In [214]:
import geopandas as gpd
from shapely.geometry import Point
import matplotlib.pyplot as plt
import os
import numpy as np
import skimage.io
from operator import *
import pandas as pd
import cv2
import scipy
import matplotlib.pyplot as plt
%matplotlib inline
import skimage
import skimage.feature
import os
from sklearn.cluster import KMeans
from sklearn.cluster import MiniBatchKMeans
import xgboost
from functools import partial
import pyproj
from shapely.ops import transform
from skimage import color
from skimage import io
from collections import Counter
import xgboost
from sklearn.svm import SVC
from sklearn.pipeline import Pipeline
from sklearn.preprocessing import StandardScaler, Imputer
from sklearn.model_selection import cross_val_score
from sklearn.decomposition import PCA
from sklearn.metrics import accuracy_score
In [19]:
tiles_folder = 'satellite_maps/grodno_maps_full/tiles/'
slist = sorted(os.listdir(tiles_folder))
min_i = int(slist[0].split('_')[2])
max_i = int(slist[-1].split('_')[2])
min_j = int(slist[0].split('_')[1])
max_j = int(slist[-1].split('_')[1])
# print(min_i, max_i, min_j, max_j)
move_left=-0.00005
move_up=0.0001
# move_left=0
# move_up=0
left_lon = 23.71673583984375+move_left
right_lon = 24.00100708007812+move_left
top_lat = 53.76657242801669+move_up
bottom_lat = 53.60554409539466+move_up
df = gpd.read_file('geojson/grodno_buildings_full_18.geojson')
df.shape
def plot_building(building):
gpd.geodataframe.GeoDataFrame([building]).plot()
def get_building_by_coords(lat, lon):
p = Point(lon, lat)
assert(p.x>left_lon)
assert(p.x<right_lon)
assert(p.y>bottom_lat)
assert(p.y<top_lat)
building_index = df.geometry.centroid.distance(p).sort_values().index[0]
return df.ix[building_index]
# plot_building(get_building_by_coords(53.684476, 23.852337))
def get_tile_coords(lat, lon):
i = int(np.floor(np.interp(lat, [bottom_lat, top_lat], [max_i+1, min_i])))
j = int(np.floor(np.interp(lon, [left_lon, right_lon], [min_j, max_j+1])))
# print(j)
assert(i >= min_i and i <= max_i)
assert(j >= min_j and j <= max_j)
return (i, j)
# tcoords = get_tile_coords(53.686032, 23.855658)
def get_tiles_region(building):
bounds = building.geometry.bounds
tiles_coords = []
tiles_coords.append(get_tile_coords(bounds[1], bounds[0]))
tiles_coords.append(get_tile_coords(bounds[1], bounds[2]))
tiles_coords.append(get_tile_coords(bounds[3], bounds[0]))
tiles_coords.append(get_tile_coords(bounds[3], bounds[2]))
i1 = min(map(itemgetter(0), tiles_coords))
i2 = max(map(itemgetter(0), tiles_coords))
j1 = min(map(itemgetter(1), tiles_coords))
j2 = max(map(itemgetter(1), tiles_coords))
return (i1, i2, j1, j2)
# plt.imshow(get_tiles_region_image(*get_tiles_region(b)))
def get_building_image(building):
i1, i2, j1, j2 = get_tiles_region(building)
img = get_tiles_region_image(i1, i2, j1, j2)
# print(i1,i2,j1,j2)
t_left_lon = np.interp(j1, [min_j, max_j+1], [left_lon, right_lon])
t_right_lon = np.interp(j2+1, [min_j, max_j+1], [left_lon, right_lon])
t_top_lat = np.interp(i1, [min_i, max_i+1], [top_lat, bottom_lat])
t_bottom_lat = np.interp(i2+1, [min_i, max_i+1], [top_lat, bottom_lat])
bounds = building.geometry.bounds
im_i1 = round(np.interp(bounds[3], [t_bottom_lat, t_top_lat], [img.shape[0]+1, 0]))
im_i2 = round(np.interp(bounds[1], [t_bottom_lat, t_top_lat], [img.shape[0]+1, 0]))
im_j1 = round(np.interp(bounds[0], [t_left_lon, t_right_lon], [0, img.shape[1]+1]))
im_j2 = round(np.interp(bounds[2], [t_left_lon, t_right_lon], [0, img.shape[1]+1]))
return img[im_i1:im_i2+1,im_j1:im_j2+1,:]
def get_building_image_by_id(id):
building = df.ix[id]
assert(id == building.id-1)
return get_building_image(building)
def get_building_area(building):
project = partial(
pyproj.transform,
pyproj.Proj(init='EPSG:4326'),
pyproj.Proj(init='EPSG:32633'))
figure = transform(project, building.geometry)
return figure.area
def get_tiles_region_image(i1, i2, j1, j2):
tile_size = 256
res = np.zeros(((i2-i1+1) * tile_size, (j2-j1+1) * tile_size, 3),dtype='uint8')
for i in range(i1, i2+1):
for j in range(j1, j2+1):
fname = tiles_folder + 'gs_%d_%d_18.jpg' % (j, i)
img = skimage.io.imread(fname)
res[(i-i1) * tile_size:(i-i1+1) * tile_size, (j-j1) * tile_size:(j-j1+1) * tile_size]=img
return res
In [6]:
b = get_building_by_coords(53.665475, 23.835301)
In [229]:
b
Out[229]:
array([[[ 89, 88, 106],
[ 74, 73, 91],
[ 66, 65, 83],
...,
[ 84, 85, 80],
[ 81, 82, 77],
[ 77, 78, 73]],
[[ 89, 88, 106],
[ 74, 73, 91],
[ 67, 66, 84],
...,
[ 88, 89, 84],
[ 83, 84, 79],
[ 77, 78, 73]],
[[ 89, 88, 106],
[ 74, 73, 91],
[ 68, 67, 85],
...,
[ 93, 94, 88],
[ 86, 87, 81],
[ 79, 80, 74]],
...,
[[102, 103, 105],
[ 88, 89, 91],
[ 81, 82, 86],
...,
[ 51, 49, 62],
[ 43, 41, 54],
[ 39, 37, 50]],
[[ 88, 92, 95],
[ 73, 77, 80],
[ 69, 73, 76],
...,
[ 50, 46, 60],
[ 45, 41, 55],
[ 42, 38, 52]],
[[ 80, 84, 87],
[ 64, 68, 71],
[ 61, 65, 68],
...,
[ 50, 46, 60],
[ 47, 43, 57],
[ 45, 41, 55]]], dtype=uint8)
In [ ]:
In [237]:
Counter(df['type'])
Out[237]:
Counter({'322': 1,
'353': 1,
'412': 1,
'administrative': 26,
'apartments': 1018,
'apartments;dormitory': 1,
'basilica': 1,
'cathedral': 2,
'chapel': 1,
'church': 13,
'college': 1,
'commercial': 40,
'construction': 60,
'detached': 39,
'dormitory': 35,
'garage': 29,
'garages': 528,
'greenhouse': 2,
'hangar': 7,
'hospital': 43,
'house': 4521,
'hut': 3,
'industrial': 1728,
'kindergarten': 30,
'manufacture': 102,
'office': 16,
'part': 3,
'public': 777,
'residential': 9386,
'retail': 42,
'roof': 38,
'ruins': 2,
'school': 62,
'service': 10,
'shed': 2,
'sport': 1,
'store': 8,
'tent': 2,
'train_station': 1,
'university': 12,
'warehouse': 29,
'yes': 7543,
'КН': 3,
'Н': 1,
'хозпостройка': 1})
In [13]:
get_building_area(b)
Out[13]:
38447.65159798621
In [127]:
df_labels = pd.read_csv('data/input/roofs_labeled.csv')
In [40]:
%%time
images_arr = []
for (ind, label) in df_labels.values:#[df_labels['is_flat'] == -1][:10].values:
img = get_building_image_by_id(ind)
images_arr.append(img)
# plt.title('label: %d' % label)
# plt.imshow(img)
# plt.show()
CPU times: user 5.75 s, sys: 178 ms, total: 5.93 s
Wall time: 5.93 s
In [57]:
def convert_to_gray(img):
return cv2.cvtColor(img, cv2.COLOR_RGB2GRAY)
In [55]:
# b = get_building_by_coords(53.662562, 23.872029)
# b = get_building_image_by_id(0)
img = get_building_image_by_id(0)
# img = color.rgb2gray(img)
# img = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY)
In [ ]:
In [45]:
img = color.rgb2gray(images_arr[0])
In [58]:
sift.detectAndCompute(convert_to_gray(img), None)
---------------------------------------------------------------------------
error Traceback (most recent call last)
<ipython-input-58-47aa40fa178a> in <module>()
----> 1 sift.detectAndCompute(convert_to_gray(img), None)
<ipython-input-57-d300f8f2bddc> in convert_to_gray(img)
1 def convert_to_gray(img):
----> 2 return cv2.cvtColor(img, cv2.COLOR_RGB2GRAY)
error: /opencv-3.1.0/modules/imgproc/src/color.cpp:7456: error: (-215) scn == 3 || scn == 4 in function ipp_cvtColor
In [63]:
images
Out[63]:
2000
In [ ]:
images=[]
for img_rgb in images_arr:
img = convert_to_gray(img_rgb)
sift = cv2.xfeatures2d.SIFT_create()
kp, descriptors = sift.detectAndCompute(img, None)
images.append((img, descriptors))
In [66]:
all_descriptors = []
for img, descriptors in images:
if descriptors == None:
continue
all_descriptors.extend(descriptors)
# print('asdf')
/opt/conda/lib/python3.5/site-packages/ipykernel/__main__.py:3: FutureWarning: comparison to `None` will result in an elementwise object comparison in the future.
app.launch_new_instance()
In [191]:
%%time
n_clusters = 5000
kmeans = MiniBatchKMeans(n_clusters=n_clusters, random_state=0, verbose = True).fit(all_descriptors)
Init 1/3 with method: k-means++
/opt/conda/lib/python3.5/site-packages/sklearn/cluster/k_means_.py:1383: RuntimeWarning: init_size=300 should be larger than k=5000. Setting it to 3*k
init_size=init_size)
Inertia for init 1/3: 1104700.833333
Init 2/3 with method: k-means++
Inertia for init 2/3: 1214076.333333
Init 3/3 with method: k-means++
Inertia for init 3/3: 1231658.166667
Minibatch iteration 1/150000: mean batch inertia: 82429.039722, ewa inertia: 82429.039722
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 751/150000: mean batch inertia: 57218.676940, ewa inertia: 70085.181080
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 787/150000: mean batch inertia: 58330.702573, ewa inertia: 69608.785055
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 791/150000: mean batch inertia: 56880.418063, ewa inertia: 69554.493946
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 849/150000: mean batch inertia: 57174.420398, ewa inertia: 68813.650763
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 851/150000: mean batch inertia: 59164.079679, ewa inertia: 68791.417086
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Minibatch iteration 855/150000: mean batch inertia: 59584.024640, ewa inertia: 68738.859579
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Minibatch iteration 857/150000: mean batch inertia: 62200.457963, ewa inertia: 68722.420790
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Minibatch iteration 859/150000: mean batch inertia: 58377.157058, ewa inertia: 68696.628401
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 861/150000: mean batch inertia: 59631.346026, ewa inertia: 68671.296614
Minibatch iteration 862/150000: mean batch inertia: 57641.514513, ewa inertia: 68656.582489
Minibatch iteration 863/150000: mean batch inertia: 61164.663870, ewa inertia: 68646.588000
Minibatch iteration 864/150000: mean batch inertia: 58742.259474, ewa inertia: 68633.375270
Minibatch iteration 865/150000: mean batch inertia: 58062.656234, ewa inertia: 68619.273551
Minibatch iteration 866/150000: mean batch inertia: 60815.485847, ewa inertia: 68608.863018
Minibatch iteration 867/150000: mean batch inertia: 59249.599571, ewa inertia: 68596.377424
Minibatch iteration 868/150000: mean batch inertia: 59547.811732, ewa inertia: 68584.306313
Minibatch iteration 869/150000: mean batch inertia: 56271.654019, ewa inertia: 68567.880792
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 871/150000: mean batch inertia: 58918.409417, ewa inertia: 68543.250523
Minibatch iteration 872/150000: mean batch inertia: 56552.458947, ewa inertia: 68527.254377
Minibatch iteration 873/150000: mean batch inertia: 61050.942448, ewa inertia: 68517.280708
Minibatch iteration 874/150000: mean batch inertia: 60667.713592, ewa inertia: 68506.809103
Minibatch iteration 875/150000: mean batch inertia: 63778.069031, ewa inertia: 68500.500794
Minibatch iteration 876/150000: mean batch inertia: 61075.706318, ewa inertia: 68490.595852
Minibatch iteration 877/150000: mean batch inertia: 64292.599055, ewa inertia: 68484.995573
Minibatch iteration 878/150000: mean batch inertia: 58625.388750, ewa inertia: 68471.842503
Minibatch iteration 879/150000: mean batch inertia: 57708.008881, ewa inertia: 68457.483163
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 880/150000: mean batch inertia: 60759.120538, ewa inertia: 68447.213270
Minibatch iteration 881/150000: mean batch inertia: 61412.964278, ewa inertia: 68437.829329
Minibatch iteration 882/150000: mean batch inertia: 58871.544303, ewa inertia: 68425.067561
Minibatch iteration 883/150000: mean batch inertia: 61631.414238, ewa inertia: 68416.004584
Minibatch iteration 884/150000: mean batch inertia: 60768.640927, ewa inertia: 68405.802726
Minibatch iteration 885/150000: mean batch inertia: 64452.406112, ewa inertia: 68400.528753
Minibatch iteration 886/150000: mean batch inertia: 57392.536527, ewa inertia: 68385.843696
Minibatch iteration 887/150000: mean batch inertia: 57999.760864, ewa inertia: 68371.988288
Minibatch iteration 888/150000: mean batch inertia: 59275.259315, ewa inertia: 68359.852925
Minibatch iteration 889/150000: mean batch inertia: 61889.730508, ewa inertia: 68351.221549
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 890/150000: mean batch inertia: 57410.866879, ewa inertia: 68336.626723
Minibatch iteration 891/150000: mean batch inertia: 63778.000052, ewa inertia: 68330.545351
Minibatch iteration 892/150000: mean batch inertia: 59295.530101, ewa inertia: 68318.492316
Minibatch iteration 893/150000: mean batch inertia: 57306.159688, ewa inertia: 68303.801469
Minibatch iteration 894/150000: mean batch inertia: 55207.627554, ewa inertia: 68286.330703
Minibatch iteration 895/150000: mean batch inertia: 58844.007285, ewa inertia: 68273.734304
Minibatch iteration 896/150000: mean batch inertia: 61575.811322, ewa inertia: 68264.799034
Minibatch iteration 897/150000: mean batch inertia: 61834.921755, ewa inertia: 68256.221347
Minibatch iteration 898/150000: mean batch inertia: 62603.153441, ewa inertia: 68248.679951
Minibatch iteration 899/150000: mean batch inertia: 60968.132578, ewa inertia: 68238.967439
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 900/150000: mean batch inertia: 59934.895820, ewa inertia: 68227.889509
Minibatch iteration 901/150000: mean batch inertia: 58379.799399, ewa inertia: 68214.751803
Minibatch iteration 902/150000: mean batch inertia: 59555.399017, ewa inertia: 68203.199916
Minibatch iteration 903/150000: mean batch inertia: 59121.014473, ewa inertia: 68191.083954
Minibatch iteration 904/150000: mean batch inertia: 58763.007173, ewa inertia: 68178.506561
Minibatch iteration 905/150000: mean batch inertia: 56428.067224, ewa inertia: 68162.831053
Minibatch iteration 906/150000: mean batch inertia: 61803.170606, ewa inertia: 68154.347037
Minibatch iteration 907/150000: mean batch inertia: 61219.810362, ewa inertia: 68145.096116
Minibatch iteration 908/150000: mean batch inertia: 62402.148810, ewa inertia: 68137.434818
Minibatch iteration 909/150000: mean batch inertia: 62373.679502, ewa inertia: 68129.745761
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 910/150000: mean batch inertia: 58911.411708, ewa inertia: 68117.448173
Minibatch iteration 911/150000: mean batch inertia: 59114.433742, ewa inertia: 68105.437828
Minibatch iteration 912/150000: mean batch inertia: 59607.745026, ewa inertia: 68094.101600
Minibatch iteration 913/150000: mean batch inertia: 55352.208206, ewa inertia: 68077.103457
Minibatch iteration 914/150000: mean batch inertia: 61408.316249, ewa inertia: 68068.207055
Minibatch iteration 915/150000: mean batch inertia: 57467.073478, ewa inertia: 68054.064762
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Minibatch iteration 917/150000: mean batch inertia: 56544.512074, ewa inertia: 68026.859113
Minibatch iteration 918/150000: mean batch inertia: 61288.269077, ewa inertia: 68017.869592
Minibatch iteration 919/150000: mean batch inertia: 59172.895301, ewa inertia: 68006.070078
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 920/150000: mean batch inertia: 61183.151840, ewa inertia: 67996.968060
Minibatch iteration 921/150000: mean batch inertia: 64693.645354, ewa inertia: 67992.561309
Minibatch iteration 922/150000: mean batch inertia: 61288.679925, ewa inertia: 67983.618090
Minibatch iteration 923/150000: mean batch inertia: 63051.243050, ewa inertia: 67977.038125
Minibatch iteration 924/150000: mean batch inertia: 62888.841259, ewa inertia: 67970.250288
Minibatch iteration 925/150000: mean batch inertia: 61458.798850, ewa inertia: 67961.563777
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Minibatch iteration 927/150000: mean batch inertia: 63422.844397, ewa inertia: 67938.280458
Minibatch iteration 928/150000: mean batch inertia: 58434.421283, ewa inertia: 67925.601968
Minibatch iteration 929/150000: mean batch inertia: 62412.597125, ewa inertia: 67918.247422
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 930/150000: mean batch inertia: 56058.894588, ewa inertia: 67902.426619
Minibatch iteration 931/150000: mean batch inertia: 59893.613684, ewa inertia: 67891.742575
Minibatch iteration 932/150000: mean batch inertia: 56167.243838, ewa inertia: 67876.101672
Minibatch iteration 933/150000: mean batch inertia: 61970.336884, ewa inertia: 67868.223170
Minibatch iteration 934/150000: mean batch inertia: 57157.029119, ewa inertia: 67853.934052
Minibatch iteration 935/150000: mean batch inertia: 60622.287456, ewa inertia: 67844.286776
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Minibatch iteration 937/150000: mean batch inertia: 57101.328664, ewa inertia: 67822.282621
Minibatch iteration 938/150000: mean batch inertia: 59104.562873, ewa inertia: 67810.652869
Minibatch iteration 939/150000: mean batch inertia: 55560.457197, ewa inertia: 67794.310668
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 940/150000: mean batch inertia: 57013.356223, ewa inertia: 67779.928488
Minibatch iteration 941/150000: mean batch inertia: 58328.492677, ewa inertia: 67767.319933
Minibatch iteration 942/150000: mean batch inertia: 59830.716421, ewa inertia: 67756.732219
Minibatch iteration 943/150000: mean batch inertia: 63940.580789, ewa inertia: 67751.641335
