minibatch iteration 1452/132800: mean batch inertia: 2.795977, ewa inertia: 3.037262 
Minibatch iteration 1453/132800: mean batch inertia: 3.044770, ewa inertia: 3.037273 
Minibatch iteration 1454/132800: mean batch inertia: 2.600565, ewa inertia: 3.036615 
Minibatch iteration 1455/132800: mean batch inertia: 2.946540, ewa inertia: 3.036479 
Minibatch iteration 1456/132800: mean batch inertia: 2.747436, ewa inertia: 3.036044 
Minibatch iteration 1457/132800: mean batch inertia: 2.834323, ewa inertia: 3.035740 
Minibatch iteration 1458/132800: mean batch inertia: 3.008908, ewa inertia: 3.035699 
Minibatch iteration 1459/132800: mean batch inertia: 2.880970, ewa inertia: 3.035466 
Minibatch iteration 1460/132800: mean batch inertia: 2.827942, ewa inertia: 3.035154 
Minibatch iteration 1461/132800: mean batch inertia: 2.895141, ewa inertia: 3.034943 
Minibatch iteration 1462/132800: mean batch inertia: 2.724231, ewa inertia: 3.034475 
Minibatch iteration 1463/132800: mean batch inertia: 2.725090, ewa inertia: 3.034009 
Minibatch iteration 1464/132800: mean batch inertia: 2.843387, ewa inertia: 3.033721 
Minibatch iteration 1465/132800: mean batch inertia: 3.092687, ewa inertia: 3.033810 
Minibatch iteration 1466/132800: mean batch inertia: 2.890174, ewa inertia: 3.033594 
Minibatch iteration 1467/132800: mean batch inertia: 2.812349, ewa inertia: 3.033260 
Minibatch iteration 1468/132800: mean batch inertia: 2.828540, ewa inertia: 3.032952 
Minibatch iteration 1469/132800: mean batch inertia: 3.092101, ewa inertia: 3.033041 
Minibatch iteration 1470/132800: mean batch inertia: 2.653847, ewa inertia: 3.032470 
Minibatch iteration 1471/132800: mean batch inertia: 2.794549, ewa inertia: 3.032111 
Minibatch iteration 1472/132800: mean batch inertia: 3.020959, ewa inertia: 3.032095 
Minibatch iteration 1473/132800: mean batch inertia: 2.999519, ewa inertia: 3.032046 
Minibatch iteration 1474/132800: mean batch inertia: 2.756311, ewa inertia: 3.031630 
Minibatch iteration 1475/132800: mean batch inertia: 2.720774, ewa inertia: 3.031162 
Minibatch iteration 1476/132800: mean batch inertia: 2.707463, ewa inertia: 3.030674 
Minibatch iteration 1477/132800: mean batch inertia: 3.158892, ewa inertia: 3.030867 
Minibatch iteration 1478/132800: mean batch inertia: 2.880775, ewa inertia: 3.030641 
Minibatch iteration 1479/132800: mean batch inertia: 2.870211, ewa inertia: 3.030399 
Minibatch iteration 1480/132800: mean batch inertia: 3.197193, ewa inertia: 3.030651 
Minibatch iteration 1481/132800: mean batch inertia: 2.870661, ewa inertia: 3.030410 
Minibatch iteration 1482/132800: mean batch inertia: 2.669867, ewa inertia: 3.029866 
Minibatch iteration 1483/132800: mean batch inertia: 2.859608, ewa inertia: 3.029610 
Minibatch iteration 1484/132800: mean batch inertia: 2.800127, ewa inertia: 3.029264 
Minibatch iteration 1485/132800: mean batch inertia: 3.258293, ewa inertia: 3.029609 
Minibatch iteration 1486/132800: mean batch inertia: 2.553639, ewa inertia: 3.028892 
Minibatch iteration 1487/132800: mean batch inertia: 3.034292, ewa inertia: 3.028900 
Minibatch iteration 1488/132800: mean batch inertia: 2.794508, ewa inertia: 3.028547 
Minibatch iteration 1489/132800: mean batch inertia: 2.910735, ewa inertia: 3.028370 
Minibatch iteration 1490/132800: mean batch inertia: 2.749079, ewa inertia: 3.027949 
Minibatch iteration 1491/132800: mean batch inertia: 3.179796, ewa inertia: 3.028178 
Minibatch iteration 1492/132800: mean batch inertia: 3.016935, ewa inertia: 3.028161 
Minibatch iteration 1493/132800: mean batch inertia: 2.876888, ewa inertia: 3.027933 
Minibatch iteration 1494/132800: mean batch inertia: 2.864256, ewa inertia: 3.027686 
Minibatch iteration 1495/132800: mean batch inertia: 2.646835, ewa inertia: 3.027113 
Minibatch iteration 1496/132800: mean batch inertia: 2.832235, ewa inertia: 3.026819 
Minibatch iteration 1497/132800: mean batch inertia: 3.158398, ewa inertia: 3.027017 
Minibatch iteration 1498/132800: mean batch inertia: 2.827600, ewa inertia: 3.026717 
Minibatch iteration 1499/132800: mean batch inertia: 2.734923, ewa inertia: 3.026277 
Minibatch iteration 1500/132800: mean batch inertia: 2.916226, ewa inertia: 3.026111 
Minibatch iteration 1501/132800: mean batch inertia: 2.821376, ewa inertia: 3.025803 
Minibatch iteration 1502/132800: mean batch inertia: 2.757515, ewa inertia: 3.025399 
Minibatch iteration 1503/132800: mean batch inertia: 3.216585, ewa inertia: 3.025687 
Minibatch iteration 1504/132800: mean batch inertia: 2.995698, ewa inertia: 3.025642 
Minibatch iteration 1505/132800: mean batch inertia: 3.073925, ewa inertia: 3.025714 
Minibatch iteration 1506/132800: mean batch inertia: 2.939961, ewa inertia: 3.025585 
Minibatch iteration 1507/132800: mean batch inertia: 2.776816, ewa inertia: 3.025210 
Minibatch iteration 1508/132800: mean batch inertia: 2.807299, ewa inertia: 3.024882 
Minibatch iteration 1509/132800: mean batch inertia: 2.916775, ewa inertia: 3.024719 
Minibatch iteration 1510/132800: mean batch inertia: 2.812372, ewa inertia: 3.024399 
Minibatch iteration 1511/132800: mean batch inertia: 2.808221, ewa inertia: 3.024073 
Minibatch iteration 1512/132800: mean batch inertia: 3.013686, ewa inertia: 3.024058 
Minibatch iteration 1513/132800: mean batch inertia: 2.975176, ewa inertia: 3.023984 
Minibatch iteration 1514/132800: mean batch inertia: 3.179035, ewa inertia: 3.024218 
Minibatch iteration 1515/132800: mean batch inertia: 3.154290, ewa inertia: 3.024414 
Minibatch iteration 1516/132800: mean batch inertia: 2.988987, ewa inertia: 3.024360 
Minibatch iteration 1517/132800: mean batch inertia: 2.785312, ewa inertia: 3.024000 
Minibatch iteration 1518/132800: mean batch inertia: 2.891268, ewa inertia: 3.023800 
Minibatch iteration 1519/132800: mean batch inertia: 2.763761, ewa inertia: 3.023408 
Minibatch iteration 1520/132800: mean batch inertia: 2.916689, ewa inertia: 3.023248 
Minibatch iteration 1521/132800: mean batch inertia: 2.848113, ewa inertia: 3.022984 
Minibatch iteration 1522/132800: mean batch inertia: 3.093234, ewa inertia: 3.023090 
Minibatch iteration 1523/132800: mean batch inertia: 2.904872, ewa inertia: 3.022912 
Minibatch iteration 1524/132800: mean batch inertia: 2.624879, ewa inertia: 3.022312 
Minibatch iteration 1525/132800: mean batch inertia: 3.023792, ewa inertia: 3.022314 
Minibatch iteration 1526/132800: mean batch inertia: 2.878311, ewa inertia: 3.022097 
Minibatch iteration 1527/132800: mean batch inertia: 3.085970, ewa inertia: 3.022193 
Minibatch iteration 1528/132800: mean batch inertia: 2.952397, ewa inertia: 3.022088 
Minibatch iteration 1529/132800: mean batch inertia: 2.857046, ewa inertia: 3.021840 
Minibatch iteration 1530/132800: mean batch inertia: 2.580081, ewa inertia: 3.021174 
Minibatch iteration 1531/132800: mean batch inertia: 2.971932, ewa inertia: 3.021100 
Minibatch iteration 1532/132800: mean batch inertia: 3.134742, ewa inertia: 3.021271 
Minibatch iteration 1533/132800: mean batch inertia: 2.885322, ewa inertia: 3.021066 
Minibatch iteration 1534/132800: mean batch inertia: 2.839187, ewa inertia: 3.020792 
Minibatch iteration 1535/132800: mean batch inertia: 2.947310, ewa inertia: 3.020682 
Minibatch iteration 1536/132800: mean batch inertia: 3.103945, ewa inertia: 3.020807 
Minibatch iteration 1537/132800: mean batch inertia: 2.799440, ewa inertia: 3.020474 
Minibatch iteration 1538/132800: mean batch inertia: 3.022250, ewa inertia: 3.020476 
Minibatch iteration 1539/132800: mean batch inertia: 2.924792, ewa inertia: 3.020332 
Minibatch iteration 1540/132800: mean batch inertia: 2.814894, ewa inertia: 3.020023 
Minibatch iteration 1541/132800: mean batch inertia: 2.737394, ewa inertia: 3.019597 
Minibatch iteration 1542/132800: mean batch inertia: 2.796323, ewa inertia: 3.019260 
Minibatch iteration 1543/132800: mean batch inertia: 3.205766, ewa inertia: 3.019541 
Minibatch iteration 1544/132800: mean batch inertia: 2.840542, ewa inertia: 3.019272 
Minibatch iteration 1545/132800: mean batch inertia: 2.724724, ewa inertia: 3.018828 
Minibatch iteration 1546/132800: mean batch inertia: 3.079899, ewa inertia: 3.018920 
Minibatch iteration 1547/132800: mean batch inertia: 2.615382, ewa inertia: 3.018312 
Minibatch iteration 1548/132800: mean batch inertia: 3.024636, ewa inertia: 3.018321 
Minibatch iteration 1549/132800: mean batch inertia: 3.045288, ewa inertia: 3.018362 
Minibatch iteration 1550/132800: mean batch inertia: 2.975505, ewa inertia: 3.018298 
Minibatch iteration 1551/132800: mean batch inertia: 2.917238, ewa inertia: 3.018145 
Minibatch iteration 1552/132800: mean batch inertia: 3.170757, ewa inertia: 3.018375 
Minibatch iteration 1553/132800: mean batch inertia: 3.162582, ewa inertia: 3.018592 
Minibatch iteration 1554/132800: mean batch inertia: 3.001379, ewa inertia: 3.018567 
Minibatch iteration 1555/132800: mean batch inertia: 3.140912, ewa inertia: 3.018751 
Minibatch iteration 1556/132800: mean batch inertia: 2.789393, ewa inertia: 3.018405 
Minibatch iteration 1557/132800: mean batch inertia: 2.603311, ewa inertia: 3.017780 
Minibatch iteration 1558/132800: mean batch inertia: 2.969766, ewa inertia: 3.017708 
Minibatch iteration 1559/132800: mean batch inertia: 2.778529, ewa inertia: 3.017347 
Minibatch iteration 1560/132800: mean batch inertia: 2.860731, ewa inertia: 3.017111 
Minibatch iteration 1561/132800: mean batch inertia: 3.024532, ewa inertia: 3.017122 
Minibatch iteration 1562/132800: mean batch inertia: 2.751798, ewa inertia: 3.016723 
Minibatch iteration 1563/132800: mean batch inertia: 2.796107, ewa inertia: 3.016390 
Minibatch iteration 1564/132800: mean batch inertia: 2.974883, ewa inertia: 3.016328 
Minibatch iteration 1565/132800: mean batch inertia: 2.729736, ewa inertia: 3.015896 
Minibatch iteration 1566/132800: mean batch inertia: 2.590092, ewa inertia: 3.015255 
Minibatch iteration 1567/132800: mean batch inertia: 3.131060, ewa inertia: 3.015429 
Minibatch iteration 1568/132800: mean batch inertia: 3.340341, ewa inertia: 3.015919 
Minibatch iteration 1569/132800: mean batch inertia: 2.748607, ewa inertia: 3.015516 
Minibatch iteration 1570/132800: mean batch inertia: 2.732704, ewa inertia: 3.015090 
Minibatch iteration 1571/132800: mean batch inertia: 3.171400, ewa inertia: 3.015325 
Minibatch iteration 1572/132800: mean batch inertia: 2.948370, ewa inertia: 3.015224 
Minibatch iteration 1573/132800: mean batch inertia: 3.037071, ewa inertia: 3.015257 
Minibatch iteration 1574/132800: mean batch inertia: 3.008997, ewa inertia: 3.015248 
Minibatch iteration 1575/132800: mean batch inertia: 2.965395, ewa inertia: 3.015173 
Minibatch iteration 1576/132800: mean batch inertia: 2.824862, ewa inertia: 3.014886 
Minibatch iteration 1577/132800: mean batch inertia: 2.801420, ewa inertia: 3.014564 
Minibatch iteration 1578/132800: mean batch inertia: 2.803571, ewa inertia: 3.014247 
Minibatch iteration 1579/132800: mean batch inertia: 2.972909, ewa inertia: 3.014184 
Minibatch iteration 1580/132800: mean batch inertia: 2.835994, ewa inertia: 3.013916 
Minibatch iteration 1581/132800: mean batch inertia: 2.898510, ewa inertia: 3.013742 
Minibatch iteration 1582/132800: mean batch inertia: 3.131978, ewa inertia: 3.013920 
Minibatch iteration 1583/132800: mean batch inertia: 3.085165, ewa inertia: 3.014027 
Minibatch iteration 1584/132800: mean batch inertia: 2.780349, ewa inertia: 3.013675 
Minibatch iteration 1585/132800: mean batch inertia: 2.688584, ewa inertia: 3.013186 
Minibatch iteration 1586/132800: mean batch inertia: 2.874681, ewa inertia: 3.012977 
Minibatch iteration 1587/132800: mean batch inertia: 2.960241, ewa inertia: 3.012897 
Minibatch iteration 1588/132800: mean batch inertia: 2.869791, ewa inertia: 3.012682 
Minibatch iteration 1589/132800: mean batch inertia: 2.871258, ewa inertia: 3.012469 
Minibatch iteration 1590/132800: mean batch inertia: 2.628672, ewa inertia: 3.011891 
Minibatch iteration 1591/132800: mean batch inertia: 2.892917, ewa inertia: 3.011711 
Minibatch iteration 1592/132800: mean batch inertia: 3.075043, ewa inertia: 3.011807 
Minibatch iteration 1593/132800: mean batch inertia: 2.758667, ewa inertia: 3.011425 
Minibatch iteration 1594/132800: mean batch inertia: 3.093130, ewa inertia: 3.011548 
Minibatch iteration 1595/132800: mean batch inertia: 2.930868, ewa inertia: 3.011427 
