Massachusetts publishes various data about each school and school district for each year. This data set includes kindergarten-through-12th-grade school district summary statistics for ~2014, including results for standardized tests like the MCAS and SAT, as well as staff retention, expenditures, and demographic data.
In [1]:
%matplotlib inline
import matplotlib
import bdbcontrib
from bdbcontrib import Population
from ma_schools import datafile
Unlike the Satellites dataset, all but the district names are essentially numeric values.
You can see the data collected in a spreadsheet here: https://docs.google.com/spreadsheets/d/1vTy1kcfnn7629j5eMpuKWbwxgYcfI23DvYkaVUf5G0E/edit#gid=1798241546 The source web pages and the query parameters used to search them are listed in the "Provenance" tab.
Let's make our first generative population model:
In [2]:
schools0 = Population('schools0', csv_path=datafile, bdb_path='schools0.bdb')
BQL [SELECT * FROM bayesdb_generator] ()
Notice the BQL here. We are creating a "generator", alternately a "generative population model". We are using the domain-general crosscat model that we used for Satellites, which models variables as mixtures of Gaussians.
Mixtures of Gaussians are not appropriate for all of these numeric types — some of them would be better modelled as Poisson distributions or Multinomials — and that is where the "probabilistic programming" really comes in. We will cover making new generative models of those kinds in Lab 4.
The purposes of this lab are:
Without further ado, let's do our first analysis, and let's make it quick: just one minute.
In [3]:
if len(schools0.analysis_status()) == 0:
schools0.analyze(models=4, minutes=1)
schools0.analysis_status()
BQL [SELECT iterations FROM bayesdb_generator_model
WHERE generator_id = (
SELECT id FROM bayesdb_generator WHERE name = ?)] ('schools0_cc',)
BQL [SELECT iterations FROM bayesdb_generator_model
WHERE generator_id = (
SELECT id FROM bayesdb_generator WHERE name = ?)] ('schools0_cc',)
Out[3]:
count of model instances
iterations
12
4
If this is the first time you're running the cell above, then you will have invoked the analyze shortcut, which initialized four models and ran them for one minute.
Each "model" in the sense that you initialized above represents one Markov-Chain Monte-Carlo particle. In lay terms, one instance where the generative model can walk around a hypothesis space, one step per iteration. The hypothesis space for crosscat in particular explores the number of Gaussians to mix, their means and standard deviations, and which variables to group as sharing some of those parameters.
On its first step, a particle's parameters are drawn from its prior probability distribution, a naive one that we pre-specified. On each step thereafter, the particle chooses a nearby set of parameters that are both likely according to that prior, and likely to generate the data you observed (your csv). As the particle takes more steps, the data have more influence, and the prior has less.
The full model averages over all the particles. This can be a weighted average, if you initialized different generators different ways (we will talk more about that shortly), but by default we use equal weights.
The probability of dependence between two variables is the prevalence of being in the same group in these random walks. It approximates the probability that the mutual information between those two variables is non-zero. Note that it does not estimate the value of the mutual information. Note that the calculation is independent of the size of the inputs, or their particular values, and dependent instead on the generative process we choose and our exploration of its implications through these chains of steps in each particle's random walk. https://en.wikipedia.org/wiki/Mutual_information
The essence of probabilistic programming, in this view, is in
The upcoming labs will explore how to measure and specify many of those elements.
For now, let us see the first dependence probability matrix from this very short exploration without much work verifying the input.
In [4]:
schools0.heatmap(schools0.q("""ESTIMATE DEPENDENCE PROBABILITY FROM PAIRWISE COLUMNS OF %g"""))
BQL [ESTIMATE DEPENDENCE PROBABILITY FROM PAIRWISE COLUMNS OF "schools0_cc"] ()
Detected value limits as [0, 1]. Override with vmin and vmax.
/Users/probcomp/GoogleDrive/ProbComp/venv-2.7.11-0.1.4/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison
if self._edgecolors == str('face'):
Out[4]:
<seaborn.matrix.ClusterGrid at 0x10db0bd90>
Let's pull out just the MCAS test results from the above:
In [5]:
schools0.heatmap("""
ESTIMATE DEPENDENCE PROBABILITY FROM PAIRWISE COLUMNS OF %g
WHERE (name0 LIKE "%MTH%" OR name0 LIKE "%SCI%" OR name0 LIKE "%ELA%")
AND (name1 LIKE "%MTH%" OR name1 LIKE "%SCI%" OR name1 LIKE "%ELA%");
""")
BQL [
ESTIMATE DEPENDENCE PROBABILITY FROM PAIRWISE COLUMNS OF "schools0_cc"
WHERE (name0 LIKE "%MTH%" OR name0 LIKE "%SCI%" OR name0 LIKE "%ELA%")
AND (name1 LIKE "%MTH%" OR name1 LIKE "%SCI%" OR name1 LIKE "%ELA%");
] ()
Detected value limits as [0, 1]. Override with vmin and vmax.
Out[5]:
<seaborn.matrix.ClusterGrid at 0x110303210>
In [6]:
schools0.quick_describe_variables()
BQL [SELECT * FROM "schools0"] ()
Out[6]:
name
stattype
unique
top
freq
mean
std
min
25%
50%
75%
max
count
hist
0
DISTRICT
ignored
405
Ma Academy for Math and Science
1
None
None
None
None
None
None
None
405
None
1
African American
numerical
None
None
None
8.54642
16.0535
0
1
2.2
6.2
80.7
405
None
2
Asian
numerical
None
None
None
4.0084
5.70852
0
1
1.9
4.5
41.2
405
None
3
Hispanic
numerical
None
None
None
12.9714
18.2415
0
3
5.2
13.5
98.7
405
None
4
White
numerical
None
None
None
71.0289
28.4872
0
62.5
83.2
90.5
100
405
None
5
Native American
numerical
None
None
None
0.27679
0.516993
0
0
0.1
0.3
5.9
405
None
6
Native Hawaiian, Pacific Islander
categorical
None
None
None
0.102469
0.225577
0
0
0
0.1
2.7
405
None
7
Multi-Race, Non-Hispanic
numerical
None
None
None
3.06074
2.14479
0
1.7
2.6
4
17.7
405
None
8
Males
numerical
None
None
None
50.6773
3.76725
29.5
49.6
50.9
52.1
68.1
405
None
9
Females
numerical
None
None
None
49.323
3.76754
31.9
47.9
49.1
50.4
70.5
405
None
10
SUP Total
categorical
2
1
329
None
None
None
None
None
None
None
405
None
11
SUP # Retained
categorical
3
1
265
None
None
None
None
None
None
None
405
None
12
SUP % Retained
categorical
3
100
265
None
None
None
None
None
None
None
405
None
13
PRNC Total
categorical
26
1
88
None
None
None
None
None
None
None
405
None
14
PRNC # Retained
categorical
25
1
83
None
None
None
None
None
None
None
405
None
15
PRNC % Retained
categorical
34
100
166
None
None
None
None
None
None
None
405
None
16
TCHR Total
categorical
227
#N/A
76
None
None
None
None
None
None
None
405
None
17
TCHR # Retained
categorical
223
#N/A
76
None
None
None
None
None
None
None
405
None
18
TCHR % Retained
categorical
142
#N/A
76
None
None
None
None
None
None
None
405
None
19
Total FTE Memb
categorical
281
#N/A
125
None
None
None
None
None
None
None
405
None
20
General Fund Appropriations
categorical
281
#N/A
125
None
None
None
None
None
None
None
405
None
21
Grants, Revolving & Other Funds
categorical
281
#N/A
125
None
None
None
None
None
None
None
405
None
22
Total Expenditures
categorical
281
#N/A
125
None
None
None
None
None
None
None
405
None
23
Expenditure Per Pupil
categorical
274
#N/A
125
None
None
None
None
None
None
None
405
None
24
SATs Taken
categorical
205
#N/A
114
None
None
None
None
None
None
None
405
None
25
SAT Reading
categorical
146
#N/A
114
None
None
None
None
None
None
None
405
None
26
SAT Writing
categorical
148
#N/A
114
None
None
None
None
None
None
None
405
None
27
SAT Math
categorical
146
#N/A
114
None
None
None
None
None
None
None
405
None
28
EngNot1stLang#
categorical
217
0
27
None
None
None
None
None
None
None
405
None
29
EngNot1stLang%
numerical
None
None
None
11.3121
15.3795
0
1.5
4.7
15.1
84.5
405
None
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
53
SCI SGP
ignored
2
N/A
387
None
None
None
None
None
None
None
405
None
54
SCI Incl. in SGP(#)
ignored
2
N/A
387
None
None
None
None
None
None
None
405
None
55
MTH P+A #
categorical
201
#N/A
185
None
None
None
None
None
None
None
405
None
56
MTH P+A %
categorical
55
#N/A
185
None
None
None
None
None
None
None
405
None
57
MTH A #
categorical
187
#N/A
185
None
None
None
None
None
None
None
405
None
58
MTH A %
categorical
59
#N/A
185
None
None
None
None
None
None
None
405
None
59
MTH P #
categorical
186
#N/A
185
None
None
None
None
None
None
None
405
None
60
MTH P %
categorical
35
#N/A
185
None
None
None
None
None
None
None
405
None
61
MTH NI #
categorical
172
#N/A
185
None
None
None
None
None
None
None
405
None
62
MTH NI %
categorical
37
#N/A
185
None
None
None
None
None
None
None
405
None
63
MTH W/F #
categorical
133
#N/A
185
None
None
None
None
None
None
None
405
None
64
MTH W/F %
categorical
34
#N/A
185
None
None
None
None
None
None
None
405
None
65
MTH Stud. Incl. #
categorical
213
#N/A
185
None
None
None
None
None
None
None
405
None
66
MTH CPI
categorical
153
#N/A
185
None
None
None
None
None
None
None
405
None
67
MTH SGP
categorical
67
#N/A
185
None
None
None
None
None
None
None
405
None
68
MTH Incl. in SGP(#)
categorical
208
#N/A
185
None
None
None
None
None
None
None
405
None
69
ELA P+A #
categorical
207
#N/A
183
None
None
None
None
None
None
None
405
None
70
ELA P+A %
categorical
55
#N/A
183
None
None
None
None
None
None
None
405
None
71
ELA A #
categorical
177
#N/A
183
None
None
None
None
None
None
None
405
None
72
ELA A %
categorical
60
#N/A
183
None
None
None
None
None
None
None
405
None
73
ELA P #
categorical
198
#N/A
183
None
None
None
None
None
None
None
405
None
74
ELA P %
categorical
48
#N/A
183
None
None
None
None
None
None
None
405
None
75
ELA NI #
categorical
148
#N/A
183
None
None
None
None
None
None
None
405
None
76
ELA NI %
categorical
41
#N/A
183
None
None
None
None
None
None
None
405
None
77
ELA W/F #
categorical
106
#N/A
183
None
None
None
None
None
None
None
405
None
78
ELA W/F %
categorical
23
#N/A
183
None
None
None
None
None
None
None
405
None
79
ELA Stud. Incl. #
categorical
210
#N/A
183
None
None
None
None
None
None
None
405
None
80
ELA CPI
categorical
134
#N/A
183
None
None
None
None
None
None
None
405
None
81
ELA SGP
categorical
50
#N/A
183
None
None
None
None
None
None
None
405
None
82
ELA Incl. in SGP(#)
categorical
207
#N/A
183
None
None
None
None
None
None
None
405
None
83 rows × 14 columns
Why is MTH SGP listed as categorical, but SCI SGP as ignored?
We ignore categorical columns that have so few observations per member that bayesdb would have a hard time learning anything about each category. Unlike numeric variables, each value in a categorical is treated as completely orthogonal to every other value. For many categoricals this is not naturally the case (there may be hierarchies, etc.) but we do not model that behavior with the default models. There are similarly many possible types of numerical model (student-t distributed, normal, Poisson, multinomial, etc.) and currently only normal (Gaussian) is available with the default models. Finer grained types are beyond the scope of this segment of the tutorial.
Why are so many seemingly numeric fields listed as categorical?
In many of the descriptions above, the values are numeric enough for the pandas library to yield a mean and other numeric summary characteristics, but bayesdb guesses them as categorical anyway.
We guess categorical unless we can read all the values in the column as numbers. We also guess categorical for numeric data if there are so few distinct numbers that they might be better treated as categorical anyway, because their numeric proximity is more misleading than helpful.
Nullifying values
Looking back at the data, we see a likely culprit: many 'N/A' and '#N/A' values. We should transform the dataset to nullify these, instead of considering them a separate category. No need to change the csv, but we will need to reset the generator (e.g. DROP GENERATOR...), because we will want to recreate it with the same generator name %g.
In [7]:
schools1 = Population('schools1', csv_path=datafile)
schools1.nullify('N/A')
schools1.nullify('#N/A')
schools1.q("""DROP GENERATOR %g""")
# Try guessing again:
schools1.q("""
CREATE GENERATOR %g IF NOT EXISTS FOR %t
USING crosscat( "SCI SGP" CATEGORICAL, GUESS(*) )
""")
BQL [SELECT * FROM bayesdb_generator] ()
BQL [SELECT COUNT(*) FROM "schools1"] ()
BQL [
CREATE GENERATOR "schools1_cc" IF NOT EXISTS FOR "schools1" USING crosscat( GUESS(*) )] ()
Notice the MetaModeling Language (MML) snippet ( "SCI SGP" CATEGORICAL, GUESS(*) ) above. Within categorical or numerical, you can set the statistical types of each variable explicitly there, with comma-separated pairs of name and statistical type, and leave the GUESS(*) at the end to guess the rest. For now, let us explore how to help BayesDB guess the right statistical type between categorical and numerical.
In [8]:
schools1.quick_describe_variables()
BQL [SELECT * FROM "schools1"] ()
Out[8]:
name
stattype
unique
top
freq
mean
std
min
25%
50%
75%
max
count
hist
0
DISTRICT
ignored
405
Ma Academy for Math and Science
1
None
None
None
None
None
None
None
405
None
1
African American
numerical
None
None
None
8.54642
16.0535
0
1
2.2
6.2
80.7
405
None
2
Asian
numerical
None
None
None
4.0084
5.70852
0
1
1.9
4.5
41.2
405
None
3
Hispanic
numerical
None
None
None
12.9714
18.2415
0
3
5.2
13.5
98.7
405
None
4
White
numerical
None
None
None
71.0289
28.4872
0
62.5
83.2
90.5
100
405
None
5
Native American
numerical
None
None
None
0.27679
0.516993
0
0
0.1
0.3
5.9
405
None
6
Native Hawaiian, Pacific Islander
categorical
None
None
None
0.102469
0.225577
0
0
0
0.1
2.7
405
None
7
Multi-Race, Non-Hispanic
numerical
None
None
None
3.06074
2.14479
0
1.7
2.6
4
17.7
405
None
8
Males
numerical
None
None
None
50.6773
3.76725
29.5
49.6
50.9
52.1
68.1
405
None
9
Females
numerical
None
None
None
49.323
3.76754
31.9
47.9
49.1
50.4
70.5
405
None
10
SUP Total
ignored
None
None
None
1
0
1
1
1
1
1
329
None
11
SUP # Retained
categorical
None
None
None
0.805471
0.396441
0
1
1
1
1
329
None
12
SUP % Retained
categorical
None
None
None
80.5471
39.6441
0
100
100
100
100
329
None
13
PRNC Total
numerical
None
None
None
5.3465
8.50475
1
1
4
6
120
329
None
14
PRNC # Retained
numerical
None
None
None
4.42249
6.79407
0
1
3
6
92
329
None
15
PRNC % Retained
numerical
None
None
None
81.5845
26.9396
0
75
100
100
100
329
None
16
TCHR Total
categorical
226
20
4
None
None
None
None
None
None
None
329
None
17
TCHR # Retained
categorical
222
18
6
None
None
None
None
None
None
None
329
None
18
TCHR % Retained
numerical
None
None
None
88.7693
6.04217
40
86.9
89.8
92.2
100
329
None
19
Total FTE Memb
categorical
280
5,156.00
1
None
None
None
None
None
None
None
280
None
20
General Fund Appropriations
categorical
280
$68,527,051
1
None
None
None
None
None
None
None
280
None
21
Grants, Revolving & Other Funds
categorical
280
$3,718,211
1
None
None
None
None
None
None
None
280
None
22
Total Expenditures
categorical
280
$4,730,767
1
None
None
None
None
None
None
None
280
None
23
Expenditure Per Pupil
categorical
273
$12,583
3
None
None
None
None
None
None
None
280
None
24
SATs Taken
categorical
204
82
4
None
None
None
None
None
None
None
291
None
25
SAT Reading
numerical
145
518
6
None
None
None
None
None
None
None
291
None
26
SAT Writing
numerical
147
507
6
None
None
None
None
None
None
None
291
None
27
SAT Math
numerical
145
504
8
None
None
None
None
None
None
None
291
None
28
EngNot1stLang#
categorical
217
0
27
None
None
None
None
None
None
None
405
None
29
EngNot1stLang%
numerical
None
None
None
11.3121
15.3795
0
1.5
4.7
15.1
84.5
405
None
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
53
SCI SGP
categorical
None
None
None
NaN
NaN
NaN
NaN
NaN
NaN
NaN
0
None
54
SCI Incl. in SGP(#)
ignored
None
None
None
NaN
NaN
NaN
NaN
NaN
NaN
NaN
0
None
55
MTH P+A #
numerical
None
None
None
678.032
743.018
12
159.5
389
940.75
3503
220
None
56
MTH P+A %
numerical
None
None
None
68.3636
14.006
27
58.75
70
79
96
220
None
57
MTH A #
numerical
None
None
None
341.182
393.937
5
82
186.5
449.5
2413
220
None
58
MTH A %
numerical
None
None
None
35.2591
15.1769
7
24
34
42.25
85
220
None
59
MTH P #
numerical
None
None
None
336.85
378.97
3
71
191
479.25
2063
220
None
60
MTH P %
numerical
None
None
None
33.1
6.51791
9
30
34
37
51
220
None
61
MTH NI #
numerical
None
None
None
246.495
355.137
3
38.5
119
326.25
2324
220
None
62
MTH NI %
numerical
None
None
None
21.6909
8.15797
2
17
22
28
44
220
None
63
MTH W/F #
numerical
None
None
None
142.286
290.632
0
11.75
50
145.75
1828
220
None
64
MTH W/F %
numerical
None
None
None
9.94545
7.02681
0
5
8
14
42
220
None
65
MTH Stud. Incl. #
numerical
None
None
None
1066.81
1291.55
23
226.25
588
1471
7287
220
None
66
MTH CPI
numerical
None
None
None
85.0059
7.85595
57.5
79.775
86.2
90.825
98.9
220
None
67
MTH SGP
numerical
None
None
None
50.6721
9.21755
20
45.5
51
55
85
215
None
68
MTH Incl. in SGP(#)
numerical
None
None
None
851.309
963.729
4
187
462
1210
5393
217
None
69
ELA P+A #
numerical
None
None
None
763.586
821.262
7
186
420
1075.75
3767
222
None
70
ELA P+A %
numerical
None
None
None
78.5541
13.9519
33
69
80
89
100
222
None
71
ELA A #
numerical
None
None
None
235.577
267.766
1
56.5
141
326.25
1699
222
None
72
ELA A %
numerical
None
None
None
26.1892
15.5491
1
16
23
33
81
222
None
73
ELA P #
numerical
None
None
None
528.009
591.293
5
111.75
305.5
765.75
3154
222
None
74
ELA P %
numerical
None
None
None
52.4054
10.1195
16
48.25
54
57
83
222
None
75
ELA NI #
numerical
None
None
None
210.946
368.492
0
17.5
84.5
250.75
2413
222
None
76
ELA NI %
numerical
None
None
None
16.491
9.94134
0
9
16
24
45
222
None
77
ELA W/F #
numerical
None
None
None
81.3739
194.512
0
3
23.5
73.75
1522
222
None
78
ELA W/F %
numerical
None
None
None
4.96396
4.9136
0
1
4
7
31
222
None
79
ELA Stud. Incl. #
numerical
None
None
None
1055.91
1287.68
10
223.25
556.5
1455.25
7270
222
None
80
ELA CPI
numerical
None
None
None
91.1351
6.61135
65
87.4
92.5
96
100
222
None
81
ELA SGP
numerical
None
None
None
50.514
8.08987
25.5
46
50
55
81
215
None
82
ELA Incl. in SGP(#)
numerical
None
None
None
841.397
958.593
2
186
462
1210.5
5389
219
None
83 rows × 14 columns
But there are still columns that are categorical that shouldn't be, like "EngNot1stLang#" and "Total Expenditures". Why is that? Let's examine just one column.