Minibatch iteration 944/150000: mean batch inertia: 58463.008798, ewa inertia: 67739.249966
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Minibatch iteration 946/150000: mean batch inertia: 59330.920486, ewa inertia: 67713.327000
Minibatch iteration 947/150000: mean batch inertia: 61668.538944, ewa inertia: 67705.263036
Minibatch iteration 948/150000: mean batch inertia: 61042.537041, ewa inertia: 67696.374720
Minibatch iteration 949/150000: mean batch inertia: 59890.554339, ewa inertia: 67685.961475
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 950/150000: mean batch inertia: 54461.619026, ewa inertia: 67668.319727
Minibatch iteration 951/150000: mean batch inertia: 60978.998259, ewa inertia: 67659.395932
Minibatch iteration 952/150000: mean batch inertia: 60256.048826, ewa inertia: 67649.519601
Minibatch iteration 953/150000: mean batch inertia: 57990.543921, ewa inertia: 67636.634181
Minibatch iteration 954/150000: mean batch inertia: 58913.104628, ewa inertia: 67624.996679
Minibatch iteration 955/150000: mean batch inertia: 59856.708349, ewa inertia: 67614.633503
Minibatch iteration 956/150000: mean batch inertia: 60296.034309, ewa inertia: 67604.870229
Minibatch iteration 957/150000: mean batch inertia: 57732.173073, ewa inertia: 67591.699696
Minibatch iteration 958/150000: mean batch inertia: 55647.119958, ewa inertia: 67575.765198
Minibatch iteration 959/150000: mean batch inertia: 55414.130491, ewa inertia: 67559.541140
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 961/150000: mean batch inertia: 57828.348449, ewa inertia: 67533.323805
Minibatch iteration 962/150000: mean batch inertia: 55365.193107, ewa inertia: 67517.091081
Minibatch iteration 963/150000: mean batch inertia: 54956.709589, ewa inertia: 67500.335081
Minibatch iteration 964/150000: mean batch inertia: 61172.159243, ewa inertia: 67491.893067
Minibatch iteration 965/150000: mean batch inertia: 58237.213042, ewa inertia: 67479.546991
Minibatch iteration 966/150000: mean batch inertia: 57712.469248, ewa inertia: 67466.517359
Minibatch iteration 967/150000: mean batch inertia: 59236.976964, ewa inertia: 67455.538856
Minibatch iteration 968/150000: mean batch inertia: 57169.793865, ewa inertia: 67441.817303
Minibatch iteration 969/150000: mean batch inertia: 58401.367829, ewa inertia: 67429.757018
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 970/150000: mean batch inertia: 58576.444587, ewa inertia: 67417.946382
Minibatch iteration 971/150000: mean batch inertia: 58424.028068, ewa inertia: 67405.948171
Minibatch iteration 972/150000: mean batch inertia: 56006.372766, ewa inertia: 67390.740728
Minibatch iteration 973/150000: mean batch inertia: 58992.517971, ewa inertia: 67379.537198
Minibatch iteration 974/150000: mean batch inertia: 55027.455386, ewa inertia: 67363.059077
Minibatch iteration 975/150000: mean batch inertia: 58601.612760, ewa inertia: 67351.370992
Minibatch iteration 976/150000: mean batch inertia: 59233.915678, ewa inertia: 67340.542015
Minibatch iteration 977/150000: mean batch inertia: 56687.983839, ewa inertia: 67326.331120
Minibatch iteration 978/150000: mean batch inertia: 57914.610383, ewa inertia: 67313.775547
Minibatch iteration 979/150000: mean batch inertia: 56896.222657, ewa inertia: 67299.878157
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 980/150000: mean batch inertia: 57252.685251, ewa inertia: 67286.474840
Minibatch iteration 981/150000: mean batch inertia: 59402.420088, ewa inertia: 67275.957228
Minibatch iteration 982/150000: mean batch inertia: 56823.764432, ewa inertia: 67262.013627
Minibatch iteration 983/150000: mean batch inertia: 57590.210232, ewa inertia: 67249.111094
Minibatch iteration 984/150000: mean batch inertia: 60722.157784, ewa inertia: 67240.403904
Minibatch iteration 985/150000: mean batch inertia: 61749.103082, ewa inertia: 67233.078312
Minibatch iteration 986/150000: mean batch inertia: 60034.734267, ewa inertia: 67223.475462
Minibatch iteration 987/150000: mean batch inertia: 55381.628203, ewa inertia: 67207.678012
Minibatch iteration 988/150000: mean batch inertia: 58828.394969, ewa inertia: 67196.499748
Minibatch iteration 989/150000: mean batch inertia: 61402.359500, ewa inertia: 67188.770156
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 990/150000: mean batch inertia: 61611.624639, ewa inertia: 67181.330044
Minibatch iteration 991/150000: mean batch inertia: 58562.983962, ewa inertia: 67169.832861
Minibatch iteration 992/150000: mean batch inertia: 59210.820244, ewa inertia: 67159.215252
Minibatch iteration 993/150000: mean batch inertia: 56778.932312, ewa inertia: 67145.367582
Minibatch iteration 994/150000: mean batch inertia: 57562.548650, ewa inertia: 67132.583757
Minibatch iteration 995/150000: mean batch inertia: 56071.349994, ewa inertia: 67117.827674
Minibatch iteration 996/150000: mean batch inertia: 64479.575690, ewa inertia: 67114.308151
Minibatch iteration 997/150000: mean batch inertia: 63128.199637, ewa inertia: 67108.990539
Minibatch iteration 998/150000: mean batch inertia: 56337.692765, ewa inertia: 67094.621241
Minibatch iteration 999/150000: mean batch inertia: 60089.256343, ewa inertia: 67085.275832
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1000/150000: mean batch inertia: 54401.741252, ewa inertia: 67068.355541
Minibatch iteration 1001/150000: mean batch inertia: 59053.932453, ewa inertia: 67057.664013
Minibatch iteration 1002/150000: mean batch inertia: 60590.624730, ewa inertia: 67049.036750
Minibatch iteration 1003/150000: mean batch inertia: 55174.361856, ewa inertia: 67033.195507
Minibatch iteration 1004/150000: mean batch inertia: 57925.309320, ewa inertia: 67021.045260
Minibatch iteration 1005/150000: mean batch inertia: 58065.296166, ewa inertia: 67009.097969
Minibatch iteration 1006/150000: mean batch inertia: 57691.870406, ewa inertia: 66996.668453
Minibatch iteration 1007/150000: mean batch inertia: 59388.841684, ewa inertia: 66986.519338
Minibatch iteration 1008/150000: mean batch inertia: 57053.638305, ewa inertia: 66973.268518
Minibatch iteration 1009/150000: mean batch inertia: 53778.992572, ewa inertia: 66955.666880
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1010/150000: mean batch inertia: 58891.888142, ewa inertia: 66944.909510
Minibatch iteration 1011/150000: mean batch inertia: 61330.406990, ewa inertia: 66937.419562
Minibatch iteration 1012/150000: mean batch inertia: 58357.664119, ewa inertia: 66925.973860
Minibatch iteration 1013/150000: mean batch inertia: 55707.477555, ewa inertia: 66911.007982
Minibatch iteration 1014/150000: mean batch inertia: 57860.619373, ewa inertia: 66898.934439
Minibatch iteration 1015/150000: mean batch inertia: 60097.221799, ewa inertia: 66889.860710
Minibatch iteration 1016/150000: mean batch inertia: 58474.419708, ewa inertia: 66878.634209
Minibatch iteration 1017/150000: mean batch inertia: 59266.959075, ewa inertia: 66868.479961
Minibatch iteration 1018/150000: mean batch inertia: 55724.279975, ewa inertia: 66853.613198
Minibatch iteration 1019/150000: mean batch inertia: 57781.919936, ewa inertia: 66841.511233
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1020/150000: mean batch inertia: 59500.844618, ewa inertia: 66831.718520
Minibatch iteration 1021/150000: mean batch inertia: 59521.108697, ewa inertia: 66821.965904
Minibatch iteration 1022/150000: mean batch inertia: 60016.340265, ewa inertia: 66812.886955
Minibatch iteration 1023/150000: mean batch inertia: 58404.880607, ewa inertia: 66801.670373
Minibatch iteration 1024/150000: mean batch inertia: 58461.836673, ewa inertia: 66790.544735
Minibatch iteration 1025/150000: mean batch inertia: 59809.267692, ewa inertia: 66781.231460
Minibatch iteration 1026/150000: mean batch inertia: 61575.091747, ewa inertia: 66774.286283
Minibatch iteration 1027/150000: mean batch inertia: 58925.765997, ewa inertia: 66763.816075
Minibatch iteration 1028/150000: mean batch inertia: 54778.852163, ewa inertia: 66747.827703
Minibatch iteration 1029/150000: mean batch inertia: 56749.665975, ewa inertia: 66734.489796
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1030/150000: mean batch inertia: 62456.544539, ewa inertia: 66728.782863
Minibatch iteration 1031/150000: mean batch inertia: 55408.256932, ewa inertia: 66713.680875
Minibatch iteration 1032/150000: mean batch inertia: 55306.087547, ewa inertia: 66698.462735
Minibatch iteration 1033/150000: mean batch inertia: 60777.745335, ewa inertia: 66690.564286
Minibatch iteration 1034/150000: mean batch inertia: 62330.079161, ewa inertia: 66684.747242
Minibatch iteration 1035/150000: mean batch inertia: 59083.263771, ewa inertia: 66674.606590
Minibatch iteration 1036/150000: mean batch inertia: 60199.486317, ewa inertia: 66665.968547
Minibatch iteration 1037/150000: mean batch inertia: 51957.181378, ewa inertia: 66646.346496
Minibatch iteration 1038/150000: mean batch inertia: 59055.688495, ewa inertia: 66636.220286
Minibatch iteration 1039/150000: mean batch inertia: 57225.849698, ewa inertia: 66623.666513
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1040/150000: mean batch inertia: 60889.669535, ewa inertia: 66616.017155
Minibatch iteration 1041/150000: mean batch inertia: 55717.530379, ewa inertia: 66601.478182
Minibatch iteration 1042/150000: mean batch inertia: 58638.440648, ewa inertia: 66590.855204
Minibatch iteration 1043/150000: mean batch inertia: 58079.617596, ewa inertia: 66579.500908
Minibatch iteration 1044/150000: mean batch inertia: 56982.377071, ewa inertia: 66566.698000
Minibatch iteration 1045/150000: mean batch inertia: 59882.080815, ewa inertia: 66557.780480
Minibatch iteration 1046/150000: mean batch inertia: 60324.321974, ewa inertia: 66549.464822
Minibatch iteration 1047/150000: mean batch inertia: 56886.259067, ewa inertia: 66536.573759
Minibatch iteration 1048/150000: mean batch inertia: 58149.532163, ewa inertia: 66525.385144
Minibatch iteration 1049/150000: mean batch inertia: 58553.072461, ewa inertia: 66514.749793
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1051/150000: mean batch inertia: 58362.467505, ewa inertia: 66494.536549
Minibatch iteration 1052/150000: mean batch inertia: 57100.598571, ewa inertia: 66482.004699
Minibatch iteration 1053/150000: mean batch inertia: 59369.169795, ewa inertia: 66472.515921
Minibatch iteration 1054/150000: mean batch inertia: 58787.753999, ewa inertia: 66462.264173
Minibatch iteration 1055/150000: mean batch inertia: 55501.543969, ewa inertia: 66447.642178
Minibatch iteration 1056/150000: mean batch inertia: 60269.841268, ewa inertia: 66439.400770
Minibatch iteration 1057/150000: mean batch inertia: 54220.490704, ewa inertia: 66423.100305
Minibatch iteration 1058/150000: mean batch inertia: 58003.660868, ewa inertia: 66411.868470
Minibatch iteration 1059/150000: mean batch inertia: 58007.450299, ewa inertia: 66400.656674
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1060/150000: mean batch inertia: 57757.746516, ewa inertia: 66389.126722
Minibatch iteration 1061/150000: mean batch inertia: 59582.202325, ewa inertia: 66380.046040
Minibatch iteration 1062/150000: mean batch inertia: 57242.826125, ewa inertia: 66367.856660
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Minibatch iteration 1064/150000: mean batch inertia: 61350.761714, ewa inertia: 66350.588192
Minibatch iteration 1065/150000: mean batch inertia: 57457.050833, ewa inertia: 66338.723894
Minibatch iteration 1066/150000: mean batch inertia: 60917.395384, ewa inertia: 66331.491647
Minibatch iteration 1067/150000: mean batch inertia: 57600.532564, ewa inertia: 66319.844234
Minibatch iteration 1068/150000: mean batch inertia: 54883.305924, ewa inertia: 66304.587481
Minibatch iteration 1069/150000: mean batch inertia: 60657.205677, ewa inertia: 66297.053671
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1071/150000: mean batch inertia: 56027.562787, ewa inertia: 66270.786064
Minibatch iteration 1072/150000: mean batch inertia: 55108.709417, ewa inertia: 66255.895453
Minibatch iteration 1073/150000: mean batch inertia: 56587.800291, ewa inertia: 66242.997866
Minibatch iteration 1074/150000: mean batch inertia: 61022.880427, ewa inertia: 66236.034042
Minibatch iteration 1075/150000: mean batch inertia: 56787.662776, ewa inertia: 66223.429575
Minibatch iteration 1076/150000: mean batch inertia: 59912.481243, ewa inertia: 66215.010544
Minibatch iteration 1077/150000: mean batch inertia: 58991.746279, ewa inertia: 66205.374450
Minibatch iteration 1078/150000: mean batch inertia: 57320.930394, ewa inertia: 66193.522282
Minibatch iteration 1079/150000: mean batch inertia: 61537.750569, ewa inertia: 66187.311315
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1080/150000: mean batch inertia: 61056.684455, ewa inertia: 66180.466875
Minibatch iteration 1081/150000: mean batch inertia: 59695.075740, ewa inertia: 66171.815130
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1170/150000: mean batch inertia: 61396.451412, ewa inertia: 65316.555747
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Minibatch iteration 1179/150000: mean batch inertia: 59150.443619, ewa inertia: 65226.042145
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1181/150000: mean batch inertia: 60460.001867, ewa inertia: 65213.917890
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[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1190/150000: mean batch inertia: 57309.076543, ewa inertia: 65115.844668
Minibatch iteration 1191/150000: mean batch inertia: 55279.727960, ewa inertia: 65102.722935
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Minibatch iteration 1197/150000: mean batch inertia: 56359.911992, ewa inertia: 65042.402118
Minibatch iteration 1198/150000: mean batch inertia: 61497.722886, ewa inertia: 65037.673388
Minibatch iteration 1199/150000: mean batch inertia: 57444.970786, ewa inertia: 65027.544450
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1200/150000: mean batch inertia: 60852.944385, ewa inertia: 65021.975384
Minibatch iteration 1201/150000: mean batch inertia: 55831.008218, ewa inertia: 65009.714304
Minibatch iteration 1202/150000: mean batch inertia: 53997.522250, ewa inertia: 64995.023644
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Minibatch iteration 1207/150000: mean batch inertia: 59690.872233, ewa inertia: 64955.287869
Minibatch iteration 1208/150000: mean batch inertia: 57117.460159, ewa inertia: 64944.831925
Minibatch iteration 1209/150000: mean batch inertia: 58853.664592, ewa inertia: 64936.706089
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1210/150000: mean batch inertia: 58707.169992, ewa inertia: 64928.395664
Minibatch iteration 1211/150000: mean batch inertia: 59133.914522, ewa inertia: 64920.665618
Minibatch iteration 1212/150000: mean batch inertia: 60530.811441, ewa inertia: 64914.809395
Minibatch iteration 1213/150000: mean batch inertia: 60450.610968, ewa inertia: 64908.853994
Minibatch iteration 1214/150000: mean batch inertia: 58193.013642, ewa inertia: 64899.894822
Minibatch iteration 1215/150000: mean batch inertia: 56605.399959, ewa inertia: 64888.829668
Minibatch iteration 1216/150000: mean batch inertia: 57733.110756, ewa inertia: 64879.283682
Minibatch iteration 1217/150000: mean batch inertia: 60833.159220, ewa inertia: 64873.886006
Minibatch iteration 1218/150000: mean batch inertia: 54102.990574, ewa inertia: 64859.517245
Minibatch iteration 1219/150000: mean batch inertia: 59530.700717, ewa inertia: 64852.408412
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1220/150000: mean batch inertia: 54859.697906, ewa inertia: 64839.077777
Minibatch iteration 1221/150000: mean batch inertia: 61196.635760, ewa inertia: 64834.218629
Minibatch iteration 1222/150000: mean batch inertia: 59071.569305, ewa inertia: 64826.531047
Minibatch iteration 1223/150000: mean batch inertia: 58636.072142, ewa inertia: 64818.272753
Minibatch iteration 1224/150000: mean batch inertia: 54817.144052, ewa inertia: 64804.930888
Minibatch iteration 1225/150000: mean batch inertia: 56289.539946, ewa inertia: 64793.571050
Minibatch iteration 1226/150000: mean batch inertia: 59219.575294, ewa inertia: 64786.135140
Minibatch iteration 1227/150000: mean batch inertia: 54100.206984, ewa inertia: 64771.879728
Minibatch iteration 1228/150000: mean batch inertia: 58076.654612, ewa inertia: 64762.948057
Minibatch iteration 1229/150000: mean batch inertia: 59878.980094, ewa inertia: 64756.432668
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1230/150000: mean batch inertia: 60926.805859, ewa inertia: 64751.323808
Minibatch iteration 1231/150000: mean batch inertia: 59599.887284, ewa inertia: 64744.451607
Minibatch iteration 1232/150000: mean batch inertia: 57529.952233, ewa inertia: 64734.827206
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Minibatch iteration 1234/150000: mean batch inertia: 59977.861954, ewa inertia: 64716.038020
Minibatch iteration 1235/150000: mean batch inertia: 58246.146190, ewa inertia: 64707.406952