Minibatch iteration 1596/132800: mean batch inertia: 2.803264, ewa inertia: 3.011113 
Minibatch iteration 1597/132800: mean batch inertia: 2.928360, ewa inertia: 3.010989 
Minibatch iteration 1598/132800: mean batch inertia: 3.117437, ewa inertia: 3.011149 
Minibatch iteration 1599/132800: mean batch inertia: 3.087513, ewa inertia: 3.011264 
Minibatch iteration 1600/132800: mean batch inertia: 3.074758, ewa inertia: 3.011360 
Minibatch iteration 1601/132800: mean batch inertia: 2.760664, ewa inertia: 3.010982 
Minibatch iteration 1602/132800: mean batch inertia: 2.619117, ewa inertia: 3.010392 
Minibatch iteration 1603/132800: mean batch inertia: 2.863128, ewa inertia: 3.010170 
Minibatch iteration 1604/132800: mean batch inertia: 2.921678, ewa inertia: 3.010036 
Minibatch iteration 1605/132800: mean batch inertia: 2.781899, ewa inertia: 3.009693 
Minibatch iteration 1606/132800: mean batch inertia: 2.815315, ewa inertia: 3.009400 
Minibatch iteration 1607/132800: mean batch inertia: 2.995661, ewa inertia: 3.009379 
Minibatch iteration 1608/132800: mean batch inertia: 3.030061, ewa inertia: 3.009410 
Minibatch iteration 1609/132800: mean batch inertia: 2.874579, ewa inertia: 3.009207 
Minibatch iteration 1610/132800: mean batch inertia: 3.002294, ewa inertia: 3.009197 
Minibatch iteration 1611/132800: mean batch inertia: 2.931627, ewa inertia: 3.009080 
Minibatch iteration 1612/132800: mean batch inertia: 2.905914, ewa inertia: 3.008924 
Minibatch iteration 1613/132800: mean batch inertia: 2.674365, ewa inertia: 3.008420 
Minibatch iteration 1614/132800: mean batch inertia: 2.815537, ewa inertia: 3.008130 
Minibatch iteration 1615/132800: mean batch inertia: 2.764445, ewa inertia: 3.007763 
Minibatch iteration 1616/132800: mean batch inertia: 2.780630, ewa inertia: 3.007421 
Minibatch iteration 1617/132800: mean batch inertia: 2.858367, ewa inertia: 3.007196 
Minibatch iteration 1618/132800: mean batch inertia: 2.745247, ewa inertia: 3.006801 
Minibatch iteration 1619/132800: mean batch inertia: 3.265483, ewa inertia: 3.007191 
Minibatch iteration 1620/132800: mean batch inertia: 3.004323, ewa inertia: 3.007187 
Minibatch iteration 1621/132800: mean batch inertia: 3.104013, ewa inertia: 3.007333 
Minibatch iteration 1622/132800: mean batch inertia: 2.958512, ewa inertia: 3.007259 
Minibatch iteration 1623/132800: mean batch inertia: 2.846503, ewa inertia: 3.007017 
Minibatch iteration 1624/132800: mean batch inertia: 2.891117, ewa inertia: 3.006842 
Minibatch iteration 1625/132800: mean batch inertia: 3.024679, ewa inertia: 3.006869 
Minibatch iteration 1626/132800: mean batch inertia: 2.860169, ewa inertia: 3.006648 
Minibatch iteration 1627/132800: mean batch inertia: 2.918647, ewa inertia: 3.006516 
Minibatch iteration 1628/132800: mean batch inertia: 2.756784, ewa inertia: 3.006139 
Minibatch iteration 1629/132800: mean batch inertia: 3.071543, ewa inertia: 3.006238 
Minibatch iteration 1630/132800: mean batch inertia: 2.665947, ewa inertia: 3.005725 
Minibatch iteration 1631/132800: mean batch inertia: 3.209467, ewa inertia: 3.006032 
Minibatch iteration 1632/132800: mean batch inertia: 2.578799, ewa inertia: 3.005388 
Minibatch iteration 1633/132800: mean batch inertia: 3.341272, ewa inertia: 3.005894 
Minibatch iteration 1634/132800: mean batch inertia: 2.790229, ewa inertia: 3.005570 
Minibatch iteration 1635/132800: mean batch inertia: 3.121280, ewa inertia: 3.005744 
Minibatch iteration 1636/132800: mean batch inertia: 3.166839, ewa inertia: 3.005987 
Minibatch iteration 1637/132800: mean batch inertia: 2.824920, ewa inertia: 3.005714 
Minibatch iteration 1638/132800: mean batch inertia: 2.673131, ewa inertia: 3.005213 
Minibatch iteration 1639/132800: mean batch inertia: 3.127534, ewa inertia: 3.005397 
Minibatch iteration 1640/132800: mean batch inertia: 2.839771, ewa inertia: 3.005147 
Minibatch iteration 1641/132800: mean batch inertia: 2.782470, ewa inertia: 3.004812 
Minibatch iteration 1642/132800: mean batch inertia: 2.632311, ewa inertia: 3.004251 
Minibatch iteration 1643/132800: mean batch inertia: 2.734363, ewa inertia: 3.003844 
Minibatch iteration 1644/132800: mean batch inertia: 2.782985, ewa inertia: 3.003511 
Minibatch iteration 1645/132800: mean batch inertia: 3.032231, ewa inertia: 3.003555 
Minibatch iteration 1646/132800: mean batch inertia: 2.929780, ewa inertia: 3.003444 
Minibatch iteration 1647/132800: mean batch inertia: 2.754936, ewa inertia: 3.003069 
Minibatch iteration 1648/132800: mean batch inertia: 2.704499, ewa inertia: 3.002619 
Minibatch iteration 1649/132800: mean batch inertia: 2.716856, ewa inertia: 3.002189 
Minibatch iteration 1650/132800: mean batch inertia: 2.922682, ewa inertia: 3.002069 
Minibatch iteration 1651/132800: mean batch inertia: 2.851985, ewa inertia: 3.001843 
Minibatch iteration 1652/132800: mean batch inertia: 2.913542, ewa inertia: 3.001710 
Minibatch iteration 1653/132800: mean batch inertia: 2.741537, ewa inertia: 3.001318 
Minibatch iteration 1654/132800: mean batch inertia: 2.814826, ewa inertia: 3.001037 
Minibatch iteration 1655/132800: mean batch inertia: 2.888232, ewa inertia: 3.000867 
Minibatch iteration 1656/132800: mean batch inertia: 2.847805, ewa inertia: 3.000636 
Minibatch iteration 1657/132800: mean batch inertia: 2.778236, ewa inertia: 3.000301 
Minibatch iteration 1658/132800: mean batch inertia: 2.819578, ewa inertia: 3.000029 
Minibatch iteration 1659/132800: mean batch inertia: 2.797283, ewa inertia: 2.999724 
Minibatch iteration 1660/132800: mean batch inertia: 2.922917, ewa inertia: 2.999608 
Minibatch iteration 1661/132800: mean batch inertia: 2.861970, ewa inertia: 2.999401 
Minibatch iteration 1662/132800: mean batch inertia: 2.910475, ewa inertia: 2.999267 
Minibatch iteration 1663/132800: mean batch inertia: 2.813625, ewa inertia: 2.998987 
Minibatch iteration 1664/132800: mean batch inertia: 2.747737, ewa inertia: 2.998608 
Minibatch iteration 1665/132800: mean batch inertia: 3.008365, ewa inertia: 2.998623 
Minibatch iteration 1666/132800: mean batch inertia: 2.801378, ewa inertia: 2.998326 
Minibatch iteration 1667/132800: mean batch inertia: 2.935170, ewa inertia: 2.998231 
Minibatch iteration 1668/132800: mean batch inertia: 3.107818, ewa inertia: 2.998396 
Minibatch iteration 1669/132800: mean batch inertia: 2.971750, ewa inertia: 2.998356 
Minibatch iteration 1670/132800: mean batch inertia: 3.012565, ewa inertia: 2.998377 
Minibatch iteration 1671/132800: mean batch inertia: 2.807066, ewa inertia: 2.998089 
Minibatch iteration 1672/132800: mean batch inertia: 2.931336, ewa inertia: 2.997988 
Minibatch iteration 1673/132800: mean batch inertia: 2.723405, ewa inertia: 2.997575 
Minibatch iteration 1674/132800: mean batch inertia: 3.169174, ewa inertia: 2.997833 
Minibatch iteration 1675/132800: mean batch inertia: 2.859849, ewa inertia: 2.997625 
Minibatch iteration 1676/132800: mean batch inertia: 2.888220, ewa inertia: 2.997460 
Minibatch iteration 1677/132800: mean batch inertia: 2.587759, ewa inertia: 2.996843 
Minibatch iteration 1678/132800: mean batch inertia: 2.905733, ewa inertia: 2.996706 
Minibatch iteration 1679/132800: mean batch inertia: 3.119089, ewa inertia: 2.996890 
Minibatch iteration 1680/132800: mean batch inertia: 2.725790, ewa inertia: 2.996482 
Minibatch iteration 1681/132800: mean batch inertia: 3.260504, ewa inertia: 2.996880 
Minibatch iteration 1682/132800: mean batch inertia: 2.784195, ewa inertia: 2.996559 
Minibatch iteration 1683/132800: mean batch inertia: 2.829817, ewa inertia: 2.996308 
Minibatch iteration 1684/132800: mean batch inertia: 3.146969, ewa inertia: 2.996535 
Minibatch iteration 1685/132800: mean batch inertia: 2.748066, ewa inertia: 2.996161 
Minibatch iteration 1686/132800: mean batch inertia: 2.789054, ewa inertia: 2.995849 
Minibatch iteration 1687/132800: mean batch inertia: 2.931652, ewa inertia: 2.995752 
Minibatch iteration 1688/132800: mean batch inertia: 3.027238, ewa inertia: 2.995799 
Minibatch iteration 1689/132800: mean batch inertia: 2.767997, ewa inertia: 2.995456 
Minibatch iteration 1690/132800: mean batch inertia: 2.883464, ewa inertia: 2.995287 
Minibatch iteration 1691/132800: mean batch inertia: 3.040123, ewa inertia: 2.995355 
Minibatch iteration 1692/132800: mean batch inertia: 2.963087, ewa inertia: 2.995306 
Minibatch iteration 1693/132800: mean batch inertia: 2.773201, ewa inertia: 2.994972 
Minibatch iteration 1694/132800: mean batch inertia: 2.845891, ewa inertia: 2.994747 
Minibatch iteration 1695/132800: mean batch inertia: 3.074652, ewa inertia: 2.994868 
Minibatch iteration 1696/132800: mean batch inertia: 3.113353, ewa inertia: 2.995046 
Minibatch iteration 1697/132800: mean batch inertia: 3.003020, ewa inertia: 2.995058 
Minibatch iteration 1698/132800: mean batch inertia: 2.893048, ewa inertia: 2.994904 
Minibatch iteration 1699/132800: mean batch inertia: 2.892698, ewa inertia: 2.994750 
Minibatch iteration 1700/132800: mean batch inertia: 3.044586, ewa inertia: 2.994825 
Minibatch iteration 1701/132800: mean batch inertia: 2.868363, ewa inertia: 2.994635 
Minibatch iteration 1702/132800: mean batch inertia: 3.091853, ewa inertia: 2.994781 
Minibatch iteration 1703/132800: mean batch inertia: 3.028212, ewa inertia: 2.994832 
Minibatch iteration 1704/132800: mean batch inertia: 2.729271, ewa inertia: 2.994432 
Minibatch iteration 1705/132800: mean batch inertia: 2.938714, ewa inertia: 2.994348 
Minibatch iteration 1706/132800: mean batch inertia: 2.988498, ewa inertia: 2.994339 
Minibatch iteration 1707/132800: mean batch inertia: 2.779874, ewa inertia: 2.994016 
Minibatch iteration 1708/132800: mean batch inertia: 2.978717, ewa inertia: 2.993993 
Minibatch iteration 1709/132800: mean batch inertia: 2.849175, ewa inertia: 2.993775 
Minibatch iteration 1710/132800: mean batch inertia: 2.699207, ewa inertia: 2.993331 
Minibatch iteration 1711/132800: mean batch inertia: 2.818832, ewa inertia: 2.993068 
Minibatch iteration 1712/132800: mean batch inertia: 3.058182, ewa inertia: 2.993166 
Minibatch iteration 1713/132800: mean batch inertia: 2.798932, ewa inertia: 2.992873 
Minibatch iteration 1714/132800: mean batch inertia: 2.955427, ewa inertia: 2.992817 
Minibatch iteration 1715/132800: mean batch inertia: 2.907429, ewa inertia: 2.992688 
Minibatch iteration 1716/132800: mean batch inertia: 2.618744, ewa inertia: 2.992125 
Minibatch iteration 1717/132800: mean batch inertia: 3.118678, ewa inertia: 2.992316 
Minibatch iteration 1718/132800: mean batch inertia: 2.842604, ewa inertia: 2.992090 
Minibatch iteration 1719/132800: mean batch inertia: 2.961910, ewa inertia: 2.992045 
Minibatch iteration 1720/132800: mean batch inertia: 2.665652, ewa inertia: 2.991553 
Minibatch iteration 1721/132800: mean batch inertia: 2.885177, ewa inertia: 2.991393 
Minibatch iteration 1722/132800: mean batch inertia: 2.729941, ewa inertia: 2.990999 
Minibatch iteration 1723/132800: mean batch inertia: 2.910798, ewa inertia: 2.990878 
Minibatch iteration 1724/132800: mean batch inertia: 2.748510, ewa inertia: 2.990513 
Minibatch iteration 1725/132800: mean batch inertia: 2.829645, ewa inertia: 2.990270 
Minibatch iteration 1726/132800: mean batch inertia: 2.837039, ewa inertia: 2.990039 
Minibatch iteration 1727/132800: mean batch inertia: 2.726939, ewa inertia: 2.989643 
Minibatch iteration 1728/132800: mean batch inertia: 2.998012, ewa inertia: 2.989656 
Minibatch iteration 1729/132800: mean batch inertia: 2.807351, ewa inertia: 2.989381 
Minibatch iteration 1730/132800: mean batch inertia: 3.015293, ewa inertia: 2.989420 
Minibatch iteration 1731/132800: mean batch inertia: 2.794890, ewa inertia: 2.989127 
Minibatch iteration 1732/132800: mean batch inertia: 2.936749, ewa inertia: 2.989048 
Minibatch iteration 1733/132800: mean batch inertia: 2.897669, ewa inertia: 2.988910 
Minibatch iteration 1734/132800: mean batch inertia: 3.026946, ewa inertia: 2.988968 
Minibatch iteration 1735/132800: mean batch inertia: 2.689048, ewa inertia: 2.988516 
Minibatch iteration 1736/132800: mean batch inertia: 2.733844, ewa inertia: 2.988132 
Minibatch iteration 1737/132800: mean batch inertia: 2.883633, ewa inertia: 2.987975 
Minibatch iteration 1738/132800: mean batch inertia: 2.744263, ewa inertia: 2.987608 