In [9]:
schools1.q("""SELECT "EngNot1stLang#" FROM %t;""")
BQL [SELECT "EngNot1stLang#" FROM "schools1";] ()
Out[9]:
EngNot1stLang#
0
345
1
91
2
31
3
882
4
15
5
12
6
197
7
269
8
41
9
56
10
0
11
277
12
243
13
641
14
11
15
594
16
44
17
429
18
120
19
29
20
130
21
827
22
124
23
25
24
102
25
725
26
93
27
31
28
298
29
54
...
...
375
23
376
25
377
797
378
184
379
148
380
315
381
1
382
33
383
12
384
1,074
385
744
386
407
387
632
388
2
389
208
390
34
391
145
392
524
393
1
394
26
395
47
396
3
397
8
398
67
399
45
400
579
401
293
402
743
403
12,018
404
20
405 rows × 1 columns
You might notice, right at the bottom, the value "12,018". That sure looks numerical, but has a comma in it. Oops. Let's fix this in a dataframe, and try again. The convert_where_possible function below converts numbers formatted that way. It also takes care of the special values we fixed above, and a few more. We apply it to the table in the next step, and then create a new "schools2" from the resulting pandas.DataFrame.
Exercise 1
Please post your solution to slack, either in the iap2016 room, or privately to a staff member. If you have questions or comments, or want to shape future labs a different way, please also post those.
Modify convert_where_possible below to fix values in Total Expenditures to ensure that they are numerical. There is an example at the bottom of the cell to make it quick for you to check whether you've fixed the processing of dollar amounts.
In [10]:
import locale
import numpy as np
locale.setlocale(locale.LC_NUMERIC, '')
import re
def convert_where_possible(value):
try:
if isinstance(value, str) or isinstance(value, unicode):
if value in ('', 'None', 'none', 'N/A', '#N/A', 'NaN', 'nan'):
return None
if not re.search(r'\d', value):
return value
return locale.atof(value)
elif value is None or np.isnan(float(value)):
return None
else:
return value
except (ValueError, TypeError) as e:
print 'Cannot convert [%s]/%s because [%s]' % (value, value.__class__, e)
return value
import pandas as pd
playdf = pd.DataFrame({'Leave be': ['hello world', '3%', 2, None],
'Make numeric': ['21,191', '$3,052,103', '2,003.80', u'2.8'],
'Nulls': ['NaN', 'None', 'N/A', '#N/A']})
playdf.applymap(convert_where_possible)
Cannot convert [3%]/<type 'str'> because [invalid literal for float(): 3%]
Cannot convert [3%]/<type 'str'> because [invalid literal for float(): 3%]
Cannot convert [$3,052,103]/<type 'str'> because [could not convert string to float: $3052103]
Out[10]:
Leave be
Make numeric
Nulls
0
hello world
21191
None
1
3%
$3,052,103
None
2
2
2003.8
None
3
None
2.8
None
In [11]:
df = schools0.q("""SELECT * FROM %t""")
df = df.applymap(convert_where_possible)
df.shape
BQL [SELECT * FROM "schools0"] ()
Cannot convert [$24,027,141]/<type 'unicode'> because [could not convert string to float: $24027141]
Cannot convert [$38,553,800]/<type 'unicode'> because [could not convert string to float: $38553800]
Cannot convert [$13,827,824]/<type 'unicode'> because [could not convert string to float: $13827824]
Cannot convert [$17,128,450]/<type 'unicode'> because [could not convert string to float: $17128450]
Cannot convert [$51,830,624]/<type 'unicode'> because [could not convert string to float: $51830624]
Cannot convert [$29,496,781]/<type 'unicode'> because [could not convert string to float: $29496781]
Cannot convert [$23,615,972]/<type 'unicode'> because [could not convert string to float: $23615972]
Cannot convert [$28,509,009]/<type 'unicode'> because [could not convert string to float: $28509009]
Cannot convert [$86,403,709]/<type 'unicode'> because [could not convert string to float: $86403709]
Cannot convert [$59,336,557]/<type 'unicode'> because [could not convert string to float: $59336557]
Cannot convert [$25,872,406]/<type 'unicode'> because [could not convert string to float: $25872406]
Cannot convert [$31,010,735]/<type 'unicode'> because [could not convert string to float: $31010735]
Cannot convert [$21,373,028]/<type 'unicode'> because [could not convert string to float: $21373028]
Cannot convert [$70,170,903]/<type 'unicode'> because [could not convert string to float: $70170903]
Cannot convert [$29,002,251]/<type 'unicode'> because [could not convert string to float: $29002251]
Cannot convert [$8,508,612]/<type 'unicode'> because [could not convert string to float: $8508612]
Cannot convert [$72,694,619]/<type 'unicode'> because [could not convert string to float: $72694619]
Cannot convert [$42,036,132]/<type 'unicode'> because [could not convert string to float: $42036132]
Cannot convert [$27,949,777]/<type 'unicode'> because [could not convert string to float: $27949777]
Cannot convert [$28,935,326]/<type 'unicode'> because [could not convert string to float: $28935326]
Cannot convert [$47,626,682]/<type 'unicode'> because [could not convert string to float: $47626682]
Cannot convert [$9,570,798]/<type 'unicode'> because [could not convert string to float: $9570798]
Cannot convert [$19,990,055]/<type 'unicode'> because [could not convert string to float: $19990055]
Cannot convert [$3,298,064]/<type 'unicode'> because [could not convert string to float: $3298064]
Cannot convert [$7,673,820]/<type 'unicode'> because [could not convert string to float: $7673820]
Cannot convert [$53,120,024]/<type 'unicode'> because [could not convert string to float: $53120024]
Cannot convert [$73,921,555]/<type 'unicode'> because [could not convert string to float: $73921555]
Cannot convert [$21,544,299]/<type 'unicode'> because [could not convert string to float: $21544299]
Cannot convert [$1,106,528,148]/<type 'unicode'> because [could not convert string to float: $1106528148]
Cannot convert [$29,043,852]/<type 'unicode'> because [could not convert string to float: $29043852]
Cannot convert [$10,602,565]/<type 'unicode'> because [could not convert string to float: $10602565]
Cannot convert [$3,816,135]/<type 'unicode'> because [could not convert string to float: $3816135]
Cannot convert [$68,142,209]/<type 'unicode'> because [could not convert string to float: $68142209]
Cannot convert [$9,544,229]/<type 'unicode'> because [could not convert string to float: $9544229]
Cannot convert [$61,246,136]/<type 'unicode'> because [could not convert string to float: $61246136]
Cannot convert [$4,046,727]/<type 'unicode'> because [could not convert string to float: $4046727]
Cannot convert [$214,377,618]/<type 'unicode'> because [could not convert string to float: $214377618]
Cannot convert [$3,380,267]/<type 'unicode'> because [could not convert string to float: $3380267]
Cannot convert [$112,887,788]/<type 'unicode'> because [could not convert string to float: $112887788]
Cannot convert [$59,408,097]/<type 'unicode'> because [could not convert string to float: $59408097]
Cannot convert [$175,611,942]/<type 'unicode'> because [could not convert string to float: $175611942]
Cannot convert [$42,360,989]/<type 'unicode'> because [could not convert string to float: $42360989]
Cannot convert [$10,530,988]/<type 'unicode'> because [could not convert string to float: $10530988]
Cannot convert [$21,541,514]/<type 'unicode'> because [could not convert string to float: $21541514]
Cannot convert [$25,532,988]/<type 'unicode'> because [could not convert string to float: $25532988]
Cannot convert [$60,856,017]/<type 'unicode'> because [could not convert string to float: $60856017]
Cannot convert [$78,065,566]/<type 'unicode'> because [could not convert string to float: $78065566]
Cannot convert [$2,152,324]/<type 'unicode'> because [could not convert string to float: $2152324]
Cannot convert [$94,866,088]/<type 'unicode'> because [could not convert string to float: $94866088]
Cannot convert [$2,734,025]/<type 'unicode'> because [could not convert string to float: $2734025]
Cannot convert [$22,793,387]/<type 'unicode'> because [could not convert string to float: $22793387]
Cannot convert [$20,425,931]/<type 'unicode'> because [could not convert string to float: $20425931]
Cannot convert [$33,855,963]/<type 'unicode'> because [could not convert string to float: $33855963]
Cannot convert [$24,046,929]/<type 'unicode'> because [could not convert string to float: $24046929]
Cannot convert [$2,002,562]/<type 'unicode'> because [could not convert string to float: $2002562]
Cannot convert [$46,429,720]/<type 'unicode'> because [could not convert string to float: $46429720]
Cannot convert [$41,643,635]/<type 'unicode'> because [could not convert string to float: $41643635]
Cannot convert [$43,908,525]/<type 'unicode'> because [could not convert string to float: $43908525]
Cannot convert [$5,021,054]/<type 'unicode'> because [could not convert string to float: $5021054]
Cannot convert [$52,326,764]/<type 'unicode'> because [could not convert string to float: $52326764]
Cannot convert [$34,621,949]/<type 'unicode'> because [could not convert string to float: $34621949]
Cannot convert [$15,530,084]/<type 'unicode'> because [could not convert string to float: $15530084]
Cannot convert [$10,336,055]/<type 'unicode'> because [could not convert string to float: $10336055]
Cannot convert [$19,315,971]/<type 'unicode'> because [could not convert string to float: $19315971]
Cannot convert [$40,099,954]/<type 'unicode'> because [could not convert string to float: $40099954]
Cannot convert [$38,002,154]/<type 'unicode'> because [could not convert string to float: $38002154]
Cannot convert [$21,713,685]/<type 'unicode'> because [could not convert string to float: $21713685]
Cannot convert [$33,284,030]/<type 'unicode'> because [could not convert string to float: $33284030]
Cannot convert [$4,614,199]/<type 'unicode'> because [could not convert string to float: $4614199]
Cannot convert [$20,881,142]/<type 'unicode'> because [could not convert string to float: $20881142]
Cannot convert [$42,715,996]/<type 'unicode'> because [could not convert string to float: $42715996]
Cannot convert [$9,243,707]/<type 'unicode'> because [could not convert string to float: $9243707]
Cannot convert [$4,616,722]/<type 'unicode'> because [could not convert string to float: $4616722]
Cannot convert [$86,006,548]/<type 'unicode'> because [could not convert string to float: $86006548]
Cannot convert [$23,942,920]/<type 'unicode'> because [could not convert string to float: $23942920]
Cannot convert [$127,839,725]/<type 'unicode'> because [could not convert string to float: $127839725]
Cannot convert [$52,763,859]/<type 'unicode'> because [could not convert string to float: $52763859]
Cannot convert [$64,194,670]/<type 'unicode'> because [could not convert string to float: $64194670]
Cannot convert [$1,798,583]/<type 'unicode'> because [could not convert string to float: $1798583]
Cannot convert [$37,497,359]/<type 'unicode'> because [could not convert string to float: $37497359]
Cannot convert [$135,172,679]/<type 'unicode'> because [could not convert string to float: $135172679]
Cannot convert [$67,211,205]/<type 'unicode'> because [could not convert string to float: $67211205]
Cannot convert [$31,570,869]/<type 'unicode'> because [could not convert string to float: $31570869]
Cannot convert [$10,434,758]/<type 'unicode'> because [could not convert string to float: $10434758]
Cannot convert [$28,407,578]/<type 'unicode'> because [could not convert string to float: $28407578]
Cannot convert [$15,035,860]/<type 'unicode'> because [could not convert string to float: $15035860]
Cannot convert [$15,954,417]/<type 'unicode'> because [could not convert string to float: $15954417]
Cannot convert [$16,770,257]/<type 'unicode'> because [could not convert string to float: $16770257]
Cannot convert [$46,253,450]/<type 'unicode'> because [could not convert string to float: $46253450]
Cannot convert [$30,914,802]/<type 'unicode'> because [could not convert string to float: $30914802]
Cannot convert [$10,755,242]/<type 'unicode'> because [could not convert string to float: $10755242]
Cannot convert [$25,722,915]/<type 'unicode'> because [could not convert string to float: $25722915]
Cannot convert [$32,044,583]/<type 'unicode'> because [could not convert string to float: $32044583]
Cannot convert [$7,805,709]/<type 'unicode'> because [could not convert string to float: $7805709]
Cannot convert [$7,595,587]/<type 'unicode'> because [could not convert string to float: $7595587]
Cannot convert [$26,323,366]/<type 'unicode'> because [could not convert string to float: $26323366]
Cannot convert [$39,305,826]/<type 'unicode'> because [could not convert string to float: $39305826]
Cannot convert [$11,143,806]/<type 'unicode'> because [could not convert string to float: $11143806]
Cannot convert [$1,239,172]/<type 'unicode'> because [could not convert string to float: $1239172]
Cannot convert [$28,470,686]/<type 'unicode'> because [could not convert string to float: $28470686]
Cannot convert [$15,030,821]/<type 'unicode'> because [could not convert string to float: $15030821]
Cannot convert [$5,526,793]/<type 'unicode'> because [could not convert string to float: $5526793]
Cannot convert [$88,407,972]/<type 'unicode'> because [could not convert string to float: $88407972]
Cannot convert [$1,522,036]/<type 'unicode'> because [could not convert string to float: $1522036]
Cannot convert [$46,738,626]/<type 'unicode'> because [could not convert string to float: $46738626]
Cannot convert [$16,034,444]/<type 'unicode'> because [could not convert string to float: $16034444]
Cannot convert [$2,697,332]/<type 'unicode'> because [could not convert string to float: $2697332]
Cannot convert [$32,495,713]/<type 'unicode'> because [could not convert string to float: $32495713]
Cannot convert [$89,554,632]/<type 'unicode'> because [could not convert string to float: $89554632]
Cannot convert [$12,651,422]/<type 'unicode'> because [could not convert string to float: $12651422]
Cannot convert [$41,783,804]/<type 'unicode'> because [could not convert string to float: $41783804]
Cannot convert [$39,144,160]/<type 'unicode'> because [could not convert string to float: $39144160]
Cannot convert [$16,943,390]/<type 'unicode'> because [could not convert string to float: $16943390]
Cannot convert [$22,687,056]/<type 'unicode'> because [could not convert string to float: $22687056]
Cannot convert [$26,014,299]/<type 'unicode'> because [could not convert string to float: $26014299]
Cannot convert [$12,440,711]/<type 'unicode'> because [could not convert string to float: $12440711]
Cannot convert [$3,915,379]/<type 'unicode'> because [could not convert string to float: $3915379]
Cannot convert [$181,734,263]/<type 'unicode'> because [could not convert string to float: $181734263]
Cannot convert [$11,274,930]/<type 'unicode'> because [could not convert string to float: $11274930]
Cannot convert [$18,671,607]/<type 'unicode'> because [could not convert string to float: $18671607]
Cannot convert [$11,338,194]/<type 'unicode'> because [could not convert string to float: $11338194]
Cannot convert [$70,940,071]/<type 'unicode'> because [could not convert string to float: $70940071]
Cannot convert [$2,241,276]/<type 'unicode'> because [could not convert string to float: $2241276]
Cannot convert [$105,236,912]/<type 'unicode'> because [could not convert string to float: $105236912]
Cannot convert [$12,110,843]/<type 'unicode'> because [could not convert string to float: $12110843]
Cannot convert [$26,251,581]/<type 'unicode'> because [could not convert string to float: $26251581]
Cannot convert [$20,882,507]/<type 'unicode'> because [could not convert string to float: $20882507]
Cannot convert [$36,034,357]/<type 'unicode'> because [could not convert string to float: $36034357]
Cannot convert [$180,740,120]/<type 'unicode'> because [could not convert string to float: $180740120]
Cannot convert [$34,059,156]/<type 'unicode'> because [could not convert string to float: $34059156]
Cannot convert [$18,782,387]/<type 'unicode'> because [could not convert string to float: $18782387]
Cannot convert [$181,228,616]/<type 'unicode'> because [could not convert string to float: $181228616]
Cannot convert [$27,965,613]/<type 'unicode'> because [could not convert string to float: $27965613]
Cannot convert [$86,071,875]/<type 'unicode'> because [could not convert string to float: $86071875]
Cannot convert [$52,333,628]/<type 'unicode'> because [could not convert string to float: $52333628]
Cannot convert [$41,326,244]/<type 'unicode'> because [could not convert string to float: $41326244]
Cannot convert [$6,376,595]/<type 'unicode'> because [could not convert string to float: $6376595]
Cannot convert [$70,236,369]/<type 'unicode'> because [could not convert string to float: $70236369]
Cannot convert [$48,324,088]/<type 'unicode'> because [could not convert string to float: $48324088]
Cannot convert [$27,289,086]/<type 'unicode'> because [could not convert string to float: $27289086]
Cannot convert [$26,639,384]/<type 'unicode'> because [could not convert string to float: $26639384]
Cannot convert [$7,578,617]/<type 'unicode'> because [could not convert string to float: $7578617]
Cannot convert [$18,987,473]/<type 'unicode'> because [could not convert string to float: $18987473]
Cannot convert [$32,486,298]/<type 'unicode'> because [could not convert string to float: $32486298]
Cannot convert [$65,982,932]/<type 'unicode'> because [could not convert string to float: $65982932]
Cannot convert [$28,774,825]/<type 'unicode'> because [could not convert string to float: $28774825]
Cannot convert [$38,197,011]/<type 'unicode'> because [could not convert string to float: $38197011]
Cannot convert [$28,804,647]/<type 'unicode'> because [could not convert string to float: $28804647]
Cannot convert [$78,561,045]/<type 'unicode'> because [could not convert string to float: $78561045]
Cannot convert [$38,258,704]/<type 'unicode'> because [could not convert string to float: $38258704]
Cannot convert [$9,764,190]/<type 'unicode'> because [could not convert string to float: $9764190]
Cannot convert [$50,549,422]/<type 'unicode'> because [could not convert string to float: $50549422]
Cannot convert [$23,919,894]/<type 'unicode'> because [could not convert string to float: $23919894]