Minibatch iteration 1236/150000: mean batch inertia: 58424.074648, ewa inertia: 64699.024761
Minibatch iteration 1237/150000: mean batch inertia: 52890.979367, ewa inertia: 64683.272404
Minibatch iteration 1238/150000: mean batch inertia: 59638.814801, ewa inertia: 64676.542916
Minibatch iteration 1239/150000: mean batch inertia: 55840.252312, ewa inertia: 64664.754987
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1240/150000: mean batch inertia: 58993.557971, ewa inertia: 64657.189406
Minibatch iteration 1241/150000: mean batch inertia: 59157.965002, ewa inertia: 64649.853244
Minibatch iteration 1242/150000: mean batch inertia: 58984.611406, ewa inertia: 64642.295607
Minibatch iteration 1243/150000: mean batch inertia: 58542.926659, ewa inertia: 64634.158830
Minibatch iteration 1244/150000: mean batch inertia: 55525.571917, ewa inertia: 64622.007648
Minibatch iteration 1245/150000: mean batch inertia: 59790.273839, ewa inertia: 64615.561941
Minibatch iteration 1246/150000: mean batch inertia: 55571.902507, ewa inertia: 64603.497375
Minibatch iteration 1247/150000: mean batch inertia: 57678.801254, ewa inertia: 64594.259581
Minibatch iteration 1248/150000: mean batch inertia: 59367.941858, ewa inertia: 64587.287486
Minibatch iteration 1249/150000: mean batch inertia: 56271.647971, ewa inertia: 64576.194124
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1250/150000: mean batch inertia: 57147.946112, ewa inertia: 64566.284574
Minibatch iteration 1251/150000: mean batch inertia: 58442.195256, ewa inertia: 64558.114819
Minibatch iteration 1252/150000: mean batch inertia: 57444.980704, ewa inertia: 64548.625643
Minibatch iteration 1253/150000: mean batch inertia: 57875.788180, ewa inertia: 64539.723838
Minibatch iteration 1254/150000: mean batch inertia: 57380.466421, ewa inertia: 64530.173131
Minibatch iteration 1255/150000: mean batch inertia: 58045.314794, ewa inertia: 64521.522097
Minibatch iteration 1256/150000: mean batch inertia: 57934.403827, ewa inertia: 64512.734645
Minibatch iteration 1257/150000: mean batch inertia: 61684.232706, ewa inertia: 64508.961322
Minibatch iteration 1258/150000: mean batch inertia: 57192.881381, ewa inertia: 64499.201408
Minibatch iteration 1259/150000: mean batch inertia: 59379.565306, ewa inertia: 64492.371630
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1260/150000: mean batch inertia: 52110.720708, ewa inertia: 64475.854062
Minibatch iteration 1261/150000: mean batch inertia: 51203.551535, ewa inertia: 64458.148334
Minibatch iteration 1262/150000: mean batch inertia: 61601.416133, ewa inertia: 64454.337351
Minibatch iteration 1263/150000: mean batch inertia: 59199.399864, ewa inertia: 64447.327075
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Minibatch iteration 1265/150000: mean batch inertia: 55372.591239, ewa inertia: 64429.126024
Minibatch iteration 1266/150000: mean batch inertia: 59873.362081, ewa inertia: 64423.048471
Minibatch iteration 1267/150000: mean batch inertia: 62053.670550, ewa inertia: 64419.887636
Minibatch iteration 1268/150000: mean batch inertia: 56414.941468, ewa inertia: 64409.208750
Minibatch iteration 1269/150000: mean batch inertia: 59738.454283, ewa inertia: 64402.977796
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1271/150000: mean batch inertia: 55386.457833, ewa inertia: 64384.067613
Minibatch iteration 1272/150000: mean batch inertia: 60579.156597, ewa inertia: 64378.991725
Minibatch iteration 1273/150000: mean batch inertia: 56623.926103, ewa inertia: 64368.646189
Minibatch iteration 1274/150000: mean batch inertia: 59002.669654, ewa inertia: 64361.487784
Minibatch iteration 1275/150000: mean batch inertia: 61839.213533, ewa inertia: 64358.122979
Minibatch iteration 1276/150000: mean batch inertia: 57408.846028, ewa inertia: 64348.852394
Minibatch iteration 1277/150000: mean batch inertia: 56516.569645, ewa inertia: 64338.403848
Minibatch iteration 1278/150000: mean batch inertia: 60703.298430, ewa inertia: 64333.554486
Minibatch iteration 1279/150000: mean batch inertia: 61589.297175, ewa inertia: 64329.893549
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1281/150000: mean batch inertia: 58446.825367, ewa inertia: 64312.932154
Minibatch iteration 1282/150000: mean batch inertia: 56626.299465, ewa inertia: 64302.677910
Minibatch iteration 1283/150000: mean batch inertia: 59701.106385, ewa inertia: 64296.539248
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Minibatch iteration 1285/150000: mean batch inertia: 59552.918569, ewa inertia: 64278.252181
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Minibatch iteration 1287/150000: mean batch inertia: 55902.208640, ewa inertia: 64254.208473
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Minibatch iteration 1289/150000: mean batch inertia: 60225.576950, ewa inertia: 64240.872467
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1290/150000: mean batch inertia: 58840.358932, ewa inertia: 64233.667988
Minibatch iteration 1291/150000: mean batch inertia: 57392.305012, ewa inertia: 64224.541364
Minibatch iteration 1292/150000: mean batch inertia: 58489.829275, ewa inertia: 64216.891052
Minibatch iteration 1293/150000: mean batch inertia: 56803.870926, ewa inertia: 64207.001817
Minibatch iteration 1294/150000: mean batch inertia: 58866.717002, ewa inertia: 64199.877685
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Minibatch iteration 1296/150000: mean batch inertia: 56599.389450, ewa inertia: 64178.609032
Minibatch iteration 1297/150000: mean batch inertia: 59221.657568, ewa inertia: 64171.996281
Minibatch iteration 1298/150000: mean batch inertia: 56758.372463, ewa inertia: 64162.106240
Minibatch iteration 1299/150000: mean batch inertia: 51500.665747, ewa inertia: 64145.215424
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1300/150000: mean batch inertia: 60728.044894, ewa inertia: 64140.656795
Minibatch iteration 1301/150000: mean batch inertia: 56645.797690, ewa inertia: 64130.658384
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Minibatch iteration 1305/150000: mean batch inertia: 59361.470748, ewa inertia: 64101.586867
Minibatch iteration 1306/150000: mean batch inertia: 54700.166179, ewa inertia: 64089.045034
Minibatch iteration 1307/150000: mean batch inertia: 63014.594551, ewa inertia: 64087.611678
Minibatch iteration 1308/150000: mean batch inertia: 56724.527091, ewa inertia: 64077.789059
Minibatch iteration 1309/150000: mean batch inertia: 58447.446946, ewa inertia: 64070.277980
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1311/150000: mean batch inertia: 56338.437683, ewa inertia: 64056.574989
Minibatch iteration 1312/150000: mean batch inertia: 60066.588681, ewa inertia: 64051.252204
Minibatch iteration 1313/150000: mean batch inertia: 57777.603601, ewa inertia: 64042.882931
Minibatch iteration 1314/150000: mean batch inertia: 59350.412044, ewa inertia: 64036.623007
Minibatch iteration 1315/150000: mean batch inertia: 58509.299153, ewa inertia: 64029.249358
Minibatch iteration 1316/150000: mean batch inertia: 55626.315050, ewa inertia: 64018.039542
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1361/150000: mean batch inertia: 56924.740163, ewa inertia: 63640.884948
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1371/150000: mean batch inertia: 56743.246518, ewa inertia: 63560.342766
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Minibatch iteration 1379/150000: mean batch inertia: 60671.517029, ewa inertia: 63497.982411
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1381/150000: mean batch inertia: 58387.558690, ewa inertia: 63481.590416
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Minibatch iteration 1389/150000: mean batch inertia: 60657.045480, ewa inertia: 63406.621820
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1390/150000: mean batch inertia: 63473.508489, ewa inertia: 63406.711049
Minibatch iteration 1391/150000: mean batch inertia: 55950.781908, ewa inertia: 63396.764572
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Minibatch iteration 1397/150000: mean batch inertia: 57572.827169, ewa inertia: 63349.346604
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1401/150000: mean batch inertia: 59150.913679, ewa inertia: 63317.080458
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Minibatch iteration 1408/150000: mean batch inertia: 57374.115856, ewa inertia: 63272.310050
Minibatch iteration 1409/150000: mean batch inertia: 56237.233194, ewa inertia: 63262.925005
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1411/150000: mean batch inertia: 57451.828961, ewa inertia: 63249.691096
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1421/150000: mean batch inertia: 58828.859576, ewa inertia: 63169.155877
Minibatch iteration 1422/150000: mean batch inertia: 61070.969416, ewa inertia: 63166.356821
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Minibatch iteration 1427/150000: mean batch inertia: 53193.612689, ewa inertia: 63121.864616
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1431/150000: mean batch inertia: 57541.915802, ewa inertia: 63090.234072
Minibatch iteration 1432/150000: mean batch inertia: 58527.885604, ewa inertia: 63084.147735
Minibatch iteration 1433/150000: mean batch inertia: 57102.217744, ewa inertia: 63076.167625
Minibatch iteration 1434/150000: mean batch inertia: 57311.801735, ewa inertia: 63068.477754
Minibatch iteration 1435/150000: mean batch inertia: 59728.355796, ewa inertia: 63064.021911
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Minibatch iteration 1437/150000: mean batch inertia: 59065.671629, ewa inertia: 63052.528688
Minibatch iteration 1438/150000: mean batch inertia: 56236.263002, ewa inertia: 63043.435544
Minibatch iteration 1439/150000: mean batch inertia: 58291.012642, ewa inertia: 63037.095641
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1440/150000: mean batch inertia: 56955.668267, ewa inertia: 63028.982799
Minibatch iteration 1441/150000: mean batch inertia: 54594.244744, ewa inertia: 63017.730555
Minibatch iteration 1442/150000: mean batch inertia: 58987.225335, ewa inertia: 63012.353717
Minibatch iteration 1443/150000: mean batch inertia: 59695.683545, ewa inertia: 63007.929159
Minibatch iteration 1444/150000: mean batch inertia: 60765.312429, ewa inertia: 63004.937428
Minibatch iteration 1445/150000: mean batch inertia: 53659.989675, ewa inertia: 62992.470932
Minibatch iteration 1446/150000: mean batch inertia: 54911.920635, ewa inertia: 62981.691188
Minibatch iteration 1447/150000: mean batch inertia: 58112.631044, ewa inertia: 62975.195686
Minibatch iteration 1448/150000: mean batch inertia: 58742.012437, ewa inertia: 62969.548468
Minibatch iteration 1449/150000: mean batch inertia: 56550.274446, ewa inertia: 62960.984926
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1450/150000: mean batch inertia: 56914.687535, ewa inertia: 62952.918948
Minibatch iteration 1451/150000: mean batch inertia: 59366.477555, ewa inertia: 62948.134506
Minibatch iteration 1452/150000: mean batch inertia: 57082.542640, ewa inertia: 62940.309596
Minibatch iteration 1453/150000: mean batch inertia: 57613.451654, ewa inertia: 62933.203376
Minibatch iteration 1454/150000: mean batch inertia: 57485.739407, ewa inertia: 62925.936263
Minibatch iteration 1455/150000: mean batch inertia: 59847.782378, ewa inertia: 62921.829896
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Minibatch iteration 1457/150000: mean batch inertia: 58879.024861, ewa inertia: 62908.554852
Minibatch iteration 1458/150000: mean batch inertia: 60652.763224, ewa inertia: 62905.545545
Minibatch iteration 1459/150000: mean batch inertia: 59164.618864, ewa inertia: 62900.555014
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1460/150000: mean batch inertia: 59319.721508, ewa inertia: 62895.778054
Minibatch iteration 1461/150000: mean batch inertia: 57084.357476, ewa inertia: 62888.025410
Minibatch iteration 1462/150000: mean batch inertia: 59050.392617, ewa inertia: 62882.905870
Minibatch iteration 1463/150000: mean batch inertia: 57897.526205, ewa inertia: 62876.255194
Minibatch iteration 1464/150000: mean batch inertia: 55445.035707, ewa inertia: 62866.341680
Minibatch iteration 1465/150000: mean batch inertia: 56808.995041, ewa inertia: 62858.260962
Minibatch iteration 1466/150000: mean batch inertia: 56207.353946, ewa inertia: 62849.388413
Minibatch iteration 1467/150000: mean batch inertia: 57660.857496, ewa inertia: 62842.466727
Minibatch iteration 1468/150000: mean batch inertia: 57677.113261, ewa inertia: 62835.575960
Minibatch iteration 1469/150000: mean batch inertia: 61775.394989, ewa inertia: 62834.161640
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1470/150000: mean batch inertia: 61282.809186, ewa inertia: 62832.092080
Minibatch iteration 1471/150000: mean batch inertia: 56396.952974, ewa inertia: 62823.507374
Minibatch iteration 1472/150000: mean batch inertia: 60475.097305, ewa inertia: 62820.374510
Minibatch iteration 1473/150000: mean batch inertia: 58036.645647, ewa inertia: 62813.992844
Minibatch iteration 1474/150000: mean batch inertia: 60997.746101, ewa inertia: 62811.569906
Minibatch iteration 1475/150000: mean batch inertia: 62637.387481, ewa inertia: 62811.337540
Minibatch iteration 1476/150000: mean batch inertia: 60365.383713, ewa inertia: 62808.074550
Minibatch iteration 1477/150000: mean batch inertia: 56369.629482, ewa inertia: 62799.485433
Minibatch iteration 1478/150000: mean batch inertia: 55146.767194, ewa inertia: 62789.276432
Minibatch iteration 1479/150000: mean batch inertia: 58066.716923, ewa inertia: 62782.976368
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1481/150000: mean batch inertia: 55331.133132, ewa inertia: 62763.200484
Minibatch iteration 1482/150000: mean batch inertia: 57989.092529, ewa inertia: 62756.831652
Minibatch iteration 1483/150000: mean batch inertia: 58651.742779, ewa inertia: 62751.355316
Minibatch iteration 1484/150000: mean batch inertia: 56818.389133, ewa inertia: 62743.440526
Minibatch iteration 1485/150000: mean batch inertia: 58762.286917, ewa inertia: 62738.129524
Minibatch iteration 1486/150000: mean batch inertia: 54584.271153, ewa inertia: 62727.251984
Minibatch iteration 1487/150000: mean batch inertia: 54458.965185, ewa inertia: 62716.221793
Minibatch iteration 1488/150000: mean batch inertia: 55217.176186, ewa inertia: 62706.217796
Minibatch iteration 1489/150000: mean batch inertia: 55149.478988, ewa inertia: 62696.136835
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1491/150000: mean batch inertia: 55867.645899, ewa inertia: 62681.946867
Minibatch iteration 1492/150000: mean batch inertia: 57638.094851, ewa inertia: 62675.218187
Minibatch iteration 1493/150000: mean batch inertia: 58001.906243, ewa inertia: 62668.983821
Minibatch iteration 1494/150000: mean batch inertia: 56590.598444, ewa inertia: 62660.875037
Minibatch iteration 1495/150000: mean batch inertia: 58481.137293, ewa inertia: 62655.299116
Minibatch iteration 1496/150000: mean batch inertia: 52545.748132, ewa inertia: 62641.812612
Minibatch iteration 1497/150000: mean batch inertia: 54946.990354, ewa inertia: 62631.547443
Minibatch iteration 1498/150000: mean batch inertia: 58626.852622, ewa inertia: 62626.205036
Minibatch iteration 1499/150000: mean batch inertia: 56845.574130, ewa inertia: 62618.493467
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1500/150000: mean batch inertia: 56722.460886, ewa inertia: 62610.627947
Minibatch iteration 1501/150000: mean batch inertia: 60599.347233, ewa inertia: 62607.944827
Minibatch iteration 1502/150000: mean batch inertia: 59186.324447, ewa inertia: 62603.380262
Minibatch iteration 1503/150000: mean batch inertia: 57513.184164, ewa inertia: 62596.589758
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Minibatch iteration 1505/150000: mean batch inertia: 56912.045811, ewa inertia: 62583.401380
Minibatch iteration 1506/150000: mean batch inertia: 54876.555523, ewa inertia: 62573.120171
Minibatch iteration 1507/150000: mean batch inertia: 55722.660602, ewa inertia: 62563.981412
Minibatch iteration 1508/150000: mean batch inertia: 58824.007064, ewa inertia: 62558.992152
Minibatch iteration 1509/150000: mean batch inertia: 56381.444577, ewa inertia: 62550.751081
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1511/150000: mean batch inertia: 56857.871271, ewa inertia: 62532.739589
Minibatch iteration 1512/150000: mean batch inertia: 61646.542941, ewa inertia: 62531.557371
Minibatch iteration 1513/150000: mean batch inertia: 58659.922744, ewa inertia: 62526.392471
Minibatch iteration 1514/150000: mean batch inertia: 53248.604141, ewa inertia: 62514.015568
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Minibatch iteration 1516/150000: mean batch inertia: 57684.293623, ewa inertia: 62497.104875
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Minibatch iteration 1519/150000: mean batch inertia: 55948.963329, ewa inertia: 62479.649647