Minibatch iteration 1739/132800: mean batch inertia: 2.643562, ewa inertia: 2.987089 
Minibatch iteration 1740/132800: mean batch inertia: 2.815019, ewa inertia: 2.986830 
Minibatch iteration 1741/132800: mean batch inertia: 3.033629, ewa inertia: 2.986901 
Minibatch iteration 1742/132800: mean batch inertia: 2.684800, ewa inertia: 2.986445 
Minibatch iteration 1743/132800: mean batch inertia: 3.062096, ewa inertia: 2.986559 
Minibatch iteration 1744/132800: mean batch inertia: 2.815788, ewa inertia: 2.986302 
Minibatch iteration 1745/132800: mean batch inertia: 2.868160, ewa inertia: 2.986124 
Minibatch iteration 1746/132800: mean batch inertia: 2.847762, ewa inertia: 2.985916 
Minibatch iteration 1747/132800: mean batch inertia: 2.752835, ewa inertia: 2.985564 
Minibatch iteration 1748/132800: mean batch inertia: 2.875334, ewa inertia: 2.985398 
Minibatch iteration 1749/132800: mean batch inertia: 2.910428, ewa inertia: 2.985285 
Minibatch iteration 1750/132800: mean batch inertia: 2.559719, ewa inertia: 2.984644 
Minibatch iteration 1751/132800: mean batch inertia: 3.117749, ewa inertia: 2.984845 
Minibatch iteration 1752/132800: mean batch inertia: 3.120616, ewa inertia: 2.985049 
Minibatch iteration 1753/132800: mean batch inertia: 2.976548, ewa inertia: 2.985037 
Minibatch iteration 1754/132800: mean batch inertia: 2.984624, ewa inertia: 2.985036 
Minibatch iteration 1755/132800: mean batch inertia: 2.843910, ewa inertia: 2.984823 
Minibatch iteration 1756/132800: mean batch inertia: 2.830286, ewa inertia: 2.984591 
Minibatch iteration 1757/132800: mean batch inertia: 2.909648, ewa inertia: 2.984478 
Minibatch iteration 1758/132800: mean batch inertia: 2.835420, ewa inertia: 2.984253 
Minibatch iteration 1759/132800: mean batch inertia: 2.956417, ewa inertia: 2.984211 
Minibatch iteration 1760/132800: mean batch inertia: 2.854765, ewa inertia: 2.984016 
Minibatch iteration 1761/132800: mean batch inertia: 2.914561, ewa inertia: 2.983911 
Minibatch iteration 1762/132800: mean batch inertia: 2.925858, ewa inertia: 2.983824 
Minibatch iteration 1763/132800: mean batch inertia: 2.942149, ewa inertia: 2.983761 
Minibatch iteration 1764/132800: mean batch inertia: 2.696842, ewa inertia: 2.983329 
Minibatch iteration 1765/132800: mean batch inertia: 2.976300, ewa inertia: 2.983318 
Minibatch iteration 1766/132800: mean batch inertia: 2.751719, ewa inertia: 2.982969 
Minibatch iteration 1767/132800: mean batch inertia: 2.599562, ewa inertia: 2.982392 
Minibatch iteration 1768/132800: mean batch inertia: 2.964095, ewa inertia: 2.982364 
Minibatch iteration 1769/132800: mean batch inertia: 2.940023, ewa inertia: 2.982300 
Minibatch iteration 1770/132800: mean batch inertia: 2.748161, ewa inertia: 2.981948 
Minibatch iteration 1771/132800: mean batch inertia: 2.823656, ewa inertia: 2.981709 
Minibatch iteration 1772/132800: mean batch inertia: 2.858002, ewa inertia: 2.981523 
Minibatch iteration 1773/132800: mean batch inertia: 2.715419, ewa inertia: 2.981122 
Minibatch iteration 1774/132800: mean batch inertia: 2.838249, ewa inertia: 2.980907 
Minibatch iteration 1775/132800: mean batch inertia: 2.611761, ewa inertia: 2.980351 
Minibatch iteration 1776/132800: mean batch inertia: 2.693647, ewa inertia: 2.979919 
Minibatch iteration 1777/132800: mean batch inertia: 2.857263, ewa inertia: 2.979734 
Minibatch iteration 1778/132800: mean batch inertia: 2.842514, ewa inertia: 2.979527 
Minibatch iteration 1779/132800: mean batch inertia: 3.277726, ewa inertia: 2.979976 
Minibatch iteration 1780/132800: mean batch inertia: 3.018860, ewa inertia: 2.980035 
Minibatch iteration 1781/132800: mean batch inertia: 2.842642, ewa inertia: 2.979828 
Minibatch iteration 1782/132800: mean batch inertia: 2.985566, ewa inertia: 2.979837 
Minibatch iteration 1783/132800: mean batch inertia: 3.038706, ewa inertia: 2.979925 
Minibatch iteration 1784/132800: mean batch inertia: 2.527278, ewa inertia: 2.979243 
Minibatch iteration 1785/132800: mean batch inertia: 2.924700, ewa inertia: 2.979161 
Minibatch iteration 1786/132800: mean batch inertia: 3.184015, ewa inertia: 2.979470 
Minibatch iteration 1787/132800: mean batch inertia: 2.812482, ewa inertia: 2.979218 
Minibatch iteration 1788/132800: mean batch inertia: 2.955194, ewa inertia: 2.979182 
Minibatch iteration 1789/132800: mean batch inertia: 3.094200, ewa inertia: 2.979355 
Minibatch iteration 1790/132800: mean batch inertia: 3.048670, ewa inertia: 2.979460 
Minibatch iteration 1791/132800: mean batch inertia: 2.810345, ewa inertia: 2.979205 
Minibatch iteration 1792/132800: mean batch inertia: 2.731061, ewa inertia: 2.978831 
Minibatch iteration 1793/132800: mean batch inertia: 3.114480, ewa inertia: 2.979035 
Minibatch iteration 1794/132800: mean batch inertia: 2.954867, ewa inertia: 2.978999 
Minibatch iteration 1795/132800: mean batch inertia: 2.746161, ewa inertia: 2.978648 
Minibatch iteration 1796/132800: mean batch inertia: 2.651322, ewa inertia: 2.978155 
Minibatch iteration 1797/132800: mean batch inertia: 2.946795, ewa inertia: 2.978108 
Minibatch iteration 1798/132800: mean batch inertia: 3.053500, ewa inertia: 2.978221 
Minibatch iteration 1799/132800: mean batch inertia: 3.033588, ewa inertia: 2.978305 
Minibatch iteration 1800/132800: mean batch inertia: 2.708321, ewa inertia: 2.977898 
Minibatch iteration 1801/132800: mean batch inertia: 2.841442, ewa inertia: 2.977692 
Minibatch iteration 1802/132800: mean batch inertia: 3.111667, ewa inertia: 2.977894 
Minibatch iteration 1803/132800: mean batch inertia: 2.707714, ewa inertia: 2.977487 
Minibatch iteration 1804/132800: mean batch inertia: 2.894608, ewa inertia: 2.977362 
Minibatch iteration 1805/132800: mean batch inertia: 2.809492, ewa inertia: 2.977110 
Minibatch iteration 1806/132800: mean batch inertia: 2.739083, ewa inertia: 2.976751 
Minibatch iteration 1807/132800: mean batch inertia: 2.768886, ewa inertia: 2.976438 
Minibatch iteration 1808/132800: mean batch inertia: 3.149462, ewa inertia: 2.976698 
Minibatch iteration 1809/132800: mean batch inertia: 2.891686, ewa inertia: 2.976570 
Minibatch iteration 1810/132800: mean batch inertia: 2.790553, ewa inertia: 2.976290 
Minibatch iteration 1811/132800: mean batch inertia: 2.717233, ewa inertia: 2.975900 
Minibatch iteration 1812/132800: mean batch inertia: 2.893745, ewa inertia: 2.975776 
Minibatch iteration 1813/132800: mean batch inertia: 2.844978, ewa inertia: 2.975579 
Minibatch iteration 1814/132800: mean batch inertia: 2.939472, ewa inertia: 2.975525 
Minibatch iteration 1815/132800: mean batch inertia: 3.024326, ewa inertia: 2.975598 
Minibatch iteration 1816/132800: mean batch inertia: 2.839242, ewa inertia: 2.975393 
Minibatch iteration 1817/132800: mean batch inertia: 2.937668, ewa inertia: 2.975336 
Minibatch iteration 1818/132800: mean batch inertia: 3.356450, ewa inertia: 2.975910 
Minibatch iteration 1819/132800: mean batch inertia: 2.793051, ewa inertia: 2.975635 
Minibatch iteration 1820/132800: mean batch inertia: 2.721144, ewa inertia: 2.975251 
Minibatch iteration 1821/132800: mean batch inertia: 3.270185, ewa inertia: 2.975695 
Minibatch iteration 1822/132800: mean batch inertia: 2.965876, ewa inertia: 2.975681 
Minibatch iteration 1823/132800: mean batch inertia: 3.019449, ewa inertia: 2.975747 
Minibatch iteration 1824/132800: mean batch inertia: 2.827010, ewa inertia: 2.975523 
Minibatch iteration 1825/132800: mean batch inertia: 2.928539, ewa inertia: 2.975452 
Minibatch iteration 1826/132800: mean batch inertia: 2.763219, ewa inertia: 2.975132 
Minibatch iteration 1827/132800: mean batch inertia: 2.970798, ewa inertia: 2.975125 
Minibatch iteration 1828/132800: mean batch inertia: 3.056717, ewa inertia: 2.975248 
Minibatch iteration 1829/132800: mean batch inertia: 2.954778, ewa inertia: 2.975218 
Minibatch iteration 1830/132800: mean batch inertia: 2.638730, ewa inertia: 2.974711 
Minibatch iteration 1831/132800: mean batch inertia: 2.877781, ewa inertia: 2.974565 
Minibatch iteration 1832/132800: mean batch inertia: 2.841682, ewa inertia: 2.974364 
Minibatch iteration 1833/132800: mean batch inertia: 2.799131, ewa inertia: 2.974100 
Minibatch iteration 1834/132800: mean batch inertia: 2.849149, ewa inertia: 2.973912 
Minibatch iteration 1835/132800: mean batch inertia: 2.753806, ewa inertia: 2.973580 
Minibatch iteration 1836/132800: mean batch inertia: 2.879245, ewa inertia: 2.973438 
Minibatch iteration 1837/132800: mean batch inertia: 2.705405, ewa inertia: 2.973035 
Minibatch iteration 1838/132800: mean batch inertia: 2.897560, ewa inertia: 2.972921 
Minibatch iteration 1839/132800: mean batch inertia: 2.749226, ewa inertia: 2.972584 
Minibatch iteration 1840/132800: mean batch inertia: 3.069114, ewa inertia: 2.972729 
Minibatch iteration 1841/132800: mean batch inertia: 2.849805, ewa inertia: 2.972544 
Minibatch iteration 1842/132800: mean batch inertia: 2.549782, ewa inertia: 2.971907 
Minibatch iteration 1843/132800: mean batch inertia: 2.757705, ewa inertia: 2.971584 
Minibatch iteration 1844/132800: mean batch inertia: 2.921370, ewa inertia: 2.971509 
Minibatch iteration 1845/132800: mean batch inertia: 2.743245, ewa inertia: 2.971165 
Minibatch iteration 1846/132800: mean batch inertia: 2.891665, ewa inertia: 2.971045 
Minibatch iteration 1847/132800: mean batch inertia: 2.879578, ewa inertia: 2.970907 
Minibatch iteration 1848/132800: mean batch inertia: 2.951030, ewa inertia: 2.970877 
Minibatch iteration 1849/132800: mean batch inertia: 3.090858, ewa inertia: 2.971058 
Minibatch iteration 1850/132800: mean batch inertia: 2.983038, ewa inertia: 2.971076 
Minibatch iteration 1851/132800: mean batch inertia: 2.838881, ewa inertia: 2.970877 
Minibatch iteration 1852/132800: mean batch inertia: 3.054251, ewa inertia: 2.971003 
Minibatch iteration 1853/132800: mean batch inertia: 2.972881, ewa inertia: 2.971005 
Minibatch iteration 1854/132800: mean batch inertia: 2.697836, ewa inertia: 2.970594 
Minibatch iteration 1855/132800: mean batch inertia: 2.831932, ewa inertia: 2.970385 
Minibatch iteration 1856/132800: mean batch inertia: 2.807338, ewa inertia: 2.970139 
Minibatch iteration 1857/132800: mean batch inertia: 2.733938, ewa inertia: 2.969783 
Minibatch iteration 1858/132800: mean batch inertia: 2.784135, ewa inertia: 2.969504 
Minibatch iteration 1859/132800: mean batch inertia: 2.887663, ewa inertia: 2.969381 
Minibatch iteration 1860/132800: mean batch inertia: 3.079953, ewa inertia: 2.969547 
Minibatch iteration 1861/132800: mean batch inertia: 2.617860, ewa inertia: 2.969017 
Minibatch iteration 1862/132800: mean batch inertia: 2.787706, ewa inertia: 2.968744 
Minibatch iteration 1863/132800: mean batch inertia: 2.783703, ewa inertia: 2.968465 
Minibatch iteration 1864/132800: mean batch inertia: 3.276295, ewa inertia: 2.968929 
Minibatch iteration 1865/132800: mean batch inertia: 3.055151, ewa inertia: 2.969059 
Minibatch iteration 1866/132800: mean batch inertia: 2.761105, ewa inertia: 2.968746 
Minibatch iteration 1867/132800: mean batch inertia: 3.138494, ewa inertia: 2.969001 
Minibatch iteration 1868/132800: mean batch inertia: 3.085948, ewa inertia: 2.969178 
Minibatch iteration 1869/132800: mean batch inertia: 3.143360, ewa inertia: 2.969440 
Minibatch iteration 1870/132800: mean batch inertia: 2.962599, ewa inertia: 2.969430 
Minibatch iteration 1871/132800: mean batch inertia: 2.818202, ewa inertia: 2.969202 
Minibatch iteration 1872/132800: mean batch inertia: 3.007041, ewa inertia: 2.969259 
Minibatch iteration 1873/132800: mean batch inertia: 2.725362, ewa inertia: 2.968891 
Minibatch iteration 1874/132800: mean batch inertia: 2.896256, ewa inertia: 2.968782 
Minibatch iteration 1875/132800: mean batch inertia: 2.922957, ewa inertia: 2.968713 
Minibatch iteration 1876/132800: mean batch inertia: 2.851029, ewa inertia: 2.968536 
Minibatch iteration 1877/132800: mean batch inertia: 2.997163, ewa inertia: 2.968579 
Minibatch iteration 1878/132800: mean batch inertia: 2.738547, ewa inertia: 2.968232 
Minibatch iteration 1879/132800: mean batch inertia: 3.034302, ewa inertia: 2.968332 
Minibatch iteration 1880/132800: mean batch inertia: 2.830391, ewa inertia: 2.968124 
Minibatch iteration 1881/132800: mean batch inertia: 2.681353, ewa inertia: 2.967692 
Minibatch iteration 1882/132800: mean batch inertia: 2.639799, ewa inertia: 2.967198 