Cannot convert [$15,734,082]/<type 'unicode'> because [could not convert string to float: $15734082]
Cannot convert [$47,130,836]/<type 'unicode'> because [could not convert string to float: $47130836]
Cannot convert [$16,017,865]/<type 'unicode'> because [could not convert string to float: $16017865]
Cannot convert [$14,567,691]/<type 'unicode'> because [could not convert string to float: $14567691]
Cannot convert [$10,107,236]/<type 'unicode'> because [could not convert string to float: $10107236]
Cannot convert [$3,918,781]/<type 'unicode'> because [could not convert string to float: $3918781]
Cannot convert [$28,365,203]/<type 'unicode'> because [could not convert string to float: $28365203]
Cannot convert [$18,280,472]/<type 'unicode'> because [could not convert string to float: $18280472]
Cannot convert [$43,219,143]/<type 'unicode'> because [could not convert string to float: $43219143]
Cannot convert [$64,084,269]/<type 'unicode'> because [could not convert string to float: $64084269]
Cannot convert [$26,136,530]/<type 'unicode'> because [could not convert string to float: $26136530]
Cannot convert [$74,047,850]/<type 'unicode'> because [could not convert string to float: $74047850]
Cannot convert [$149,890,309]/<type 'unicode'> because [could not convert string to float: $149890309]
Cannot convert [$1,831,185]/<type 'unicode'> because [could not convert string to float: $1831185]
Cannot convert [$31,676,500]/<type 'unicode'> because [could not convert string to float: $31676500]
Cannot convert [$198,109,084]/<type 'unicode'> because [could not convert string to float: $198109084]
Cannot convert [$11,458,044]/<type 'unicode'> because [could not convert string to float: $11458044]
Cannot convert [$21,668,965]/<type 'unicode'> because [could not convert string to float: $21668965]
Cannot convert [$51,359,971]/<type 'unicode'> because [could not convert string to float: $51359971]
Cannot convert [$46,957,998]/<type 'unicode'> because [could not convert string to float: $46957998]
Cannot convert [$7,842,220]/<type 'unicode'> because [could not convert string to float: $7842220]
Cannot convert [$43,510,218]/<type 'unicode'> because [could not convert string to float: $43510218]
Cannot convert [$31,765,250]/<type 'unicode'> because [could not convert string to float: $31765250]
Cannot convert [$35,548,288]/<type 'unicode'> because [could not convert string to float: $35548288]
Cannot convert [$18,690,238]/<type 'unicode'> because [could not convert string to float: $18690238]
Cannot convert [$25,067,536]/<type 'unicode'> because [could not convert string to float: $25067536]
Cannot convert [$27,757,642]/<type 'unicode'> because [could not convert string to float: $27757642]
Cannot convert [$32,128,445]/<type 'unicode'> because [could not convert string to float: $32128445]
Cannot convert [$28,995,158]/<type 'unicode'> because [could not convert string to float: $28995158]
Cannot convert [$45,671,133]/<type 'unicode'> because [could not convert string to float: $45671133]
Cannot convert [$8,295,078]/<type 'unicode'> because [could not convert string to float: $8295078]
Cannot convert [$15,271,372]/<type 'unicode'> because [could not convert string to float: $15271372]
Cannot convert [$7,528,454]/<type 'unicode'> because [could not convert string to float: $7528454]
Cannot convert [$4,739,013]/<type 'unicode'> because [could not convert string to float: $4739013]
Cannot convert [$22,482,378]/<type 'unicode'> because [could not convert string to float: $22482378]
Cannot convert [$19,394,044]/<type 'unicode'> because [could not convert string to float: $19394044]
Cannot convert [$75,679,020]/<type 'unicode'> because [could not convert string to float: $75679020]
Cannot convert [$1,503,932]/<type 'unicode'> because [could not convert string to float: $1503932]
Cannot convert [$33,867,379]/<type 'unicode'> because [could not convert string to float: $33867379]
Cannot convert [$33,522,763]/<type 'unicode'> because [could not convert string to float: $33522763]
Cannot convert [$1,413,462]/<type 'unicode'> because [could not convert string to float: $1413462]
Cannot convert [$78,210,618]/<type 'unicode'> because [could not convert string to float: $78210618]
Cannot convert [$9,473,343]/<type 'unicode'> because [could not convert string to float: $9473343]
Cannot convert [$108,456,921]/<type 'unicode'> because [could not convert string to float: $108456921]
Cannot convert [$3,530,969]/<type 'unicode'> because [could not convert string to float: $3530969]
Cannot convert [$4,906,233]/<type 'unicode'> because [could not convert string to float: $4906233]
Cannot convert [$30,548,460]/<type 'unicode'> because [could not convert string to float: $30548460]
Cannot convert [$132,531,590]/<type 'unicode'> because [could not convert string to float: $132531590]
Cannot convert [$11,057,956]/<type 'unicode'> because [could not convert string to float: $11057956]
Cannot convert [$49,165,317]/<type 'unicode'> because [could not convert string to float: $49165317]
Cannot convert [$46,524,475]/<type 'unicode'> because [could not convert string to float: $46524475]
Cannot convert [$84,882,958]/<type 'unicode'> because [could not convert string to float: $84882958]
Cannot convert [$3,274,250]/<type 'unicode'> because [could not convert string to float: $3274250]
Cannot convert [$6,300,956]/<type 'unicode'> because [could not convert string to float: $6300956]
Cannot convert [$28,245,883]/<type 'unicode'> because [could not convert string to float: $28245883]
Cannot convert [$13,620,950]/<type 'unicode'> because [could not convert string to float: $13620950]
Cannot convert [$1,666,846]/<type 'unicode'> because [could not convert string to float: $1666846]
Cannot convert [$70,110,622]/<type 'unicode'> because [could not convert string to float: $70110622]
Cannot convert [$41,694,861]/<type 'unicode'> because [could not convert string to float: $41694861]
Cannot convert [$36,466,086]/<type 'unicode'> because [could not convert string to float: $36466086]
Cannot convert [$1,087,991]/<type 'unicode'> because [could not convert string to float: $1087991]
Cannot convert [$37,474,215]/<type 'unicode'> because [could not convert string to float: $37474215]
Cannot convert [$26,375,588]/<type 'unicode'> because [could not convert string to float: $26375588]
Cannot convert [$46,892,280]/<type 'unicode'> because [could not convert string to float: $46892280]
Cannot convert [$6,582,371]/<type 'unicode'> because [could not convert string to float: $6582371]
Cannot convert [$65,859,087]/<type 'unicode'> because [could not convert string to float: $65859087]
Cannot convert [$2,274,196]/<type 'unicode'> because [could not convert string to float: $2274196]
Cannot convert [$22,006,098]/<type 'unicode'> because [could not convert string to float: $22006098]
Cannot convert [$23,887,378]/<type 'unicode'> because [could not convert string to float: $23887378]
Cannot convert [$84,573,262]/<type 'unicode'> because [could not convert string to float: $84573262]
Cannot convert [$25,726,886]/<type 'unicode'> because [could not convert string to float: $25726886]
Cannot convert [$5,446,296]/<type 'unicode'> because [could not convert string to float: $5446296]
Cannot convert [$21,205,418]/<type 'unicode'> because [could not convert string to float: $21205418]
Cannot convert [$29,818,887]/<type 'unicode'> because [could not convert string to float: $29818887]
Cannot convert [$13,868,160]/<type 'unicode'> because [could not convert string to float: $13868160]
Cannot convert [$368,236,341]/<type 'unicode'> because [could not convert string to float: $368236341]
Cannot convert [$32,300,504]/<type 'unicode'> because [could not convert string to float: $32300504]
Cannot convert [$46,543,761]/<type 'unicode'> because [could not convert string to float: $46543761]
Cannot convert [$10,628,663]/<type 'unicode'> because [could not convert string to float: $10628663]
Cannot convert [$37,773,302]/<type 'unicode'> because [could not convert string to float: $37773302]
Cannot convert [$2,409,871]/<type 'unicode'> because [could not convert string to float: $2409871]
Cannot convert [$16,218,634]/<type 'unicode'> because [could not convert string to float: $16218634]
Cannot convert [$31,039,397]/<type 'unicode'> because [could not convert string to float: $31039397]
Cannot convert [$22,778,965]/<type 'unicode'> because [could not convert string to float: $22778965]
Cannot convert [$20,300,341]/<type 'unicode'> because [could not convert string to float: $20300341]
Cannot convert [$84,534,863]/<type 'unicode'> because [could not convert string to float: $84534863]
Cannot convert [$47,805,712]/<type 'unicode'> because [could not convert string to float: $47805712]
Cannot convert [$8,068,649]/<type 'unicode'> because [could not convert string to float: $8068649]
Cannot convert [$7,995,352]/<type 'unicode'> because [could not convert string to float: $7995352]
Cannot convert [$35,966,116]/<type 'unicode'> because [could not convert string to float: $35966116]
Cannot convert [$5,063,782]/<type 'unicode'> because [could not convert string to float: $5063782]
Cannot convert [$21,509,682]/<type 'unicode'> because [could not convert string to float: $21509682]
Cannot convert [$24,326,972]/<type 'unicode'> because [could not convert string to float: $24326972]
Cannot convert [$75,189,548]/<type 'unicode'> because [could not convert string to float: $75189548]
Cannot convert [$39,831,395]/<type 'unicode'> because [could not convert string to float: $39831395]
Cannot convert [$1,955,465]/<type 'unicode'> because [could not convert string to float: $1955465]
Cannot convert [$46,955,075]/<type 'unicode'> because [could not convert string to float: $46955075]
Cannot convert [$96,476,807]/<type 'unicode'> because [could not convert string to float: $96476807]
Cannot convert [$16,467,789]/<type 'unicode'> because [could not convert string to float: $16467789]
Cannot convert [$36,030,547]/<type 'unicode'> because [could not convert string to float: $36030547]
Cannot convert [$42,815,887]/<type 'unicode'> because [could not convert string to float: $42815887]
Cannot convert [$40,047,060]/<type 'unicode'> because [could not convert string to float: $40047060]
Cannot convert [$23,052,679]/<type 'unicode'> because [could not convert string to float: $23052679]
Cannot convert [$77,609,632]/<type 'unicode'> because [could not convert string to float: $77609632]
Cannot convert [$3,192,746]/<type 'unicode'> because [could not convert string to float: $3192746]
Cannot convert [$13,346,529]/<type 'unicode'> because [could not convert string to float: $13346529]
Cannot convert [$12,348,246]/<type 'unicode'> because [could not convert string to float: $12348246]
Cannot convert [$47,250,348]/<type 'unicode'> because [could not convert string to float: $47250348]
Cannot convert [$50,035,975]/<type 'unicode'> because [could not convert string to float: $50035975]
Cannot convert [$70,423,150]/<type 'unicode'> because [could not convert string to float: $70423150]
Cannot convert [$58,717,821]/<type 'unicode'> because [could not convert string to float: $58717821]
Cannot convert [$2,159,331]/<type 'unicode'> because [could not convert string to float: $2159331]
Cannot convert [$45,941,005]/<type 'unicode'> because [could not convert string to float: $45941005]
Cannot convert [$18,709,946]/<type 'unicode'> because [could not convert string to float: $18709946]
Cannot convert [$42,687,978]/<type 'unicode'> because [could not convert string to float: $42687978]
Cannot convert [$78,341,421]/<type 'unicode'> because [could not convert string to float: $78341421]
Cannot convert [$1,978,035]/<type 'unicode'> because [could not convert string to float: $1978035]
Cannot convert [$41,706,110]/<type 'unicode'> because [could not convert string to float: $41706110]
Cannot convert [$2,583,460]/<type 'unicode'> because [could not convert string to float: $2583460]
Cannot convert [$5,518,574]/<type 'unicode'> because [could not convert string to float: $5518574]
Cannot convert [$47,553,323]/<type 'unicode'> because [could not convert string to float: $47553323]
Cannot convert [$16,218,751]/<type 'unicode'> because [could not convert string to float: $16218751]
Cannot convert [$50,958,339]/<type 'unicode'> because [could not convert string to float: $50958339]
Cannot convert [$22,128,031]/<type 'unicode'> because [could not convert string to float: $22128031]
Cannot convert [$68,527,051]/<type 'unicode'> because [could not convert string to float: $68527051]
Cannot convert [$330,638,928]/<type 'unicode'> because [could not convert string to float: $330638928]
Cannot convert [$12,347,244]/<type 'unicode'> because [could not convert string to float: $12347244]
Cannot convert [$2,422,821]/<type 'unicode'> because [could not convert string to float: $2422821]
Cannot convert [$6,077,277]/<type 'unicode'> because [could not convert string to float: $6077277]
Cannot convert [$1,070,792]/<type 'unicode'> because [could not convert string to float: $1070792]
Cannot convert [$2,510,485]/<type 'unicode'> because [could not convert string to float: $2510485]
Cannot convert [$5,152,052]/<type 'unicode'> because [could not convert string to float: $5152052]
Cannot convert [$3,765,786]/<type 'unicode'> because [could not convert string to float: $3765786]
Cannot convert [$1,574,890]/<type 'unicode'> because [could not convert string to float: $1574890]
Cannot convert [$3,180,919]/<type 'unicode'> because [could not convert string to float: $3180919]
Cannot convert [$8,705,525]/<type 'unicode'> because [could not convert string to float: $8705525]
Cannot convert [$9,111,733]/<type 'unicode'> because [could not convert string to float: $9111733]
Cannot convert [$3,947,479]/<type 'unicode'> because [could not convert string to float: $3947479]
Cannot convert [$4,907,769]/<type 'unicode'> because [could not convert string to float: $4907769]
Cannot convert [$2,333,955]/<type 'unicode'> because [could not convert string to float: $2333955]
Cannot convert [$9,576,359]/<type 'unicode'> because [could not convert string to float: $9576359]
Cannot convert [$2,880,069]/<type 'unicode'> because [could not convert string to float: $2880069]
Cannot convert [$1,518,272]/<type 'unicode'> because [could not convert string to float: $1518272]
Cannot convert [$10,106,272]/<type 'unicode'> because [could not convert string to float: $10106272]
Cannot convert [$3,305,266]/<type 'unicode'> because [could not convert string to float: $3305266]
Cannot convert [$2,618,345]/<type 'unicode'> because [could not convert string to float: $2618345]
Cannot convert [$4,019,843]/<type 'unicode'> because [could not convert string to float: $4019843]
Cannot convert [$7,048,816]/<type 'unicode'> because [could not convert string to float: $7048816]
Cannot convert [$1,524,412]/<type 'unicode'> because [could not convert string to float: $1524412]
Cannot convert [$4,248,683]/<type 'unicode'> because [could not convert string to float: $4248683]
Cannot convert [$532,914]/<type 'unicode'> because [could not convert string to float: $532914]
Cannot convert [$1,102,116]/<type 'unicode'> because [could not convert string to float: $1102116]
Cannot convert [$7,193,795]/<type 'unicode'> because [could not convert string to float: $7193795]
Cannot convert [$7,218,155]/<type 'unicode'> because [could not convert string to float: $7218155]
Cannot convert [$2,069,501]/<type 'unicode'> because [could not convert string to float: $2069501]
Cannot convert [$135,285,805]/<type 'unicode'> because [could not convert string to float: $135285805]
Cannot convert [$3,770,532]/<type 'unicode'> because [could not convert string to float: $3770532]
Cannot convert [$962,714]/<type 'unicode'> because [could not convert string to float: $962714]
Cannot convert [$470,920]/<type 'unicode'> because [could not convert string to float: $470920]
Cannot convert [$7,731,644]/<type 'unicode'> because [could not convert string to float: $7731644]
Cannot convert [$629,394]/<type 'unicode'> because [could not convert string to float: $629394]
Cannot convert [$6,709,970]/<type 'unicode'> because [could not convert string to float: $6709970]
Cannot convert [$684,040]/<type 'unicode'> because [could not convert string to float: $684040]
Cannot convert [$29,807,474]/<type 'unicode'> because [could not convert string to float: $29807474]
Cannot convert [$596,442]/<type 'unicode'> because [could not convert string to float: $596442]
Cannot convert [$14,109,403]/<type 'unicode'> because [could not convert string to float: $14109403]
Cannot convert [$5,074,345]/<type 'unicode'> because [could not convert string to float: $5074345]
Cannot convert [$12,418,731]/<type 'unicode'> because [could not convert string to float: $12418731]
Cannot convert [$5,049,074]/<type 'unicode'> because [could not convert string to float: $5049074]
Cannot convert [$836,541]/<type 'unicode'> because [could not convert string to float: $836541]
Cannot convert [$2,180,987]/<type 'unicode'> because [could not convert string to float: $2180987]
Cannot convert [$2,346,132]/<type 'unicode'> because [could not convert string to float: $2346132]
Cannot convert [$5,238,931]/<type 'unicode'> because [could not convert string to float: $5238931]
Cannot convert [$13,279,753]/<type 'unicode'> because [could not convert string to float: $13279753]
Cannot convert [$96,061]/<type 'unicode'> because [could not convert string to float: $96061]
Cannot convert [$11,820,788]/<type 'unicode'> because [could not convert string to float: $11820788]
Cannot convert [$322,649]/<type 'unicode'> because [could not convert string to float: $322649]
Cannot convert [$3,962,594]/<type 'unicode'> because [could not convert string to float: $3962594]
Cannot convert [$2,288,494]/<type 'unicode'> because [could not convert string to float: $2288494]
Cannot convert [$2,546,189]/<type 'unicode'> because [could not convert string to float: $2546189]
Cannot convert [$2,130,507]/<type 'unicode'> because [could not convert string to float: $2130507]
Cannot convert [$568,625]/<type 'unicode'> because [could not convert string to float: $568625]
