In [1]:
%pylab inline
%load_ext autoreload
%autoreload 2
from __future__ import division
from collections import defaultdict, namedtuple
import os
import re
import sys
import numpy as np
import pandas as pd
import cPickle as pickle
from scipy import sparse
import seaborn as sn
import sklearn as sl
def hist_columns(df, index, cycles, step, init=0, subplots=2, legend=False, alpha=0.2, bins=10, stacked=False):
for i in range(init, init+cycles*step*subplots, step*subplots):
fig, axes = plt.subplots(1, subplots, figsize=(18, 3))
for j in range(subplots):
init = i+j*step
end = i+(j+1)*step
mask = index[init:end]
tmp = df[mask].dropna(axis=1, how='all')
if tmp.sizezeze > 0:
ax = axes[j]
tmp.plot(kind='hist', alpha=alpha, legend=legend, ax=ax, bins=bins, stacked=stacked, rot=55)
if legend:
lines, labels = ax.get_legend_handles_labels()
ax.legend(lines, ['%s (index=%d)'%(l, k) for k, l in enumerate(labels, init)], loc='best')
Populating the interactive namespace from numpy and matplotlib
In [15]:
if os.name == 'nt':
TRAIN_PATH = r'D:\train.csv'
PTRAIN_PATH = r'D:\train_preprocessed_float.csv'
TEST_PATH = r'D:\test.csv'
GOOGNEWS_PATH = r'D:\GoogleNews-vectors-negative300.bin.gz'
VOCAB_PATH = r'D:\big.txt'
else:
TRAIN_PATH = r'/media/mtambos/speedy/train.csv'
PTRAIN_PATH = r'/media/mtambos/speedy/train_preprocessed_float.csv'
TEST_PATH = r'/media/mtambos/speedy/test.csv'
GOOGNEWS_PATH = r'/media/mtambos/speedy/GoogleNews-vectors-negative300.bin.gz'
VOCAB_PATH = r'/media/mtambos/speedy/big.txt'
#df_orig = pd.read_csv(TRAIN_PATH, index_col="ID")
df = pd.read_csv(PTRAIN_PATH, index_col="ID")
with open('X.pickle', 'rb') as fp:
X = pickle.load(fp)
#df
In [3]:
other_cols = ['VAR_0073', 'VAR_0075', 'VAR_0156',
'VAR_0157', 'VAR_0158', 'VAR_0159',
'VAR_0166', 'VAR_0167', 'VAR_0168',
'VAR_0169', 'VAR_0176', 'VAR_0177',
'VAR_0178', 'VAR_0179', 'VAR_0204',
'VAR_0217', 'VAR_0001', 'VAR_0005',
'VAR_0044', 'VAR_0200', 'VAR_0202',
'VAR_0214', 'VAR_0216', 'VAR_0222',
'VAR_0237', 'VAR_0274', 'VAR_0283',
'VAR_0305', 'VAR_0325', 'VAR_0342',
'VAR_0352', 'VAR_0353', 'VAR_0354',
'VAR_0404', 'VAR_0466', 'VAR_0467',
'VAR_0493', 'VAR_1934', 'VAR_0008',
'VAR_0009', 'VAR_0010', 'VAR_0011',
'VAR_0012', 'VAR_0043', 'VAR_0196',
'VAR_0226', 'VAR_0229', 'VAR_0230',
'VAR_0232', 'VAR_0236', 'VAR_0239']
try:
# Columns VAR_0218 and VAR_0240 are missing in the training data
float_cols = ['VAR_%04d'%i for i in range(1, 1935) if ('VAR_%04d'%i) not in other_cols and i not in (218, 240)]
float_cols = [c for c in float_cols if c in df.columns]
except NameError:
pass
try:
float_cols = df.columns[df.dtypes==np.float].tolist()
except NameError:
pass
In [4]:
df = df_orig
Sort columns by their standard deviation w/o NaNs
In [5]:
X = df[float_cols].std(skipna=True)
X.sort(ascending=False)
Plot histograms of the colums. To get an overview, each plot contains 100 columns.
In [6]:
hist_columns(df, X.index, 10, 100)
There seem to be several columns that use big values as NaNs, specially in panels 2, 3, 11, 12, 14 and 19. Let's first take a closer look at panels 1 to 5, to see why it's the one with highest std.
In [29]:
hist_columns(df, X.index, 10, 2, init=0, subplots=5, legend=True, alpha=1, stacked=True)
From the histograms above, it seems like VAR_0212 is truly spread across the range, but the rest of the columns (X.index[1:100]) are using a big value as NaNs. Let's replace everything above 2E8 with NaN in X.index[1:100] and plot again.
In [54]:
index = X.index[:100]
tmp = df[index]
# This modifies a **copy** of the data
for c in index[1:]:
tmp.loc[tmp[c] > 2E8, c] = np.nan
hist_columns(tmp, X.index, 10, 2, init=0, subplots=5, legend=True, alpha=1, stacked=True, bins=50)
Looks good, let's make it permanent.
In [55]:
index = X.index[:100]
for c in index[1:]:
df.loc[df[c] > 2E8, c] = np.nan
Perform the same analysis for the columns in X.index[100:200]
In [57]:
hist_columns(df, X.index, 10, 2, init=100, subplots=5, legend=True, alpha=1, stacked=True)
Same as before, replace everything above 0.8E9 with NaN in X.index[100:200] and plot again.
In [59]:
index = X.index[100:200]
tmp = df[index]
for c in index:
tmp.loc[tmp[c] > 8E8, c] = np.nan
hist_columns(tmp, X.index, 10, 2, init=100, subplots=5, legend=True, alpha=1, stacked=True, bins=50)
Looks good, let's make it permanent.
In [60]:
index = X.index[100:200]
for c in index:
df.loc[df[c] > 8E8, c] = np.nan
Perform the same analysis for the columns in X.index[200:300]
In [61]:
hist_columns(df, X.index, 10, 2, init=200, subplots=5, legend=True, alpha=1, stacked=True)
Replace everything above 0.8E9 in X.index[200:258], everything above 8E5 in X.index[269], everything below -8E4 in X.index[282] and X.index[284:300] with NaNs and plot again.
In [92]:
index = X.index
tmp = df[index[200:300]]
for c in index[200:258]:
tmp.loc[tmp[c] > 8E8, c] = np.nan
tmp.loc[tmp[index[269]] > 8E5, c] = np.nan
tmp.loc[tmp[index[282]] < -8E4, c] = np.nan
for c in index[284:300]:
tmp.loc[tmp[c] < -8E4, c] = np.nan
hist_columns(tmp, X.index, 10, 2, init=200, subplots=5, legend=True, alpha=1, stacked=True, bins=50)
Looks good, let's make it permanent.
In [94]:
index = X.index
for c in index[200:258]:
df.loc[df[c] > 8E8, c] = np.nan
df.loc[df[index[269]] > 8E5, c] = np.nan
df.loc[df[index[282]] < -8E4, c] = np.nan
for c in index[284:300]:
df.loc[tmp[c] < -8E4, c] = np.nan
Perform the same analysis for the columns in X.index[300:400]
In [95]:
hist_columns(df, X.index, 10, 2, init=300, subplots=5, legend=True, alpha=1, stacked=True)
Replace everything below -8E4 in X.index[300:336] and X.index[337:400], and everything above 8E6 in X.index[336] with NaNs and plot again.
In [105]:
index = X.index[300:400]
tmp = df[index]
for c in index:
if c == 'VAR_0909':
tmp.loc[tmp[c] > 8E6, c] = np.nan
else:
tmp.loc[tmp[c] < -8E4, c] = np.nan
hist_columns(tmp, X.index, 10, 2, init=300, subplots=5, legend=True, alpha=1, stacked=True, bins=50)
Looks good, let's make it permanent.
In [106]:
index = X.index[300:400]
for c in index:
if c == 'VAR_0909':
df.loc[df[c] > 8E6, c] = np.nan
else:
df.loc[df[c] < -8E4, c] = np.nan
Perform the same analysis for the columns in X.index[400:500]
In [107]:
hist_columns(df, X.index, 10, 2, init=400, subplots=5, legend=True, alpha=1, stacked=True)
Replace everything below -8E4 in X.index[400:447] except 412, 413, 416, 432, 433, 440, 441, 442 and 443, and everything above 8E3 in X.index[452:500] except 461 and 472 with NaNs and plot again.
In [117]:
index = X.index[400:500]
tmp = df[index]
ex_set = set([412, 413, 416, 432, 433, 440, 441, 442, 443])
for i, c in enumerate(index[:47], 400):
if i not in ex_set:
tmp.loc[tmp[c] < -8E4, c] = np.nan
ex_set = set([461, 472])
for i, c in enumerate(index[52:], 452):
if i not in ex_set:
tmp.loc[tmp[c] > 8E3, c] = np.nan
hist_columns(tmp, X.index, 10, 2, init=400, subplots=5, legend=True, alpha=1, stacked=True, bins=50)
Looks good, let's make it permanent.
In [118]:
index = X.index[400:500]
ex_set = set([412, 413, 416, 432, 433, 440, 441, 442, 443])
for i, c in enumerate(index[:47], 400):
if i not in ex_set:
df.loc[df[c] < -8E4, c] = np.nan
ex_set = set([461, 472])
for i, c in enumerate(index[52:], 452):
if i not in ex_set:
df.loc[df[c] > 8E3, c] = np.nan
Perform the same analysis for the columns in X.index[500:600]
In [119]:
hist_columns(df, X.index, 10, 2, init=500, subplots=5, legend=True, alpha=1, stacked=True)
Replace everything above 8E3 in X.index[500:600] except 579, 584 and 597 with NaNs and plot again.
In [126]:
index = X.index[500:600]
tmp = df[index]
ex_set = set([579, 584, 597])
for i, c in enumerate(index, 500):
if i not in ex_set:
tmp.loc[tmp[c] > 8E3, c] = np.nan
hist_columns(tmp, X.index, 10, 2, init=500, subplots=5, legend=True, alpha=1, stacked=True, bins=50)
Looks good, let's make it permanent.
In [127]:
index = X.index[500:600]
ex_set = set([579, 584, 597])
for i, c in enumerate(index, 500):
if i not in ex_set:
df.loc[df[c] > 8E3, c] = np.nan
Perform the same analysis for the columns in X.index[600:700]
In [157]:
hist_columns(df, X.index, 10, 2, init=600, subplots=5, legend=True, alpha=1, stacked=True, bins=1000)
Replace everything above 8E3 in X.index[601:623] except 602, 604, 605, 608, 609 and 610, everything above 8E2 in X.index[625:700] except 631 and 684, everything below 0 in X.index[604, 605], and everything below -8E4 in X.index[608:611] with NaNs and plot again.
In [161]:
index = X.index[600:700]
tmp = df[index]
ex_set = set([602, 604, 605, 608, 609, 610])
for i, c in enumerate(index[1:23], 601):
if i not in ex_set:
tmp.loc[tmp[c] > 8E3, c] = np.nan
ex_set = set([631, 684])
for i, c in enumerate(index[25:100], 625):
if i not in ex_set:
tmp.loc[tmp[c] > 8E2, c] = np.nan
for c in index[[4, 5]]:
tmp.loc[tmp[c] < 0, c] = np.nan
for c in index[8:11]:
tmp.loc[tmp[c] < -8E4, c] = np.nan
hist_columns(tmp, X.index, 10, 2, init=600, subplots=5, legend=True, alpha=1, stacked=True, bins=100)
Looks good, let's make it permanent.
In [168]:
index = X.index[600:700]
ex_set = set([602, 604, 605, 608, 609, 610])
for i, c in enumerate(index[1:23], 601):
if i not in ex_set:
df.loc[df[c] > 8E3, c] = np.nan
ex_set = set([631, 684])
for i, c in enumerate(index[25:100], 625):
if i not in ex_set:
df.loc[df[c] > 8E2, c] = np.nan
for c in index[[4, 5]]:
df.loc[df[c] < 0, c] = np.nan
for c in index[8:11]:
df.loc[df[c] < -8E4, c] = np.nan
Perform the same analysis for the columns in X.index[700:800]
In [169]:
hist_columns(df, X.index, 10, 2, init=700, subplots=5, legend=True, alpha=1, stacked=True, bins=1000)
Replace everything above 8E2 in X.index[700:800] except 712, 779 and 789 with NaNs and plot again.
In [181]:
index = X.index[700:800]
tmp = df[index]
ex_set = set([712, 779, 789])
for i, c in enumerate(index, 700):
if i not in ex_set:
tmp.loc[tmp[c] > 8E2, c] = np.nan
hist_columns(tmp, X.index, 10, 2, init=700, subplots=5, legend=True, alpha=1, stacked=True, bins=1000)
Looks good, let's make it permanent.
In [5]:
index = X.index[700:800]
ex_set = set([712, 779, 789])
for i, c in enumerate(index, 700):
if i not in ex_set:
df.loc[df[c] > 8E2, c] = np.nan
Perform the same analysis for the columns in X.index[800:900]
In [6]:
hist_columns(df, X.index, 10, 2, init=800, subplots=5, legend=True, alpha=1, stacked=True, bins=1000)
Replace everything above 8E2 in X.index[800:900] except 813, 825, 829, 840, 841, 851, 852, 853, 861, 873 and from 888 to 899 with NaNs and plot again.
In [17]:
index = X.index[800:900]
tmp = df[index]
ex_set = set([813, 825, 829, 840, 841, 851, 852, 853, 861, 873] + range(888, 900))
for i, c in enumerate(index, 800):
if i not in ex_set:
tmp.loc[tmp[c] > 8E2, c] = np.nan
hist_columns(tmp, X.index, 10, 2, init=800, subplots=5, legend=True, alpha=1, stacked=True, bins=1000)
/home/mtambos/anaconda/lib/python2.7/site-packages/pandas/core/indexing.py:415: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead
See the the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
self.obj[item] = s
Looks good, let's make it permanent.
In [18]:
index = X.index[800:900]
ex_set = set([813, 825, 829, 840, 841, 851, 852, 853, 861, 873] + range(888, 900))
for i, c in enumerate(index, 800):
if i not in ex_set:
df.loc[df[c] > 8E2, c] = np.nan
Perform the same analysis for the columns in X.index[900:1000]
In [19]:
hist_columns(df, X.index, 10, 2, init=900, subplots=5, legend=True, alpha=1, stacked=True, bins=1000)
From here on, it seems like some 9Ex values are used as NaNs, but I think it becomes increasingly risky to eliminate them, so I stop here.
VAR_0314 and VAR_0294 seem to be years. Add them to date_cols and remove them from float_cols.