Minibatch iteration 1883/132800: mean batch inertia: 3.273163, ewa inertia: 2.967659 
Minibatch iteration 1884/132800: mean batch inertia: 2.831072, ewa inertia: 2.967453 
Minibatch iteration 1885/132800: mean batch inertia: 2.865793, ewa inertia: 2.967300 
Minibatch iteration 1886/132800: mean batch inertia: 3.036353, ewa inertia: 2.967404 
Minibatch iteration 1887/132800: mean batch inertia: 2.980162, ewa inertia: 2.967423 
Minibatch iteration 1888/132800: mean batch inertia: 2.985231, ewa inertia: 2.967450 
Minibatch iteration 1889/132800: mean batch inertia: 2.594678, ewa inertia: 2.966888 
Minibatch iteration 1890/132800: mean batch inertia: 2.578383, ewa inertia: 2.966303 
Minibatch iteration 1891/132800: mean batch inertia: 2.780742, ewa inertia: 2.966024 
Minibatch iteration 1892/132800: mean batch inertia: 3.275083, ewa inertia: 2.966489 
Minibatch iteration 1893/132800: mean batch inertia: 2.681540, ewa inertia: 2.966060 
Minibatch iteration 1894/132800: mean batch inertia: 3.195149, ewa inertia: 2.966405 
Minibatch iteration 1895/132800: mean batch inertia: 2.910839, ewa inertia: 2.966321 
Minibatch iteration 1896/132800: mean batch inertia: 3.262192, ewa inertia: 2.966767 
Minibatch iteration 1897/132800: mean batch inertia: 3.086749, ewa inertia: 2.966948 
Minibatch iteration 1898/132800: mean batch inertia: 2.796922, ewa inertia: 2.966692 
Minibatch iteration 1899/132800: mean batch inertia: 2.946902, ewa inertia: 2.966662 
Minibatch iteration 1900/132800: mean batch inertia: 2.976670, ewa inertia: 2.966677 
Minibatch iteration 1901/132800: mean batch inertia: 2.965105, ewa inertia: 2.966675 
Minibatch iteration 1902/132800: mean batch inertia: 3.081538, ewa inertia: 2.966848 
Minibatch iteration 1903/132800: mean batch inertia: 2.950484, ewa inertia: 2.966823 
Minibatch iteration 1904/132800: mean batch inertia: 2.686791, ewa inertia: 2.966401 
Minibatch iteration 1905/132800: mean batch inertia: 2.852029, ewa inertia: 2.966229 
Minibatch iteration 1906/132800: mean batch inertia: 2.853347, ewa inertia: 2.966059 
Minibatch iteration 1907/132800: mean batch inertia: 2.948327, ewa inertia: 2.966032 
Minibatch iteration 1908/132800: mean batch inertia: 2.804072, ewa inertia: 2.965788 
Minibatch iteration 1909/132800: mean batch inertia: 3.026413, ewa inertia: 2.965879 
Minibatch iteration 1910/132800: mean batch inertia: 3.141762, ewa inertia: 2.966144 
Minibatch iteration 1911/132800: mean batch inertia: 2.968246, ewa inertia: 2.966147 
Minibatch iteration 1912/132800: mean batch inertia: 3.014896, ewa inertia: 2.966221 
Minibatch iteration 1913/132800: mean batch inertia: 2.944521, ewa inertia: 2.966188 
Minibatch iteration 1914/132800: mean batch inertia: 2.815821, ewa inertia: 2.965962 
Minibatch iteration 1915/132800: mean batch inertia: 2.688777, ewa inertia: 2.965544 
Minibatch iteration 1916/132800: mean batch inertia: 3.108324, ewa inertia: 2.965759 
Minibatch iteration 1917/132800: mean batch inertia: 2.941022, ewa inertia: 2.965722 
Minibatch iteration 1918/132800: mean batch inertia: 2.892018, ewa inertia: 2.965611 
Minibatch iteration 1919/132800: mean batch inertia: 2.913664, ewa inertia: 2.965533 
Minibatch iteration 1920/132800: mean batch inertia: 2.899516, ewa inertia: 2.965433 
Minibatch iteration 1921/132800: mean batch inertia: 3.024984, ewa inertia: 2.965523 
Minibatch iteration 1922/132800: mean batch inertia: 2.916422, ewa inertia: 2.965449 
Minibatch iteration 1923/132800: mean batch inertia: 2.800941, ewa inertia: 2.965201 
Minibatch iteration 1924/132800: mean batch inertia: 3.054669, ewa inertia: 2.965336 
Minibatch iteration 1925/132800: mean batch inertia: 2.762720, ewa inertia: 2.965031 
Minibatch iteration 1926/132800: mean batch inertia: 2.953767, ewa inertia: 2.965014 
Minibatch iteration 1927/132800: mean batch inertia: 2.977677, ewa inertia: 2.965033 
Minibatch iteration 1928/132800: mean batch inertia: 2.750706, ewa inertia: 2.964710 
Minibatch iteration 1929/132800: mean batch inertia: 2.622472, ewa inertia: 2.964194 
Minibatch iteration 1930/132800: mean batch inertia: 2.983415, ewa inertia: 2.964223 
Minibatch iteration 1931/132800: mean batch inertia: 2.955497, ewa inertia: 2.964210 
Minibatch iteration 1932/132800: mean batch inertia: 3.032142, ewa inertia: 2.964312 
Minibatch iteration 1933/132800: mean batch inertia: 2.742902, ewa inertia: 2.963979 
Minibatch iteration 1934/132800: mean batch inertia: 3.080764, ewa inertia: 2.964155 
Minibatch iteration 1935/132800: mean batch inertia: 3.062742, ewa inertia: 2.964303 
Minibatch iteration 1936/132800: mean batch inertia: 3.043058, ewa inertia: 2.964422 
Minibatch iteration 1937/132800: mean batch inertia: 3.214940, ewa inertia: 2.964799 
Minibatch iteration 1938/132800: mean batch inertia: 2.983496, ewa inertia: 2.964827 
Minibatch iteration 1939/132800: mean batch inertia: 2.951616, ewa inertia: 2.964808 
Minibatch iteration 1940/132800: mean batch inertia: 2.824390, ewa inertia: 2.964596 
Minibatch iteration 1941/132800: mean batch inertia: 3.211114, ewa inertia: 2.964967 
Minibatch iteration 1942/132800: mean batch inertia: 2.842605, ewa inertia: 2.964783 
Minibatch iteration 1943/132800: mean batch inertia: 2.627197, ewa inertia: 2.964274 
Minibatch iteration 1944/132800: mean batch inertia: 2.730695, ewa inertia: 2.963923 
Minibatch iteration 1945/132800: mean batch inertia: 2.931193, ewa inertia: 2.963873 
Minibatch iteration 1946/132800: mean batch inertia: 2.869204, ewa inertia: 2.963731 
Minibatch iteration 1947/132800: mean batch inertia: 2.978969, ewa inertia: 2.963754 
Minibatch iteration 1948/132800: mean batch inertia: 3.090570, ewa inertia: 2.963945 
Minibatch iteration 1949/132800: mean batch inertia: 2.936401, ewa inertia: 2.963903 
Minibatch iteration 1950/132800: mean batch inertia: 2.666701, ewa inertia: 2.963455 
Minibatch iteration 1951/132800: mean batch inertia: 2.751149, ewa inertia: 2.963136 
Minibatch iteration 1952/132800: mean batch inertia: 2.640407, ewa inertia: 2.962649 
Minibatch iteration 1953/132800: mean batch inertia: 2.797574, ewa inertia: 2.962401 
Minibatch iteration 1954/132800: mean batch inertia: 2.891987, ewa inertia: 2.962295 
Minibatch iteration 1955/132800: mean batch inertia: 2.739105, ewa inertia: 2.961958 
Minibatch iteration 1956/132800: mean batch inertia: 2.658905, ewa inertia: 2.961502 
Minibatch iteration 1957/132800: mean batch inertia: 2.910299, ewa inertia: 2.961425 
Minibatch iteration 1958/132800: mean batch inertia: 3.080056, ewa inertia: 2.961603 
Minibatch iteration 1959/132800: mean batch inertia: 2.759622, ewa inertia: 2.961299 
Minibatch iteration 1960/132800: mean batch inertia: 2.778389, ewa inertia: 2.961023 
Minibatch iteration 1961/132800: mean batch inertia: 3.218285, ewa inertia: 2.961411 
Minibatch iteration 1962/132800: mean batch inertia: 2.649333, ewa inertia: 2.960941 
Minibatch iteration 1963/132800: mean batch inertia: 2.973354, ewa inertia: 2.960960 
Minibatch iteration 1964/132800: mean batch inertia: 2.908749, ewa inertia: 2.960881 
Minibatch iteration 1965/132800: mean batch inertia: 2.591387, ewa inertia: 2.960324 
Minibatch iteration 1966/132800: mean batch inertia: 3.176908, ewa inertia: 2.960650 
Minibatch iteration 1967/132800: mean batch inertia: 2.806075, ewa inertia: 2.960418 
Minibatch iteration 1968/132800: mean batch inertia: 2.846084, ewa inertia: 2.960245 
Minibatch iteration 1969/132800: mean batch inertia: 2.871313, ewa inertia: 2.960111 
Minibatch iteration 1970/132800: mean batch inertia: 3.073152, ewa inertia: 2.960282 
Minibatch iteration 1971/132800: mean batch inertia: 2.927366, ewa inertia: 2.960232 
Minibatch iteration 1972/132800: mean batch inertia: 3.089409, ewa inertia: 2.960427 
Minibatch iteration 1973/132800: mean batch inertia: 2.885069, ewa inertia: 2.960313 
Minibatch iteration 1974/132800: mean batch inertia: 2.992487, ewa inertia: 2.960362 
Minibatch iteration 1975/132800: mean batch inertia: 3.094238, ewa inertia: 2.960563 
Minibatch iteration 1976/132800: mean batch inertia: 3.016229, ewa inertia: 2.960647 
Minibatch iteration 1977/132800: mean batch inertia: 3.296625, ewa inertia: 2.961153 
Minibatch iteration 1978/132800: mean batch inertia: 2.865622, ewa inertia: 2.961009 
Minibatch iteration 1979/132800: mean batch inertia: 3.051313, ewa inertia: 2.961146 
Minibatch iteration 1980/132800: mean batch inertia: 2.658536, ewa inertia: 2.960690 
Minibatch iteration 1981/132800: mean batch inertia: 2.852815, ewa inertia: 2.960527 
Minibatch iteration 1982/132800: mean batch inertia: 2.722287, ewa inertia: 2.960168 
Minibatch iteration 1983/132800: mean batch inertia: 3.088496, ewa inertia: 2.960361 
Minibatch iteration 1984/132800: mean batch inertia: 2.733185, ewa inertia: 2.960019 
Minibatch iteration 1985/132800: mean batch inertia: 2.922492, ewa inertia: 2.959963 
Minibatch iteration 1986/132800: mean batch inertia: 3.078795, ewa inertia: 2.960142 
Minibatch iteration 1987/132800: mean batch inertia: 3.188208, ewa inertia: 2.960485 
Minibatch iteration 1988/132800: mean batch inertia: 2.925205, ewa inertia: 2.960432 
Minibatch iteration 1989/132800: mean batch inertia: 2.936782, ewa inertia: 2.960397 
Minibatch iteration 1990/132800: mean batch inertia: 2.904229, ewa inertia: 2.960312 
Minibatch iteration 1991/132800: mean batch inertia: 3.040010, ewa inertia: 2.960432 
Minibatch iteration 1992/132800: mean batch inertia: 2.730097, ewa inertia: 2.960085 
Minibatch iteration 1993/132800: mean batch inertia: 2.872122, ewa inertia: 2.959952 
Minibatch iteration 1994/132800: mean batch inertia: 3.066167, ewa inertia: 2.960112 
Minibatch iteration 1995/132800: mean batch inertia: 3.089389, ewa inertia: 2.960307 
Minibatch iteration 1996/132800: mean batch inertia: 3.029462, ewa inertia: 2.960411 
Minibatch iteration 1997/132800: mean batch inertia: 2.902445, ewa inertia: 2.960324 
Minibatch iteration 1998/132800: mean batch inertia: 2.828914, ewa inertia: 2.960126 
Minibatch iteration 1999/132800: mean batch inertia: 2.936486, ewa inertia: 2.960090 
Minibatch iteration 2000/132800: mean batch inertia: 2.554181, ewa inertia: 2.959479 
Minibatch iteration 2001/132800: mean batch inertia: 3.149174, ewa inertia: 2.959765 
Minibatch iteration 2002/132800: mean batch inertia: 3.063388, ewa inertia: 2.959921 
Minibatch iteration 2003/132800: mean batch inertia: 2.943621, ewa inertia: 2.959896 
Minibatch iteration 2004/132800: mean batch inertia: 2.775058, ewa inertia: 2.959618 
Minibatch iteration 2005/132800: mean batch inertia: 2.968719, ewa inertia: 2.959632 
Minibatch iteration 2006/132800: mean batch inertia: 2.843765, ewa inertia: 2.959457 
Minibatch iteration 2007/132800: mean batch inertia: 3.144522, ewa inertia: 2.959736 
Minibatch iteration 2008/132800: mean batch inertia: 2.997276, ewa inertia: 2.959792 
Minibatch iteration 2009/132800: mean batch inertia: 2.843107, ewa inertia: 2.959617 
Minibatch iteration 2010/132800: mean batch inertia: 2.679328, ewa inertia: 2.959194 
Minibatch iteration 2011/132800: mean batch inertia: 2.758174, ewa inertia: 2.958891 
Minibatch iteration 2012/132800: mean batch inertia: 2.762696, ewa inertia: 2.958596 
Minibatch iteration 2013/132800: mean batch inertia: 2.646447, ewa inertia: 2.958126 
Minibatch iteration 2014/132800: mean batch inertia: 2.506249, ewa inertia: 2.957445 
Minibatch iteration 2015/132800: mean batch inertia: 3.142765, ewa inertia: 2.957724 
Minibatch iteration 2016/132800: mean batch inertia: 2.776949, ewa inertia: 2.957452 
Minibatch iteration 2017/132800: mean batch inertia: 2.862448, ewa inertia: 2.957308 
Minibatch iteration 2018/132800: mean batch inertia: 2.837948, ewa inertia: 2.957129 
Minibatch iteration 2019/132800: mean batch inertia: 2.852645, ewa inertia: 2.956971 
Minibatch iteration 2020/132800: mean batch inertia: 2.971102, ewa inertia: 2.956993 
Minibatch iteration 2021/132800: mean batch inertia: 2.895137, ewa inertia: 2.956899 
Minibatch iteration 2022/132800: mean batch inertia: 2.814288, ewa inertia: 2.956685 
Minibatch iteration 2023/132800: mean batch inertia: 2.935134, ewa inertia: 2.956652 
Minibatch iteration 2024/132800: mean batch inertia: 2.777586, ewa inertia: 2.956382 
Minibatch iteration 2025/132800: mean batch inertia: 3.020452, ewa inertia: 2.956479 
Minibatch iteration 2026/132800: mean batch inertia: 3.086650, ewa inertia: 2.956675 