Cannot convert [$4,844,405]/<type 'unicode'> because [could not convert string to float: $4844405]
Cannot convert [$3,747,275]/<type 'unicode'> because [could not convert string to float: $3747275]
Cannot convert [$4,353,332]/<type 'unicode'> because [could not convert string to float: $4353332]
Cannot convert [$1,118,610]/<type 'unicode'> because [could not convert string to float: $1118610]
Cannot convert [$5,744,117]/<type 'unicode'> because [could not convert string to float: $5744117]
Cannot convert [$3,671,586]/<type 'unicode'> because [could not convert string to float: $3671586]
Cannot convert [$2,022,392]/<type 'unicode'> because [could not convert string to float: $2022392]
Cannot convert [$901,758]/<type 'unicode'> because [could not convert string to float: $901758]
Cannot convert [$1,855,390]/<type 'unicode'> because [could not convert string to float: $1855390]
Cannot convert [$3,718,211]/<type 'unicode'> because [could not convert string to float: $3718211]
Cannot convert [$3,651,999]/<type 'unicode'> because [could not convert string to float: $3651999]
Cannot convert [$2,638,943]/<type 'unicode'> because [could not convert string to float: $2638943]
Cannot convert [$3,695,988]/<type 'unicode'> because [could not convert string to float: $3695988]
Cannot convert [$296,616]/<type 'unicode'> because [could not convert string to float: $296616]
Cannot convert [$1,809,618]/<type 'unicode'> because [could not convert string to float: $1809618]
Cannot convert [$3,825,941]/<type 'unicode'> because [could not convert string to float: $3825941]
Cannot convert [$380,659]/<type 'unicode'> because [could not convert string to float: $380659]
Cannot convert [$228,889]/<type 'unicode'> because [could not convert string to float: $228889]
Cannot convert [$12,191,465]/<type 'unicode'> because [could not convert string to float: $12191465]
Cannot convert [$2,792,940]/<type 'unicode'> because [could not convert string to float: $2792940]
Cannot convert [$24,351,064]/<type 'unicode'> because [could not convert string to float: $24351064]
Cannot convert [$4,893,277]/<type 'unicode'> because [could not convert string to float: $4893277]
Cannot convert [$12,973,117]/<type 'unicode'> because [could not convert string to float: $12973117]
Cannot convert [$81,642]/<type 'unicode'> because [could not convert string to float: $81642]
Cannot convert [$3,020,941]/<type 'unicode'> because [could not convert string to float: $3020941]
Cannot convert [$17,010,671]/<type 'unicode'> because [could not convert string to float: $17010671]
Cannot convert [$7,105,714]/<type 'unicode'> because [could not convert string to float: $7105714]
Cannot convert [$3,128,166]/<type 'unicode'> because [could not convert string to float: $3128166]
Cannot convert [$1,620,991]/<type 'unicode'> because [could not convert string to float: $1620991]
Cannot convert [$2,912,350]/<type 'unicode'> because [could not convert string to float: $2912350]
Cannot convert [$1,498,514]/<type 'unicode'> because [could not convert string to float: $1498514]
Cannot convert [$2,498,200]/<type 'unicode'> because [could not convert string to float: $2498200]
Cannot convert [$3,179,687]/<type 'unicode'> because [could not convert string to float: $3179687]
Cannot convert [$4,838,326]/<type 'unicode'> because [could not convert string to float: $4838326]
Cannot convert [$2,391,148]/<type 'unicode'> because [could not convert string to float: $2391148]
Cannot convert [$2,174,664]/<type 'unicode'> because [could not convert string to float: $2174664]
Cannot convert [$5,659,383]/<type 'unicode'> because [could not convert string to float: $5659383]
Cannot convert [$3,350,407]/<type 'unicode'> because [could not convert string to float: $3350407]
Cannot convert [$1,355,125]/<type 'unicode'> because [could not convert string to float: $1355125]
Cannot convert [$420,368]/<type 'unicode'> because [could not convert string to float: $420368]
Cannot convert [$2,861,149]/<type 'unicode'> because [could not convert string to float: $2861149]
Cannot convert [$5,620,672]/<type 'unicode'> because [could not convert string to float: $5620672]
Cannot convert [$1,972,728]/<type 'unicode'> because [could not convert string to float: $1972728]
Cannot convert [$49,300]/<type 'unicode'> because [could not convert string to float: $49300]
Cannot convert [$3,735,534]/<type 'unicode'> because [could not convert string to float: $3735534]
Cannot convert [$4,003,036]/<type 'unicode'> because [could not convert string to float: $4003036]
Cannot convert [$1,187,482]/<type 'unicode'> because [could not convert string to float: $1187482]
Cannot convert [$14,283,976]/<type 'unicode'> because [could not convert string to float: $14283976]
Cannot convert [$303,811]/<type 'unicode'> because [could not convert string to float: $303811]
Cannot convert [$3,226,394]/<type 'unicode'> because [could not convert string to float: $3226394]
Cannot convert [$2,194,407]/<type 'unicode'> because [could not convert string to float: $2194407]
Cannot convert [$460,815]/<type 'unicode'> because [could not convert string to float: $460815]
Cannot convert [$5,053,781]/<type 'unicode'> because [could not convert string to float: $5053781]
Cannot convert [$20,680,105]/<type 'unicode'> because [could not convert string to float: $20680105]
Cannot convert [$2,445,469]/<type 'unicode'> because [could not convert string to float: $2445469]
Cannot convert [$4,225,015]/<type 'unicode'> because [could not convert string to float: $4225015]
Cannot convert [$4,827,494]/<type 'unicode'> because [could not convert string to float: $4827494]
Cannot convert [$1,707,761]/<type 'unicode'> because [could not convert string to float: $1707761]
Cannot convert [$4,134,016]/<type 'unicode'> because [could not convert string to float: $4134016]
Cannot convert [$3,021,881]/<type 'unicode'> because [could not convert string to float: $3021881]
Cannot convert [$601,429]/<type 'unicode'> because [could not convert string to float: $601429]
Cannot convert [$358,387]/<type 'unicode'> because [could not convert string to float: $358387]
Cannot convert [$29,521,387]/<type 'unicode'> because [could not convert string to float: $29521387]
Cannot convert [$1,530,537]/<type 'unicode'> because [could not convert string to float: $1530537]
Cannot convert [$3,088,941]/<type 'unicode'> because [could not convert string to float: $3088941]
Cannot convert [$1,976,063]/<type 'unicode'> because [could not convert string to float: $1976063]
Cannot convert [$14,524,345]/<type 'unicode'> because [could not convert string to float: $14524345]
Cannot convert [$388,449]/<type 'unicode'> because [could not convert string to float: $388449]
Cannot convert [$11,947,757]/<type 'unicode'> because [could not convert string to float: $11947757]
Cannot convert [$12,713,475]/<type 'unicode'> because [could not convert string to float: $12713475]
Cannot convert [$3,818,719]/<type 'unicode'> because [could not convert string to float: $3818719]
Cannot convert [$2,467,718]/<type 'unicode'> because [could not convert string to float: $2467718]
Cannot convert [$4,554,953]/<type 'unicode'> because [could not convert string to float: $4554953]
Cannot convert [$26,538,312]/<type 'unicode'> because [could not convert string to float: $26538312]
Cannot convert [$3,902,603]/<type 'unicode'> because [could not convert string to float: $3902603]
Cannot convert [$2,333,942]/<type 'unicode'> because [could not convert string to float: $2333942]
Cannot convert [$26,185,847]/<type 'unicode'> because [could not convert string to float: $26185847]
Cannot convert [$1,870,485]/<type 'unicode'> because [could not convert string to float: $1870485]
Cannot convert [$14,711,011]/<type 'unicode'> because [could not convert string to float: $14711011]
Cannot convert [$5,267,158]/<type 'unicode'> because [could not convert string to float: $5267158]
Cannot convert [$4,938,859]/<type 'unicode'> because [could not convert string to float: $4938859]
Cannot convert [$545,254]/<type 'unicode'> because [could not convert string to float: $545254]
Cannot convert [$7,006,829]/<type 'unicode'> because [could not convert string to float: $7006829]
Cannot convert [$5,160,411]/<type 'unicode'> because [could not convert string to float: $5160411]
Cannot convert [$2,101,008]/<type 'unicode'> because [could not convert string to float: $2101008]
Cannot convert [$2,222,575]/<type 'unicode'> because [could not convert string to float: $2222575]
Cannot convert [$476,404]/<type 'unicode'> because [could not convert string to float: $476404]
Cannot convert [$2,014,282]/<type 'unicode'> because [could not convert string to float: $2014282]
Cannot convert [$2,662,366]/<type 'unicode'> because [could not convert string to float: $2662366]
Cannot convert [$7,411,227]/<type 'unicode'> because [could not convert string to float: $7411227]
Cannot convert [$3,247,659]/<type 'unicode'> because [could not convert string to float: $3247659]
Cannot convert [$9,208,255]/<type 'unicode'> because [could not convert string to float: $9208255]
Cannot convert [$4,038,410]/<type 'unicode'> because [could not convert string to float: $4038410]
Cannot convert [$10,712,161]/<type 'unicode'> because [could not convert string to float: $10712161]
Cannot convert [$4,162,967]/<type 'unicode'> because [could not convert string to float: $4162967]
Cannot convert [$965,743]/<type 'unicode'> because [could not convert string to float: $965743]
Cannot convert [$6,273,843]/<type 'unicode'> because [could not convert string to float: $6273843]
Cannot convert [$2,084,368]/<type 'unicode'> because [could not convert string to float: $2084368]
Cannot convert [$2,432,227]/<type 'unicode'> because [could not convert string to float: $2432227]
Cannot convert [$6,773,652]/<type 'unicode'> because [could not convert string to float: $6773652]
Cannot convert [$2,285,240]/<type 'unicode'> because [could not convert string to float: $2285240]
Cannot convert [$1,587,285]/<type 'unicode'> because [could not convert string to float: $1587285]
Cannot convert [$952,810]/<type 'unicode'> because [could not convert string to float: $952810]
Cannot convert [$424,755]/<type 'unicode'> because [could not convert string to float: $424755]
Cannot convert [$1,553,470]/<type 'unicode'> because [could not convert string to float: $1553470]
Cannot convert [$2,607,057]/<type 'unicode'> because [could not convert string to float: $2607057]
Cannot convert [$5,377,544]/<type 'unicode'> because [could not convert string to float: $5377544]
Cannot convert [$9,630,287]/<type 'unicode'> because [could not convert string to float: $9630287]
Cannot convert [$4,153,347]/<type 'unicode'> because [could not convert string to float: $4153347]
Cannot convert [$10,192,592]/<type 'unicode'> because [could not convert string to float: $10192592]
Cannot convert [$23,276,517]/<type 'unicode'> because [could not convert string to float: $23276517]
Cannot convert [$482,591]/<type 'unicode'> because [could not convert string to float: $482591]
Cannot convert [$4,933,970]/<type 'unicode'> because [could not convert string to float: $4933970]
Cannot convert [$23,813,543]/<type 'unicode'> because [could not convert string to float: $23813543]
Cannot convert [$1,485,447]/<type 'unicode'> because [could not convert string to float: $1485447]
Cannot convert [$4,555,004]/<type 'unicode'> because [could not convert string to float: $4555004]
Cannot convert [$6,734,176]/<type 'unicode'> because [could not convert string to float: $6734176]
Cannot convert [$4,531,269]/<type 'unicode'> because [could not convert string to float: $4531269]
Cannot convert [$1,148,131]/<type 'unicode'> because [could not convert string to float: $1148131]
Cannot convert [$4,156,807]/<type 'unicode'> because [could not convert string to float: $4156807]
Cannot convert [$3,325,688]/<type 'unicode'> because [could not convert string to float: $3325688]
Cannot convert [$4,567,813]/<type 'unicode'> because [could not convert string to float: $4567813]
Cannot convert [$2,285,938]/<type 'unicode'> because [could not convert string to float: $2285938]
Cannot convert [$1,651,572]/<type 'unicode'> because [could not convert string to float: $1651572]
Cannot convert [$4,727,472]/<type 'unicode'> because [could not convert string to float: $4727472]
Cannot convert [$3,627,978]/<type 'unicode'> because [could not convert string to float: $3627978]
Cannot convert [$2,945,141]/<type 'unicode'> because [could not convert string to float: $2945141]
Cannot convert [$6,920,050]/<type 'unicode'> because [could not convert string to float: $6920050]
Cannot convert [$553,135]/<type 'unicode'> because [could not convert string to float: $553135]
Cannot convert [$1,808,488]/<type 'unicode'> because [could not convert string to float: $1808488]
Cannot convert [$1,357,659]/<type 'unicode'> because [could not convert string to float: $1357659]
Cannot convert [$371,807]/<type 'unicode'> because [could not convert string to float: $371807]
Cannot convert [$3,390,172]/<type 'unicode'> because [could not convert string to float: $3390172]
Cannot convert [$2,031,917]/<type 'unicode'> because [could not convert string to float: $2031917]
Cannot convert [$9,190,825]/<type 'unicode'> because [could not convert string to float: $9190825]
Cannot convert [$659,952]/<type 'unicode'> because [could not convert string to float: $659952]
Cannot convert [$3,608,200]/<type 'unicode'> because [could not convert string to float: $3608200]
Cannot convert [$3,890,399]/<type 'unicode'> because [could not convert string to float: $3890399]
Cannot convert [$441,352]/<type 'unicode'> because [could not convert string to float: $441352]
Cannot convert [$11,148,907]/<type 'unicode'> because [could not convert string to float: $11148907]
Cannot convert [$945,527]/<type 'unicode'> because [could not convert string to float: $945527]
Cannot convert [$9,911,032]/<type 'unicode'> because [could not convert string to float: $9911032]
Cannot convert [$115,915]/<type 'unicode'> because [could not convert string to float: $115915]
Cannot convert [$435,028]/<type 'unicode'> because [could not convert string to float: $435028]
Cannot convert [$4,713,109]/<type 'unicode'> because [could not convert string to float: $4713109]
Cannot convert [$12,539,729]/<type 'unicode'> because [could not convert string to float: $12539729]
Cannot convert [$2,013,429]/<type 'unicode'> because [could not convert string to float: $2013429]
Cannot convert [$4,840,071]/<type 'unicode'> because [could not convert string to float: $4840071]
Cannot convert [$6,117,250]/<type 'unicode'> because [could not convert string to float: $6117250]
Cannot convert [$14,380,228]/<type 'unicode'> because [could not convert string to float: $14380228]
Cannot convert [$233,682]/<type 'unicode'> because [could not convert string to float: $233682]
Cannot convert [$376,926]/<type 'unicode'> because [could not convert string to float: $376926]
Cannot convert [$4,841,436]/<type 'unicode'> because [could not convert string to float: $4841436]
Cannot convert [$1,992,857]/<type 'unicode'> because [could not convert string to float: $1992857]
Cannot convert [$191,574]/<type 'unicode'> because [could not convert string to float: $191574]
Cannot convert [$9,965,747]/<type 'unicode'> because [could not convert string to float: $9965747]
Cannot convert [$5,041,647]/<type 'unicode'> because [could not convert string to float: $5041647]
Cannot convert [$3,825,779]/<type 'unicode'> because [could not convert string to float: $3825779]
Cannot convert [$41,191]/<type 'unicode'> because [could not convert string to float: $41191]
Cannot convert [$4,510,705]/<type 'unicode'> because [could not convert string to float: $4510705]
Cannot convert [$1,925,027]/<type 'unicode'> because [could not convert string to float: $1925027]
Cannot convert [$6,526,565]/<type 'unicode'> because [could not convert string to float: $6526565]
Cannot convert [$706,422]/<type 'unicode'> because [could not convert string to float: $706422]
Cannot convert [$8,727,195]/<type 'unicode'> because [could not convert string to float: $8727195]
Cannot convert [$357,022]/<type 'unicode'> because [could not convert string to float: $357022]
Cannot convert [$3,968,333]/<type 'unicode'> because [could not convert string to float: $3968333]
Cannot convert [$1,376,194]/<type 'unicode'> because [could not convert string to float: $1376194]
Cannot convert [$9,458,687]/<type 'unicode'> because [could not convert string to float: $9458687]
Cannot convert [$3,262,755]/<type 'unicode'> because [could not convert string to float: $3262755]
Cannot convert [$726,111]/<type 'unicode'> because [could not convert string to float: $726111]
Cannot convert [$1,763,827]/<type 'unicode'> because [could not convert string to float: $1763827]
Cannot convert [$4,116,975]/<type 'unicode'> because [could not convert string to float: $4116975]
Cannot convert [$1,978,983]/<type 'unicode'> because [could not convert string to float: $1978983]
Cannot convert [$70,699,993]/<type 'unicode'> because [could not convert string to float: $70699993]
Cannot convert [$3,802,122]/<type 'unicode'> because [could not convert string to float: $3802122]
Cannot convert [$4,631,130]/<type 'unicode'> because [could not convert string to float: $4631130]
Cannot convert [$1,521,447]/<type 'unicode'> because [could not convert string to float: $1521447]
Cannot convert [$4,363,072]/<type 'unicode'> because [could not convert string to float: $4363072]
Cannot convert [$391,196]/<type 'unicode'> because [could not convert string to float: $391196]
Cannot convert [$2,049,077]/<type 'unicode'> because [could not convert string to float: $2049077]
Cannot convert [$3,814,050]/<type 'unicode'> because [could not convert string to float: $3814050]
Cannot convert [$2,961,705]/<type 'unicode'> because [could not convert string to float: $2961705]
Cannot convert [$2,598,949]/<type 'unicode'> because [could not convert string to float: $2598949]
Cannot convert [$12,617,452]/<type 'unicode'> because [could not convert string to float: $12617452]