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1521/150000: mean batch inertia: 54868.843535, ewa inertia: 62459.829483
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1531/150000: mean batch inertia: 59436.497471, ewa inertia: 62416.862128
Minibatch iteration 1532/150000: mean batch inertia: 57043.834735, ewa inertia: 62409.694317
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1541/150000: mean batch inertia: 61589.084978, ewa inertia: 62351.176128
Minibatch iteration 1542/150000: mean batch inertia: 55398.079608, ewa inertia: 62341.900447
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Minibatch iteration 1545/150000: mean batch inertia: 58519.309069, ewa inertia: 62325.842809
Minibatch iteration 1546/150000: mean batch inertia: 59459.717808, ewa inertia: 62322.019296
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1551/150000: mean batch inertia: 55927.454998, ewa inertia: 62283.823815
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Minibatch iteration 1559/150000: mean batch inertia: 55899.043760, ewa inertia: 62236.614816
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1561/150000: mean batch inertia: 55452.568365, ewa inertia: 62219.843581
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Minibatch iteration 1563/150000: mean batch inertia: 59100.549842, ewa inertia: 62208.807895
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1571/150000: mean batch inertia: 55763.894838, ewa inertia: 62149.879835
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Minibatch iteration 1579/150000: mean batch inertia: 59645.697415, ewa inertia: 62097.855464
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1581/150000: mean batch inertia: 59987.315393, ewa inertia: 62085.846623
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Minibatch iteration 1589/150000: mean batch inertia: 55744.780820, ewa inertia: 62038.913521
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1591/150000: mean batch inertia: 54950.765023, ewa inertia: 62023.718419
Minibatch iteration 1592/150000: mean batch inertia: 64765.311044, ewa inertia: 62027.375802
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Minibatch iteration 1594/150000: mean batch inertia: 57157.102326, ewa inertia: 62018.682704
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Minibatch iteration 1597/150000: mean batch inertia: 54718.484598, ewa inertia: 62003.429670
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Minibatch iteration 1599/150000: mean batch inertia: 59421.730551, ewa inertia: 61990.981541
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1601/150000: mean batch inertia: 60717.439823, ewa inertia: 61980.318295
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Minibatch iteration 1609/150000: mean batch inertia: 58687.465179, ewa inertia: 61929.385304
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1611/150000: mean batch inertia: 56008.494616, ewa inertia: 61915.009740
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 1621/150000: mean batch inertia: 54680.992437, ewa inertia: 61853.308240
Minibatch iteration 1622/150000: mean batch inertia: 58818.762377, ewa inertia: 61849.260047
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Minibatch iteration 1627/150000: mean batch inertia: 64312.617499, ewa inertia: 61830.488923
Minibatch iteration 1628/150000: mean batch inertia: 59525.605729, ewa inertia: 61827.414126
Minibatch iteration 1629/150000: mean batch inertia: 53559.922521, ewa inertia: 61816.384995
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1630/150000: mean batch inertia: 50787.888763, ewa inertia: 61801.672585
Minibatch iteration 1631/150000: mean batch inertia: 54777.815555, ewa inertia: 61792.302508
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Minibatch iteration 1638/150000: mean batch inertia: 57019.274838, ewa inertia: 61743.388590
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[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1640/150000: mean batch inertia: 57811.531659, ewa inertia: 61728.760582
Minibatch iteration 1641/150000: mean batch inertia: 58021.134856, ewa inertia: 61723.814476
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Minibatch iteration 1645/150000: mean batch inertia: 54602.214060, ewa inertia: 61694.895914
Minibatch iteration 1646/150000: mean batch inertia: 55483.668576, ewa inertia: 61686.609914
Minibatch iteration 1647/150000: mean batch inertia: 56893.918695, ewa inertia: 61680.216291
Minibatch iteration 1648/150000: mean batch inertia: 59375.845136, ewa inertia: 61677.142177
Minibatch iteration 1649/150000: mean batch inertia: 58479.754923, ewa inertia: 61672.876748
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1650/150000: mean batch inertia: 55069.388696, ewa inertia: 61664.067458
Minibatch iteration 1651/150000: mean batch inertia: 53088.251701, ewa inertia: 61652.627011
Minibatch iteration 1652/150000: mean batch inertia: 59814.713242, ewa inertia: 61650.175168
Minibatch iteration 1653/150000: mean batch inertia: 55614.254650, ewa inertia: 61642.123033
Minibatch iteration 1654/150000: mean batch inertia: 58283.296275, ewa inertia: 61637.642238
Minibatch iteration 1655/150000: mean batch inertia: 53996.689884, ewa inertia: 61627.448933
Minibatch iteration 1656/150000: mean batch inertia: 56838.273281, ewa inertia: 61621.060001
Minibatch iteration 1657/150000: mean batch inertia: 55234.933661, ewa inertia: 61612.540679
Minibatch iteration 1658/150000: mean batch inertia: 56935.150294, ewa inertia: 61606.300872
Minibatch iteration 1659/150000: mean batch inertia: 60034.618688, ewa inertia: 61604.204191
Minibatch iteration 1660/150000: mean batch inertia: 54582.622482, ewa inertia: 61594.837149
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1661/150000: mean batch inertia: 57787.110501, ewa inertia: 61589.757505
Minibatch iteration 1662/150000: mean batch inertia: 57061.686331, ewa inertia: 61583.716895
Minibatch iteration 1663/150000: mean batch inertia: 57674.386435, ewa inertia: 61578.501708
Minibatch iteration 1664/150000: mean batch inertia: 54313.191283, ewa inertia: 61568.809523
Minibatch iteration 1665/150000: mean batch inertia: 52955.479430, ewa inertia: 61557.319031
Minibatch iteration 1666/150000: mean batch inertia: 58349.341021, ewa inertia: 61553.039473
Minibatch iteration 1667/150000: mean batch inertia: 55785.387939, ewa inertia: 61545.345219
Minibatch iteration 1668/150000: mean batch inertia: 59183.880421, ewa inertia: 61542.194940
Minibatch iteration 1669/150000: mean batch inertia: 56015.902584, ewa inertia: 61534.822667
Minibatch iteration 1670/150000: mean batch inertia: 56946.785734, ewa inertia: 61528.702061
Minibatch iteration 1671/150000: mean batch inertia: 55329.469183, ewa inertia: 61520.432062
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1672/150000: mean batch inertia: 59425.874383, ewa inertia: 61517.637847
Minibatch iteration 1673/150000: mean batch inertia: 61614.097591, ewa inertia: 61517.766528
Minibatch iteration 1674/150000: mean batch inertia: 52955.863886, ewa inertia: 61506.344642
Minibatch iteration 1675/150000: mean batch inertia: 59630.902587, ewa inertia: 61503.842735
Minibatch iteration 1676/150000: mean batch inertia: 60245.569974, ewa inertia: 61502.164154
Minibatch iteration 1677/150000: mean batch inertia: 60430.140472, ewa inertia: 61500.734036
Minibatch iteration 1678/150000: mean batch inertia: 57150.091340, ewa inertia: 61494.930122
Minibatch iteration 1679/150000: mean batch inertia: 54617.113632, ewa inertia: 61485.754868
Minibatch iteration 1680/150000: mean batch inertia: 56290.392139, ewa inertia: 61478.824067
Minibatch iteration 1681/150000: mean batch inertia: 50765.194728, ewa inertia: 61464.531701
Minibatch iteration 1682/150000: mean batch inertia: 54411.950055, ewa inertia: 61455.123303
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1683/150000: mean batch inertia: 55691.981479, ewa inertia: 61447.435065
Minibatch iteration 1684/150000: mean batch inertia: 56453.009969, ewa inertia: 61440.772323
Minibatch iteration 1685/150000: mean batch inertia: 53711.838130, ewa inertia: 61430.461647
Minibatch iteration 1686/150000: mean batch inertia: 54928.113149, ewa inertia: 61421.787280
Minibatch iteration 1687/150000: mean batch inertia: 53955.950998, ewa inertia: 61411.827586
Minibatch iteration 1688/150000: mean batch inertia: 58717.102375, ewa inertia: 61408.232726
Minibatch iteration 1689/150000: mean batch inertia: 50782.588369, ewa inertia: 61394.057735
Minibatch iteration 1690/150000: mean batch inertia: 60385.907205, ewa inertia: 61392.712826
Minibatch iteration 1691/150000: mean batch inertia: 55278.130842, ewa inertia: 61384.555754
Minibatch iteration 1692/150000: mean batch inertia: 54776.399557, ewa inertia: 61375.740236
Minibatch iteration 1693/150000: mean batch inertia: 57309.027659, ewa inertia: 61370.315095
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1694/150000: mean batch inertia: 55578.898662, ewa inertia: 61362.589138
Minibatch iteration 1695/150000: mean batch inertia: 56316.581474, ewa inertia: 61355.857582
Minibatch iteration 1696/150000: mean batch inertia: 57023.815384, ewa inertia: 61350.078482
Minibatch iteration 1697/150000: mean batch inertia: 53849.290738, ewa inertia: 61340.072162
Minibatch iteration 1698/150000: mean batch inertia: 60640.420795, ewa inertia: 61339.138802
Minibatch iteration 1699/150000: mean batch inertia: 56055.216133, ewa inertia: 61332.089859
Minibatch iteration 1700/150000: mean batch inertia: 61937.732721, ewa inertia: 61332.897809
Minibatch iteration 1701/150000: mean batch inertia: 59789.846917, ewa inertia: 61330.839323
Minibatch iteration 1702/150000: mean batch inertia: 55705.471153, ewa inertia: 61323.334880
Minibatch iteration 1703/150000: mean batch inertia: 53434.343467, ewa inertia: 61312.810682
Minibatch iteration 1704/150000: mean batch inertia: 55768.928441, ewa inertia: 61305.414944
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1705/150000: mean batch inertia: 56500.169245, ewa inertia: 61299.004574
Minibatch iteration 1706/150000: mean batch inertia: 57375.395225, ewa inertia: 61293.770338
Minibatch iteration 1707/150000: mean batch inertia: 55138.435764, ewa inertia: 61285.558900
Minibatch iteration 1708/150000: mean batch inertia: 59183.758243, ewa inertia: 61282.755023
Minibatch iteration 1709/150000: mean batch inertia: 55986.794374, ewa inertia: 61275.690021
Minibatch iteration 1710/150000: mean batch inertia: 58638.958105, ewa inertia: 61272.172526
Minibatch iteration 1711/150000: mean batch inertia: 56399.635684, ewa inertia: 61265.672387
Minibatch iteration 1712/150000: mean batch inertia: 58761.805900, ewa inertia: 61262.332139
Minibatch iteration 1713/150000: mean batch inertia: 57066.706301, ewa inertia: 61256.735023
Minibatch iteration 1714/150000: mean batch inertia: 57365.637579, ewa inertia: 61251.544160
Minibatch iteration 1715/150000: mean batch inertia: 57311.166936, ewa inertia: 61246.287555
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1716/150000: mean batch inertia: 52747.961326, ewa inertia: 61234.950482
Minibatch iteration 1717/150000: mean batch inertia: 50835.608396, ewa inertia: 61221.077386
Minibatch iteration 1718/150000: mean batch inertia: 58088.553753, ewa inertia: 61216.898487
Minibatch iteration 1719/150000: mean batch inertia: 59883.095087, ewa inertia: 61215.119146
Minibatch iteration 1720/150000: mean batch inertia: 54562.707046, ewa inertia: 61206.244589
Minibatch iteration 1721/150000: mean batch inertia: 54124.881847, ewa inertia: 61196.797797
Minibatch iteration 1722/150000: mean batch inertia: 52927.325085, ewa inertia: 61185.766023
Minibatch iteration 1723/150000: mean batch inertia: 62798.318632, ewa inertia: 61187.917226
Minibatch iteration 1724/150000: mean batch inertia: 58950.881137, ewa inertia: 61184.932939
Minibatch iteration 1725/150000: mean batch inertia: 58937.970469, ewa inertia: 61181.935411
Minibatch iteration 1726/150000: mean batch inertia: 53111.820835, ewa inertia: 61171.169588
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1727/150000: mean batch inertia: 56930.790271, ewa inertia: 61165.512770
Minibatch iteration 1728/150000: mean batch inertia: 55589.756012, ewa inertia: 61158.074510
Minibatch iteration 1729/150000: mean batch inertia: 56025.811863, ewa inertia: 61151.227887
Minibatch iteration 1730/150000: mean batch inertia: 58056.687355, ewa inertia: 61147.099659
Minibatch iteration 1731/150000: mean batch inertia: 58063.207348, ewa inertia: 61142.985636
Minibatch iteration 1732/150000: mean batch inertia: 55213.895980, ewa inertia: 61135.076017
Minibatch iteration 1733/150000: mean batch inertia: 58203.540902, ewa inertia: 61131.165244
Minibatch iteration 1734/150000: mean batch inertia: 60129.443624, ewa inertia: 61129.828911
Minibatch iteration 1735/150000: mean batch inertia: 57934.415142, ewa inertia: 61125.566115
Minibatch iteration 1736/150000: mean batch inertia: 55651.301816, ewa inertia: 61118.263249
Minibatch iteration 1737/150000: mean batch inertia: 55657.959670, ewa inertia: 61110.979008
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1738/150000: mean batch inertia: 57810.787078, ewa inertia: 61106.576434
Minibatch iteration 1739/150000: mean batch inertia: 57672.515192, ewa inertia: 61101.995273
Minibatch iteration 1740/150000: mean batch inertia: 55540.907905, ewa inertia: 61094.576582
Minibatch iteration 1741/150000: mean batch inertia: 55030.385920, ewa inertia: 61086.486734
Minibatch iteration 1742/150000: mean batch inertia: 59411.102531, ewa inertia: 61084.251711
Minibatch iteration 1743/150000: mean batch inertia: 57969.728652, ewa inertia: 61080.096826
Minibatch iteration 1744/150000: mean batch inertia: 59456.666074, ewa inertia: 61077.931111
Minibatch iteration 1745/150000: mean batch inertia: 58761.937342, ewa inertia: 61074.841492
Minibatch iteration 1746/150000: mean batch inertia: 59060.634756, ewa inertia: 61072.154468
Minibatch iteration 1747/150000: mean batch inertia: 53342.578738, ewa inertia: 61061.842936
Minibatch iteration 1748/150000: mean batch inertia: 56973.645741, ewa inertia: 61056.389134
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1749/150000: mean batch inertia: 57009.211688, ewa inertia: 61050.990054
Minibatch iteration 1750/150000: mean batch inertia: 52153.033463, ewa inertia: 61039.119860
Minibatch iteration 1751/150000: mean batch inertia: 59203.427777, ewa inertia: 61036.670981
Minibatch iteration 1752/150000: mean batch inertia: 58880.973676, ewa inertia: 61033.795203
Minibatch iteration 1753/150000: mean batch inertia: 55052.040505, ewa inertia: 61025.815328
Minibatch iteration 1754/150000: mean batch inertia: 58842.434385, ewa inertia: 61022.902619
Minibatch iteration 1755/150000: mean batch inertia: 57208.286683, ewa inertia: 61017.813784
Minibatch iteration 1756/150000: mean batch inertia: 56521.979466, ewa inertia: 61011.816180
Minibatch iteration 1757/150000: mean batch inertia: 61534.958602, ewa inertia: 61012.514071
Minibatch iteration 1758/150000: mean batch inertia: 55827.617720, ewa inertia: 61005.597233
Minibatch iteration 1759/150000: mean batch inertia: 53686.409557, ewa inertia: 60995.833173
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1760/150000: mean batch inertia: 53883.634098, ewa inertia: 60986.345244
Minibatch iteration 1761/150000: mean batch inertia: 54176.772643, ewa inertia: 60977.261030
Minibatch iteration 1762/150000: mean batch inertia: 57582.961800, ewa inertia: 60972.732913
Minibatch iteration 1763/150000: mean batch inertia: 57989.102752, ewa inertia: 60968.752643
Minibatch iteration 1764/150000: mean batch inertia: 53375.821322, ewa inertia: 60958.623400
Minibatch iteration 1765/150000: mean batch inertia: 57945.025017, ewa inertia: 60954.603151
Minibatch iteration 1766/150000: mean batch inertia: 57323.193160, ewa inertia: 60949.758720
Minibatch iteration 1767/150000: mean batch inertia: 59587.608775, ewa inertia: 60947.941563
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Minibatch iteration 1769/150000: mean batch inertia: 62842.924229, ewa inertia: 60947.991506
Minibatch iteration 1770/150000: mean batch inertia: 59361.336517, ewa inertia: 60945.874851
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1771/150000: mean batch inertia: 56817.772074, ewa inertia: 60940.367814
Minibatch iteration 1772/150000: mean batch inertia: 55876.560293, ewa inertia: 60933.612513
Minibatch iteration 1773/150000: mean batch inertia: 55791.443131, ewa inertia: 60926.752674
Minibatch iteration 1774/150000: mean batch inertia: 58364.731903, ewa inertia: 60923.334846
Minibatch iteration 1775/150000: mean batch inertia: 55310.652990, ewa inertia: 60915.847327
Minibatch iteration 1776/150000: mean batch inertia: 56876.183020, ewa inertia: 60910.458270
Minibatch iteration 1777/150000: mean batch inertia: 58324.902331, ewa inertia: 60907.009045