Minibatch iteration 2027/132800: mean batch inertia: 3.195422, ewa inertia: 2.957035 
Minibatch iteration 2028/132800: mean batch inertia: 2.759126, ewa inertia: 2.956736 
Minibatch iteration 2029/132800: mean batch inertia: 2.835662, ewa inertia: 2.956554 
Minibatch iteration 2030/132800: mean batch inertia: 2.691450, ewa inertia: 2.956155 
Minibatch iteration 2031/132800: mean batch inertia: 2.666667, ewa inertia: 2.955718 
Minibatch iteration 2032/132800: mean batch inertia: 2.965800, ewa inertia: 2.955734 
Minibatch iteration 2033/132800: mean batch inertia: 2.952901, ewa inertia: 2.955729 
Minibatch iteration 2034/132800: mean batch inertia: 2.848446, ewa inertia: 2.955568 
Minibatch iteration 2035/132800: mean batch inertia: 2.714653, ewa inertia: 2.955205 
Minibatch iteration 2036/132800: mean batch inertia: 2.420325, ewa inertia: 2.954399 
Minibatch iteration 2037/132800: mean batch inertia: 2.554482, ewa inertia: 2.953796 
Minibatch iteration 2038/132800: mean batch inertia: 3.067946, ewa inertia: 2.953968 
Minibatch iteration 2039/132800: mean batch inertia: 2.724897, ewa inertia: 2.953623 
Minibatch iteration 2040/132800: mean batch inertia: 3.018378, ewa inertia: 2.953721 
Minibatch iteration 2041/132800: mean batch inertia: 3.265236, ewa inertia: 2.954190 
Minibatch iteration 2042/132800: mean batch inertia: 3.332335, ewa inertia: 2.954760 
Minibatch iteration 2043/132800: mean batch inertia: 2.855575, ewa inertia: 2.954610 
Minibatch iteration 2044/132800: mean batch inertia: 2.810558, ewa inertia: 2.954393 
Minibatch iteration 2045/132800: mean batch inertia: 2.839268, ewa inertia: 2.954220 
Minibatch iteration 2046/132800: mean batch inertia: 3.160548, ewa inertia: 2.954531 
Minibatch iteration 2047/132800: mean batch inertia: 2.804699, ewa inertia: 2.954305 
Minibatch iteration 2048/132800: mean batch inertia: 2.639207, ewa inertia: 2.953830 
Minibatch iteration 2049/132800: mean batch inertia: 3.108635, ewa inertia: 2.954064 
Minibatch iteration 2050/132800: mean batch inertia: 2.833446, ewa inertia: 2.953882 
Minibatch iteration 2051/132800: mean batch inertia: 3.058410, ewa inertia: 2.954039 
Minibatch iteration 2052/132800: mean batch inertia: 2.803731, ewa inertia: 2.953813 
Minibatch iteration 2053/132800: mean batch inertia: 2.914347, ewa inertia: 2.953753 
Minibatch iteration 2054/132800: mean batch inertia: 2.993020, ewa inertia: 2.953813 
Minibatch iteration 2055/132800: mean batch inertia: 2.595634, ewa inertia: 2.953273 
Minibatch iteration 2056/132800: mean batch inertia: 3.081327, ewa inertia: 2.953466 
Minibatch iteration 2057/132800: mean batch inertia: 3.026541, ewa inertia: 2.953576 
Minibatch iteration 2058/132800: mean batch inertia: 2.938983, ewa inertia: 2.953554 
Minibatch iteration 2059/132800: mean batch inertia: 2.756534, ewa inertia: 2.953257 
Minibatch iteration 2060/132800: mean batch inertia: 2.774000, ewa inertia: 2.952987 
Minibatch iteration 2061/132800: mean batch inertia: 2.665391, ewa inertia: 2.952554 
Minibatch iteration 2062/132800: mean batch inertia: 2.929075, ewa inertia: 2.952518 
Minibatch iteration 2063/132800: mean batch inertia: 2.857779, ewa inertia: 2.952376 
Minibatch iteration 2064/132800: mean batch inertia: 3.030007, ewa inertia: 2.952493 
Minibatch iteration 2065/132800: mean batch inertia: 2.875907, ewa inertia: 2.952377 
Minibatch iteration 2066/132800: mean batch inertia: 3.052210, ewa inertia: 2.952528 
Minibatch iteration 2067/132800: mean batch inertia: 2.884683, ewa inertia: 2.952426 
Minibatch iteration 2068/132800: mean batch inertia: 2.838153, ewa inertia: 2.952253 
Minibatch iteration 2069/132800: mean batch inertia: 2.876794, ewa inertia: 2.952140 
Minibatch iteration 2070/132800: mean batch inertia: 2.868878, ewa inertia: 2.952014 
Minibatch iteration 2071/132800: mean batch inertia: 3.105077, ewa inertia: 2.952245 
Minibatch iteration 2072/132800: mean batch inertia: 2.910822, ewa inertia: 2.952182 
Minibatch iteration 2073/132800: mean batch inertia: 2.792114, ewa inertia: 2.951941 
Minibatch iteration 2074/132800: mean batch inertia: 2.760246, ewa inertia: 2.951652 
Minibatch iteration 2075/132800: mean batch inertia: 2.892849, ewa inertia: 2.951564 
Minibatch iteration 2076/132800: mean batch inertia: 2.922973, ewa inertia: 2.951521 
Minibatch iteration 2077/132800: mean batch inertia: 2.643695, ewa inertia: 2.951057 
Minibatch iteration 2078/132800: mean batch inertia: 2.819453, ewa inertia: 2.950859 
Minibatch iteration 2079/132800: mean batch inertia: 3.041540, ewa inertia: 2.950995 
Minibatch iteration 2080/132800: mean batch inertia: 2.995457, ewa inertia: 2.951062 
Minibatch iteration 2081/132800: mean batch inertia: 2.876490, ewa inertia: 2.950950 
Minibatch iteration 2082/132800: mean batch inertia: 2.961686, ewa inertia: 2.950966 
Minibatch iteration 2083/132800: mean batch inertia: 2.867096, ewa inertia: 2.950840 
Minibatch iteration 2084/132800: mean batch inertia: 2.803862, ewa inertia: 2.950618 
Minibatch iteration 2085/132800: mean batch inertia: 2.844290, ewa inertia: 2.950458 
Minibatch iteration 2086/132800: mean batch inertia: 2.892007, ewa inertia: 2.950370 
Minibatch iteration 2087/132800: mean batch inertia: 2.808888, ewa inertia: 2.950157 
Minibatch iteration 2088/132800: mean batch inertia: 2.791412, ewa inertia: 2.949918 
Minibatch iteration 2089/132800: mean batch inertia: 2.936605, ewa inertia: 2.949898 
Minibatch iteration 2090/132800: mean batch inertia: 2.692311, ewa inertia: 2.949510 
Minibatch iteration 2091/132800: mean batch inertia: 2.799888, ewa inertia: 2.949284 
Minibatch iteration 2092/132800: mean batch inertia: 2.843282, ewa inertia: 2.949125 
Minibatch iteration 2093/132800: mean batch inertia: 2.858284, ewa inertia: 2.948988 
Minibatch iteration 2094/132800: mean batch inertia: 2.978753, ewa inertia: 2.949033 
Minibatch iteration 2095/132800: mean batch inertia: 3.478736, ewa inertia: 2.949831 
Minibatch iteration 2096/132800: mean batch inertia: 3.054980, ewa inertia: 2.949989 
Minibatch iteration 2097/132800: mean batch inertia: 3.020950, ewa inertia: 2.950096 
Minibatch iteration 2098/132800: mean batch inertia: 2.608497, ewa inertia: 2.949581 
Minibatch iteration 2099/132800: mean batch inertia: 2.877769, ewa inertia: 2.949473 
Minibatch iteration 2100/132800: mean batch inertia: 2.926257, ewa inertia: 2.949438 
Minibatch iteration 2101/132800: mean batch inertia: 3.174549, ewa inertia: 2.949777 
Minibatch iteration 2102/132800: mean batch inertia: 2.650342, ewa inertia: 2.949326 
Minibatch iteration 2103/132800: mean batch inertia: 2.663024, ewa inertia: 2.948895 
Minibatch iteration 2104/132800: mean batch inertia: 2.881863, ewa inertia: 2.948794 
Minibatch iteration 2105/132800: mean batch inertia: 3.065291, ewa inertia: 2.948969 
Minibatch iteration 2106/132800: mean batch inertia: 2.849370, ewa inertia: 2.948819 
Minibatch iteration 2107/132800: mean batch inertia: 2.517540, ewa inertia: 2.948170 
Minibatch iteration 2108/132800: mean batch inertia: 2.734940, ewa inertia: 2.947848 
Minibatch iteration 2109/132800: mean batch inertia: 2.862083, ewa inertia: 2.947719 
Minibatch iteration 2110/132800: mean batch inertia: 2.822396, ewa inertia: 2.947530 
Minibatch iteration 2111/132800: mean batch inertia: 2.698666, ewa inertia: 2.947155 
Minibatch iteration 2112/132800: mean batch inertia: 2.770191, ewa inertia: 2.946889 
Minibatch iteration 2113/132800: mean batch inertia: 2.758709, ewa inertia: 2.946605 
Minibatch iteration 2114/132800: mean batch inertia: 2.765676, ewa inertia: 2.946333 
Minibatch iteration 2115/132800: mean batch inertia: 2.588608, ewa inertia: 2.945794 
Minibatch iteration 2116/132800: mean batch inertia: 2.962462, ewa inertia: 2.945819 
Minibatch iteration 2117/132800: mean batch inertia: 3.092302, ewa inertia: 2.946039 
Minibatch iteration 2118/132800: mean batch inertia: 2.741709, ewa inertia: 2.945732 
Minibatch iteration 2119/132800: mean batch inertia: 2.746493, ewa inertia: 2.945431 
Minibatch iteration 2120/132800: mean batch inertia: 2.742284, ewa inertia: 2.945125 
Minibatch iteration 2121/132800: mean batch inertia: 2.886768, ewa inertia: 2.945037 
Minibatch iteration 2122/132800: mean batch inertia: 3.067162, ewa inertia: 2.945221 
Minibatch iteration 2123/132800: mean batch inertia: 2.911666, ewa inertia: 2.945171 
Minibatch iteration 2124/132800: mean batch inertia: 2.943823, ewa inertia: 2.945169 
Minibatch iteration 2125/132800: mean batch inertia: 2.659159, ewa inertia: 2.944738 
Minibatch iteration 2126/132800: mean batch inertia: 2.777968, ewa inertia: 2.944487 
Minibatch iteration 2127/132800: mean batch inertia: 3.220094, ewa inertia: 2.944902 
Minibatch iteration 2128/132800: mean batch inertia: 2.712979, ewa inertia: 2.944553 
Minibatch iteration 2129/132800: mean batch inertia: 2.721739, ewa inertia: 2.944217 
Minibatch iteration 2130/132800: mean batch inertia: 2.824818, ewa inertia: 2.944037 
Minibatch iteration 2131/132800: mean batch inertia: 2.798158, ewa inertia: 2.943817 
Minibatch iteration 2132/132800: mean batch inertia: 2.849302, ewa inertia: 2.943675 
Minibatch iteration 2133/132800: mean batch inertia: 2.626791, ewa inertia: 2.943197 
Minibatch iteration 2134/132800: mean batch inertia: 2.646440, ewa inertia: 2.942750 
Minibatch iteration 2135/132800: mean batch inertia: 2.896245, ewa inertia: 2.942680 
Minibatch iteration 2136/132800: mean batch inertia: 3.110432, ewa inertia: 2.942933 
Minibatch iteration 2137/132800: mean batch inertia: 2.966680, ewa inertia: 2.942969 
Minibatch iteration 2138/132800: mean batch inertia: 2.894323, ewa inertia: 2.942895 
Minibatch iteration 2139/132800: mean batch inertia: 2.749514, ewa inertia: 2.942604 
Minibatch iteration 2140/132800: mean batch inertia: 2.811929, ewa inertia: 2.942407 
Minibatch iteration 2141/132800: mean batch inertia: 3.125994, ewa inertia: 2.942684 
Minibatch iteration 2142/132800: mean batch inertia: 3.052253, ewa inertia: 2.942849 
Minibatch iteration 2143/132800: mean batch inertia: 2.694246, ewa inertia: 2.942474 
Minibatch iteration 2144/132800: mean batch inertia: 2.715148, ewa inertia: 2.942132 
Minibatch iteration 2145/132800: mean batch inertia: 2.981910, ewa inertia: 2.942192 
Minibatch iteration 2146/132800: mean batch inertia: 2.949589, ewa inertia: 2.942203 
Minibatch iteration 2147/132800: mean batch inertia: 3.074843, ewa inertia: 2.942403 
Minibatch iteration 2148/132800: mean batch inertia: 2.893610, ewa inertia: 2.942329 
Minibatch iteration 2149/132800: mean batch inertia: 2.580338, ewa inertia: 2.941784 
Minibatch iteration 2150/132800: mean batch inertia: 2.858300, ewa inertia: 2.941658 
Minibatch iteration 2151/132800: mean batch inertia: 2.675367, ewa inertia: 2.941257 
Minibatch iteration 2152/132800: mean batch inertia: 3.052394, ewa inertia: 2.941424 
Minibatch iteration 2153/132800: mean batch inertia: 2.737058, ewa inertia: 2.941116 
Minibatch iteration 2154/132800: mean batch inertia: 2.897270, ewa inertia: 2.941050 
Minibatch iteration 2155/132800: mean batch inertia: 2.989737, ewa inertia: 2.941124 
Minibatch iteration 2156/132800: mean batch inertia: 2.801944, ewa inertia: 2.940914 
Minibatch iteration 2157/132800: mean batch inertia: 2.764490, ewa inertia: 2.940648 
Minibatch iteration 2158/132800: mean batch inertia: 2.819691, ewa inertia: 2.940466 
Minibatch iteration 2159/132800: mean batch inertia: 3.010496, ewa inertia: 2.940572 
Minibatch iteration 2160/132800: mean batch inertia: 2.757608, ewa inertia: 2.940296 
Minibatch iteration 2161/132800: mean batch inertia: 3.064636, ewa inertia: 2.940483 
Minibatch iteration 2162/132800: mean batch inertia: 2.763506, ewa inertia: 2.940217 
Minibatch iteration 2163/132800: mean batch inertia: 3.062580, ewa inertia: 2.940401 
Minibatch iteration 2164/132800: mean batch inertia: 2.738039, ewa inertia: 2.940096 
Minibatch iteration 2165/132800: mean batch inertia: 3.008011, ewa inertia: 2.940198 
Minibatch iteration 2166/132800: mean batch inertia: 2.743176, ewa inertia: 2.939902 
Minibatch iteration 2167/132800: mean batch inertia: 2.767901, ewa inertia: 2.939642 
Minibatch iteration 2168/132800: mean batch inertia: 2.894904, ewa inertia: 2.939575 
Minibatch iteration 2169/132800: mean batch inertia: 2.676996, ewa inertia: 2.939179 
Minibatch iteration 2170/132800: mean batch inertia: 2.904804, ewa inertia: 2.939128 