In [4]:
float_cols.remove('VAR_0314')
float_cols.remove('VAR_0294')
In [23]:
zero_std_cols = X[X == 0].index.tolist()
zero_std_cols
Out[23]:
['VAR_0021',
'VAR_0024',
'VAR_0022',
'VAR_0023',
'VAR_0019',
'VAR_0025',
'VAR_0020',
'VAR_0215',
'VAR_0018',
'VAR_0223',
'VAR_0221',
'VAR_0027',
'VAR_0203',
'VAR_0188',
'VAR_0189',
'VAR_0190',
'VAR_0026',
'VAR_0032',
'VAR_0028',
'VAR_0029',
'VAR_0847',
'VAR_0438',
'VAR_0530',
'VAR_0394',
'VAR_0528',
'VAR_0527',
'VAR_0042',
'VAR_0041',
'VAR_0040',
'VAR_0039',
'VAR_0038',
'VAR_0446',
'VAR_0197',
'VAR_0246',
'VAR_1428',
'VAR_0031',
'VAR_0030',
'VAR_0199']
In [25]:
df.drop(zero_std_cols, axis=1, inplace=True)
for c in zero_std_cols:
try:
float_cols.remove(c)
except:
print c
---------------------------------------------------------------------------
ValueError Traceback (most recent call last)
<ipython-input-25-45887efeb67f> in <module>()
----> 1 df.drop(zero_std_cols, axis=1, inplace=True)
2 for c in zero_std_cols:
3 try:
4 float_cols.remove(c)
5 except:
/home/mtambos/anaconda/lib/python2.7/site-packages/pandas/core/generic.pyc in drop(self, labels, axis, level, inplace, errors)
1595 new_axis = axis.drop(labels, level=level, errors=errors)
1596 else:
-> 1597 new_axis = axis.drop(labels, errors=errors)
1598 dropped = self.reindex(**{axis_name: new_axis})
1599 try:
/home/mtambos/anaconda/lib/python2.7/site-packages/pandas/core/index.pyc in drop(self, labels, errors)
2568 if mask.any():
2569 if errors != 'ignore':
-> 2570 raise ValueError('labels %s not contained in axis' % labels[mask])
2571 indexer = indexer[~mask]
2572 return self.delete(indexer)
ValueError: labels ['VAR_0021' 'VAR_0024' 'VAR_0022' 'VAR_0023' 'VAR_0019' 'VAR_0025'
'VAR_0020' 'VAR_0215' 'VAR_0018' 'VAR_0223' 'VAR_0221' 'VAR_0027'
'VAR_0203' 'VAR_0188' 'VAR_0189' 'VAR_0190' 'VAR_0026' 'VAR_0032'
'VAR_0028' 'VAR_0029' 'VAR_0847' 'VAR_0438' 'VAR_0530' 'VAR_0394'
'VAR_0528' 'VAR_0527' 'VAR_0042' 'VAR_0041' 'VAR_0040' 'VAR_0039'
'VAR_0038' 'VAR_0446' 'VAR_0197' 'VAR_0246' 'VAR_1428' 'VAR_0031'
'VAR_0030' 'VAR_0199'] not contained in axis
In [6]:
#low_std_cols = X[X < 0.01].index.tolist()
#df.drop(low_std_cols, axis=1, inplace=True)
#for c in low_std_cols:
# float_cols.remove(c)
In [4]:
print len(df)
df.drop_duplicates(inplace=True)
print len(df)
145231
145231
In [5]:
cols = {i: df.columns[i] for i in range(df.columns.size)}
In [6]:
cols_to_drop = set()
for i in range(len(cols) - 1):
c1 = cols[i]
print "Checking duplicates of column " + c1
for j in range(i+1, len(cols)):
c2 = cols[j]
if (c2 not in cols_to_drop) and (df[c1] == df[c2]).all():
cols_to_drop.add(c2)
print "Duplicates found: " + str(cols_to_drop)
Checking duplicates of column VAR_0001
Duplicates found: set([])
Checking duplicates of column VAR_0002
Duplicates found: set([])
Checking duplicates of column VAR_0003
Duplicates found: set([])
Checking duplicates of column VAR_0004
Duplicates found: set([])
Checking duplicates of column VAR_0005
Duplicates found: set([])
Checking duplicates of column VAR_0006
Duplicates found: set([])
Checking duplicates of column VAR_0007
Duplicates found: set([])
Checking duplicates of column VAR_0008
Duplicates found: set([])
Checking duplicates of column VAR_0009
Duplicates found: set([])
Checking duplicates of column VAR_0010
Duplicates found: set([])
Checking duplicates of column VAR_0011
Duplicates found: set([])
Checking duplicates of column VAR_0012
Duplicates found: set([])
Checking duplicates of column VAR_0013
Duplicates found: set([])
Checking duplicates of column VAR_0014
Duplicates found: set([])
Checking duplicates of column VAR_0015
Duplicates found: set([])
Checking duplicates of column VAR_0016
Duplicates found: set([])
Checking duplicates of column VAR_0017
Duplicates found: set([])
Checking duplicates of column VAR_0033
Duplicates found: set([])
Checking duplicates of column VAR_0034
Duplicates found: set([])
Checking duplicates of column VAR_0035
Duplicates found: set([])
Checking duplicates of column VAR_0036
Duplicates found: set([])
Checking duplicates of column VAR_0037
Duplicates found: set([])
Checking duplicates of column VAR_0043
Duplicates found: set([])
Checking duplicates of column VAR_0044
Duplicates found: set([])
Checking duplicates of column VAR_0045
Duplicates found: set([])
Checking duplicates of column VAR_0046
Duplicates found: set([])
Checking duplicates of column VAR_0047
Duplicates found: set([])
Checking duplicates of column VAR_0048
Duplicates found: set([])
Checking duplicates of column VAR_0049
Duplicates found: set([])
Checking duplicates of column VAR_0050
Duplicates found: set([])
Checking duplicates of column VAR_0051
Duplicates found: set([])
Checking duplicates of column VAR_0052
Duplicates found: set([])
Checking duplicates of column VAR_0053
Duplicates found: set([])
Checking duplicates of column VAR_0054
Duplicates found: set([])
Checking duplicates of column VAR_0055
Duplicates found: set([])
Checking duplicates of column VAR_0056
Duplicates found: set([])
Checking duplicates of column VAR_0057
Duplicates found: set([])
Checking duplicates of column VAR_0058
Duplicates found: set([])
Checking duplicates of column VAR_0059
Duplicates found: set([])
Checking duplicates of column VAR_0060
Duplicates found: set([])
Checking duplicates of column VAR_0061
Duplicates found: set([])
Checking duplicates of column VAR_0062
Duplicates found: set([])
Checking duplicates of column VAR_0063
Duplicates found: set([])
Checking duplicates of column VAR_0064
Duplicates found: set([])
Checking duplicates of column VAR_0065
Duplicates found: set([])
Checking duplicates of column VAR_0066
Duplicates found: set([])
Checking duplicates of column VAR_0067
Duplicates found: set([])
Checking duplicates of column VAR_0068
Duplicates found: set([])
Checking duplicates of column VAR_0069
Duplicates found: set([])
Checking duplicates of column VAR_0070
Duplicates found: set([])
Checking duplicates of column VAR_0071
Duplicates found: set([])
Checking duplicates of column VAR_0072
Duplicates found: set([])
Checking duplicates of column VAR_0073
Duplicates found: set([])
Checking duplicates of column VAR_0074
Duplicates found: set([])
Checking duplicates of column VAR_0075
Duplicates found: set([])
Checking duplicates of column VAR_0076
Duplicates found: set([])
Checking duplicates of column VAR_0077
Duplicates found: set([])
Checking duplicates of column VAR_0078
Duplicates found: set([])
Checking duplicates of column VAR_0079
Duplicates found: set([])
Checking duplicates of column VAR_0080
Duplicates found: set([])
Checking duplicates of column VAR_0081
Duplicates found: set([])
Checking duplicates of column VAR_0082
Duplicates found: set([])
Checking duplicates of column VAR_0083
Duplicates found: set([])
Checking duplicates of column VAR_0084
Duplicates found: set([])
Checking duplicates of column VAR_0085
Duplicates found: set([])
Checking duplicates of column VAR_0086
Duplicates found: set([])
Checking duplicates of column VAR_0087
Duplicates found: set([])
Checking duplicates of column VAR_0088
Duplicates found: set([])
Checking duplicates of column VAR_0089
Duplicates found: set([])
Checking duplicates of column VAR_0090
Duplicates found: set([])
Checking duplicates of column VAR_0091
Duplicates found: set([])
Checking duplicates of column VAR_0092
Duplicates found: set([])
Checking duplicates of column VAR_0093
Duplicates found: set([])
Checking duplicates of column VAR_0094
Duplicates found: set([])
Checking duplicates of column VAR_0095
Duplicates found: set([])
Checking duplicates of column VAR_0096
Duplicates found: set([])
Checking duplicates of column VAR_0097
Duplicates found: set([])
Checking duplicates of column VAR_0098
Duplicates found: set([])
Checking duplicates of column VAR_0099
Duplicates found: set([])
Checking duplicates of column VAR_0100
Duplicates found: set([])
Checking duplicates of column VAR_0101
Duplicates found: set([])
Checking duplicates of column VAR_0102
Duplicates found: set([])
Checking duplicates of column VAR_0103
Duplicates found: set([])
Checking duplicates of column VAR_0104
Duplicates found: set([])
Checking duplicates of column VAR_0105
Duplicates found: set([])
Checking duplicates of column VAR_0106
Duplicates found: set([])
Checking duplicates of column VAR_0107
Duplicates found: set([])
Checking duplicates of column VAR_0108
Duplicates found: set([])
Checking duplicates of column VAR_0109
Duplicates found: set([])
Checking duplicates of column VAR_0110
Duplicates found: set([])
Checking duplicates of column VAR_0111
Duplicates found: set([])
Checking duplicates of column VAR_0112
Duplicates found: set([])
Checking duplicates of column VAR_0113
Duplicates found: set([])
Checking duplicates of column VAR_0114
Duplicates found: set([])
Checking duplicates of column VAR_0115
Duplicates found: set([])
Checking duplicates of column VAR_0116
Duplicates found: set([])
Checking duplicates of column VAR_0117
Duplicates found: set([])
Checking duplicates of column VAR_0118
Duplicates found: set([])
Checking duplicates of column VAR_0119
Duplicates found: set([])
Checking duplicates of column VAR_0120
Duplicates found: set([])
Checking duplicates of column VAR_0121
Duplicates found: set([])
Checking duplicates of column VAR_0122
Duplicates found: set([])
Checking duplicates of column VAR_0123
Duplicates found: set([])
Checking duplicates of column VAR_0124
Duplicates found: set([])
Checking duplicates of column VAR_0125
Duplicates found: set([])
Checking duplicates of column VAR_0126
Duplicates found: set([])
Checking duplicates of column VAR_0127
Duplicates found: set([])
Checking duplicates of column VAR_0128
Duplicates found: set([])
Checking duplicates of column VAR_0129
Duplicates found: set([])
Checking duplicates of column VAR_0130
Duplicates found: set([])
Checking duplicates of column VAR_0131
Duplicates found: set([])
Checking duplicates of column VAR_0132
Duplicates found: set([])
Checking duplicates of column VAR_0133
Duplicates found: set([])
Checking duplicates of column VAR_0134
Duplicates found: set([])
Checking duplicates of column VAR_0135
Duplicates found: set([])
Checking duplicates of column VAR_0136
Duplicates found: set([])
Checking duplicates of column VAR_0137
Duplicates found: set([])
Checking duplicates of column VAR_0138
Duplicates found: set([])
Checking duplicates of column VAR_0139
Duplicates found: set([])
Checking duplicates of column VAR_0140
Duplicates found: set([])
Checking duplicates of column VAR_0141
Duplicates found: set([])
Checking duplicates of column VAR_0142
Duplicates found: set([])
Checking duplicates of column VAR_0143
Duplicates found: set([])
Checking duplicates of column VAR_0144
Duplicates found: set([])
Checking duplicates of column VAR_0145
Duplicates found: set([])
Checking duplicates of column VAR_0146
Duplicates found: set([])
Checking duplicates of column VAR_0147
Duplicates found: set([])
Checking duplicates of column VAR_0148
Duplicates found: set([])
Checking duplicates of column VAR_0149
Duplicates found: set([])
Checking duplicates of column VAR_0150
Duplicates found: set([])
Checking duplicates of column VAR_0151
Duplicates found: set([])
Checking duplicates of column VAR_0152
Duplicates found: set([])
Checking duplicates of column VAR_0153
Duplicates found: set([])
Checking duplicates of column VAR_0154
Duplicates found: set([])
Checking duplicates of column VAR_0155
Duplicates found: set([])
Checking duplicates of column VAR_0156
Duplicates found: set([])
Checking duplicates of column VAR_0157
Duplicates found: set([])
Checking duplicates of column VAR_0158
Duplicates found: set([])
Checking duplicates of column VAR_0159
Duplicates found: set([])
Checking duplicates of column VAR_0160
Duplicates found: set([])
Checking duplicates of column VAR_0161
Duplicates found: set([])
Checking duplicates of column VAR_0162
Duplicates found: set([])
Checking duplicates of column VAR_0163
Duplicates found: set([])
Checking duplicates of column VAR_0164
Duplicates found: set([])
Checking duplicates of column VAR_0165
Duplicates found: set([])
Checking duplicates of column VAR_0166
Duplicates found: set([])
Checking duplicates of column VAR_0167
Duplicates found: set([])
Checking duplicates of column VAR_0168
Duplicates found: set([])
Checking duplicates of column VAR_0169
Duplicates found: set([])
Checking duplicates of column VAR_0170
Duplicates found: set([])
Checking duplicates of column VAR_0171
Duplicates found: set([])
Checking duplicates of column VAR_0172
Duplicates found: set([])
Checking duplicates of column VAR_0173
Duplicates found: set([])
Checking duplicates of column VAR_0174
Duplicates found: set([])
Checking duplicates of column VAR_0175
Duplicates found: set([])
Checking duplicates of column VAR_0176
Duplicates found: set([])
Checking duplicates of column VAR_0177
Duplicates found: set([])
Checking duplicates of column VAR_0178
Duplicates found: set([])
Checking duplicates of column VAR_0179
Duplicates found: set([])
Checking duplicates of column VAR_0180
Duplicates found: set([])
Checking duplicates of column VAR_0181
Duplicates found: set([])
Checking duplicates of column VAR_0182
Duplicates found: set([])
Checking duplicates of column VAR_0183
Duplicates found: set([])
Checking duplicates of column VAR_0184
Duplicates found: set([])
Checking duplicates of column VAR_0185
Duplicates found: set([])
Checking duplicates of column VAR_0186
Duplicates found: set([])
Checking duplicates of column VAR_0187
Duplicates found: set([])
Checking duplicates of column VAR_0191
Duplicates found: set([])
Checking duplicates of column VAR_0192
Duplicates found: set([])
Checking duplicates of column VAR_0193
Duplicates found: set([])
Checking duplicates of column VAR_0194
Duplicates found: set([])
Checking duplicates of column VAR_0195
Duplicates found: set([])
Checking duplicates of column VAR_0196
Duplicates found: set([])
Checking duplicates of column VAR_0198
Duplicates found: set([])
Checking duplicates of column VAR_0200
Duplicates found: set([])
Checking duplicates of column VAR_0201
Duplicates found: set([])
Checking duplicates of column VAR_0202
Duplicates found: set([])
Checking duplicates of column VAR_0204
Duplicates found: set([])
Checking duplicates of column VAR_0205
Duplicates found: set([])
Checking duplicates of column VAR_0206
Duplicates found: set([])
Checking duplicates of column VAR_0207
Duplicates found: set([])
Checking duplicates of column VAR_0208
Duplicates found: set([])
Checking duplicates of column VAR_0209
Duplicates found: set([])
Checking duplicates of column VAR_0210
Duplicates found: set([])
Checking duplicates of column VAR_0211
Duplicates found: set([])
Checking duplicates of column VAR_0212
Duplicates found: set([])
Checking duplicates of column VAR_0213
Duplicates found: set([])
Checking duplicates of column VAR_0214
Duplicates found: set([])
Checking duplicates of column VAR_0216
Duplicates found: set([])
Checking duplicates of column VAR_0217
Duplicates found: set([])
Checking duplicates of column VAR_0219
Duplicates found: set([])
Checking duplicates of column VAR_0220
Duplicates found: set([])
Checking duplicates of column VAR_0222
Duplicates found: set([])
Checking duplicates of column VAR_0224
Duplicates found: set([])
Checking duplicates of column VAR_0225
Duplicates found: set([])
Checking duplicates of column VAR_0226
Duplicates found: set([])
Checking duplicates of column VAR_0227
Duplicates found: set([])
Checking duplicates of column VAR_0228
Duplicates found: set([])
Checking duplicates of column VAR_0229
Duplicates found: set([])
Checking duplicates of column VAR_0230
Duplicates found: set([])
Checking duplicates of column VAR_0231
Duplicates found: set([])
Checking duplicates of column VAR_0232
Duplicates found: set([])
Checking duplicates of column VAR_0233
Duplicates found: set([])
Checking duplicates of column VAR_0234
Duplicates found: set([])
Checking duplicates of column VAR_0235
Duplicates found: set([])
Checking duplicates of column VAR_0236
Duplicates found: set([])
Checking duplicates of column VAR_0237
Duplicates found: set([])
Checking duplicates of column VAR_0238
Duplicates found: set([])
Checking duplicates of column VAR_0239
Duplicates found: set([])
Checking duplicates of column VAR_0241
Duplicates found: set([])
Checking duplicates of column VAR_0242
Duplicates found: set([])
Checking duplicates of column VAR_0243
Duplicates found: set([])
Checking duplicates of column VAR_0244
Duplicates found: set([])
Checking duplicates of column VAR_0245
Duplicates found: set([])
Checking duplicates of column VAR_0247
Duplicates found: set([])
Checking duplicates of column VAR_0248
Duplicates found: set([])
Checking duplicates of column VAR_0249
Duplicates found: set([])
Checking duplicates of column VAR_0250
Duplicates found: set([])
Checking duplicates of column VAR_0251
Duplicates found: set([])
Checking duplicates of column VAR_0252
Duplicates found: set([])
Checking duplicates of column VAR_0253
Duplicates found: set([])
Checking duplicates of column VAR_0254
Duplicates found: set([])
Checking duplicates of column VAR_0255
Duplicates found: set([])
Checking duplicates of column VAR_0256
Duplicates found: set([])
Checking duplicates of column VAR_0257
Duplicates found: set([])
Checking duplicates of column VAR_0258
Duplicates found: set([])
Checking duplicates of column VAR_0259
Duplicates found: set([])
Checking duplicates of column VAR_0260
Duplicates found: set([])
Checking duplicates of column VAR_0261
Duplicates found: set([])
Checking duplicates of column VAR_0262
Duplicates found: set([])
Checking duplicates of column VAR_0263
Duplicates found: set([])
Checking duplicates of column VAR_0264
Duplicates found: set([])
Checking duplicates of column VAR_0265
Duplicates found: set([])
Checking duplicates of column VAR_0266
Duplicates found: set([])
Checking duplicates of column VAR_0267
Duplicates found: set([])
Checking duplicates of column VAR_0268
Duplicates found: set([])
Checking duplicates of column VAR_0269
Duplicates found: set([])
Checking duplicates of column VAR_0270
Duplicates found: set([])
Checking duplicates of column VAR_0271
Duplicates found: set([])
Checking duplicates of column VAR_0272
Duplicates found: set([])
Checking duplicates of column VAR_0273
Duplicates found: set([])
Checking duplicates of column VAR_0274
Duplicates found: set([])
Checking duplicates of column VAR_0275
Duplicates found: set([])
Checking duplicates of column VAR_0276
Duplicates found: set([])