Cannot convert [$5,968,380]/<type 'unicode'> because [could not convert string to float: $5968380]
Cannot convert [$403,296]/<type 'unicode'> because [could not convert string to float: $403296]
Cannot convert [$934,664]/<type 'unicode'> because [could not convert string to float: $934664]
Cannot convert [$5,917,167]/<type 'unicode'> because [could not convert string to float: $5917167]
Cannot convert [$525,694]/<type 'unicode'> because [could not convert string to float: $525694]
Cannot convert [$2,613,334]/<type 'unicode'> because [could not convert string to float: $2613334]
Cannot convert [$1,360,864]/<type 'unicode'> because [could not convert string to float: $1360864]
Cannot convert [$9,417,086]/<type 'unicode'> because [could not convert string to float: $9417086]
Cannot convert [$4,938,699]/<type 'unicode'> because [could not convert string to float: $4938699]
Cannot convert [$199,224]/<type 'unicode'> because [could not convert string to float: $199224]
Cannot convert [$7,713,217]/<type 'unicode'> because [could not convert string to float: $7713217]
Cannot convert [$7,409,092]/<type 'unicode'> because [could not convert string to float: $7409092]
Cannot convert [$1,960,987]/<type 'unicode'> because [could not convert string to float: $1960987]
Cannot convert [$5,250,774]/<type 'unicode'> because [could not convert string to float: $5250774]
Cannot convert [$5,877,455]/<type 'unicode'> because [could not convert string to float: $5877455]
Cannot convert [$4,833,718]/<type 'unicode'> because [could not convert string to float: $4833718]
Cannot convert [$3,592,786]/<type 'unicode'> because [could not convert string to float: $3592786]
Cannot convert [$9,024,328]/<type 'unicode'> because [could not convert string to float: $9024328]
Cannot convert [$177,031]/<type 'unicode'> because [could not convert string to float: $177031]
Cannot convert [$1,448,009]/<type 'unicode'> because [could not convert string to float: $1448009]
Cannot convert [$2,577,328]/<type 'unicode'> because [could not convert string to float: $2577328]
Cannot convert [$6,044,268]/<type 'unicode'> because [could not convert string to float: $6044268]
Cannot convert [$3,568,636]/<type 'unicode'> because [could not convert string to float: $3568636]
Cannot convert [$7,904,103]/<type 'unicode'> because [could not convert string to float: $7904103]
Cannot convert [$6,641,422]/<type 'unicode'> because [could not convert string to float: $6641422]
Cannot convert [$193,961]/<type 'unicode'> because [could not convert string to float: $193961]
Cannot convert [$4,799,453]/<type 'unicode'> because [could not convert string to float: $4799453]
Cannot convert [$2,518,895]/<type 'unicode'> because [could not convert string to float: $2518895]
Cannot convert [$6,337,101]/<type 'unicode'> because [could not convert string to float: $6337101]
Cannot convert [$11,285,310]/<type 'unicode'> because [could not convert string to float: $11285310]
Cannot convert [$392,646]/<type 'unicode'> because [could not convert string to float: $392646]
Cannot convert [$5,328,679]/<type 'unicode'> because [could not convert string to float: $5328679]
Cannot convert [$268,761]/<type 'unicode'> because [could not convert string to float: $268761]
Cannot convert [$1,055,004]/<type 'unicode'> because [could not convert string to float: $1055004]
Cannot convert [$5,100,505]/<type 'unicode'> because [could not convert string to float: $5100505]
Cannot convert [$2,612,067]/<type 'unicode'> because [could not convert string to float: $2612067]
Cannot convert [$5,578,207]/<type 'unicode'> because [could not convert string to float: $5578207]
Cannot convert [$2,621,603]/<type 'unicode'> because [could not convert string to float: $2621603]
Cannot convert [$6,106,956]/<type 'unicode'> because [could not convert string to float: $6106956]
Cannot convert [$54,291,298]/<type 'unicode'> because [could not convert string to float: $54291298]
Cannot convert [$1,447,109]/<type 'unicode'> because [could not convert string to float: $1447109]
Cannot convert [$26,449,962]/<type 'unicode'> because [could not convert string to float: $26449962]
Cannot convert [$44,631,077]/<type 'unicode'> because [could not convert string to float: $44631077]
Cannot convert [$14,898,616]/<type 'unicode'> because [could not convert string to float: $14898616]
Cannot convert [$19,638,935]/<type 'unicode'> because [could not convert string to float: $19638935]
Cannot convert [$56,982,676]/<type 'unicode'> because [could not convert string to float: $56982676]
Cannot convert [$33,262,567]/<type 'unicode'> because [could not convert string to float: $33262567]
Cannot convert [$25,190,862]/<type 'unicode'> because [could not convert string to float: $25190862]
Cannot convert [$31,689,928]/<type 'unicode'> because [could not convert string to float: $31689928]
Cannot convert [$95,109,234]/<type 'unicode'> because [could not convert string to float: $95109234]
Cannot convert [$68,448,290]/<type 'unicode'> because [could not convert string to float: $68448290]
Cannot convert [$29,819,885]/<type 'unicode'> because [could not convert string to float: $29819885]
Cannot convert [$35,918,504]/<type 'unicode'> because [could not convert string to float: $35918504]
Cannot convert [$23,706,983]/<type 'unicode'> because [could not convert string to float: $23706983]
Cannot convert [$79,747,262]/<type 'unicode'> because [could not convert string to float: $79747262]
Cannot convert [$31,882,320]/<type 'unicode'> because [could not convert string to float: $31882320]
Cannot convert [$10,026,884]/<type 'unicode'> because [could not convert string to float: $10026884]
Cannot convert [$82,800,891]/<type 'unicode'> because [could not convert string to float: $82800891]
Cannot convert [$45,341,398]/<type 'unicode'> because [could not convert string to float: $45341398]
Cannot convert [$30,568,122]/<type 'unicode'> because [could not convert string to float: $30568122]
Cannot convert [$32,955,169]/<type 'unicode'> because [could not convert string to float: $32955169]
Cannot convert [$54,675,498]/<type 'unicode'> because [could not convert string to float: $54675498]
Cannot convert [$11,095,210]/<type 'unicode'> because [could not convert string to float: $11095210]
Cannot convert [$24,238,738]/<type 'unicode'> because [could not convert string to float: $24238738]
Cannot convert [$3,830,978]/<type 'unicode'> because [could not convert string to float: $3830978]
Cannot convert [$8,775,936]/<type 'unicode'> because [could not convert string to float: $8775936]
Cannot convert [$60,313,819]/<type 'unicode'> because [could not convert string to float: $60313819]
Cannot convert [$81,139,710]/<type 'unicode'> because [could not convert string to float: $81139710]
Cannot convert [$23,613,800]/<type 'unicode'> because [could not convert string to float: $23613800]
Cannot convert [$1,241,813,953]/<type 'unicode'> because [could not convert string to float: $1241813953]
Cannot convert [$32,814,384]/<type 'unicode'> because [could not convert string to float: $32814384]
Cannot convert [$11,565,279]/<type 'unicode'> because [could not convert string to float: $11565279]
Cannot convert [$4,287,055]/<type 'unicode'> because [could not convert string to float: $4287055]
Cannot convert [$75,873,853]/<type 'unicode'> because [could not convert string to float: $75873853]
Cannot convert [$10,173,623]/<type 'unicode'> because [could not convert string to float: $10173623]
Cannot convert [$67,956,106]/<type 'unicode'> because [could not convert string to float: $67956106]
Cannot convert [$4,730,767]/<type 'unicode'> because [could not convert string to float: $4730767]
Cannot convert [$244,185,092]/<type 'unicode'> because [could not convert string to float: $244185092]
Cannot convert [$3,976,709]/<type 'unicode'> because [could not convert string to float: $3976709]
Cannot convert [$126,997,191]/<type 'unicode'> because [could not convert string to float: $126997191]
Cannot convert [$64,482,442]/<type 'unicode'> because [could not convert string to float: $64482442]
Cannot convert [$188,030,673]/<type 'unicode'> because [could not convert string to float: $188030673]
Cannot convert [$47,410,063]/<type 'unicode'> because [could not convert string to float: $47410063]
Cannot convert [$11,367,529]/<type 'unicode'> because [could not convert string to float: $11367529]
Cannot convert [$23,722,501]/<type 'unicode'> because [could not convert string to float: $23722501]
Cannot convert [$27,879,120]/<type 'unicode'> because [could not convert string to float: $27879120]
Cannot convert [$66,094,948]/<type 'unicode'> because [could not convert string to float: $66094948]
Cannot convert [$91,345,319]/<type 'unicode'> because [could not convert string to float: $91345319]
Cannot convert [$2,248,385]/<type 'unicode'> because [could not convert string to float: $2248385]
Cannot convert [$106,686,876]/<type 'unicode'> because [could not convert string to float: $106686876]
Cannot convert [$3,056,674]/<type 'unicode'> because [could not convert string to float: $3056674]
Cannot convert [$26,755,981]/<type 'unicode'> because [could not convert string to float: $26755981]
Cannot convert [$22,714,425]/<type 'unicode'> because [could not convert string to float: $22714425]
Cannot convert [$36,402,152]/<type 'unicode'> because [could not convert string to float: $36402152]
Cannot convert [$26,177,436]/<type 'unicode'> because [could not convert string to float: $26177436]
Cannot convert [$2,571,187]/<type 'unicode'> because [could not convert string to float: $2571187]
Cannot convert [$51,274,125]/<type 'unicode'> because [could not convert string to float: $51274125]
Cannot convert [$45,390,910]/<type 'unicode'> because [could not convert string to float: $45390910]
Cannot convert [$48,261,857]/<type 'unicode'> because [could not convert string to float: $48261857]
Cannot convert [$6,139,664]/<type 'unicode'> because [could not convert string to float: $6139664]
Cannot convert [$58,070,881]/<type 'unicode'> because [could not convert string to float: $58070881]
Cannot convert [$38,293,535]/<type 'unicode'> because [could not convert string to float: $38293535]
Cannot convert [$17,552,476]/<type 'unicode'> because [could not convert string to float: $17552476]
Cannot convert [$11,237,813]/<type 'unicode'> because [could not convert string to float: $11237813]
Cannot convert [$21,171,361]/<type 'unicode'> because [could not convert string to float: $21171361]
Cannot convert [$43,818,165]/<type 'unicode'> because [could not convert string to float: $43818165]
Cannot convert [$41,654,153]/<type 'unicode'> because [could not convert string to float: $41654153]
Cannot convert [$24,352,628]/<type 'unicode'> because [could not convert string to float: $24352628]
Cannot convert [$36,980,018]/<type 'unicode'> because [could not convert string to float: $36980018]
Cannot convert [$4,910,815]/<type 'unicode'> because [could not convert string to float: $4910815]
Cannot convert [$22,690,760]/<type 'unicode'> because [could not convert string to float: $22690760]
Cannot convert [$46,541,937]/<type 'unicode'> because [could not convert string to float: $46541937]
Cannot convert [$9,624,366]/<type 'unicode'> because [could not convert string to float: $9624366]
Cannot convert [$4,845,611]/<type 'unicode'> because [could not convert string to float: $4845611]
Cannot convert [$98,198,013]/<type 'unicode'> because [could not convert string to float: $98198013]
Cannot convert [$26,735,860]/<type 'unicode'> because [could not convert string to float: $26735860]
Cannot convert [$152,190,789]/<type 'unicode'> because [could not convert string to float: $152190789]
Cannot convert [$57,657,136]/<type 'unicode'> because [could not convert string to float: $57657136]
Cannot convert [$77,167,787]/<type 'unicode'> because [could not convert string to float: $77167787]
Cannot convert [$1,880,225]/<type 'unicode'> because [could not convert string to float: $1880225]
Cannot convert [$40,518,300]/<type 'unicode'> because [could not convert string to float: $40518300]
Cannot convert [$152,183,350]/<type 'unicode'> because [could not convert string to float: $152183350]
Cannot convert [$74,316,919]/<type 'unicode'> because [could not convert string to float: $74316919]
Cannot convert [$34,699,035]/<type 'unicode'> because [could not convert string to float: $34699035]
Cannot convert [$12,055,749]/<type 'unicode'> because [could not convert string to float: $12055749]
Cannot convert [$31,319,928]/<type 'unicode'> because [could not convert string to float: $31319928]
Cannot convert [$16,534,374]/<type 'unicode'> because [could not convert string to float: $16534374]
Cannot convert [$18,452,617]/<type 'unicode'> because [could not convert string to float: $18452617]
Cannot convert [$19,949,944]/<type 'unicode'> because [could not convert string to float: $19949944]
Cannot convert [$51,091,776]/<type 'unicode'> because [could not convert string to float: $51091776]
Cannot convert [$33,305,950]/<type 'unicode'> because [could not convert string to float: $33305950]
Cannot convert [$12,929,906]/<type 'unicode'> because [could not convert string to float: $12929906]
Cannot convert [$31,382,298]/<type 'unicode'> because [could not convert string to float: $31382298]
Cannot convert [$35,394,990]/<type 'unicode'> because [could not convert string to float: $35394990]
Cannot convert [$9,160,834]/<type 'unicode'> because [could not convert string to float: $9160834]
Cannot convert [$8,015,955]/<type 'unicode'> because [could not convert string to float: $8015955]
Cannot convert [$29,184,515]/<type 'unicode'> because [could not convert string to float: $29184515]
Cannot convert [$44,926,498]/<type 'unicode'> because [could not convert string to float: $44926498]
Cannot convert [$13,116,534]/<type 'unicode'> because [could not convert string to float: $13116534]
Cannot convert [$1,288,472]/<type 'unicode'> because [could not convert string to float: $1288472]
Cannot convert [$32,206,220]/<type 'unicode'> because [could not convert string to float: $32206220]
Cannot convert [$19,033,857]/<type 'unicode'> because [could not convert string to float: $19033857]
Cannot convert [$6,714,275]/<type 'unicode'> because [could not convert string to float: $6714275]
Cannot convert [$102,691,948]/<type 'unicode'> because [could not convert string to float: $102691948]
Cannot convert [$1,825,847]/<type 'unicode'> because [could not convert string to float: $1825847]
Cannot convert [$49,965,020]/<type 'unicode'> because [could not convert string to float: $49965020]
Cannot convert [$18,228,851]/<type 'unicode'> because [could not convert string to float: $18228851]
Cannot convert [$3,158,147]/<type 'unicode'> because [could not convert string to float: $3158147]
Cannot convert [$37,549,494]/<type 'unicode'> because [could not convert string to float: $37549494]
Cannot convert [$110,234,737]/<type 'unicode'> because [could not convert string to float: $110234737]
Cannot convert [$15,096,891]/<type 'unicode'> because [could not convert string to float: $15096891]
Cannot convert [$46,008,819]/<type 'unicode'> because [could not convert string to float: $46008819]
Cannot convert [$43,971,654]/<type 'unicode'> because [could not convert string to float: $43971654]
Cannot convert [$18,651,151]/<type 'unicode'> because [could not convert string to float: $18651151]
Cannot convert [$26,821,072]/<type 'unicode'> because [could not convert string to float: $26821072]
Cannot convert [$29,036,180]/<type 'unicode'> because [could not convert string to float: $29036180]
Cannot convert [$13,042,140]/<type 'unicode'> because [could not convert string to float: $13042140]
Cannot convert [$4,273,766]/<type 'unicode'> because [could not convert string to float: $4273766]
Cannot convert [$211,255,650]/<type 'unicode'> because [could not convert string to float: $211255650]
Cannot convert [$12,805,467]/<type 'unicode'> because [could not convert string to float: $12805467]
Cannot convert [$21,760,548]/<type 'unicode'> because [could not convert string to float: $21760548]
Cannot convert [$13,314,257]/<type 'unicode'> because [could not convert string to float: $13314257]
Cannot convert [$85,464,416]/<type 'unicode'> because [could not convert string to float: $85464416]
Cannot convert [$2,629,725]/<type 'unicode'> because [could not convert string to float: $2629725]
Cannot convert [$117,184,669]/<type 'unicode'> because [could not convert string to float: $117184669]
Cannot convert [$24,824,318]/<type 'unicode'> because [could not convert string to float: $24824318]
Cannot convert [$30,070,300]/<type 'unicode'> because [could not convert string to float: $30070300]
Cannot convert [$23,350,225]/<type 'unicode'> because [could not convert string to float: $23350225]
Cannot convert [$40,589,310]/<type 'unicode'> because [could not convert string to float: $40589310]
Cannot convert [$207,278,432]/<type 'unicode'> because [could not convert string to float: $207278432]
Cannot convert [$37,961,759]/<type 'unicode'> because [could not convert string to float: $37961759]
Cannot convert [$21,116,329]/<type 'unicode'> because [could not convert string to float: $21116329]
Cannot convert [$207,414,463]/<type 'unicode'> because [could not convert string to float: $207414463]
Cannot convert [$29,836,098]/<type 'unicode'> because [could not convert string to float: $29836098]
Cannot convert [$100,782,886]/<type 'unicode'> because [could not convert string to float: $100782886]
Cannot convert [$57,600,786]/<type 'unicode'> because [could not convert string to float: $57600786]
Cannot convert [$46,265,103]/<type 'unicode'> because [could not convert string to float: $46265103]
Cannot convert [$6,921,849]/<type 'unicode'> because [could not convert string to float: $6921849]
Cannot convert [$77,243,198]/<type 'unicode'> because [could not convert string to float: $77243198]
Cannot convert [$53,484,499]/<type 'unicode'> because [could not convert string to float: $53484499]
Cannot convert [$29,390,094]/<type 'unicode'> because [could not convert string to float: $29390094]