Minibatch iteration 1778/150000: mean batch inertia: 55178.843242, ewa inertia: 60899.367466
Minibatch iteration 1779/150000: mean batch inertia: 57531.276228, ewa inertia: 60894.874311
Minibatch iteration 1780/150000: mean batch inertia: 56740.699900, ewa inertia: 60889.332493
Minibatch iteration 1781/150000: mean batch inertia: 57088.721553, ewa inertia: 60884.262342
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1782/150000: mean batch inertia: 55672.331328, ewa inertia: 60877.309439
Minibatch iteration 1783/150000: mean batch inertia: 58125.845770, ewa inertia: 60873.638887
Minibatch iteration 1784/150000: mean batch inertia: 53986.051576, ewa inertia: 60864.450598
Minibatch iteration 1785/150000: mean batch inertia: 53958.368516, ewa inertia: 60855.237637
Minibatch iteration 1786/150000: mean batch inertia: 58208.825313, ewa inertia: 60851.707228
Minibatch iteration 1787/150000: mean batch inertia: 56277.395542, ewa inertia: 60845.604932
Minibatch iteration 1788/150000: mean batch inertia: 53501.496049, ewa inertia: 60835.807626
Minibatch iteration 1789/150000: mean batch inertia: 58928.978533, ewa inertia: 60833.263848
Minibatch iteration 1790/150000: mean batch inertia: 58858.886427, ewa inertia: 60830.629958
Minibatch iteration 1791/150000: mean batch inertia: 56480.797163, ewa inertia: 60824.827124
Minibatch iteration 1792/150000: mean batch inertia: 51863.693289, ewa inertia: 60812.872650
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1793/150000: mean batch inertia: 58017.314106, ewa inertia: 60809.143274
Minibatch iteration 1794/150000: mean batch inertia: 57870.119840, ewa inertia: 60805.222511
Minibatch iteration 1795/150000: mean batch inertia: 61213.654447, ewa inertia: 60805.767374
Minibatch iteration 1796/150000: mean batch inertia: 59333.004699, ewa inertia: 60803.802656
Minibatch iteration 1797/150000: mean batch inertia: 59376.674439, ewa inertia: 60801.898816
Minibatch iteration 1798/150000: mean batch inertia: 57831.245682, ewa inertia: 60797.935858
Minibatch iteration 1799/150000: mean batch inertia: 53644.055607, ewa inertia: 60788.392324
Minibatch iteration 1800/150000: mean batch inertia: 55380.540834, ewa inertia: 60781.178056
Minibatch iteration 1801/150000: mean batch inertia: 57150.885946, ewa inertia: 60776.335116
Minibatch iteration 1802/150000: mean batch inertia: 57352.031571, ewa inertia: 60771.766972
Minibatch iteration 1803/150000: mean batch inertia: 59391.818050, ewa inertia: 60769.926071
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1804/150000: mean batch inertia: 59801.652718, ewa inertia: 60768.634359
Minibatch iteration 1805/150000: mean batch inertia: 58470.574436, ewa inertia: 60765.568665
Minibatch iteration 1806/150000: mean batch inertia: 59797.240446, ewa inertia: 60764.276880
Minibatch iteration 1807/150000: mean batch inertia: 59835.714795, ewa inertia: 60763.038145
Minibatch iteration 1808/150000: mean batch inertia: 57125.384325, ewa inertia: 60758.185384
Minibatch iteration 1809/150000: mean batch inertia: 57385.736413, ewa inertia: 60753.686416
Minibatch iteration 1810/150000: mean batch inertia: 61179.340926, ewa inertia: 60754.254254
Minibatch iteration 1811/150000: mean batch inertia: 55268.482222, ewa inertia: 60746.936038
Minibatch iteration 1812/150000: mean batch inertia: 56134.511250, ewa inertia: 60740.782897
Minibatch iteration 1813/150000: mean batch inertia: 57602.054989, ewa inertia: 60736.595721
Minibatch iteration 1814/150000: mean batch inertia: 59680.816374, ewa inertia: 60735.187274
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1815/150000: mean batch inertia: 56384.725467, ewa inertia: 60729.383601
Minibatch iteration 1816/150000: mean batch inertia: 56421.420210, ewa inertia: 60723.636624
Minibatch iteration 1817/150000: mean batch inertia: 56366.559057, ewa inertia: 60717.824126
Minibatch iteration 1818/150000: mean batch inertia: 54086.714685, ewa inertia: 60708.977987
Minibatch iteration 1819/150000: mean batch inertia: 58607.520368, ewa inertia: 60706.174567
Minibatch iteration 1820/150000: mean batch inertia: 57479.182302, ewa inertia: 60701.869644
Minibatch iteration 1821/150000: mean batch inertia: 56822.850780, ewa inertia: 60696.694893
Minibatch iteration 1822/150000: mean batch inertia: 56011.836766, ewa inertia: 60690.445124
Minibatch iteration 1823/150000: mean batch inertia: 59083.245116, ewa inertia: 60688.301062
Minibatch iteration 1824/150000: mean batch inertia: 55609.690964, ewa inertia: 60681.526013
Minibatch iteration 1825/150000: mean batch inertia: 54106.938302, ewa inertia: 60672.755277
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1826/150000: mean batch inertia: 55494.731301, ewa inertia: 60665.847607
Minibatch iteration 1827/150000: mean batch inertia: 60539.422287, ewa inertia: 60665.678951
Minibatch iteration 1828/150000: mean batch inertia: 54423.352312, ewa inertia: 60657.351463
Minibatch iteration 1829/150000: mean batch inertia: 56090.688830, ewa inertia: 60651.259371
Minibatch iteration 1830/150000: mean batch inertia: 57795.733853, ewa inertia: 60647.449998
Minibatch iteration 1831/150000: mean batch inertia: 63425.648145, ewa inertia: 60651.156214
Minibatch iteration 1832/150000: mean batch inertia: 59398.303042, ewa inertia: 60649.484862
Minibatch iteration 1833/150000: mean batch inertia: 55333.243009, ewa inertia: 60642.392805
Minibatch iteration 1834/150000: mean batch inertia: 61221.601267, ewa inertia: 60643.165490
Minibatch iteration 1835/150000: mean batch inertia: 54829.913763, ewa inertia: 60635.410403
Minibatch iteration 1836/150000: mean batch inertia: 54998.878097, ewa inertia: 60627.891067
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1837/150000: mean batch inertia: 59510.022136, ewa inertia: 60626.399789
Minibatch iteration 1838/150000: mean batch inertia: 58137.116603, ewa inertia: 60623.078996
Minibatch iteration 1839/150000: mean batch inertia: 60528.437475, ewa inertia: 60622.952741
Minibatch iteration 1840/150000: mean batch inertia: 60619.674041, ewa inertia: 60622.948367
Minibatch iteration 1841/150000: mean batch inertia: 57203.045494, ewa inertia: 60618.386094
Minibatch iteration 1842/150000: mean batch inertia: 58041.233048, ewa inertia: 60614.948079
Minibatch iteration 1843/150000: mean batch inertia: 59729.936592, ewa inertia: 60613.767442
Minibatch iteration 1844/150000: mean batch inertia: 60697.435371, ewa inertia: 60613.879058
Minibatch iteration 1845/150000: mean batch inertia: 59741.069605, ewa inertia: 60612.714699
Minibatch iteration 1846/150000: mean batch inertia: 57239.454828, ewa inertia: 60608.214649
Minibatch iteration 1847/150000: mean batch inertia: 57517.317886, ewa inertia: 60604.091281
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1848/150000: mean batch inertia: 56947.652288, ewa inertia: 60599.213460
Minibatch iteration 1849/150000: mean batch inertia: 58830.836115, ewa inertia: 60596.854382
Minibatch iteration 1850/150000: mean batch inertia: 58673.151350, ewa inertia: 60594.288093
Minibatch iteration 1851/150000: mean batch inertia: 57344.861873, ewa inertia: 60589.953241
Minibatch iteration 1852/150000: mean batch inertia: 58326.336047, ewa inertia: 60586.933495
Minibatch iteration 1853/150000: mean batch inertia: 56204.775889, ewa inertia: 60581.087539
Minibatch iteration 1854/150000: mean batch inertia: 56768.945246, ewa inertia: 60576.002004
Minibatch iteration 1855/150000: mean batch inertia: 55582.824528, ewa inertia: 60569.340926
Minibatch iteration 1856/150000: mean batch inertia: 58131.111222, ewa inertia: 60566.088240
Minibatch iteration 1857/150000: mean batch inertia: 58175.774892, ewa inertia: 60562.899476
Minibatch iteration 1858/150000: mean batch inertia: 57571.694492, ewa inertia: 60558.909101
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1859/150000: mean batch inertia: 59326.771004, ewa inertia: 60557.265385
Minibatch iteration 1860/150000: mean batch inertia: 55026.446759, ewa inertia: 60549.887074
Minibatch iteration 1861/150000: mean batch inertia: 58471.868433, ewa inertia: 60547.114922
Minibatch iteration 1862/150000: mean batch inertia: 54137.906512, ewa inertia: 60538.564808
Minibatch iteration 1863/150000: mean batch inertia: 62490.820221, ewa inertia: 60541.169187
Minibatch iteration 1864/150000: mean batch inertia: 55277.318930, ewa inertia: 60534.147022
Minibatch iteration 1865/150000: mean batch inertia: 57170.893207, ewa inertia: 60529.660320
Minibatch iteration 1866/150000: mean batch inertia: 56223.048464, ewa inertia: 60523.915145
Minibatch iteration 1867/150000: mean batch inertia: 61834.187635, ewa inertia: 60525.663096
Minibatch iteration 1868/150000: mean batch inertia: 58105.299854, ewa inertia: 60522.434244
Minibatch iteration 1869/150000: mean batch inertia: 56472.387251, ewa inertia: 60517.031336
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1870/150000: mean batch inertia: 53436.088801, ewa inertia: 60507.585105
Minibatch iteration 1871/150000: mean batch inertia: 58159.213672, ewa inertia: 60504.452293
Minibatch iteration 1872/150000: mean batch inertia: 55504.281644, ewa inertia: 60497.781885
Minibatch iteration 1873/150000: mean batch inertia: 53782.182533, ewa inertia: 60488.823035
Minibatch iteration 1874/150000: mean batch inertia: 58689.381240, ewa inertia: 60486.422515
Minibatch iteration 1875/150000: mean batch inertia: 55316.084782, ewa inertia: 60479.525098
Minibatch iteration 1876/150000: mean batch inertia: 53422.338671, ewa inertia: 60470.110558
Minibatch iteration 1877/150000: mean batch inertia: 54592.597235, ewa inertia: 60462.269744
Minibatch iteration 1878/150000: mean batch inertia: 56603.720464, ewa inertia: 60457.122301
Minibatch iteration 1879/150000: mean batch inertia: 59786.973392, ewa inertia: 60456.228298
Minibatch iteration 1880/150000: mean batch inertia: 57466.940758, ewa inertia: 60452.240481
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1881/150000: mean batch inertia: 57627.653461, ewa inertia: 60448.472381
Minibatch iteration 1882/150000: mean batch inertia: 57630.148377, ewa inertia: 60444.712635
Minibatch iteration 1883/150000: mean batch inertia: 59563.271559, ewa inertia: 60443.536761
Minibatch iteration 1884/150000: mean batch inertia: 56019.157847, ewa inertia: 60437.634481
Minibatch iteration 1885/150000: mean batch inertia: 57891.673630, ewa inertia: 60434.238077
Minibatch iteration 1886/150000: mean batch inertia: 52912.110843, ewa inertia: 60424.203289
Minibatch iteration 1887/150000: mean batch inertia: 59360.670921, ewa inertia: 60422.784499
Minibatch iteration 1888/150000: mean batch inertia: 57153.256928, ewa inertia: 60418.422832
Minibatch iteration 1889/150000: mean batch inertia: 53463.262027, ewa inertia: 60409.144397
Minibatch iteration 1890/150000: mean batch inertia: 51561.022720, ewa inertia: 60397.340685
Minibatch iteration 1891/150000: mean batch inertia: 59262.667292, ewa inertia: 60395.826990
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1892/150000: mean batch inertia: 55880.021636, ewa inertia: 60389.802744
Minibatch iteration 1893/150000: mean batch inertia: 58660.077610, ewa inertia: 60387.495228
Minibatch iteration 1894/150000: mean batch inertia: 51792.557806, ewa inertia: 60376.029273
Minibatch iteration 1895/150000: mean batch inertia: 53695.155496, ewa inertia: 60367.116747
Minibatch iteration 1896/150000: mean batch inertia: 56338.907966, ewa inertia: 60361.742972
Minibatch iteration 1897/150000: mean batch inertia: 49191.307323, ewa inertia: 60346.841209
Minibatch iteration 1898/150000: mean batch inertia: 55231.573715, ewa inertia: 60340.017259
Minibatch iteration 1899/150000: mean batch inertia: 58852.848245, ewa inertia: 60338.033322
Minibatch iteration 1900/150000: mean batch inertia: 59871.214583, ewa inertia: 60337.410569
Minibatch iteration 1901/150000: mean batch inertia: 56046.276940, ewa inertia: 60331.686043
Minibatch iteration 1902/150000: mean batch inertia: 57212.339354, ewa inertia: 60327.524722
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1903/150000: mean batch inertia: 50576.105561, ewa inertia: 60314.515978
Minibatch iteration 1904/150000: mean batch inertia: 59765.740103, ewa inertia: 60313.783892
Minibatch iteration 1905/150000: mean batch inertia: 59086.234447, ewa inertia: 60312.146297
Minibatch iteration 1906/150000: mean batch inertia: 54536.686508, ewa inertia: 60304.441626
Minibatch iteration 1907/150000: mean batch inertia: 54494.575780, ewa inertia: 60296.691056
Minibatch iteration 1908/150000: mean batch inertia: 59027.449245, ewa inertia: 60294.997842
Minibatch iteration 1909/150000: mean batch inertia: 61641.138221, ewa inertia: 60296.793642
Minibatch iteration 1910/150000: mean batch inertia: 57075.812845, ewa inertia: 60292.496737
Minibatch iteration 1911/150000: mean batch inertia: 57804.183561, ewa inertia: 60289.177238
Minibatch iteration 1912/150000: mean batch inertia: 57830.377909, ewa inertia: 60285.897112
Minibatch iteration 1913/150000: mean batch inertia: 56812.510670, ewa inertia: 60281.263489
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1914/150000: mean batch inertia: 58145.135188, ewa inertia: 60278.413817
Minibatch iteration 1915/150000: mean batch inertia: 58325.049549, ewa inertia: 60275.807959
Minibatch iteration 1916/150000: mean batch inertia: 57318.961674, ewa inertia: 60271.863420
Minibatch iteration 1917/150000: mean batch inertia: 59293.820231, ewa inertia: 60270.558675
Minibatch iteration 1918/150000: mean batch inertia: 54196.942657, ewa inertia: 60262.456253
Minibatch iteration 1919/150000: mean batch inertia: 54601.560891, ewa inertia: 60254.904416
Minibatch iteration 1920/150000: mean batch inertia: 61481.795522, ewa inertia: 60256.541132
Minibatch iteration 1921/150000: mean batch inertia: 59768.516799, ewa inertia: 60255.890090
Minibatch iteration 1922/150000: mean batch inertia: 59479.290709, ewa inertia: 60254.854079
Minibatch iteration 1923/150000: mean batch inertia: 56833.368958, ewa inertia: 60250.289695
Minibatch iteration 1924/150000: mean batch inertia: 50703.814602, ewa inertia: 60237.554354
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1925/150000: mean batch inertia: 55436.864698, ewa inertia: 60231.150062
Minibatch iteration 1926/150000: mean batch inertia: 54453.313944, ewa inertia: 60223.442221
Minibatch iteration 1927/150000: mean batch inertia: 55553.184280, ewa inertia: 60217.211929
Minibatch iteration 1928/150000: mean batch inertia: 59390.154271, ewa inertia: 60216.108604
Minibatch iteration 1929/150000: mean batch inertia: 55386.371417, ewa inertia: 60209.665561
Minibatch iteration 1930/150000: mean batch inertia: 57060.232605, ewa inertia: 60205.464105
Minibatch iteration 1931/150000: mean batch inertia: 56683.939222, ewa inertia: 60200.766264
Minibatch iteration 1932/150000: mean batch inertia: 55259.593648, ewa inertia: 60194.174562
Minibatch iteration 1933/150000: mean batch inertia: 58121.143733, ewa inertia: 60191.409065
Minibatch iteration 1934/150000: mean batch inertia: 56253.722593, ewa inertia: 60186.156049
Minibatch iteration 1935/150000: mean batch inertia: 57208.258632, ewa inertia: 60182.183427
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1936/150000: mean batch inertia: 55533.935136, ewa inertia: 60175.982497
Minibatch iteration 1937/150000: mean batch inertia: 56703.482670, ewa inertia: 60171.350057
Minibatch iteration 1938/150000: mean batch inertia: 58109.046531, ewa inertia: 60168.598870
Minibatch iteration 1939/150000: mean batch inertia: 60099.290601, ewa inertia: 60168.506411
Minibatch iteration 1940/150000: mean batch inertia: 57041.935116, ewa inertia: 60164.335452
Minibatch iteration 1941/150000: mean batch inertia: 51355.255593, ewa inertia: 60152.583823
Minibatch iteration 1942/150000: mean batch inertia: 60650.231920, ewa inertia: 60153.247704
Minibatch iteration 1943/150000: mean batch inertia: 56831.833512, ewa inertia: 60148.816818
Minibatch iteration 1944/150000: mean batch inertia: 55999.940865, ewa inertia: 60143.282068
Minibatch iteration 1945/150000: mean batch inertia: 57059.758014, ewa inertia: 60139.168536
Minibatch iteration 1946/150000: mean batch inertia: 54907.143374, ewa inertia: 60132.188827
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1947/150000: mean batch inertia: 55883.464254, ewa inertia: 60126.520876
Minibatch iteration 1948/150000: mean batch inertia: 54834.580634, ewa inertia: 60119.461237
Minibatch iteration 1949/150000: mean batch inertia: 54414.361614, ewa inertia: 60111.850429
Minibatch iteration 1950/150000: mean batch inertia: 52582.547850, ewa inertia: 60101.806069
Minibatch iteration 1951/150000: mean batch inertia: 61185.295658, ewa inertia: 60103.251483
Minibatch iteration 1952/150000: mean batch inertia: 58590.502855, ewa inertia: 60101.233422
Minibatch iteration 1953/150000: mean batch inertia: 58972.348733, ewa inertia: 60099.727450
Minibatch iteration 1954/150000: mean batch inertia: 57209.236162, ewa inertia: 60095.871430