Checking duplicates of column VAR_0277
Duplicates found: set([])
Checking duplicates of column VAR_0278
Duplicates found: set([])
Checking duplicates of column VAR_0279
Duplicates found: set([])
Checking duplicates of column VAR_0280
Duplicates found: set([])
Checking duplicates of column VAR_0281
Duplicates found: set([])
Checking duplicates of column VAR_0282
Duplicates found: set([])
Checking duplicates of column VAR_0283
Duplicates found: set([])
Checking duplicates of column VAR_0284
Duplicates found: set([])
Checking duplicates of column VAR_0285
Duplicates found: set([])
Checking duplicates of column VAR_0286
Duplicates found: set([])
Checking duplicates of column VAR_0287
Duplicates found: set([])
Checking duplicates of column VAR_0288
Duplicates found: set([])
Checking duplicates of column VAR_0289
Duplicates found: set([])
Checking duplicates of column VAR_0290
Duplicates found: set([])
Checking duplicates of column VAR_0291
Duplicates found: set([])
Checking duplicates of column VAR_0292
Duplicates found: set([])
Checking duplicates of column VAR_0293
Duplicates found: set([])
Checking duplicates of column VAR_0294
Duplicates found: set([])
Checking duplicates of column VAR_0295
Duplicates found: set([])
Checking duplicates of column VAR_0296
Duplicates found: set([])
Checking duplicates of column VAR_0297
Duplicates found: set([])
Checking duplicates of column VAR_0298
Duplicates found: set([])
Checking duplicates of column VAR_0299
Duplicates found: set([])
Checking duplicates of column VAR_0300
Duplicates found: set([])
Checking duplicates of column VAR_0301
Duplicates found: set([])
Checking duplicates of column VAR_0302
Duplicates found: set([])
Checking duplicates of column VAR_0303
Duplicates found: set([])
Checking duplicates of column VAR_0304
Duplicates found: set([])
Checking duplicates of column VAR_0305
Duplicates found: set([])
Checking duplicates of column VAR_0306
Duplicates found: set([])
Checking duplicates of column VAR_0307
Duplicates found: set([])
Checking duplicates of column VAR_0308
Duplicates found: set([])
Checking duplicates of column VAR_0309
Duplicates found: set([])
Checking duplicates of column VAR_0310
Duplicates found: set([])
Checking duplicates of column VAR_0311
Duplicates found: set([])
Checking duplicates of column VAR_0312
Duplicates found: set([])
Checking duplicates of column VAR_0313
Duplicates found: set([])
Checking duplicates of column VAR_0314
Duplicates found: set([])
Checking duplicates of column VAR_0315
Duplicates found: set([])
Checking duplicates of column VAR_0316
Duplicates found: set([])
Checking duplicates of column VAR_0317
Duplicates found: set([])
Checking duplicates of column VAR_0318
Duplicates found: set([])
Checking duplicates of column VAR_0319
Duplicates found: set([])
Checking duplicates of column VAR_0320
Duplicates found: set([])
Checking duplicates of column VAR_0321
Duplicates found: set([])
Checking duplicates of column VAR_0322
Duplicates found: set([])
Checking duplicates of column VAR_0323
Duplicates found: set([])
Checking duplicates of column VAR_0324
Duplicates found: set([])
Checking duplicates of column VAR_0325
Duplicates found: set([])
Checking duplicates of column VAR_0326
Duplicates found: set([])
Checking duplicates of column VAR_0327
Duplicates found: set([])
Checking duplicates of column VAR_0328
Duplicates found: set([])
Checking duplicates of column VAR_0329
Duplicates found: set([])
Checking duplicates of column VAR_0330
Duplicates found: set([])
Checking duplicates of column VAR_0331
Duplicates found: set([])
Checking duplicates of column VAR_0332
Duplicates found: set([])
Checking duplicates of column VAR_0333
Duplicates found: set([])
Checking duplicates of column VAR_0334
Duplicates found: set([])
Checking duplicates of column VAR_0335
Duplicates found: set([])
Checking duplicates of column VAR_0336
Duplicates found: set([])
Checking duplicates of column VAR_0337
Duplicates found: set([])
Checking duplicates of column VAR_0338
Duplicates found: set([])
Checking duplicates of column VAR_0339
Duplicates found: set([])
Checking duplicates of column VAR_0340
Duplicates found: set([])
Checking duplicates of column VAR_0341
Duplicates found: set([])
Checking duplicates of column VAR_0342
Duplicates found: set([])
Checking duplicates of column VAR_0343
Duplicates found: set([])
Checking duplicates of column VAR_0344
Duplicates found: set([])
Checking duplicates of column VAR_0345
Duplicates found: set([])
Checking duplicates of column VAR_0346
Duplicates found: set([])
Checking duplicates of column VAR_0347
Duplicates found: set([])
Checking duplicates of column VAR_0348
Duplicates found: set([])
Checking duplicates of column VAR_0349
Duplicates found: set([])
Checking duplicates of column VAR_0350
Duplicates found: set([])
Checking duplicates of column VAR_0351
Duplicates found: set([])
Checking duplicates of column VAR_0352
Duplicates found: set([])
Checking duplicates of column VAR_0353
Duplicates found: set([])
Checking duplicates of column VAR_0354
Duplicates found: set([])
Checking duplicates of column VAR_0355
Duplicates found: set([])
Checking duplicates of column VAR_0356
Duplicates found: set([])
Checking duplicates of column VAR_0357
Duplicates found: set([])
Checking duplicates of column VAR_0358
Duplicates found: set([])
Checking duplicates of column VAR_0359
Duplicates found: set([])
Checking duplicates of column VAR_0360
Duplicates found: set([])
Checking duplicates of column VAR_0361
Duplicates found: set([])
Checking duplicates of column VAR_0362
Duplicates found: set([])
Checking duplicates of column VAR_0363
Duplicates found: set([])
Checking duplicates of column VAR_0364
Duplicates found: set([])
Checking duplicates of column VAR_0365
Duplicates found: set([])
Checking duplicates of column VAR_0366
Duplicates found: set([])
Checking duplicates of column VAR_0367
Duplicates found: set([])
Checking duplicates of column VAR_0368
Duplicates found: set([])
Checking duplicates of column VAR_0369
Duplicates found: set([])
Checking duplicates of column VAR_0370
Duplicates found: set([])
Checking duplicates of column VAR_0371
Duplicates found: set([])
Checking duplicates of column VAR_0372
Duplicates found: set([])
Checking duplicates of column VAR_0373
Duplicates found: set([])
Checking duplicates of column VAR_0374
Duplicates found: set([])
Checking duplicates of column VAR_0375
Duplicates found: set([])
Checking duplicates of column VAR_0376
Duplicates found: set([])
Checking duplicates of column VAR_0377
Duplicates found: set([])
Checking duplicates of column VAR_0378
Duplicates found: set([])
Checking duplicates of column VAR_0379
Duplicates found: set([])
Checking duplicates of column VAR_0380
Duplicates found: set([])
Checking duplicates of column VAR_0381
Duplicates found: set([])
Checking duplicates of column VAR_0382
Duplicates found: set([])
Checking duplicates of column VAR_0383
Duplicates found: set([])
Checking duplicates of column VAR_0384
Duplicates found: set([])
Checking duplicates of column VAR_0385
Duplicates found: set([])
Checking duplicates of column VAR_0386
Duplicates found: set([])
Checking duplicates of column VAR_0387
Duplicates found: set([])
Checking duplicates of column VAR_0388
Duplicates found: set([])
Checking duplicates of column VAR_0389
Duplicates found: set([])
Checking duplicates of column VAR_0390
Duplicates found: set([])
Checking duplicates of column VAR_0391
Duplicates found: set([])
Checking duplicates of column VAR_0392
Duplicates found: set([])
Checking duplicates of column VAR_0393
Duplicates found: set([])
Checking duplicates of column VAR_0395
Duplicates found: set([])
Checking duplicates of column VAR_0396
Duplicates found: set([])
Checking duplicates of column VAR_0397
Duplicates found: set([])
Checking duplicates of column VAR_0398
Duplicates found: set([])
Checking duplicates of column VAR_0399
Duplicates found: set([])
Checking duplicates of column VAR_0400
Duplicates found: set([])
Checking duplicates of column VAR_0401
Duplicates found: set([])
Checking duplicates of column VAR_0402
Duplicates found: set([])
Checking duplicates of column VAR_0403
Duplicates found: set([])
Checking duplicates of column VAR_0404
Duplicates found: set([])
Checking duplicates of column VAR_0405
Duplicates found: set([])
Checking duplicates of column VAR_0406
Duplicates found: set([])
Checking duplicates of column VAR_0407
Duplicates found: set([])
Checking duplicates of column VAR_0408
Duplicates found: set([])
Checking duplicates of column VAR_0409
Duplicates found: set([])
Checking duplicates of column VAR_0410
Duplicates found: set([])
Checking duplicates of column VAR_0411
Duplicates found: set([])
Checking duplicates of column VAR_0412
Duplicates found: set([])
Checking duplicates of column VAR_0413
Duplicates found: set([])
Checking duplicates of column VAR_0414
Duplicates found: set([])
Checking duplicates of column VAR_0415
Duplicates found: set([])
Checking duplicates of column VAR_0416
Duplicates found: set([])
Checking duplicates of column VAR_0417
Duplicates found: set([])
Checking duplicates of column VAR_0418
Duplicates found: set([])
Checking duplicates of column VAR_0419
Duplicates found: set([])
Checking duplicates of column VAR_0420
Duplicates found: set([])
Checking duplicates of column VAR_0421
Duplicates found: set([])
Checking duplicates of column VAR_0422
Duplicates found: set([])
Checking duplicates of column VAR_0423
Duplicates found: set([])
Checking duplicates of column VAR_0424
Duplicates found: set([])
Checking duplicates of column VAR_0425
Duplicates found: set([])
Checking duplicates of column VAR_0426
Duplicates found: set([])
Checking duplicates of column VAR_0427
Duplicates found: set([])
Checking duplicates of column VAR_0428
Duplicates found: set([])
Checking duplicates of column VAR_0429
Duplicates found: set([])
Checking duplicates of column VAR_0430
Duplicates found: set([])
Checking duplicates of column VAR_0431
Duplicates found: set([])
Checking duplicates of column VAR_0432
Duplicates found: set([])
Checking duplicates of column VAR_0433
Duplicates found: set([])
Checking duplicates of column VAR_0434
Duplicates found: set([])
Checking duplicates of column VAR_0435
Duplicates found: set([])
Checking duplicates of column VAR_0436
Duplicates found: set([])
Checking duplicates of column VAR_0437
Duplicates found: set([])
Checking duplicates of column VAR_0439
Duplicates found: set([])
Checking duplicates of column VAR_0440
Duplicates found: set([])
Checking duplicates of column VAR_0441
Duplicates found: set([])
Checking duplicates of column VAR_0442
Duplicates found: set([])
Checking duplicates of column VAR_0443
Duplicates found: set([])
Checking duplicates of column VAR_0444
Duplicates found: set([])
Checking duplicates of column VAR_0445
Duplicates found: set([])
Checking duplicates of column VAR_0447
Duplicates found: set([])
Checking duplicates of column VAR_0448
Duplicates found: set([])
Checking duplicates of column VAR_0449
Duplicates found: set([])
Checking duplicates of column VAR_0450
Duplicates found: set([])
Checking duplicates of column VAR_0451
Duplicates found: set([])
Checking duplicates of column VAR_0452
Duplicates found: set([])
Checking duplicates of column VAR_0453
Duplicates found: set([])
Checking duplicates of column VAR_0454
Duplicates found: set([])
Checking duplicates of column VAR_0455
Duplicates found: set([])
Checking duplicates of column VAR_0456
Duplicates found: set([])
Checking duplicates of column VAR_0457
Duplicates found: set([])
Checking duplicates of column VAR_0458
Duplicates found: set([])
Checking duplicates of column VAR_0459
Duplicates found: set([])
Checking duplicates of column VAR_0460
Duplicates found: set([])
Checking duplicates of column VAR_0461
Duplicates found: set([])
Checking duplicates of column VAR_0462
Duplicates found: set([])
Checking duplicates of column VAR_0463
Duplicates found: set([])
Checking duplicates of column VAR_0464
Duplicates found: set([])
Checking duplicates of column VAR_0465
Duplicates found: set([])
Checking duplicates of column VAR_0466
Duplicates found: set([])
Checking duplicates of column VAR_0467
Duplicates found: set([])
Checking duplicates of column VAR_0468
Duplicates found: set([])
Checking duplicates of column VAR_0469
Duplicates found: set([])
Checking duplicates of column VAR_0470
Duplicates found: set([])
Checking duplicates of column VAR_0471
Duplicates found: set([])
Checking duplicates of column VAR_0472
Duplicates found: set([])
Checking duplicates of column VAR_0473
Duplicates found: set([])
Checking duplicates of column VAR_0474
Duplicates found: set([])
Checking duplicates of column VAR_0475
Duplicates found: set([])
Checking duplicates of column VAR_0476
Duplicates found: set([])
Checking duplicates of column VAR_0477
Duplicates found: set([])
Checking duplicates of column VAR_0478
Duplicates found: set([])
Checking duplicates of column VAR_0479
Duplicates found: set([])
Checking duplicates of column VAR_0480
Duplicates found: set([])
Checking duplicates of column VAR_0481
Duplicates found: set([])
Checking duplicates of column VAR_0482
Duplicates found: set([])
Checking duplicates of column VAR_0483
Duplicates found: set([])
Checking duplicates of column VAR_0484
Duplicates found: set([])
Checking duplicates of column VAR_0485
Duplicates found: set([])
Checking duplicates of column VAR_0486
Duplicates found: set([])
Checking duplicates of column VAR_0487
Duplicates found: set([])
Checking duplicates of column VAR_0488
Duplicates found: set([])
Checking duplicates of column VAR_0489
Duplicates found: set([])
Checking duplicates of column VAR_0490
Duplicates found: set([])
Checking duplicates of column VAR_0491
Duplicates found: set([])
Checking duplicates of column VAR_0492
Duplicates found: set([])
Checking duplicates of column VAR_0493
Duplicates found: set([])
Checking duplicates of column VAR_0494
Duplicates found: set([])
Checking duplicates of column VAR_0495
Duplicates found: set([])
Checking duplicates of column VAR_0496
Duplicates found: set([])
Checking duplicates of column VAR_0497
Duplicates found: set([])
Checking duplicates of column VAR_0498
Duplicates found: set([])
Checking duplicates of column VAR_0499
Duplicates found: set([])
Checking duplicates of column VAR_0500
Duplicates found: set([])
Checking duplicates of column VAR_0501
Duplicates found: set([])
Checking duplicates of column VAR_0502
Duplicates found: set([])
Checking duplicates of column VAR_0503
Duplicates found: set([])
Checking duplicates of column VAR_0504
Duplicates found: set([])
Checking duplicates of column VAR_0505
Duplicates found: set([])
Checking duplicates of column VAR_0506
Duplicates found: set([])
Checking duplicates of column VAR_0507
Duplicates found: set([])
Checking duplicates of column VAR_0508
Duplicates found: set([])
Checking duplicates of column VAR_0509
Duplicates found: set([])
Checking duplicates of column VAR_0510
Duplicates found: set([])
Checking duplicates of column VAR_0511
Duplicates found: set([])
Checking duplicates of column VAR_0512
Duplicates found: set([])
Checking duplicates of column VAR_0513
Duplicates found: set([])
Checking duplicates of column VAR_0514
Duplicates found: set([])
Checking duplicates of column VAR_0515
Duplicates found: set([])
Checking duplicates of column VAR_0516
Duplicates found: set([])
Checking duplicates of column VAR_0517
Duplicates found: set([])
Checking duplicates of column VAR_0518
Duplicates found: set([])
Checking duplicates of column VAR_0519
Duplicates found: set([])
Checking duplicates of column VAR_0520
Duplicates found: set([])
Checking duplicates of column VAR_0521
Duplicates found: set([])
Checking duplicates of column VAR_0522
Duplicates found: set([])
Checking duplicates of column VAR_0523
Duplicates found: set([])
Checking duplicates of column VAR_0524
Duplicates found: set([])
Checking duplicates of column VAR_0525
Duplicates found: set([])
Checking duplicates of column VAR_0526
Duplicates found: set([])
Checking duplicates of column VAR_0529
Duplicates found: set([])
Checking duplicates of column VAR_0531
Duplicates found: set([])
Checking duplicates of column VAR_0532
Duplicates found: set([])
Checking duplicates of column VAR_0533
Duplicates found: set([])
Checking duplicates of column VAR_0534
Duplicates found: set([])
Checking duplicates of column VAR_0535
Duplicates found: set([])
Checking duplicates of column VAR_0536
Duplicates found: set([])
Checking duplicates of column VAR_0537
Duplicates found: set([])
Checking duplicates of column VAR_0538
Duplicates found: set([])
Checking duplicates of column VAR_0539
Duplicates found: set([])
Checking duplicates of column VAR_0540
Duplicates found: set([])
Checking duplicates of column VAR_0541
Duplicates found: set([])
Checking duplicates of column VAR_0542
Duplicates found: set([])
Checking duplicates of column VAR_0543
Duplicates found: set([])
Checking duplicates of column VAR_0544
Duplicates found: set([])
Checking duplicates of column VAR_0545
Duplicates found: set([])
Checking duplicates of column VAR_0546
Duplicates found: set([])
Checking duplicates of column VAR_0547
Duplicates found: set([])
Checking duplicates of column VAR_0548
Duplicates found: set([])
Checking duplicates of column VAR_0549
Duplicates found: set([])
Checking duplicates of column VAR_0550
Duplicates found: set([])
Checking duplicates of column VAR_0551
Duplicates found: set([])
Checking duplicates of column VAR_0552
Duplicates found: set([])
Checking duplicates of column VAR_0553
Duplicates found: set([])
Checking duplicates of column VAR_0554
Duplicates found: set([])
Checking duplicates of column VAR_0555
Duplicates found: set([])
Checking duplicates of column VAR_0556
Duplicates found: set([])
Checking duplicates of column VAR_0557
Duplicates found: set([])
Checking duplicates of column VAR_0558
Duplicates found: set([])
Checking duplicates of column VAR_0559
Duplicates found: set([])
Checking duplicates of column VAR_0560
Duplicates found: set([])
Checking duplicates of column VAR_0561
Duplicates found: set([])
Checking duplicates of column VAR_0562
Duplicates found: set([])
Checking duplicates of column VAR_0563
Duplicates found: set([])
Checking duplicates of column VAR_0564
Duplicates found: set([])
Checking duplicates of column VAR_0565
Duplicates found: set([])
Checking duplicates of column VAR_0566
Duplicates found: set([])
Checking duplicates of column VAR_0567