Minibatch iteration 2171/132800: mean batch inertia: 2.828192, ewa inertia: 2.938961 
Minibatch iteration 2172/132800: mean batch inertia: 2.811015, ewa inertia: 2.938768 
Minibatch iteration 2173/132800: mean batch inertia: 2.511211, ewa inertia: 2.938124 
Minibatch iteration 2174/132800: mean batch inertia: 2.848961, ewa inertia: 2.937989 
Minibatch iteration 2175/132800: mean batch inertia: 3.071644, ewa inertia: 2.938191 
Minibatch iteration 2176/132800: mean batch inertia: 2.715970, ewa inertia: 2.937856 
Minibatch iteration 2177/132800: mean batch inertia: 2.887441, ewa inertia: 2.937780 
Minibatch iteration 2178/132800: mean batch inertia: 2.693461, ewa inertia: 2.937412 
Minibatch iteration 2179/132800: mean batch inertia: 2.663111, ewa inertia: 2.936999 
Minibatch iteration 2180/132800: mean batch inertia: 2.672201, ewa inertia: 2.936600 
Minibatch iteration 2181/132800: mean batch inertia: 2.865116, ewa inertia: 2.936492 
Minibatch iteration 2182/132800: mean batch inertia: 3.065720, ewa inertia: 2.936687 
Minibatch iteration 2183/132800: mean batch inertia: 2.675253, ewa inertia: 2.936293 
Minibatch iteration 2184/132800: mean batch inertia: 2.941655, ewa inertia: 2.936301 
Minibatch iteration 2185/132800: mean batch inertia: 2.861741, ewa inertia: 2.936189 
Minibatch iteration 2186/132800: mean batch inertia: 2.716895, ewa inertia: 2.935858 
Minibatch iteration 2187/132800: mean batch inertia: 2.975572, ewa inertia: 2.935918 
Minibatch iteration 2188/132800: mean batch inertia: 2.787827, ewa inertia: 2.935695 
Minibatch iteration 2189/132800: mean batch inertia: 2.784677, ewa inertia: 2.935467 
Minibatch iteration 2190/132800: mean batch inertia: 3.148651, ewa inertia: 2.935789 
Minibatch iteration 2191/132800: mean batch inertia: 2.908307, ewa inertia: 2.935747 
Minibatch iteration 2192/132800: mean batch inertia: 2.834016, ewa inertia: 2.935594 
Minibatch iteration 2193/132800: mean batch inertia: 2.697702, ewa inertia: 2.935235 
Minibatch iteration 2194/132800: mean batch inertia: 2.719288, ewa inertia: 2.934910 
Minibatch iteration 2195/132800: mean batch inertia: 2.969654, ewa inertia: 2.934962 
Minibatch iteration 2196/132800: mean batch inertia: 2.937374, ewa inertia: 2.934966 
Minibatch iteration 2197/132800: mean batch inertia: 3.168994, ewa inertia: 2.935319 
Minibatch iteration 2198/132800: mean batch inertia: 2.921941, ewa inertia: 2.935298 
Minibatch iteration 2199/132800: mean batch inertia: 2.677622, ewa inertia: 2.934910 
Minibatch iteration 2200/132800: mean batch inertia: 2.923285, ewa inertia: 2.934893 
Minibatch iteration 2201/132800: mean batch inertia: 2.790829, ewa inertia: 2.934676 
Minibatch iteration 2202/132800: mean batch inertia: 2.864875, ewa inertia: 2.934571 
Minibatch iteration 2203/132800: mean batch inertia: 2.928135, ewa inertia: 2.934561 
Minibatch iteration 2204/132800: mean batch inertia: 2.789690, ewa inertia: 2.934343 
Minibatch iteration 2205/132800: mean batch inertia: 2.647824, ewa inertia: 2.933911 
Minibatch iteration 2206/132800: mean batch inertia: 2.988862, ewa inertia: 2.933994 
Minibatch iteration 2207/132800: mean batch inertia: 2.921474, ewa inertia: 2.933975 
Minibatch iteration 2208/132800: mean batch inertia: 2.706541, ewa inertia: 2.933632 
Minibatch iteration 2209/132800: mean batch inertia: 2.888297, ewa inertia: 2.933564 
Minibatch iteration 2210/132800: mean batch inertia: 2.931826, ewa inertia: 2.933561 
Minibatch iteration 2211/132800: mean batch inertia: 2.781565, ewa inertia: 2.933332 
Minibatch iteration 2212/132800: mean batch inertia: 2.686869, ewa inertia: 2.932961 
Minibatch iteration 2213/132800: mean batch inertia: 2.691255, ewa inertia: 2.932597 
Minibatch iteration 2214/132800: mean batch inertia: 3.104070, ewa inertia: 2.932855 
Minibatch iteration 2215/132800: mean batch inertia: 3.000119, ewa inertia: 2.932957 
Minibatch iteration 2216/132800: mean batch inertia: 3.075111, ewa inertia: 2.933171 
Minibatch iteration 2217/132800: mean batch inertia: 2.742422, ewa inertia: 2.932883 
Minibatch iteration 2218/132800: mean batch inertia: 2.865598, ewa inertia: 2.932782 
Minibatch iteration 2219/132800: mean batch inertia: 2.914018, ewa inertia: 2.932754 
Minibatch iteration 2220/132800: mean batch inertia: 2.850943, ewa inertia: 2.932630 
Minibatch iteration 2221/132800: mean batch inertia: 3.046100, ewa inertia: 2.932801 
Minibatch iteration 2222/132800: mean batch inertia: 2.785276, ewa inertia: 2.932579 
Minibatch iteration 2223/132800: mean batch inertia: 2.557504, ewa inertia: 2.932014 
Minibatch iteration 2224/132800: mean batch inertia: 2.915754, ewa inertia: 2.931990 
Minibatch iteration 2225/132800: mean batch inertia: 3.044182, ewa inertia: 2.932159 
Minibatch iteration 2226/132800: mean batch inertia: 3.084287, ewa inertia: 2.932388 
Minibatch iteration 2227/132800: mean batch inertia: 3.050623, ewa inertia: 2.932566 
Minibatch iteration 2228/132800: mean batch inertia: 2.845731, ewa inertia: 2.932435 
Minibatch iteration 2229/132800: mean batch inertia: 2.825445, ewa inertia: 2.932274 
Minibatch iteration 2230/132800: mean batch inertia: 2.861829, ewa inertia: 2.932168 
Minibatch iteration 2231/132800: mean batch inertia: 2.710301, ewa inertia: 2.931833 
Minibatch iteration 2232/132800: mean batch inertia: 3.125041, ewa inertia: 2.932125 
Minibatch iteration 2233/132800: mean batch inertia: 3.023772, ewa inertia: 2.932263 
Minibatch iteration 2234/132800: mean batch inertia: 2.904878, ewa inertia: 2.932221 
Minibatch iteration 2235/132800: mean batch inertia: 2.840987, ewa inertia: 2.932084 
Minibatch iteration 2236/132800: mean batch inertia: 3.218629, ewa inertia: 2.932516 
Minibatch iteration 2237/132800: mean batch inertia: 2.817060, ewa inertia: 2.932342 
Minibatch iteration 2238/132800: mean batch inertia: 3.009424, ewa inertia: 2.932458 
Minibatch iteration 2239/132800: mean batch inertia: 2.864207, ewa inertia: 2.932355 
Minibatch iteration 2240/132800: mean batch inertia: 3.308880, ewa inertia: 2.932922 
Minibatch iteration 2241/132800: mean batch inertia: 2.933792, ewa inertia: 2.932924 
Minibatch iteration 2242/132800: mean batch inertia: 2.903582, ewa inertia: 2.932879 
Minibatch iteration 2243/132800: mean batch inertia: 2.757598, ewa inertia: 2.932615 
Minibatch iteration 2244/132800: mean batch inertia: 2.764250, ewa inertia: 2.932362 
Minibatch iteration 2245/132800: mean batch inertia: 2.996172, ewa inertia: 2.932458 
Minibatch iteration 2246/132800: mean batch inertia: 2.851191, ewa inertia: 2.932335 
Minibatch iteration 2247/132800: mean batch inertia: 3.198529, ewa inertia: 2.932736 
Minibatch iteration 2248/132800: mean batch inertia: 2.993814, ewa inertia: 2.932828 
Minibatch iteration 2249/132800: mean batch inertia: 2.906934, ewa inertia: 2.932789 
Minibatch iteration 2250/132800: mean batch inertia: 2.841144, ewa inertia: 2.932651 
Minibatch iteration 2251/132800: mean batch inertia: 2.939271, ewa inertia: 2.932661 
Minibatch iteration 2252/132800: mean batch inertia: 2.583519, ewa inertia: 2.932135 
Minibatch iteration 2253/132800: mean batch inertia: 2.928769, ewa inertia: 2.932130 
Minibatch iteration 2254/132800: mean batch inertia: 2.748129, ewa inertia: 2.931853 
Minibatch iteration 2255/132800: mean batch inertia: 2.822681, ewa inertia: 2.931689 
Minibatch iteration 2256/132800: mean batch inertia: 2.857945, ewa inertia: 2.931577 
Minibatch iteration 2257/132800: mean batch inertia: 2.912025, ewa inertia: 2.931548 
Minibatch iteration 2258/132800: mean batch inertia: 2.807550, ewa inertia: 2.931361 
Minibatch iteration 2259/132800: mean batch inertia: 2.797882, ewa inertia: 2.931160 
Minibatch iteration 2260/132800: mean batch inertia: 2.679404, ewa inertia: 2.930781 
Minibatch iteration 2261/132800: mean batch inertia: 2.644484, ewa inertia: 2.930349 
Minibatch iteration 2262/132800: mean batch inertia: 2.814005, ewa inertia: 2.930174 
Minibatch iteration 2263/132800: mean batch inertia: 3.117425, ewa inertia: 2.930456 
Minibatch iteration 2264/132800: mean batch inertia: 2.988553, ewa inertia: 2.930544 
Minibatch iteration 2265/132800: mean batch inertia: 3.299102, ewa inertia: 2.931099 
Minibatch iteration 2266/132800: mean batch inertia: 3.048997, ewa inertia: 2.931277 
Minibatch iteration 2267/132800: mean batch inertia: 2.624557, ewa inertia: 2.930815 
Minibatch iteration 2268/132800: mean batch inertia: 2.833814, ewa inertia: 2.930668 
Minibatch iteration 2269/132800: mean batch inertia: 3.130710, ewa inertia: 2.930970 
Minibatch iteration 2270/132800: mean batch inertia: 3.189111, ewa inertia: 2.931359 
Minibatch iteration 2271/132800: mean batch inertia: 2.880786, ewa inertia: 2.931283 
Minibatch iteration 2272/132800: mean batch inertia: 2.838016, ewa inertia: 2.931142 
Minibatch iteration 2273/132800: mean batch inertia: 2.888979, ewa inertia: 2.931078 
Minibatch iteration 2274/132800: mean batch inertia: 3.013671, ewa inertia: 2.931203 
Minibatch iteration 2275/132800: mean batch inertia: 3.025662, ewa inertia: 2.931345 
Minibatch iteration 2276/132800: mean batch inertia: 2.946898, ewa inertia: 2.931369 
Minibatch iteration 2277/132800: mean batch inertia: 2.918730, ewa inertia: 2.931350 
Minibatch iteration 2278/132800: mean batch inertia: 3.014495, ewa inertia: 2.931475 
Minibatch iteration 2279/132800: mean batch inertia: 2.999261, ewa inertia: 2.931577 
Minibatch iteration 2280/132800: mean batch inertia: 2.855316, ewa inertia: 2.931462 
Minibatch iteration 2281/132800: mean batch inertia: 3.009807, ewa inertia: 2.931580 
Minibatch iteration 2282/132800: mean batch inertia: 2.886556, ewa inertia: 2.931512 
Minibatch iteration 2283/132800: mean batch inertia: 2.854576, ewa inertia: 2.931396 
Minibatch iteration 2284/132800: mean batch inertia: 3.090841, ewa inertia: 2.931637 
Minibatch iteration 2285/132800: mean batch inertia: 2.819047, ewa inertia: 2.931467 
Minibatch iteration 2286/132800: mean batch inertia: 2.891873, ewa inertia: 2.931407 
Minibatch iteration 2287/132800: mean batch inertia: 2.938271, ewa inertia: 2.931418 
Minibatch iteration 2288/132800: mean batch inertia: 2.927446, ewa inertia: 2.931412 
Minibatch iteration 2289/132800: mean batch inertia: 3.021176, ewa inertia: 2.931547 
Minibatch iteration 2290/132800: mean batch inertia: 3.193199, ewa inertia: 2.931941 
Minibatch iteration 2291/132800: mean batch inertia: 2.977798, ewa inertia: 2.932010 
Minibatch iteration 2292/132800: mean batch inertia: 2.747727, ewa inertia: 2.931733 
Minibatch iteration 2293/132800: mean batch inertia: 2.913803, ewa inertia: 2.931706 
Minibatch iteration 2294/132800: mean batch inertia: 2.866544, ewa inertia: 2.931607 
Minibatch iteration 2295/132800: mean batch inertia: 2.909547, ewa inertia: 2.931574 
Minibatch iteration 2296/132800: mean batch inertia: 3.148895, ewa inertia: 2.931902 
Minibatch iteration 2297/132800: mean batch inertia: 3.196649, ewa inertia: 2.932300 
Minibatch iteration 2298/132800: mean batch inertia: 3.023326, ewa inertia: 2.932438 
Minibatch iteration 2299/132800: mean batch inertia: 2.880585, ewa inertia: 2.932359 
Minibatch iteration 2300/132800: mean batch inertia: 2.806552, ewa inertia: 2.932170 
Minibatch iteration 2301/132800: mean batch inertia: 2.933939, ewa inertia: 2.932173 
Minibatch iteration 2302/132800: mean batch inertia: 2.973125, ewa inertia: 2.932234 
Minibatch iteration 2303/132800: mean batch inertia: 2.887746, ewa inertia: 2.932167 
Minibatch iteration 2304/132800: mean batch inertia: 2.993006, ewa inertia: 2.932259 
Minibatch iteration 2305/132800: mean batch inertia: 2.912212, ewa inertia: 2.932229 
Minibatch iteration 2306/132800: mean batch inertia: 2.970702, ewa inertia: 2.932287 
Minibatch iteration 2307/132800: mean batch inertia: 3.086639, ewa inertia: 2.932519 
Minibatch iteration 2308/132800: mean batch inertia: 2.845215, ewa inertia: 2.932388 
Minibatch iteration 2309/132800: mean batch inertia: 2.980125, ewa inertia: 2.932460 
Minibatch iteration 2310/132800: mean batch inertia: 2.877207, ewa inertia: 2.932376 
Minibatch iteration 2311/132800: mean batch inertia: 2.810128, ewa inertia: 2.932192 
Minibatch iteration 2312/132800: mean batch inertia: 2.846262, ewa inertia: 2.932063 
Converged (lack of improvement in inertia) at iteration 2312/132800
Computing label assignment and total inertia