Minibatch iteration 1955/150000: mean batch inertia: 55529.396481, ewa inertia: 60089.779589
Minibatch iteration 1956/150000: mean batch inertia: 53945.085435, ewa inertia: 60081.582346
Minibatch iteration 1957/150000: mean batch inertia: 56794.487750, ewa inertia: 60077.197244
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1958/150000: mean batch inertia: 53411.624597, ewa inertia: 60068.305130
Minibatch iteration 1959/150000: mean batch inertia: 59769.453776, ewa inertia: 60067.906452
Minibatch iteration 1960/150000: mean batch inertia: 56146.150146, ewa inertia: 60062.674688
Minibatch iteration 1961/150000: mean batch inertia: 55515.261952, ewa inertia: 60056.608276
Minibatch iteration 1962/150000: mean batch inertia: 59976.921127, ewa inertia: 60056.501971
Minibatch iteration 1963/150000: mean batch inertia: 60673.377294, ewa inertia: 60057.324904
Minibatch iteration 1964/150000: mean batch inertia: 57213.191318, ewa inertia: 60053.530728
Minibatch iteration 1965/150000: mean batch inertia: 56592.957702, ewa inertia: 60048.914199
Minibatch iteration 1966/150000: mean batch inertia: 56623.545506, ewa inertia: 60044.344634
Minibatch iteration 1967/150000: mean batch inertia: 57976.889093, ewa inertia: 60041.586574
Minibatch iteration 1968/150000: mean batch inertia: 54656.077994, ewa inertia: 60034.402113
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1969/150000: mean batch inertia: 57109.943623, ewa inertia: 60030.500780
Minibatch iteration 1970/150000: mean batch inertia: 57433.892469, ewa inertia: 60027.036811
Minibatch iteration 1971/150000: mean batch inertia: 59583.555609, ewa inertia: 60026.445191
Minibatch iteration 1972/150000: mean batch inertia: 57696.181971, ewa inertia: 60023.336536
Minibatch iteration 1973/150000: mean batch inertia: 54154.194278, ewa inertia: 60015.506890
Minibatch iteration 1974/150000: mean batch inertia: 56060.385336, ewa inertia: 60010.230616
Minibatch iteration 1975/150000: mean batch inertia: 59642.991834, ewa inertia: 60009.740706
Minibatch iteration 1976/150000: mean batch inertia: 57650.596695, ewa inertia: 60006.593523
Minibatch iteration 1977/150000: mean batch inertia: 60649.960242, ewa inertia: 60007.451797
Minibatch iteration 1978/150000: mean batch inertia: 59274.436475, ewa inertia: 60006.473928
Minibatch iteration 1979/150000: mean batch inertia: 54394.085232, ewa inertia: 59998.986800
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1980/150000: mean batch inertia: 58392.802831, ewa inertia: 59996.844093
Minibatch iteration 1981/150000: mean batch inertia: 59022.374380, ewa inertia: 59995.544116
Minibatch iteration 1982/150000: mean batch inertia: 59177.274338, ewa inertia: 59994.452514
Minibatch iteration 1983/150000: mean batch inertia: 59388.408810, ewa inertia: 59993.644030
Minibatch iteration 1984/150000: mean batch inertia: 53216.279388, ewa inertia: 59984.602782
Minibatch iteration 1985/150000: mean batch inertia: 58446.518211, ewa inertia: 59982.550922
Minibatch iteration 1986/150000: mean batch inertia: 53912.453956, ewa inertia: 59974.453195
Minibatch iteration 1987/150000: mean batch inertia: 54554.072422, ewa inertia: 59967.222212
Minibatch iteration 1988/150000: mean batch inertia: 53722.474636, ewa inertia: 59958.891495
Minibatch iteration 1989/150000: mean batch inertia: 58705.478383, ewa inertia: 59957.219396
Minibatch iteration 1990/150000: mean batch inertia: 57490.454527, ewa inertia: 59953.928643
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 1991/150000: mean batch inertia: 58048.406713, ewa inertia: 59951.386609
Minibatch iteration 1992/150000: mean batch inertia: 60242.513048, ewa inertia: 59951.774982
Minibatch iteration 1993/150000: mean batch inertia: 53626.758096, ewa inertia: 59943.337182
Minibatch iteration 1994/150000: mean batch inertia: 54582.929898, ewa inertia: 59936.186206
Minibatch iteration 1995/150000: mean batch inertia: 58425.957613, ewa inertia: 59934.171507
Minibatch iteration 1996/150000: mean batch inertia: 56898.272850, ewa inertia: 59930.121509
Minibatch iteration 1997/150000: mean batch inertia: 57064.151623, ewa inertia: 59926.298202
Minibatch iteration 1998/150000: mean batch inertia: 54137.326272, ewa inertia: 59918.575506
Minibatch iteration 1999/150000: mean batch inertia: 56079.528655, ewa inertia: 59913.454079
Minibatch iteration 2000/150000: mean batch inertia: 57395.128067, ewa inertia: 59910.094542
Minibatch iteration 2001/150000: mean batch inertia: 56440.029856, ewa inertia: 59905.465351
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2002/150000: mean batch inertia: 58659.858725, ewa inertia: 59903.803667
Minibatch iteration 2003/150000: mean batch inertia: 59481.656455, ewa inertia: 59903.240508
Minibatch iteration 2004/150000: mean batch inertia: 59391.075204, ewa inertia: 59902.557261
Minibatch iteration 2005/150000: mean batch inertia: 57301.012442, ewa inertia: 59899.086706
Minibatch iteration 2006/150000: mean batch inertia: 57979.125087, ewa inertia: 59896.525409
Minibatch iteration 2007/150000: mean batch inertia: 55774.917051, ewa inertia: 59891.027035
Minibatch iteration 2008/150000: mean batch inertia: 58137.621171, ewa inertia: 59888.687929
Minibatch iteration 2009/150000: mean batch inertia: 55388.301792, ewa inertia: 59882.684252
Minibatch iteration 2010/150000: mean batch inertia: 56969.926034, ewa inertia: 59878.798528
Minibatch iteration 2011/150000: mean batch inertia: 52312.459915, ewa inertia: 59868.704760
Minibatch iteration 2012/150000: mean batch inertia: 54930.641962, ewa inertia: 59862.117207
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2013/150000: mean batch inertia: 62305.969529, ewa inertia: 59865.377394
Minibatch iteration 2014/150000: mean batch inertia: 54919.292334, ewa inertia: 59858.779139
Minibatch iteration 2015/150000: mean batch inertia: 58717.454792, ewa inertia: 59857.256571
Minibatch iteration 2016/150000: mean batch inertia: 55191.345084, ewa inertia: 59851.032077
Minibatch iteration 2017/150000: mean batch inertia: 57248.746519, ewa inertia: 59847.560535
Minibatch iteration 2018/150000: mean batch inertia: 55562.182808, ewa inertia: 59841.843687
Minibatch iteration 2019/150000: mean batch inertia: 54269.644065, ewa inertia: 59834.410173
Minibatch iteration 2020/150000: mean batch inertia: 56330.938864, ewa inertia: 59829.736416
Minibatch iteration 2021/150000: mean batch inertia: 54656.800226, ewa inertia: 59822.835533
Minibatch iteration 2022/150000: mean batch inertia: 57233.748984, ewa inertia: 59819.381599
Minibatch iteration 2023/150000: mean batch inertia: 53661.938544, ewa inertia: 59811.167349
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2024/150000: mean batch inertia: 54932.419505, ewa inertia: 59804.658924
Minibatch iteration 2025/150000: mean batch inertia: 54798.716368, ewa inertia: 59797.980817
Minibatch iteration 2026/150000: mean batch inertia: 57943.080333, ewa inertia: 59795.506313
Minibatch iteration 2027/150000: mean batch inertia: 54045.552088, ewa inertia: 59787.835667
Minibatch iteration 2028/150000: mean batch inertia: 58668.142977, ewa inertia: 59786.341957
Minibatch iteration 2029/150000: mean batch inertia: 55695.820347, ewa inertia: 59780.885054
Minibatch iteration 2030/150000: mean batch inertia: 54191.258613, ewa inertia: 59773.428292
Minibatch iteration 2031/150000: mean batch inertia: 55569.412754, ewa inertia: 59767.819984
Minibatch iteration 2032/150000: mean batch inertia: 56337.909166, ewa inertia: 59763.244360
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Minibatch iteration 2034/150000: mean batch inertia: 58182.661482, ewa inertia: 59757.049924
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2036/150000: mean batch inertia: 57453.758529, ewa inertia: 59750.597852
Minibatch iteration 2037/150000: mean batch inertia: 54602.869784, ewa inertia: 59743.730598
Minibatch iteration 2038/150000: mean batch inertia: 59413.196945, ewa inertia: 59743.289654
Minibatch iteration 2039/150000: mean batch inertia: 54999.723227, ewa inertia: 59736.961566
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Minibatch iteration 2041/150000: mean batch inertia: 55661.553964, ewa inertia: 59728.263259
Minibatch iteration 2042/150000: mean batch inertia: 56133.122317, ewa inertia: 59723.467212
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Minibatch iteration 2044/150000: mean batch inertia: 54599.932180, ewa inertia: 59712.059941
Minibatch iteration 2045/150000: mean batch inertia: 53381.735958, ewa inertia: 59703.615062
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2046/150000: mean batch inertia: 56515.040921, ewa inertia: 59699.361389
Minibatch iteration 2047/150000: mean batch inertia: 54351.149484, ewa inertia: 59692.226683
Minibatch iteration 2048/150000: mean batch inertia: 57352.201634, ewa inertia: 59689.105005
Minibatch iteration 2049/150000: mean batch inertia: 59746.878926, ewa inertia: 59689.182078
Minibatch iteration 2050/150000: mean batch inertia: 55548.863363, ewa inertia: 59683.658744
Minibatch iteration 2051/150000: mean batch inertia: 52944.669153, ewa inertia: 59674.668689
Minibatch iteration 2052/150000: mean batch inertia: 58370.250074, ewa inertia: 59672.928548
Minibatch iteration 2053/150000: mean batch inertia: 56757.410042, ewa inertia: 59669.039142
Minibatch iteration 2054/150000: mean batch inertia: 55115.468239, ewa inertia: 59662.964515
Minibatch iteration 2055/150000: mean batch inertia: 55111.578868, ewa inertia: 59656.892803
Minibatch iteration 2056/150000: mean batch inertia: 58742.127727, ewa inertia: 59655.672473
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2057/150000: mean batch inertia: 56946.608195, ewa inertia: 59652.058484
Minibatch iteration 2058/150000: mean batch inertia: 58451.226041, ewa inertia: 59650.456530
Minibatch iteration 2059/150000: mean batch inertia: 54781.960803, ewa inertia: 59643.961782
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Minibatch iteration 2061/150000: mean batch inertia: 57759.490736, ewa inertia: 59637.398171
Minibatch iteration 2062/150000: mean batch inertia: 58672.173092, ewa inertia: 59636.110526
Minibatch iteration 2063/150000: mean batch inertia: 56919.428908, ewa inertia: 59632.486375
Minibatch iteration 2064/150000: mean batch inertia: 57811.672137, ewa inertia: 59630.057343
Minibatch iteration 2065/150000: mean batch inertia: 54103.124299, ewa inertia: 59622.684216
Minibatch iteration 2066/150000: mean batch inertia: 59379.655344, ewa inertia: 59622.360007
Minibatch iteration 2067/150000: mean batch inertia: 54850.561334, ewa inertia: 59615.994256
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2068/150000: mean batch inertia: 61016.257319, ewa inertia: 59617.862257
Minibatch iteration 2069/150000: mean batch inertia: 57027.906524, ewa inertia: 59614.407163
Minibatch iteration 2070/150000: mean batch inertia: 59658.834476, ewa inertia: 59614.466431
Minibatch iteration 2071/150000: mean batch inertia: 60109.237304, ewa inertia: 59615.126473
Minibatch iteration 2072/150000: mean batch inertia: 60256.275518, ewa inertia: 59615.981789
Minibatch iteration 2073/150000: mean batch inertia: 56347.431813, ewa inertia: 59611.621426
Minibatch iteration 2074/150000: mean batch inertia: 59228.406244, ewa inertia: 59611.110203
Minibatch iteration 2075/150000: mean batch inertia: 59209.998315, ewa inertia: 59610.575105
Minibatch iteration 2076/150000: mean batch inertia: 55829.429507, ewa inertia: 59605.530921
Minibatch iteration 2077/150000: mean batch inertia: 54143.562838, ewa inertia: 59598.244460
Minibatch iteration 2078/150000: mean batch inertia: 56300.515646, ewa inertia: 59593.845171
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2079/150000: mean batch inertia: 54664.235868, ewa inertia: 59587.268895
Minibatch iteration 2080/150000: mean batch inertia: 52479.934874, ewa inertia: 59577.787456
Minibatch iteration 2081/150000: mean batch inertia: 53986.299936, ewa inertia: 59570.328211
Minibatch iteration 2082/150000: mean batch inertia: 56775.545449, ewa inertia: 59566.599870
Minibatch iteration 2083/150000: mean batch inertia: 54199.326001, ewa inertia: 59559.439734
Minibatch iteration 2084/150000: mean batch inertia: 53279.358517, ewa inertia: 59551.061880
Minibatch iteration 2085/150000: mean batch inertia: 54629.564267, ewa inertia: 59544.496425
Minibatch iteration 2086/150000: mean batch inertia: 54922.413712, ewa inertia: 59538.330401
Minibatch iteration 2087/150000: mean batch inertia: 54907.036003, ewa inertia: 59532.152088
Minibatch iteration 2088/150000: mean batch inertia: 52591.096275, ewa inertia: 59522.892470
Minibatch iteration 2089/150000: mean batch inertia: 56643.696279, ewa inertia: 59519.051519
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2090/150000: mean batch inertia: 55663.821928, ewa inertia: 59513.908504
Minibatch iteration 2091/150000: mean batch inertia: 56440.750757, ewa inertia: 59509.808801
Minibatch iteration 2092/150000: mean batch inertia: 55374.477738, ewa inertia: 59504.292121
Minibatch iteration 2093/150000: mean batch inertia: 56084.937654, ewa inertia: 59499.730579
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Minibatch iteration 2095/150000: mean batch inertia: 57252.131927, ewa inertia: 59495.992173
Minibatch iteration 2096/150000: mean batch inertia: 57297.139919, ewa inertia: 59493.058825
Minibatch iteration 2097/150000: mean batch inertia: 54202.085079, ewa inertia: 59486.000476
Minibatch iteration 2098/150000: mean batch inertia: 56259.747575, ewa inertia: 59481.696539
Minibatch iteration 2099/150000: mean batch inertia: 59112.714244, ewa inertia: 59481.204303
Minibatch iteration 2100/150000: mean batch inertia: 57854.331652, ewa inertia: 59479.033997
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2101/150000: mean batch inertia: 56093.903652, ewa inertia: 59474.518111
Minibatch iteration 2102/150000: mean batch inertia: 58807.367055, ewa inertia: 59473.628108
Minibatch iteration 2103/150000: mean batch inertia: 52741.855480, ewa inertia: 59464.647681
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Minibatch iteration 2108/150000: mean batch inertia: 55840.455052, ewa inertia: 59436.891380
Minibatch iteration 2109/150000: mean batch inertia: 57592.771261, ewa inertia: 59434.431258
Minibatch iteration 2110/150000: mean batch inertia: 60330.283139, ewa inertia: 59435.626356
Minibatch iteration 2111/150000: mean batch inertia: 56067.196652, ewa inertia: 59431.132750
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2112/150000: mean batch inertia: 58579.460952, ewa inertia: 59429.996589
Minibatch iteration 2113/150000: mean batch inertia: 52914.558430, ewa inertia: 59421.304761
Minibatch iteration 2114/150000: mean batch inertia: 55357.515140, ewa inertia: 59415.883519
Minibatch iteration 2115/150000: mean batch inertia: 59708.749462, ewa inertia: 59416.274213
Minibatch iteration 2116/150000: mean batch inertia: 60132.078724, ewa inertia: 59417.229122
Minibatch iteration 2117/150000: mean batch inertia: 54538.033999, ewa inertia: 59410.720100
Minibatch iteration 2118/150000: mean batch inertia: 58282.141004, ewa inertia: 59409.214535
Minibatch iteration 2119/150000: mean batch inertia: 54848.040154, ewa inertia: 59403.129765
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Minibatch iteration 2121/150000: mean batch inertia: 57900.566347, ewa inertia: 59396.175641
Minibatch iteration 2122/150000: mean batch inertia: 55638.965313, ewa inertia: 59391.163388
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2123/150000: mean batch inertia: 57830.814563, ewa inertia: 59389.081826
Minibatch iteration 2124/150000: mean batch inertia: 58254.015033, ewa inertia: 59387.567606
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Minibatch iteration 2127/150000: mean batch inertia: 56550.325441, ewa inertia: 59375.162395
Minibatch iteration 2128/150000: mean batch inertia: 58539.302038, ewa inertia: 59374.047328
Minibatch iteration 2129/150000: mean batch inertia: 55652.038412, ewa inertia: 59369.082034
Minibatch iteration 2130/150000: mean batch inertia: 56178.122258, ewa inertia: 59364.825179
Minibatch iteration 2131/150000: mean batch inertia: 56095.298281, ewa inertia: 59360.463513
Minibatch iteration 2132/150000: mean batch inertia: 56038.732877, ewa inertia: 59356.032205
Minibatch iteration 2133/150000: mean batch inertia: 60590.701534, ewa inertia: 59357.679298
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2134/150000: mean batch inertia: 51843.689538, ewa inertia: 59347.655366
Minibatch iteration 2135/150000: mean batch inertia: 56647.176416, ewa inertia: 59344.052830
Minibatch iteration 2136/150000: mean batch inertia: 51875.142512, ewa inertia: 59334.089035
Minibatch iteration 2137/150000: mean batch inertia: 56731.052109, ewa inertia: 59330.616490
Minibatch iteration 2138/150000: mean batch inertia: 56769.424452, ewa inertia: 59327.199768
Minibatch iteration 2139/150000: mean batch inertia: 58177.992650, ewa inertia: 59325.666684
Minibatch iteration 2140/150000: mean batch inertia: 56389.713101, ewa inertia: 59321.750017
Minibatch iteration 2141/150000: mean batch inertia: 55453.324840, ewa inertia: 59316.589399
Minibatch iteration 2142/150000: mean batch inertia: 57559.427036, ewa inertia: 59314.245281
Minibatch iteration 2143/150000: mean batch inertia: 56186.046783, ewa inertia: 59310.072152
Minibatch iteration 2144/150000: mean batch inertia: 59216.697032, ewa inertia: 59309.947586
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2145/150000: mean batch inertia: 56889.847183, ewa inertia: 59306.719085
Minibatch iteration 2146/150000: mean batch inertia: 56374.172738, ewa inertia: 59302.806963
Minibatch iteration 2147/150000: mean batch inertia: 55627.438526, ewa inertia: 59297.903890
Minibatch iteration 2148/150000: mean batch inertia: 54364.572583, ewa inertia: 59291.322648
Minibatch iteration 2149/150000: mean batch inertia: 56323.260621, ewa inertia: 59287.363147
Minibatch iteration 2150/150000: mean batch inertia: 57529.476217, ewa inertia: 59285.018063
Minibatch iteration 2151/150000: mean batch inertia: 57581.680325, ewa inertia: 59282.745749
Minibatch iteration 2152/150000: mean batch inertia: 58960.398266, ewa inertia: 59282.315726
Minibatch iteration 2153/150000: mean batch inertia: 57767.431116, ewa inertia: 59280.294815
Minibatch iteration 2154/150000: mean batch inertia: 55531.825991, ewa inertia: 59275.294223
Minibatch iteration 2155/150000: mean batch inertia: 54313.690483, ewa inertia: 59268.675266
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2156/150000: mean batch inertia: 57121.462634, ewa inertia: 59265.810807
Minibatch iteration 2157/150000: mean batch inertia: 57120.175804, ewa inertia: 59262.948453
Minibatch iteration 2158/150000: mean batch inertia: 57981.918137, ewa inertia: 59261.239512
Minibatch iteration 2159/150000: mean batch inertia: 56871.323792, ewa inertia: 59258.051279
Minibatch iteration 2160/150000: mean batch inertia: 59997.254268, ewa inertia: 59259.037402
Minibatch iteration 2161/150000: mean batch inertia: 53742.629342, ewa inertia: 59251.678316
Minibatch iteration 2162/150000: mean batch inertia: 53555.367511, ewa inertia: 59244.079232
Minibatch iteration 2163/150000: mean batch inertia: 56824.424742, ewa inertia: 59240.851326
Minibatch iteration 2164/150000: mean batch inertia: 54332.848244, ewa inertia: 59234.303874
Minibatch iteration 2165/150000: mean batch inertia: 58974.274617, ewa inertia: 59233.956985
Minibatch iteration 2166/150000: mean batch inertia: 56792.485009, ewa inertia: 59230.699974
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2167/150000: mean batch inertia: 52752.173446, ewa inertia: 59222.057387
Minibatch iteration 2168/150000: mean batch inertia: 53742.632434, ewa inertia: 59214.747637
Minibatch iteration 2169/150000: mean batch inertia: 54037.288908, ewa inertia: 59207.840721
Minibatch iteration 2170/150000: mean batch inertia: 55980.564189, ewa inertia: 59203.535418
Minibatch iteration 2171/150000: mean batch inertia: 56426.219822, ewa inertia: 59199.830380
Minibatch iteration 2172/150000: mean batch inertia: 56390.507371, ewa inertia: 59196.082642
Minibatch iteration 2173/150000: mean batch inertia: 57716.692821, ewa inertia: 59194.109083
Minibatch iteration 2174/150000: mean batch inertia: 57870.490642, ewa inertia: 59192.343328
Minibatch iteration 2175/150000: mean batch inertia: 52356.493664, ewa inertia: 59183.224059
Minibatch iteration 2176/150000: mean batch inertia: 58655.865987, ewa inertia: 59182.520544
Minibatch iteration 2177/150000: mean batch inertia: 58283.040185, ewa inertia: 59181.320605
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2178/150000: mean batch inertia: 52736.577133, ewa inertia: 59172.723086
Minibatch iteration 2179/150000: mean batch inertia: 58144.338505, ewa inertia: 59171.351184
Minibatch iteration 2180/150000: mean batch inertia: 57800.172078, ewa inertia: 59169.521982
Minibatch iteration 2181/150000: mean batch inertia: 54939.685625, ewa inertia: 59163.879228
Minibatch iteration 2182/150000: mean batch inertia: 56711.007896, ewa inertia: 59160.607010
Minibatch iteration 2183/150000: mean batch inertia: 58952.195230, ewa inertia: 59160.328981
Minibatch iteration 2184/150000: mean batch inertia: 56544.563532, ewa inertia: 59156.839456
Minibatch iteration 2185/150000: mean batch inertia: 57144.641139, ewa inertia: 59154.155111
Minibatch iteration 2186/150000: mean batch inertia: 56748.528886, ewa inertia: 59150.945919
Minibatch iteration 2187/150000: mean batch inertia: 59995.570813, ewa inertia: 59152.072679
Minibatch iteration 2188/150000: mean batch inertia: 57661.709514, ewa inertia: 59150.084481
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2189/150000: mean batch inertia: 58372.726065, ewa inertia: 59149.047457
Minibatch iteration 2190/150000: mean batch inertia: 58992.785566, ewa inertia: 59148.838998
Minibatch iteration 2191/150000: mean batch inertia: 54950.931922, ewa inertia: 59143.238839
Minibatch iteration 2192/150000: mean batch inertia: 53961.972016, ewa inertia: 59136.326843
Minibatch iteration 2193/150000: mean batch inertia: 56920.404677, ewa inertia: 59133.370723
Minibatch iteration 2194/150000: mean batch inertia: 56661.809199, ewa inertia: 59130.073572
Minibatch iteration 2195/150000: mean batch inertia: 55994.658705, ewa inertia: 59125.890815
Minibatch iteration 2196/150000: mean batch inertia: 57398.901775, ewa inertia: 59123.586950
Minibatch iteration 2197/150000: mean batch inertia: 57853.671205, ewa inertia: 59121.892837
Minibatch iteration 2198/150000: mean batch inertia: 55082.253658, ewa inertia: 59116.503813
Minibatch iteration 2199/150000: mean batch inertia: 60441.999568, ewa inertia: 59118.272072
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2200/150000: mean batch inertia: 57820.162164, ewa inertia: 59116.540347
Minibatch iteration 2201/150000: mean batch inertia: 56173.175030, ewa inertia: 59112.613792
Minibatch iteration 2202/150000: mean batch inertia: 56383.816356, ewa inertia: 59108.973478
Minibatch iteration 2203/150000: mean batch inertia: 55317.686510, ewa inertia: 59103.915765
Minibatch iteration 2204/150000: mean batch inertia: 57853.873261, ewa inertia: 59102.248163
Minibatch iteration 2205/150000: mean batch inertia: 57291.360823, ewa inertia: 59099.832374
Minibatch iteration 2206/150000: mean batch inertia: 57593.343041, ewa inertia: 59097.822664
Minibatch iteration 2207/150000: mean batch inertia: 57445.214492, ewa inertia: 59095.618025
Minibatch iteration 2208/150000: mean batch inertia: 59566.235629, ewa inertia: 59096.245846
Minibatch iteration 2209/150000: mean batch inertia: 60193.962987, ewa inertia: 59097.710240
Minibatch iteration 2210/150000: mean batch inertia: 56738.702607, ewa inertia: 59094.563239
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2211/150000: mean batch inertia: 60495.752597, ewa inertia: 59096.432476
Minibatch iteration 2212/150000: mean batch inertia: 56781.100437, ewa inertia: 59093.343740
Minibatch iteration 2213/150000: mean batch inertia: 53517.645605, ewa inertia: 59085.905558
Minibatch iteration 2214/150000: mean batch inertia: 56646.002963, ewa inertia: 59082.650640
Minibatch iteration 2215/150000: mean batch inertia: 52512.673438, ewa inertia: 59073.886055
Minibatch iteration 2216/150000: mean batch inertia: 55487.504086, ewa inertia: 59069.101692
Minibatch iteration 2217/150000: mean batch inertia: 52827.557000, ewa inertia: 59060.775247
Minibatch iteration 2218/150000: mean batch inertia: 54466.335999, ewa inertia: 59054.646100
Minibatch iteration 2219/150000: mean batch inertia: 55218.160862, ewa inertia: 59049.528091
Minibatch iteration 2220/150000: mean batch inertia: 57273.087916, ewa inertia: 59047.158256
Minibatch iteration 2221/150000: mean batch inertia: 59148.311562, ewa inertia: 59047.293198
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2222/150000: mean batch inertia: 58296.736049, ewa inertia: 59046.291928
Minibatch iteration 2223/150000: mean batch inertia: 57090.838138, ewa inertia: 59043.683283
Minibatch iteration 2224/150000: mean batch inertia: 58334.516111, ewa inertia: 59042.737228
Minibatch iteration 2225/150000: mean batch inertia: 61065.824692, ewa inertia: 59045.436100
Minibatch iteration 2226/150000: mean batch inertia: 56204.305506, ewa inertia: 59041.645929
Minibatch iteration 2227/150000: mean batch inertia: 57195.696749, ewa inertia: 59039.183367
Minibatch iteration 2228/150000: mean batch inertia: 58314.817856, ewa inertia: 59038.217037
Minibatch iteration 2229/150000: mean batch inertia: 57438.911407, ewa inertia: 59036.083506
Minibatch iteration 2230/150000: mean batch inertia: 52751.543180, ewa inertia: 59027.699703
Minibatch iteration 2231/150000: mean batch inertia: 57989.808566, ewa inertia: 59026.315119
Minibatch iteration 2232/150000: mean batch inertia: 59756.378915, ewa inertia: 59027.289051
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2233/150000: mean batch inertia: 55026.290534, ewa inertia: 59021.951575
Minibatch iteration 2234/150000: mean batch inertia: 57867.893683, ewa inertia: 59020.412020
Minibatch iteration 2235/150000: mean batch inertia: 52597.346443, ewa inertia: 59011.843420
Minibatch iteration 2236/150000: mean batch inertia: 54136.767301, ewa inertia: 59005.339893
Minibatch iteration 2237/150000: mean batch inertia: 59210.059965, ewa inertia: 59005.612997
Minibatch iteration 2238/150000: mean batch inertia: 61920.456626, ewa inertia: 59009.501503
Minibatch iteration 2239/150000: mean batch inertia: 53272.124353, ewa inertia: 59001.847636
Minibatch iteration 2240/150000: mean batch inertia: 57662.129854, ewa inertia: 59000.060404
Minibatch iteration 2241/150000: mean batch inertia: 58030.953021, ewa inertia: 58998.767580
Minibatch iteration 2242/150000: mean batch inertia: 57920.889030, ewa inertia: 58997.329652
Minibatch iteration 2243/150000: mean batch inertia: 55517.220533, ewa inertia: 58992.687061
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2245/150000: mean batch inertia: 59004.893122, ewa inertia: 58990.943353
Minibatch iteration 2246/150000: mean batch inertia: 54116.916824, ewa inertia: 58984.441226
Minibatch iteration 2247/150000: mean batch inertia: 54402.443707, ewa inertia: 58978.328677
Minibatch iteration 2248/150000: mean batch inertia: 60910.545926, ewa inertia: 58980.906324
Minibatch iteration 2249/150000: mean batch inertia: 56452.305268, ewa inertia: 58977.533080
Minibatch iteration 2250/150000: mean batch inertia: 56611.799236, ewa inertia: 58974.377106
Minibatch iteration 2251/150000: mean batch inertia: 54950.816814, ewa inertia: 58969.009532
Minibatch iteration 2252/150000: mean batch inertia: 60326.255751, ewa inertia: 58970.820147
Minibatch iteration 2253/150000: mean batch inertia: 56337.316172, ewa inertia: 58967.306958
Minibatch iteration 2254/150000: mean batch inertia: 54305.054034, ewa inertia: 58961.087345
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2256/150000: mean batch inertia: 58318.532707, ewa inertia: 58962.085661
Minibatch iteration 2257/150000: mean batch inertia: 56889.742595, ewa inertia: 58959.321081
Minibatch iteration 2258/150000: mean batch inertia: 58952.027719, ewa inertia: 58959.311352
Minibatch iteration 2259/150000: mean batch inertia: 55651.290378, ewa inertia: 58954.898333
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Minibatch iteration 2262/150000: mean batch inertia: 59399.475349, ewa inertia: 58954.752109
Minibatch iteration 2263/150000: mean batch inertia: 53836.019455, ewa inertia: 58947.923536
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Minibatch iteration 2265/150000: mean batch inertia: 52362.491215, ewa inertia: 58936.396873
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2266/150000: mean batch inertia: 60559.239741, ewa inertia: 58938.561804
Minibatch iteration 2267/150000: mean batch inertia: 57891.184225, ewa inertia: 58937.164565
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2388/150000: mean batch inertia: 59063.184414, ewa inertia: 58532.300854
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2419/150000: mean batch inertia: 55431.161926, ewa inertia: 58453.238434
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2421/150000: mean batch inertia: 52164.924924, ewa inertia: 58439.864711
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Minibatch iteration 2430/150000: mean batch inertia: 52547.082850, ewa inertia: 58408.198651
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2432/150000: mean batch inertia: 50419.867753, ewa inertia: 58387.526224
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2443/150000: mean batch inertia: 57257.720737, ewa inertia: 58351.795361
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2459/150000: mean batch inertia: 56521.458367, ewa inertia: 58300.540815
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2509/150000: mean batch inertia: 52051.054651, ewa inertia: 58175.684267
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2553/150000: mean batch inertia: 56091.177421, ewa inertia: 58027.030035
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2619/150000: mean batch inertia: 54136.384193, ewa inertia: 57877.676280
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2641/150000: mean batch inertia: 55964.743721, ewa inertia: 57813.808464
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2661/150000: mean batch inertia: 54249.225467, ewa inertia: 57760.813668
[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2681/150000: mean batch inertia: 54156.649255, ewa inertia: 57709.934814
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2696/150000: mean batch inertia: 55771.908362, ewa inertia: 57659.095380
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2707/150000: mean batch inertia: 56622.848613, ewa inertia: 57628.174707
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2713/150000: mean batch inertia: 56929.317949, ewa inertia: 57617.799564
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2725/150000: mean batch inertia: 54756.937793, ewa inertia: 57594.338822
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2749/150000: mean batch inertia: 57880.460090, ewa inertia: 57560.674299
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[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2760/150000: mean batch inertia: 50973.130069, ewa inertia: 57537.557578
Minibatch iteration 2761/150000: mean batch inertia: 53235.903304, ewa inertia: 57531.819016
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Minibatch iteration 2767/150000: mean batch inertia: 54695.811400, ewa inertia: 57517.820942
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[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2772/150000: mean batch inertia: 55393.703451, ewa inertia: 57498.880511
Minibatch iteration 2773/150000: mean batch inertia: 60242.648536, ewa inertia: 57502.540796
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2785/150000: mean batch inertia: 54143.954626, ewa inertia: 57468.337016
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[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2796/150000: mean batch inertia: 57482.004983, ewa inertia: 57460.178307
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[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2809/150000: mean batch inertia: 52653.774775, ewa inertia: 57434.899893
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[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2820/150000: mean batch inertia: 53857.609619, ewa inertia: 57411.630556
Minibatch iteration 2821/150000: mean batch inertia: 55857.919984, ewa inertia: 57409.557850
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[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2832/150000: mean batch inertia: 56866.189114, ewa inertia: 57389.433006
Minibatch iteration 2833/150000: mean batch inertia: 58829.579435, ewa inertia: 57391.354213
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Minibatch iteration 2843/150000: mean batch inertia: 58842.637099, ewa inertia: 57374.135298
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2845/150000: mean batch inertia: 59072.413338, ewa inertia: 57368.116293
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Minibatch iteration 2847/150000: mean batch inertia: 57508.838548, ewa inertia: 57368.107953
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Minibatch iteration 2851/150000: mean batch inertia: 56518.104944, ewa inertia: 57357.613453
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Minibatch iteration 2853/150000: mean batch inertia: 56785.759993, ewa inertia: 57357.799067
Minibatch iteration 2854/150000: mean batch inertia: 53712.680157, ewa inertia: 57352.936347
Minibatch iteration 2855/150000: mean batch inertia: 51738.767578, ewa inertia: 57345.446844
[MiniBatchKMeans] Reassigning 50 cluster centers.
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Minibatch iteration 2857/150000: mean batch inertia: 57887.978694, ewa inertia: 57345.118790
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Minibatch iteration 2859/150000: mean batch inertia: 57023.914316, ewa inertia: 57344.461379
Minibatch iteration 2860/150000: mean batch inertia: 59039.983115, ewa inertia: 57346.723266
Minibatch iteration 2861/150000: mean batch inertia: 56973.836356, ewa inertia: 57346.225822
Minibatch iteration 2862/150000: mean batch inertia: 55270.254689, ewa inertia: 57343.456402
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Minibatch iteration 2864/150000: mean batch inertia: 59550.680224, ewa inertia: 57344.870673
Minibatch iteration 2865/150000: mean batch inertia: 56915.473250, ewa inertia: 57344.297841
Minibatch iteration 2866/150000: mean batch inertia: 53976.528773, ewa inertia: 57339.805116
Minibatch iteration 2867/150000: mean batch inertia: 58082.893838, ewa inertia: 57340.796424
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2868/150000: mean batch inertia: 56285.989443, ewa inertia: 57339.389273
Minibatch iteration 2869/150000: mean batch inertia: 55241.945403, ewa inertia: 57336.591208
Minibatch iteration 2870/150000: mean batch inertia: 54494.314066, ewa inertia: 57332.799508
Minibatch iteration 2871/150000: mean batch inertia: 53838.166024, ewa inertia: 57328.137541
Minibatch iteration 2872/150000: mean batch inertia: 53863.282039, ewa inertia: 57323.515299
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Minibatch iteration 2874/150000: mean batch inertia: 56706.749011, ewa inertia: 57323.002600
Minibatch iteration 2875/150000: mean batch inertia: 56310.876348, ewa inertia: 57321.652387
Minibatch iteration 2876/150000: mean batch inertia: 54843.952319, ewa inertia: 57318.347046
Minibatch iteration 2877/150000: mean batch inertia: 54972.838258, ewa inertia: 57315.218053
Minibatch iteration 2878/150000: mean batch inertia: 53822.100289, ewa inertia: 57310.558109
Minibatch iteration 2879/150000: mean batch inertia: 52603.501606, ewa inertia: 57304.278726
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2880/150000: mean batch inertia: 57043.780514, ewa inertia: 57303.931212
Minibatch iteration 2881/150000: mean batch inertia: 56467.078191, ewa inertia: 57302.814820
Minibatch iteration 2882/150000: mean batch inertia: 55763.602412, ewa inertia: 57300.761456
Minibatch iteration 2883/150000: mean batch inertia: 60838.558055, ewa inertia: 57305.481003
Minibatch iteration 2884/150000: mean batch inertia: 55936.388990, ewa inertia: 57303.654586
Minibatch iteration 2885/150000: mean batch inertia: 57603.714981, ewa inertia: 57304.054877
Minibatch iteration 2886/150000: mean batch inertia: 56408.580695, ewa inertia: 57302.860282
Minibatch iteration 2887/150000: mean batch inertia: 54943.886915, ewa inertia: 57299.713327
Minibatch iteration 2888/150000: mean batch inertia: 53374.274003, ewa inertia: 57294.476650
Minibatch iteration 2889/150000: mean batch inertia: 55779.531287, ewa inertia: 57292.455658
Minibatch iteration 2890/150000: mean batch inertia: 55811.311808, ewa inertia: 57290.479759
Minibatch iteration 2891/150000: mean batch inertia: 60034.636082, ewa inertia: 57294.140562
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2892/150000: mean batch inertia: 55763.453052, ewa inertia: 57292.098570
Minibatch iteration 2893/150000: mean batch inertia: 54996.719618, ewa inertia: 57289.036452
Minibatch iteration 2894/150000: mean batch inertia: 54385.789131, ewa inertia: 57285.163416
Minibatch iteration 2895/150000: mean batch inertia: 56724.919805, ewa inertia: 57284.416031
Minibatch iteration 2896/150000: mean batch inertia: 55029.787166, ewa inertia: 57281.408275
Minibatch iteration 2897/150000: mean batch inertia: 54855.684512, ewa inertia: 57278.172272
Minibatch iteration 2898/150000: mean batch inertia: 53991.473248, ewa inertia: 57273.787698
Minibatch iteration 2899/150000: mean batch inertia: 57945.200048, ewa inertia: 57274.683386
Minibatch iteration 2900/150000: mean batch inertia: 56980.007541, ewa inertia: 57274.290278
Minibatch iteration 2901/150000: mean batch inertia: 55378.121604, ewa inertia: 57271.760721
Minibatch iteration 2902/150000: mean batch inertia: 55313.567491, ewa inertia: 57269.148421
Minibatch iteration 2903/150000: mean batch inertia: 51789.623326, ewa inertia: 57261.838537
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2904/150000: mean batch inertia: 52643.287831, ewa inertia: 57255.677225
Minibatch iteration 2905/150000: mean batch inertia: 56852.785882, ewa inertia: 57255.139753
Minibatch iteration 2906/150000: mean batch inertia: 55589.223792, ewa inertia: 57252.917361
Minibatch iteration 2907/150000: mean batch inertia: 55733.054164, ewa inertia: 57250.889809
Minibatch iteration 2908/150000: mean batch inertia: 53435.572997, ewa inertia: 57245.800040
Minibatch iteration 2909/150000: mean batch inertia: 55021.694339, ewa inertia: 57242.833003
Minibatch iteration 2910/150000: mean batch inertia: 58672.291081, ewa inertia: 57244.739951
Minibatch iteration 2911/150000: mean batch inertia: 53212.348481, ewa inertia: 57239.360596
Minibatch iteration 2912/150000: mean batch inertia: 55791.799595, ewa inertia: 57237.429498
Minibatch iteration 2913/150000: mean batch inertia: 54966.594459, ewa inertia: 57234.400122
Minibatch iteration 2914/150000: mean batch inertia: 56706.614402, ewa inertia: 57233.696037
Minibatch iteration 2915/150000: mean batch inertia: 55256.567167, ewa inertia: 57231.058476
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2916/150000: mean batch inertia: 56750.175909, ewa inertia: 57230.416961
Minibatch iteration 2917/150000: mean batch inertia: 57911.806543, ewa inertia: 57231.325960
Minibatch iteration 2918/150000: mean batch inertia: 55952.922125, ewa inertia: 57229.620523
Minibatch iteration 2919/150000: mean batch inertia: 52093.610712, ewa inertia: 57222.768901
Minibatch iteration 2920/150000: mean batch inertia: 53172.488699, ewa inertia: 57217.365682
Minibatch iteration 2921/150000: mean batch inertia: 51727.051036, ewa inertia: 57210.041405
Minibatch iteration 2922/150000: mean batch inertia: 54267.177443, ewa inertia: 57206.115519
Minibatch iteration 2923/150000: mean batch inertia: 54799.692724, ewa inertia: 57202.905264
Minibatch iteration 2924/150000: mean batch inertia: 53182.811901, ewa inertia: 57197.542315
Minibatch iteration 2925/150000: mean batch inertia: 53430.435163, ewa inertia: 57192.516859
Minibatch iteration 2926/150000: mean batch inertia: 56650.494340, ewa inertia: 57191.793782
Minibatch iteration 2927/150000: mean batch inertia: 54815.032989, ewa inertia: 57188.623097
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2928/150000: mean batch inertia: 56074.689766, ewa inertia: 57187.137070
Minibatch iteration 2929/150000: mean batch inertia: 57554.281067, ewa inertia: 57187.626854
Minibatch iteration 2930/150000: mean batch inertia: 60778.044002, ewa inertia: 57192.416599
Minibatch iteration 2931/150000: mean batch inertia: 53328.871374, ewa inertia: 57187.262491
Minibatch iteration 2932/150000: mean batch inertia: 53241.301953, ewa inertia: 57181.998438
Minibatch iteration 2933/150000: mean batch inertia: 53854.380894, ewa inertia: 57177.559276
Minibatch iteration 2934/150000: mean batch inertia: 54730.329015, ewa inertia: 57174.294583
Minibatch iteration 2935/150000: mean batch inertia: 55687.340530, ewa inertia: 57172.310933
Minibatch iteration 2936/150000: mean batch inertia: 50669.518175, ewa inertia: 57163.635974
Minibatch iteration 2937/150000: mean batch inertia: 53940.977747, ewa inertia: 57159.336832
Minibatch iteration 2938/150000: mean batch inertia: 57506.962849, ewa inertia: 57159.800578
Minibatch iteration 2939/150000: mean batch inertia: 58247.231931, ewa inertia: 57161.251250
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2940/150000: mean batch inertia: 55428.829645, ewa inertia: 57158.940138
Minibatch iteration 2941/150000: mean batch inertia: 51064.587980, ewa inertia: 57150.810053
Minibatch iteration 2942/150000: mean batch inertia: 57733.585669, ewa inertia: 57151.587496
Minibatch iteration 2943/150000: mean batch inertia: 55610.777431, ewa inertia: 57149.532000
Minibatch iteration 2944/150000: mean batch inertia: 56152.863052, ewa inertia: 57148.202408
Minibatch iteration 2945/150000: mean batch inertia: 54521.621096, ewa inertia: 57144.698454
Minibatch iteration 2946/150000: mean batch inertia: 55737.342024, ewa inertia: 57142.820990
Minibatch iteration 2947/150000: mean batch inertia: 55012.281288, ewa inertia: 57139.978774
Minibatch iteration 2948/150000: mean batch inertia: 54896.485180, ewa inertia: 57136.985873
Minibatch iteration 2949/150000: mean batch inertia: 58626.770709, ewa inertia: 57138.973299
Minibatch iteration 2950/150000: mean batch inertia: 56051.234520, ewa inertia: 57137.522217
Minibatch iteration 2951/150000: mean batch inertia: 57543.784064, ewa inertia: 57138.064185
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2952/150000: mean batch inertia: 51630.736228, ewa inertia: 57130.717211
Minibatch iteration 2953/150000: mean batch inertia: 57631.618836, ewa inertia: 57131.385432
Minibatch iteration 2954/150000: mean batch inertia: 55628.992528, ewa inertia: 57129.381186
Minibatch iteration 2955/150000: mean batch inertia: 58821.949925, ewa inertia: 57131.639133
Minibatch iteration 2956/150000: mean batch inertia: 53527.360942, ewa inertia: 57126.830897
Minibatch iteration 2957/150000: mean batch inertia: 54700.943568, ewa inertia: 57123.594676
Minibatch iteration 2958/150000: mean batch inertia: 55888.215567, ewa inertia: 57121.946636
Minibatch iteration 2959/150000: mean batch inertia: 56179.397191, ewa inertia: 57120.689241
Minibatch iteration 2960/150000: mean batch inertia: 56498.611756, ewa inertia: 57119.859367
Minibatch iteration 2961/150000: mean batch inertia: 53718.409070, ewa inertia: 57115.321710
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Minibatch iteration 2963/150000: mean batch inertia: 55834.423744, ewa inertia: 57114.462734
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2964/150000: mean batch inertia: 56943.874634, ewa inertia: 57114.235163
Minibatch iteration 2965/150000: mean batch inertia: 56795.786662, ewa inertia: 57113.810342
Minibatch iteration 2966/150000: mean batch inertia: 51610.981279, ewa inertia: 57106.469370
Minibatch iteration 2967/150000: mean batch inertia: 55878.989692, ewa inertia: 57104.831868
Minibatch iteration 2968/150000: mean batch inertia: 56721.974584, ewa inertia: 57104.321123
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Minibatch iteration 2970/150000: mean batch inertia: 58740.911367, ewa inertia: 57104.649714
Minibatch iteration 2971/150000: mean batch inertia: 54540.029266, ewa inertia: 57101.228418
Minibatch iteration 2972/150000: mean batch inertia: 56928.217555, ewa inertia: 57100.997616
Minibatch iteration 2973/150000: mean batch inertia: 56392.612931, ewa inertia: 57100.052605
Minibatch iteration 2974/150000: mean batch inertia: 55888.706409, ewa inertia: 57098.436626
Minibatch iteration 2975/150000: mean batch inertia: 53381.447895, ewa inertia: 57093.478029
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2976/150000: mean batch inertia: 53816.755809, ewa inertia: 57089.106764
Minibatch iteration 2977/150000: mean batch inertia: 56176.470646, ewa inertia: 57087.889275
Minibatch iteration 2978/150000: mean batch inertia: 55707.776611, ewa inertia: 57086.048155
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Minibatch iteration 2980/150000: mean batch inertia: 57618.439642, ewa inertia: 57084.050308
Minibatch iteration 2981/150000: mean batch inertia: 55975.533262, ewa inertia: 57082.571507
Minibatch iteration 2982/150000: mean batch inertia: 55627.684314, ewa inertia: 57080.630635
Minibatch iteration 2983/150000: mean batch inertia: 55423.513677, ewa inertia: 57078.419981
Minibatch iteration 2984/150000: mean batch inertia: 54719.268791, ewa inertia: 57075.272789
Minibatch iteration 2985/150000: mean batch inertia: 56700.203846, ewa inertia: 57074.772433
Minibatch iteration 2986/150000: mean batch inertia: 53902.661786, ewa inertia: 57070.540724
Minibatch iteration 2987/150000: mean batch inertia: 58099.173752, ewa inertia: 57071.912957
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 2988/150000: mean batch inertia: 54074.653071, ewa inertia: 57067.914505
Minibatch iteration 2989/150000: mean batch inertia: 60606.482211, ewa inertia: 57072.635081
Minibatch iteration 2990/150000: mean batch inertia: 56665.155704, ewa inertia: 57072.091489
Minibatch iteration 2991/150000: mean batch inertia: 58651.945091, ewa inertia: 57074.199071
Minibatch iteration 2992/150000: mean batch inertia: 54301.107074, ewa inertia: 57070.499666
Minibatch iteration 2993/150000: mean batch inertia: 58377.719831, ewa inertia: 57072.243545
Minibatch iteration 2994/150000: mean batch inertia: 58766.153080, ewa inertia: 57074.503281
Minibatch iteration 2995/150000: mean batch inertia: 55240.176650, ewa inertia: 57072.056223
Minibatch iteration 2996/150000: mean batch inertia: 51936.914208, ewa inertia: 57065.205760
Minibatch iteration 2997/150000: mean batch inertia: 57473.792517, ewa inertia: 57065.750829
Minibatch iteration 2998/150000: mean batch inertia: 57253.052625, ewa inertia: 57066.000696
Minibatch iteration 2999/150000: mean batch inertia: 56260.267244, ewa inertia: 57064.925819
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 3000/150000: mean batch inertia: 57857.589077, ewa inertia: 57065.983260
Minibatch iteration 3001/150000: mean batch inertia: 55324.131164, ewa inertia: 57063.659567
Minibatch iteration 3002/150000: mean batch inertia: 56782.861546, ewa inertia: 57063.284972
Minibatch iteration 3003/150000: mean batch inertia: 56512.740326, ewa inertia: 57062.550526
Minibatch iteration 3004/150000: mean batch inertia: 54817.273491, ewa inertia: 57059.555246
Minibatch iteration 3005/150000: mean batch inertia: 53194.741690, ewa inertia: 57054.399446
Minibatch iteration 3006/150000: mean batch inertia: 55266.674823, ewa inertia: 57052.014557
Minibatch iteration 3007/150000: mean batch inertia: 55748.057612, ewa inertia: 57050.275031
Minibatch iteration 3008/150000: mean batch inertia: 54432.811911, ewa inertia: 57046.783241
Minibatch iteration 3009/150000: mean batch inertia: 56931.708972, ewa inertia: 57046.629728
Minibatch iteration 3010/150000: mean batch inertia: 55661.315207, ewa inertia: 57044.781669
Minibatch iteration 3011/150000: mean batch inertia: 54827.857784, ewa inertia: 57041.824213
[MiniBatchKMeans] Reassigning 50 cluster centers.
Minibatch iteration 3012/150000: mean batch inertia: 54612.017039, ewa inertia: 57038.582763
Minibatch iteration 3013/150000: mean batch inertia: 55749.164811, ewa inertia: 57036.862633
Minibatch iteration 3014/150000: mean batch inertia: 58843.704877, ewa inertia: 57039.273025
Minibatch iteration 3015/150000: mean batch inertia: 57727.449385, ewa inertia: 57040.191077
Minibatch iteration 3016/150000: mean batch inertia: 59157.411001, ewa inertia: 57043.015525
Minibatch iteration 3017/150000: mean batch inertia: 57674.689670, ewa inertia: 57043.858201
Minibatch iteration 3018/150000: mean batch inertia: 60661.321143, ewa inertia: 57048.684026
Minibatch iteration 3019/150000: mean batch inertia: 55938.605835, ewa inertia: 57047.203142
Minibatch iteration 3020/150000: mean batch inertia: 57961.692769, ewa inertia: 57048.423104
Minibatch iteration 3021/150000: mean batch inertia: 54942.828113, ewa inertia: 57045.614165
Minibatch iteration 3022/150000: mean batch inertia: 53384.968627, ewa inertia: 57040.730732
Minibatch iteration 3023/150000: mean batch inertia: 60028.340913, ewa inertia: 57044.716311
Converged (lack of improvement in inertia) at iteration 3023/150000
Computing label assignment and total inertia
CPU times: user 13min 6s, sys: 30.5 s, total: 13min 37s
Wall time: 3min 24s
In [193]:
def compute_histogram(a, n_clusters):
histogram = np.bincount(a, minlength = n_clusters)
return histogram / histogram.sum()
In [ ]:
In [71]:
Out[71]:
id
is_flat
0
0
1
1
3
0
2
5
0
3
9
1
4
10
1
5
11
0
6
12
1
7
17
1
8
18
1
9
19
1
10
20
0
11
22
1
12
23
1
13
24
0
14
25
1
15
26
1
16
27
0
17
28
1
18
30
1
19
31
1
20
33
1
21
34
1
22
41
1
23
42
0
24
43
1
25
44
0
26
46
1
27
48
1
28
118
1
29
119
1
...
...
...
1970
6030
0
1971
6031
0
1972
6032
0
1973
6033
0
1974
6034
-1
1975
6035
0
1976
6036
0
1977
6037
0
1978
6038
0
1979
6039
0
1980
6040
0
1981
6041
0
1982
6043
0
1983
6044
0
1984
6047
0
1985
6049
0
1986
6050
0
1987
6051
0
1988
6055
0
1989
6056
0
1990
6061
0
1991
6070
-1
1992
6073
0
1993
6075
0
1994
6086
-1
1995
6105
0
1996
6161
-1
1997
6175
0
1998
6200
-1
1999
6228
-1
2000 rows × 2 columns
In [ ]:
In [194]:
X = []
for img, descriptors in images:
descs = descriptors
if descs == None:
labels = []
else:
labels = kmeans.predict(descs)
X.append(compute_histogram(labels, n_clusters))
X = np.array(X)
Y = df_labels['is_flat'].copy().values
# Y[Y==-1]=0
/opt/conda/lib/python3.5/site-packages/ipykernel/__main__.py:4: FutureWarning: comparison to `None` will result in an elementwise object comparison in the future.
Computing label assignment and total inertia
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Computing label assignment and total inertia
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In [195]:
inds = (Y>=0).nonzero()[0]
X = X[inds]
Y = Y[inds]
In [205]:
from sklearn.cross_validation import train_test_split
# X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=0.2, random_state=42)
from sklearn.model_selection import StratifiedShuffleSplit
sss = StratifiedShuffleSplit(n_splits=1, random_state=1, test_size=0.2)
train_index, val_index = next(sss.split(X, Y))
X_train, X_test = X[train_index], X[val_index]
y_train, y_test = Y[train_index], Y[val_index]
In [224]:
# model = Pipeline([
# ('xgb', xgboost.XGBClassifier(n_estimators=400, max_depth=3))
# ])
# model.fit(X_train, y_train)
model = Pipeline([
('fillna', Imputer()),
('pca', PCA(n_components=1000, random_state=0)),
('scaler', StandardScaler()),
('svm', SVC(C=3))
])
model.fit(X_train, y_train)
Out[224]:
Pipeline(steps=[('fillna', Imputer(axis=0, copy=True, missing_values='NaN', strategy='mean', verbose=0)), ('pca', PCA(copy=True, iterated_power='auto', n_components=1000, random_state=0,
svd_solver='auto', tol=0.0, whiten=False)), ('scaler', StandardScaler(copy=True, with_mean=True, with_std=True)), ('svm'...,
max_iter=-1, probability=False, random_state=None, shrinking=True,
tol=0.001, verbose=False))])
In [225]:
pred = model.predict(X_test)
accuracy_score(y_test, pred)
Out[225]:
0.71225071225071224
In [164]:
for i in range(len(df)):
fname = 'data/working/all_buildings/%05d.bmp' % i
if os.path.isfile(fname):
continue
building = df.ix[i]
if building.geometry.centroid.x < left_lon or building.geometry.centroid.x > right_lon or building.geometry.centroid.y < bottom_lat or building.geometry.centroid.y > top_lat:
print('skipping file %s' % fname)
continue
img = get_building_image(building)
skimage.io.imsave(fname, img)
skipping file data/working/all_buildings/12602.bmp
skipping file data/working/all_buildings/12614.bmp
skipping file data/working/all_buildings/13255.bmp
skipping file data/working/all_buildings/13256.bmp
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skipping file data/working/all_buildings/13263.bmp
skipping file data/working/all_buildings/13264.bmp
skipping file data/working/all_buildings/13286.bmp
/opt/conda/lib/python3.5/site-packages/skimage/io/_io.py:132: UserWarning: data/working/all_buildings/13328.bmp is a low contrast image
warn('%s is a low contrast image' % fname)
skipping file data/working/all_buildings/13410.bmp
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/opt/conda/lib/python3.5/site-packages/skimage/io/_io.py:132: UserWarning: data/working/all_buildings/21748.bmp is a low contrast image
warn('%s is a low contrast image' % fname)
/opt/conda/lib/python3.5/site-packages/skimage/io/_io.py:132: UserWarning: data/working/all_buildings/21749.bmp is a low contrast image
warn('%s is a low contrast image' % fname)
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In [21]:
b = get_building_by_coords(53.662562, 23.872029)
img = get_building_image(b)
In [30]:
plt.imshow(img)
Out[30]:
<matplotlib.image.AxesImage at 0x7fc3badfac50>
In [37]:
images[0]
Out[37]:
2
In [24]:
img_gray = color.rgb2gray(img)
In [27]:
plt.imshow(img_gray, cmap='gray')
Out[27]:
<matplotlib.image.AxesImage at 0x7fc3bae726a0>
In [139]:
plot_building(b)
In [ ]:
In [107]:
Out[107]:
<matplotlib.image.AxesImage at 0x7f649c7fca90>
In [16]:
print(min_i, max_i, min_j, max_j)
148342 148548 84458 84655
In [8]:
slist[0]
Out[8]:
'gs_148342_84458_18.jpg'
In [9]:
slist[-1]
Out[9]:
'gs_148548_84655_18.jpg'
In [239]:
all_results_grodno = pd.read_csv('data/input/all_results_grodno.csv')
In [250]:
flat_buildings_ids = all_results_grodno[all_results_grodno['is_flat'] == 1]['id'].values
bad_buildings_ids = all_results_grodno[all_results_grodno['is_flat'] == 0]['id'].values
In [252]:
for bid in bad_buildings_ids[15000:15100]:
plt.imshow(get_building_image_by_id(bid))
plt.show()
In [263]:
total_area = 0
for index in all_results_grodno['id'].values:
building = df.ix[index]
total_area += get_building_area(building)
In [264]:
total_area
Out[264]:
9665067.162541945
In [262]:
total_flat_area = 0
for index in all_results_grodno['id'][all_results_grodno['is_flat'] == 1].values:
building = df.ix[index]
total_flat_area += get_building_area(building)
In [265]:
total_flat_area
Out[265]:
4775132.196362982
In [259]:
df.ix[0]
Out[259]:
geometry POLYGON ((23.82904794213246 53.6862777910406, ...
id 1
name None
osm_id -61784
type public
Name: 0, dtype: object
Content source: azati/nasa2017
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