Duplicates found: set([])
Checking duplicates of column VAR_0568
Duplicates found: set([])
Checking duplicates of column VAR_0569
Duplicates found: set([])
Checking duplicates of column VAR_0570
Duplicates found: set([])
Checking duplicates of column VAR_0571
Duplicates found: set([])
Checking duplicates of column VAR_0572
Duplicates found: set([])
Checking duplicates of column VAR_0573
Duplicates found: set([])
Checking duplicates of column VAR_0574
Duplicates found: set([])
Checking duplicates of column VAR_0575
Duplicates found: set([])
Checking duplicates of column VAR_0576
Duplicates found: set([])
Checking duplicates of column VAR_0577
Duplicates found: set([])
Checking duplicates of column VAR_0578
Duplicates found: set([])
Checking duplicates of column VAR_0579
Duplicates found: set([])
Checking duplicates of column VAR_0580
Duplicates found: set([])
Checking duplicates of column VAR_0581
Duplicates found: set([])
Checking duplicates of column VAR_0582
Duplicates found: set([])
Checking duplicates of column VAR_0583
Duplicates found: set([])
Checking duplicates of column VAR_0584
Duplicates found: set([])
Checking duplicates of column VAR_0585
Duplicates found: set([])
Checking duplicates of column VAR_0586
Duplicates found: set([])
Checking duplicates of column VAR_0587
Duplicates found: set([])
Checking duplicates of column VAR_0588
Duplicates found: set([])
Checking duplicates of column VAR_0589
Duplicates found: set([])
Checking duplicates of column VAR_0590
Duplicates found: set([])
Checking duplicates of column VAR_0591
Duplicates found: set([])
Checking duplicates of column VAR_0592
Duplicates found: set([])
Checking duplicates of column VAR_0593
Duplicates found: set([])
Checking duplicates of column VAR_0594
Duplicates found: set([])
Checking duplicates of column VAR_0595
Duplicates found: set([])
Checking duplicates of column VAR_0596
Duplicates found: set([])
Checking duplicates of column VAR_0597
Duplicates found: set([])
Checking duplicates of column VAR_0598
Duplicates found: set([])
Checking duplicates of column VAR_0599
Duplicates found: set([])
Checking duplicates of column VAR_0600
Duplicates found: set([])
Checking duplicates of column VAR_0601
Duplicates found: set([])
Checking duplicates of column VAR_0602
Duplicates found: set([])
Checking duplicates of column VAR_0603
Duplicates found: set([])
Checking duplicates of column VAR_0604
Duplicates found: set([])
Checking duplicates of column VAR_0605
Duplicates found: set([])
Checking duplicates of column VAR_0606
Duplicates found: set([])
Checking duplicates of column VAR_0607
Duplicates found: set([])
Checking duplicates of column VAR_0608
Duplicates found: set([])
Checking duplicates of column VAR_0609
Duplicates found: set([])
Checking duplicates of column VAR_0610
Duplicates found: set([])
Checking duplicates of column VAR_0611
Duplicates found: set([])
Checking duplicates of column VAR_0612
Duplicates found: set([])
Checking duplicates of column VAR_0613
Duplicates found: set([])
Checking duplicates of column VAR_0614
Duplicates found: set([])
Checking duplicates of column VAR_0615
Duplicates found: set([])
Checking duplicates of column VAR_0616
Duplicates found: set([])
Checking duplicates of column VAR_0617
Duplicates found: set([])
Checking duplicates of column VAR_0618
Duplicates found: set([])
Checking duplicates of column VAR_0619
Duplicates found: set([])
Checking duplicates of column VAR_0620
Duplicates found: set([])
Checking duplicates of column VAR_0621
Duplicates found: set([])
Checking duplicates of column VAR_0622
Duplicates found: set([])
Checking duplicates of column VAR_0623
Duplicates found: set([])
Checking duplicates of column VAR_0624
Duplicates found: set([])
Checking duplicates of column VAR_0625
Duplicates found: set([])
Checking duplicates of column VAR_0626
Duplicates found: set([])
Checking duplicates of column VAR_0627
Duplicates found: set([])
Checking duplicates of column VAR_0628
Duplicates found: set([])
Checking duplicates of column VAR_0629
Duplicates found: set([])
Checking duplicates of column VAR_0630
Duplicates found: set([])
Checking duplicates of column VAR_0631
Duplicates found: set([])
Checking duplicates of column VAR_0632
Duplicates found: set([])
Checking duplicates of column VAR_0633
Duplicates found: set([])
Checking duplicates of column VAR_0634
Duplicates found: set([])
Checking duplicates of column VAR_0635
Duplicates found: set([])
Checking duplicates of column VAR_0636
Duplicates found: set([])
Checking duplicates of column VAR_0637
Duplicates found: set([])
Checking duplicates of column VAR_0638
Duplicates found: set([])
Checking duplicates of column VAR_0639
Duplicates found: set([])
Checking duplicates of column VAR_0640
Duplicates found: set([])
Checking duplicates of column VAR_0641
Duplicates found: set([])
Checking duplicates of column VAR_0642
Duplicates found: set([])
Checking duplicates of column VAR_0643
Duplicates found: set([])
Checking duplicates of column VAR_0644
Duplicates found: set([])
Checking duplicates of column VAR_0645
Duplicates found: set([])
Checking duplicates of column VAR_0646
Duplicates found: set([])
Checking duplicates of column VAR_0647
Duplicates found: set([])
Checking duplicates of column VAR_0648
Duplicates found: set([])
Checking duplicates of column VAR_0649
Duplicates found: set([])
Checking duplicates of column VAR_0650
Duplicates found: set([])
Checking duplicates of column VAR_0651
Duplicates found: set([])
Checking duplicates of column VAR_0652
Duplicates found: set([])
Checking duplicates of column VAR_0653
Duplicates found: set([])
Checking duplicates of column VAR_0654
Duplicates found: set([])
Checking duplicates of column VAR_0655
Duplicates found: set([])
Checking duplicates of column VAR_0656
Duplicates found: set([])
Checking duplicates of column VAR_0657
Duplicates found: set([])
Checking duplicates of column VAR_0658
Duplicates found: set([])
Checking duplicates of column VAR_0659
Duplicates found: set([])
Checking duplicates of column VAR_0660
Duplicates found: set([])
Checking duplicates of column VAR_0661
Duplicates found: set([])
Checking duplicates of column VAR_0662
Duplicates found: set([])
Checking duplicates of column VAR_0663
Duplicates found: set([])
Checking duplicates of column VAR_0664
Duplicates found: set([])
Checking duplicates of column VAR_0665
Duplicates found: set([])
Checking duplicates of column VAR_0666
Duplicates found: set([])
Checking duplicates of column VAR_0667
Duplicates found: set([])
Checking duplicates of column VAR_0668
Duplicates found: set([])
Checking duplicates of column VAR_0669
Duplicates found: set([])
Checking duplicates of column VAR_0670
Duplicates found: set([])
Checking duplicates of column VAR_0671
Duplicates found: set([])
Checking duplicates of column VAR_0672
Duplicates found: set([])
Checking duplicates of column VAR_0673
Duplicates found: set([])
Checking duplicates of column VAR_0674
Duplicates found: set([])
Checking duplicates of column VAR_0675
Duplicates found: set([])
Checking duplicates of column VAR_0676
Duplicates found: set([])
Checking duplicates of column VAR_0677
Duplicates found: set([])
Checking duplicates of column VAR_0678
Duplicates found: set([])
Checking duplicates of column VAR_0679
Duplicates found: set([])
Checking duplicates of column VAR_0680
Duplicates found: set([])
Checking duplicates of column VAR_0681
Duplicates found: set([])
Checking duplicates of column VAR_0682
Duplicates found: set([])
Checking duplicates of column VAR_0683
Duplicates found: set([])
Checking duplicates of column VAR_0684
Duplicates found: set([])
Checking duplicates of column VAR_0685
Duplicates found: set([])
Checking duplicates of column VAR_0686
Duplicates found: set([])
Checking duplicates of column VAR_0687
Duplicates found: set([])
Checking duplicates of column VAR_0688
Duplicates found: set([])
Checking duplicates of column VAR_0689
Duplicates found: set([])
Checking duplicates of column VAR_0690
Duplicates found: set([])
Checking duplicates of column VAR_0691
Duplicates found: set([])
Checking duplicates of column VAR_0692
Duplicates found: set([])
Checking duplicates of column VAR_0693
Duplicates found: set([])
Checking duplicates of column VAR_0694
Duplicates found: set([])
Checking duplicates of column VAR_0695
Duplicates found: set([])
Checking duplicates of column VAR_0696
Duplicates found: set([])
Checking duplicates of column VAR_0697
Duplicates found: set([])
Checking duplicates of column VAR_0698
Duplicates found: set([])
Checking duplicates of column VAR_0699
Duplicates found: set([])
Checking duplicates of column VAR_0700
Duplicates found: set([])
Checking duplicates of column VAR_0701
Duplicates found: set([])
Checking duplicates of column VAR_0702
Duplicates found: set([])
Checking duplicates of column VAR_0703
Duplicates found: set([])
Checking duplicates of column VAR_0704
Duplicates found: set([])
Checking duplicates of column VAR_0705
Duplicates found: set([])
Checking duplicates of column VAR_0706
Duplicates found: set([])
Checking duplicates of column VAR_0707
Duplicates found: set([])
Checking duplicates of column VAR_0708
Duplicates found: set([])
Checking duplicates of column VAR_0709
Duplicates found: set([])
Checking duplicates of column VAR_0710
Duplicates found: set([])
Checking duplicates of column VAR_0711
Duplicates found: set([])
Checking duplicates of column VAR_0712
Duplicates found: set([])
Checking duplicates of column VAR_0713
Duplicates found: set([])
Checking duplicates of column VAR_0714
Duplicates found: set([])
Checking duplicates of column VAR_0715
Duplicates found: set([])
Checking duplicates of column VAR_0716
Duplicates found: set([])
Checking duplicates of column VAR_0717
Duplicates found: set([])
Checking duplicates of column VAR_0718
Duplicates found: set([])
Checking duplicates of column VAR_0719
Duplicates found: set([])
Checking duplicates of column VAR_0720
Duplicates found: set([])
Checking duplicates of column VAR_0721
Duplicates found: set([])
Checking duplicates of column VAR_0722
Duplicates found: set([])
Checking duplicates of column VAR_0723
Duplicates found: set([])
Checking duplicates of column VAR_0724
Duplicates found: set([])
Checking duplicates of column VAR_0725
Duplicates found: set([])
Checking duplicates of column VAR_0726
Duplicates found: set([])
Checking duplicates of column VAR_0727
Duplicates found: set([])
Checking duplicates of column VAR_0728
Duplicates found: set([])
Checking duplicates of column VAR_0729
Duplicates found: set([])
Checking duplicates of column VAR_0730
Duplicates found: set([])
Checking duplicates of column VAR_0731
Duplicates found: set([])
Checking duplicates of column VAR_0732
Duplicates found: set([])
Checking duplicates of column VAR_0733
Duplicates found: set([])
Checking duplicates of column VAR_0734
Duplicates found: set([])
Checking duplicates of column VAR_0735
Duplicates found: set([])
Checking duplicates of column VAR_0736
Duplicates found: set([])
Checking duplicates of column VAR_0737
Duplicates found: set([])
Checking duplicates of column VAR_0738
Duplicates found: set([])
Checking duplicates of column VAR_0739
Duplicates found: set([])
Checking duplicates of column VAR_0740
Duplicates found: set([])
Checking duplicates of column VAR_0741
Duplicates found: set([])
Checking duplicates of column VAR_0742
Duplicates found: set([])
Checking duplicates of column VAR_0743
Duplicates found: set([])
Checking duplicates of column VAR_0744
Duplicates found: set([])
Checking duplicates of column VAR_0745
Duplicates found: set([])
Checking duplicates of column VAR_0746
Duplicates found: set([])
Checking duplicates of column VAR_0747
Duplicates found: set([])
Checking duplicates of column VAR_0748
Duplicates found: set([])
Checking duplicates of column VAR_0749
Duplicates found: set([])
Checking duplicates of column VAR_0750
Duplicates found: set([])
Checking duplicates of column VAR_0751
Duplicates found: set([])
Checking duplicates of column VAR_0752
Duplicates found: set([])
Checking duplicates of column VAR_0753
Duplicates found: set([])
Checking duplicates of column VAR_0754
Duplicates found: set([])
Checking duplicates of column VAR_0755
Duplicates found: set([])
Checking duplicates of column VAR_0756
Duplicates found: set([])
Checking duplicates of column VAR_0757
Duplicates found: set([])
Checking duplicates of column VAR_0758
Duplicates found: set([])
Checking duplicates of column VAR_0759
Duplicates found: set([])
Checking duplicates of column VAR_0760
Duplicates found: set([])
Checking duplicates of column VAR_0761
Duplicates found: set([])
Checking duplicates of column VAR_0762
Duplicates found: set([])
Checking duplicates of column VAR_0763
Duplicates found: set([])
Checking duplicates of column VAR_0764
Duplicates found: set([])
Checking duplicates of column VAR_0765
Duplicates found: set([])
Checking duplicates of column VAR_0766
Duplicates found: set([])
Checking duplicates of column VAR_0767
Duplicates found: set([])
Checking duplicates of column VAR_0768
Duplicates found: set([])
Checking duplicates of column VAR_0769
Duplicates found: set([])
Checking duplicates of column VAR_0770
Duplicates found: set([])
Checking duplicates of column VAR_0771
Duplicates found: set([])
Checking duplicates of column VAR_0772
Duplicates found: set([])
Checking duplicates of column VAR_0773
Duplicates found: set([])
Checking duplicates of column VAR_0774
Duplicates found: set([])
Checking duplicates of column VAR_0775
Duplicates found: set([])
Checking duplicates of column VAR_0776
Duplicates found: set([])
Checking duplicates of column VAR_0777
Duplicates found: set([])
Checking duplicates of column VAR_0778
Duplicates found: set([])
Checking duplicates of column VAR_0779
Duplicates found: set([])
Checking duplicates of column VAR_0780
Duplicates found: set([])
Checking duplicates of column VAR_0781
Duplicates found: set([])
Checking duplicates of column VAR_0782
Duplicates found: set([])
Checking duplicates of column VAR_0783
Duplicates found: set([])
Checking duplicates of column VAR_0784
Duplicates found: set([])
Checking duplicates of column VAR_0785
Duplicates found: set([])
Checking duplicates of column VAR_0786
Duplicates found: set([])
Checking duplicates of column VAR_0787
Duplicates found: set([])
Checking duplicates of column VAR_0788
Duplicates found: set([])
Checking duplicates of column VAR_0789
Duplicates found: set([])
Checking duplicates of column VAR_0790
Duplicates found: set([])
Checking duplicates of column VAR_0791
Duplicates found: set([])
Checking duplicates of column VAR_0792
Duplicates found: set([])
Checking duplicates of column VAR_0793
Duplicates found: set([])
Checking duplicates of column VAR_0794
Duplicates found: set([])
Checking duplicates of column VAR_0795
Duplicates found: set([])
Checking duplicates of column VAR_0796
Duplicates found: set([])
Checking duplicates of column VAR_0797
Duplicates found: set([])
Checking duplicates of column VAR_0798
Duplicates found: set([])
Checking duplicates of column VAR_0799
Duplicates found: set([])
Checking duplicates of column VAR_0800
Duplicates found: set([])
Checking duplicates of column VAR_0801
Duplicates found: set([])
Checking duplicates of column VAR_0802
Duplicates found: set([])
Checking duplicates of column VAR_0803
Duplicates found: set([])
Checking duplicates of column VAR_0804
Duplicates found: set([])
Checking duplicates of column VAR_0805
Duplicates found: set([])
Checking duplicates of column VAR_0806
Duplicates found: set([])
Checking duplicates of column VAR_0807
Duplicates found: set([])
Checking duplicates of column VAR_0808
Duplicates found: set([])
Checking duplicates of column VAR_0809
Duplicates found: set([])
Checking duplicates of column VAR_0810
Duplicates found: set([])
Checking duplicates of column VAR_0811
Duplicates found: set([])
Checking duplicates of column VAR_0812
Duplicates found: set([])
Checking duplicates of column VAR_0813
Duplicates found: set([])
Checking duplicates of column VAR_0814
Duplicates found: set([])
Checking duplicates of column VAR_0815
Duplicates found: set([])
Checking duplicates of column VAR_0816
Duplicates found: set([])
Checking duplicates of column VAR_0817
Duplicates found: set([])
Checking duplicates of column VAR_0818
Duplicates found: set([])
Checking duplicates of column VAR_0819
Duplicates found: set([])
Checking duplicates of column VAR_0820
Duplicates found: set([])
Checking duplicates of column VAR_0821
Duplicates found: set([])
Checking duplicates of column VAR_0822
Duplicates found: set([])
Checking duplicates of column VAR_0823
Duplicates found: set([])
Checking duplicates of column VAR_0824
Duplicates found: set([])
Checking duplicates of column VAR_0825
Duplicates found: set([])
Checking duplicates of column VAR_0826
Duplicates found: set([])
Checking duplicates of column VAR_0827
Duplicates found: set([])
Checking duplicates of column VAR_0828
Duplicates found: set([])
Checking duplicates of column VAR_0829
Duplicates found: set([])
Checking duplicates of column VAR_0830
Duplicates found: set([])
Checking duplicates of column VAR_0831
Duplicates found: set([])
Checking duplicates of column VAR_0832
Duplicates found: set([])
Checking duplicates of column VAR_0833
Duplicates found: set([])
Checking duplicates of column VAR_0834
Duplicates found: set([])
Checking duplicates of column VAR_0835
Duplicates found: set([])
Checking duplicates of column VAR_0836
Duplicates found: set([])
Checking duplicates of column VAR_0837
Duplicates found: set([])
Checking duplicates of column VAR_0838
Duplicates found: set([])
Checking duplicates of column VAR_0839
Duplicates found: set([])
Checking duplicates of column VAR_0840
Duplicates found: set([])
Checking duplicates of column VAR_0841
Duplicates found: set([])
Checking duplicates of column VAR_0842
Duplicates found: set([])
Checking duplicates of column VAR_0843
Duplicates found: set([])
Checking duplicates of column VAR_0844
Duplicates found: set([])
Checking duplicates of column VAR_0845
Duplicates found: set([])
Checking duplicates of column VAR_0846
Duplicates found: set([])
Checking duplicates of column VAR_0848
Duplicates found: set([])
Checking duplicates of column VAR_0849
Duplicates found: set([])
Checking duplicates of column VAR_0850
Duplicates found: set([])
Checking duplicates of column VAR_0851
Duplicates found: set([])
Checking duplicates of column VAR_0852
Duplicates found: set([])
Checking duplicates of column VAR_0853
Duplicates found: set([])
Checking duplicates of column VAR_0854
Duplicates found: set([])
Checking duplicates of column VAR_0855
Duplicates found: set([])
Checking duplicates of column VAR_0856
Duplicates found: set([])
Checking duplicates of column VAR_0857
Duplicates found: set([])
Checking duplicates of column VAR_0858
Duplicates found: set([])
Checking duplicates of column VAR_0859
Duplicates found: set([])
Checking duplicates of column VAR_0860
Duplicates found: set([])
Checking duplicates of column VAR_0861
Duplicates found: set([])
Checking duplicates of column VAR_0862
Duplicates found: set([])
Checking duplicates of column VAR_0863
Duplicates found: set([])
Checking duplicates of column VAR_0864
Duplicates found: set([])
Checking duplicates of column VAR_0865
Duplicates found: set([])
Checking duplicates of column VAR_0866
Duplicates found: set([])
Checking duplicates of column VAR_0867
Duplicates found: set([])
Checking duplicates of column VAR_0868
Duplicates found: set([])
Checking duplicates of column VAR_0869
Duplicates found: set([])
Checking duplicates of column VAR_0870
Duplicates found: set([])
Checking duplicates of column VAR_0871
Duplicates found: set([])
Checking duplicates of column VAR_0872
Duplicates found: set([])
Checking duplicates of column VAR_0873
Duplicates found: set([])
Checking duplicates of column VAR_0874
Duplicates found: set([])
Checking duplicates of column VAR_0875
Duplicates found: set([])
Checking duplicates of column VAR_0876
Duplicates found: set([])
Checking duplicates of column VAR_0877
Duplicates found: set([])
Checking duplicates of column VAR_0878
Duplicates found: set([])
Checking duplicates of column VAR_0879
Duplicates found: set([])
Checking duplicates of column VAR_0880
Duplicates found: set([])
Checking duplicates of column VAR_0881
Duplicates found: set([])
Checking duplicates of column VAR_0882
Duplicates found: set([])
Checking duplicates of column VAR_0883
Duplicates found: set([])
Checking duplicates of column VAR_0884
Duplicates found: set([])
Checking duplicates of column VAR_0885
Duplicates found: set([])
Checking duplicates of column VAR_0886
Duplicates found: set([])
Checking duplicates of column VAR_0887
Duplicates found: set([])
Checking duplicates of column VAR_0888
Duplicates found: set([])
Checking duplicates of column VAR_0889
Duplicates found: set([])
Checking duplicates of column VAR_0890
Duplicates found: set([])
Checking duplicates of column VAR_0891
Duplicates found: set([])
Checking duplicates of column VAR_0892
Duplicates found: set([])
Checking duplicates of column VAR_0893
Duplicates found: set([])
Checking duplicates of column VAR_0894
Duplicates found: set([])
Checking duplicates of column VAR_0895
Duplicates found: set([])
Checking duplicates of column VAR_0896
Duplicates found: set([])
Checking duplicates of column VAR_0897
Duplicates found: set([])
Checking duplicates of column VAR_0898
Duplicates found: set([])
Checking duplicates of column VAR_0899
Duplicates found: set([])
Checking duplicates of column VAR_0900
Duplicates found: set([])
Checking duplicates of column VAR_0901
Duplicates found: set([])
Checking duplicates of column VAR_0902
Duplicates found: set([])
Checking duplicates of column VAR_0903
Duplicates found: set([])
Checking duplicates of column VAR_0904
Duplicates found: set([])
Checking duplicates of column VAR_0905
Duplicates found: set([])
Checking duplicates of column VAR_0906
Duplicates found: set([])
Checking duplicates of column VAR_0907
Duplicates found: set([])
Checking duplicates of column VAR_0908
Duplicates found: set([])
Checking duplicates of column VAR_0909
Duplicates found: set([])
Checking duplicates of column VAR_0910
Duplicates found: set([])
Checking duplicates of column VAR_0911
Duplicates found: set([])
Checking duplicates of column VAR_0912
Duplicates found: set([])
Checking duplicates of column VAR_0913
Duplicates found: set([])
Checking duplicates of column VAR_0914
Duplicates found: set([])
Checking duplicates of column VAR_0915
Duplicates found: set([])
Checking duplicates of column VAR_0916
Duplicates found: set([])
Checking duplicates of column VAR_0917
Duplicates found: set([])
Checking duplicates of column VAR_0918
Duplicates found: set([])
Checking duplicates of column VAR_0919
Duplicates found: set([])
Checking duplicates of column VAR_0920
Duplicates found: set([])
Checking duplicates of column VAR_0921
Duplicates found: set([])
Checking duplicates of column VAR_0922
Duplicates found: set([])
Checking duplicates of column VAR_0923
Duplicates found: set([])
Checking duplicates of column VAR_0924
Duplicates found: set([])
Checking duplicates of column VAR_0925
Duplicates found: set([])
Checking duplicates of column VAR_0926
Duplicates found: set([])
Checking duplicates of column VAR_0927
Duplicates found: set([])
Checking duplicates of column VAR_0928
Duplicates found: set([])
Checking duplicates of column VAR_0929
Duplicates found: set([])
Checking duplicates of column VAR_0930
Duplicates found: set([])
Checking duplicates of column VAR_0931
Duplicates found: set([])
Checking duplicates of column VAR_0932
Duplicates found: set([])
Checking duplicates of column VAR_0933
Duplicates found: set([])
Checking duplicates of column VAR_0934
Duplicates found: set([])
Checking duplicates of column VAR_0935
Duplicates found: set([])
Checking duplicates of column VAR_0936
Duplicates found: set([])
Checking duplicates of column VAR_0937
Duplicates found: set([])
Checking duplicates of column VAR_0938
Duplicates found: set([])
Checking duplicates of column VAR_0939
Duplicates found: set([])
Checking duplicates of column VAR_0940
Duplicates found: set([])
Checking duplicates of column VAR_0941
Duplicates found: set([])
Checking duplicates of column VAR_0942
Duplicates found: set([])
Checking duplicates of column VAR_0943
Duplicates found: set([])
Checking duplicates of column VAR_0944
Duplicates found: set([])
Checking duplicates of column VAR_0945
Duplicates found: set([])
Checking duplicates of column VAR_0946
Duplicates found: set([])
Checking duplicates of column VAR_0947
Duplicates found: set([])
Checking duplicates of column VAR_0948
Duplicates found: set([])
Checking duplicates of column VAR_0949
Duplicates found: set([])
Checking duplicates of column VAR_0950
Duplicates found: set([])
Checking duplicates of column VAR_0951
Duplicates found: set([])
Checking duplicates of column VAR_0952
Duplicates found: set([])
Checking duplicates of column VAR_0953
Duplicates found: set([])
Checking duplicates of column VAR_0954
Duplicates found: set([])
Checking duplicates of column VAR_0955
Duplicates found: set([])
Checking duplicates of column VAR_0956
Duplicates found: set([])
Checking duplicates of column VAR_0957
Duplicates found: set([])
Checking duplicates of column VAR_0958
Duplicates found: set([])
Checking duplicates of column VAR_0959
Duplicates found: set([])
Checking duplicates of column VAR_0960
Duplicates found: set([])
Checking duplicates of column VAR_0961
Duplicates found: set([])
Checking duplicates of column VAR_0962
Duplicates found: set([])
Checking duplicates of column VAR_0963
Duplicates found: set([])
Checking duplicates of column VAR_0964
Duplicates found: set([])
Checking duplicates of column VAR_0965
Duplicates found: set([])
Checking duplicates of column VAR_0966
Duplicates found: set([])
Checking duplicates of column VAR_0967
Duplicates found: set([])
Checking duplicates of column VAR_0968
Duplicates found: set([])
Checking duplicates of column VAR_0969
Duplicates found: set([])
Checking duplicates of column VAR_0970
Duplicates found: set([])
Checking duplicates of column VAR_0971
Duplicates found: set([])
Checking duplicates of column VAR_0972
Duplicates found: set([])
Checking duplicates of column VAR_0973
Duplicates found: set([])
Checking duplicates of column VAR_0974
Duplicates found: set([])
Checking duplicates of column VAR_0975
Duplicates found: set([])
Checking duplicates of column VAR_0976
Duplicates found: set([])
Checking duplicates of column VAR_0977
Duplicates found: set([])
Checking duplicates of column VAR_0978
Duplicates found: set([])
Checking duplicates of column VAR_0979
Duplicates found: set([])
Checking duplicates of column VAR_0980
Duplicates found: set([])
Checking duplicates of column VAR_0981
Duplicates found: set([])
Checking duplicates of column VAR_0982
Duplicates found: set([])
Checking duplicates of column VAR_0983
Duplicates found: set([])
Checking duplicates of column VAR_0984
Duplicates found: set([])
Checking duplicates of column VAR_0985
Duplicates found: set([])
Checking duplicates of column VAR_0986
Duplicates found: set([])
Checking duplicates of column VAR_0987
Duplicates found: set([])
Checking duplicates of column VAR_0988
Duplicates found: set([])
Checking duplicates of column VAR_0989
Duplicates found: set([])
Checking duplicates of column VAR_0990
Duplicates found: set([])
Checking duplicates of column VAR_0991
Duplicates found: set([])
Checking duplicates of column VAR_0992
Duplicates found: set([])
Checking duplicates of column VAR_0993
Duplicates found: set([])
Checking duplicates of column VAR_0994
Duplicates found: set([])
Checking duplicates of column VAR_0995
Duplicates found: set([])
Checking duplicates of column VAR_0996
Duplicates found: set([])
Checking duplicates of column VAR_0997
Duplicates found: set([])
Checking duplicates of column VAR_0998
Duplicates found: set([])
Checking duplicates of column VAR_0999
Duplicates found: set([])
Checking duplicates of column VAR_1000
Duplicates found: set([])
Checking duplicates of column VAR_1001
Duplicates found: set([])
Checking duplicates of column VAR_1002
Duplicates found: set([])
Checking duplicates of column VAR_1003
Duplicates found: set([])
Checking duplicates of column VAR_1004
Duplicates found: set([])
Checking duplicates of column VAR_1005
Duplicates found: set([])
Checking duplicates of column VAR_1006
Duplicates found: set([])
Checking duplicates of column VAR_1007
Duplicates found: set([])
Checking duplicates of column VAR_1008
Duplicates found: set([])
Checking duplicates of column VAR_1009
Duplicates found: set([])
Checking duplicates of column VAR_1010
Duplicates found: set([])
Checking duplicates of column VAR_1011
Duplicates found: set([])
Checking duplicates of column VAR_1012
Duplicates found: set([])
Checking duplicates of column VAR_1013
Duplicates found: set([])
Checking duplicates of column VAR_1014
Duplicates found: set([])
Checking duplicates of column VAR_1015
Duplicates found: set([])
Checking duplicates of column VAR_1016
Duplicates found: set([])
Checking duplicates of column VAR_1017
Duplicates found: set([])
Checking duplicates of column VAR_1018
Duplicates found: set([])
Checking duplicates of column VAR_1019
Duplicates found: set([])
Checking duplicates of column VAR_1020
Duplicates found: set([])
Checking duplicates of column VAR_1021
Duplicates found: set([])
Checking duplicates of column VAR_1022
Duplicates found: set([])
Checking duplicates of column VAR_1023
Duplicates found: set([])
Checking duplicates of column VAR_1024
Duplicates found: set([])
Checking duplicates of column VAR_1025
Duplicates found: set([])
Checking duplicates of column VAR_1026
Duplicates found: set([])
Checking duplicates of column VAR_1027
Duplicates found: set([])
Checking duplicates of column VAR_1028
Duplicates found: set([])
Checking duplicates of column VAR_1029
Duplicates found: set([])
Checking duplicates of column VAR_1030
Duplicates found: set([])
Checking duplicates of column VAR_1031
Duplicates found: set([])
Checking duplicates of column VAR_1032
Duplicates found: set([])
Checking duplicates of column VAR_1033
Duplicates found: set([])
Checking duplicates of column VAR_1034
Duplicates found: set([])
Checking duplicates of column VAR_1035
Duplicates found: set([])
Checking duplicates of column VAR_1037
Duplicates found: set([])
Checking duplicates of column VAR_1038
Duplicates found: set([])
Checking duplicates of column VAR_1039
Duplicates found: set([])
Checking duplicates of column VAR_1040
Duplicates found: set([])
Checking duplicates of column VAR_1041
Duplicates found: set([])
Checking duplicates of column VAR_1042
Duplicates found: set([])
Checking duplicates of column VAR_1043
Duplicates found: set([])
Checking duplicates of column VAR_1044
Duplicates found: set([])
Checking duplicates of column VAR_1045
Duplicates found: set([])
Checking duplicates of column VAR_1046
Duplicates found: set([])
Checking duplicates of column VAR_1047
Duplicates found: set([])
Checking duplicates of column VAR_1048
Duplicates found: set([])
Checking duplicates of column VAR_1049
Duplicates found: set([])
Checking duplicates of column VAR_1050
Duplicates found: set([])
Checking duplicates of column VAR_1051
Duplicates found: set([])
Checking duplicates of column VAR_1052
Duplicates found: set([])
Checking duplicates of column VAR_1053
Duplicates found: set([])
Checking duplicates of column VAR_1054
Duplicates found: set([])
Checking duplicates of column VAR_1055
Duplicates found: set([])
Checking duplicates of column VAR_1056
Duplicates found: set([])
Checking duplicates of column VAR_1057
Duplicates found: set([])
Checking duplicates of column VAR_1058
Duplicates found: set([])
Checking duplicates of column VAR_1059
Duplicates found: set([])
Checking duplicates of column VAR_1060
Duplicates found: set([])
Checking duplicates of column VAR_1061
Duplicates found: set([])
Checking duplicates of column VAR_1062
Duplicates found: set([])
Checking duplicates of column VAR_1063
Duplicates found: set([])
Checking duplicates of column VAR_1064
Duplicates found: set([])
Checking duplicates of column VAR_1065
Duplicates found: set([])
Checking duplicates of column VAR_1066
Duplicates found: set([])
Checking duplicates of column VAR_1067
Duplicates found: set([])
Checking duplicates of column VAR_1068
Duplicates found: set([])
Checking duplicates of column VAR_1069
Duplicates found: set([])
Checking duplicates of column VAR_1070
Duplicates found: set([])
Checking duplicates of column VAR_1071
Duplicates found: set([])
Checking duplicates of column VAR_1072
Duplicates found: set([])
Checking duplicates of column VAR_1073
Duplicates found: set([])
Checking duplicates of column VAR_1074
Duplicates found: set([])
Checking duplicates of column VAR_1075
Duplicates found: set([])
Checking duplicates of column VAR_1076
Duplicates found: set([])
Checking duplicates of column VAR_1077
Duplicates found: set([])
Checking duplicates of column VAR_1078
Duplicates found: set([])
Checking duplicates of column VAR_1079
Duplicates found: set([])
Checking duplicates of column VAR_1080
Duplicates found: set([])
Checking duplicates of column VAR_1081
Duplicates found: set([])
Checking duplicates of column VAR_1082
Duplicates found: set([])
Checking duplicates of column VAR_1083
Duplicates found: set([])
Checking duplicates of column VAR_1084
Duplicates found: set([])
Checking duplicates of column VAR_1085
Duplicates found: set([])
Checking duplicates of column VAR_1086
Duplicates found: set([])
Checking duplicates of column VAR_1087
Duplicates found: set([])
Checking duplicates of column VAR_1088
Duplicates found: set([])
Checking duplicates of column VAR_1089
Duplicates found: set([])
Checking duplicates of column VAR_1090
Duplicates found: set([])
Checking duplicates of column VAR_1091
Duplicates found: set([])
Checking duplicates of column VAR_1092
Duplicates found: set([])
Checking duplicates of column VAR_1093
Duplicates found: set([])
Checking duplicates of column VAR_1094
Duplicates found: set([])
Checking duplicates of column VAR_1095
Duplicates found: set([])
Checking duplicates of column VAR_1096
Duplicates found: set([])
Checking duplicates of column VAR_1097
Duplicates found: set([])
Checking duplicates of column VAR_1098
Duplicates found: set([])
Checking duplicates of column VAR_1099
Duplicates found: set([])
Checking duplicates of column VAR_1100
Duplicates found: set([])
Checking duplicates of column VAR_1101
Duplicates found: set([])
Checking duplicates of column VAR_1102
Duplicates found: set([])
Checking duplicates of column VAR_1103
Duplicates found: set([])
Checking duplicates of column VAR_1104
Duplicates found: set([])
Checking duplicates of column VAR_1105
Duplicates found: set([])
Checking duplicates of column VAR_1106
Duplicates found: set([])
Checking duplicates of column VAR_1107
Duplicates found: set([])
Checking duplicates of column VAR_1108
Duplicates found: set([])
Checking duplicates of column VAR_1109
Duplicates found: set([])
Checking duplicates of column VAR_1110
Duplicates found: set([])
Checking duplicates of column VAR_1111
Duplicates found: set([])
Checking duplicates of column VAR_1112
Duplicates found: set([])
Checking duplicates of column VAR_1113
Duplicates found: set([])
Checking duplicates of column VAR_1114
Duplicates found: set([])
Checking duplicates of column VAR_1115
Duplicates found: set([])
Checking duplicates of column VAR_1116
Duplicates found: set([])
Checking duplicates of column VAR_1117
Duplicates found: set([])
Checking duplicates of column VAR_1118
Duplicates found: set([])
Checking duplicates of column VAR_1119
Duplicates found: set([])
Checking duplicates of column VAR_1120
Duplicates found: set([])
Checking duplicates of column VAR_1121
Duplicates found: set([])
Checking duplicates of column VAR_1122
Duplicates found: set([])
Checking duplicates of column VAR_1123
Duplicates found: set([])
Checking duplicates of column VAR_1124
Duplicates found: set([])
Checking duplicates of column VAR_1125
Duplicates found: set([])
Checking duplicates of column VAR_1126
Duplicates found: set([])
Checking duplicates of column VAR_1127
Duplicates found: set([])
Checking duplicates of column VAR_1128
Duplicates found: set([])
Checking duplicates of column VAR_1129
Duplicates found: set([])
Checking duplicates of column VAR_1130
Duplicates found: set([])
Checking duplicates of column VAR_1131
Duplicates found: set([])
Checking duplicates of column VAR_1132
Duplicates found: set([])
Checking duplicates of column VAR_1133
Duplicates found: set([])
Checking duplicates of column VAR_1134
Duplicates found: set([])
Checking duplicates of column VAR_1135
Duplicates found: set([])
Checking duplicates of column VAR_1136
Duplicates found: set([])
Checking duplicates of column VAR_1137
Duplicates found: set([])
Checking duplicates of column VAR_1138
Duplicates found: set([])
Checking duplicates of column VAR_1139
Duplicates found: set([])
Checking duplicates of column VAR_1140
Duplicates found: set([])
Checking duplicates of column VAR_1141
Duplicates found: set([])
Checking duplicates of column VAR_1142
Duplicates found: set([])
Checking duplicates of column VAR_1143
Duplicates found: set([])
Checking duplicates of column VAR_1144
Duplicates found: set([])
Checking duplicates of column VAR_1145
Duplicates found: set([])
Checking duplicates of column VAR_1146
Duplicates found: set([])
Checking duplicates of column VAR_1147
Duplicates found: set([])
Checking duplicates of column VAR_1148
Duplicates found: set([])
Checking duplicates of column VAR_1149
Duplicates found: set([])
Checking duplicates of column VAR_1150
Duplicates found: set([])
Checking duplicates of column VAR_1151
Duplicates found: set([])
Checking duplicates of column VAR_1152
Duplicates found: set([])
Checking duplicates of column VAR_1153
Duplicates found: set([])
Checking duplicates of column VAR_1154
Duplicates found: set([])
Checking duplicates of column VAR_1155
Duplicates found: set([])
Checking duplicates of column VAR_1156
Duplicates found: set([])
Checking duplicates of column VAR_1157
Duplicates found: set([])
Checking duplicates of column VAR_1158
Duplicates found: set([])
Checking duplicates of column VAR_1159
Duplicates found: set([])
Checking duplicates of column VAR_1160
Duplicates found: set([])
Checking duplicates of column VAR_1161
Duplicates found: set([])
Checking duplicates of column VAR_1162
Duplicates found: set([])
Checking duplicates of column VAR_1163
Duplicates found: set([])
Checking duplicates of column VAR_1164
Duplicates found: set([])
Checking duplicates of column VAR_1165
Duplicates found: set([])
Checking duplicates of column VAR_1166
Duplicates found: set([])
Checking duplicates of column VAR_1167
Duplicates found: set([])
Checking duplicates of column VAR_1168
Duplicates found: set([])
Checking duplicates of column VAR_1169
Duplicates found: set([])
Checking duplicates of column VAR_1170
Duplicates found: set([])
Checking duplicates of column VAR_1171
Duplicates found: set([])
Checking duplicates of column VAR_1172
Duplicates found: set([])
Checking duplicates of column VAR_1173
Duplicates found: set([])
Checking duplicates of column VAR_1174
Duplicates found: set([])
Checking duplicates of column VAR_1175
Duplicates found: set([])
Checking duplicates of column VAR_1176
Duplicates found: set([])
Checking duplicates of column VAR_1177
Duplicates found: set([])
Checking duplicates of column VAR_1178
Duplicates found: set([])
Checking duplicates of column VAR_1179
Duplicates found: set([])
Checking duplicates of column VAR_1180
Duplicates found: set([])
Checking duplicates of column VAR_1181
Duplicates found: set([])
Checking duplicates of column VAR_1182
Duplicates found: set([])
Checking duplicates of column VAR_1183
Duplicates found: set([])
Checking duplicates of column VAR_1184
Duplicates found: set([])
Checking duplicates of column VAR_1185
Duplicates found: set([])
Checking duplicates of column VAR_1186
Duplicates found: set([])
Checking duplicates of column VAR_1187
Duplicates found: set([])
Checking duplicates of column VAR_1188
Duplicates found: set([])
Checking duplicates of column VAR_1189
Duplicates found: set([])
Checking duplicates of column VAR_1190
Duplicates found: set([])
Checking duplicates of column VAR_1191
Duplicates found: set([])
Checking duplicates of column VAR_1192
Duplicates found: set([])
Checking duplicates of column VAR_1193
Duplicates found: set([])
Checking duplicates of column VAR_1194
Duplicates found: set([])
Checking duplicates of column VAR_1195
Duplicates found: set([])
Checking duplicates of column VAR_1196
Duplicates found: set([])
Checking duplicates of column VAR_1197
Duplicates found: set([])
Checking duplicates of column VAR_1198
Duplicates found: set([])
Checking duplicates of column VAR_1199
Duplicates found: set([])
Checking duplicates of column VAR_1200
Duplicates found: set([])
Checking duplicates of column VAR_1201
Duplicates found: set([])
Checking duplicates of column VAR_1202
Duplicates found: set([])
Checking duplicates of column VAR_1203
Duplicates found: set([])
Checking duplicates of column VAR_1204
Duplicates found: set([])
Checking duplicates of column VAR_1205
Duplicates found: set([])
Checking duplicates of column VAR_1206
Duplicates found: set([])
Checking duplicates of column VAR_1207
Duplicates found: set([])
Checking duplicates of column VAR_1208
Duplicates found: set([])
Checking duplicates of column VAR_1209
Duplicates found: set([])
Checking duplicates of column VAR_1210
Duplicates found: set([])
Checking duplicates of column VAR_1211
Duplicates found: set([])
Checking duplicates of column VAR_1212
Duplicates found: set([])
Checking duplicates of column VAR_1213
Duplicates found: set([])
Checking duplicates of column VAR_1214
Duplicates found: set([])
Checking duplicates of column VAR_1215
Duplicates found: set([])
Checking duplicates of column VAR_1216
Duplicates found: set([])
Checking duplicates of column VAR_1217
Duplicates found: set([])
Checking duplicates of column VAR_1218
Duplicates found: set([])
Checking duplicates of column VAR_1219
Duplicates found: set([])
Checking duplicates of column VAR_1220
Duplicates found: set([])
Checking duplicates of column VAR_1221
Duplicates found: set([])
Checking duplicates of column VAR_1222
Duplicates found: set([])
Checking duplicates of column VAR_1223
Duplicates found: set([])
Checking duplicates of column VAR_1224
Duplicates found: set([])
Checking duplicates of column VAR_1225
Duplicates found: set([])
Checking duplicates of column VAR_1226
Duplicates found: set([])
Checking duplicates of column VAR_1227
Duplicates found: set([])
Checking duplicates of column VAR_1228
Duplicates found: set([])
Checking duplicates of column VAR_1229
Duplicates found: set([])
Checking duplicates of column VAR_1230
Duplicates found: set([])
Checking duplicates of column VAR_1231
Duplicates found: set([])
Checking duplicates of column VAR_1232
Duplicates found: set([])
Checking duplicates of column VAR_1233
Duplicates found: set([])
Checking duplicates of column VAR_1234
Duplicates found: set([])
Checking duplicates of column VAR_1235
Duplicates found: set([])
Checking duplicates of column VAR_1236
Duplicates found: set([])
Checking duplicates of column VAR_1237
Duplicates found: set([])
Checking duplicates of column VAR_1238
Duplicates found: set([])
Checking duplicates of column VAR_1239
Duplicates found: set([])
Checking duplicates of column VAR_1240
Duplicates found: set([])
Checking duplicates of column VAR_1241
Duplicates found: set([])
Checking duplicates of column VAR_1242
Duplicates found: set([])
Checking duplicates of column VAR_1243
Duplicates found: set([])
Checking duplicates of column VAR_1244
Duplicates found: set([])
Checking duplicates of column VAR_1245
Duplicates found: set([])
Checking duplicates of column VAR_1246
Duplicates found: set([])
Checking duplicates of column VAR_1247
Duplicates found: set([])
Checking duplicates of column VAR_1248
Duplicates found: set([])
Checking duplicates of column VAR_1249
Duplicates found: set([])
Checking duplicates of column VAR_1250
Duplicates found: set([])
Checking duplicates of column VAR_1251
Duplicates found: set([])
Checking duplicates of column VAR_1252
Duplicates found: set([])
Checking duplicates of column VAR_1253
Duplicates found: set([])
Checking duplicates of column VAR_1254
Duplicates found: set([])
Checking duplicates of column VAR_1255
Duplicates found: set([])
Checking duplicates of column VAR_1256
Duplicates found: set([])
Checking duplicates of column VAR_1257
Duplicates found: set([])
Checking duplicates of column VAR_1258
Duplicates found: set([])
Checking duplicates of column VAR_1259
Duplicates found: set([])
Checking duplicates of column VAR_1260
Duplicates found: set([])
Checking duplicates of column VAR_1261
Duplicates found: set([])
Checking duplicates of column VAR_1262
Duplicates found: set([])
Checking duplicates of column VAR_1263
Duplicates found: set([])
Checking duplicates of column VAR_1264
Duplicates found: set([])
Checking duplicates of column VAR_1265
Duplicates found: set([])
Checking duplicates of column VAR_1266
Duplicates found: set([])
Checking duplicates of column VAR_1267
Duplicates found: set([])
Checking duplicates of column VAR_1268
Duplicates found: set([])
Checking duplicates of column VAR_1269
Duplicates found: set([])
Checking duplicates of column VAR_1270
Duplicates found: set([])
Checking duplicates of column VAR_1271
Duplicates found: set([])
Checking duplicates of column VAR_1272
Duplicates found: set([])
Checking duplicates of column VAR_1273
Duplicates found: set([])
Checking duplicates of column VAR_1274
Duplicates found: set([])
Checking duplicates of column VAR_1275
Duplicates found: set([])
Checking duplicates of column VAR_1276
Duplicates found: set([])
Checking duplicates of column VAR_1277
Duplicates found: set([])
Checking duplicates of column VAR_1278
Duplicates found: set([])
Checking duplicates of column VAR_1279
Duplicates found: set([])
Checking duplicates of column VAR_1280
Duplicates found: set([])
Checking duplicates of column VAR_1281
Duplicates found: set([])
Checking duplicates of column VAR_1282
Duplicates found: set([])
Checking duplicates of column VAR_1283
Duplicates found: set([])
Checking duplicates of column VAR_1284
Duplicates found: set([])
Checking duplicates of column VAR_1285
Duplicates found: set([])
Checking duplicates of column VAR_1286
Duplicates found: set([])
Checking duplicates of column VAR_1287
Duplicates found: set([])
Checking duplicates of column VAR_1288
Duplicates found: set([])
Checking duplicates of column VAR_1289
Duplicates found: set([])
Checking duplicates of column VAR_1290
Duplicates found: set([])
Checking duplicates of column VAR_1291
Duplicates found: set([])
Checking duplicates of column VAR_1292
Duplicates found: set([])
Checking duplicates of column VAR_1293
Duplicates found: set([])
Checking duplicates of column VAR_1294
Duplicates found: set([])
Checking duplicates of column VAR_1295
Duplicates found: set([])
Checking duplicates of column VAR_1296
Duplicates found: set([])
Checking duplicates of column VAR_1297
Duplicates found: set([])
Checking duplicates of column VAR_1298
Duplicates found: set([])
Checking duplicates of column VAR_1299
Duplicates found: set([])
Checking duplicates of column VAR_1300
Duplicates found: set([])
Checking duplicates of column VAR_1301
Duplicates found: set([])
Checking duplicates of column VAR_1302
Duplicates found: set([])
Checking duplicates of column VAR_1303
Duplicates found: set([])
Checking duplicates of column VAR_1304
Duplicates found: set([])
Checking duplicates of column VAR_1305
Duplicates found: set([])
Checking duplicates of column VAR_1306
Duplicates found: set([])
Checking duplicates of column VAR_1307
Duplicates found: set([])
Checking duplicates of column VAR_1308
Duplicates found: set([])
Checking duplicates of column VAR_1309
Duplicates found: set([])
Checking duplicates of column VAR_1310
Duplicates found: set([])
Checking duplicates of column VAR_1311
Duplicates found: set([])
Checking duplicates of column VAR_1312
Duplicates found: set([])
Checking duplicates of column VAR_1313
Duplicates found: set([])
Checking duplicates of column VAR_1314
Duplicates found: set([])
Checking duplicates of column VAR_1315
Duplicates found: set([])
Checking duplicates of column VAR_1316
Duplicates found: set([])
Checking duplicates of column VAR_1317
Duplicates found: set([])
Checking duplicates of column VAR_1318
Duplicates found: set([])
Checking duplicates of column VAR_1319
Duplicates found: set([])
Checking duplicates of column VAR_1320
Duplicates found: set([])
Checking duplicates of column VAR_1321
Duplicates found: set([])
Checking duplicates of column VAR_1322
Duplicates found: set([])
Checking duplicates of column VAR_1323
Duplicates found: set([])
Checking duplicates of column VAR_1324
Duplicates found: set([])
Checking duplicates of column VAR_1325
Duplicates found: set([])
Checking duplicates of column VAR_1326
Duplicates found: set([])
Checking duplicates of column VAR_1327
Duplicates found: set([])
Checking duplicates of column VAR_1328
Duplicates found: set([])
Checking duplicates of column VAR_1329
Duplicates found: set([])
Checking duplicates of column VAR_1330
Duplicates found: set([])
Checking duplicates of column VAR_1331
Duplicates found: set([])
Checking duplicates of column VAR_1332
Duplicates found: set([])
Checking duplicates of column VAR_1333
Duplicates found: set([])
Checking duplicates of column VAR_1334
Duplicates found: set([])
Checking duplicates of column VAR_1335
Duplicates found: set([])
Checking duplicates of column VAR_1336
Duplicates found: set([])
Checking duplicates of column VAR_1337
Duplicates found: set([])
Checking duplicates of column VAR_1338
Duplicates found: set([])
Checking duplicates of column VAR_1339
Duplicates found: set([])
Checking duplicates of column VAR_1340
Duplicates found: set([])
Checking duplicates of column VAR_1341
Duplicates found: set([])
Checking duplicates of column VAR_1342
Duplicates found: set([])
Checking duplicates of column VAR_1343
Duplicates found: set([])
Checking duplicates of column VAR_1344
Duplicates found: set([])
Checking duplicates of column VAR_1345
Duplicates found: set([])
Checking duplicates of column VAR_1346
Duplicates found: set([])
Checking duplicates of column VAR_1347
Duplicates found: set([])
Checking duplicates of column VAR_1348
Duplicates found: set([])
Checking duplicates of column VAR_1349
Duplicates found: set([])
Checking duplicates of column VAR_1350
Duplicates found: set([])
Checking duplicates of column VAR_1351
Duplicates found: set([])
Checking duplicates of column VAR_1352
Duplicates found: set([])
Checking duplicates of column VAR_1353
Duplicates found: set([])
Checking duplicates of column VAR_1354
Duplicates found: set([])
Checking duplicates of column VAR_1355
Duplicates found: set([])
Checking duplicates of column VAR_1356
Duplicates found: set([])
Checking duplicates of column VAR_1357
Duplicates found: set([])
Checking duplicates of column VAR_1358
Duplicates found: set([])
Checking duplicates of column VAR_1359
Duplicates found: set([])
Checking duplicates of column VAR_1360
Duplicates found: set([])
Checking duplicates of column VAR_1361
Duplicates found: set([])
Checking duplicates of column VAR_1362
Duplicates found: set([])
Checking duplicates of column VAR_1363
Duplicates found: set([])
Checking duplicates of column VAR_1364
Duplicates found: set([])
Checking duplicates of column VAR_1365
Duplicates found: set([])
Checking duplicates of column VAR_1366
Duplicates found: set([])
Checking duplicates of column VAR_1367
Duplicates found: set([])
Checking duplicates of column VAR_1368
Duplicates found: set([])
Checking duplicates of column VAR_1369
Duplicates found: set([])
Checking duplicates of column VAR_1370
Duplicates found: set([])
Checking duplicates of column VAR_1371
Duplicates found: set([])
Checking duplicates of column VAR_1372
Duplicates found: set([])
Checking duplicates of column VAR_1373
Duplicates found: set([])
Checking duplicates of column VAR_1374
Duplicates found: set([])
Checking duplicates of column VAR_1375
Duplicates found: set([])
Checking duplicates of column VAR_1376
Duplicates found: set([])
Checking duplicates of column VAR_1377
Duplicates found: set([])
Checking duplicates of column VAR_1378
Duplicates found: set([])
Checking duplicates of column VAR_1379
Duplicates found: set([])
Checking duplicates of column VAR_1380
Duplicates found: set([])
Checking duplicates of column VAR_1381
Duplicates found: set([])
Checking duplicates of column VAR_1382
Duplicates found: set([])
Checking duplicates of column VAR_1383
Duplicates found: set([])
Checking duplicates of column VAR_1384
Duplicates found: set([])
Checking duplicates of column VAR_1385
Duplicates found: set([])
Checking duplicates of column VAR_1386
Duplicates found: set([])
Checking duplicates of column VAR_1387
Duplicates found: set([])
Checking duplicates of column VAR_1388
Duplicates found: set([])
Checking duplicates of column VAR_1389
Duplicates found: set([])
Checking duplicates of column VAR_1390
Duplicates found: set([])
Checking duplicates of column VAR_1391
Duplicates found: set([])
Checking duplicates of column VAR_1392
Duplicates found: set([])
Checking duplicates of column VAR_1393
Duplicates found: set([])
Checking duplicates of column VAR_1394
Duplicates found: set([])
Checking duplicates of column VAR_1395
Duplicates found: set([])
Checking duplicates of column VAR_1396
Duplicates found: set([])
Checking duplicates of column VAR_1397
Duplicates found: set([])
Checking duplicates of column VAR_1398
Duplicates found: set([])
Checking duplicates of column VAR_1399
Duplicates found: set([])
Checking duplicates of column VAR_1400
Duplicates found: set([])
Checking duplicates of column VAR_1401
Duplicates found: set([])
Checking duplicates of column VAR_1402
Duplicates found: set([])
Checking duplicates of column VAR_1403
Duplicates found: set([])
Checking duplicates of column VAR_1404
Duplicates found: set([])
Checking duplicates of column VAR_1405
Duplicates found: set([])
Checking duplicates of column VAR_1406
Duplicates found: set([])
Checking duplicates of column VAR_1407
Duplicates found: set([])
Checking duplicates of column VAR_1408
Duplicates found: set([])
Checking duplicates of column VAR_1409
Duplicates found: set([])
Checking duplicates of column VAR_1410
Duplicates found: set([])
Checking duplicates of column VAR_1411
Duplicates found: set([])
Checking duplicates of column VAR_1412
Duplicates found: set([])
Checking duplicates of column VAR_1413
Duplicates found: set([])
Checking duplicates of column VAR_1414
Duplicates found: set([])
Checking duplicates of column VAR_1415
Duplicates found: set([])
Checking duplicates of column VAR_1416
Duplicates found: set([])
Checking duplicates of column VAR_1417
Duplicates found: set([])
Checking duplicates of column VAR_1418
Duplicates found: set([])
Checking duplicates of column VAR_1419
Duplicates found: set([])
Checking duplicates of column VAR_1420
Duplicates found: set([])
Checking duplicates of column VAR_1421
Duplicates found: set([])
Checking duplicates of column VAR_1422
Duplicates found: set([])
Checking duplicates of column VAR_1423
Duplicates found: set([])
Checking duplicates of column VAR_1424
Duplicates found: set([])
Checking duplicates of column VAR_1425
Duplicates found: set([])
Checking duplicates of column VAR_1426
Duplicates found: set([])
Checking duplicates of column VAR_1427
Duplicates found: set([])
Checking duplicates of column VAR_1429
Duplicates found: set([])
Checking duplicates of column VAR_1430
Duplicates found: set([])
Checking duplicates of column VAR_1431
Duplicates found: set([])
Checking duplicates of column VAR_1432
Duplicates found: set([])
Checking duplicates of column VAR_1433
Duplicates found: set([])
Checking duplicates of column VAR_1434
Duplicates found: set([])
Checking duplicates of column VAR_1435
Duplicates found: set([])
Checking duplicates of column VAR_1436
Duplicates found: set([])
Checking duplicates of column VAR_1437
Duplicates found: set([])
Checking duplicates of column VAR_1438
Duplicates found: set([])
Checking duplicates of column VAR_1439
Duplicates found: set([])
Checking duplicates of column VAR_1440
Duplicates found: set([])
Checking duplicates of column VAR_1441
Duplicates found: set([])
Checking duplicates of column VAR_1442
Duplicates found: set([])
Checking duplicates of column VAR_1443
Duplicates found: set([])
Checking duplicates of column VAR_1444
Duplicates found: set([])
Checking duplicates of column VAR_1445
Duplicates found: set([])
Checking duplicates of column VAR_1446
Duplicates found: set([])
Checking duplicates of column VAR_1447
Duplicates found: set([])
Checking duplicates of column VAR_1448
Duplicates found: set([])
Checking duplicates of column VAR_1449
Duplicates found: set([])
Checking duplicates of column VAR_1450
Duplicates found: set([])
Checking duplicates of column VAR_1451
Duplicates found: set([])
Checking duplicates of column VAR_1452
Duplicates found: set([])
Checking duplicates of column VAR_1453
Duplicates found: set([])
Checking duplicates of column VAR_1454
Duplicates found: set([])
Checking duplicates of column VAR_1455
Duplicates found: set([])
Checking duplicates of column VAR_1456
Duplicates found: set([])
Checking duplicates of column VAR_1457
Duplicates found: set([])
Checking duplicates of column VAR_1458
Duplicates found: set([])
Checking duplicates of column VAR_1459
Duplicates found: set([])
Checking duplicates of column VAR_1460
Duplicates found: set([])
Checking duplicates of column VAR_1461
Duplicates found: set([])
Checking duplicates of column VAR_1462
Duplicates found: set([])
Checking duplicates of column VAR_1463
Duplicates found: set([])
Checking duplicates of column VAR_1464
Duplicates found: set([])
Checking duplicates of column VAR_1465
Duplicates found: set([])
Checking duplicates of column VAR_1466
Duplicates found: set([])
Checking duplicates of column VAR_1467
Duplicates found: set([])
Checking duplicates of column VAR_1468
Duplicates found: set([])
Checking duplicates of column VAR_1469
Duplicates found: set([])
Checking duplicates of column VAR_1470
Duplicates found: set([])
Checking duplicates of column VAR_1471
Duplicates found: set([])
Checking duplicates of column VAR_1472
Duplicates found: set([])
Checking duplicates of column VAR_1473
Duplicates found: set([])
Checking duplicates of column VAR_1474
Duplicates found: set([])
Checking duplicates of column VAR_1475
Duplicates found: set([])
Checking duplicates of column VAR_1476
Duplicates found: set([])
Checking duplicates of column VAR_1477
Duplicates found: set([])
Checking duplicates of column VAR_1478
Duplicates found: set([])
Checking duplicates of column VAR_1479
Duplicates found: set([])
Checking duplicates of column VAR_1480
Duplicates found: set([])
Checking duplicates of column VAR_1481
Duplicates found: set([])
Checking duplicates of column VAR_1482
Duplicates found: set([])
Checking duplicates of column VAR_1483
Duplicates found: set([])
Checking duplicates of column VAR_1484
Duplicates found: set([])
Checking duplicates of column VAR_1485
Duplicates found: set([])
Checking duplicates of column VAR_1486
Duplicates found: set([])
Checking duplicates of column VAR_1487
Duplicates found: set([])
Checking duplicates of column VAR_1488
Duplicates found: set([])
Checking duplicates of column VAR_1489
Duplicates found: set([])
Checking duplicates of column VAR_1490
Duplicates found: set([])
Checking duplicates of column VAR_1491
Duplicates found: set([])
Checking duplicates of column VAR_1492
Duplicates found: set([])
Checking duplicates of column VAR_1493
Duplicates found: set([])
Checking duplicates of column VAR_1494
Duplicates found: set([])
Checking duplicates of column VAR_1495
Duplicates found: set([])
Checking duplicates of column VAR_1496
Duplicates found: set([])
Checking duplicates of column VAR_1497
Duplicates found: set([])
Checking duplicates of column VAR_1498
Duplicates found: set([])
Checking duplicates of column VAR_1499
Duplicates found: set([])
Checking duplicates of column VAR_1500
Duplicates found: set([])
Checking duplicates of column VAR_1501
Duplicates found: set([])
Checking duplicates of column VAR_1502
Duplicates found: set([])
Checking duplicates of column VAR_1503
Duplicates found: set([])
Checking duplicates of column VAR_1504
Duplicates found: set([])
Checking duplicates of column VAR_1505
Duplicates found: set([])
Checking duplicates of column VAR_1506
Duplicates found: set([])
Checking duplicates of column VAR_1507
Duplicates found: set([])
Checking duplicates of column VAR_1508
Duplicates found: set([])
Checking duplicates of column VAR_1509
Duplicates found: set([])
Checking duplicates of column VAR_1510
Duplicates found: set([])
Checking duplicates of column VAR_1511
Duplicates found: set([])
Checking duplicates of column VAR_1512
Duplicates found: set([])
Checking duplicates of column VAR_1513
Duplicates found: set([])
Checking duplicates of column VAR_1514
Duplicates found: set([])
Checking duplicates of column VAR_1515
Duplicates found: set([])
Checking duplicates of column VAR_1516
Duplicates found: set([])
Checking duplicates of column VAR_1517
Duplicates found: set([])
Checking duplicates of column VAR_1518
Duplicates found: set([])
Checking duplicates of column VAR_1519
Duplicates found: set([])
Checking duplicates of column VAR_1520
Duplicates found: set([])
Checking duplicates of column VAR_1521
Duplicates found: set([])
Checking duplicates of column VAR_1522
Duplicates found: set([])
Checking duplicates of column VAR_1523
Duplicates found: set([])
Checking duplicates of column VAR_1524
Duplicates found: set([])
Checking duplicates of column VAR_1525
Duplicates found: set([])
Checking duplicates of column VAR_1526
Duplicates found: set([])
Checking duplicates of column VAR_1527
Duplicates found: set([])
Checking duplicates of column VAR_1528
Duplicates found: set([])
Checking duplicates of column VAR_1529
Duplicates found: set([])
Checking duplicates of column VAR_1530
Duplicates found: set([])
Checking duplicates of column VAR_1531
Duplicates found: set([])
Checking duplicates of column VAR_1532
Duplicates found: set([])
Checking duplicates of column VAR_1533
Duplicates found: set([])
Checking duplicates of column VAR_1534
Duplicates found: set([])
Checking duplicates of column VAR_1535
Duplicates found: set([])
Checking duplicates of column VAR_1536
Duplicates found: set([])
Checking duplicates of column VAR_1537
Duplicates found: set([])
Checking duplicates of column VAR_1538
Duplicates found: set([])
Checking duplicates of column VAR_1539
Duplicates found: set([])
Checking duplicates of column VAR_1540
Duplicates found: set([])
Checking duplicates of column VAR_1541
Duplicates found: set([])
Checking duplicates of column VAR_1542
Duplicates found: set([])
Checking duplicates of column VAR_1543
Duplicates found: set([])
Checking duplicates of column VAR_1544
Duplicates found: set([])
Checking duplicates of column VAR_1545
Duplicates found: set([])
Checking duplicates of column VAR_1546
Duplicates found: set([])
Checking duplicates of column VAR_1547
Duplicates found: set([])
Checking duplicates of column VAR_1548
Duplicates found: set([])
Checking duplicates of column VAR_1549
Duplicates found: set([])
Checking duplicates of column VAR_1550
Duplicates found: set([])
Checking duplicates of column VAR_1551
Duplicates found: set([])
Checking duplicates of column VAR_1552
Duplicates found: set([])
Checking duplicates of column VAR_1553
Duplicates found: set([])
Checking duplicates of column VAR_1554
Duplicates found: set([])
Checking duplicates of column VAR_1555
Duplicates found: set([])
Checking duplicates of column VAR_1556
Duplicates found: set([])
Checking duplicates of column VAR_1557
Duplicates found: set([])
Checking duplicates of column VAR_1558
Duplicates found: set([])
Checking duplicates of column VAR_1559
Duplicates found: set([])
Checking duplicates of column VAR_1560
Duplicates found: set([])
Checking duplicates of column VAR_1561
Duplicates found: set([])
Checking duplicates of column VAR_1562
Duplicates found: set([])
Checking duplicates of column VAR_1563
Duplicates found: set([])
Checking duplicates of column VAR_1564
Duplicates found: set([])
Checking duplicates of column VAR_1565
Duplicates found: set([])
Checking duplicates of column VAR_1566
Duplicates found: set([])
Checking duplicates of column VAR_1567
Duplicates found: set([])
Checking duplicates of column VAR_1568
Duplicates found: set([])
Checking duplicates of column VAR_1569
Duplicates found: set([])
Checking duplicates of column VAR_1570
Duplicates found: set([])
Checking duplicates of column VAR_1571
Duplicates found: set([])
Checking duplicates of column VAR_1572
Duplicates found: set([])
Checking duplicates of column VAR_1573
Duplicates found: set([])
Checking duplicates of column VAR_1574
Duplicates found: set([])
Checking duplicates of column VAR_1575
Duplicates found: set([])
Checking duplicates of column VAR_1576
Duplicates found: set([])
Checking duplicates of column VAR_1577
Duplicates found: set([])
Checking duplicates of column VAR_1578
Duplicates found: set([])
Checking duplicates of column VAR_1579
Duplicates found: set([])
Checking duplicates of column VAR_1580
Duplicates found: set([])
Checking duplicates of column VAR_1581
Duplicates found: set([])
Checking duplicates of column VAR_1582
Duplicates found: set([])
Checking duplicates of column VAR_1583
Duplicates found: set([])
Checking duplicates of column VAR_1584
Duplicates found: set([])
Checking duplicates of column VAR_1585
Duplicates found: set([])
Checking duplicates of column VAR_1586
Duplicates found: set([])
Checking duplicates of column VAR_1587
Duplicates found: set([])
Checking duplicates of column VAR_1588
Duplicates found: set([])
Checking duplicates of column VAR_1589
Duplicates found: set([])
Checking duplicates of column VAR_1590
Duplicates found: set([])
Checking duplicates of column VAR_1591
Duplicates found: set([])
Checking duplicates of column VAR_1592
Duplicates found: set([])
Checking duplicates of column VAR_1593
Duplicates found: set([])
Checking duplicates of column VAR_1594
Duplicates found: set([])
Checking duplicates of column VAR_1595
Duplicates found: set([])
Checking duplicates of column VAR_1596
Duplicates found: set([])
Checking duplicates of column VAR_1597
Duplicates found: set([])
Checking duplicates of column VAR_1598
Duplicates found: set([])
Checking duplicates of column VAR_1599
Duplicates found: set([])
Checking duplicates of column VAR_1600
Duplicates found: set([])
Checking duplicates of column VAR_1601
Duplicates found: set([])
Checking duplicates of column VAR_1602
Duplicates found: set([])
Checking duplicates of column VAR_1603
Duplicates found: set([])
Checking duplicates of column VAR_1604
Duplicates found: set([])
Checking duplicates of column VAR_1605
Duplicates found: set([])
Checking duplicates of column VAR_1606
Duplicates found: set([])
Checking duplicates of column VAR_1607
Duplicates found: set([])
Checking duplicates of column VAR_1608
Duplicates found: set([])
Checking duplicates of column VAR_1609
Duplicates found: set([])
Checking duplicates of column VAR_1610
Duplicates found: set([])
Checking duplicates of column VAR_1611
Duplicates found: set([])
Checking duplicates of column VAR_1612
Duplicates found: set([])
Checking duplicates of column VAR_1613
Duplicates found: set([])
Checking duplicates of column VAR_1614
Duplicates found: set([])
Checking duplicates of column VAR_1615
Duplicates found: set([])
Checking duplicates of column VAR_1616
Duplicates found: set([])
Checking duplicates of column VAR_1617
Duplicates found: set([])
Checking duplicates of column VAR_1618
Duplicates found: set([])
Checking duplicates of column VAR_1619
Duplicates found: set([])
Checking duplicates of column VAR_1620
Duplicates found: set([])
Checking duplicates of column VAR_1621
Duplicates found: set([])
Checking duplicates of column VAR_1622
Duplicates found: set([])
Checking duplicates of column VAR_1623
Duplicates found: set([])
Checking duplicates of column VAR_1624
Duplicates found: set([])
Checking duplicates of column VAR_1625
Duplicates found: set([])
Checking duplicates of column VAR_1626
Duplicates found: set([])
Checking duplicates of column VAR_1627
Duplicates found: set([])
Checking duplicates of column VAR_1628
Duplicates found: set([])
Checking duplicates of column VAR_1629
Duplicates found: set([])
Checking duplicates of column VAR_1630
Duplicates found: set([])
Checking duplicates of column VAR_1631
Duplicates found: set([])
Checking duplicates of column VAR_1632
Duplicates found: set([])
Checking duplicates of column VAR_1633
Duplicates found: set([])
Checking duplicates of column VAR_1634
Duplicates found: set([])
Checking duplicates of column VAR_1635
Duplicates found: set([])
Checking duplicates of column VAR_1636
Duplicates found: set([])
Checking duplicates of column VAR_1637
Duplicates found: set([])
Checking duplicates of column VAR_1638
Duplicates found: set([])
Checking duplicates of column VAR_1639
Duplicates found: set([])
Checking duplicates of column VAR_1640
Duplicates found: set([])
Checking duplicates of column VAR_1641
Duplicates found: set([])
Checking duplicates of column VAR_1642
Duplicates found: set([])
Checking duplicates of column VAR_1643
Duplicates found: set([])
Checking duplicates of column VAR_1644
Duplicates found: set([])
Checking duplicates of column VAR_1645
Duplicates found: set([])
Checking duplicates of column VAR_1646
Duplicates found: set([])
Checking duplicates of column VAR_1647
Duplicates found: set([])
Checking duplicates of column VAR_1648
Duplicates found: set([])
Checking duplicates of column VAR_1649
Duplicates found: set([])
Checking duplicates of column VAR_1650
Duplicates found: set([])
Checking duplicates of column VAR_1651
Duplicates found: set([])
Checking duplicates of column VAR_1652
Duplicates found: set([])
Checking duplicates of column VAR_1653
Duplicates found: set([])
Checking duplicates of column VAR_1654
Duplicates found: set([])
Checking duplicates of column VAR_1655
Duplicates found: set([])
Checking duplicates of column VAR_1656
Duplicates found: set([])
Checking duplicates of column VAR_1657
Duplicates found: set([])
Checking duplicates of column VAR_1658
Duplicates found: set([])
Checking duplicates of column VAR_1659
Duplicates found: set([])
Checking duplicates of column VAR_1660
Duplicates found: set([])
Checking duplicates of column VAR_1661
Duplicates found: set([])
Checking duplicates of column VAR_1662
Duplicates found: set([])
Checking duplicates of column VAR_1663
Duplicates found: set([])
Checking duplicates of column VAR_1664
Duplicates found: set([])
Checking duplicates of column VAR_1665
Duplicates found: set([])
Checking duplicates of column VAR_1666
Duplicates found: set([])
Checking duplicates of column VAR_1667
Duplicates found: set([])
Checking duplicates of column VAR_1668
Duplicates found: set([])
Checking duplicates of column VAR_1669
Duplicates found: set([])
Checking duplicates of column VAR_1670
Duplicates found: set([])
Checking duplicates of column VAR_1671
Duplicates found: set([])
Checking duplicates of column VAR_1672
Duplicates found: set([])
Checking duplicates of column VAR_1673
Duplicates found: set([])
Checking duplicates of column VAR_1674
Duplicates found: set([])
Checking duplicates of column VAR_1675
Duplicates found: set([])
Checking duplicates of column VAR_1676
Duplicates found: set([])
Checking duplicates of column VAR_1677
Duplicates found: set([])
Checking duplicates of column VAR_1678
Duplicates found: set([])
Checking duplicates of column VAR_1679
Duplicates found: set([])
Checking duplicates of column VAR_1680
Duplicates found: set([])
Checking duplicates of column VAR_1681
Duplicates found: set([])
Checking duplicates of column VAR_1682
Duplicates found: set([])
Checking duplicates of column VAR_1683
Duplicates found: set([])
Checking duplicates of column VAR_1684
Duplicates found: set([])
Checking duplicates of column VAR_1685
Duplicates found: set([])
Checking duplicates of column VAR_1686
Duplicates found: set([])
Checking duplicates of column VAR_1687
Duplicates found: set([])
Checking duplicates of column VAR_1688
Duplicates found: set([])
Checking duplicates of column VAR_1689
Duplicates found: set([])
Checking duplicates of column VAR_1690
Duplicates found: set([])
Checking duplicates of column VAR_1691
Duplicates found: set([])
Checking duplicates of column VAR_1692
Duplicates found: set([])
Checking duplicates of column VAR_1693
Duplicates found: set([])
Checking duplicates of column VAR_1694
Duplicates found: set([])
Checking duplicates of column VAR_1695
Duplicates found: set([])
Checking duplicates of column VAR_1696
Duplicates found: set([])
Checking duplicates of column VAR_1697
Duplicates found: set([])
Checking duplicates of column VAR_1698
Duplicates found: set([])
Checking duplicates of column VAR_1699
Duplicates found: set([])
Checking duplicates of column VAR_1700
Duplicates found: set([])
Checking duplicates of column VAR_1701
Duplicates found: set([])
Checking duplicates of column VAR_1702
Duplicates found: set([])
Checking duplicates of column VAR_1703
Duplicates found: set([])
Checking duplicates of column VAR_1704
Duplicates found: set([])
Checking duplicates of column VAR_1705
Duplicates found: set([])
Checking duplicates of column VAR_1706
Duplicates found: set([])
Checking duplicates of column VAR_1707
Duplicates found: set([])
Checking duplicates of column VAR_1708
Duplicates found: set([])
Checking duplicates of column VAR_1709
Duplicates found: set([])
Checking duplicates of column VAR_1710
Duplicates found: set([])
Checking duplicates of column VAR_1711
Duplicates found: set([])
Checking duplicates of column VAR_1712
Duplicates found: set([])
Checking duplicates of column VAR_1713
Duplicates found: set([])
Checking duplicates of column VAR_1714
Duplicates found: set([])
Checking duplicates of column VAR_1715
Duplicates found: set([])
Checking duplicates of column VAR_1716
Duplicates found: set([])
Checking duplicates of column VAR_1717
Duplicates found: set([])
Checking duplicates of column VAR_1718
Duplicates found: set([])
Checking duplicates of column VAR_1719
Duplicates found: set([])
Checking duplicates of column VAR_1720
Duplicates found: set([])
Checking duplicates of column VAR_1721
Duplicates found: set([])
Checking duplicates of column VAR_1722
Duplicates found: set([])
Checking duplicates of column VAR_1723
Duplicates found: set([])
Checking duplicates of column VAR_1724
Duplicates found: set([])
Checking duplicates of column VAR_1725
Duplicates found: set([])
Checking duplicates of column VAR_1726
Duplicates found: set([])
Checking duplicates of column VAR_1727
Duplicates found: set([])
Checking duplicates of column VAR_1728
Duplicates found: set([])
Checking duplicates of column VAR_1729
Duplicates found: set([])
Checking duplicates of column VAR_1730
Duplicates found: set([])
Checking duplicates of column VAR_1731
Duplicates found: set([])
Checking duplicates of column VAR_1732
Duplicates found: set([])
Checking duplicates of column VAR_1733
Duplicates found: set([])
Checking duplicates of column VAR_1734
Duplicates found: set([])
Checking duplicates of column VAR_1735
Duplicates found: set([])
Checking duplicates of column VAR_1736
Duplicates found: set([])
Checking duplicates of column VAR_1737
Duplicates found: set([])
Checking duplicates of column VAR_1738
Duplicates found: set([])
Checking duplicates of column VAR_1739
Duplicates found: set([])
Checking duplicates of column VAR_1740
Duplicates found: set([])
Checking duplicates of column VAR_1741
Duplicates found: set([])
Checking duplicates of column VAR_1742
Duplicates found: set([])
Checking duplicates of column VAR_1743
Duplicates found: set([])
Checking duplicates of column VAR_1744
Duplicates found: set([])
Checking duplicates of column VAR_1745
Duplicates found: set([])
Checking duplicates of column VAR_1746
Duplicates found: set([])
Checking duplicates of column VAR_1747
Duplicates found: set([])
Checking duplicates of column VAR_1748
Duplicates found: set([])
Checking duplicates of column VAR_1749
Duplicates found: set([])
Checking duplicates of column VAR_1750
Duplicates found: set([])
Checking duplicates of column VAR_1751
Duplicates found: set([])
Checking duplicates of column VAR_1752
Duplicates found: set([])
Checking duplicates of column VAR_1753
Duplicates found: set([])
Checking duplicates of column VAR_1754
Duplicates found: set([])
Checking duplicates of column VAR_1755
Duplicates found: set([])
Checking duplicates of column VAR_1756
Duplicates found: set([])
Checking duplicates of column VAR_1757
Duplicates found: set([])
Checking duplicates of column VAR_1758
Duplicates found: set([])
Checking duplicates of column VAR_1759
Duplicates found: set([])
Checking duplicates of column VAR_1760
Duplicates found: set([])
Checking duplicates of column VAR_1761
Duplicates found: set([])
Checking duplicates of column VAR_1762
Duplicates found: set([])
Checking duplicates of column VAR_1763
Duplicates found: set([])
Checking duplicates of column VAR_1764
Duplicates found: set([])
Checking duplicates of column VAR_1765
Duplicates found: set([])
Checking duplicates of column VAR_1766
Duplicates found: set([])
Checking duplicates of column VAR_1767
Duplicates found: set([])
Checking duplicates of column VAR_1768
Duplicates found: set([])
Checking duplicates of column VAR_1769
Duplicates found: set([])
Checking duplicates of column VAR_1770
Duplicates found: set([])
Checking duplicates of column VAR_1771
Duplicates found: set([])
Checking duplicates of column VAR_1772
Duplicates found: set([])
Checking duplicates of column VAR_1773
Duplicates found: set([])
Checking duplicates of column VAR_1774
Duplicates found: set([])
Checking duplicates of column VAR_1775
Duplicates found: set([])
Checking duplicates of column VAR_1776
Duplicates found: set([])
Checking duplicates of column VAR_1777
Duplicates found: set([])
Checking duplicates of column VAR_1778
Duplicates found: set([])
Checking duplicates of column VAR_1779
Duplicates found: set([])
Checking duplicates of column VAR_1780
Duplicates found: set([])
Checking duplicates of column VAR_1781
Duplicates found: set([])
Checking duplicates of column VAR_1782
Duplicates found: set([])
Checking duplicates of column VAR_1783
Duplicates found: set([])
Checking duplicates of column VAR_1784
Duplicates found: set([])
Checking duplicates of column VAR_1785
Duplicates found: set([])
Checking duplicates of column VAR_1786
Duplicates found: set([])
Checking duplicates of column VAR_1787
Duplicates found: set([])
Checking duplicates of column VAR_1788
Duplicates found: set([])
Checking duplicates of column VAR_1789
Duplicates found: set([])
Checking duplicates of column VAR_1790
Duplicates found: set([])
Checking duplicates of column VAR_1791
Duplicates found: set([])
Checking duplicates of column VAR_1792
Duplicates found: set([])
Checking duplicates of column VAR_1793
Duplicates found: set([])
Checking duplicates of column VAR_1794
Duplicates found: set([])
Checking duplicates of column VAR_1795
Duplicates found: set([])
Checking duplicates of column VAR_1796
Duplicates found: set([])
Checking duplicates of column VAR_1797
Duplicates found: set([])
Checking duplicates of column VAR_1798
Duplicates found: set([])
Checking duplicates of column VAR_1799
Duplicates found: set([])
Checking duplicates of column VAR_1800
Duplicates found: set([])
Checking duplicates of column VAR_1801
Duplicates found: set([])
Checking duplicates of column VAR_1802
Duplicates found: set([])
Checking duplicates of column VAR_1803
Duplicates found: set([])
Checking duplicates of column VAR_1804
Duplicates found: set([])
Checking duplicates of column VAR_1805
Duplicates found: set([])
Checking duplicates of column VAR_1806
Duplicates found: set([])
Checking duplicates of column VAR_1807
Duplicates found: set([])
Checking duplicates of column VAR_1808
Duplicates found: set([])
Checking duplicates of column VAR_1809
Duplicates found: set([])
Checking duplicates of column VAR_1810
Duplicates found: set([])
Checking duplicates of column VAR_1811
Duplicates found: set([])
Checking duplicates of column VAR_1812
Duplicates found: set([])
Checking duplicates of column VAR_1813
Duplicates found: set([])
Checking duplicates of column VAR_1814
Duplicates found: set([])
Checking duplicates of column VAR_1815
Duplicates found: set([])
Checking duplicates of column VAR_1816
Duplicates found: set([])
Checking duplicates of column VAR_1817
Duplicates found: set([])
Checking duplicates of column VAR_1818
Duplicates found: set([])
Checking duplicates of column VAR_1819
Duplicates found: set([])
Checking duplicates of column VAR_1820
Duplicates found: set([])
Checking duplicates of column VAR_1821
Duplicates found: set([])
Checking duplicates of column VAR_1822
Duplicates found: set([])
Checking duplicates of column VAR_1823
Duplicates found: set([])
Checking duplicates of column VAR_1824
Duplicates found: set([])
Checking duplicates of column VAR_1825
Duplicates found: set([])
Checking duplicates of column VAR_1826
Duplicates found: set([])
Checking duplicates of column VAR_1827
Duplicates found: set([])
Checking duplicates of column VAR_1828
Duplicates found: set([])
Checking duplicates of column VAR_1829
Duplicates found: set([])
Checking duplicates of column VAR_1830
Duplicates found: set([])
Checking duplicates of column VAR_1831
Duplicates found: set([])
Checking duplicates of column VAR_1832
Duplicates found: set([])
Checking duplicates of column VAR_1833
Duplicates found: set([])
Checking duplicates of column VAR_1834
Duplicates found: set([])
Checking duplicates of column VAR_1835
Duplicates found: set([])
Checking duplicates of column VAR_1836
Duplicates found: set([])
Checking duplicates of column VAR_1837
Duplicates found: set([])
Checking duplicates of column VAR_1838
Duplicates found: set([])
Checking duplicates of column VAR_1839
Duplicates found: set([])
Checking duplicates of column VAR_1840
Duplicates found: set([])
Checking duplicates of column VAR_1841
Duplicates found: set([])
Checking duplicates of column VAR_1842
Duplicates found: set([])
Checking duplicates of column VAR_1843
Duplicates found: set([])
Checking duplicates of column VAR_1844
Duplicates found: set([])
Checking duplicates of column VAR_1845
Duplicates found: set([])
Checking duplicates of column VAR_1846
Duplicates found: set([])
Checking duplicates of column VAR_1847
Duplicates found: set([])
Checking duplicates of column VAR_1848
Duplicates found: set([])
Checking duplicates of column VAR_1849
Duplicates found: set([])
Checking duplicates of column VAR_1850
Duplicates found: set([])
Checking duplicates of column VAR_1851
Duplicates found: set([])
Checking duplicates of column VAR_1852
Duplicates found: set([])
Checking duplicates of column VAR_1853
Duplicates found: set([])
Checking duplicates of column VAR_1854
Duplicates found: set([])
Checking duplicates of column VAR_1855
Duplicates found: set([])
Checking duplicates of column VAR_1856
Duplicates found: set([])
Checking duplicates of column VAR_1857
Duplicates found: set([])
Checking duplicates of column VAR_1858
Duplicates found: set([])
Checking duplicates of column VAR_1859
Duplicates found: set([])
Checking duplicates of column VAR_1860
Duplicates found: set([])
Checking duplicates of column VAR_1861
Duplicates found: set([])
Checking duplicates of column VAR_1862
Duplicates found: set([])
Checking duplicates of column VAR_1863
Duplicates found: set([])
Checking duplicates of column VAR_1864
Duplicates found: set([])
Checking duplicates of column VAR_1865
Duplicates found: set([])
Checking duplicates of column VAR_1866
Duplicates found: set([])
Checking duplicates of column VAR_1867
Duplicates found: set([])
Checking duplicates of column VAR_1868
Duplicates found: set([])
Checking duplicates of column VAR_1869
Duplicates found: set([])
Checking duplicates of column VAR_1870
Duplicates found: set([])
Checking duplicates of column VAR_1871
Duplicates found: set([])
Checking duplicates of column VAR_1872
Duplicates found: set([])
Checking duplicates of column VAR_1873
Duplicates found: set([])
Checking duplicates of column VAR_1874
Duplicates found: set([])
Checking duplicates of column VAR_1875
Duplicates found: set([])
Checking duplicates of column VAR_1876
Duplicates found: set([])
Checking duplicates of column VAR_1877
Duplicates found: set([])
Checking duplicates of column VAR_1878
Duplicates found: set([])
Checking duplicates of column VAR_1879
Duplicates found: set([])
Checking duplicates of column VAR_1880
Duplicates found: set([])
Checking duplicates of column VAR_1881
Duplicates found: set([])
Checking duplicates of column VAR_1882
Duplicates found: set([])
Checking duplicates of column VAR_1883
Duplicates found: set([])
Checking duplicates of column VAR_1884
Duplicates found: set([])
Checking duplicates of column VAR_1885
Duplicates found: set([])
Checking duplicates of column VAR_1886
Duplicates found: set([])
Checking duplicates of column VAR_1887
Duplicates found: set([])
Checking duplicates of column VAR_1888
Duplicates found: set([])
Checking duplicates of column VAR_1889
Duplicates found: set([])
Checking duplicates of column VAR_1890
Duplicates found: set([])
Checking duplicates of column VAR_1891
Duplicates found: set([])
Checking duplicates of column VAR_1892
Duplicates found: set([])
Checking duplicates of column VAR_1893
Duplicates found: set([])
Checking duplicates of column VAR_1894
Duplicates found: set([])
Checking duplicates of column VAR_1895
Duplicates found: set([])
Checking duplicates of column VAR_1896
Duplicates found: set([])
Checking duplicates of column VAR_1897
Duplicates found: set([])
Checking duplicates of column VAR_1898
Duplicates found: set([])
Checking duplicates of column VAR_1899
Duplicates found: set([])
Checking duplicates of column VAR_1900
Duplicates found: set([])
Checking duplicates of column VAR_1901
Duplicates found: set([])
Checking duplicates of column VAR_1902
Duplicates found: set([])
Checking duplicates of column VAR_1903
Duplicates found: set([])
Checking duplicates of column VAR_1904
Duplicates found: set([])
Checking duplicates of column VAR_1905
Duplicates found: set([])
Checking duplicates of column VAR_1906
Duplicates found: set([])
Checking duplicates of column VAR_1907
Duplicates found: set([])
Checking duplicates of column VAR_1908
Duplicates found: set([])
Checking duplicates of column VAR_1909
Duplicates found: set([])
Checking duplicates of column VAR_1910
Duplicates found: set([])
Checking duplicates of column VAR_1911
Duplicates found: set([])
Checking duplicates of column VAR_1912
Duplicates found: set([])
Checking duplicates of column VAR_1913
Duplicates found: set([])
Checking duplicates of column VAR_1914
Duplicates found: set([])
Checking duplicates of column VAR_1915
Duplicates found: set([])
Checking duplicates of column VAR_1916
Duplicates found: set([])
Checking duplicates of column VAR_1917
Duplicates found: set([])
Checking duplicates of column VAR_1918
Duplicates found: set([])
Checking duplicates of column VAR_1919
Duplicates found: set([])
Checking duplicates of column VAR_1920
Duplicates found: set([])
Checking duplicates of column VAR_1921
Duplicates found: set([])
Checking duplicates of column VAR_1922
Duplicates found: set([])
Checking duplicates of column VAR_1923
Duplicates found: set([])
Checking duplicates of column VAR_1924
Duplicates found: set([])
Checking duplicates of column VAR_1925
Duplicates found: set([])
Checking duplicates of column VAR_1926
Duplicates found: set([])
Checking duplicates of column VAR_1927
Duplicates found: set([])
Checking duplicates of column VAR_1928
Duplicates found: set([])
Checking duplicates of column VAR_1929
Duplicates found: set([])
Checking duplicates of column VAR_1930
Duplicates found: set([])
Checking duplicates of column VAR_1931
Duplicates found: set([])
Checking duplicates of column VAR_1932
Duplicates found: set([])
Checking duplicates of column VAR_1933
Duplicates found: set([])
Checking duplicates of column VAR_1934
Duplicates found: set([])
In [7]:
df = df.drop(cols_to_drop, axis=1)
In [16]:
df[float_cols] = df[float_cols].astype(np.float32)
In [17]:
col_medians = df[float_cols].median(skipna=True)
assert len(col_medians) == len(float_cols)
df[float_cols] = df[float_cols].fillna(value=col_medians)
df[float_cols]
Out[17]:
VAR_0002
VAR_0003
VAR_0006
VAR_0007
VAR_0013
VAR_0014
VAR_0015
VAR_0016
VAR_0017
VAR_0033
...
VAR_1919
VAR_1922
VAR_1923
VAR_1924
VAR_1928
VAR_1929
VAR_1930
VAR_1931
VAR_1932
VAR_1933
ID
2
224
0
0
0
0
0
0
1
0
1
...
68
1385.5
3700
122
0
152
400
400
4
56
4
7
53
1
0
1
0
1
2
1
1
...
111
1385.5
3700
122
0
152
400
400
4
56
5
116
3
0
0
0
0
0
1
0
1
...
113
1385.5
3700
122
0
152
400
400
4
56
7
240
300
0
0
0
0
0
2
0
1
...
68
1385.5
3700
122
0
152
400
400
4
56
8
72
261
0
0
0
0
0
1
0
1
...
68
1385.5
3700
122
0
152
400
400
4
56
14
4
4
0
0
0
0
0
1
0
1
...
68
1385.5
3700
122
0
152
400
400
4
56
16
60
132
1
1
1
1
1
2
0
2
...
68
1385.5
3700
122
0
152
400
400
4
76
20
13
75
0
0
0
0
0
1
0
1
...
68
1385.5
3700
122
0
152
400
400
4
56
21
17
16
1
1
1
1
1
1
1
1
...
35
1385.5
3700
122
0
152
400
400
4
90
22
24
72
0
0
0
0
0
1
0
2
...
30
1385.5
3700
122
0
152
400
400
4
56
23
61
12
1
1
1
1
1
1
1
1
...
47
1385.5
3700
122
0
152
400
400
4
56
24
140
0
0
0
0
0
0
1
0
1
...
68
1385.5
3700
122
0
152
400
400
4
56
25
258
14
6
2
6
1
4
7
6
1
...
91
1385.5
3700
122
0
152
400
400
4
56
26
43
126
0
0
0
0
0
1
0
1
...
68
1385.5
3700
330
0
152
400
400
4
56
28
36
99
0
0
0
0
0
1
0
1
...
68
1354.0
1900
90
0
152
400
400
4
56
30
6
24
0
0
0
0
0
1
0
1
...
68
1385.5
3700
122
0
152
400
400
4
56
31
252
2
0
0
0
0
0
1
0
1
...
68
1385.5
3700
122
0
152
400
400
4
56
32
13
69
0
0
0
0
0
1
0
1
...
31
1385.5
3700
122
0
152
400
400
4
56
35
28
52
2
1
2
1
2
3
2
1
...
68
1385.5
3700
50
0
152
400
400
4
56
36
4
124
0
0
0
0
0
1
0
1
...
68
1385.5
3700
122
0
152
400
400
4
56
37
17
24
0
0
0
0
0
1
0
1
...
68
1385.5
3700
122
0
152
400
400
4
56
38
137
228
0
0
0
0
0
1
0
1
...
223
1385.5
3700
122
0
152
400
400
4
56
40
120
157
0
0
0
0
0
1
0
1
...
68
1385.5
3700
122
0
152
400
400
4
56
42
24
24
0
0
0
0
0
1
0
1
...
68
1385.5
3700
122
0
152
400
400
4
56
43
2
48
0
0
0
0
0
1
0
1
...
68
1385.5
3700
122
0
152
400
400
4
56
46
3
5
0
0
0
0
0
1
0
1
...
68
1385.5
3700
122
0
152
400
400
4
56
50
128
128
0
0
0
0
0
1
0
1
...
68
410.0
6800
326
0
152
400
400
4
56
51
24
151
1
1
1
1
1
3
1
1
...
68
1385.5
3700
122
0
152
400
0
4
54
52
49
30
3
2
3
2
4
1
2
1
...
40
1385.5
3700
122
0
152
400
400
4
56
54
2
0
0
0
0
0
0
1
0
1
...
68
1385.5
3700
122
0
152
400
400
4
56
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
290409
65
29
0
0
0
0
0
1
0
1
...
69
1385.5
3700
122
0
152
400
400
4
56
290412
132
54
0
0
0
0
0
1
0
1
...
68
1385.5
3700
122
0
152
400
400
4
56
290414
17
89
2
1
2
1
3
6
0
1
...
68
1385.5
3700
122
0
152
400
400
4
28
290415
188
32
0
0
0
0
0
1
0
1
...
68
1385.5
3700
122
0
152
400
400
4
56
290417
312
60
0
0
0
0
0
1
0
1
...
68
2630.0
11300
107
0
152
400
400
4
56
290424
204
156
0
0
0
0
0
1
0
1
...
68
1385.5
3700
122
0
152
400
400
4
56
290426
14
73
0
0
0
0
0
1
0
1
...
68
1385.5
3700
122
0
152
400
400
4
56
290427
323
151
0
0
0
0
0
1
0
1
...
110
1385.5
3700
122
0
152
400
400
4
56
290429
13
117
6
2
6
2
2
4
2
1
...
140
1385.5
3700
122
0
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145231 rows × 1241 columns
In [20]:
nan_cols = df[float_cols].isnull().all()
nan_cols = nan_cols.index[nan_cols].tolist()
nan_cols
Out[20]:
['VAR_0207', 'VAR_0213', 'VAR_0840']
In [21]:
df.drop(nan_cols, axis=1, inplace=True)
for c in nan_cols:
float_cols.remove(c)
In [55]:
PTRAIN_PATH
Out[55]:
'/media/mtambos/speedy/train_preprocessed_float.csv'
In [22]:
df.to_csv(PTRAIN_PATH)
In [21]:
with open('X.pickle', 'wb') as fp:
pickle.dump(X, fp)
In [19]:
with open('float_medians.pickle', 'wb') as fp:
pickle.dump(col_medians, fp)
Content source: mtambos/springleaf
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