Hyperparameter optimization KM-ESN

In [10]:

initially_fixed_params = {'hidden_layer_size': 1600,
                          'k_in': 10,
                          'input_scaling': 0.4,
                          'input_activation': 'identity',
                          'bias_scaling': 0.0,
                          'spectral_radius': 0.0,
                          'leakage': 0.1,
                          'k_rec': 10,
                          'reservoir_activation': 'tanh',
                          'bidirectional': False,
                          'wash_out': 0,
                          'continuation': False,
                          'alpha': 1e-3,
                          'random_state': 42}

step1_esn_params = {'input_scaling': uniform(loc=1e-2, scale=1),
                    'spectral_radius': uniform(loc=0, scale=2)}

step2_esn_params = {'leakage': loguniform(1e-5, 1e0)}
step3_esn_params = {'bias_scaling': np.linspace(0.0, 1.0, 11)}
step4_esn_params = {'alpha': loguniform(1e-5, 1e1)}

kwargs_step1 = {'n_iter': 200, 'random_state': 42, 'verbose': 1, 'n_jobs': -1, 'scoring': make_scorer(accuracy_score)}
kwargs_step2 = {'n_iter': 50, 'random_state': 42, 'verbose': 1, 'n_jobs': -1, 'scoring': make_scorer(accuracy_score)}
kwargs_step3 = {'verbose': 1, 'n_jobs': -1, 'scoring': make_scorer(accuracy_score)}
kwargs_step4 = {'n_iter': 50, 'random_state': 42, 'verbose': 1, 'n_jobs': -1, 'scoring': make_scorer(accuracy_score)}

# The searches are defined similarly to the steps of a sklearn.pipeline.Pipeline:
searches = [('step1', RandomizedSearchCV, step1_esn_params, kwargs_step1),
            ('step2', RandomizedSearchCV, step2_esn_params, kwargs_step2),
            ('step3', GridSearchCV, step3_esn_params, kwargs_step3),
            ('step4', RandomizedSearchCV, step4_esn_params, kwargs_step4)]

base_km_esn = SeqToLabelESNClassifier(input_to_node=PredefinedWeightsInputToNode(predefined_input_weights=w_in.T),
                                      **initially_fixed_params)

try:
    sequential_search = load("../sequential_search_fsdd_km_sparse_400.joblib")
except FileNotFoundError:
    sequential_search = SequentialSearchCV(base_km_esn, searches=searches).fit(X_train_scaled, y_train)
    dump(sequential_search, "../sequential_search_fsdd_km_sparse_400.joblib")

Test the final model on the training and the test set

In [54]:

km_esn = sequential_search.best_estimator_
y_pred_train = km_esn.predict(X=X_train_scaled)
cm = confusion_matrix(y_train, y_pred_train)
cm_display = ConfusionMatrixDisplay(cm, display_labels=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]).plot()
plt.show()
print("Classification training report for estimator %s:\n%s\n" % (km_esn, classification_report(y_train, y_pred_train, digits=10)))

y_pred_test = km_esn.predict(X=X_test_scaled)
cm = confusion_matrix(y_test, y_pred_test)
cm_display = ConfusionMatrixDisplay(cm, display_labels=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]).plot()
plt.show()
print("Classification test report for estimator %s:\n%s\n" % (km_esn, classification_report(y_test, y_pred_test, digits=10)))

Classification training report for estimator SeqToLabelESNClassifier(input_to_node=PredefinedWeightsInputToNode(bias_scaling=1.0,
                                                                   input_activation='identity',
                                                                   input_scaling=0.9830105547524456,
                                                                   predefined_input_weights=array([[ 0.2750404 ,  0.3212066 , -0.10526009, ...,  0.        ,
         0.        ,  0.        ],
       [-0.28342554,  0.15917715, -0.5848191 , ...,  0.        ,
         0.        ,  0.        ],
       [-0.23426661,  0.56071055,  0.01936606, ...,  0.        ,
         0.        ,  0.        ],
       ...,
       [-0.4181385 ,  0.2330637 ,  0.37565753, ...,  0.        ,
         0.        ,  0.        ],
       [-0.01583754, -0.37212756,  0.3546613 , ...,  0.        ,
         0.        ,  0.        ],
       [-0.07822532, -0.05877961,  0.29404518, ...,  0.        ,
         0.        ,  0.        ]], dtype=float32)),
                        node_to_node=NodeToNode(hidden_layer_size=800, k_rec=10,
                                                leakage=0.3520481045526037,
                                                sparsity=0.0125,
                                                spectral_radius=0.7861954493335208),
                        regressor=IncrementalRegression(alpha=0.0006724850206557248)):
              precision    recall  f1-score   support

           0  0.9608540925 1.0000000000 0.9800362976       270
           1  0.9962825279 0.9925925926 0.9944341373       270
           2  0.9925650558 0.9888888889 0.9907235622       270
           3  0.9960784314 0.9407407407 0.9676190476       270
           4  1.0000000000 0.9962962963 0.9981447124       270
           5  0.9854014599 1.0000000000 0.9926470588       270
           6  0.9849624060 0.9703703704 0.9776119403       270
           7  0.9852941176 0.9925925926 0.9889298893       270
           8  0.9676258993 0.9962962963 0.9817518248       270
           9  1.0000000000 0.9888888889 0.9944134078       270

    accuracy                      0.9866666667      2700
   macro avg  0.9869063990 0.9866666667 0.9866311878      2700
weighted avg  0.9869063990 0.9866666667 0.9866311878      2700

Classification test report for estimator SeqToLabelESNClassifier(input_to_node=PredefinedWeightsInputToNode(bias_scaling=1.0,
                                                                   input_activation='identity',
                                                                   input_scaling=0.9830105547524456,
                                                                   predefined_input_weights=array([[ 0.2750404 ,  0.3212066 , -0.10526009, ...,  0.        ,
         0.        ,  0.        ],
       [-0.28342554,  0.15917715, -0.5848191 , ...,  0.        ,
         0.        ,  0.        ],
       [-0.23426661,  0.56071055,  0.01936606, ...,  0.        ,
         0.        ,  0.        ],
       ...,
       [-0.4181385 ,  0.2330637 ,  0.37565753, ...,  0.        ,
         0.        ,  0.        ],
       [-0.01583754, -0.37212756,  0.3546613 , ...,  0.        ,
         0.        ,  0.        ],
       [-0.07822532, -0.05877961,  0.29404518, ...,  0.        ,
         0.        ,  0.        ]], dtype=float32)),
                        node_to_node=NodeToNode(hidden_layer_size=800, k_rec=10,
                                                leakage=0.3520481045526037,
                                                sparsity=0.0125,
                                                spectral_radius=0.7861954493335208),
                        regressor=IncrementalRegression(alpha=0.0006724850206557248)):
              precision    recall  f1-score   support

           0  0.9375000000 1.0000000000 0.9677419355        30
           1  1.0000000000 1.0000000000 1.0000000000        30
           2  1.0000000000 1.0000000000 1.0000000000        30
           3  1.0000000000 0.9333333333 0.9655172414        30
           4  1.0000000000 1.0000000000 1.0000000000        30
           5  1.0000000000 1.0000000000 1.0000000000        30
           6  0.9666666667 0.9666666667 0.9666666667        30
           7  0.9677419355 1.0000000000 0.9836065574        30
           8  1.0000000000 0.9666666667 0.9830508475        30
           9  1.0000000000 1.0000000000 1.0000000000        30

    accuracy                      0.9866666667       300
   macro avg  0.9871908602 0.9866666667 0.9866583248       300
weighted avg  0.9871908602 0.9866666667 0.9866583248       300

In [13]:

df = pd.DataFrame(sequential_search.all_cv_results_["step1"])
df.mean_test_score = df.mean_test_score.clip(lower=0.95)
fig = plt.figure()
ax = sns.scatterplot(x="param_spectral_radius", y="param_input_scaling", hue="mean_test_score", palette='RdBu', data=df)
plt.xlabel("Spectral Radius")
plt.ylabel("Input Scaling")

norm = plt.Normalize(0.95, 1.0)
sm = plt.cm.ScalarMappable(cmap="RdBu", norm=norm)
sm.set_array([])
plt.xlim((0, 2.01))
plt.ylim((0, 1.03))

# Remove the legend and add a colorbar
ax.get_legend().remove()
ax.figure.colorbar(sm)
fig.set_size_inches(2, 1.25)
ax.yaxis.set_major_locator(ticker.MaxNLocator(5))
ax.xaxis.set_major_locator(ticker.MaxNLocator(5))
plt.grid()
plt.savefig('KM_ESN_IS_SR_sparse.pdf', bbox_inches='tight', pad_inches=0)

In [12]:

df = pd.DataFrame(sequential_search.all_cv_results_["step2"])
fig = plt.figure()
fig.set_size_inches(2, 1.25)
ax = sns.lineplot(data=df, x="param_leakage", y="mean_test_score")
ax.set_xscale('log')
plt.xlabel("Leakage")
plt.ylabel("Score")
plt.xlim((1e-5, 1e0))
plt.ylim((0.8, 1.0))
# ax.xaxis.set_major_locator(ticker.MaxNLocator(10))
ax.yaxis.set_major_formatter(ticker.FormatStrFormatter('%.2f'))
plt.grid()
plt.savefig('KM_ESN_LR_sparse.pdf', bbox_inches='tight', pad_inches=0)

In [49]:

df = pd.DataFrame(sequential_search.all_cv_results_["step3"])
fig = plt.figure()
fig.set_size_inches(2, 1.25)
ax = sns.lineplot(data=df, x="param_bias_scaling", y="mean_test_score")
plt.xlabel("Bias Scaling")
plt.ylabel("Score")
plt.xlim((0, 1))
plt.ylim((0.97, 0.98))
ax.xaxis.set_major_locator(ticker.MaxNLocator(5))
ax.yaxis.set_major_formatter(ticker.FormatStrFormatter('%.2f'))
plt.grid()
plt.savefig('KM_ESN_BS.pdf', bbox_inches='tight', pad_inches=0)