Cannot convert [$28,861,959]/<type 'unicode'> because [could not convert string to float: $28861959]
Cannot convert [$8,055,021]/<type 'unicode'> because [could not convert string to float: $8055021]
Cannot convert [$21,001,755]/<type 'unicode'> because [could not convert string to float: $21001755]
Cannot convert [$35,148,664]/<type 'unicode'> because [could not convert string to float: $35148664]
Cannot convert [$73,394,159]/<type 'unicode'> because [could not convert string to float: $73394159]
Cannot convert [$32,022,484]/<type 'unicode'> because [could not convert string to float: $32022484]
Cannot convert [$47,405,266]/<type 'unicode'> because [could not convert string to float: $47405266]
Cannot convert [$32,843,057]/<type 'unicode'> because [could not convert string to float: $32843057]
Cannot convert [$89,273,206]/<type 'unicode'> because [could not convert string to float: $89273206]
Cannot convert [$42,421,671]/<type 'unicode'> because [could not convert string to float: $42421671]
Cannot convert [$10,729,933]/<type 'unicode'> because [could not convert string to float: $10729933]
Cannot convert [$56,823,265]/<type 'unicode'> because [could not convert string to float: $56823265]
Cannot convert [$26,004,262]/<type 'unicode'> because [could not convert string to float: $26004262]
Cannot convert [$18,166,309]/<type 'unicode'> because [could not convert string to float: $18166309]
Cannot convert [$53,904,488]/<type 'unicode'> because [could not convert string to float: $53904488]
Cannot convert [$18,303,105]/<type 'unicode'> because [could not convert string to float: $18303105]
Cannot convert [$16,154,976]/<type 'unicode'> because [could not convert string to float: $16154976]
Cannot convert [$11,060,046]/<type 'unicode'> because [could not convert string to float: $11060046]
Cannot convert [$4,343,536]/<type 'unicode'> because [could not convert string to float: $4343536]
Cannot convert [$29,918,673]/<type 'unicode'> because [could not convert string to float: $29918673]
Cannot convert [$20,887,529]/<type 'unicode'> because [could not convert string to float: $20887529]
Cannot convert [$48,596,687]/<type 'unicode'> because [could not convert string to float: $48596687]
Cannot convert [$73,714,556]/<type 'unicode'> because [could not convert string to float: $73714556]
Cannot convert [$30,289,877]/<type 'unicode'> because [could not convert string to float: $30289877]
Cannot convert [$84,240,442]/<type 'unicode'> because [could not convert string to float: $84240442]
Cannot convert [$173,166,826]/<type 'unicode'> because [could not convert string to float: $173166826]
Cannot convert [$2,313,776]/<type 'unicode'> because [could not convert string to float: $2313776]
Cannot convert [$36,610,470]/<type 'unicode'> because [could not convert string to float: $36610470]
Cannot convert [$221,922,627]/<type 'unicode'> because [could not convert string to float: $221922627]
Cannot convert [$12,943,491]/<type 'unicode'> because [could not convert string to float: $12943491]
Cannot convert [$26,223,969]/<type 'unicode'> because [could not convert string to float: $26223969]
Cannot convert [$58,094,147]/<type 'unicode'> because [could not convert string to float: $58094147]
Cannot convert [$51,489,267]/<type 'unicode'> because [could not convert string to float: $51489267]
Cannot convert [$8,990,351]/<type 'unicode'> because [could not convert string to float: $8990351]
Cannot convert [$47,667,025]/<type 'unicode'> because [could not convert string to float: $47667025]
Cannot convert [$35,090,938]/<type 'unicode'> because [could not convert string to float: $35090938]
Cannot convert [$40,116,101]/<type 'unicode'> because [could not convert string to float: $40116101]
Cannot convert [$20,976,176]/<type 'unicode'> because [could not convert string to float: $20976176]
Cannot convert [$26,719,108]/<type 'unicode'> because [could not convert string to float: $26719108]
Cannot convert [$32,485,114]/<type 'unicode'> because [could not convert string to float: $32485114]
Cannot convert [$35,756,423]/<type 'unicode'> because [could not convert string to float: $35756423]
Cannot convert [$31,940,299]/<type 'unicode'> because [could not convert string to float: $31940299]
Cannot convert [$52,591,183]/<type 'unicode'> because [could not convert string to float: $52591183]
Cannot convert [$8,848,213]/<type 'unicode'> because [could not convert string to float: $8848213]
Cannot convert [$17,079,860]/<type 'unicode'> because [could not convert string to float: $17079860]
Cannot convert [$8,886,113]/<type 'unicode'> because [could not convert string to float: $8886113]
Cannot convert [$5,110,820]/<type 'unicode'> because [could not convert string to float: $5110820]
Cannot convert [$25,872,550]/<type 'unicode'> because [could not convert string to float: $25872550]
Cannot convert [$21,425,961]/<type 'unicode'> because [could not convert string to float: $21425961]
Cannot convert [$84,869,845]/<type 'unicode'> because [could not convert string to float: $84869845]
Cannot convert [$2,163,884]/<type 'unicode'> because [could not convert string to float: $2163884]
Cannot convert [$37,475,579]/<type 'unicode'> because [could not convert string to float: $37475579]
Cannot convert [$37,413,162]/<type 'unicode'> because [could not convert string to float: $37413162]
Cannot convert [$1,854,814]/<type 'unicode'> because [could not convert string to float: $1854814]
Cannot convert [$89,359,525]/<type 'unicode'> because [could not convert string to float: $89359525]
Cannot convert [$10,418,870]/<type 'unicode'> because [could not convert string to float: $10418870]
Cannot convert [$118,367,953]/<type 'unicode'> because [could not convert string to float: $118367953]
Cannot convert [$3,646,884]/<type 'unicode'> because [could not convert string to float: $3646884]
Cannot convert [$5,341,261]/<type 'unicode'> because [could not convert string to float: $5341261]
Cannot convert [$35,261,569]/<type 'unicode'> because [could not convert string to float: $35261569]
Cannot convert [$145,071,319]/<type 'unicode'> because [could not convert string to float: $145071319]
Cannot convert [$13,071,385]/<type 'unicode'> because [could not convert string to float: $13071385]
Cannot convert [$54,005,388]/<type 'unicode'> because [could not convert string to float: $54005388]
Cannot convert [$52,641,725]/<type 'unicode'> because [could not convert string to float: $52641725]
Cannot convert [$99,263,186]/<type 'unicode'> because [could not convert string to float: $99263186]
Cannot convert [$3,507,932]/<type 'unicode'> because [could not convert string to float: $3507932]
Cannot convert [$6,677,882]/<type 'unicode'> because [could not convert string to float: $6677882]
Cannot convert [$33,087,319]/<type 'unicode'> because [could not convert string to float: $33087319]
Cannot convert [$15,613,807]/<type 'unicode'> because [could not convert string to float: $15613807]
Cannot convert [$1,858,420]/<type 'unicode'> because [could not convert string to float: $1858420]
Cannot convert [$80,076,369]/<type 'unicode'> because [could not convert string to float: $80076369]
Cannot convert [$46,736,508]/<type 'unicode'> because [could not convert string to float: $46736508]
Cannot convert [$40,291,865]/<type 'unicode'> because [could not convert string to float: $40291865]
Cannot convert [$1,129,182]/<type 'unicode'> because [could not convert string to float: $1129182]
Cannot convert [$41,984,920]/<type 'unicode'> because [could not convert string to float: $41984920]
Cannot convert [$28,300,615]/<type 'unicode'> because [could not convert string to float: $28300615]
Cannot convert [$53,418,845]/<type 'unicode'> because [could not convert string to float: $53418845]
Cannot convert [$7,288,793]/<type 'unicode'> because [could not convert string to float: $7288793]
Cannot convert [$74,586,282]/<type 'unicode'> because [could not convert string to float: $74586282]
Cannot convert [$2,631,218]/<type 'unicode'> because [could not convert string to float: $2631218]
Cannot convert [$25,974,431]/<type 'unicode'> because [could not convert string to float: $25974431]
Cannot convert [$25,263,572]/<type 'unicode'> because [could not convert string to float: $25263572]
Cannot convert [$94,031,949]/<type 'unicode'> because [could not convert string to float: $94031949]
Cannot convert [$28,989,641]/<type 'unicode'> because [could not convert string to float: $28989641]
Cannot convert [$6,172,407]/<type 'unicode'> because [could not convert string to float: $6172407]
Cannot convert [$22,969,245]/<type 'unicode'> because [could not convert string to float: $22969245]
Cannot convert [$33,935,862]/<type 'unicode'> because [could not convert string to float: $33935862]
Cannot convert [$15,847,143]/<type 'unicode'> because [could not convert string to float: $15847143]
Cannot convert [$438,936,334]/<type 'unicode'> because [could not convert string to float: $438936334]
Cannot convert [$36,102,626]/<type 'unicode'> because [could not convert string to float: $36102626]
Cannot convert [$51,174,891]/<type 'unicode'> because [could not convert string to float: $51174891]
Cannot convert [$12,150,110]/<type 'unicode'> because [could not convert string to float: $12150110]
Cannot convert [$42,136,374]/<type 'unicode'> because [could not convert string to float: $42136374]
Cannot convert [$2,801,067]/<type 'unicode'> because [could not convert string to float: $2801067]
Cannot convert [$18,267,711]/<type 'unicode'> because [could not convert string to float: $18267711]
Cannot convert [$34,853,447]/<type 'unicode'> because [could not convert string to float: $34853447]
Cannot convert [$25,740,670]/<type 'unicode'> because [could not convert string to float: $25740670]
Cannot convert [$22,899,290]/<type 'unicode'> because [could not convert string to float: $22899290]
Cannot convert [$97,152,315]/<type 'unicode'> because [could not convert string to float: $97152315]
Cannot convert [$53,774,092]/<type 'unicode'> because [could not convert string to float: $53774092]
Cannot convert [$8,471,945]/<type 'unicode'> because [could not convert string to float: $8471945]
Cannot convert [$8,930,016]/<type 'unicode'> because [could not convert string to float: $8930016]
Cannot convert [$41,883,283]/<type 'unicode'> because [could not convert string to float: $41883283]
Cannot convert [$5,589,476]/<type 'unicode'> because [could not convert string to float: $5589476]
Cannot convert [$24,123,016]/<type 'unicode'> because [could not convert string to float: $24123016]
Cannot convert [$25,687,836]/<type 'unicode'> because [could not convert string to float: $25687836]
Cannot convert [$84,606,634]/<type 'unicode'> because [could not convert string to float: $84606634]
Cannot convert [$44,770,094]/<type 'unicode'> because [could not convert string to float: $44770094]
Cannot convert [$2,154,689]/<type 'unicode'> because [could not convert string to float: $2154689]
Cannot convert [$54,668,292]/<type 'unicode'> because [could not convert string to float: $54668292]
Cannot convert [$103,885,899]/<type 'unicode'> because [could not convert string to float: $103885899]
Cannot convert [$18,428,776]/<type 'unicode'> because [could not convert string to float: $18428776]
Cannot convert [$41,281,321]/<type 'unicode'> because [could not convert string to float: $41281321]
Cannot convert [$48,693,342]/<type 'unicode'> because [could not convert string to float: $48693342]
Cannot convert [$44,880,778]/<type 'unicode'> because [could not convert string to float: $44880778]
Cannot convert [$26,645,465]/<type 'unicode'> because [could not convert string to float: $26645465]
Cannot convert [$86,633,960]/<type 'unicode'> because [could not convert string to float: $86633960]
Cannot convert [$3,369,777]/<type 'unicode'> because [could not convert string to float: $3369777]
Cannot convert [$14,794,538]/<type 'unicode'> because [could not convert string to float: $14794538]
Cannot convert [$14,925,574]/<type 'unicode'> because [could not convert string to float: $14925574]
Cannot convert [$53,294,616]/<type 'unicode'> because [could not convert string to float: $53294616]
Cannot convert [$53,604,611]/<type 'unicode'> because [could not convert string to float: $53604611]
Cannot convert [$78,327,253]/<type 'unicode'> because [could not convert string to float: $78327253]
Cannot convert [$65,359,243]/<type 'unicode'> because [could not convert string to float: $65359243]
Cannot convert [$2,353,292]/<type 'unicode'> because [could not convert string to float: $2353292]
Cannot convert [$50,740,458]/<type 'unicode'> because [could not convert string to float: $50740458]
Cannot convert [$21,228,841]/<type 'unicode'> because [could not convert string to float: $21228841]
Cannot convert [$49,025,079]/<type 'unicode'> because [could not convert string to float: $49025079]
Cannot convert [$89,626,731]/<type 'unicode'> because [could not convert string to float: $89626731]
Cannot convert [$2,370,681]/<type 'unicode'> because [could not convert string to float: $2370681]
Cannot convert [$47,034,789]/<type 'unicode'> because [could not convert string to float: $47034789]
Cannot convert [$2,852,221]/<type 'unicode'> because [could not convert string to float: $2852221]
Cannot convert [$6,573,578]/<type 'unicode'> because [could not convert string to float: $6573578]
Cannot convert [$52,653,828]/<type 'unicode'> because [could not convert string to float: $52653828]
Cannot convert [$18,830,818]/<type 'unicode'> because [could not convert string to float: $18830818]
Cannot convert [$56,536,546]/<type 'unicode'> because [could not convert string to float: $56536546]
Cannot convert [$24,749,634]/<type 'unicode'> because [could not convert string to float: $24749634]
Cannot convert [$74,634,007]/<type 'unicode'> because [could not convert string to float: $74634007]
Cannot convert [$384,930,226]/<type 'unicode'> because [could not convert string to float: $384930226]
Cannot convert [$13,794,353]/<type 'unicode'> because [could not convert string to float: $13794353]
Cannot convert [$12,987]/<type 'unicode'> because [could not convert string to float: $12987]
Cannot convert [$14,937]/<type 'unicode'> because [could not convert string to float: $14937]
Cannot convert [$11,589]/<type 'unicode'> because [could not convert string to float: $11589]
Cannot convert [$12,990]/<type 'unicode'> because [could not convert string to float: $12990]
Cannot convert [$13,647]/<type 'unicode'> because [could not convert string to float: $13647]
Cannot convert [$13,244]/<type 'unicode'> because [could not convert string to float: $13244]
Cannot convert [$19,572]/<type 'unicode'> because [could not convert string to float: $19572]
Cannot convert [$19,574]/<type 'unicode'> because [could not convert string to float: $19574]
Cannot convert [$15,185]/<type 'unicode'> because [could not convert string to float: $15185]
Cannot convert [$13,085]/<type 'unicode'> because [could not convert string to float: $13085]
Cannot convert [$12,611]/<type 'unicode'> because [could not convert string to float: $12611]
Cannot convert [$13,271]/<type 'unicode'> because [could not convert string to float: $13271]
Cannot convert [$13,378]/<type 'unicode'> because [could not convert string to float: $13378]
Cannot convert [$12,777]/<type 'unicode'> because [could not convert string to float: $12777]
Cannot convert [$13,324]/<type 'unicode'> because [could not convert string to float: $13324]
Cannot convert [$13,437]/<type 'unicode'> because [could not convert string to float: $13437]
Cannot convert [$14,925]/<type 'unicode'> because [could not convert string to float: $14925]
Cannot convert [$17,226]/<type 'unicode'> because [could not convert string to float: $17226]
Cannot convert [$11,950]/<type 'unicode'> because [could not convert string to float: $11950]
Cannot convert [$12,979]/<type 'unicode'> because [could not convert string to float: $12979]
Cannot convert [$12,799]/<type 'unicode'> because [could not convert string to float: $12799]
Cannot convert [$12,570]/<type 'unicode'> because [could not convert string to float: $12570]
Cannot convert [$16,244]/<type 'unicode'> because [could not convert string to float: $16244]
Cannot convert [$18,489]/<type 'unicode'> because [could not convert string to float: $18489]
Cannot convert [$13,952]/<type 'unicode'> because [could not convert string to float: $13952]
Cannot convert [$13,118]/<type 'unicode'> because [could not convert string to float: $13118]
Cannot convert [$14,385]/<type 'unicode'> because [could not convert string to float: $14385]
Cannot convert [$12,204]/<type 'unicode'> because [could not convert string to float: $12204]
Cannot convert [$18,318]/<type 'unicode'> because [could not convert string to float: $18318]
Cannot convert [$14,754]/<type 'unicode'> because [could not convert string to float: $14754]
Cannot convert [$15,122]/<type 'unicode'> because [could not convert string to float: $15122]
Cannot convert [$12,583]/<type 'unicode'> because [could not convert string to float: $12583]
Cannot convert [$13,058]/<type 'unicode'> because [could not convert string to float: $13058]
Cannot convert [$21,288]/<type 'unicode'> because [could not convert string to float: $21288]
Cannot convert [$12,096]/<type 'unicode'> because [could not convert string to float: $12096]
Cannot convert [$15,315]/<type 'unicode'> because [could not convert string to float: $15315]
Cannot convert [$14,036]/<type 'unicode'> because [could not convert string to float: $14036]
Cannot convert [$12,251]/<type 'unicode'> because [could not convert string to float: $12251]
Cannot convert [$17,291]/<type 'unicode'> because [could not convert string to float: $17291]
Cannot convert [$17,700]/<type 'unicode'> because [could not convert string to float: $17700]
Cannot convert [$27,163]/<type 'unicode'> because [could not convert string to float: $27163]
Cannot convert [$14,291]/<type 'unicode'> because [could not convert string to float: $14291]
Cannot convert [$17,704]/<type 'unicode'> because [could not convert string to float: $17704]
Cannot convert [$13,092]/<type 'unicode'> because [could not convert string to float: $13092]
Cannot convert [$14,776]/<type 'unicode'> because [could not convert string to float: $14776]
Cannot convert [$12,436]/<type 'unicode'> because [could not convert string to float: $12436]
Cannot convert [$13,716]/<type 'unicode'> because [could not convert string to float: $13716]
Cannot convert [$13,304]/<type 'unicode'> because [could not convert string to float: $13304]
Cannot convert [$13,468]/<type 'unicode'> because [could not convert string to float: $13468]
Cannot convert [$13,683]/<type 'unicode'> because [could not convert string to float: $13683]
Cannot convert [$12,082]/<type 'unicode'> because [could not convert string to float: $12082]
Cannot convert [$13,913]/<type 'unicode'> because [could not convert string to float: $13913]
Cannot convert [$16,457]/<type 'unicode'> because [could not convert string to float: $16457]
Cannot convert [$20,446]/<type 'unicode'> because [could not convert string to float: $20446]
Cannot convert [$14,229]/<type 'unicode'> because [could not convert string to float: $14229]
Cannot convert [$13,625]/<type 'unicode'> because [could not convert string to float: $13625]
Cannot convert [$11,991]/<type 'unicode'> because [could not convert string to float: $11991]
Cannot convert [$16,906]/<type 'unicode'> because [could not convert string to float: $16906]
Cannot convert [$13,494]/<type 'unicode'> because [could not convert string to float: $13494]
Cannot convert [$16,454]/<type 'unicode'> because [could not convert string to float: $16454]
Cannot convert [$12,658]/<type 'unicode'> because [could not convert string to float: $12658]
Cannot convert [$10,527]/<type 'unicode'> because [could not convert string to float: $10527]
Cannot convert [$21,336]/<type 'unicode'> because [could not convert string to float: $21336]
Cannot convert [$17,650]/<type 'unicode'> because [could not convert string to float: $17650]
Cannot convert [$10,907]/<type 'unicode'> because [could not convert string to float: $10907]
Cannot convert [$12,712]/<type 'unicode'> because [could not convert string to float: $12712]
Cannot convert [$10,293]/<type 'unicode'> because [could not convert string to float: $10293]
Cannot convert [$13,319]/<type 'unicode'> because [could not convert string to float: $13319]
Cannot convert [$22,496]/<type 'unicode'> because [could not convert string to float: $22496]
Cannot convert [$12,110]/<type 'unicode'> because [could not convert string to float: $12110]
Cannot convert [$11,962]/<type 'unicode'> because [could not convert string to float: $11962]
Cannot convert [$22,662]/<type 'unicode'> because [could not convert string to float: $22662]
Cannot convert [$18,509]/<type 'unicode'> because [could not convert string to float: $18509]
Cannot convert [$13,117]/<type 'unicode'> because [could not convert string to float: $13117]
Cannot convert [$13,158]/<type 'unicode'> because [could not convert string to float: $13158]
Cannot convert [$13,534]/<type 'unicode'> because [could not convert string to float: $13534]
Cannot convert [$15,610]/<type 'unicode'> because [could not convert string to float: $15610]
Cannot convert [$13,683]/<type 'unicode'> because [could not convert string to float: $13683]
Cannot convert [$16,743]/<type 'unicode'> because [could not convert string to float: $16743]
Cannot convert [$14,288]/<type 'unicode'> because [could not convert string to float: $14288]
Cannot convert [$17,100]/<type 'unicode'> because [could not convert string to float: $17100]
Cannot convert [$11,888]/<type 'unicode'> because [could not convert string to float: $11888]
Cannot convert [$11,533]/<type 'unicode'> because [could not convert string to float: $11533]
Cannot convert [$17,105]/<type 'unicode'> because [could not convert string to float: $17105]
Cannot convert [$11,934]/<type 'unicode'> because [could not convert string to float: $11934]
Cannot convert [$14,893]/<type 'unicode'> because [could not convert string to float: $14893]
Cannot convert [$11,802]/<type 'unicode'> because [could not convert string to float: $11802]
Cannot convert [$15,699]/<type 'unicode'> because [could not convert string to float: $15699]
Cannot convert [$14,980]/<type 'unicode'> because [could not convert string to float: $14980]
Cannot convert [$10,614]/<type 'unicode'> because [could not convert string to float: $10614]
Cannot convert [$12,891]/<type 'unicode'> because [could not convert string to float: $12891]
Cannot convert [$14,493]/<type 'unicode'> because [could not convert string to float: $14493]
Cannot convert [$13,088]/<type 'unicode'> because [could not convert string to float: $13088]
Cannot convert [$12,079]/<type 'unicode'> because [could not convert string to float: $12079]
Cannot convert [$13,382]/<type 'unicode'> because [could not convert string to float: $13382]
Cannot convert [$15,187]/<type 'unicode'> because [could not convert string to float: $15187]
Cannot convert [$13,344]/<type 'unicode'> because [could not convert string to float: $13344]
Cannot convert [$15,071]/<type 'unicode'> because [could not convert string to float: $15071]
Cannot convert [$12,583]/<type 'unicode'> because [could not convert string to float: $12583]
Cannot convert [$11,818]/<type 'unicode'> because [could not convert string to float: $11818]
Cannot convert [$15,523]/<type 'unicode'> because [could not convert string to float: $15523]
Cannot convert [$12,990]/<type 'unicode'> because [could not convert string to float: $12990]
Cannot convert [$12,295]/<type 'unicode'> because [could not convert string to float: $12295]
Cannot convert [$16,016]/<type 'unicode'> because [could not convert string to float: $16016]
Cannot convert [$11,676]/<type 'unicode'> because [could not convert string to float: $11676]
Cannot convert [$14,107]/<type 'unicode'> because [could not convert string to float: $14107]
Cannot convert [$13,126]/<type 'unicode'> because [could not convert string to float: $13126]
Cannot convert [$12,986]/<type 'unicode'> because [could not convert string to float: $12986]
Cannot convert [$16,729]/<type 'unicode'> because [could not convert string to float: $16729]
Cannot convert [$11,366]/<type 'unicode'> because [could not convert string to float: $11366]
Cannot convert [$13,106]/<type 'unicode'> because [could not convert string to float: $13106]
Cannot convert [$14,281]/<type 'unicode'> because [could not convert string to float: $14281]
Cannot convert [$16,750]/<type 'unicode'> because [could not convert string to float: $16750]
Cannot convert [$13,160]/<type 'unicode'> because [could not convert string to float: $13160]
Cannot convert [$13,433]/<type 'unicode'> because [could not convert string to float: $13433]
Cannot convert [$11,123]/<type 'unicode'> because [could not convert string to float: $11123]
Cannot convert [$18,936]/<type 'unicode'> because [could not convert string to float: $18936]
Cannot convert [$14,027]/<type 'unicode'> because [could not convert string to float: $14027]
Cannot convert [$15,660]/<type 'unicode'> because [could not convert string to float: $15660]
Cannot convert [$12,399]/<type 'unicode'> because [could not convert string to float: $12399]
Cannot convert [$16,525]/<type 'unicode'> because [could not convert string to float: $16525]
Cannot convert [$12,877]/<type 'unicode'> because [could not convert string to float: $12877]
Cannot convert [$19,847]/<type 'unicode'> because [could not convert string to float: $19847]
Cannot convert [$17,496]/<type 'unicode'> because [could not convert string to float: $17496]
Cannot convert [$19,923]/<type 'unicode'> because [could not convert string to float: $19923]
Cannot convert [$18,116]/<type 'unicode'> because [could not convert string to float: $18116]
Cannot convert [$13,679]/<type 'unicode'> because [could not convert string to float: $13679]
Cannot convert [$14,008]/<type 'unicode'> because [could not convert string to float: $14008]
Cannot convert [$13,617]/<type 'unicode'> because [could not convert string to float: $13617]
Cannot convert [$13,225]/<type 'unicode'> because [could not convert string to float: $13225]
Cannot convert [$12,384]/<type 'unicode'> because [could not convert string to float: $12384]
Cannot convert [$13,223]/<type 'unicode'> because [could not convert string to float: $13223]
Cannot convert [$13,448]/<type 'unicode'> because [could not convert string to float: $13448]
Cannot convert [$13,527]/<type 'unicode'> because [could not convert string to float: $13527]
Cannot convert [$12,837]/<type 'unicode'> because [could not convert string to float: $12837]
Cannot convert [$13,218]/<type 'unicode'> because [could not convert string to float: $13218]
Cannot convert [$14,931]/<type 'unicode'> because [could not convert string to float: $14931]
Cannot convert [$14,981]/<type 'unicode'> because [could not convert string to float: $14981]
Cannot convert [$11,947]/<type 'unicode'> because [could not convert string to float: $11947]
Cannot convert [$14,266]/<type 'unicode'> because [could not convert string to float: $14266]
Cannot convert [$15,873]/<type 'unicode'> because [could not convert string to float: $15873]
Cannot convert [$15,449]/<type 'unicode'> because [could not convert string to float: $15449]
Cannot convert [$14,139]/<type 'unicode'> because [could not convert string to float: $14139]
Cannot convert [$13,075]/<type 'unicode'> because [could not convert string to float: $13075]
Cannot convert [$14,733]/<type 'unicode'> because [could not convert string to float: $14733]
Cannot convert [$12,627]/<type 'unicode'> because [could not convert string to float: $12627]
Cannot convert [$11,915]/<type 'unicode'> because [could not convert string to float: $11915]
Cannot convert [$13,055]/<type 'unicode'> because [could not convert string to float: $13055]
Cannot convert [$12,481]/<type 'unicode'> because [could not convert string to float: $12481]
Cannot convert [$12,875]/<type 'unicode'> because [could not convert string to float: $12875]
Cannot convert [$13,881]/<type 'unicode'> because [could not convert string to float: $13881]
Cannot convert [$12,897]/<type 'unicode'> because [could not convert string to float: $12897]
Cannot convert [$14,597]/<type 'unicode'> because [could not convert string to float: $14597]
Cannot convert [$12,414]/<type 'unicode'> because [could not convert string to float: $12414]
Cannot convert [$13,499]/<type 'unicode'> because [could not convert string to float: $13499]
Cannot convert [$16,883]/<type 'unicode'> because [could not convert string to float: $16883]
Cannot convert [$13,032]/<type 'unicode'> because [could not convert string to float: $13032]
Cannot convert [$18,501]/<type 'unicode'> because [could not convert string to float: $18501]
Cannot convert [$12,962]/<type 'unicode'> because [could not convert string to float: $12962]
Cannot convert [$20,012]/<type 'unicode'> because [could not convert string to float: $20012]
Cannot convert [$13,959]/<type 'unicode'> because [could not convert string to float: $13959]
Cannot convert [$13,649]/<type 'unicode'> because [could not convert string to float: $13649]
Cannot convert [$13,550]/<type 'unicode'> because [could not convert string to float: $13550]
Cannot convert [$17,723]/<type 'unicode'> because [could not convert string to float: $17723]
Cannot convert [$15,020]/<type 'unicode'> because [could not convert string to float: $15020]
Cannot convert [$12,792]/<type 'unicode'> because [could not convert string to float: $12792]
Cannot convert [$16,682]/<type 'unicode'> because [could not convert string to float: $16682]
Cannot convert [$14,073]/<type 'unicode'> because [could not convert string to float: $14073]
Cannot convert [$17,581]/<type 'unicode'> because [could not convert string to float: $17581]
Cannot convert [$13,827]/<type 'unicode'> because [could not convert string to float: $13827]
Cannot convert [$15,484]/<type 'unicode'> because [could not convert string to float: $15484]
Cannot convert [$11,889]/<type 'unicode'> because [could not convert string to float: $11889]
Cannot convert [$10,898]/<type 'unicode'> because [could not convert string to float: $10898]
Cannot convert [$12,865]/<type 'unicode'> because [could not convert string to float: $12865]
Cannot convert [$13,147]/<type 'unicode'> because [could not convert string to float: $13147]
Cannot convert [$13,291]/<type 'unicode'> because [could not convert string to float: $13291]
Cannot convert [$13,198]/<type 'unicode'> because [could not convert string to float: $13198]
Cannot convert [$14,088]/<type 'unicode'> because [could not convert string to float: $14088]
Cannot convert [$14,440]/<type 'unicode'> because [could not convert string to float: $14440]
Cannot convert [$12,136]/<type 'unicode'> because [could not convert string to float: $12136]
Cannot convert [$12,350]/<type 'unicode'> because [could not convert string to float: $12350]
Cannot convert [$14,047]/<type 'unicode'> because [could not convert string to float: $14047]
Cannot convert [$15,038]/<type 'unicode'> because [could not convert string to float: $15038]
Cannot convert [$19,650]/<type 'unicode'> because [could not convert string to float: $19650]
Cannot convert [$13,956]/<type 'unicode'> because [could not convert string to float: $13956]
Cannot convert [$12,588]/<type 'unicode'> because [could not convert string to float: $12588]
Cannot convert [$23,147]/<type 'unicode'> because [could not convert string to float: $23147]
Cannot convert [$13,072]/<type 'unicode'> because [could not convert string to float: $13072]
Cannot convert [$13,945]/<type 'unicode'> because [could not convert string to float: $13945]
Cannot convert [$13,287]/<type 'unicode'> because [could not convert string to float: $13287]
Cannot convert [$16,017]/<type 'unicode'> because [could not convert string to float: $16017]
Cannot convert [$11,086]/<type 'unicode'> because [could not convert string to float: $11086]
Cannot convert [$12,861]/<type 'unicode'> because [could not convert string to float: $12861]
Cannot convert [$15,826]/<type 'unicode'> because [could not convert string to float: $15826]
Cannot convert [$13,755]/<type 'unicode'> because [could not convert string to float: $13755]
Cannot convert [$13,451]/<type 'unicode'> because [could not convert string to float: $13451]
Cannot convert [$14,054]/<type 'unicode'> because [could not convert string to float: $14054]
Cannot convert [$14,723]/<type 'unicode'> because [could not convert string to float: $14723]
Cannot convert [$30,626]/<type 'unicode'> because [could not convert string to float: $30626]
Cannot convert [$13,452]/<type 'unicode'> because [could not convert string to float: $13452]
Cannot convert [$15,518]/<type 'unicode'> because [could not convert string to float: $15518]
Cannot convert [$14,426]/<type 'unicode'> because [could not convert string to float: $14426]
Cannot convert [$15,774]/<type 'unicode'> because [could not convert string to float: $15774]
Cannot convert [$11,807]/<type 'unicode'> because [could not convert string to float: $11807]
Cannot convert [$14,086]/<type 'unicode'> because [could not convert string to float: $14086]
Cannot convert [$15,272]/<type 'unicode'> because [could not convert string to float: $15272]
Cannot convert [$13,192]/<type 'unicode'> because [could not convert string to float: $13192]
Cannot convert [$13,729]/<type 'unicode'> because [could not convert string to float: $13729]
Cannot convert [$15,386]/<type 'unicode'> because [could not convert string to float: $15386]
Cannot convert [$21,047]/<type 'unicode'> because [could not convert string to float: $21047]
Cannot convert [$16,721]/<type 'unicode'> because [could not convert string to float: $16721]
Cannot convert [$14,119]/<type 'unicode'> because [could not convert string to float: $14119]
Cannot convert [$13,432]/<type 'unicode'> because [could not convert string to float: $13432]
Cannot convert [$13,621]/<type 'unicode'> because [could not convert string to float: $13621]
Cannot convert [$13,308]/<type 'unicode'> because [could not convert string to float: $13308]
Cannot convert [$13,577]/<type 'unicode'> because [could not convert string to float: $13577]
Cannot convert [$15,021]/<type 'unicode'> because [could not convert string to float: $15021]
Cannot convert [$18,378]/<type 'unicode'> because [could not convert string to float: $18378]
Cannot convert [$11,870]/<type 'unicode'> because [could not convert string to float: $11870]
Cannot convert [$15,478]/<type 'unicode'> because [could not convert string to float: $15478]
Cannot convert [$13,675]/<type 'unicode'> because [could not convert string to float: $13675]
Cannot convert [$13,412]/<type 'unicode'> because [could not convert string to float: $13412]
Cannot convert [$17,428]/<type 'unicode'> because [could not convert string to float: $17428]
Cannot convert [$13,676]/<type 'unicode'> because [could not convert string to float: $13676]
Cannot convert [$10,458]/<type 'unicode'> because [could not convert string to float: $10458]
Cannot convert [$16,320]/<type 'unicode'> because [could not convert string to float: $16320]
Cannot convert [$13,617]/<type 'unicode'> because [could not convert string to float: $13617]
Cannot convert [$17,428]/<type 'unicode'> because [could not convert string to float: $17428]
Cannot convert [$15,139]/<type 'unicode'> because [could not convert string to float: $15139]
Cannot convert [$14,517]/<type 'unicode'> because [could not convert string to float: $14517]
Cannot convert [$13,640]/<type 'unicode'> because [could not convert string to float: $13640]
Cannot convert [$12,179]/<type 'unicode'> because [could not convert string to float: $12179]
Cannot convert [$14,246]/<type 'unicode'> because [could not convert string to float: $14246]
Cannot convert [$12,583]/<type 'unicode'> because [could not convert string to float: $12583]
Cannot convert [$11,590]/<type 'unicode'> because [could not convert string to float: $11590]
Cannot convert [$14,800]/<type 'unicode'> because [could not convert string to float: $14800]
Cannot convert [$12,266]/<type 'unicode'> because [could not convert string to float: $12266]
Cannot convert [$12,805]/<type 'unicode'> because [could not convert string to float: $12805]
Cannot convert [$11,991]/<type 'unicode'> because [could not convert string to float: $11991]
Cannot convert [$13,768]/<type 'unicode'> because [could not convert string to float: $13768]
Cannot convert [$21,249]/<type 'unicode'> because [could not convert string to float: $21249]
Cannot convert [$14,577]/<type 'unicode'> because [could not convert string to float: $14577]
Cannot convert [$14,210]/<type 'unicode'> because [could not convert string to float: $14210]
Cannot convert [$24,051]/<type 'unicode'> because [could not convert string to float: $24051]
Cannot convert [$12,471]/<type 'unicode'> because [could not convert string to float: $12471]
Cannot convert [$12,262]/<type 'unicode'> because [could not convert string to float: $12262]
Cannot convert [$11,131]/<type 'unicode'> because [could not convert string to float: $11131]
Cannot convert [$12,971]/<type 'unicode'> because [could not convert string to float: $12971]
Cannot convert [$12,787]/<type 'unicode'> because [could not convert string to float: $12787]
Cannot convert [$13,501]/<type 'unicode'> because [could not convert string to float: $13501]
Cannot convert [$19,502]/<type 'unicode'> because [could not convert string to float: $19502]
Cannot convert [$12,749]/<type 'unicode'> because [could not convert string to float: $12749]
Cannot convert [$14,164]/<type 'unicode'> because [could not convert string to float: $14164]
Cannot convert [$17,292]/<type 'unicode'> because [could not convert string to float: $17292]
Cannot convert [$16,445]/<type 'unicode'> because [could not convert string to float: $16445]
Cannot convert [$13,221]/<type 'unicode'> because [could not convert string to float: $13221]
Cannot convert [$17,108]/<type 'unicode'> because [could not convert string to float: $17108]
Cannot convert [$24,869]/<type 'unicode'> because [could not convert string to float: $24869]
Cannot convert [$14,147]/<type 'unicode'> because [could not convert string to float: $14147]
Cannot convert [$10,999]/<type 'unicode'> because [could not convert string to float: $10999]
Cannot convert [$13,156]/<type 'unicode'> because [could not convert string to float: $13156]
Cannot convert [$14,736]/<type 'unicode'> because [could not convert string to float: $14736]
Cannot convert [$13,478]/<type 'unicode'> because [could not convert string to float: $13478]
Cannot convert [$12,529]/<type 'unicode'> because [could not convert string to float: $12529]
Cannot convert [$14,393]/<type 'unicode'> because [could not convert string to float: $14393]
Cannot convert [$21,652]/<type 'unicode'> because [could not convert string to float: $21652]
Cannot convert [$12,888]/<type 'unicode'> because [could not convert string to float: $12888]
Cannot convert [$15,337]/<type 'unicode'> because [could not convert string to float: $15337]
Cannot convert [$12,984]/<type 'unicode'> because [could not convert string to float: $12984]
Cannot convert [$15,265]/<type 'unicode'> because [could not convert string to float: $15265]
Cannot convert [$11,126]/<type 'unicode'> because [could not convert string to float: $11126]
Cannot convert [$14,362]/<type 'unicode'> because [could not convert string to float: $14362]
Cannot convert [$14,988]/<type 'unicode'> because [could not convert string to float: $14988]
Cannot convert [$14,664]/<type 'unicode'> because [could not convert string to float: $14664]
Cannot convert [$12,273]/<type 'unicode'> because [could not convert string to float: $12273]
Cannot convert [$12,579]/<type 'unicode'> because [could not convert string to float: $12579]
Cannot convert [$12,310]/<type 'unicode'> because [could not convert string to float: $12310]
Cannot convert [$15,058]/<type 'unicode'> because [could not convert string to float: $15058]
Cannot convert [$13,794]/<type 'unicode'> because [could not convert string to float: $13794]
Cannot convert [$12,255]/<type 'unicode'> because [could not convert string to float: $12255]
Out[11]:
(405, 83)
In [12]:
schools2 = Population('schools2', df=df, bdb_path='schools2.bdb')
schools2.quick_describe_variables()
BQL [SELECT * FROM bayesdb_generator] ()
Out[12]:
name
stattype
unique
top
freq
mean
std
min
25%
50%
75%
max
count
hist
0
DISTRICT
ignored
405
Ma Academy for Math and Science
1
None
None
None
None
None
None
None
405
None
1
African American
numerical
None
None
None
8.54642
16.0535
0
1
2.2
6.2
80.7
405
None
2
Asian
numerical
None
None
None
4.0084
5.70852
0
1
1.9
4.5
41.2
405
None
3
Hispanic
numerical
None
None
None
12.9714
18.2415
0
3
5.2
13.5
98.7
405
None
4
White
numerical
None
None
None
71.0289
28.4872
0
62.5
83.2
90.5
100
405
None
5
Native American
numerical
None
None
None
0.27679
0.516993
0
0
0.1
0.3
5.9
405
None
6
Native Hawaiian, Pacific Islander
categorical
None
None
None
0.102469
0.225577
0
0
0
0.1
2.7
405
None
7
Multi-Race, Non-Hispanic
numerical
None
None
None
3.06074
2.14479
0
1.7
2.6
4
17.7
405
None
8
Males
numerical
None
None
None
50.6773
3.76725
29.5
49.6
50.9
52.1
68.1
405
None
9
Females
numerical
None
None
None
49.323
3.76754
31.9
47.9
49.1
50.4
70.5
405
None
10
SUP Total
ignored
None
None
None
1
0
1
1
1
1
1
329
None
11
SUP # Retained
categorical
None
None
None
0.805471
0.396441
0
1
1
1
1
329
None
12
SUP % Retained
categorical
None
None
None
80.5471
39.6441
0
100
100
100
100
329
None
13
PRNC Total
numerical
None
None
None
5.3465
8.50475
1
1
4
6
120
329
None
14
PRNC # Retained
numerical
None
None
None
4.42249
6.79407
0
1
3
6
92
329
None
15
PRNC % Retained
numerical
None
None
None
81.5845
26.9396
0
75
100
100
100
329
None
16
TCHR Total
numerical
None
None
None
215.122
337.523
1
70
138
252
4711
329
None
17
TCHR # Retained
numerical
None
None
None
189.383
278.492
1
61
122
225
3792
329
None
18
TCHR % Retained
numerical
None
None
None
88.7693
6.04217
40
86.9
89.8
92.2
100
329
None
19
Total FTE Memb
numerical
None
None
None
3329.32
5213.54
82.9
1074.52
2248.95
3894.5
67790.3
280
None
20
General Fund Appropriations
categorical
280
$68,527,051
1
None
None
None
None
None
None
None
280
None
21
Grants, Revolving & Other Funds
categorical
280
$3,718,211
1
None
None
None
None
None
None
None
280
None
22
Total Expenditures
categorical
280
$4,730,767
1
None
None
None
None
None
None
None
280
None
23
Expenditure Per Pupil
categorical
273
$12,583
3
None
None
None
None
None
None
None
280
None
24
SATs Taken
numerical
None
None
None
172.766
194.828
1
68.5
139
225
2522
291
None
25
SAT Reading
numerical
None
None
None
508.517
47.9918
369
484
510
537
679
286
None
26
SAT Writing
numerical
None
None
None
495.601
51.6291
333
469
495
523
675
286
None
27
SAT Math
numerical
None
None
None
518.01
49.2107
388
488.25
520
542.5
734
286
None
28
EngNot1stLang#
numerical
None
None
None
436.356
1703.71
0
14
56
208
25743
405
None
29
EngNot1stLang%
numerical
None
None
None
11.3121
15.3795
0
1.5
4.7
15.1
84.5
405
None
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
53
SCI SGP
ignored
0
None
None
None
None
None
None
None
None
None
0
None
54
SCI Incl. in SGP(#)
ignored
0
None
None
None
None
None
None
None
None
None
0
None
55
MTH P+A #
numerical
None
None
None
678.032
743.018
12
159.5
389
940.75
3503
220
None
56
MTH P+A %
numerical
None
None
None
68.3636
14.006
27
58.75
70
79
96
220
None
57
MTH A #
numerical
None
None
None
341.182
393.937
5
82
186.5
449.5
2413
220
None
58
MTH A %
numerical
None
None
None
35.2591
15.1769
7
24
34
42.25
85
220
None
59
MTH P #
numerical
None
None
None
336.85
378.97
3
71
191
479.25
2063
220
None
60
MTH P %
numerical
None
None
None
33.1
6.51791
9
30
34
37
51
220
None
61
MTH NI #
numerical
None
None
None
246.495
355.137
3
38.5
119
326.25
2324
220
None
62
MTH NI %
numerical
None
None
None
21.6909
8.15797
2
17
22
28
44
220
None
63
MTH W/F #
numerical
None
None
None
142.286
290.632
0
11.75
50
145.75
1828
220
None
64
MTH W/F %
numerical
None
None
None
9.94545
7.02681
0
5
8
14
42
220
None
65
MTH Stud. Incl. #
numerical
None
None
None
1066.81
1291.55
23
226.25
588
1471
7287
220
None
66
MTH CPI
numerical
None
None
None
85.0059
7.85595
57.5
79.775
86.2
90.825
98.9
220
None
67
MTH SGP
numerical
None
None
None
50.6721
9.21755
20
45.5
51
55
85
215
None
68
MTH Incl. in SGP(#)
numerical
None
None
None
851.309
963.729
4
187
462
1210
5393
217
None
69
ELA P+A #
numerical
None
None
None
763.586
821.262
7
186
420
1075.75
3767
222
None
70
ELA P+A %
numerical
None
None
None
78.5541
13.9519
33
69
80
89
100
222
None
71
ELA A #
numerical
None
None
None
235.577
267.766
1
56.5
141
326.25
1699
222
None
72
ELA A %
numerical
None
None
None
26.1892
15.5491
1
16
23
33
81
222
None
73
ELA P #
numerical
None
None
None
528.009
591.293
5
111.75
305.5
765.75
3154
222
None
74
ELA P %
numerical
None
None
None
52.4054
10.1195
16
48.25
54
57
83
222
None
75
ELA NI #
numerical
None
None
None
210.946
368.492
0
17.5
84.5
250.75
2413
222
None
76
ELA NI %
numerical
None
None
None
16.491
9.94134
0
9
16
24
45
222
None
77
ELA W/F #
numerical
None
None
None
81.3739
194.512
0
3
23.5
73.75
1522
222
None
78
ELA W/F %
numerical
None
None
None
4.96396
4.9136
0
1
4
7
31
222
None
79
ELA Stud. Incl. #
numerical
None
None
None
1055.91
1287.68
10
223.25
556.5
1455.25
7270
222
None
80
ELA CPI
numerical
None
None
None
91.1351
6.61135
65
87.4
92.5
96
100
222
None
81
ELA SGP
numerical
None
None
None
50.514
8.08987
25.5
46
50
55
81
215
None
82
ELA Incl. in SGP(#)
numerical
None
None
None
841.397
958.593
2
186
462
1210.5
5389
219
None
83 rows × 14 columns
In [13]:
if len(schools2.analysis_status()) == 0:
schools2.analyze(models=4, minutes=1)
schools2.analysis_status()
BQL [SELECT iterations FROM bayesdb_generator_model
WHERE generator_id = (
SELECT id FROM bayesdb_generator WHERE name = ?)] ('schools2_cc',)
BQL [SELECT iterations FROM bayesdb_generator_model
WHERE generator_id = (
SELECT id FROM bayesdb_generator WHERE name = ?)] ('schools2_cc',)
Out[13]:
count of model instances
iterations
10
36
29
4
In [14]:
schools2.heatmap(schools2.q("""ESTIMATE DEPENDENCE PROBABILITY FROM PAIRWISE COLUMNS OF %g"""))
BQL [ESTIMATE DEPENDENCE PROBABILITY FROM PAIRWISE COLUMNS OF "schools2_cc"] ()
Detected value limits as [0, 1]. Override with vmin and vmax.
Out[14]:
<seaborn.matrix.ClusterGrid at 0x11878b410>
Our modeling choices have made a big difference in the ways that columns are categorized!
In [15]:
if len(schools2.analysis_status()) == 1:
schools2.analyze(models=40, iterations=20)
schools2.analysis_status()
BQL [SELECT iterations FROM bayesdb_generator_model
WHERE generator_id = (
SELECT id FROM bayesdb_generator WHERE name = ?)] ('schools2_cc',)
BQL [SELECT iterations FROM bayesdb_generator_model
WHERE generator_id = (
SELECT id FROM bayesdb_generator WHERE name = ?)] ('schools2_cc',)
Out[15]:
count of model instances
iterations
10
36
29
4
In [16]:
schools2.heatmap(schools2.q("""ESTIMATE DEPENDENCE PROBABILITY FROM PAIRWISE COLUMNS OF %g"""))
BQL [ESTIMATE DEPENDENCE PROBABILITY FROM PAIRWISE COLUMNS OF "schools2_cc"] ()
Detected value limits as [0, 1]. Override with vmin and vmax.
Out[16]:
<seaborn.matrix.ClusterGrid at 0x118457410>
As we do more analysis, seeing that the heatmap doesn't change is suggestive that the model has converged. We will cover model quality measures in the next lab.
For each of the following questions, write a paragraph or two, and post it to slack, either in private chat to one of the staff, or in the public iap2016 room. Obviously this is not for credit, but doing so gives us (and perhaps your peers, if you choose to share) an opportunity to respond to your questions and ideas, and helps us shape the upcoming lectures.
Discuss! What dependencies and independencies do you see? Do they make sense to you intuitively?
Discuss! What do you expect the tradeoff to be like between number of models and iterations that each model has run? According to your intuition, are there advantages or disadvantages to running all models for the same number of iterations?
Discuss! How does the meaning of the colors change as we run more models for more iterations?
Ultimately, our goal was to be able to ask questions about this population, using the generative population model that we have built. Let's take a closer look at some columns.
In [17]:
help(schools2.quick_explore_vars)
Help on method bdbcontrib.recipes.quick_explore_vars in bdbcontrib.recipes:
bdbcontrib.recipes.quick_explore_vars(self, *args, **kwargs) method of bdbcontrib.population.Population instance
wrapped as population.quick_explore_vars(varnames, plotfile=None, nsimilar=20)
Show dependence probabilities and neighborhoods based on those.
varnames: list of strings
At least two column names to look at dependence probabilities of,
and to explore neighborhoods of.
nsimilar: positive integer
The size of the neighborhood to explore.
In [18]:
schools2.quick_explore_vars(['SAT Math', 'SAT Reading', 'SAT Writing'])
/Users/probcomp/GoogleDrive/ProbComp/venv-2.7.11-0.1.4/lib/python2.7/site-packages/numpy/lib/function_base.py:564: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
n = np.zeros(bins, ntype)
/Users/probcomp/GoogleDrive/ProbComp/venv-2.7.11-0.1.4/lib/python2.7/site-packages/numpy/lib/function_base.py:600: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
n += np.bincount(indices, weights=tmp_w, minlength=bins).astype(ntype)
BQL [ESTIMATE DEPENDENCE PROBABILITY
FROM PAIRWISE COLUMNS OF schools2_cc
FOR "SAT Math", "SAT Reading", "SAT Writing";] ()
Pairwise dependence probability for: "SAT Math", "SAT Reading", "SAT Writing"
genid name0 name1 value
7 1 SAT Math SAT Writing 1.000
1 1 SAT Reading SAT Writing 0.975
6 1 SAT Math SAT Reading 0.975
BQL [ESTIMATE *, DEPENDENCE PROBABILITY WITH "SAT Math"
AS "Probability of Dependence with SAT Math"
FROM COLUMNS OF schools2_cc
ORDER BY "Probability of Dependence with SAT Math"
DESC LIMIT 20;] ()
BQL [ESTIMATE DEPENDENCE PROBABILITY
FROM PAIRWISE COLUMNS OF schools2_cc
FOR "SAT Writing", "SAT Math", "SAT Reading", "HighNeeds%", "EconDisadv%", "SCI P+A %", "SCI A %", "SCI P %", "SCI NI %", "SCI W/F %", "SCI CPI", "Hispanic", "White", "MTH P+A %", "MTH A %", "MTH NI %", "MTH W/F %", "MTH CPI", "ELA P+A %", "ELA A %";] ()
Pairwise dependence probability of SAT Math with its strongest dependents:
name Probability of Dependence with SAT Math
0 SAT Writing 1.000
1 SAT Math 1.000
2 SAT Reading 0.975
3 HighNeeds% 0.875
4 EconDisadv% 0.875
5 SCI P+A % 0.825
6 SCI A % 0.825
7 SCI P % 0.825
8 SCI NI % 0.825
9 SCI W/F % 0.825
10 SCI CPI 0.825
11 Hispanic 0.750
12 White 0.750
13 MTH P+A % 0.725
14 MTH A % 0.725
15 MTH NI % 0.725
16 MTH W/F % 0.725
17 MTH CPI 0.725
18 ELA P+A % 0.725
19 ELA A % 0.725
Pairwise dependence probability of SAT Reading with its strongest dependents:
name Probability of Dependence with SAT Reading
0 SAT Reading 1.000
1 SAT Writing 0.975
2 SAT Math 0.975
3 HighNeeds% 0.900
4 EconDisadv% 0.900
5 SCI P+A % 0.800
6 SCI A % 0.800
7 SCI P % 0.800
8 SCI NI % 0.800
9 SCI W/F % 0.800
10 SCI CPI 0.800
11 Hispanic 0.775
12 White 0.775
13 EngNot1stLang% 0.725
14 MTH P+A % 0.700
15 MTH A % 0.700
16 MTH NI % 0.700
17 MTH W/F % 0.700
18 MTH CPI 0.700
19 ELA P+A % 0.700
Pairwise dependence probability of SAT Writing with its strongest dependents:
name Probability of Dependence with SAT Writing
0 SAT Writing 1.000
1 SAT Math 1.000
2 SAT Reading 0.975
3 HighNeeds% 0.875
4 EconDisadv% 0.875
5 SCI P+A % 0.825
6 SCI A % 0.825
7 SCI P % 0.825
8 SCI NI % 0.825
9 SCI W/F % 0.825
10 SCI CPI 0.825
11 Hispanic 0.750
12 White 0.750
13 MTH P+A % 0.725
14 MTH A % 0.725
15 MTH NI % 0.725
16 MTH W/F % 0.725
17 MTH CPI 0.725
18 ELA P+A % 0.725
19 ELA A % 0.725
Above, we see that the SAT scores are highly correlated (at the district level), and not only likely to be dependent. It's somewhat saddening that some of the closest variables are EconDisadv% and HighNeeds%, because it suggests that these tests, as they are used in giving students opportunities for education, may bolster the advantages accruing to the wealthy, rather than leveling the playing field, as a test of aptitude might be expected to.
Notice that quick_explore_vars shows the BQL that it is executing for you. We hope that having these examples will help you formulate more kinds of BQL queries on your own.
Exercise 2 Confirm or deny that hypothesis. What is the relationship between SAT scores and those poverty indicators? If you had a district with low SAT scores, can you tell if it is most likely the result of those indicators? Of expenditures? Of staff retention?
While we are working on answering questions like
q('ESTIMATE PROBABILITY OF ("SAT Reading" > 400) GIVEN ("EconDisadv%">50) FROM %g LIMIT 1;'
we cannot yet handle inequalities. (Come help!)
As we did in Lab 1, we can SIMULATE many examples and choose those where "SAT Reading" > 400, and do rejection sampling for the GIVEN portion. Feel free to do that as an exercise.
And we can always discretize the data, and ask similar questions of those now-categorical columns. EconDisadv% > 50 has a name in the parlance of education politics. Schools (not districts, but close enough) with that property are called "Title I" schools, referencing a relevant law.
In [19]:
df['title1']=[poverty > 50 for poverty in df['EconDisadv%']]
df['EconDisadv%'].head(10), df['title1'].head(10)
Out[19]:
(0 30.5
1 17.2
2 29.3
3 4.0
4 17.5
5 36.4
6 6.1
7 25.3
8 53.3
9 17.6
Name: EconDisadv%, dtype: float64, 0 False
1 False
2 False
3 False
4 False
5 False
6 False
7 False
8 True
9 False
Name: title1, dtype: bool)
Exercise 3 Add another discretization, and estimate conditional probability on that basis:
ESTIMATE PROBABILITY OF (title1='True') GIVEN ("your new variable here"='value') FROM %g LIMIT 1;
Then build schools3 with the new df, analyze it, and as a conditional probability question.
Take-Home Project: Explore! Choose sets of variables whose relationships interest you, and write a paragraph or two about what you've learned.
In [ ]:
Copyright (c) 2010-2016, MIT Probabilistic Computing Project
Licensed under Apache 2.0 (edit cell for details).
Content source: probcomp/bdbcontrib
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