In [50]:

idx = np.random.randint(0, 400, 50)

fig = plt.figure()
fig.set_size_inches(2, 1.25)
ax = sns.heatmap(data=sequential_search.best_estimator_.input_to_node.input_weights[:, idx], cmap="RdBu", vmin=-1.0, vmax=1.0)
ax.invert_yaxis()
ax.yaxis.set_major_locator(ticker.MaxNLocator(5))
ax.xaxis.set_major_locator(ticker.MaxNLocator(5))
plt.xlabel("Neuron Index")
plt.ylabel("Input Dimension")
# plt.imshow(sequential_search.best_estimator_.input_to_node.input_weights.todense()[:, idx])
# plt.colorbar()
plt.savefig('KM_ESN_Input_Weights.pdf', bbox_inches='tight', pad_inches=0)

Increase the reservoir size

In [61]:

print(sequential_search.all_best_params_)
print(sequential_search.all_best_score_)

constant_params = sequential_search.best_estimator_.get_params()
constant_params.pop('hidden_layer_size')
constant_params.pop('random_state')
constant_params.pop('predefined_input_weights')
param_grid = {'hidden_layer_size': [50, 100, 200, 400, 800, 1600, 3200, 6400],
              'random_state': range(1, 11)}

for params in ParameterGrid(param_grid):
    if params['hidden_layer_size'] > 400:
        kmeans = MiniBatchKMeans(n_clusters=400, n_init=200, reassignment_ratio=0, max_no_improvement=50, init='k-means++', verbose=0, random_state=params['random_state'])
        kmeans.fit(X=np.concatenate(np.concatenate((X_train_scaled, X_test_scaled))))
        w_in = np.divide(kmeans.cluster_centers_, np.linalg.norm(kmeans.cluster_centers_, axis=1)[:, None])
        w_in = np.pad(w_in, ((0, params['hidden_layer_size'] - 400), (0, 0)), mode='constant', constant_values=0)
    else:
        kmeans = MiniBatchKMeans(n_clusters=params['hidden_layer_size'], n_init=200, reassignment_ratio=0, max_no_improvement=50, init='k-means++', verbose=0, random_state=params['random_state'])
        kmeans.fit(X=np.concatenate(np.concatenate((X_train_scaled, X_test_scaled))))
        w_in = np.divide(kmeans.cluster_centers_, np.linalg.norm(kmeans.cluster_centers_, axis=1)[:, None])
    km_esn = clone(sequential_search.best_estimator_)
    km_esn.input_to_node = PredefinedWeightsInputToNode(predefined_input_weights=w_in.T)
    km_esn.set_params(**constant_params, **params)
    km_esn.fit(X=X_train_scaled, y=y_train, n_jobs=8)
    score = accuracy_score(y_test, km_esn.predict(X_test_scaled))
    print("KM-ESN with params {0} achieved score of {1}".format(params, score))

{'step1': {'input_scaling': 0.9248643902204485, 'spectral_radius': 0.7403174005108888}, 'step2': {'leakage': 0.3520481045526037}, 'step3': {'bias_scaling': 0.9}, 'step4': {'alpha': 0.005450293694558251}}
{'step1': 0.9840740740740742, 'step2': 0.9862962962962962, 'step3': 0.9922222222222221, 'step4': 0.9922222222222222}

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 800, 'random_state': 1} achieved score of 0.99

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 800, 'random_state': 2} achieved score of 0.9933333333333333

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 800, 'random_state': 3} achieved score of 0.9933333333333333

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 800, 'random_state': 4} achieved score of 0.9866666666666667

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 800, 'random_state': 5} achieved score of 0.99

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 800, 'random_state': 6} achieved score of 0.99

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 800, 'random_state': 7} achieved score of 0.9833333333333333

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 800, 'random_state': 8} achieved score of 0.98

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 800, 'random_state': 9} achieved score of 0.9866666666666667

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 800, 'random_state': 10} achieved score of 0.99

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 1600, 'random_state': 1} achieved score of 0.99

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 1600, 'random_state': 2} achieved score of 0.99

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 1600, 'random_state': 3} achieved score of 0.99

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 1600, 'random_state': 4} achieved score of 0.99

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 1600, 'random_state': 5} achieved score of 0.99

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 1600, 'random_state': 6} achieved score of 0.9866666666666667

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 1600, 'random_state': 7} achieved score of 0.99

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 1600, 'random_state': 8} achieved score of 0.99

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 1600, 'random_state': 9} achieved score of 0.99

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 1600, 'random_state': 10} achieved score of 0.9866666666666667

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 3200, 'random_state': 1} achieved score of 0.9933333333333333

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 3200, 'random_state': 2} achieved score of 0.9966666666666667

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 3200, 'random_state': 3} achieved score of 0.9933333333333333

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 3200, 'random_state': 4} achieved score of 0.9933333333333333

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 3200, 'random_state': 5} achieved score of 0.9933333333333333

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 3200, 'random_state': 6} achieved score of 0.9966666666666667

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 3200, 'random_state': 7} achieved score of 0.9933333333333333

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 3200, 'random_state': 8} achieved score of 0.9966666666666667

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 3200, 'random_state': 9} achieved score of 0.9966666666666667

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 3200, 'random_state': 10} achieved score of 0.9966666666666667

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 6400, 'random_state': 1} achieved score of 0.9933333333333333

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 6400, 'random_state': 2} achieved score of 0.9933333333333333

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

KM-ESN with params {'hidden_layer_size': 6400, 'random_state': 3} achieved score of 0.9966666666666667

C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)
C:\Users\Steiner\AppData\Roaming\Python\Python37\site-packages\sklearn\cluster\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k
  init_size=init_size)

WARNING: No convergence! Returning possibly invalid values!!!

---------------------------------------------------------------------------
NotFittedError                            Traceback (most recent call last)
~\Documents\Python\PyRCN\pyrcn\echo_state_network\_esn.py in partial_fit(self, X, y, n_jobs, transformer_weights, postpone_inverse)
    140         try:
--> 141             hidden_layer_state = self._node_to_node.transform(hidden_layer_state)
    142         except NotFittedError as e:

~\Documents\Python\PyRCN\pyrcn\base.py in transform(self, X, y)
    651         if self._recurrent_weights is None:
--> 652             raise NotFittedError(self)
    653 

NotFittedError: NodeToNode(hidden_layer_size=6400, k_rec=10, leakage=0.3520481045526037,
           random_state=4, sparsity=0.0015625,
           spectral_radius=0.7403174005108888)

During handling of the above exception, another exception occurred:

ArpackNoConvergence                       Traceback (most recent call last)
~\Documents\Python\PyRCN\pyrcn\base.py in _normal_random_recurrent_weights(n_features_in, hidden_layer_size, fan_in, random_state)
    714                         return_eigenvectors=False,
--> 715                         v0=random_state.normal(loc=0., scale=1., size=hidden_layer_size)
    716                         )

~\AppData\Roaming\Python\Python37\site-packages\scipy\sparse\linalg\eigen\arpack\arpack.py in eigs(A, k, M, sigma, which, v0, ncv, maxiter, tol, return_eigenvectors, Minv, OPinv, OPpart)
   1346         while not params.converged:
-> 1347             params.iterate()
   1348 

~\AppData\Roaming\Python\Python37\site-packages\scipy\sparse\linalg\eigen\arpack\arpack.py in iterate(self)
    756             elif self.info == 1:
--> 757                 self._raise_no_convergence()
    758             else:

~\AppData\Roaming\Python\Python37\site-packages\scipy\sparse\linalg\eigen\arpack\arpack.py in _raise_no_convergence(self)
    376             k_ok = 0
--> 377         raise ArpackNoConvergence(msg % (num_iter, k_ok, self.k), ev, vec)
    378 

ArpackNoConvergence: ARPACK error -1: No convergence (64001 iterations, 8/10 eigenvectors converged)

During handling of the above exception, another exception occurred:

AttributeError                            Traceback (most recent call last)
<ipython-input-61-4308b294aab5> in <module>
     22     km_esn.input_to_node = PredefinedWeightsInputToNode(predefined_input_weights=w_in.T)
     23     km_esn.set_params(**constant_params, **params)
---> 24     km_esn.fit(X=X_train_scaled, y=y_train)
     25     score = accuracy_score(y_test, km_esn.predict(X_test_scaled))
     26     print("KM-ESN with params {0} achieved score of {1}".format(params, score))

~\Documents\Python\PyRCN\pyrcn\echo_state_network\_sequence_to_label_model.py in fit(self, X, y, n_jobs, transformer_weights)
     67             for X_train, y_train in zip(X[:-1], y[:-1]):
     68                 y_train = np.repeat(y_train, X_train.shape[0])
---> 69                 super().partial_fit(X_train, y_train, classes=classes, postpone_inverse=True)
     70             super().partial_fit(X[-1], np.repeat(y[-1], X[-1].shape[0]), classes=classes, postpone_inverse=False)
     71         else:

~\Documents\Python\PyRCN\pyrcn\echo_state_network\_esn.py in partial_fit(self, X, y, classes, n_jobs, transformer_weights, postpone_inverse)
    456 
    457         return super().partial_fit(X, self._encoder.transform(y), n_jobs=n_jobs, transformer_weights=None,
--> 458                                    postpone_inverse=postpone_inverse)
    459 
    460     def fit(self, X, y, n_jobs=None, transformer_weights=None):

~\Documents\Python\PyRCN\pyrcn\echo_state_network\_esn.py in partial_fit(self, X, y, n_jobs, transformer_weights, postpone_inverse)
    143             if self.verbose:
    144                 print('node_to_node has not been fitted yet: {0}'.format(e))
--> 145             hidden_layer_state = self._node_to_node.fit_transform(hidden_layer_state)
    146             pass
    147 

~\AppData\Roaming\Python\Python37\site-packages\sklearn\base.py in fit_transform(self, X, y, **fit_params)
    688         if y is None:
    689             # fit method of arity 1 (unsupervised transformation)
--> 690             return self.fit(X, **fit_params).transform(X)
    691         else:
    692             # fit method of arity 2 (supervised transformation)

~\Documents\Python\PyRCN\pyrcn\base.py in fit(self, X, y)
    634             hidden_layer_size=self.hidden_layer_size,
    635             fan_in=np.rint(self.hidden_layer_size * self.sparsity).astype(int),
--> 636             random_state=self._random_state)
    637         return self
    638 

~\Documents\Python\PyRCN\pyrcn\base.py in _normal_random_recurrent_weights(n_features_in, hidden_layer_size, fan_in, random_state)
    717         except ArpackNoConvergence:
    718             print("WARNING: No convergence! Returning possibly invalid values!!!")
--> 719             we = ArpackNoConvergence.eigenvalues
    720         return recurrent_weights_init / np.amax(np.absolute(we))
    721 

AttributeError: type object 'ArpackNoConvergence' has no attribute 'eigenvalues'

Visualization of a reservoir state from the training set

In [28]:

_ = km_esn.predict(X=X_train_scaled[361])
fig = plt.figure()
fig.subplots_adjust(left=.15, bottom=.16, right=.99, top=.97)
ax = plt.gca()
rng = np.random.default_rng(12345)
idx = rng.choice(100, 50)
im = plt.imshow(km_esn.hidden_layer_state[:, idx].T,vmin=-1, vmax=1)
plt.xlim([0, km_esn.hidden_layer_state.shape[0]])
plt.ylim([0, 50])
plt.xlabel(r'$n$')
plt.ylabel(r'$\mathbf{r}[n]$')
plt.grid()
# create an axes on the right side of ax. The width of cax will be 5%
# of ax and the padding between cax and ax will be fixed at 0.05 inch.
divider = make_axes_locatable(ax)
cax = divider.append_axes("right", size="3%", pad=0.2)
tick_locator = ticker.MaxNLocator(nbins=5)
cb = plt.colorbar(im, cax=cax)
cb.locator = tick_locator
cb.update_ticks()
fig.set_size_inches(0.5*width, height)
# plt.savefig('input_scaling_rand_train.pdf', bbox_inches = 'tight', pad_inches = 0)

---------------------------------------------------------------------------
IndexError                                Traceback (most recent call last)
<ipython-input-28-11596e5227e1> in <module>
      5 rng = np.random.default_rng(12345)
      6 idx = rng.choice(100, 50)
----> 7 im = plt.imshow(km_esn.hidden_layer_state[:, idx].T,vmin=-1, vmax=1)
      8 plt.xlim([0, km_esn.hidden_layer_state.shape[0]])
      9 plt.ylim([0, 50])

IndexError: index 69 is out of bounds for axis 1 with size 50

Visualization of a reservoir state from the test set

In [29]:

_ = km_esn.predict(X=X_test_scaled[0])
fig = plt.figure()
fig.subplots_adjust(left=.15, bottom=.16, right=.99, top=.97)
ax = plt.gca()
rng = np.random.default_rng(12345)
idx = rng.choice(100, 50)
im = plt.imshow(km_esn.hidden_layer_state[:, idx].T,vmin=-1, vmax=1)
plt.xlim([0, km_esn.hidden_layer_state.shape[0]])
plt.ylim([0, 50])
plt.xlabel(r'$n$')
plt.ylabel(r'$\mathbf{r}[n]$')
plt.grid()
# create an axes on the right side of ax. The width of cax will be 5%
# of ax and the padding between cax and ax will be fixed at 0.05 inch.
divider = make_axes_locatable(ax)
cax = divider.append_axes("right", size="3%", pad=0.2)
cb = plt.colorbar(im, cax=cax)
cb.locator = tick_locator
cb.update_ticks()
fig.set_size_inches(0.5*width, height)
# plt.savefig('spectral_radius_rand_test.pdf', bbox_inches = 'tight', pad_inches = 0)

---------------------------------------------------------------------------
IndexError                                Traceback (most recent call last)
<ipython-input-29-2e64a23d9fd3> in <module>
      5 rng = np.random.default_rng(12345)
      6 idx = rng.choice(100, 50)
----> 7 im = plt.imshow(km_esn.hidden_layer_state[:, idx].T,vmin=-1, vmax=1)
      8 plt.xlim([0, km_esn.hidden_layer_state.shape[0]])
      9 plt.ylim([0, 50])

IndexError: index 69 is out of bounds for axis 1 with size 50

Random experiments

In [ ]:

rng = np.random.default_rng(12345)
params = {"random_state": rng.integers(100, size=20)}
gs_km_esn = GridSearchCV(clone(km_esn), params, scoring=make_scorer(accuracy_score), n_jobs=-1).fit(X_train_scaled, y_train)

In [ ]:

gs_km_esn.cv_results_["mean_test_score"].mean(), gs_km_esn.cv_results_["mean_test_score"].var()

In [ ]: