In [4]:
from __future__ import print_function, division
import math
import pandas as pd
import random
import numpy as np
import statsmodels.api as sm
import statsmodels.formula.api as smf
import re
import chap01soln
import first
import linear
import thinkplot
import thinkstats2
In [5]:
live, firsts, others = first.MakeFrames()
nsfg.py:42: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame
See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
df.birthwgt_lb[df.birthwgt_lb > 20] = np.nan
In [3]:
formula = 'totalwgt_lb ~ agepreg'
model = smf.ols(formula, data=live)
results = model.fit()
In [4]:
results.params
Out[4]:
Intercept 6.830397
agepreg 0.017454
dtype: float64
In [5]:
results.pvalues
Out[5]:
Intercept 0.000000e+00
agepreg 5.722947e-11
dtype: float64
In [6]:
results.rsquared
Out[6]:
0.0047381154747098142
In [7]:
print(results.summary())
OLS Regression Results
==============================================================================
Dep. Variable: totalwgt_lb R-squared: 0.005
Model: OLS Adj. R-squared: 0.005
Method: Least Squares F-statistic: 43.02
Date: Thu, 19 Nov 2015 Prob (F-statistic): 5.72e-11
Time: 12:11:44 Log-Likelihood: -15897.
No. Observations: 9038 AIC: 3.180e+04
Df Residuals: 9036 BIC: 3.181e+04
Df Model: 1
Covariance Type: nonrobust
==============================================================================
coef std err t P>|t| [95.0% Conf. Int.]
------------------------------------------------------------------------------
Intercept 6.8304 0.068 100.470 0.000 6.697 6.964
agepreg 0.0175 0.003 6.559 0.000 0.012 0.023
==============================================================================
Omnibus: 1024.052 Durbin-Watson: 1.618
Prob(Omnibus): 0.000 Jarque-Bera (JB): 3081.833
Skew: -0.601 Prob(JB): 0.00
Kurtosis: 5.596 Cond. No. 118.
==============================================================================
Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
In [3]:
def SummarizeResults(results):
"""Prints the most important parts of linear regression results:
results: RegressionResults object
"""
for name, param in results.params.iteritems():
pvalue = results.pvalues[name]
print('%s %0.3g (%.3g)' % (name, param, pvalue))
try:
print('R^2 %.4g' % results.rsquared)
ys = results.model.endog
print('Std(ys) %.4g' % ys.std())
print('Std(res) %.4g' % results.resid.std())
except AttributeError:
print('R^2 %.4g' % results.prsquared)
In [9]:
SummarizeResults(results)
Intercept 6.83 (0)
agepreg 0.0175 (5.72e-11)
R^2 0.004738
Std(ys) 1.408
Std(res) 1.405
In [11]:
diff_weight = firsts.totalwgt_lb.mean() - others.totalwgt_lb.mean()
print(diff_weight)
-0.124761184535
In [12]:
diff_age = firsts.agepreg.mean() - others.agepreg.mean()
print(diff_age)
-3.58643476615
In [13]:
results = smf.ols('totalwgt_lb ~ agepreg', data=live).fit()
slope = results.params['agepreg']
In [14]:
slope * diff_age
Out[14]:
-0.062597099721694888
In [15]:
live['isfirst'] = live.birthord == 1
formula = 'totalwgt_lb ~ isfirst'
results = smf.ols(formula, data=live).fit()
SummarizeResults(results)
Intercept 7.33 (0)
isfirst[T.True] -0.125 (2.55e-05)
R^2 0.00196
Std(ys) 1.408
Std(res) 1.407
In [16]:
formula = 'totalwgt_lb ~ isfirst + agepreg'
results = smf.ols(formula, data=live).fit()
SummarizeResults(results)
Intercept 6.91 (0)
isfirst[T.True] -0.0698 (0.0253)
agepreg 0.0154 (3.93e-08)
R^2 0.005289
Std(ys) 1.408
Std(res) 1.405
In [17]:
live['agepreg2'] = live.agepreg**2
formula = 'totalwgt_lb ~ isfirst + agepreg + agepreg2'
results = smf.ols(formula, data=live).fit()
SummarizeResults(results)
Intercept 5.69 (1.38e-86)
isfirst[T.True] -0.0504 (0.109)
agepreg 0.112 (3.23e-07)
agepreg2 -0.00185 (8.8e-06)
R^2 0.007462
Std(ys) 1.408
Std(res) 1.403
In [3]:
live = live[live.prglngth > 30]
live['boy'] = (live.babysex == 1).astype(int)
resp = chap01soln.ReadFemResp()
resp.index = resp.caseid
join = live.join(resp, on='caseid', rsuffix='_r')
In [28]:
t = []
for name in join.columns:
try:
if join[name].var() < 1e-7 or name == 'caseid':
continue
formula = 'totalwgt_lb ~ agepreg + ' + name
formula = formula.encode('ascii')
model = smf.ols(formula, data=join)
if model.nobs < len(join)/2:
continue
results = model.fit()
except (ValueError, TypeError):
continue
t.append((results.rsquared, name))
In [29]:
t.sort(reverse=True)
for mse, name in t[:30]:
print(name, mse)
totalwgt_lb 1.0
birthwgt_lb 0.949812730598
lbw1 0.300824078447
prglngth 0.130125194886
wksgest 0.123400413634
agecon 0.102031499282
mosgest 0.0271442746396
babysex 0.0185509252939
race_r 0.0161995035863
race 0.0161995035863
nbrnaliv 0.0160177527098
paydu 0.0140037955781
rmarout03 0.0134300664657
birthwgt_oz 0.0131024576157
anynurse 0.0125290225418
bfeedwks 0.0121936884045
totincr 0.0118700690312
marout03 0.0118078019944
marcon03 0.0117525993544
cebow 0.0114377709196
rmarout01 0.0114077371386
rmarout6 0.0113541384728
marout01 0.0112693572468
hisprace_r 0.011238349302
hisprace 0.011238349302
mar1diss 0.0109615635908
fmarcon5 0.0106049646843
rmarout02 0.0105469132066
marcon02 0.0104814017955
fmarout5 0.0104616913674
In [30]:
formula = ('totalwgt_lb ~ agepreg + C(race) + babysex==1 + '
'nbrnaliv>1 + paydu==1 + totincr')
results = smf.ols(formula, data=join).fit()
SummarizeResults(results)
Intercept 6.63 (0)
C(race)[T.2] 0.357 (5.43e-29)
C(race)[T.3] 0.266 (2.33e-07)
babysex == 1[T.True] 0.295 (5.39e-29)
nbrnaliv > 1[T.True] -1.38 (5.1e-37)
paydu == 1[T.True] 0.12 (0.000114)
agepreg 0.00741 (0.0035)
totincr 0.0122 (0.00188)
R^2 0.05999
Std(ys) 1.271
Std(res) 1.232
In [31]:
live['boy'] = (live.babysex == 1).astype(int)
model = smf.logit('boy ~ agepreg', data=live)
results = model.fit()
SummarizeResults(results)
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
Intercept 0.00579 (0.953)
agepreg 0.00105 (0.783)
R^2 6.144e-06
In [32]:
results.pvalues
Out[32]:
Intercept 0.952696
agepreg 0.783272
dtype: float64
In [33]:
formula = 'boy ~ agepreg + hpagelb + birthord + C(race)'
model = smf.logit(formula, data=live)
results = model.fit()
SummarizeResults(results)
Optimization terminated successfully.
Current function value: 0.692944
Iterations 3
Intercept -0.0301 (0.772)
C(race)[T.2] -0.0224 (0.66)
C(race)[T.3] -0.000457 (0.996)
agepreg -0.00267 (0.629)
hpagelb 0.0047 (0.266)
birthord 0.00501 (0.821)
R^2 0.000144
In [35]:
endog = pd.DataFrame(model.endog, columns=[model.endog_names])
exog = pd.DataFrame(model.exog, columns=model.exog_names)
actual = endog['boy']
actual.mean()
Out[35]:
0.507173764518333
In [37]:
predict = (results.predict() >= 0.5)
true_pos = predict * actual
true_neg = (1-predict)*(1-actual)
print(true_pos, true_neg)
0 1
1 0
2 1
3 0
4 0
5 1
6 0
7 0
8 1
9 0
10 1
11 0
12 1
13 0
14 0
15 1
16 0
17 0
18 1
19 1
20 0
21 1
22 1
23 1
24 1
25 1
26 0
27 1
28 1
29 1
..
8752 1
8753 1
8754 1
8755 1
8756 0
8757 1
8758 0
8759 0
8760 1
8761 1
8762 0
8763 0
8764 0
8765 0
8766 0
8767 1
8768 0
8769 0
8770 1
8771 0
8772 0
8773 0
8774 1
8775 0
8776 1
8777 1
8778 0
8779 0
8780 1
8781 1
Name: boy, dtype: float64 0 0
1 0
2 0
3 0
4 0
5 0
6 0
7 0
8 0
9 0
10 0
11 0
12 0
13 0
14 0
15 0
16 0
17 0
18 0
19 0
20 0
21 0
22 0
23 0
24 0
25 0
26 0
27 0
28 0
29 0
..
8752 0
8753 0
8754 0
8755 0
8756 0
8757 0
8758 0
8759 0
8760 0
8761 0
8762 0
8763 0
8764 0
8765 0
8766 0
8767 0
8768 0
8769 0
8770 0
8771 0
8772 1
8773 0
8774 0
8775 0
8776 0
8777 0
8778 0
8779 0
8780 0
8781 0
Name: boy, dtype: float64
In [38]:
acc = (sum(true_pos) + sum(true_neg))/len(actual)
acc
Out[38]:
0.51150079708494645
In [6]:
live = live[live.prglngth > 30]
live['boy'] = (live.babysex == 1).astype(int)
resp = chap01soln.ReadFemResp()
resp.index = resp.caseid
join = live.join(resp, on='caseid', rsuffix='_r')
In [7]:
t = []
formula = 'boy ~ '
variables = []
for name in join.columns:
try:
if join[name].var() < 1e-7 or name == 'finalwgt_r':
continue
formula_test = formula + name
formula_test = formula_test.encode('ascii')
print(formula_test)
model = smf.logit(formula_test, data=join, missing='drop')
try:
results = model.fit()
except:
continue
except (ValueError, TypeError):
continue
t.append((results.prsquared, name, results.pvalues[name]))
t.sort(reverse=True)
t
boy ~ caseid
Optimization terminated successfully.
Current function value: 0.692996
Iterations 3
boy ~ pregordr
Optimization terminated successfully.
Current function value: 0.692962
Iterations 3
boy ~ howpreg_n
boy ~ howpreg_p
boy ~ moscurrp
boy ~ nowprgdk
boy ~ pregend1
Optimization terminated successfully.
Current function value: 0.692850
Iterations 3
boy ~ pregend2
Optimization terminated successfully.
Current function value: 0.528068
Iterations 7
boy ~ nbrnaliv
Optimization terminated successfully.
Current function value: 0.693001
Iterations 3
boy ~ multbrth
Optimization terminated successfully.
Current function value: 0.664221
Iterations 5
boy ~ cmotpreg
boy ~ cmprgend
Optimization terminated successfully.
Current function value: 0.692903
Iterations 4
boy ~ flgdkmo1
boy ~ cmprgbeg
Optimization terminated successfully.
Current function value: 0.692766
Iterations 6
boy ~ ageatend
boy ~ hpageend
boy ~ gestasun_m
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ gestasun_w
Optimization terminated successfully.
Current function value: 0.692995
Iterations 3
boy ~ wksgest
Optimization terminated successfully.
Current function value: 0.693017
Iterations 3
boy ~ mosgest
Optimization terminated successfully.
Current function value: 0.692989
Iterations 5
boy ~ dk1gest
boy ~ dk3gest
boy ~ bpa_bdscheck1
Optimization terminated successfully.
Current function value: 0.692579
Iterations 6
boy ~ babysex
boy ~ birthwgt_lb
Optimization terminated successfully.
Current function value: 0.686617
Iterations 4
boy ~ birthwgt_oz
Optimization terminated successfully.
Current function value: 0.693026
Iterations 3
boy ~ lobthwgt
Optimization terminated successfully.
Current function value: 0.639895
Iterations 5
boy ~ babysex2
Optimization terminated successfully.
Current function value: 0.675718
Iterations 6
boy ~ birthwgt_lb2
Optimization terminated successfully.
Current function value: 0.682736
Iterations 6
boy ~ birthwgt_oz2
Optimization terminated successfully.
Current function value: 0.690808
Iterations 4
boy ~ lobthwgt2
boy ~ babysex3
Optimization terminated successfully.
Current function value: 0.492270
Iterations 7
boy ~ birthwgt_lb3
Optimization terminated successfully.
Current function value: 0.623769
Iterations 6
boy ~ birthwgt_oz3
Optimization terminated successfully.
Current function value: 0.539407
Iterations 8
boy ~ lobthwgt3
boy ~ cmbabdob
Optimization terminated successfully.
Current function value: 0.692903
Iterations 4
boy ~ kidage
Optimization terminated successfully.
Current function value: 0.693033
Iterations 3
boy ~ hpagelb
Optimization terminated successfully.
Current function value: 0.692978
Iterations 3
boy ~ birthplc
Optimization terminated successfully.
Current function value: 0.692922
Iterations 4
boy ~ paybirth1
Optimization terminated successfully.
Current function value: 0.692979
Iterations 3
boy ~ paybirth2
Optimization terminated successfully.
Current function value: 0.687014
Iterations 4
boy ~ paybirth3
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.462251
Iterations: 35
boy ~ knewpreg
Optimization terminated successfully.
Current function value: 0.692921
Iterations 4
boy ~ trimestr
Optimization terminated successfully.
Current function value: 0.562335
Iterations 5
boy ~ ltrimest
boy ~ priorsmk
Optimization terminated successfully.
Current function value: 0.692999
Iterations 3
boy ~ postsmks
Optimization terminated successfully.
Current function value: 0.693041
Iterations 3
boy ~ npostsmk
Optimization terminated successfully.
Current function value: 0.689354
Iterations 4
boy ~ getprena
Optimization terminated successfully.
Current function value: 0.692922
Iterations 4
boy ~ bgnprena
Optimization terminated successfully.
Current function value: 0.692967
Iterations 4
boy ~ pnctrim
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.378080
Iterations: 35
boy ~ lpnctri
boy ~ workpreg
Optimization terminated successfully.
Current function value: 0.692895
Iterations 3
boy ~ workborn
Optimization terminated successfully.
Current function value: 0.692553
Iterations 3
boy ~ didwork
Optimization terminated successfully.
Current function value: 0.692901
Iterations 3
boy ~ matweeks
Optimization terminated successfully.
Current function value: 0.691045
Iterations 4
boy ~ weeksdk
Optimization terminated successfully.
Current function value: 0.645648
Iterations 5
boy ~ matleave
Optimization terminated successfully.
Current function value: 0.692277
Iterations 3
boy ~ matchfound
Optimization terminated successfully.
Current function value: 0.692965
Iterations 3
boy ~ livehere
Optimization terminated successfully.
Current function value: 0.692132
Iterations 3
boy ~ alivenow
Optimization terminated successfully.
Current function value: 0.688831
Iterations 4
boy ~ cmkidied
Optimization terminated successfully.
Current function value: 0.677853
Iterations 4
boy ~ cmkidlft
Optimization terminated successfully.
Current function value: 0.688851
Iterations 4
boy ~ lastage
Optimization terminated successfully.
Current function value: 0.688347
Iterations 4
boy ~ wherenow
Optimization terminated successfully.
Current function value: 0.689256
Iterations 4
boy ~ legagree
Optimization terminated successfully.
Current function value: 0.659122
Iterations 4
boy ~ parenend
Optimization terminated successfully.
Current function value: 0.684457
Iterations 4
boy ~ anynurse
Optimization terminated successfully.
Current function value: 0.692915
Iterations 3
boy ~ fedsolid
Optimization terminated successfully.
Current function value: 0.689790
Iterations 4
boy ~ frsteatd_n
Optimization terminated successfully.
Current function value: 0.693104
Iterations 3
boy ~ frsteatd_p
Optimization terminated successfully.
Current function value: 0.693112
Iterations 3
boy ~ frsteatd
Optimization terminated successfully.
Current function value: 0.692594
Iterations 6
boy ~ quitnurs
Optimization terminated successfully.
Current function value: 0.692044
Iterations 3
boy ~ ageqtnur_n
Optimization terminated successfully.
Current function value: 0.692914
Iterations 5
boy ~ ageqtnur_p
Optimization terminated successfully.
Current function value: 0.693040
Iterations 3
boy ~ ageqtnur
Optimization terminated successfully.
Current function value: 0.692903
Iterations 6
boy ~ matchfound2
Optimization terminated successfully.
Current function value: 0.690214
Iterations 4
boy ~ livehere2
Optimization terminated successfully.
Current function value: 0.690664
Iterations 4
boy ~ alivenow2
Optimization terminated successfully.
Current function value: 0.675146
Iterations 4
boy ~ cmkidied2
Optimization terminated successfully.
Current function value: 0.636837
Iterations 5
boy ~ cmkidlft2
Optimization terminated successfully.
Current function value: 0.656327
Iterations 5
boy ~ lastage2
Optimization terminated successfully.
Current function value: 0.685952
Iterations 4
boy ~ wherenow2
Optimization terminated successfully.
Current function value: 0.597403
Iterations 6
boy ~ legagree2
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.554518
Iterations: 35
boy ~ parenend2
Optimization terminated successfully.
Current function value: 0.681187
Iterations 4
boy ~ anynurse2
Optimization terminated successfully.
Current function value: 0.692493
Iterations 3
boy ~ fedsolid2
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.600858
Iterations: 35
boy ~ frsteatd_n2
Optimization terminated successfully.
Current function value: 0.683487
Iterations 4
boy ~ frsteatd_p2
Optimization terminated successfully.
Current function value: 0.692440
Iterations 3
boy ~ frsteatd2
Optimization terminated successfully.
Current function value: 0.687620
Iterations 4
boy ~ quitnurs2
Optimization terminated successfully.
Current function value: 0.691185
Iterations 3
boy ~ ageqtnur_n2
Optimization terminated successfully.
Current function value: 0.657760
Iterations 6
boy ~ ageqtnur_p2
Optimization terminated successfully.
Current function value: 0.691843
Iterations 4
boy ~ ageqtnur2
Optimization terminated successfully.
Current function value: 0.658054
Iterations 6
boy ~ matchfound3
Optimization terminated successfully.
Current function value: 0.606620
Iterations 5
boy ~ livehere3
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.373895
Iterations: 35
boy ~ alivenow3
Optimization terminated successfully.
Current function value: 0.659167
Iterations 4
boy ~ cmkidied3
boy ~ cmkidlft3
boy ~ lastage3
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.462098
Iterations: 35
boy ~ wherenow3
boy ~ legagree3
boy ~ anynurse3
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.626948
Iterations: 35
boy ~ fedsolid3
boy ~ frsteatd_n3
boy ~ frsteatd_p3
boy ~ frsteatd3
boy ~ quitnurs3
boy ~ ageqtnur_n3
boy ~ ageqtnur_p3
boy ~ ageqtnur3
boy ~ cmlastlb
Optimization terminated successfully.
Current function value: 0.693011
Iterations 3
boy ~ cmfstprg
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ cmlstprg
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ cmintstr
Optimization terminated successfully.
Current function value: 0.692778
Iterations 4
boy ~ cmintfin
Optimization terminated successfully.
Current function value: 0.692843
Iterations 5
boy ~ cmintstrop
Optimization terminated successfully.
Current function value: 0.693064
Iterations 4
boy ~ cmintfinop
Optimization terminated successfully.
Current function value: 0.693139
Iterations 4
boy ~ cmintstrcr
boy ~ cmintfincr
boy ~ evuseint
Optimization terminated successfully.
Current function value: 0.692628
Iterations 3
boy ~ stopduse
Optimization terminated successfully.
Current function value: 0.693006
Iterations 3
boy ~ whystopd
Optimization terminated successfully.
Current function value: 0.693034
Iterations 3
boy ~ whatmeth01
Optimization terminated successfully.
Current function value: 0.692369
Iterations 5
boy ~ whatmeth02
Optimization terminated successfully.
Current function value: 0.692228
Iterations 3
boy ~ whatmeth03
Optimization terminated successfully.
Current function value: 0.682613
Iterations 4
boy ~ whatmeth04
Optimization terminated successfully.
Current function value: 0.557363
Iterations 5
boy ~ resnouse
Optimization terminated successfully.
Current function value: 0.692732
Iterations 3
boy ~ wantbold
Optimization terminated successfully.
Current function value: 0.692825
Iterations 3
boy ~ probbabe
Optimization terminated successfully.
Current function value: 0.682451
Iterations 4
boy ~ cnfrmno
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.663010
Iterations: 35
boy ~ wantbld2
boy ~ timingok
Optimization terminated successfully.
Current function value: 0.692949
Iterations 3
boy ~ toosoon_n
Optimization terminated successfully.
Current function value: 0.692706
Iterations 3
boy ~ toosoon_p
Optimization terminated successfully.
Current function value: 0.692563
Iterations 3
boy ~ wthpart1
Optimization terminated successfully.
Current function value: 0.693029
Iterations 3
boy ~ wthpart2
Optimization terminated successfully.
Current function value: 0.693000
Iterations 3
boy ~ feelinpg
Optimization terminated successfully.
Current function value: 0.692083
Iterations 5
boy ~ hpwnold
Optimization terminated successfully.
Current function value: 0.692976
Iterations 3
boy ~ timokhp
Optimization terminated successfully.
Current function value: 0.693036
Iterations 3
boy ~ cohpbeg
Optimization terminated successfully.
Current function value: 0.692678
Iterations 3
boy ~ cohpend
Optimization terminated successfully.
Current function value: 0.692612
Iterations 3
boy ~ tellfath
Optimization terminated successfully.
Current function value: 0.693047
Iterations 3
boy ~ whentell
Optimization terminated successfully.
Current function value: 0.693079
Iterations 3
boy ~ tryscale
Optimization terminated successfully.
Current function value: 0.692664
Iterations 4
boy ~ wantscal
Optimization terminated successfully.
Current function value: 0.692704
Iterations 3
boy ~ whyprg1
Optimization terminated successfully.
Current function value: 0.689227
Iterations 4
boy ~ whynouse1
Optimization terminated successfully.
Current function value: 0.692959
Iterations 3
boy ~ whynouse2
Optimization terminated successfully.
Current function value: 0.692212
Iterations 3
boy ~ whynouse3
boy ~ anyusint
Optimization terminated successfully.
Current function value: 0.692923
Iterations 3
boy ~ prglngth
Optimization terminated successfully.
Current function value: 0.692921
Iterations 3
boy ~ birthord
Optimization terminated successfully.
Current function value: 0.693004
Iterations 3
boy ~ datend
Optimization terminated successfully.
Current function value: 0.692910
Iterations 3
boy ~ agepreg
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ datecon
Optimization terminated successfully.
Current function value: 0.692908
Iterations 3
boy ~ agecon
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ fmarout5
Optimization terminated successfully.
Current function value: 0.692547
Iterations 3
boy ~ pmarpreg
Optimization terminated successfully.
Current function value: 0.692656
Iterations 3
boy ~ rmarout6
Optimization terminated successfully.
Current function value: 0.692590
Iterations 3
boy ~ fmarcon5
Optimization terminated successfully.
Current function value: 0.692808
Iterations 3
boy ~ learnprg
Optimization terminated successfully.
Current function value: 0.692990
Iterations 3
boy ~ pncarewk
Optimization terminated successfully.
Current function value: 0.693043
Iterations 3
boy ~ paydeliv
Optimization terminated successfully.
Current function value: 0.693054
Iterations 3
boy ~ lbw1
Optimization terminated successfully.
Current function value: 0.692293
Iterations 4
boy ~ bfeedwks
Optimization terminated successfully.
Current function value: 0.692935
Iterations 3
boy ~ maternlv
Optimization terminated successfully.
Current function value: 0.693028
Iterations 3
boy ~ oldwantr
Optimization terminated successfully.
Current function value: 0.693005
Iterations 3
boy ~ oldwantp
Optimization terminated successfully.
Current function value: 0.692942
Iterations 3
boy ~ wantresp
Optimization terminated successfully.
Current function value: 0.693006
Iterations 3
boy ~ wantpart
Optimization terminated successfully.
Current function value: 0.692945
Iterations 3
boy ~ cmbirth
Optimization terminated successfully.
Current function value: 0.692875
Iterations 3
boy ~ ager
Optimization terminated successfully.
Current function value: 0.692879
Iterations 3
boy ~ agescrn
Optimization terminated successfully.
Current function value: 0.692879
Iterations 3
boy ~ fmarital
Optimization terminated successfully.
Current function value: 0.692846
Iterations 3
boy ~ rmarital
Optimization terminated successfully.
Current function value: 0.692949
Iterations 3
boy ~ educat
Optimization terminated successfully.
Current function value: 0.692989
Iterations 3
boy ~ hieduc
Optimization terminated successfully.
Current function value: 0.692987
Iterations 3
boy ~ race
Optimization terminated successfully.
Current function value: 0.693013
Iterations 3
boy ~ hispanic
Optimization terminated successfully.
Current function value: 0.692991
Iterations 3
boy ~ hisprace
Optimization terminated successfully.
Current function value: 0.693011
Iterations 3
boy ~ rcurpreg
Optimization terminated successfully.
Current function value: 0.692998
Iterations 3
boy ~ pregnum
Optimization terminated successfully.
Current function value: 0.692876
Iterations 3
boy ~ parity
Optimization terminated successfully.
Current function value: 0.692999
Iterations 3
boy ~ insuranc
Optimization terminated successfully.
Current function value: 0.692988
Iterations 3
boy ~ pubassis
Optimization terminated successfully.
Current function value: 0.693002
Iterations 3
boy ~ poverty
Optimization terminated successfully.
Current function value: 0.692960
Iterations 3
boy ~ laborfor
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ religion
Optimization terminated successfully.
Current function value: 0.692929
Iterations 3
boy ~ metro
Optimization terminated successfully.
Current function value: 0.692992
Iterations 3
boy ~ brnout
Optimization terminated successfully.
Current function value: 0.692575
Iterations 3
boy ~ yrstrus
Optimization terminated successfully.
Current function value: 0.689091
Iterations 4
boy ~ prglngth_i
Optimization terminated successfully.
Current function value: 0.692990
Iterations 3
boy ~ datend_i
Optimization terminated successfully.
Current function value: 0.692820
Iterations 5
boy ~ agepreg_i
Optimization terminated successfully.
Current function value: 0.692591
Iterations 5
boy ~ datecon_i
Optimization terminated successfully.
Current function value: 0.692880
Iterations 5
boy ~ agecon_i
Optimization terminated successfully.
Current function value: 0.692655
Iterations 5
boy ~ fmarout5_i
Optimization terminated successfully.
Current function value: 0.692994
Iterations 3
boy ~ pmarpreg_i
Optimization terminated successfully.
Current function value: 0.692922
Iterations 4
boy ~ rmarout6_i
Optimization terminated successfully.
Current function value: 0.692987
Iterations 3
boy ~ fmarcon5_i
Optimization terminated successfully.
Current function value: 0.692955
Iterations 3
boy ~ learnprg_i
Optimization terminated successfully.
Current function value: 0.693013
Iterations 3
boy ~ pncarewk_i
Optimization terminated successfully.
Current function value: 0.692895
Iterations 5
boy ~ paydeliv_i
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.692784
Iterations: 35
boy ~ lbw1_i
Optimization terminated successfully.
Current function value: 0.692643
Iterations 6
boy ~ bfeedwks_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ maternlv_i
Optimization terminated successfully.
Current function value: 0.692840
Iterations 5
boy ~ oldwantr_i
Optimization terminated successfully.
Current function value: 0.692975
Iterations 3
boy ~ oldwantp_i
Optimization terminated successfully.
Current function value: 0.692989
Iterations 4
boy ~ wantresp_i
Optimization terminated successfully.
Current function value: 0.692975
Iterations 3
boy ~ wantpart_i
Optimization terminated successfully.
Current function value: 0.693007
Iterations 3
boy ~ hieduc_i
Optimization terminated successfully.
Current function value: 0.693002
Iterations 4
boy ~ hispanic_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ parity_i
Optimization terminated successfully.
Current function value: 0.692978
Iterations 3
boy ~ insuranc_i
Optimization terminated successfully.
Current function value: 0.692977
Iterations 4
boy ~ pubassis_i
Optimization terminated successfully.
Current function value: 0.692815
Iterations 4
boy ~ poverty_i
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ laborfor_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ religion_i
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ basewgt
Optimization terminated successfully.
Current function value: 0.693008
Iterations 3
boy ~ adj_mod_basewgt
Optimization terminated successfully.
Current function value: 0.692999
Iterations 3
boy ~ finalwgt
Optimization terminated successfully.
Current function value: 0.692985
Iterations 3
boy ~ secu_p
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ sest
Optimization terminated successfully.
Current function value: 0.693007
Iterations 3
boy ~ cmintvw
boy ~ totalwgt_lb
Optimization terminated successfully.
Current function value: 0.686323
Iterations 4
boy ~ boy
boy ~ caseid_r
Optimization terminated successfully.
Current function value: 0.692996
Iterations 3
boy ~ rscrinf
Optimization terminated successfully.
Current function value: 0.692988
Iterations 3
boy ~ rdormres
Optimization terminated successfully.
Current function value: 0.692934
Iterations 5
boy ~ rostscrn
Optimization terminated successfully.
Current function value: 0.692920
Iterations 3
boy ~ rscreenhisp
Optimization terminated successfully.
Current function value: 0.693013
Iterations 3
boy ~ rscreenrace
Optimization terminated successfully.
Current function value: 0.693013
Iterations 3
boy ~ age_a
Optimization terminated successfully.
Current function value: 0.692892
Iterations 3
boy ~ age_r
Optimization terminated successfully.
Current function value: 0.692879
Iterations 3
boy ~ cmbirth_r
Optimization terminated successfully.
Current function value: 0.692875
Iterations 3
boy ~ agescrn_r
Optimization terminated successfully.
Current function value: 0.692879
Iterations 3
boy ~ marstat
Optimization terminated successfully.
Current function value: 0.692949
Iterations 3
boy ~ fmarstat
Optimization terminated successfully.
Current function value: 0.691328
Iterations 3
boy ~ fmarit
Optimization terminated successfully.
Current function value: 0.692846
Iterations 3
boy ~ evrmarry
Optimization terminated successfully.
Current function value: 0.692840
Iterations 3
boy ~ hisp
Optimization terminated successfully.
Current function value: 0.692992
Iterations 3
boy ~ hispgrp
Optimization terminated successfully.
Current function value: 0.692740
Iterations 3
boy ~ numrace
Optimization terminated successfully.
Current function value: 0.693009
Iterations 3
boy ~ roscnt
Optimization terminated successfully.
Current function value: 0.692992
Iterations 3
boy ~ hplocale
Optimization terminated successfully.
Current function value: 0.693041
Iterations 4
boy ~ manrel
Optimization terminated successfully.
Current function value: 0.692888
Iterations 3
boy ~ fl_rrace
Optimization terminated successfully.
Current function value: 0.692963
Iterations 3
boy ~ fl_rhisp
Optimization terminated successfully.
Current function value: 0.692893
Iterations 4
boy ~ goschol
Optimization terminated successfully.
Current function value: 0.692992
Iterations 3
boy ~ vaca
Optimization terminated successfully.
Current function value: 0.692940
Iterations 3
boy ~ higrade
Optimization terminated successfully.
Current function value: 0.693006
Iterations 3
boy ~ compgrd
Optimization terminated successfully.
Current function value: 0.692921
Iterations 3
boy ~ havedip
Optimization terminated successfully.
Current function value: 0.693000
Iterations 3
boy ~ dipged
Optimization terminated successfully.
Current function value: 0.692927
Iterations 3
boy ~ cmhsgrad
Optimization terminated successfully.
Current function value: 0.692469
Iterations 3
boy ~ havedeg
Optimization terminated successfully.
Current function value: 0.692879
Iterations 3
boy ~ degrees
Optimization terminated successfully.
Current function value: 0.692626
Iterations 3
boy ~ wthparnw
Optimization terminated successfully.
Current function value: 0.692919
Iterations 4
boy ~ onown
Optimization terminated successfully.
Current function value: 0.692960
Iterations 3
boy ~ intact
Optimization terminated successfully.
Current function value: 0.693022
Iterations 3
boy ~ parmarr
Optimization terminated successfully.
Current function value: 0.692950
Iterations 3
boy ~ lvsit14f
Optimization terminated successfully.
Current function value: 0.692706
Iterations 4
boy ~ lvsit14m
Optimization terminated successfully.
Current function value: 0.692857
Iterations 3
boy ~ womrasdu
Optimization terminated successfully.
Current function value: 0.692340
Iterations 4
boy ~ momdegre
Optimization terminated successfully.
Current function value: 0.693041
Iterations 3
boy ~ momworkd
Optimization terminated successfully.
Current function value: 0.693025
Iterations 3
boy ~ momchild
Optimization terminated successfully.
Current function value: 0.693022
Iterations 3
boy ~ momfstch
Optimization terminated successfully.
Current function value: 0.692856
Iterations 3
boy ~ mom18
Optimization terminated successfully.
Current function value: 0.687989
Iterations 4
boy ~ manrasdu
Optimization terminated successfully.
Current function value: 0.692929
Iterations 3
boy ~ daddegre
Optimization terminated successfully.
Current function value: 0.693075
Iterations 3
boy ~ bothbiol
Optimization terminated successfully.
Current function value: 0.692887
Iterations 4
boy ~ intact18
Optimization terminated successfully.
Current function value: 0.693014
Iterations 3
boy ~ onown18
Optimization terminated successfully.
Current function value: 0.692975
Iterations 3
boy ~ numbabes
Optimization terminated successfully.
Current function value: 0.692999
Iterations 3
boy ~ totplacd
Optimization terminated successfully.
Current function value: 0.692965
Iterations 4
boy ~ nplaced
Optimization terminated successfully.
Current function value: 0.692322
Iterations 6
boy ~ ndied
Optimization terminated successfully.
Current function value: 0.692988
Iterations 5
boy ~ nadoptv
Optimization terminated successfully.
Current function value: 0.692848
Iterations 4
boy ~ cmlastlb_r
Optimization terminated successfully.
Current function value: 0.693011
Iterations 3
boy ~ cmfstprg_r
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ cmlstprg_r
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ menarche
Optimization terminated successfully.
Current function value: 0.692881
Iterations 4
boy ~ pregnowq
Optimization terminated successfully.
Current function value: 0.693012
Iterations 3
boy ~ maybpreg
Optimization terminated successfully.
Current function value: 0.656805
Iterations 5
boy ~ numpregs
Optimization terminated successfully.
Current function value: 0.692876
Iterations 3
boy ~ currpreg
Optimization terminated successfully.
Current function value: 0.692998
Iterations 3
boy ~ moscurrp_r
Optimization terminated successfully.
Current function value: 0.692024
Iterations 3
boy ~ giveadpt
Optimization terminated successfully.
Current function value: 0.693001
Iterations 3
boy ~ ngivenad
Optimization terminated successfully.
Current function value: 0.689668
Iterations 3
boy ~ otherkid
Optimization terminated successfully.
Current function value: 0.693017
Iterations 3
boy ~ nothrkid
Optimization terminated successfully.
Current function value: 0.692641
Iterations 5
boy ~ sexothkd
Optimization terminated successfully.
Current function value: 0.692576
Iterations 3
boy ~ relothkd
Optimization terminated successfully.
Current function value: 0.693012
Iterations 3
boy ~ adptotkd
Optimization terminated successfully.
Current function value: 0.692545
Iterations 4
boy ~ tryadopt
Optimization terminated successfully.
Current function value: 0.693116
Iterations 3
boy ~ tryeithr
Optimization terminated successfully.
Current function value: 0.693122
Iterations 3
boy ~ stilhere
Optimization terminated successfully.
Current function value: 0.692189
Iterations 3
boy ~ cmokdcam
Optimization terminated successfully.
Current function value: 0.691186
Iterations 4
boy ~ othkdfos
Optimization terminated successfully.
Current function value: 0.688450
Iterations 4
boy ~ cmokddob
Optimization terminated successfully.
Current function value: 0.687635
Iterations 4
boy ~ othkdspn
Optimization terminated successfully.
Current function value: 0.674763
Iterations 4
boy ~ othkdrac1
Optimization terminated successfully.
Current function value: 0.617789
Iterations 5
boy ~ othkdrac2
boy ~ kdbstrac
boy ~ okbornus
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.633078
Iterations: 35
boy ~ okdisabl1
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.650806
Iterations: 35
boy ~ sexothkd2
Optimization terminated successfully.
Current function value: 0.692435
Iterations 3
boy ~ relothkd2
Optimization terminated successfully.
Current function value: 0.692740
Iterations 3
boy ~ adptotkd2
Optimization terminated successfully.
Current function value: 0.692967
Iterations 3
boy ~ tryadopt2
Optimization terminated successfully.
Current function value: 0.691643
Iterations 3
boy ~ tryeithr2
Optimization terminated successfully.
Current function value: 0.691850
Iterations 5
boy ~ stilhere2
Optimization terminated successfully.
Current function value: 0.692965
Iterations 3
boy ~ cmokdcam2
Optimization terminated successfully.
Current function value: 0.692694
Iterations 3
boy ~ othkdfos2
Optimization terminated successfully.
Current function value: 0.686355
Iterations 4
boy ~ cmokddob2
Optimization terminated successfully.
Current function value: 0.691722
Iterations 4
boy ~ othkdspn2
boy ~ othkdrac6
boy ~ sexothkd3
Optimization terminated successfully.
Current function value: 0.692556
Iterations 3
boy ~ relothkd3
Optimization terminated successfully.
Current function value: 0.691327
Iterations 3
boy ~ adptotkd3
Optimization terminated successfully.
Current function value: 0.692510
Iterations 3
boy ~ stilhere3
Optimization terminated successfully.
Current function value: 0.692735
Iterations 4
boy ~ cmokdcam3
Optimization terminated successfully.
Current function value: 0.676136
Iterations 4
boy ~ othkdfos3
Optimization terminated successfully.
Current function value: 0.686435
Iterations 4
boy ~ cmokddob3
Optimization terminated successfully.
Current function value: 0.642048
Iterations 8
boy ~ othkdspn3
boy ~ othkdrac11
boy ~ okbornus3
boy ~ okdisabl9
boy ~ sexothkd4
Optimization terminated successfully.
Current function value: 0.690800
Iterations 4
boy ~ relothkd4
Optimization terminated successfully.
Current function value: 0.690682
Iterations 4
boy ~ adptotkd4
Optimization terminated successfully.
Current function value: 0.691330
Iterations 4
boy ~ tryadopt4
Optimization terminated successfully.
Current function value: 0.654732
Iterations 4
boy ~ stilhere4
Optimization terminated successfully.
Current function value: 0.683584
Iterations 5
boy ~ cmokdcam4
Optimization terminated successfully.
Current function value: 0.496035
Iterations 7
boy ~ othkdfos4
Optimization terminated successfully.
Current function value: 0.628487
Iterations 5
boy ~ cmokddob4
Optimization terminated successfully.
Current function value: 0.683988
Iterations 4
boy ~ sexothkd5
Optimization terminated successfully.
Current function value: 0.689810
Iterations 4
boy ~ relothkd5
Optimization terminated successfully.
Current function value: 0.689183
Iterations 4
boy ~ adptotkd5
Optimization terminated successfully.
Current function value: 0.688976
Iterations 4
boy ~ tryeithr5
Optimization terminated successfully.
Current function value: 0.691059
Iterations 3
boy ~ stilhere5
Optimization terminated successfully.
Current function value: 0.683826
Iterations 4
boy ~ cmokdcam5
Optimization terminated successfully.
Current function value: 0.691066
Iterations 4
boy ~ othkdfos5
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.572863
Iterations: 35
boy ~ cmokddob5
Optimization terminated successfully.
Current function value: 0.672703
Iterations 5
boy ~ othkdspn5
Optimization terminated successfully.
Current function value: 0.605939
Iterations 5
boy ~ sexothkd6
Optimization terminated successfully.
Current function value: 0.653115
Iterations 5
boy ~ relothkd6
Optimization terminated successfully.
Current function value: 0.677488
Iterations 4
boy ~ adptotkd6
Optimization terminated successfully.
Current function value: 0.669309
Iterations 4
boy ~ tryeithr6
Optimization terminated successfully.
Current function value: 0.667589
Iterations 4
boy ~ stilhere6
Optimization terminated successfully.
Current function value: 0.676409
Iterations 5
boy ~ cmokdcam6
Optimization terminated successfully.
Current function value: 0.485260
Iterations 6
boy ~ cmokddob6
Optimization terminated successfully.
Current function value: 0.378301
Iterations 12
boy ~ othkdspn6
Optimization terminated successfully.
Current function value: 0.693147
Iterations 1
boy ~ othkdrac26
Optimization terminated successfully.
Current function value: 0.693147
Iterations 1
boy ~ okdisabl21
Optimization terminated successfully.
Current function value: 0.693147
Iterations 1
boy ~ sexothkd7
Optimization terminated successfully.
Current function value: 0.690581
Iterations 3
boy ~ relothkd7
Optimization terminated successfully.
Current function value: 0.692293
Iterations 3
boy ~ adptotkd7
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.612437
Iterations: 35
boy ~ tryeithr7
Optimization terminated successfully.
Current function value: 0.685299
Iterations 4
boy ~ stilhere7
Optimization terminated successfully.
Current function value: 0.632966
Iterations 5
boy ~ cmokdcam7
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.198046
Iterations: 35
boy ~ othkdfos7
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.346574
Iterations: 35
boy ~ cmokddob7
Optimization terminated successfully.
Current function value: 0.323131
Iterations 11
boy ~ sexothkd8
Optimization terminated successfully.
Current function value: 0.656812
Iterations 4
boy ~ relothkd8
Optimization terminated successfully.
Current function value: 0.659922
Iterations 4
boy ~ cmokdcam8
boy ~ othkdfos8
boy ~ cmokddob8
boy ~ othkdspn8
boy ~ othkdrac36
boy ~ othkdrac37
boy ~ kdbstrac8
boy ~ okbornus8
boy ~ okdisabl29
boy ~ sexothkd9
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.523486
Iterations: 35
boy ~ relothkd9
Optimization terminated successfully.
Current function value: 0.517002
Iterations 6
boy ~ relothkd10
Optimization terminated successfully.
Current function value: 0.540523
Iterations 5
boy ~ sexothkd11
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.462098
Iterations: 35
boy ~ relothkd11
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.462098
Iterations: 35
boy ~ sexothkd12
Optimization terminated successfully.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.462098
Iterations 23
boy ~ relothkd12
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.462098
Iterations: 35
boy ~ sexothkd15
boy ~ relothkd15
boy ~ adptotkd15
boy ~ tryeithr15
boy ~ stilhere15
boy ~ sexothkd16
boy ~ relothkd16
boy ~ adptotkd16
boy ~ tryeithr16
boy ~ stilhere16
boy ~ sexothkd17
boy ~ relothkd17
boy ~ adptotkd17
boy ~ tryeithr17
boy ~ stilhere17
boy ~ everadpt
Optimization terminated successfully.
Current function value: 0.692961
Iterations 3
boy ~ seekadpt
Optimization terminated successfully.
Current function value: 0.693013
Iterations 3
boy ~ contagem
Optimization terminated successfully.
Current function value: 0.690236
Iterations 4
boy ~ trylong
Optimization terminated successfully.
Current function value: 0.686057
Iterations 4
boy ~ knowadpt
Optimization terminated successfully.
Current function value: 0.679004
Iterations 4
boy ~ chosesex
Optimization terminated successfully.
Current function value: 0.683097
Iterations 4
boy ~ typesexf
Optimization terminated successfully.
Current function value: 0.591557
Iterations 5
boy ~ typesexm
Optimization terminated successfully.
Current function value: 0.602249
Iterations 6
boy ~ chosrace
Optimization terminated successfully.
Current function value: 0.684771
Iterations 4
boy ~ typracbk
Optimization terminated successfully.
Current function value: 0.622149
Iterations 5
boy ~ typracwh
Optimization terminated successfully.
Current function value: 0.628579
Iterations 5
boy ~ typracot
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.662084
Iterations: 35
boy ~ choseage
Optimization terminated successfully.
Current function value: 0.686677
Iterations 4
boy ~ typage2m
Optimization terminated successfully.
Current function value: 0.686551
Iterations 4
boy ~ typage5m
Optimization terminated successfully.
Current function value: 0.667669
Iterations 4
boy ~ typag12m
Optimization terminated successfully.
Current function value: 0.678245
Iterations 4
boy ~ typag13m
Optimization terminated successfully.
Current function value: 0.685775
Iterations 4
boy ~ chosdisb
Optimization terminated successfully.
Current function value: 0.683251
Iterations 4
boy ~ typdisbm
Optimization terminated successfully.
Current function value: 0.674058
Iterations 5
boy ~ typdisbs
Optimization terminated successfully.
Current function value: 0.679955
Iterations 5
boy ~ chosenum
Optimization terminated successfully.
Current function value: 0.681943
Iterations 4
boy ~ typnum2m
Optimization terminated successfully.
Current function value: 0.675159
Iterations 4
boy ~ evwntano
Optimization terminated successfully.
Current function value: 0.692780
Iterations 3
boy ~ evcontag
Optimization terminated successfully.
Current function value: 0.690191
Iterations 4
boy ~ turndown
Optimization terminated successfully.
Current function value: 0.671121
Iterations 4
boy ~ yquittry
Optimization terminated successfully.
Current function value: 0.670943
Iterations 4
boy ~ aprocess1
Optimization terminated successfully.
Current function value: 0.639830
Iterations 4
boy ~ aprocess2
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.529251
Iterations: 35
boy ~ timesmar
Optimization terminated successfully.
Current function value: 0.693103
Iterations 4
boy ~ hsbverif
Optimization terminated successfully.
Current function value: 0.693111
Iterations 4
boy ~ cmmarrhx
Optimization terminated successfully.
Current function value: 0.693074
Iterations 3
boy ~ agemarhx
Optimization terminated successfully.
Current function value: 0.680264
Iterations 4
boy ~ hxagemar
Optimization terminated successfully.
Current function value: 0.693125
Iterations 3
boy ~ cmhsbdobx
Optimization terminated successfully.
Current function value: 0.693106
Iterations 3
boy ~ lvtoghx
Optimization terminated successfully.
Current function value: 0.693030
Iterations 3
boy ~ cmpmcohx
Optimization terminated successfully.
Current function value: 0.692685
Iterations 4
boy ~ engaghx
Optimization terminated successfully.
Current function value: 0.692938
Iterations 3
boy ~ hisphx
Optimization terminated successfully.
Current function value: 0.693099
Iterations 3
boy ~ racehx1
Optimization terminated successfully.
Current function value: 0.693108
Iterations 3
boy ~ racehx2
Optimization terminated successfully.
Current function value: 0.690833
Iterations 3
boy ~ racehx3
Optimization terminated successfully.
Current function value: 0.481714
Iterations 7
boy ~ racehx4
boy ~ bstrachx
Optimization terminated successfully.
Current function value: 0.689954
Iterations 4
boy ~ chedmarn
Optimization terminated successfully.
Current function value: 0.693056
Iterations 3
boy ~ marbefhx
Optimization terminated successfully.
Current function value: 0.693127
Iterations 3
boy ~ kidshx
Optimization terminated successfully.
Current function value: 0.693128
Iterations 3
boy ~ numkdshx
Optimization terminated successfully.
Current function value: 0.691335
Iterations 7
boy ~ kidlivhx
Optimization terminated successfully.
Current function value: 0.692918
Iterations 3
boy ~ chkid18a
Optimization terminated successfully.
Current function value: 0.687835
Iterations 4
boy ~ chkid18b
Optimization terminated successfully.
Current function value: 0.692742
Iterations 3
boy ~ whrchkds1
Optimization terminated successfully.
Current function value: 0.690244
Iterations 4
boy ~ whrchkds2
Optimization terminated successfully.
Current function value: 0.659041
Iterations 5
boy ~ supporch
Optimization terminated successfully.
Current function value: 0.691331
Iterations 3
boy ~ marendhx
Optimization terminated successfully.
Current function value: 0.692971
Iterations 4
boy ~ cmhsbdiex
Optimization terminated successfully.
Current function value: 0.686754
Iterations 7
boy ~ cmdivorcx
Optimization terminated successfully.
Current function value: 0.692625
Iterations 4
boy ~ cmstphsbx
Optimization terminated successfully.
Current function value: 0.692896
Iterations 4
boy ~ cmmarrhx2
Optimization terminated successfully.
Current function value: 0.693060
Iterations 3
boy ~ agemarhx2
Optimization terminated successfully.
Current function value: 0.684613
Iterations 4
boy ~ hxagemar2
Optimization terminated successfully.
Current function value: 0.691035
Iterations 4
boy ~ cmhsbdobx2
Optimization terminated successfully.
Current function value: 0.692786
Iterations 3
boy ~ lvtoghx2
Optimization terminated successfully.
Current function value: 0.693050
Iterations 3
boy ~ cmpmcohx2
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ engaghx2
Optimization terminated successfully.
Current function value: 0.693099
Iterations 3
boy ~ hisphx2
Optimization terminated successfully.
Current function value: 0.692954
Iterations 3
boy ~ racehx6
Optimization terminated successfully.
Current function value: 0.692402
Iterations 4
boy ~ racehx7
Optimization terminated successfully.
Current function value: 0.567118
Iterations 5
boy ~ bstrachx2
Optimization terminated successfully.
Current function value: 0.595298
Iterations 5
boy ~ chedmarn2
Optimization terminated successfully.
Current function value: 0.691799
Iterations 3
boy ~ marbefhx2
Optimization terminated successfully.
Current function value: 0.692729
Iterations 3
boy ~ kidshx2
Optimization terminated successfully.
Current function value: 0.693061
Iterations 3
boy ~ numkdshx2
Optimization terminated successfully.
Current function value: 0.693069
Iterations 3
boy ~ kidlivhx2
Optimization terminated successfully.
Current function value: 0.693046
Iterations 3
boy ~ chkid18a2
Optimization terminated successfully.
Current function value: 0.680538
Iterations 4
boy ~ chkid18b2
Optimization terminated successfully.
Current function value: 0.689774
Iterations 3
boy ~ whrchkds5
Optimization terminated successfully.
Current function value: 0.691840
Iterations 4
boy ~ whrchkds6
Optimization terminated successfully.
Current function value: 0.633410
Iterations 5
boy ~ supporch2
Optimization terminated successfully.
Current function value: 0.690949
Iterations 4
boy ~ marendhx2
Optimization terminated successfully.
Current function value: 0.688840
Iterations 5
boy ~ cmhsbdiex2
boy ~ cmdivorcx2
Optimization terminated successfully.
Current function value: 0.690667
Iterations 4
boy ~ cmstphsbx2
Optimization terminated successfully.
Current function value: 0.691105
Iterations 3
boy ~ cmmarrhx3
Optimization terminated successfully.
Current function value: 0.691842
Iterations 4
boy ~ agemarhx3
Optimization terminated successfully.
Current function value: 0.686038
Iterations 4
boy ~ hxagemar3
Optimization terminated successfully.
Current function value: 0.693095
Iterations 3
boy ~ cmhsbdobx3
Optimization terminated successfully.
Current function value: 0.692831
Iterations 3
boy ~ lvtoghx3
Optimization terminated successfully.
Current function value: 0.691621
Iterations 3
boy ~ cmpmcohx3
Optimization terminated successfully.
Current function value: 0.691811
Iterations 3
boy ~ engaghx3
Optimization terminated successfully.
Current function value: 0.691969
Iterations 3
boy ~ hisphx3
Optimization terminated successfully.
Current function value: 0.684451
Iterations 5
boy ~ racehx11
Optimization terminated successfully.
Current function value: 0.690516
Iterations 5
boy ~ chedmarn3
Optimization terminated successfully.
Current function value: 0.692771
Iterations 3
boy ~ marbefhx3
Optimization terminated successfully.
Current function value: 0.692340
Iterations 3
boy ~ kidshx3
Optimization terminated successfully.
Current function value: 0.692753
Iterations 3
boy ~ numkdshx3
Optimization terminated successfully.
Current function value: 0.689793
Iterations 4
boy ~ kidlivhx3
Optimization terminated successfully.
Current function value: 0.691858
Iterations 3
boy ~ chkid18a3
Optimization terminated successfully.
Current function value: 0.660315
Iterations 4
boy ~ chkid18b3
Optimization terminated successfully.
Current function value: 0.673671
Iterations 5
boy ~ whrchkds9
Optimization terminated successfully.
Current function value: 0.663265
Iterations 4
boy ~ whrchkds10
boy ~ supporch3
Optimization terminated successfully.
Current function value: 0.670464
Iterations 4
boy ~ cmdivorcx3
Optimization terminated successfully.
Current function value: 0.661633
Iterations 4
boy ~ cmstphsbx3
Optimization terminated successfully.
Current function value: 0.671606
Iterations 4
boy ~ cmmarrhx4
Optimization terminated successfully.
Current function value: 0.675539
Iterations 5
boy ~ hxagemar4
Optimization terminated successfully.
Current function value: 0.678801
Iterations 5
boy ~ cmhsbdobx4
Optimization terminated successfully.
Current function value: 0.621182
Iterations 10
boy ~ lvtoghx4
Optimization terminated successfully.
Current function value: 0.662539
Iterations 4
boy ~ cmpmcohx4
Optimization terminated successfully.
Current function value: 0.663800
Iterations 5
boy ~ engaghx4
Optimization terminated successfully.
Current function value: 0.664754
Iterations 4
boy ~ racehx16
Optimization terminated successfully.
Current function value: 0.681187
Iterations 4
boy ~ chedmarn4
Optimization terminated successfully.
Current function value: 0.587045
Iterations 5
boy ~ marbefhx4
Optimization terminated successfully.
Current function value: 0.621690
Iterations 6
boy ~ kidshx4
Optimization terminated successfully.
Current function value: 0.685716
Iterations 4
boy ~ numkdshx4
Optimization terminated successfully.
Current function value: 0.588723
Iterations 6
boy ~ kidlivhx4
Optimization terminated successfully.
Current function value: 0.686435
Iterations 4
boy ~ whrchkds14
boy ~ cmdivorcx4
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.346574
Iterations: 35
boy ~ cmstphsbx4
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.346574
Iterations: 35
boy ~ cmmarrhx5
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.346574
Iterations: 35
boy ~ hxagemar5
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.346574
Iterations: 35
boy ~ cmhsbdobx5
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.346574
Iterations: 35
boy ~ cmpmcohx5
boy ~ engaghx5
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
boy ~ kidshx5
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.346574
Iterations: 35
boy ~ cmmarrch
Optimization terminated successfully.
Current function value: 0.692964
Iterations 4
boy ~ cmdobch
Optimization terminated successfully.
Current function value: 0.692801
Iterations 4
boy ~ prevhusb
Optimization terminated successfully.
Current function value: 0.693079
Iterations 3
boy ~ cmstrtcp
Optimization terminated successfully.
Current function value: 0.690646
Iterations 4
boy ~ cpherage
Optimization terminated successfully.
Current function value: 0.685408
Iterations 4
boy ~ cphisage
Optimization terminated successfully.
Current function value: 0.691422
Iterations 4
boy ~ cmdobcp
Optimization terminated successfully.
Current function value: 0.691333
Iterations 4
boy ~ cpengag1
Optimization terminated successfully.
Current function value: 0.689227
Iterations 4
boy ~ willmarr
Optimization terminated successfully.
Current function value: 0.691429
Iterations 3
boy ~ cphisp
Optimization terminated successfully.
Current function value: 0.691435
Iterations 3
boy ~ cprace1
Optimization terminated successfully.
Current function value: 0.691581
Iterations 3
boy ~ cprace2
Optimization terminated successfully.
Current function value: 0.682256
Iterations 4
boy ~ cpbestr
Optimization terminated successfully.
Current function value: 0.676071
Iterations 4
boy ~ cpeduc
Optimization terminated successfully.
Current function value: 0.690736
Iterations 4
boy ~ cpmarbef
Optimization terminated successfully.
Current function value: 0.690850
Iterations 4
boy ~ cpkids
Optimization terminated successfully.
Current function value: 0.691583
Iterations 3
boy ~ cpnumkds
Optimization terminated successfully.
Current function value: 0.691250
Iterations 3
boy ~ cpkidliv
Optimization terminated successfully.
Current function value: 0.690495
Iterations 3
boy ~ cpkid18a
Optimization terminated successfully.
Current function value: 0.687117
Iterations 4
boy ~ cpkid18b
Optimization terminated successfully.
Current function value: 0.689168
Iterations 4
boy ~ whrcpkds1
Optimization terminated successfully.
Current function value: 0.689324
Iterations 4
boy ~ whrcpkds2
Optimization terminated successfully.
Current function value: 0.669628
Iterations 4
boy ~ supporcp
Optimization terminated successfully.
Current function value: 0.688395
Iterations 4
boy ~ cmstrthp
Optimization terminated successfully.
Current function value: 0.692966
Iterations 4
boy ~ cmdobhp
Optimization terminated successfully.
Current function value: 0.690097
Iterations 5
boy ~ evrcohab
Optimization terminated successfully.
Current function value: 0.692998
Iterations 3
boy ~ liveoth
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ hmothmen
Optimization terminated successfully.
Current function value: 0.692862
Iterations 4
boy ~ prevcohb
Optimization terminated successfully.
Current function value: 0.693011
Iterations 3
boy ~ cmcohstx
Optimization terminated successfully.
Current function value: 0.692851
Iterations 3
boy ~ heragecx
Optimization terminated successfully.
Current function value: 0.691951
Iterations 3
boy ~ hisagecx
Optimization terminated successfully.
Current function value: 0.692543
Iterations 4
boy ~ cmdobcx
Optimization terminated successfully.
Current function value: 0.692801
Iterations 3
boy ~ engag1cx
Optimization terminated successfully.
Current function value: 0.692531
Iterations 3
boy ~ hispcx
Optimization terminated successfully.
Current function value: 0.692937
Iterations 3
boy ~ racecx1
Optimization terminated successfully.
Current function value: 0.692855
Iterations 3
boy ~ racecx2
Optimization terminated successfully.
Current function value: 0.651247
Iterations 5
boy ~ bstraccx
Optimization terminated successfully.
Current function value: 0.689110
Iterations 4
boy ~ marevcx
Optimization terminated successfully.
Current function value: 0.692921
Iterations 3
boy ~ cxkids
Optimization terminated successfully.
Current function value: 0.692942
Iterations 3
boy ~ cmstpcohx
Optimization terminated successfully.
Current function value: 0.692645
Iterations 4
boy ~ cmcohstx2
Optimization terminated successfully.
Current function value: 0.692107
Iterations 4
boy ~ heragecx2
Optimization terminated successfully.
Current function value: 0.689036
Iterations 4
boy ~ hisagecx2
Optimization terminated successfully.
Current function value: 0.691642
Iterations 4
boy ~ cmdobcx2
Optimization terminated successfully.
Current function value: 0.689457
Iterations 3
boy ~ engag1cx2
Optimization terminated successfully.
Current function value: 0.692038
Iterations 3
boy ~ marevcx2
Optimization terminated successfully.
Current function value: 0.692245
Iterations 3
boy ~ cxkids2
Optimization terminated successfully.
Current function value: 0.692046
Iterations 3
boy ~ cmstpcohx2
Optimization terminated successfully.
Current function value: 0.691641
Iterations 4
boy ~ cmcohstx3
Optimization terminated successfully.
Current function value: 0.687824
Iterations 5
boy ~ heragecx3
Optimization terminated successfully.
Current function value: 0.616790
Iterations 6
boy ~ hisagecx3
Optimization terminated successfully.
Current function value: 0.668558
Iterations 6
boy ~ cmdobcx3
Optimization terminated successfully.
Current function value: 0.692724
Iterations 3
boy ~ engag1cx3
Optimization terminated successfully.
Current function value: 0.692751
Iterations 3
boy ~ marevcx3
Optimization terminated successfully.
Current function value: 0.689361
Iterations 4
boy ~ cxkids3
Optimization terminated successfully.
Current function value: 0.692668
Iterations 3
boy ~ cmstpcohx3
Optimization terminated successfully.
Current function value: 0.691142
Iterations 4
boy ~ cmcohstx4
Optimization terminated successfully.
Current function value: 0.693139
Iterations 3
boy ~ heragecx4
Optimization terminated successfully.
Current function value: 0.646057
Iterations 4
boy ~ hisagecx4
Optimization terminated successfully.
Current function value: 0.692346
Iterations 4
boy ~ cmdobcx4
Optimization terminated successfully.
Current function value: 0.689782
Iterations 4
boy ~ engag1cx4
Optimization terminated successfully.
Current function value: 0.692683
Iterations 3
boy ~ marevcx4
Optimization terminated successfully.
Current function value: 0.662808
Iterations 5
boy ~ cxkids4
Optimization terminated successfully.
Current function value: 0.606867
Iterations 5
boy ~ cmstpcohx4
Optimization terminated successfully.
Current function value: 0.669913
Iterations 5
boy ~ cmcohstx5
Optimization terminated successfully.
Current function value: 0.684673
Iterations 4
boy ~ heragecx5
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.477386
Iterations: 35
boy ~ hisagecx5
Optimization terminated successfully.
Current function value: 0.692499
Iterations 3
boy ~ cmdobcx5
Optimization terminated successfully.
Current function value: 0.692280
Iterations 3
boy ~ engag1cx5
Optimization terminated successfully.
Current function value: 0.684633
Iterations 4
boy ~ marevcx5
Optimization terminated successfully.
Current function value: 0.687978
Iterations 4
boy ~ cxkids5
Optimization terminated successfully.
Current function value: 0.691077
Iterations 4
boy ~ cmstpcohx5
Optimization terminated successfully.
Current function value: 0.684813
Iterations 4
boy ~ cmcohstx6
Optimization terminated successfully.
Current function value: 0.649070
Iterations 4
boy ~ heragecx6
Optimization terminated successfully.
Current function value: 0.636514
Iterations 4
boy ~ hisagecx6
Optimization terminated successfully.
Current function value: 0.646520
Iterations 5
boy ~ cmdobcx6
Optimization terminated successfully.
Current function value: 0.623103
Iterations 5
boy ~ engag1cx6
Optimization terminated successfully.
Current function value: 0.635805
Iterations 5
boy ~ marevcx6
Optimization terminated successfully.
Current function value: 0.644677
Iterations 5
boy ~ cxkids6
Optimization terminated successfully.
Current function value: 0.641284
Iterations 5
boy ~ cmstpcohx6
Optimization terminated successfully.
Current function value: 0.641940
Iterations 5
boy ~ heragecx7
boy ~ cmcohstx8
boy ~ heragecx8
boy ~ hisagecx8
boy ~ cmdobcx8
boy ~ engag1cx8
boy ~ marevcx8
boy ~ cxkids8
boy ~ cmstpcohx8
boy ~ eversex
boy ~ ynosex
boy ~ cmfstsex
Optimization terminated successfully.
Current function value: 0.692915
Iterations 3
boy ~ agefstsx
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ c_sex18
Optimization terminated successfully.
Current function value: 0.689953
Iterations 4
boy ~ c_sex15
Optimization terminated successfully.
Current function value: 0.680832
Iterations 5
boy ~ c_sex20
Optimization terminated successfully.
Current function value: 0.611966
Iterations 6
boy ~ grfstsx
Optimization terminated successfully.
Current function value: 0.692836
Iterations 3
boy ~ sxmtonce
Optimization terminated successfully.
Current function value: 0.688825
Iterations 4
boy ~ talkpar1
Optimization terminated successfully.
Current function value: 0.690686
Iterations 4
boy ~ talkpar2
Optimization terminated successfully.
Current function value: 0.672493
Iterations 4
boy ~ talkpar3
Optimization terminated successfully.
Current function value: 0.647395
Iterations 4
boy ~ talkpar4
Optimization terminated successfully.
Current function value: 0.631170
Iterations 5
boy ~ talkpar5
Optimization terminated successfully.
Current function value: 0.690952
Iterations 4
boy ~ sedno
Optimization terminated successfully.
Current function value: 0.690909
Iterations 4
boy ~ sednog
Optimization terminated successfully.
Current function value: 0.684740
Iterations 7
boy ~ sednosx
Optimization terminated successfully.
Current function value: 0.529251
Iterations 22
boy ~ sedbc
Optimization terminated successfully.
Current function value: 0.680545
Iterations 4
boy ~ sedbcg
Optimization terminated successfully.
Current function value: 0.688834
Iterations 4
boy ~ sedbcsx
Optimization terminated successfully.
Current function value: 0.629412
Iterations 5
boy ~ pledge
Optimization terminated successfully.
Current function value: 0.685132
Iterations 5
boy ~ sameman
Optimization terminated successfully.
Current function value: 0.693039
Iterations 3
boy ~ fpage
Optimization terminated successfully.
Current function value: 0.692824
Iterations 4
boy ~ fprelage
Optimization terminated successfully.
Current function value: 0.685518
Iterations 4
boy ~ fprelyrs
Optimization terminated successfully.
Current function value: 0.684091
Iterations 4
boy ~ knowfp
Optimization terminated successfully.
Current function value: 0.692975
Iterations 4
boy ~ stilfpsx
Optimization terminated successfully.
Current function value: 0.692544
Iterations 4
boy ~ cmlsexfp
Optimization terminated successfully.
Current function value: 0.692950
Iterations 3
boy ~ cmfplast
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ which1st
Optimization terminated successfully.
Current function value: 0.689199
Iterations 5
boy ~ sexafmen
boy ~ cmsexafm
Optimization terminated successfully.
Current function value: 0.684156
Iterations 4
boy ~ agesxafm
Optimization terminated successfully.
Current function value: 0.687556
Iterations 4
boy ~ afmen15
boy ~ lifeprt
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ lifeprt_lo
Optimization terminated successfully.
Current function value: 0.692815
Iterations 3
boy ~ lifeprt_hi
Optimization terminated successfully.
Current function value: 0.692420
Iterations 3
boy ~ mon12prt
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ mon12prt_lo
Optimization terminated successfully.
Current function value: 0.682950
Iterations 4
boy ~ mon12prt_hi
Optimization terminated successfully.
Current function value: 0.682986
Iterations 4
boy ~ parts12
Optimization terminated successfully.
Current function value: 0.693017
Iterations 3
boy ~ ptsb4mar
Optimization terminated successfully.
Current function value: 0.693102
Iterations 3
boy ~ ptsb4mar_lo
Optimization terminated successfully.
Current function value: 0.687636
Iterations 4
boy ~ ptsb4mar_hi
Optimization terminated successfully.
Current function value: 0.688151
Iterations 4
boy ~ whosnc1y
Optimization terminated successfully.
Current function value: 0.692960
Iterations 4
boy ~ talkall
Optimization terminated successfully.
Current function value: 0.692268
Iterations 3
boy ~ p1yrage
Optimization terminated successfully.
Current function value: 0.692943
Iterations 3
boy ~ p1yhsage
Optimization terminated successfully.
Current function value: 0.692727
Iterations 4
boy ~ p1yrf
Optimization terminated successfully.
Current function value: 0.692868
Iterations 5
boy ~ cmfsexx
Optimization terminated successfully.
Current function value: 0.692984
Iterations 3
boy ~ p1ycurrp
Optimization terminated successfully.
Current function value: 0.692607
Iterations 3
boy ~ pcurrntx
Optimization terminated successfully.
Current function value: 0.693074
Iterations 3
boy ~ cmlsexx
Optimization terminated successfully.
Current function value: 0.692993
Iterations 3
boy ~ cmlstsxx
Optimization terminated successfully.
Current function value: 0.692965
Iterations 3
boy ~ p1yeduc
Optimization terminated successfully.
Current function value: 0.690956
Iterations 4
boy ~ p1yhisp
Optimization terminated successfully.
Current function value: 0.691351
Iterations 4
boy ~ p1yrace1
Optimization terminated successfully.
Current function value: 0.690947
Iterations 4
boy ~ p1yrace2
Optimization terminated successfully.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.682486
Iterations 4
boy ~ p1yrace3
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.462098
Iterations: 35
boy ~ p1yraceb
Optimization terminated successfully.
Current function value: 0.641464
Iterations 6
boy ~ p1yrn
Optimization terminated successfully.
Current function value: 0.691860
Iterations 3
boy ~ p1yrage2
Optimization terminated successfully.
Current function value: 0.692658
Iterations 4
boy ~ p1yhsage2
Optimization terminated successfully.
Current function value: 0.692483
Iterations 4
boy ~ p1yrf2
Optimization terminated successfully.
Current function value: 0.692852
Iterations 4
boy ~ cmfsexx2
Optimization terminated successfully.
Current function value: 0.692966
Iterations 3
boy ~ p1ycurrp2
Optimization terminated successfully.
Current function value: 0.691950
Iterations 3
boy ~ pcurrntx2
Optimization terminated successfully.
Current function value: 0.692007
Iterations 3
boy ~ cmlsexx2
Optimization terminated successfully.
Current function value: 0.692935
Iterations 3
boy ~ cmlstsxx2
Optimization terminated successfully.
Current function value: 0.692960
Iterations 3
boy ~ p1yeduc2
Optimization terminated successfully.
Current function value: 0.692551
Iterations 3
boy ~ p1yhisp2
Optimization terminated successfully.
Current function value: 0.689784
Iterations 4
boy ~ p1yrace6
Optimization terminated successfully.
Current function value: 0.693057
Iterations 3
boy ~ p1yrace7
boy ~ p1yraceb2
boy ~ p1yrn2
Optimization terminated successfully.
Current function value: 0.692441
Iterations 3
boy ~ p1yrage3
Optimization terminated successfully.
Current function value: 0.682975
Iterations 5
boy ~ p1yhsage3
Optimization terminated successfully.
Current function value: 0.682179
Iterations 4
boy ~ p1yrf3
Optimization terminated successfully.
Current function value: 0.687119
Iterations 5
boy ~ cmfsexx3
Optimization terminated successfully.
Current function value: 0.689276
Iterations 4
boy ~ p1ycurrp3
Optimization terminated successfully.
Current function value: 0.684537
Iterations 4
boy ~ pcurrntx3
Optimization terminated successfully.
Current function value: 0.684813
Iterations 4
boy ~ cmlsexx3
Optimization terminated successfully.
Current function value: 0.689180
Iterations 4
boy ~ cmlstsxx3
Optimization terminated successfully.
Current function value: 0.689607
Iterations 4
boy ~ p1yeduc3
Optimization terminated successfully.
Current function value: 0.691397
Iterations 4
boy ~ p1yhisp3
Optimization terminated successfully.
Current function value: 0.690668
Iterations 4
boy ~ p1yrace11
Optimization terminated successfully.
Current function value: 0.687508
Iterations 4
boy ~ p1yraceb3
boy ~ p1yrn3
Optimization terminated successfully.
Current function value: 0.689526
Iterations 4
boy ~ p1yrage4
Optimization terminated successfully.
Current function value: 0.659929
Iterations 4
boy ~ p1yhsage4
Optimization terminated successfully.
Current function value: 0.644483
Iterations 5
boy ~ p1yrf4
Optimization terminated successfully.
Current function value: 0.662900
Iterations 4
boy ~ cmfsexx4
Optimization terminated successfully.
Current function value: 0.666017
Iterations 4
boy ~ p1ycurrp4
Optimization terminated successfully.
Current function value: 0.662801
Iterations 4
boy ~ pcurrntx4
Optimization terminated successfully.
Current function value: 0.662801
Iterations 4
boy ~ cmlsexx4
Optimization terminated successfully.
Current function value: 0.670394
Iterations 4
boy ~ cmlstsxx4
Optimization terminated successfully.
Current function value: 0.674390
Iterations 4
boy ~ p1yeduc4
Optimization terminated successfully.
Current function value: 0.655756
Iterations 4
boy ~ p1yhisp4
Optimization terminated successfully.
Current function value: 0.682283
Iterations 4
boy ~ p1yrace16
Optimization terminated successfully.
Current function value: 0.618184
Iterations 6
boy ~ p1yrn4
Optimization terminated successfully.
Current function value: 0.682828
Iterations 4
boy ~ p1yrage5
Optimization terminated successfully.
Current function value: 0.608914
Iterations 5
boy ~ p1yhsage5
Optimization terminated successfully.
Current function value: 0.593113
Iterations 6
boy ~ p1yrf5
Optimization terminated successfully.
Current function value: 0.573720
Iterations 5
boy ~ cmfsexx5
Optimization terminated successfully.
Current function value: 0.505311
Iterations 7
boy ~ p1ycurrp5
Optimization terminated successfully.
Current function value: 0.584978
Iterations 5
boy ~ pcurrntx5
Optimization terminated successfully.
Current function value: 0.595612
Iterations 5
boy ~ cmlsexx5
Optimization terminated successfully.
Current function value: 0.640656
Iterations 5
boy ~ cmlstsxx5
Optimization terminated successfully.
Current function value: 0.631121
Iterations 7
boy ~ p1yeduc5
Optimization terminated successfully.
Current function value: 0.621854
Iterations 5
boy ~ p1yhisp5
Optimization terminated successfully.
Current function value: 0.623822
Iterations 5
boy ~ p1yrace22
boy ~ p1yraceb5
boy ~ p1yrn5
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.462098
Iterations: 35
boy ~ p1yrage6
Optimization terminated successfully.
Current function value: 0.545290
Iterations 6
boy ~ p1yhsage6
Optimization terminated successfully.
Current function value: 0.462537
Iterations 6
boy ~ p1yrf6
Optimization terminated successfully.
Current function value: 0.538294
Iterations 8
boy ~ cmfsexx6
Optimization terminated successfully.
Current function value: 0.262946
Iterations 13
boy ~ p1ycurrp6
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.128732
Iterations: 35
boy ~ pcurrntx6
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.128732
Iterations: 35
boy ~ cmlsexx6
Optimization terminated successfully.
Current function value: 0.551200
Iterations 12
boy ~ cmlstsxx6
Optimization terminated successfully.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.635496
Iterations 10
boy ~ p1yeduc6
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.318257
Iterations: 35
boy ~ p1yrn6
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.417002
Iterations: 35
boy ~ p1yrage7
Optimization terminated successfully.
Current function value: 0.610603
Iterations 5
boy ~ p1yhsage7
Optimization terminated successfully.
Current function value: 0.550148
Iterations 5
boy ~ p1yrf7
Optimization terminated successfully.
Current function value: 0.527460
Iterations 11
boy ~ cmfsexx7
Optimization terminated successfully.
Current function value: 0.384221
Iterations 15
boy ~ p1ycurrp7
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.572863
Iterations: 35
boy ~ cmlsexx7
Optimization terminated successfully.
Current function value: 0.641295
Iterations 11
boy ~ cmlstsxx7
Optimization terminated successfully.
Current function value: 0.641295
Iterations 11
boy ~ p1yeduc7
boy ~ p1yhisp7
boy ~ p1yrace31
boy ~ p1yrn7
boy ~ p1yrage8
Optimization terminated successfully.
Current function value: 0.409557
Iterations 6
boy ~ p1yhsage8
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.000005
Iterations: 35
boy ~ p1yrf8
Optimization terminated successfully.
Current function value: 0.389895
Iterations 9
boy ~ cmfsexx8
Optimization terminated successfully.
Current function value: 0.385475
Iterations 12
boy ~ p1ycurrp8
boy ~ pcurrntx8
boy ~ cmlsexx8
Optimization terminated successfully.
Current function value: 0.630798
Iterations 11
boy ~ cmlstsxx8
Optimization terminated successfully.
Current function value: 0.630798
Iterations 11
boy ~ p1yeduc8
boy ~ p1yhisp8
boy ~ p1yrace36
boy ~ p1yrn8
boy ~ p1yrage9
Optimization terminated successfully.
Current function value: 0.450360
Iterations 6
boy ~ p1yhsage9
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: inf
Iterations: 35
boy ~ p1yrf9
Optimization terminated successfully.
Current function value: 0.423329
Iterations 8
boy ~ cmfsexx9
Optimization terminated successfully.
Current function value: 0.277011
Iterations 15
boy ~ p1ycurrp9
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.417002
Iterations: 35
boy ~ cmlsexx9
Optimization terminated successfully.
Current function value: 0.618672
Iterations 12
boy ~ cmlstsxx9
Optimization terminated successfully.
Current function value: 0.618672
Iterations 12
boy ~ p1yeduc9
boy ~ p1yhisp9
boy ~ p1yrace41
boy ~ p1yrn9
boy ~ p1yrage10
Optimization terminated successfully.
Current function value: 0.450360
Iterations 6
boy ~ p1yhsage10
boy ~ p1yrf10
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.417002
Iterations: 35
boy ~ cmfsexx10
Optimization terminated successfully.
Current function value: 0.265011
Iterations 16
boy ~ p1ycurrp10
boy ~ pcurrntx10
boy ~ cmlsexx10
Optimization terminated successfully.
Current function value: 0.618672
Iterations 12
boy ~ cmlstsxx10
Optimization terminated successfully.
Current function value: 0.618672
Iterations 12
boy ~ p1yeduc10
boy ~ p1yhisp10
boy ~ p1yrace46
boy ~ p1yrn10
boy ~ cmfsexx11
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.000000
Iterations: 35
boy ~ cmlsexx11
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.000191
Iterations: 35
boy ~ cmlstsxx11
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.000191
Iterations: 35
boy ~ p1yeduc11
boy ~ p1yhisp11
boy ~ p1yrace51
boy ~ p1yrn11
boy ~ cmfsexx12
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.000000
Iterations: 35
boy ~ cmlsexx12
boy ~ cmlstsxx12
boy ~ p1yeduc12
boy ~ p1yhisp12
boy ~ p1yrace56
boy ~ p1yrn12
boy ~ cmfsexx13
Warning: Maximum number of iterations has been exceeded.
Current function value: inf
Iterations: 35
boy ~ cmlsexx13
boy ~ cmlstsxx13
boy ~ p1yeduc13
boy ~ p1yhisp13
boy ~ p1yrace61
boy ~ p1yrn13
boy ~ cmfsexx14
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.000000
Iterations: 35
boy ~ cmlsexx14
boy ~ cmlstsxx14
boy ~ p1yeduc14
boy ~ p1yhisp14
boy ~ p1yrace66
boy ~ p1yrn14
boy ~ cmfsexx15
boy ~ cmlsexx15
boy ~ cmlstsxx15
boy ~ cmfsexx16
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.000073
Iterations: 35
boy ~ cmlsexx16
boy ~ cmlstsxx16
boy ~ cmfsexx17
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.000000
Iterations: 35
boy ~ cmlsexx17
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.000191
Iterations: 35
boy ~ cmlstsxx17
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.000191
Iterations: 35
boy ~ cmfsexx18
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.000073
Iterations: 35
boy ~ cmlsexx18
boy ~ cmlstsxx18
boy ~ cmfsexx19
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.000073
Iterations: 35
boy ~ cmlsexx19
boy ~ cmlstsxx19
boy ~ cmfsexx20
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.000000
Iterations: 35
boy ~ cmlsexx20
boy ~ cmlstsxx20
boy ~ cmlstsx12
Optimization terminated successfully.
Current function value: 0.692929
Iterations 4
boy ~ cmdatlst
Optimization terminated successfully.
Current function value: 0.688347
Iterations 4
boy ~ wholast
Optimization terminated successfully.
Current function value: 0.692534
Iterations 3
boy ~ lifeprts
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ cmlastsx
Optimization terminated successfully.
Current function value: 0.693014
Iterations 3
boy ~ currprtt
Optimization terminated successfully.
Current function value: 0.693005
Iterations 3
boy ~ currprts
Optimization terminated successfully.
Current function value: 0.692956
Iterations 3
boy ~ cmpart1y1
Optimization terminated successfully.
Current function value: 0.693064
Iterations 4
boy ~ cmpart1y2
Optimization terminated successfully.
Current function value: 0.692904
Iterations 4
boy ~ cmpart1y3
Optimization terminated successfully.
Current function value: 0.685603
Iterations 4
boy ~ evertubs
Optimization terminated successfully.
Current function value: 0.692909
Iterations 3
boy ~ everhyst
Optimization terminated successfully.
Current function value: 0.692967
Iterations 3
boy ~ everovrs
Optimization terminated successfully.
Current function value: 0.693012
Iterations 3
boy ~ everothr
Optimization terminated successfully.
Current function value: 0.692845
Iterations 4
boy ~ whtooprc
Optimization terminated successfully.
Current function value: 0.682956
Iterations 4
boy ~ onotfunc
Optimization terminated successfully.
Current function value: 0.632985
Iterations 5
boy ~ dfnlstrl
Optimization terminated successfully.
Current function value: 0.690033
Iterations 4
boy ~ anyfster
Optimization terminated successfully.
Current function value: 0.692844
Iterations 3
boy ~ fstrop12
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ anyopsmn
Optimization terminated successfully.
Current function value: 0.692783
Iterations 3
boy ~ whatopsm
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.690790
Iterations: 35
boy ~ dfnlstrx
boy ~ anymster
Optimization terminated successfully.
Current function value: 0.692799
Iterations 3
boy ~ plcfemop
Optimization terminated successfully.
Current function value: 0.692117
Iterations 4
boy ~ inpatien
Optimization terminated successfully.
Current function value: 0.692334
Iterations 3
boy ~ payrster1
Optimization terminated successfully.
Current function value: 0.691354
Iterations 3
boy ~ payrster2
Optimization terminated successfully.
Current function value: 0.689437
Iterations 4
boy ~ payrster3
Optimization terminated successfully.
Current function value: 0.596651
Iterations 5
boy ~ rhadall
Optimization terminated successfully.
Current function value: 0.692054
Iterations 4
boy ~ hhadall
Optimization terminated successfully.
Current function value: 0.692210
Iterations 3
boy ~ fmedreas1
Optimization terminated successfully.
Current function value: 0.690852
Iterations 3
boy ~ fmedreas2
Optimization terminated successfully.
Current function value: 0.687968
Iterations 4
boy ~ fmedreas3
Optimization terminated successfully.
Current function value: 0.588357
Iterations 5
boy ~ fmedreas4
Optimization terminated successfully.
Current function value: 0.659167
Iterations 4
boy ~ bcreas
Optimization terminated successfully.
Current function value: 0.691645
Iterations 3
boy ~ bcwhyf
Optimization terminated successfully.
Current function value: 0.691616
Iterations 3
boy ~ mincdnnr
Optimization terminated successfully.
Current function value: 0.692333
Iterations 3
boy ~ plcfemop2
Optimization terminated successfully.
Current function value: 0.684968
Iterations 5
boy ~ payrster6
Optimization terminated successfully.
Current function value: 0.689559
Iterations 4
boy ~ payrster7
Optimization terminated successfully.
Current function value: 0.675637
Iterations 5
boy ~ rhadall2
Optimization terminated successfully.
Current function value: 0.684975
Iterations 4
boy ~ hhadall2
Optimization terminated successfully.
Current function value: 0.687757
Iterations 4
boy ~ fmedreas7
Optimization terminated successfully.
Current function value: 0.686374
Iterations 4
boy ~ fmedreas8
Optimization terminated successfully.
Current function value: 0.688911
Iterations 4
boy ~ fmedreas9
Optimization terminated successfully.
Current function value: 0.655447
Iterations 5
boy ~ fmedreas10
Optimization terminated successfully.
Current function value: 0.693147
Iterations 1
boy ~ bcreas2
Optimization terminated successfully.
Current function value: 0.688927
Iterations 4
boy ~ bcwhyf2
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.374890
Iterations: 35
boy ~ mincdnnr2
Optimization terminated successfully.
Current function value: 0.685783
Iterations 4
boy ~ plcfemop3
Optimization terminated successfully.
Current function value: 0.693084
Iterations 3
boy ~ payrster11
Optimization terminated successfully.
Current function value: 0.693068
Iterations 3
boy ~ payrster12
Optimization terminated successfully.
Current function value: 0.677736
Iterations 5
boy ~ rhadall3
Optimization terminated successfully.
Current function value: 0.691219
Iterations 4
boy ~ hhadall3
Optimization terminated successfully.
Current function value: 0.692177
Iterations 3
boy ~ fmedreas13
Optimization terminated successfully.
Current function value: 0.687495
Iterations 4
boy ~ fmedreas14
Optimization terminated successfully.
Current function value: 0.690221
Iterations 4
boy ~ fmedreas15
Optimization terminated successfully.
Current function value: 0.688740
Iterations 4
boy ~ fmedreas16
boy ~ bcreas3
Optimization terminated successfully.
Current function value: 0.691812
Iterations 4
boy ~ mincdnnr3
Optimization terminated successfully.
Current function value: 0.691904
Iterations 4
boy ~ plcfemop4
Optimization terminated successfully.
Current function value: 0.684364
Iterations 4
boy ~ payrster16
Optimization terminated successfully.
Current function value: 0.676638
Iterations 4
boy ~ payrster17
Optimization terminated successfully.
Current function value: 0.673012
Iterations 4
boy ~ rhadall4
Optimization terminated successfully.
Current function value: 0.685077
Iterations 4
boy ~ hhadall4
Optimization terminated successfully.
Current function value: 0.686382
Iterations 4
boy ~ fmedreas19
Optimization terminated successfully.
Current function value: 0.685305
Iterations 4
boy ~ fmedreas20
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.381909
Iterations: 35
boy ~ fmedreas22
boy ~ bcreas4
Optimization terminated successfully.
Current function value: 0.686103
Iterations 4
boy ~ bcwhyf4
Optimization terminated successfully.
Current function value: 0.669648
Iterations 4
boy ~ mincdnnr4
Optimization terminated successfully.
Current function value: 0.686386
Iterations 4
boy ~ cmtublig
Optimization terminated successfully.
Current function value: 0.691683
Iterations 7
boy ~ cmhyst
Optimization terminated successfully.
Current function value: 0.688844
Iterations 7
boy ~ cmovarem
Optimization terminated successfully.
Current function value: 0.690981
Iterations 4
boy ~ cmotsurg
Optimization terminated successfully.
Current function value: 0.688624
Iterations 4
boy ~ cmoper1
Optimization terminated successfully.
Current function value: 0.692238
Iterations 3
boy ~ plcoper1
Optimization terminated successfully.
Current function value: 0.692044
Iterations 3
boy ~ opersame
Optimization terminated successfully.
Current function value: 0.672943
Iterations 5
boy ~ opersame2
Optimization terminated successfully.
Current function value: 0.679037
Iterations 4
boy ~ opersame3
Optimization terminated successfully.
Current function value: 0.688234
Iterations 4
boy ~ opersame4
Optimization terminated successfully.
Current function value: 0.691783
Iterations 3
boy ~ opersame6
Optimization terminated successfully.
Current function value: 0.666985
Iterations 5
boy ~ cmmaleop
Optimization terminated successfully.
Current function value: 0.691654
Iterations 3
boy ~ placopmn
Optimization terminated successfully.
Current function value: 0.690975
Iterations 3
boy ~ paymster1
Optimization terminated successfully.
Current function value: 0.690778
Iterations 4
boy ~ paymster2
Optimization terminated successfully.
Current function value: 0.691554
Iterations 4
boy ~ rhadallm
Optimization terminated successfully.
Current function value: 0.691335
Iterations 3
boy ~ hhadallm
Optimization terminated successfully.
Current function value: 0.691085
Iterations 4
boy ~ medreas1
Optimization terminated successfully.
Current function value: 0.691087
Iterations 3
boy ~ medreas2
Optimization terminated successfully.
Current function value: 0.678765
Iterations 4
boy ~ bcreasm
Optimization terminated successfully.
Current function value: 0.691060
Iterations 4
boy ~ bcwhym
Optimization terminated successfully.
Current function value: 0.681526
Iterations 4
boy ~ mincdnmn
Optimization terminated successfully.
Current function value: 0.691001
Iterations 3
boy ~ revstubl
Optimization terminated successfully.
Current function value: 0.692390
Iterations 4
boy ~ cmligrev
Optimization terminated successfully.
Current function value: 0.663093
Iterations 5
boy ~ revsvasx
Optimization terminated successfully.
Current function value: 0.688579
Iterations 6
boy ~ cmvasrev
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.000000
Iterations: 35
boy ~ rsurgstr
Optimization terminated successfully.
Current function value: 0.692859
Iterations 3
boy ~ psurgstr
Optimization terminated successfully.
Current function value: 0.692856
Iterations 3
boy ~ onlytbvs
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ rwantrvt
Optimization terminated successfully.
Current function value: 0.692357
Iterations 3
boy ~ manwantt
Optimization terminated successfully.
Current function value: 0.691168
Iterations 3
boy ~ rwantrev
Optimization terminated successfully.
Current function value: 0.674018
Iterations 4
boy ~ manwantr
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.631838
Iterations: 35
boy ~ vasany
Optimization terminated successfully.
Current function value: 0.692702
Iterations 4
boy ~ posiblpg
Optimization terminated successfully.
Current function value: 0.692987
Iterations 3
boy ~ reasimpr
Optimization terminated successfully.
Current function value: 0.690654
Iterations 4
boy ~ posiblmn
Optimization terminated successfully.
Current function value: 0.692949
Iterations 4
boy ~ reasimpp
Optimization terminated successfully.
Current function value: 0.692362
Iterations 3
boy ~ canhaver
Optimization terminated successfully.
Current function value: 0.693129
Iterations 3
boy ~ reasdiff1
Optimization terminated successfully.
Current function value: 0.692001
Iterations 3
boy ~ reasdiff2
Optimization terminated successfully.
Current function value: 0.688901
Iterations 4
boy ~ reasdiff3
Optimization terminated successfully.
Current function value: 0.619480
Iterations 6
boy ~ reasdiff5
boy ~ canhavem
Optimization terminated successfully.
Current function value: 0.693034
Iterations 4
boy ~ pregnono
Optimization terminated successfully.
Current function value: 0.693137
Iterations 3
boy ~ reasnono1
Optimization terminated successfully.
Current function value: 0.691833
Iterations 3
boy ~ reasnono2
Optimization terminated successfully.
Current function value: 0.683441
Iterations 5
boy ~ reasnono3
boy ~ rstrstat
Optimization terminated successfully.
Current function value: 0.692964
Iterations 3
boy ~ pstrstat
Optimization terminated successfully.
Current function value: 0.692900
Iterations 3
boy ~ pill
Optimization terminated successfully.
Current function value: 0.693008
Iterations 3
boy ~ condom
Optimization terminated successfully.
Current function value: 0.693009
Iterations 3
boy ~ vasectmy
Optimization terminated successfully.
Current function value: 0.692842
Iterations 3
boy ~ widrawal
Optimization terminated successfully.
Current function value: 0.693004
Iterations 3
boy ~ depoprov
Optimization terminated successfully.
Current function value: 0.692982
Iterations 3
boy ~ norplant
Optimization terminated successfully.
Current function value: 0.692911
Iterations 4
boy ~ rhythm
Optimization terminated successfully.
Current function value: 0.692941
Iterations 3
boy ~ tempsafe
Optimization terminated successfully.
Current function value: 0.692905
Iterations 3
boy ~ mornpill
Optimization terminated successfully.
Current function value: 0.692821
Iterations 4
boy ~ ectimesx
Optimization terminated successfully.
Current function value: 0.688355
Iterations 4
boy ~ ecreason1
Optimization terminated successfully.
Current function value: 0.683659
Iterations 4
boy ~ ecreason2
boy ~ diafragm
Optimization terminated successfully.
Current function value: 0.692981
Iterations 3
boy ~ wocondom
Optimization terminated successfully.
Current function value: 0.692963
Iterations 3
boy ~ foamalon
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ jelcrmal
Optimization terminated successfully.
Current function value: 0.693003
Iterations 3
boy ~ cervlcap
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ supposit
Optimization terminated successfully.
Current function value: 0.693011
Iterations 3
boy ~ todayspg
Optimization terminated successfully.
Current function value: 0.692995
Iterations 3
boy ~ iud
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ lunelle
Optimization terminated successfully.
Current function value: 0.692991
Iterations 3
boy ~ patch
Optimization terminated successfully.
Current function value: 0.693006
Iterations 3
boy ~ othrmeth
Optimization terminated successfully.
Current function value: 0.692972
Iterations 4
boy ~ newmeth
Optimization terminated successfully.
Current function value: 0.688015
Iterations 4
boy ~ everused
Optimization terminated successfully.
Current function value: 0.692999
Iterations 3
boy ~ methdiss
Optimization terminated successfully.
Current function value: 0.693032
Iterations 3
boy ~ methstop01
Optimization terminated successfully.
Current function value: 0.693052
Iterations 3
boy ~ methstop02
Optimization terminated successfully.
Current function value: 0.692525
Iterations 3
boy ~ methstop03
Optimization terminated successfully.
Current function value: 0.692371
Iterations 3
boy ~ methstop04
Optimization terminated successfully.
Current function value: 0.692314
Iterations 3
boy ~ methstop05
Optimization terminated successfully.
Current function value: 0.684350
Iterations 4
boy ~ methstop06
Optimization terminated successfully.
Current function value: 0.667889
Iterations 5
boy ~ methstop07
Optimization terminated successfully.
Current function value: 0.598363
Iterations 7
boy ~ methstop08
Optimization terminated successfully.
Current function value: 0.648532
Iterations 6
boy ~ methstop09
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.308065
Iterations: 35
boy ~ methstop10
boy ~ reasdiss101
Optimization terminated successfully.
Current function value: 0.693010
Iterations 3
boy ~ reasdiss102
Optimization terminated successfully.
Current function value: 0.692640
Iterations 3
boy ~ reasdiss103
Optimization terminated successfully.
Current function value: 0.691649
Iterations 3
boy ~ reasdiss104
Optimization terminated successfully.
Current function value: 0.686295
Iterations 4
boy ~ reasdiss105
Optimization terminated successfully.
Current function value: 0.684442
Iterations 4
boy ~ reasdiss106
Warning: Maximum number of iterations has been exceeded.
Current function value: inf
Iterations: 35
boy ~ reasdiss107
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.346574
Iterations: 35
boy ~ reasdiss201
Optimization terminated successfully.
Current function value: 0.689684
Iterations 4
boy ~ reasdiss202
Optimization terminated successfully.
Current function value: 0.687445
Iterations 4
boy ~ reasdiss203
Optimization terminated successfully.
Current function value: 0.688598
Iterations 4
boy ~ reasdiss204
Optimization terminated successfully.
Current function value: 0.668885
Iterations 5
boy ~ reasdiss205
Optimization terminated successfully.
Current function value: 0.659844
Iterations 5
boy ~ reasdiss206
boy ~ reasdiss207
boy ~ reasdiss208
boy ~ reasdiss209
boy ~ reasdiss210
boy ~ reasdiss211
boy ~ reasdiss212
boy ~ reasdiss213
boy ~ reasdiss214
boy ~ reasdiss301
Optimization terminated successfully.
Current function value: 0.691723
Iterations 3
boy ~ reasdiss302
Optimization terminated successfully.
Current function value: 0.658978
Iterations 5
boy ~ reasdiss303
Optimization terminated successfully.
Current function value: 0.646961
Iterations 5
boy ~ reasdiss401
Optimization terminated successfully.
Current function value: 0.562335
Iterations 5
boy ~ numdiss
Optimization terminated successfully.
Current function value: 0.692095
Iterations 4
boy ~ firsmeth01
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ firsmeth02
Optimization terminated successfully.
Current function value: 0.691042
Iterations 3
boy ~ firsmeth03
Optimization terminated successfully.
Current function value: 0.691195
Iterations 4
boy ~ firsmeth04
Optimization terminated successfully.
Current function value: 0.672955
Iterations 4
boy ~ numfirsm
Optimization terminated successfully.
Current function value: 0.692734
Iterations 4
boy ~ numfirsm1
Optimization terminated successfully.
Current function value: 0.692647
Iterations 3
boy ~ numfirsm2
Optimization terminated successfully.
Current function value: 0.693033
Iterations 3
boy ~ drugdev
Optimization terminated successfully.
Current function value: 0.692843
Iterations 3
boy ~ firstime1
Optimization terminated successfully.
Current function value: 0.693113
Iterations 3
boy ~ firstime2
Optimization terminated successfully.
Current function value: 0.692899
Iterations 3
boy ~ nometh
Optimization terminated successfully.
Current function value: 0.692952
Iterations 3
boy ~ cmfstuse
Optimization terminated successfully.
Current function value: 0.692986
Iterations 3
boy ~ cmfirsm
Optimization terminated successfully.
Current function value: 0.693017
Iterations 3
boy ~ agefstus
Optimization terminated successfully.
Current function value: 0.692726
Iterations 4
boy ~ placgotf1
Optimization terminated successfully.
Current function value: 0.691876
Iterations 4
boy ~ placgotf9
Optimization terminated successfully.
Current function value: 0.690891
Iterations 4
boy ~ placgotf10
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.198042
Iterations: 35
boy ~ usefrsts
Optimization terminated successfully.
Current function value: 0.692923
Iterations 3
boy ~ usefstsx
Optimization terminated successfully.
Current function value: 0.693055
Iterations 3
boy ~ nometh2
Optimization terminated successfully.
Current function value: 0.692239
Iterations 3
boy ~ mthfrsts01
Optimization terminated successfully.
Current function value: 0.692382
Iterations 5
boy ~ mthfrsts02
Optimization terminated successfully.
Current function value: 0.689092
Iterations 5
boy ~ mthfrsts03
boy ~ mthfrsts04
boy ~ mthfstsx01
Optimization terminated successfully.
Current function value: 0.692987
Iterations 4
boy ~ mthfstsx02
Optimization terminated successfully.
Current function value: 0.692594
Iterations 3
boy ~ mthfstsx03
Optimization terminated successfully.
Current function value: 0.645297
Iterations 5
boy ~ intr_ec3
Optimization terminated successfully.
Current function value: 0.692744
Iterations 3
boy ~ monsx1177
Optimization terminated successfully.
Current function value: 0.693017
Iterations 3
boy ~ monsx1178
Optimization terminated successfully.
Current function value: 0.693012
Iterations 3
boy ~ monsx1179
Optimization terminated successfully.
Current function value: 0.693017
Iterations 3
boy ~ monsx1180
Optimization terminated successfully.
Current function value: 0.692965
Iterations 3
boy ~ monsx1181
Optimization terminated successfully.
Current function value: 0.692981
Iterations 3
boy ~ monsx1182
Optimization terminated successfully.
Current function value: 0.692857
Iterations 3
boy ~ monsx1183
Optimization terminated successfully.
Current function value: 0.692948
Iterations 3
boy ~ monsx1184
Optimization terminated successfully.
Current function value: 0.692960
Iterations 3
boy ~ monsx1185
Optimization terminated successfully.
Current function value: 0.692923
Iterations 3
boy ~ monsx1186
Optimization terminated successfully.
Current function value: 0.692938
Iterations 3
boy ~ monsx1187
Optimization terminated successfully.
Current function value: 0.692979
Iterations 3
boy ~ monsx1188
Optimization terminated successfully.
Current function value: 0.692947
Iterations 3
boy ~ monsx1189
Optimization terminated successfully.
Current function value: 0.692998
Iterations 3
boy ~ monsx1190
Optimization terminated successfully.
Current function value: 0.693011
Iterations 3
boy ~ monsx1191
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ monsx1192
Optimization terminated successfully.
Current function value: 0.693004
Iterations 3
boy ~ monsx1193
Optimization terminated successfully.
Current function value: 0.693012
Iterations 3
boy ~ monsx1194
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ monsx1195
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ monsx1196
Optimization terminated successfully.
Current function value: 0.693017
Iterations 3
boy ~ monsx1197
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ monsx1198
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ monsx1199
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ monsx1200
Optimization terminated successfully.
Current function value: 0.693003
Iterations 3
boy ~ monsx1201
Optimization terminated successfully.
Current function value: 0.692982
Iterations 3
boy ~ monsx1202
Optimization terminated successfully.
Current function value: 0.693004
Iterations 3
boy ~ monsx1203
Optimization terminated successfully.
Current function value: 0.692988
Iterations 3
boy ~ monsx1204
Optimization terminated successfully.
Current function value: 0.692981
Iterations 3
boy ~ monsx1205
Optimization terminated successfully.
Current function value: 0.692933
Iterations 3
boy ~ monsx1206
Optimization terminated successfully.
Current function value: 0.692832
Iterations 3
boy ~ monsx1207
Optimization terminated successfully.
Current function value: 0.692996
Iterations 3
boy ~ monsx1208
Optimization terminated successfully.
Current function value: 0.692984
Iterations 3
boy ~ monsx1209
Optimization terminated successfully.
Current function value: 0.692974
Iterations 3
boy ~ monsx1210
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ monsx1211
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ monsx1212
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ monsx1213
Optimization terminated successfully.
Current function value: 0.693004
Iterations 3
boy ~ monsx1214
Optimization terminated successfully.
Current function value: 0.693004
Iterations 3
boy ~ monsx1215
Optimization terminated successfully.
Current function value: 0.692983
Iterations 3
boy ~ monsx1216
Optimization terminated successfully.
Current function value: 0.693000
Iterations 3
boy ~ monsx1217
Optimization terminated successfully.
Current function value: 0.693012
Iterations 3
boy ~ monsx1218
Optimization terminated successfully.
Current function value: 0.693010
Iterations 3
boy ~ monsx1219
Optimization terminated successfully.
Current function value: 0.692989
Iterations 3
boy ~ monsx1220
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ monsx1221
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ monsx1222
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ monsx1223
Optimization terminated successfully.
Current function value: 0.693008
Iterations 3
boy ~ monsx1224
Optimization terminated successfully.
Current function value: 0.692994
Iterations 3
boy ~ monsx1225
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ monsx1226
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ monsx1227
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ monsx1228
Optimization terminated successfully.
Current function value: 0.692965
Iterations 3
boy ~ monsx1229
Optimization terminated successfully.
Current function value: 0.693070
Iterations 3
boy ~ monsx1230
Optimization terminated successfully.
Current function value: 0.693086
Iterations 3
boy ~ monsx1231
Optimization terminated successfully.
Current function value: 0.693123
Iterations 3
boy ~ monsx1232
Optimization terminated successfully.
Current function value: 0.693067
Iterations 3
boy ~ monsx1233
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ monsx1234
Optimization terminated successfully.
Current function value: 0.692888
Iterations 3
boy ~ monsx1235
Optimization terminated successfully.
Current function value: 0.692964
Iterations 3
boy ~ monsx1236
Optimization terminated successfully.
Current function value: 0.692983
Iterations 3
boy ~ monsx1237
Optimization terminated successfully.
Current function value: 0.691985
Iterations 3
boy ~ monsx1238
Optimization terminated successfully.
Current function value: 0.690529
Iterations 4
boy ~ monsx1239
Optimization terminated successfully.
Current function value: 0.688951
Iterations 4
boy ~ cmstrtmc
Optimization terminated successfully.
Current function value: 0.693000
Iterations 4
boy ~ cmendmc
Optimization terminated successfully.
Current function value: 0.692993
Iterations 4
boy ~ methhist011
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ methhist012
Optimization terminated successfully.
Current function value: 0.691290
Iterations 4
boy ~ methhist013
Optimization terminated successfully.
Current function value: 0.685641
Iterations 4
boy ~ methhist014
Optimization terminated successfully.
Current function value: 0.519758
Iterations 6
boy ~ cmdatbgn
Optimization terminated successfully.
Current function value: 0.692852
Iterations 3
boy ~ simseq
Optimization terminated successfully.
Current function value: 0.691797
Iterations 3
boy ~ mthusimx01
Optimization terminated successfully.
Current function value: 0.683145
Iterations 4
boy ~ mthusimx02
Optimization terminated successfully.
Current function value: 0.647427
Iterations 5
boy ~ mthusimx03
Optimization terminated successfully.
Current function value: 0.547062
Iterations 5
boy ~ mthusimx04
boy ~ mthusimx26
Optimization terminated successfully.
Current function value: 0.654767
Iterations 4
boy ~ mthusimx27
Optimization terminated successfully.
Current function value: 0.475325
Iterations 7
boy ~ mthusimx28
Optimization terminated successfully.
Current function value: 0.626772
Iterations 6
boy ~ mthusimx29
boy ~ mthusimx54
boy ~ nummult
Optimization terminated successfully.
Current function value: 0.693017
Iterations 3
boy ~ methhist021
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ methhist022
Optimization terminated successfully.
Current function value: 0.691995
Iterations 4
boy ~ methhist023
Optimization terminated successfully.
Current function value: 0.642607
Iterations 5
boy ~ methhist024
Optimization terminated successfully.
Current function value: 0.388940
Iterations 6
boy ~ sameallyear2
Optimization terminated successfully.
Current function value: 0.346574
Iterations 22
boy ~ simseq2
Optimization terminated successfully.
Current function value: 0.692845
Iterations 3
boy ~ mthusimx101
Optimization terminated successfully.
Current function value: 0.649458
Iterations 4
boy ~ mthusimx102
Optimization terminated successfully.
Current function value: 0.660941
Iterations 4
boy ~ mthusimx103
Optimization terminated successfully.
Current function value: 0.601926
Iterations 6
boy ~ mthusimx104
boy ~ mthusimx126
Optimization terminated successfully.
Current function value: 0.652818
Iterations 5
boy ~ mthusimx127
Optimization terminated successfully.
Current function value: 0.591356
Iterations 5
boy ~ mthusimx128
Optimization terminated successfully.
Current function value: 0.455459
Iterations 7
boy ~ mthusimx129
boy ~ mthusimx154
boy ~ nummult2
Optimization terminated successfully.
Current function value: 0.692988
Iterations 3
boy ~ methhist031
Optimization terminated successfully.
Current function value: 0.693013
Iterations 3
boy ~ methhist032
Optimization terminated successfully.
Current function value: 0.692296
Iterations 4
boy ~ methhist033
Optimization terminated successfully.
Current function value: 0.641324
Iterations 5
boy ~ methhist034
Optimization terminated successfully.
Current function value: 0.388940
Iterations 6
boy ~ sameallyear3
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.462098
Iterations: 35
boy ~ simseq3
Optimization terminated successfully.
Current function value: 0.691993
Iterations 3
boy ~ mthusimx201
Optimization terminated successfully.
Current function value: 0.643283
Iterations 5
boy ~ mthusimx202
Optimization terminated successfully.
Current function value: 0.649810
Iterations 4
boy ~ mthusimx203
Optimization terminated successfully.
Current function value: 0.595875
Iterations 5
boy ~ mthusimx204
boy ~ mthusimx226
Optimization terminated successfully.
Current function value: 0.635218
Iterations 5
boy ~ mthusimx227
Optimization terminated successfully.
Current function value: 0.600726
Iterations 5
boy ~ mthusimx228
Optimization terminated successfully.
Current function value: 0.527812
Iterations 7
boy ~ mthusimx229
boy ~ mthusimx251
boy ~ mthusimx253
boy ~ mthusimx254
boy ~ nummult3
Optimization terminated successfully.
Current function value: 0.693007
Iterations 3
boy ~ methhist041
Optimization terminated successfully.
Current function value: 0.693020
Iterations 3
boy ~ methhist042
Optimization terminated successfully.
Current function value: 0.692422
Iterations 3
boy ~ methhist043
Optimization terminated successfully.
Current function value: 0.638637
Iterations 5
boy ~ methhist044
Optimization terminated successfully.
Current function value: 0.437091
Iterations 6
boy ~ sameallyear4
Optimization terminated successfully.
Current function value: 0.346574
Iterations 22
boy ~ simseq4
Optimization terminated successfully.
Current function value: 0.691050
Iterations 3
boy ~ mthusimx301
Optimization terminated successfully.
Current function value: 0.637569
Iterations 5
boy ~ mthusimx302
Optimization terminated successfully.
Current function value: 0.655480
Iterations 4
boy ~ mthusimx303
Optimization terminated successfully.
Current function value: 0.599558
Iterations 5
boy ~ mthusimx304
boy ~ mthusimx326
Optimization terminated successfully.
Current function value: 0.652183
Iterations 4
boy ~ mthusimx327
Optimization terminated successfully.
Current function value: 0.584661
Iterations 5
boy ~ mthusimx328
Optimization terminated successfully.
Current function value: 0.501482
Iterations 7
boy ~ mthusimx329
boy ~ mthusimx354
boy ~ nummult4
Optimization terminated successfully.
Current function value: 0.693028
Iterations 3
boy ~ methhist051
Optimization terminated successfully.
Current function value: 0.693006
Iterations 3
boy ~ methhist052
Optimization terminated successfully.
Current function value: 0.692391
Iterations 3
boy ~ methhist053
Optimization terminated successfully.
Current function value: 0.587222
Iterations 6
boy ~ methhist054
Optimization terminated successfully.
Current function value: 0.326380
Iterations 7
boy ~ simseq5
Optimization terminated successfully.
Current function value: 0.690315
Iterations 4
boy ~ mthusimx401
Optimization terminated successfully.
Current function value: 0.567932
Iterations 5
boy ~ mthusimx402
Optimization terminated successfully.
Current function value: 0.617242
Iterations 5
boy ~ mthusimx403
Optimization terminated successfully.
Current function value: 0.564533
Iterations 6
boy ~ mthusimx426
Optimization terminated successfully.
Current function value: 0.606576
Iterations 5
boy ~ mthusimx427
Optimization terminated successfully.
Current function value: 0.542569
Iterations 5
boy ~ mthusimx428
Optimization terminated successfully.
Current function value: 0.501482
Iterations 7
boy ~ mthusimx429
boy ~ mthusimx454
boy ~ nummult5
Optimization terminated successfully.
Current function value: 0.693020
Iterations 3
boy ~ methhist061
Optimization terminated successfully.
Current function value: 0.693004
Iterations 3
boy ~ methhist062
Optimization terminated successfully.
Current function value: 0.691303
Iterations 4
boy ~ methhist063
Optimization terminated successfully.
Current function value: 0.667321
Iterations 5
boy ~ methhist064
Optimization terminated successfully.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.437091
Iterations 6
boy ~ sameallyear6
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.480723
Iterations: 35
boy ~ simseq6
Optimization terminated successfully.
Current function value: 0.691080
Iterations 3
boy ~ mthusimx501
Optimization terminated successfully.
Current function value: 0.624538
Iterations 5
boy ~ mthusimx502
Optimization terminated successfully.
Current function value: 0.687241
Iterations 4
boy ~ mthusimx503
Optimization terminated successfully.
Current function value: 0.660185
Iterations 4
boy ~ mthusimx504
boy ~ mthusimx526
Optimization terminated successfully.
Current function value: 0.681434
Iterations 4
boy ~ mthusimx527
Optimization terminated successfully.
Current function value: 0.583352
Iterations 6
boy ~ mthusimx528
Optimization terminated successfully.
Current function value: 0.639476
Iterations 5
boy ~ mthusimx529
boy ~ mthusimx554
boy ~ nummult6
Optimization terminated successfully.
Current function value: 0.693022
Iterations 3
boy ~ methhist071
Optimization terminated successfully.
Current function value: 0.693012
Iterations 3
boy ~ methhist072
Optimization terminated successfully.
Current function value: 0.691581
Iterations 4
boy ~ methhist073
Optimization terminated successfully.
Current function value: 0.654777
Iterations 5
boy ~ methhist074
Optimization terminated successfully.
Current function value: 0.437091
Iterations 6
boy ~ simseq7
Optimization terminated successfully.
Current function value: 0.690497
Iterations 3
boy ~ mthusimx601
Optimization terminated successfully.
Current function value: 0.628427
Iterations 5
boy ~ mthusimx602
Optimization terminated successfully.
Current function value: 0.685687
Iterations 4
boy ~ mthusimx603
Optimization terminated successfully.
Current function value: 0.679601
Iterations 4
boy ~ mthusimx604
boy ~ mthusimx626
Optimization terminated successfully.
Current function value: 0.667965
Iterations 4
boy ~ mthusimx627
Optimization terminated successfully.
Current function value: 0.583352
Iterations 6
boy ~ mthusimx628
Optimization terminated successfully.
Current function value: 0.682371
Iterations 4
boy ~ mthusimx629
boy ~ mthusimx654
boy ~ nummult7
Optimization terminated successfully.
Current function value: 0.693020
Iterations 3
boy ~ methhist081
Optimization terminated successfully.
Current function value: 0.692976
Iterations 3
boy ~ methhist082
Optimization terminated successfully.
Current function value: 0.692754
Iterations 3
boy ~ methhist083
Optimization terminated successfully.
Current function value: 0.661386
Iterations 4
boy ~ methhist084
boy ~ sameallyear8
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.480723
Iterations: 35
boy ~ simseq8
Optimization terminated successfully.
Current function value: 0.691775
Iterations 3
boy ~ mthusimx701
Optimization terminated successfully.
Current function value: 0.645832
Iterations 5
boy ~ mthusimx702
Optimization terminated successfully.
Current function value: 0.666735
Iterations 4
boy ~ mthusimx703
Optimization terminated successfully.
Current function value: 0.660185
Iterations 4
boy ~ mthusimx704
boy ~ mthusimx726
Optimization terminated successfully.
Current function value: 0.636456
Iterations 5
boy ~ mthusimx727
Optimization terminated successfully.
Current function value: 0.542297
Iterations 6
boy ~ mthusimx728
Optimization terminated successfully.
Current function value: 0.623292
Iterations 5
boy ~ mthusimx729
boy ~ mthusimx751
boy ~ mthusimx752
boy ~ mthusimx754
boy ~ nummult8
Optimization terminated successfully.
Current function value: 0.693011
Iterations 3
boy ~ methhist091
Optimization terminated successfully.
Current function value: 0.692984
Iterations 3
boy ~ methhist092
Optimization terminated successfully.
Current function value: 0.692324
Iterations 4
boy ~ methhist093
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Optimization terminated successfully.
Current function value: 0.659118
Iterations 4
boy ~ methhist094
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.381909
Iterations: 35
boy ~ simseq9
Optimization terminated successfully.
Current function value: 0.692175
Iterations 3
boy ~ mthusimx801
Optimization terminated successfully.
Current function value: 0.644563
Iterations 4
boy ~ mthusimx802
Optimization terminated successfully.
Current function value: 0.665556
Iterations 4
boy ~ mthusimx803
Optimization terminated successfully.
Current function value: 0.659584
Iterations 4
boy ~ mthusimx826
Optimization terminated successfully.
Current function value: 0.664389
Iterations 4
boy ~ mthusimx827
Optimization terminated successfully.
Current function value: 0.573061
Iterations 6
boy ~ mthusimx828
Optimization terminated successfully.
Current function value: 0.682371
Iterations 4
boy ~ mthusimx829
boy ~ mthusimx854
boy ~ nummult9
Optimization terminated successfully.
Current function value: 0.692992
Iterations 3
boy ~ methhist101
Optimization terminated successfully.
Current function value: 0.693011
Iterations 3
boy ~ methhist102
Optimization terminated successfully.
Current function value: 0.692711
Iterations 3
boy ~ methhist103
Optimization terminated successfully.
Current function value: 0.677506
Iterations 4
boy ~ methhist104
boy ~ simseq10
Optimization terminated successfully.
Current function value: 0.692214
Iterations 3
boy ~ mthusimx901
Optimization terminated successfully.
Current function value: 0.677791
Iterations 4
boy ~ mthusimx902
Optimization terminated successfully.
Current function value: 0.674496
Iterations 4
boy ~ mthusimx903
Optimization terminated successfully.
Current function value: 0.667916
Iterations 4
boy ~ mthusimx926
Optimization terminated successfully.
Current function value: 0.668119
Iterations 4
boy ~ mthusimx927
Optimization terminated successfully.
Current function value: 0.573982
Iterations 6
boy ~ mthusimx928
Optimization terminated successfully.
Current function value: 0.692873
Iterations 3
boy ~ mthusimx929
boy ~ mthusimx954
boy ~ nummult10
Optimization terminated successfully.
Current function value: 0.693017
Iterations 3
boy ~ methhist111
Optimization terminated successfully.
Current function value: 0.692988
Iterations 3
boy ~ methhist112
Optimization terminated successfully.
Current function value: 0.692924
Iterations 3
boy ~ methhist113
Optimization terminated successfully.
Current function value: 0.654739
Iterations 4
boy ~ methhist114
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.381909
Iterations: 35
boy ~ sameallyear11
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.480723
Iterations: 35
boy ~ simseq11
Optimization terminated successfully.
Current function value: 0.691258
Iterations 4
boy ~ mthusimx1001
Optimization terminated successfully.
Current function value: 0.655031
Iterations 4
boy ~ mthusimx1002
Optimization terminated successfully.
Current function value: 0.664251
Iterations 4
boy ~ mthusimx1003
Optimization terminated successfully.
Current function value: 0.636135
Iterations 5
boy ~ mthusimx1026
Optimization terminated successfully.
Current function value: 0.662078
Iterations 4
boy ~ mthusimx1027
Optimization terminated successfully.
Current function value: 0.559085
Iterations 6
boy ~ mthusimx1028
Optimization terminated successfully.
Current function value: 0.675341
Iterations 4
boy ~ mthusimx1029
boy ~ mthusimx1054
boy ~ nummult11
Optimization terminated successfully.
Current function value: 0.693006
Iterations 3
boy ~ methhist121
Optimization terminated successfully.
Current function value: 0.692998
Iterations 3
boy ~ methhist122
Optimization terminated successfully.
Current function value: 0.693039
Iterations 3
boy ~ methhist123
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Optimization terminated successfully.
Current function value: 0.654739
Iterations 4
boy ~ methhist124
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.381909
Iterations: 35
boy ~ simseq12
Optimization terminated successfully.
Current function value: 0.692602
Iterations 3
boy ~ mthusimx1101
Optimization terminated successfully.
Current function value: 0.655443
Iterations 4
boy ~ mthusimx1102
Optimization terminated successfully.
Current function value: 0.656228
Iterations 4
boy ~ mthusimx1103
Optimization terminated successfully.
Current function value: 0.623405
Iterations 5
boy ~ mthusimx1126
Optimization terminated successfully.
Current function value: 0.655001
Iterations 4
boy ~ mthusimx1127
Optimization terminated successfully.
Current function value: 0.560139
Iterations 6
boy ~ mthusimx1128
Optimization terminated successfully.
Current function value: 0.675341
Iterations 4
boy ~ mthusimx1129
boy ~ mthusimx1154
boy ~ nummult12
Optimization terminated successfully.
Current function value: 0.692993
Iterations 3
boy ~ methhist131
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ methhist132
Optimization terminated successfully.
Current function value: 0.691679
Iterations 4
boy ~ methhist133
Optimization terminated successfully.
Current function value: 0.641721
Iterations 5
boy ~ methhist134
boy ~ simseq13
Optimization terminated successfully.
Current function value: 0.691985
Iterations 3
boy ~ mthusimx1201
Optimization terminated successfully.
Current function value: 0.645403
Iterations 4
boy ~ mthusimx1202
Optimization terminated successfully.
Current function value: 0.646806
Iterations 4
boy ~ mthusimx1203
Optimization terminated successfully.
Current function value: 0.616031
Iterations 5
boy ~ mthusimx1226
Optimization terminated successfully.
Current function value: 0.651401
Iterations 4
boy ~ mthusimx1227
Optimization terminated successfully.
Current function value: 0.513925
Iterations 6
boy ~ mthusimx1228
Optimization terminated successfully.
Current function value: 0.658205
Iterations 4
boy ~ mthusimx1229
boy ~ mthusimx1251
boy ~ mthusimx1252
boy ~ mthusimx1254
boy ~ nummult13
Optimization terminated successfully.
Current function value: 0.693006
Iterations 3
boy ~ methhist141
Optimization terminated successfully.
Current function value: 0.692988
Iterations 3
boy ~ methhist142
Optimization terminated successfully.
Current function value: 0.692213
Iterations 4
boy ~ methhist143
Optimization terminated successfully.
Current function value: 0.635292
Iterations 5
boy ~ methhist144
boy ~ sameallyear14
Optimization terminated successfully.
Current function value: 0.560843
Iterations 26
boy ~ simseq14
Optimization terminated successfully.
Current function value: 0.692420
Iterations 3
boy ~ mthusimx1301
Optimization terminated successfully.
Current function value: 0.635059
Iterations 5
boy ~ mthusimx1302
Optimization terminated successfully.
Current function value: 0.638083
Iterations 5
boy ~ mthusimx1303
Optimization terminated successfully.
Current function value: 0.626204
Iterations 5
boy ~ mthusimx1326
Optimization terminated successfully.
Current function value: 0.637929
Iterations 5
boy ~ mthusimx1327
Optimization terminated successfully.
Current function value: 0.490996
Iterations 6
boy ~ mthusimx1328
Optimization terminated successfully.
Current function value: 0.667537
Iterations 4
boy ~ mthusimx1329
boy ~ mthusimx1354
boy ~ nummult14
Optimization terminated successfully.
Current function value: 0.692967
Iterations 3
boy ~ methhist151
Optimization terminated successfully.
Current function value: 0.692996
Iterations 3
boy ~ methhist152
Optimization terminated successfully.
Current function value: 0.689564
Iterations 4
boy ~ methhist153
Optimization terminated successfully.
Current function value: 0.592425
Iterations 5
boy ~ methhist154
boy ~ sameallyear15
Optimization terminated successfully.
Current function value: 0.678765
Iterations 4
boy ~ simseq15
Optimization terminated successfully.
Current function value: 0.692428
Iterations 3
boy ~ mthusimx1401
Optimization terminated successfully.
Current function value: 0.583946
Iterations 5
boy ~ mthusimx1402
Optimization terminated successfully.
Current function value: 0.571499
Iterations 6
boy ~ mthusimx1403
Optimization terminated successfully.
Current function value: 0.626204
Iterations 5
boy ~ mthusimx1426
Optimization terminated successfully.
Current function value: 0.590945
Iterations 5
boy ~ mthusimx1427
Optimization terminated successfully.
Current function value: 0.493499
Iterations 6
boy ~ mthusimx1428
Optimization terminated successfully.
Current function value: 0.667537
Iterations 4
boy ~ mthusimx1429
boy ~ mthusimx1454
boy ~ nummult15
Optimization terminated successfully.
Current function value: 0.692819
Iterations 3
boy ~ methhist161
Optimization terminated successfully.
Current function value: 0.692982
Iterations 3
boy ~ methhist162
Optimization terminated successfully.
Current function value: 0.687671
Iterations 4
boy ~ methhist163
Optimization terminated successfully.
Current function value: 0.600031
Iterations 5
boy ~ methhist164
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.272792
Iterations: 35
boy ~ simseq16
Optimization terminated successfully.
Current function value: 0.692548
Iterations 3
boy ~ mthusimx1501
Optimization terminated successfully.
Current function value: 0.591038
Iterations 5
boy ~ mthusimx1502
Optimization terminated successfully.
Current function value: 0.599567
Iterations 5
boy ~ mthusimx1503
Optimization terminated successfully.
Current function value: 0.627172
Iterations 5
boy ~ mthusimx1526
Optimization terminated successfully.
Current function value: 0.585813
Iterations 5
boy ~ mthusimx1527
Optimization terminated successfully.
Current function value: 0.512188
Iterations 6
boy ~ mthusimx1528
Optimization terminated successfully.
Current function value: 0.614188
Iterations 5
boy ~ mthusimx1529
boy ~ mthusimx1554
boy ~ nummult16
Optimization terminated successfully.
Current function value: 0.692682
Iterations 4
boy ~ methhist171
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ methhist172
Optimization terminated successfully.
Current function value: 0.685676
Iterations 4
boy ~ methhist173
Optimization terminated successfully.
Current function value: 0.599636
Iterations 5
boy ~ methhist174
boy ~ simseq17
Optimization terminated successfully.
Current function value: 0.692462
Iterations 3
boy ~ mthusimx1601
Optimization terminated successfully.
Current function value: 0.589040
Iterations 6
boy ~ mthusimx1602
Optimization terminated successfully.
Current function value: 0.612363
Iterations 5
boy ~ mthusimx1603
Optimization terminated successfully.
Current function value: 0.625811
Iterations 5
boy ~ mthusimx1626
Optimization terminated successfully.
Current function value: 0.610863
Iterations 5
boy ~ mthusimx1627
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.238693
Iterations: 35
boy ~ mthusimx1628
Optimization terminated successfully.
Current function value: 0.664710
Iterations 4
boy ~ mthusimx1629
boy ~ mthusimx1654
boy ~ nummult17
Optimization terminated successfully.
Current function value: 0.692676
Iterations 4
boy ~ methhist181
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ methhist182
Optimization terminated successfully.
Current function value: 0.690024
Iterations 4
boy ~ methhist183
Optimization terminated successfully.
Current function value: 0.614933
Iterations 5
boy ~ methhist184
boy ~ simseq18
Optimization terminated successfully.
Current function value: 0.693137
Iterations 3
boy ~ mthusimx1701
Optimization terminated successfully.
Current function value: 0.609807
Iterations 5
boy ~ mthusimx1702
Optimization terminated successfully.
Current function value: 0.585179
Iterations 6
boy ~ mthusimx1703
Optimization terminated successfully.
Current function value: 0.639957
Iterations 5
boy ~ mthusimx1726
Optimization terminated successfully.
Current function value: 0.616304
Iterations 5
boy ~ mthusimx1727
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.166801
Iterations: 35
boy ~ mthusimx1728
Optimization terminated successfully.
Current function value: 0.664710
Iterations 4
boy ~ mthusimx1729
boy ~ mthusimx1754
boy ~ nummult18
Optimization terminated successfully.
Current function value: 0.692886
Iterations 3
boy ~ methhist191
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ methhist192
Optimization terminated successfully.
Current function value: 0.690722
Iterations 4
boy ~ methhist193
Optimization terminated successfully.
Current function value: 0.636448
Iterations 4
boy ~ methhist194
boy ~ simseq19
Optimization terminated successfully.
Current function value: 0.692962
Iterations 3
boy ~ mthusimx1801
Optimization terminated successfully.
Current function value: 0.602484
Iterations 5
boy ~ mthusimx1802
Optimization terminated successfully.
Current function value: 0.572685
Iterations 6
boy ~ mthusimx1803
Optimization terminated successfully.
Current function value: 0.615690
Iterations 5
boy ~ mthusimx1826
Optimization terminated successfully.
Current function value: 0.544005
Iterations 7
boy ~ mthusimx1827
boy ~ mthusimx1828
boy ~ mthusimx1829
boy ~ mthusimx1854
boy ~ nummult19
Optimization terminated successfully.
Current function value: 0.692867
Iterations 3
boy ~ methhist201
Optimization terminated successfully.
Current function value: 0.693011
Iterations 3
boy ~ methhist202
Optimization terminated successfully.
Current function value: 0.689832
Iterations 4
boy ~ methhist203
Optimization terminated successfully.
Current function value: 0.596808
Iterations 5
boy ~ methhist204
boy ~ simseq20
Optimization terminated successfully.
Current function value: 0.692969
Iterations 3
boy ~ mthusimx1901
Optimization terminated successfully.
Current function value: 0.561366
Iterations 6
boy ~ mthusimx1902
Optimization terminated successfully.
Current function value: 0.565263
Iterations 5
boy ~ mthusimx1903
Optimization terminated successfully.
Current function value: 0.586922
Iterations 5
boy ~ mthusimx1904
boy ~ mthusimx1926
Optimization terminated successfully.
Current function value: 0.520047
Iterations 7
boy ~ mthusimx1927
boy ~ mthusimx1928
boy ~ mthusimx1929
boy ~ mthusimx1954
boy ~ nummult20
Optimization terminated successfully.
Current function value: 0.692886
Iterations 3
boy ~ methhist211
Optimization terminated successfully.
Current function value: 0.692998
Iterations 3
boy ~ methhist212
Optimization terminated successfully.
Current function value: 0.691212
Iterations 4
boy ~ methhist213
Optimization terminated successfully.
Current function value: 0.662478
Iterations 4
boy ~ methhist214
boy ~ simseq21
Optimization terminated successfully.
Current function value: 0.692988
Iterations 3
boy ~ mthusimx2001
Optimization terminated successfully.
Current function value: 0.646789
Iterations 5
boy ~ mthusimx2002
Optimization terminated successfully.
Current function value: 0.634765
Iterations 5
boy ~ mthusimx2003
Optimization terminated successfully.
Current function value: 0.685805
Iterations 4
boy ~ mthusimx2026
Optimization terminated successfully.
Current function value: 0.655901
Iterations 5
boy ~ mthusimx2027
Optimization terminated successfully.
Current function value: 0.570527
Iterations 6
boy ~ mthusimx2028
Optimization terminated successfully.
Current function value: 0.690491
Iterations 4
boy ~ mthusimx2029
boy ~ mthusimx2054
boy ~ nummult21
Optimization terminated successfully.
Current function value: 0.692944
Iterations 3
boy ~ methhist221
Optimization terminated successfully.
Current function value: 0.693002
Iterations 3
boy ~ methhist222
Optimization terminated successfully.
Current function value: 0.690163
Iterations 4
boy ~ methhist223
Optimization terminated successfully.
Current function value: 0.640949
Iterations 4
boy ~ methhist224
boy ~ simseq22
Optimization terminated successfully.
Current function value: 0.692553
Iterations 3
boy ~ mthusimx2101
Optimization terminated successfully.
Current function value: 0.598920
Iterations 6
boy ~ mthusimx2102
Optimization terminated successfully.
Current function value: 0.575448
Iterations 5
boy ~ mthusimx2103
Optimization terminated successfully.
Current function value: 0.598443
Iterations 5
boy ~ mthusimx2104
boy ~ mthusimx2126
Optimization terminated successfully.
Current function value: 0.589615
Iterations 5
boy ~ mthusimx2127
Optimization terminated successfully.
Current function value: 0.513712
Iterations 6
boy ~ mthusimx2128
Optimization terminated successfully.
Current function value: 0.675341
Iterations 4
boy ~ mthusimx2129
boy ~ mthusimx2154
boy ~ nummult22
Optimization terminated successfully.
Current function value: 0.692951
Iterations 3
boy ~ methhist231
Optimization terminated successfully.
Current function value: 0.693012
Iterations 3
boy ~ methhist232
Optimization terminated successfully.
Current function value: 0.689015
Iterations 4
boy ~ methhist233
Optimization terminated successfully.
Current function value: 0.659190
Iterations 4
boy ~ methhist234
boy ~ simseq23
Optimization terminated successfully.
Current function value: 0.692883
Iterations 3
boy ~ mthusimx2201
Optimization terminated successfully.
Current function value: 0.648859
Iterations 5
boy ~ mthusimx2202
Optimization terminated successfully.
Current function value: 0.657697
Iterations 4
boy ~ mthusimx2203
Optimization terminated successfully.
Current function value: 0.657480
Iterations 5
boy ~ mthusimx2204
boy ~ mthusimx2226
Optimization terminated successfully.
Current function value: 0.643820
Iterations 5
boy ~ mthusimx2227
Optimization terminated successfully.
Current function value: 0.524080
Iterations 6
boy ~ mthusimx2228
Optimization terminated successfully.
Current function value: 0.678137
Iterations 4
boy ~ mthusimx2229
boy ~ mthusimx2254
boy ~ nummult23
Optimization terminated successfully.
Current function value: 0.692920
Iterations 3
boy ~ methhist241
Optimization terminated successfully.
Current function value: 0.692996
Iterations 3
boy ~ methhist242
Optimization terminated successfully.
Current function value: 0.690834
Iterations 4
boy ~ methhist243
Optimization terminated successfully.
Current function value: 0.642304
Iterations 4
boy ~ methhist244
boy ~ simseq24
Optimization terminated successfully.
Current function value: 0.691568
Iterations 3
boy ~ mthusimx2301
Optimization terminated successfully.
Current function value: 0.627726
Iterations 5
boy ~ mthusimx2302
Optimization terminated successfully.
Current function value: 0.629696
Iterations 5
boy ~ mthusimx2303
Optimization terminated successfully.
Current function value: 0.664972
Iterations 4
boy ~ mthusimx2304
boy ~ mthusimx2326
Optimization terminated successfully.
Current function value: 0.614762
Iterations 5
boy ~ mthusimx2327
Optimization terminated successfully.
Current function value: 0.534463
Iterations 6
boy ~ mthusimx2328
Optimization terminated successfully.
Current function value: 0.675323
Iterations 4
boy ~ mthusimx2329
boy ~ mthusimx2354
boy ~ nummult24
Optimization terminated successfully.
Current function value: 0.693002
Iterations 3
boy ~ methhist251
Optimization terminated successfully.
Current function value: 0.692971
Iterations 3
boy ~ methhist252
Optimization terminated successfully.
Current function value: 0.692619
Iterations 3
boy ~ methhist253
Optimization terminated successfully.
Current function value: 0.590572
Iterations 5
boy ~ methhist254
boy ~ simseq25
Optimization terminated successfully.
Current function value: 0.693139
Iterations 3
boy ~ mthusimx2401
Optimization terminated successfully.
Current function value: 0.536077
Iterations 6
boy ~ mthusimx2402
Optimization terminated successfully.
Current function value: 0.548834
Iterations 5
boy ~ mthusimx2403
Optimization terminated successfully.
Current function value: 0.484919
Iterations 6
boy ~ mthusimx2404
boy ~ mthusimx2426
Optimization terminated successfully.
Current function value: 0.549966
Iterations 5
boy ~ mthusimx2427
Optimization terminated successfully.
Current function value: 0.590829
Iterations 5
boy ~ mthusimx2428
Optimization terminated successfully.
Current function value: 0.419399
Iterations 6
boy ~ mthusimx2429
boy ~ mthusimx2454
boy ~ nummult25
Optimization terminated successfully.
Current function value: 0.692852
Iterations 3
boy ~ methhist261
Optimization terminated successfully.
Current function value: 0.692974
Iterations 3
boy ~ methhist262
Optimization terminated successfully.
Current function value: 0.692767
Iterations 3
boy ~ methhist263
Optimization terminated successfully.
Current function value: 0.600926
Iterations 5
boy ~ methhist264
boy ~ sameallyear26
Optimization terminated successfully.
Current function value: 0.681961
Iterations 4
boy ~ simseq26
Optimization terminated successfully.
Current function value: 0.693117
Iterations 3
boy ~ mthusimx2501
Optimization terminated successfully.
Current function value: 0.541878
Iterations 6
boy ~ mthusimx2502
Optimization terminated successfully.
Current function value: 0.561624
Iterations 5
boy ~ mthusimx2503
Optimization terminated successfully.
Current function value: 0.501861
Iterations 6
boy ~ mthusimx2504
boy ~ mthusimx2526
Optimization terminated successfully.
Current function value: 0.560189
Iterations 5
boy ~ mthusimx2527
Optimization terminated successfully.
Current function value: 0.590829
Iterations 5
boy ~ mthusimx2528
Optimization terminated successfully.
Current function value: 0.419399
Iterations 6
boy ~ mthusimx2529
boy ~ mthusimx2554
boy ~ nummult26
Optimization terminated successfully.
Current function value: 0.692846
Iterations 3
boy ~ methhist271
Optimization terminated successfully.
Current function value: 0.692966
Iterations 3
boy ~ methhist272
Optimization terminated successfully.
Current function value: 0.692535
Iterations 4
boy ~ methhist273
Optimization terminated successfully.
Current function value: 0.628303
Iterations 5
boy ~ methhist274
boy ~ simseq27
Optimization terminated successfully.
Current function value: 0.692610
Iterations 3
boy ~ mthusimx2601
Optimization terminated successfully.
Current function value: 0.531596
Iterations 6
boy ~ mthusimx2602
Optimization terminated successfully.
Current function value: 0.517362
Iterations 6
boy ~ mthusimx2603
Optimization terminated successfully.
Current function value: 0.531902
Iterations 5
boy ~ mthusimx2604
boy ~ mthusimx2626
Optimization terminated successfully.
Current function value: 0.567181
Iterations 5
boy ~ mthusimx2627
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.272906
Iterations: 35
boy ~ mthusimx2628
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.272792
Iterations: 35
boy ~ mthusimx2629
boy ~ mthusimx2651
boy ~ mthusimx2652
boy ~ mthusimx2653
boy ~ mthusimx2654
boy ~ nummult27
Optimization terminated successfully.
Current function value: 0.692983
Iterations 3
boy ~ methhist281
Optimization terminated successfully.
Current function value: 0.692988
Iterations 3
boy ~ methhist282
Optimization terminated successfully.
Current function value: 0.692536
Iterations 4
boy ~ methhist283
Optimization terminated successfully.
Current function value: 0.606647
Iterations 5
boy ~ methhist284
boy ~ simseq28
Optimization terminated successfully.
Current function value: 0.692797
Iterations 3
boy ~ mthusimx2701
Optimization terminated successfully.
Current function value: 0.572981
Iterations 6
boy ~ mthusimx2702
Optimization terminated successfully.
Current function value: 0.552209
Iterations 5
boy ~ mthusimx2703
Optimization terminated successfully.
Current function value: 0.499320
Iterations 6
boy ~ mthusimx2704
boy ~ mthusimx2726
Optimization terminated successfully.
Current function value: 0.531160
Iterations 5
boy ~ mthusimx2727
Optimization terminated successfully.
Current function value: 0.643536
Iterations 5
boy ~ mthusimx2728
Optimization terminated successfully.
Current function value: 0.593858
Iterations 5
boy ~ mthusimx2729
boy ~ mthusimx2751
boy ~ mthusimx2752
boy ~ mthusimx2753
boy ~ mthusimx2754
boy ~ nummult28
Optimization terminated successfully.
Current function value: 0.692940
Iterations 3
boy ~ methhist291
Optimization terminated successfully.
Current function value: 0.692964
Iterations 4
boy ~ methhist292
Optimization terminated successfully.
Current function value: 0.692236
Iterations 4
boy ~ methhist293
Optimization terminated successfully.
Current function value: 0.630051
Iterations 5
boy ~ methhist294
boy ~ simseq29
Optimization terminated successfully.
Current function value: 0.692541
Iterations 3
boy ~ mthusimx2801
Optimization terminated successfully.
Current function value: 0.614876
Iterations 5
boy ~ mthusimx2802
Optimization terminated successfully.
Current function value: 0.613193
Iterations 5
boy ~ mthusimx2803
Optimization terminated successfully.
Current function value: 0.525191
Iterations 5
boy ~ mthusimx2804
boy ~ mthusimx2826
Optimization terminated successfully.
Current function value: 0.583417
Iterations 5
boy ~ mthusimx2827
Optimization terminated successfully.
Current function value: 0.690111
Iterations 4
boy ~ mthusimx2828
Optimization terminated successfully.
Current function value: 0.599724
Iterations 5
boy ~ mthusimx2829
boy ~ mthusimx2851
boy ~ mthusimx2852
boy ~ mthusimx2853
boy ~ mthusimx2854
boy ~ nummult29
Optimization terminated successfully.
Current function value: 0.692973
Iterations 3
boy ~ methhist301
Optimization terminated successfully.
Current function value: 0.693005
Iterations 3
boy ~ methhist302
Optimization terminated successfully.
Current function value: 0.692356
Iterations 4
boy ~ methhist303
Optimization terminated successfully.
Current function value: 0.604042
Iterations 5
boy ~ methhist304
boy ~ simseq30
Optimization terminated successfully.
Current function value: 0.692885
Iterations 3
boy ~ mthusimx2901
Optimization terminated successfully.
Current function value: 0.579194
Iterations 6
boy ~ mthusimx2902
Optimization terminated successfully.
Current function value: 0.576076
Iterations 5
boy ~ mthusimx2903
Optimization terminated successfully.
Current function value: 0.543297
Iterations 5
boy ~ mthusimx2904
boy ~ mthusimx2926
Optimization terminated successfully.
Current function value: 0.570969
Iterations 5
boy ~ mthusimx2927
Optimization terminated successfully.
Current function value: 0.649232
Iterations 4
boy ~ mthusimx2928
Optimization terminated successfully.
Current function value: 0.550417
Iterations 5
boy ~ mthusimx2929
boy ~ mthusimx2951
boy ~ mthusimx2952
boy ~ mthusimx2953
boy ~ mthusimx2954
boy ~ nummult30
Optimization terminated successfully.
Current function value: 0.692913
Iterations 3
boy ~ methhist311
Optimization terminated successfully.
Current function value: 0.693007
Iterations 3
boy ~ methhist312
Optimization terminated successfully.
Current function value: 0.693127
Iterations 3
boy ~ methhist313
Optimization terminated successfully.
Current function value: 0.635703
Iterations 5
boy ~ methhist314
boy ~ simseq31
Optimization terminated successfully.
Current function value: 0.692692
Iterations 3
boy ~ mthusimx3001
Optimization terminated successfully.
Current function value: 0.587017
Iterations 6
boy ~ mthusimx3002
Optimization terminated successfully.
Current function value: 0.539282
Iterations 6
boy ~ mthusimx3003
Optimization terminated successfully.
Current function value: 0.606371
Iterations 5
boy ~ mthusimx3004
boy ~ mthusimx3026
Optimization terminated successfully.
Current function value: 0.591415
Iterations 5
boy ~ mthusimx3027
Optimization terminated successfully.
Current function value: 0.536223
Iterations 6
boy ~ mthusimx3028
Optimization terminated successfully.
Current function value: 0.646909
Iterations 4
boy ~ mthusimx3029
boy ~ mthusimx3054
boy ~ nummult31
Optimization terminated successfully.
Current function value: 0.692932
Iterations 3
boy ~ methhist321
Optimization terminated successfully.
Current function value: 0.692998
Iterations 3
boy ~ methhist322
Optimization terminated successfully.
Current function value: 0.692877
Iterations 3
boy ~ methhist323
Optimization terminated successfully.
Current function value: 0.568992
Iterations 5
boy ~ methhist324
boy ~ simseq32
Optimization terminated successfully.
Current function value: 0.692668
Iterations 3
boy ~ mthusimx3101
Optimization terminated successfully.
Current function value: 0.560561
Iterations 6
boy ~ mthusimx3102
Optimization terminated successfully.
Current function value: 0.561958
Iterations 5
boy ~ mthusimx3103
Optimization terminated successfully.
Current function value: 0.592847
Iterations 5
boy ~ mthusimx3104
boy ~ mthusimx3126
Optimization terminated successfully.
Current function value: 0.557420
Iterations 5
boy ~ mthusimx3127
Optimization terminated successfully.
Current function value: 0.595787
Iterations 5
boy ~ mthusimx3128
Optimization terminated successfully.
Current function value: 0.691583
Iterations 4
boy ~ mthusimx3129
boy ~ mthusimx3154
boy ~ nummult32
Optimization terminated successfully.
Current function value: 0.692848
Iterations 3
boy ~ methhist331
Optimization terminated successfully.
Current function value: 0.692985
Iterations 3
boy ~ methhist332
Optimization terminated successfully.
Current function value: 0.692414
Iterations 3
boy ~ methhist333
Optimization terminated successfully.
Current function value: 0.572360
Iterations 5
boy ~ methhist334
boy ~ simseq33
Optimization terminated successfully.
Current function value: 0.693082
Iterations 3
boy ~ mthusimx3201
Optimization terminated successfully.
Current function value: 0.523816
Iterations 6
boy ~ mthusimx3202
Optimization terminated successfully.
Current function value: 0.543484
Iterations 6
boy ~ mthusimx3203
Optimization terminated successfully.
Current function value: 0.583457
Iterations 5
boy ~ mthusimx3204
boy ~ mthusimx3226
Optimization terminated successfully.
Current function value: 0.546645
Iterations 5
boy ~ mthusimx3227
Optimization terminated successfully.
Current function value: 0.601712
Iterations 5
boy ~ mthusimx3228
Optimization terminated successfully.
Current function value: 0.691583
Iterations 4
boy ~ mthusimx3229
boy ~ mthusimx3254
boy ~ nummult33
Optimization terminated successfully.
Current function value: 0.692721
Iterations 4
boy ~ methhist341
Optimization terminated successfully.
Current function value: 0.692977
Iterations 3
boy ~ methhist342
Optimization terminated successfully.
Current function value: 0.691341
Iterations 4
boy ~ methhist343
Optimization terminated successfully.
Current function value: 0.543532
Iterations 5
boy ~ methhist344
boy ~ simseq34
Optimization terminated successfully.
Current function value: 0.692807
Iterations 3
boy ~ mthusimx3301
Optimization terminated successfully.
Current function value: 0.545861
Iterations 5
boy ~ mthusimx3302
Optimization terminated successfully.
Current function value: 0.553824
Iterations 5
boy ~ mthusimx3303
Optimization terminated successfully.
Current function value: 0.583457
Iterations 5
boy ~ mthusimx3304
boy ~ mthusimx3326
Optimization terminated successfully.
Current function value: 0.536306
Iterations 5
boy ~ mthusimx3327
Optimization terminated successfully.
Current function value: 0.643529
Iterations 5
boy ~ mthusimx3328
Optimization terminated successfully.
Current function value: 0.691583
Iterations 4
boy ~ mthusimx3329
boy ~ mthusimx3354
boy ~ nummult34
Optimization terminated successfully.
Current function value: 0.692577
Iterations 4
boy ~ methhist351
Optimization terminated successfully.
Current function value: 0.692990
Iterations 3
boy ~ methhist352
Optimization terminated successfully.
Current function value: 0.692026
Iterations 3
boy ~ methhist353
Optimization terminated successfully.
Current function value: 0.525131
Iterations 6
boy ~ methhist354
boy ~ simseq35
Optimization terminated successfully.
Current function value: 0.692969
Iterations 3
boy ~ mthusimx3401
Optimization terminated successfully.
Current function value: 0.511614
Iterations 6
boy ~ mthusimx3402
Optimization terminated successfully.
Current function value: 0.511214
Iterations 6
boy ~ mthusimx3403
Optimization terminated successfully.
Current function value: 0.583457
Iterations 5
boy ~ mthusimx3404
boy ~ mthusimx3426
Optimization terminated successfully.
Current function value: 0.497925
Iterations 6
boy ~ mthusimx3427
Optimization terminated successfully.
Current function value: 0.617654
Iterations 5
boy ~ mthusimx3428
Optimization terminated successfully.
Current function value: 0.691583
Iterations 4
boy ~ mthusimx3429
boy ~ mthusimx3454
boy ~ nummult35
Optimization terminated successfully.
Current function value: 0.692676
Iterations 4
boy ~ methhist361
Optimization terminated successfully.
Current function value: 0.692992
Iterations 3
boy ~ methhist362
Optimization terminated successfully.
Current function value: 0.692369
Iterations 3
boy ~ methhist363
Optimization terminated successfully.
Current function value: 0.568472
Iterations 6
boy ~ methhist364
boy ~ simseq36
Optimization terminated successfully.
Current function value: 0.692766
Iterations 3
boy ~ mthusimx3501
Optimization terminated successfully.
Current function value: 0.619295
Iterations 5
boy ~ mthusimx3502
Optimization terminated successfully.
Current function value: 0.624995
Iterations 5
boy ~ mthusimx3503
Optimization terminated successfully.
Current function value: 0.637439
Iterations 5
boy ~ mthusimx3526
Optimization terminated successfully.
Current function value: 0.593069
Iterations 5
boy ~ mthusimx3527
Optimization terminated successfully.
Current function value: 0.619984
Iterations 5
boy ~ mthusimx3528
Optimization terminated successfully.
Current function value: 0.691583
Iterations 4
boy ~ mthusimx3529
boy ~ mthusimx3554
boy ~ nummult36
Optimization terminated successfully.
Current function value: 0.692781
Iterations 3
boy ~ methhist371
Optimization terminated successfully.
Current function value: 0.693023
Iterations 3
boy ~ methhist372
Optimization terminated successfully.
Current function value: 0.692599
Iterations 3
boy ~ methhist373
Optimization terminated successfully.
Current function value: 0.606841
Iterations 5
boy ~ methhist374
boy ~ simseq37
Optimization terminated successfully.
Current function value: 0.691978
Iterations 4
boy ~ mthusimx3601
Optimization terminated successfully.
Current function value: 0.606459
Iterations 5
boy ~ mthusimx3602
Optimization terminated successfully.
Current function value: 0.620842
Iterations 5
boy ~ mthusimx3603
Optimization terminated successfully.
Current function value: 0.662483
Iterations 4
boy ~ mthusimx3626
Optimization terminated successfully.
Current function value: 0.604125
Iterations 5
boy ~ mthusimx3627
Optimization terminated successfully.
Current function value: 0.642769
Iterations 5
boy ~ mthusimx3628
Optimization terminated successfully.
Current function value: 0.691583
Iterations 4
boy ~ mthusimx3629
boy ~ mthusimx3654
boy ~ nummult37
Optimization terminated successfully.
Current function value: 0.692807
Iterations 3
boy ~ methhist381
Optimization terminated successfully.
Current function value: 0.693027
Iterations 3
boy ~ methhist382
Optimization terminated successfully.
Current function value: 0.691818
Iterations 4
boy ~ methhist383
Optimization terminated successfully.
Current function value: 0.574654
Iterations 5
boy ~ methhist384
boy ~ simseq38
Optimization terminated successfully.
Current function value: 0.693017
Iterations 3
boy ~ mthusimx3701
Optimization terminated successfully.
Current function value: 0.573486
Iterations 5
boy ~ mthusimx3702
Optimization terminated successfully.
Current function value: 0.577544
Iterations 5
boy ~ mthusimx3703
Optimization terminated successfully.
Current function value: 0.502466
Iterations 7
boy ~ mthusimx3726
Optimization terminated successfully.
Current function value: 0.573425
Iterations 5
boy ~ mthusimx3727
Optimization terminated successfully.
Current function value: 0.665993
Iterations 5
boy ~ mthusimx3728
Optimization terminated successfully.
Current function value: 0.602061
Iterations 6
boy ~ mthusimx3729
boy ~ mthusimx3754
boy ~ nummult38
Optimization terminated successfully.
Current function value: 0.692754
Iterations 4
boy ~ methhist391
Optimization terminated successfully.
Current function value: 0.693027
Iterations 3
boy ~ methhist392
Optimization terminated successfully.
Current function value: 0.691587
Iterations 4
boy ~ methhist393
Optimization terminated successfully.
Current function value: 0.533129
Iterations 5
boy ~ methhist394
boy ~ simseq39
Optimization terminated successfully.
Current function value: 0.692981
Iterations 3
boy ~ mthusimx3801
Optimization terminated successfully.
Current function value: 0.547150
Iterations 5
boy ~ mthusimx3802
Optimization terminated successfully.
Current function value: 0.543574
Iterations 5
boy ~ mthusimx3803
Optimization terminated successfully.
Current function value: 0.555956
Iterations 5
boy ~ mthusimx3804
boy ~ mthusimx3826
Optimization terminated successfully.
Current function value: 0.537547
Iterations 5
boy ~ mthusimx3827
Optimization terminated successfully.
Current function value: 0.652972
Iterations 5
boy ~ mthusimx3828
Optimization terminated successfully.
Current function value: 0.608154
Iterations 6
boy ~ mthusimx3829
boy ~ mthusimx3854
boy ~ nummult39
Optimization terminated successfully.
Current function value: 0.692673
Iterations 4
boy ~ methhist401
Optimization terminated successfully.
Current function value: 0.693003
Iterations 3
boy ~ methhist402
Optimization terminated successfully.
Current function value: 0.692610
Iterations 3
boy ~ methhist403
Optimization terminated successfully.
Current function value: 0.470319
Iterations 6
boy ~ methhist404
boy ~ simseq40
Optimization terminated successfully.
Current function value: 0.693057
Iterations 3
boy ~ mthusimx3901
Optimization terminated successfully.
Current function value: 0.521680
Iterations 5
boy ~ mthusimx3902
Optimization terminated successfully.
Current function value: 0.450457
Iterations 6
boy ~ mthusimx3903
Optimization terminated successfully.
Current function value: 0.454770
Iterations 6
boy ~ mthusimx3904
boy ~ mthusimx3926
Optimization terminated successfully.
Current function value: 0.529687
Iterations 5
boy ~ mthusimx3927
Optimization terminated successfully.
Current function value: 0.529792
Iterations 6
boy ~ mthusimx3928
Optimization terminated successfully.
Current function value: 0.569589
Iterations 6
boy ~ mthusimx3929
boy ~ mthusimx3954
boy ~ nummult40
Optimization terminated successfully.
Current function value: 0.692723
Iterations 4
boy ~ methhist411
Optimization terminated successfully.
Current function value: 0.693079
Iterations 3
boy ~ methhist412
Optimization terminated successfully.
Current function value: 0.691026
Iterations 4
boy ~ methhist413
Optimization terminated successfully.
Current function value: 0.458021
Iterations 6
boy ~ methhist414
boy ~ sameallyear41
boy ~ simseq41
Optimization terminated successfully.
Current function value: 0.692839
Iterations 3
boy ~ mthusimx4001
Optimization terminated successfully.
Current function value: 0.462748
Iterations 6
boy ~ mthusimx4002
Optimization terminated successfully.
Current function value: 0.464364
Iterations 6
boy ~ mthusimx4003
Optimization terminated successfully.
Current function value: 0.481768
Iterations 6
boy ~ mthusimx4004
boy ~ mthusimx4026
Optimization terminated successfully.
Current function value: 0.471224
Iterations 6
boy ~ mthusimx4027
Optimization terminated successfully.
Current function value: 0.512629
Iterations 6
boy ~ mthusimx4028
Optimization terminated successfully.
Current function value: 0.569589
Iterations 6
boy ~ mthusimx4029
boy ~ mthusimx4054
boy ~ nummult41
Optimization terminated successfully.
Current function value: 0.692678
Iterations 4
boy ~ methhist421
Optimization terminated successfully.
Current function value: 0.693108
Iterations 3
boy ~ methhist422
Optimization terminated successfully.
Current function value: 0.692758
Iterations 3
boy ~ methhist423
Optimization terminated successfully.
Current function value: 0.508251
Iterations 6
boy ~ sameallyear42
boy ~ simseq42
Optimization terminated successfully.
Current function value: 0.693093
Iterations 3
boy ~ mthusimx4101
Optimization terminated successfully.
Current function value: 0.500976
Iterations 6
boy ~ mthusimx4102
Optimization terminated successfully.
Current function value: 0.463189
Iterations 6
boy ~ mthusimx4103
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.417304
Iterations: 35
boy ~ mthusimx4126
Optimization terminated successfully.
Current function value: 0.479030
Iterations 5
boy ~ mthusimx4127
Optimization terminated successfully.
Current function value: 0.552808
Iterations 5
boy ~ mthusimx4129
boy ~ mthusimx4154
boy ~ nummult42
Optimization terminated successfully.
Current function value: 0.692915
Iterations 3
boy ~ methhist431
Optimization terminated successfully.
Current function value: 0.693126
Iterations 3
boy ~ methhist432
Optimization terminated successfully.
Current function value: 0.690710
Iterations 3
boy ~ methhist433
Optimization terminated successfully.
Current function value: 0.569118
Iterations 5
boy ~ sameallyear43
boy ~ simseq43
Optimization terminated successfully.
Current function value: 0.691723
Iterations 3
boy ~ mthusimx4201
Optimization terminated successfully.
Current function value: 0.561929
Iterations 5
boy ~ mthusimx4202
Optimization terminated successfully.
Current function value: 0.542725
Iterations 5
boy ~ mthusimx4203
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.357430
Iterations: 35
boy ~ mthusimx4226
Optimization terminated successfully.
Current function value: 0.543330
Iterations 5
boy ~ mthusimx4227
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.277259
Iterations: 35
boy ~ mthusimx4228
boy ~ mthusimx4229
boy ~ mthusimx4254
boy ~ nummult43
Optimization terminated successfully.
Current function value: 0.692830
Iterations 4
boy ~ methhist441
Optimization terminated successfully.
Current function value: 0.693077
Iterations 3
boy ~ methhist442
Optimization terminated successfully.
Current function value: 0.693028
Iterations 3
boy ~ methhist443
Optimization terminated successfully.
Current function value: 0.560003
Iterations 5
boy ~ methhist444
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.305914
Iterations: 35
boy ~ sameallyear44
boy ~ simseq44
Optimization terminated successfully.
Current function value: 0.693057
Iterations 3
boy ~ mthusimx4301
Optimization terminated successfully.
Current function value: 0.545566
Iterations 5
boy ~ mthusimx4302
Optimization terminated successfully.
Current function value: 0.503588
Iterations 6
boy ~ mthusimx4303
Optimization terminated successfully.
Current function value: 0.557861
Iterations 5
boy ~ mthusimx4326
Optimization terminated successfully.
Current function value: 0.499802
Iterations 6
boy ~ mthusimx4327
boy ~ mthusimx4328
boy ~ mthusimx4329
boy ~ mthusimx4354
boy ~ nummult44
Optimization terminated successfully.
Current function value: 0.693060
Iterations 3
boy ~ methhist451
Optimization terminated successfully.
Current function value: 0.693051
Iterations 3
boy ~ methhist452
Optimization terminated successfully.
Current function value: 0.693088
Iterations 3
boy ~ methhist453
Optimization terminated successfully.
Current function value: 0.480764
Iterations 6
boy ~ sameallyear45
boy ~ simseq45
Optimization terminated successfully.
Current function value: 0.692604
Iterations 3
boy ~ mthusimx4401
Optimization terminated successfully.
Current function value: 0.472270
Iterations 6
boy ~ mthusimx4402
Optimization terminated successfully.
Current function value: 0.400083
Iterations 6
boy ~ mthusimx4403
Optimization terminated successfully.
Current function value: 0.310649
Iterations 7
boy ~ mthusimx4426
Optimization terminated successfully.
Current function value: 0.434333
Iterations 6
boy ~ mthusimx4427
Optimization terminated successfully.
Current function value: 0.529111
Iterations 5
boy ~ mthusimx4428
Optimization terminated successfully.
Current function value: 0.547475
Iterations 5
boy ~ mthusimx4429
boy ~ mthusimx4454
boy ~ nummult45
Optimization terminated successfully.
Current function value: 0.692915
Iterations 3
boy ~ methhist461
Optimization terminated successfully.
Current function value: 0.692830
Iterations 4
boy ~ methhist462
Optimization terminated successfully.
Current function value: 0.688763
Iterations 4
boy ~ methhist463
Optimization terminated successfully.
Current function value: 0.415971
Iterations 8
boy ~ sameallyear46
boy ~ simseq46
Optimization terminated successfully.
Current function value: 0.692035
Iterations 4
boy ~ mthusimx4501
Optimization terminated successfully.
Current function value: 0.465749
Iterations 6
boy ~ mthusimx4502
Optimization terminated successfully.
Current function value: 0.446304
Iterations 6
boy ~ mthusimx4503
Optimization terminated successfully.
Current function value: 0.432239
Iterations 8
boy ~ mthusimx4526
Optimization terminated successfully.
Current function value: 0.448132
Iterations 6
boy ~ mthusimx4527
boy ~ mthusimx4528
boy ~ mthusimx4529
boy ~ mthusimx4554
boy ~ nummult46
Optimization terminated successfully.
Current function value: 0.692626
Iterations 4
boy ~ methhist471
Optimization terminated successfully.
Current function value: 0.692941
Iterations 4
boy ~ methhist472
Optimization terminated successfully.
Current function value: 0.689978
Iterations 4
boy ~ methhist473
Optimization terminated successfully.
Current function value: 0.462446
Iterations 6
boy ~ methhist474
boy ~ sameallyear47
boy ~ simseq47
Optimization terminated successfully.
Current function value: 0.687985
Iterations 4
boy ~ mthusimx4601
Optimization terminated successfully.
Current function value: 0.416511
Iterations 7
boy ~ mthusimx4602
Optimization terminated successfully.
Current function value: 0.407916
Iterations 6
boy ~ mthusimx4603
Optimization terminated successfully.
Current function value: 0.448339
Iterations 6
boy ~ mthusimx4604
boy ~ mthusimx4626
Optimization terminated successfully.
Current function value: 0.410116
Iterations 6
boy ~ mthusimx4627
boy ~ mthusimx4628
boy ~ mthusimx4629
boy ~ mthusimx4654
boy ~ nummult47
Optimization terminated successfully.
Current function value: 0.692734
Iterations 4
boy ~ methhist481
Optimization terminated successfully.
Current function value: 0.692951
Iterations 4
boy ~ methhist482
Optimization terminated successfully.
Current function value: 0.691339
Iterations 3
boy ~ methhist483
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.173945
Iterations: 35
boy ~ sameallyear48
boy ~ simseq48
Optimization terminated successfully.
Current function value: 0.682385
Iterations 4
boy ~ mthusimx4702
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.173595
Iterations: 35
boy ~ mthusimx4703
boy ~ mthusimx4726
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.227456
Iterations: 35
boy ~ mthusimx4727
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.381909
Iterations: 35
boy ~ mthusimx4728
boy ~ mthusimx4729
boy ~ mthusimx4754
boy ~ nummult48
Optimization terminated successfully.
Current function value: 0.692877
Iterations 4
boy ~ methhist491
Optimization terminated successfully.
Current function value: 0.692987
Iterations 3
boy ~ methhist492
Optimization terminated successfully.
Current function value: 0.690314
Iterations 4
boy ~ simseq49
Optimization terminated successfully.
Current function value: 0.689740
Iterations 4
boy ~ mthusimx4827
boy ~ mthusimx4828
boy ~ mthusimx4829
boy ~ mthusimx4851
boy ~ mthusimx4852
boy ~ mthusimx4853
boy ~ mthusimx4854
boy ~ nummult49
Optimization terminated successfully.
Current function value: 0.692715
Iterations 4
boy ~ methhist501
Optimization terminated successfully.
Current function value: 0.692808
Iterations 3
boy ~ methhist502
Optimization terminated successfully.
Current function value: 0.637583
Iterations 5
boy ~ sameallyear50
boy ~ simseq50
Optimization terminated successfully.
Current function value: 0.687679
Iterations 4
boy ~ mthusimx4927
boy ~ mthusimx4928
boy ~ mthusimx4929
boy ~ mthusimx4951
boy ~ mthusimx4952
boy ~ mthusimx4953
boy ~ mthusimx4954
boy ~ nummult50
Optimization terminated successfully.
Current function value: 0.689590
Iterations 5
boy ~ methhist511
Optimization terminated successfully.
Current function value: 0.685374
Iterations 4
boy ~ methhist513
boy ~ methhist514
boy ~ sameallyear51
boy ~ mthusimx5001
boy ~ mthusimx5002
boy ~ mthusimx5003
boy ~ mthusimx5004
boy ~ mthusimx5026
boy ~ mthusimx5027
boy ~ mthusimx5028
boy ~ mthusimx5029
boy ~ mthusimx5051
boy ~ mthusimx5052
boy ~ mthusimx5053
boy ~ mthusimx5054
boy ~ nummult51
Optimization terminated successfully.
Current function value: 0.684537
Iterations 4
boy ~ currmeth1
Optimization terminated successfully.
Current function value: 0.693002
Iterations 3
boy ~ currmeth2
Optimization terminated successfully.
Current function value: 0.692239
Iterations 4
boy ~ currmeth3
Optimization terminated successfully.
Current function value: 0.582306
Iterations 5
boy ~ lastmonmeth1
Optimization terminated successfully.
Current function value: 0.693014
Iterations 3
boy ~ lastmonmeth2
Optimization terminated successfully.
Current function value: 0.693023
Iterations 3
boy ~ lastmonmeth3
Optimization terminated successfully.
Current function value: 0.605771
Iterations 5
boy ~ lastmonmeth4
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.305914
Iterations: 35
boy ~ uselstp
Optimization terminated successfully.
Current function value: 0.692959
Iterations 3
boy ~ lstmthp11
Optimization terminated successfully.
Current function value: 0.692881
Iterations 3
boy ~ lstmthp12
Optimization terminated successfully.
Current function value: 0.692373
Iterations 3
boy ~ lstmthp13
Optimization terminated successfully.
Current function value: 0.502896
Iterations 6
boy ~ lstmthp14
boy ~ usefstp
Optimization terminated successfully.
Current function value: 0.692681
Iterations 3
boy ~ fstmthp11
Optimization terminated successfully.
Current function value: 0.692233
Iterations 4
boy ~ fstmthp12
Optimization terminated successfully.
Current function value: 0.693127
Iterations 3
boy ~ fstmthp13
Optimization terminated successfully.
Current function value: 0.652370
Iterations 6
boy ~ uselstp2
Optimization terminated successfully.
Current function value: 0.691382
Iterations 4
boy ~ lstmthp21
Optimization terminated successfully.
Current function value: 0.692802
Iterations 3
boy ~ lstmthp22
Optimization terminated successfully.
Current function value: 0.685249
Iterations 4
boy ~ lstmthp24
boy ~ usefstp2
Optimization terminated successfully.
Current function value: 0.693033
Iterations 3
boy ~ fstmthp21
Optimization terminated successfully.
Current function value: 0.692962
Iterations 3
boy ~ fstmthp22
Optimization terminated successfully.
Current function value: 0.686872
Iterations 4
boy ~ fstmthp24
boy ~ uselstp3
Optimization terminated successfully.
Current function value: 0.687889
Iterations 4
boy ~ lstmthp31
Optimization terminated successfully.
Current function value: 0.686663
Iterations 4
boy ~ lstmthp32
Optimization terminated successfully.
Current function value: 0.685405
Iterations 4
boy ~ lstmthp33
boy ~ lstmthp34
boy ~ usefstp3
Optimization terminated successfully.
Current function value: 0.687872
Iterations 4
boy ~ fstmthp31
Optimization terminated successfully.
Current function value: 0.684279
Iterations 4
boy ~ fstmthp32
Optimization terminated successfully.
Current function value: 0.667963
Iterations 4
boy ~ fstmthp33
boy ~ fstmthp34
boy ~ wynotuse
Optimization terminated successfully.
Current function value: 0.689233
Iterations 4
boy ~ hppregq
Optimization terminated successfully.
Current function value: 0.691870
Iterations 3
boy ~ durtry_n
Optimization terminated successfully.
Current function value: 0.681480
Iterations 4
boy ~ durtry_p
Optimization terminated successfully.
Current function value: 0.684340
Iterations 4
boy ~ numplac1
Optimization terminated successfully.
Current function value: 0.693102
Iterations 3
boy ~ numplac2
Optimization terminated successfully.
Current function value: 0.692746
Iterations 3
boy ~ placcur1
Optimization terminated successfully.
Current function value: 0.693026
Iterations 4
boy ~ placcur2
Warning: Maximum number of iterations has been exceeded.
Current function value: 15.508173
Iterations: 35
boy ~ placcur3
boy ~ placcur4
boy ~ placcur9
Optimization terminated successfully.
Current function value: 0.690445
Iterations 4
boy ~ placcur10
Optimization terminated successfully.
Current function value: 0.674270
Iterations 4
boy ~ placcur11
boy ~ placcur12
boy ~ yusepill1
Optimization terminated successfully.
Current function value: 0.692293
Iterations 3
boy ~ yusepill2
Optimization terminated successfully.
Current function value: 0.690172
Iterations 4
boy ~ yusepill3
Optimization terminated successfully.
Current function value: 0.686833
Iterations 4
boy ~ yusepill4
Optimization terminated successfully.
Current function value: 0.613187
Iterations 5
boy ~ yusepill5
boy ~ typepill2
Optimization terminated successfully.
Current function value: 0.692080
Iterations 3
boy ~ pst4wksx
Optimization terminated successfully.
Current function value: 0.692983
Iterations 3
boy ~ pswkcond1
Optimization terminated successfully.
Current function value: 0.692268
Iterations 3
boy ~ pswkcond2
Optimization terminated successfully.
Current function value: 0.693046
Iterations 3
boy ~ p12mocon
Optimization terminated successfully.
Current function value: 0.692946
Iterations 3
boy ~ bthcon12
Optimization terminated successfully.
Current function value: 0.692982
Iterations 3
boy ~ medtst12
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ bccns12
Optimization terminated successfully.
Current function value: 0.692990
Iterations 3
boy ~ stcns12
Optimization terminated successfully.
Current function value: 0.693008
Iterations 3
boy ~ emcon12
Optimization terminated successfully.
Current function value: 0.688116
Iterations 4
boy ~ eccns12
Optimization terminated successfully.
Current function value: 0.692988
Iterations 3
boy ~ follow12
Optimization terminated successfully.
Current function value: 0.692706
Iterations 4
boy ~ prgtst12
Optimization terminated successfully.
Current function value: 0.692934
Iterations 3
boy ~ abort12
Optimization terminated successfully.
Current function value: 0.692629
Iterations 4
boy ~ pap12
Optimization terminated successfully.
Current function value: 0.692782
Iterations 3
boy ~ pelvic12
Optimization terminated successfully.
Current function value: 0.692888
Iterations 3
boy ~ prenat12
Optimization terminated successfully.
Current function value: 0.692885
Iterations 3
boy ~ partum12
Optimization terminated successfully.
Current function value: 0.692412
Iterations 3
boy ~ stdtst12
Optimization terminated successfully.
Current function value: 0.692739
Iterations 3
boy ~ numbcvis
Optimization terminated successfully.
Current function value: 0.692673
Iterations 3
boy ~ bc12plcx
Optimization terminated successfully.
Current function value: 0.691916
Iterations 4
boy ~ bc12plcx2
Optimization terminated successfully.
Current function value: 0.692520
Iterations 3
boy ~ bc12plcx3
Optimization terminated successfully.
Current function value: 0.691327
Iterations 4
boy ~ bc12plcx4
Optimization terminated successfully.
Current function value: 0.692535
Iterations 4
boy ~ bc12plcx5
Optimization terminated successfully.
Current function value: 0.644561
Iterations 4
boy ~ bc12plcx6
Optimization terminated successfully.
Current function value: 0.680452
Iterations 4
boy ~ bc12plcx7
Optimization terminated successfully.
Current function value: 0.692525
Iterations 3
boy ~ bc12plcx8
Optimization terminated successfully.
Current function value: 0.655890
Iterations 5
boy ~ bc12plcx9
Optimization terminated successfully.
Current function value: 0.693072
Iterations 3
boy ~ bc12plcx10
Optimization terminated successfully.
Current function value: 0.692955
Iterations 3
boy ~ bc12plcx11
Optimization terminated successfully.
Current function value: 0.692496
Iterations 3
boy ~ bc12plcx12
Optimization terminated successfully.
Current function value: 0.691977
Iterations 3
boy ~ bc12plcx13
Optimization terminated successfully.
Current function value: 0.692486
Iterations 3
boy ~ bc12plcx14
Optimization terminated successfully.
Current function value: 0.692399
Iterations 3
boy ~ pgtstbc2
Optimization terminated successfully.
Current function value: 0.692898
Iterations 3
boy ~ papplbc2
Optimization terminated successfully.
Current function value: 0.692624
Iterations 3
boy ~ pappelec
Optimization terminated successfully.
Current function value: 0.692795
Iterations 3
boy ~ stdtscon
Optimization terminated successfully.
Current function value: 0.691971
Iterations 3
boy ~ bc12pay11
Optimization terminated successfully.
Current function value: 0.692916
Iterations 3
boy ~ bc12pay12
Optimization terminated successfully.
Current function value: 0.692003
Iterations 4
boy ~ bc12pay13
Optimization terminated successfully.
Current function value: 0.488094
Iterations 6
boy ~ bc12pay21
Optimization terminated successfully.
Current function value: 0.692286
Iterations 3
boy ~ bc12pay22
Optimization terminated successfully.
Current function value: 0.689931
Iterations 4
boy ~ bc12pay31
Optimization terminated successfully.
Current function value: 0.692679
Iterations 3
boy ~ bc12pay32
Optimization terminated successfully.
Current function value: 0.690080
Iterations 4
boy ~ bc12pay33
boy ~ bc12pay41
Optimization terminated successfully.
Current function value: 0.692810
Iterations 3
boy ~ bc12pay42
Optimization terminated successfully.
Current function value: 0.690703
Iterations 4
boy ~ bc12pay43
boy ~ bc12pay51
Optimization terminated successfully.
Current function value: 0.642923
Iterations 5
boy ~ bc12pay52
boy ~ bc12pay53
boy ~ bc12pay61
Optimization terminated successfully.
Current function value: 0.673079
Iterations 4
boy ~ bc12pay62
Optimization terminated successfully.
Current function value: 0.693147
Iterations 1
boy ~ bc12pay63
boy ~ bc12pay71
Optimization terminated successfully.
Current function value: 0.690879
Iterations 4
boy ~ bc12pay72
Optimization terminated successfully.
Current function value: 0.690179
Iterations 4
boy ~ bc12pay73
boy ~ bc12pay81
Optimization terminated successfully.
Current function value: 0.657058
Iterations 4
boy ~ bc12pay82
Optimization terminated successfully.
Current function value: 0.550426
Iterations 5
boy ~ bc12pay91
Optimization terminated successfully.
Current function value: 0.691998
Iterations 3
boy ~ bc12pay92
Optimization terminated successfully.
Current function value: 0.692711
Iterations 4
boy ~ bc12pay93
boy ~ bc12pay101
Optimization terminated successfully.
Current function value: 0.691371
Iterations 3
boy ~ bc12pay102
Optimization terminated successfully.
Current function value: 0.692180
Iterations 3
boy ~ bc12pay103
boy ~ bc12pay111
Optimization terminated successfully.
Current function value: 0.688330
Iterations 4
boy ~ bc12pay112
Optimization terminated successfully.
Current function value: 0.688947
Iterations 4
boy ~ bc12pay121
Optimization terminated successfully.
Current function value: 0.690384
Iterations 4
boy ~ bc12pay122
Optimization terminated successfully.
Current function value: 0.684126
Iterations 4
boy ~ bc12pay131
Optimization terminated successfully.
Current function value: 0.686940
Iterations 4
boy ~ bc12pay132
Optimization terminated successfully.
Current function value: 0.684652
Iterations 4
boy ~ bc12pay133
boy ~ bc12pay141
Optimization terminated successfully.
Current function value: 0.692393
Iterations 3
boy ~ bc12pay142
Optimization terminated successfully.
Current function value: 0.692355
Iterations 3
boy ~ bc12pay143
Optimization terminated successfully.
Current function value: 0.566536
Iterations 5
boy ~ regcar12
Optimization terminated successfully.
Current function value: 0.688881
Iterations 4
boy ~ regcar13
Optimization terminated successfully.
Current function value: 0.679978
Iterations 5
boy ~ regcar14
Optimization terminated successfully.
Current function value: 0.681654
Iterations 5
boy ~ regcar15
Optimization terminated successfully.
Current function value: 0.674993
Iterations 5
boy ~ regcar16
Optimization terminated successfully.
Current function value: 0.649276
Iterations 5
boy ~ regcar17
Optimization terminated successfully.
Current function value: 0.637551
Iterations 6
boy ~ regcar18
Optimization terminated successfully.
Current function value: 0.692312
Iterations 4
boy ~ regcar19
Optimization terminated successfully.
Current function value: 0.657713
Iterations 4
boy ~ regcar20
Optimization terminated successfully.
Current function value: 0.692850
Iterations 3
boy ~ regcar21
Optimization terminated successfully.
Current function value: 0.692960
Iterations 3
boy ~ regcar22
Optimization terminated successfully.
Current function value: 0.689261
Iterations 4
boy ~ regcar23
Optimization terminated successfully.
Current function value: 0.688476
Iterations 4
boy ~ regcar24
Optimization terminated successfully.
Current function value: 0.688793
Iterations 4
boy ~ regcar25
Optimization terminated successfully.
Current function value: 0.691832
Iterations 3
boy ~ stclsame
Optimization terminated successfully.
Current function value: 0.692039
Iterations 4
boy ~ stregcar
Optimization terminated successfully.
Current function value: 0.691851
Iterations 3
boy ~ fcondom
Optimization terminated successfully.
Current function value: 0.692328
Iterations 3
boy ~ ffoam
Optimization terminated successfully.
Current function value: 0.692972
Iterations 3
boy ~ foral
Optimization terminated successfully.
Current function value: 0.692868
Iterations 3
boy ~ roral
Optimization terminated successfully.
Current function value: 0.692890
Iterations 3
boy ~ slscsrv
Optimization terminated successfully.
Current function value: 0.688188
Iterations 4
boy ~ fstsvc12
Optimization terminated successfully.
Current function value: 0.692963
Iterations 3
boy ~ cmfstsvc
Optimization terminated successfully.
Current function value: 0.692272
Iterations 3
boy ~ b4afstin
Optimization terminated successfully.
Current function value: 0.687202
Iterations 4
boy ~ tmaftin
Optimization terminated successfully.
Current function value: 0.563391
Iterations 6
boy ~ bcplcfst
Optimization terminated successfully.
Current function value: 0.691417
Iterations 5
boy ~ everfpc
Optimization terminated successfully.
Current function value: 0.692622
Iterations 3
boy ~ kndmdhlp
Optimization terminated successfully.
Current function value: 0.693112
Iterations 3
boy ~ rwant
Optimization terminated successfully.
Current function value: 0.692927
Iterations 3
boy ~ probwant
Optimization terminated successfully.
Current function value: 0.690507
Iterations 3
boy ~ pwant
Optimization terminated successfully.
Current function value: 0.692893
Iterations 3
boy ~ jintend
Optimization terminated successfully.
Current function value: 0.692517
Iterations 3
boy ~ jsureint
Optimization terminated successfully.
Current function value: 0.693131
Iterations 3
boy ~ jintendn
Optimization terminated successfully.
Current function value: 0.692405
Iterations 3
boy ~ jexpectl
Optimization terminated successfully.
Current function value: 0.674088
Iterations 4
boy ~ jexpects
Optimization terminated successfully.
Current function value: 0.611854
Iterations 5
boy ~ intend
Optimization terminated successfully.
Current function value: 0.692784
Iterations 3
boy ~ sureint
Optimization terminated successfully.
Current function value: 0.692560
Iterations 3
boy ~ intendn
Optimization terminated successfully.
Current function value: 0.692475
Iterations 4
boy ~ expectl
Optimization terminated successfully.
Current function value: 0.664358
Iterations 5
boy ~ expects
Optimization terminated successfully.
Current function value: 0.687516
Iterations 4
boy ~ hlpprg
Optimization terminated successfully.
Current function value: 0.692805
Iterations 4
boy ~ howmanyr
Optimization terminated successfully.
Current function value: 0.690068
Iterations 4
boy ~ seekwho1
Optimization terminated successfully.
Current function value: 0.688159
Iterations 4
boy ~ seekwho2
Optimization terminated successfully.
Current function value: 0.630643
Iterations 5
boy ~ typallpg
Optimization terminated successfully.
Current function value: 0.688684
Iterations 4
boy ~ typallpg2
Optimization terminated successfully.
Current function value: 0.690859
Iterations 4
boy ~ typallpg3
Optimization terminated successfully.
Current function value: 0.690301
Iterations 4
boy ~ typallpg4
Optimization terminated successfully.
Current function value: 0.693004
Iterations 3
boy ~ typallpg5
Optimization terminated successfully.
Current function value: 0.520739
Iterations 7
boy ~ typallpg6
boy ~ whotest
Optimization terminated successfully.
Current function value: 0.691933
Iterations 3
boy ~ whartin
Optimization terminated successfully.
Current function value: 0.673421
Iterations 5
boy ~ otmedhep
Optimization terminated successfully.
Current function value: 0.682481
Iterations 4
boy ~ otmedhep2
Optimization terminated successfully.
Current function value: 0.581968
Iterations 5
boy ~ otmedhep3
Optimization terminated successfully.
Current function value: 0.586707
Iterations 5
boy ~ otmedhep4
boy ~ inscovpg
Optimization terminated successfully.
Current function value: 0.686073
Iterations 4
boy ~ cmpgvis1
Optimization terminated successfully.
Current function value: 0.689110
Iterations 4
boy ~ trylong2
Optimization terminated successfully.
Current function value: 0.681631
Iterations 6
boy ~ unit_trylong
Optimization terminated successfully.
Current function value: 0.689227
Iterations 4
boy ~ hlppgnow
Optimization terminated successfully.
Current function value: 0.689124
Iterations 4
boy ~ cmpgvisl
Optimization terminated successfully.
Current function value: 0.689146
Iterations 3
boy ~ numvstpg
Optimization terminated successfully.
Current function value: 0.690752
Iterations 4
boy ~ prgvisit
Optimization terminated successfully.
Current function value: 0.693012
Iterations 3
boy ~ hlpmc
Optimization terminated successfully.
Current function value: 0.692673
Iterations 4
boy ~ typallmc
Optimization terminated successfully.
Current function value: 0.687074
Iterations 4
boy ~ typallmc2
Optimization terminated successfully.
Current function value: 0.685926
Iterations 4
boy ~ typallmc3
Optimization terminated successfully.
Current function value: 0.681478
Iterations 4
boy ~ typallmc4
Optimization terminated successfully.
Current function value: 0.664386
Iterations 4
boy ~ typallmc5
Optimization terminated successfully.
Current function value: 0.621436
Iterations 5
boy ~ miscnum
Optimization terminated successfully.
Current function value: 0.680841
Iterations 4
boy ~ infrtprb
Optimization terminated successfully.
Current function value: 0.686928
Iterations 4
boy ~ infrtprb2
Optimization terminated successfully.
Current function value: 0.686551
Iterations 4
boy ~ infrtprb3
Optimization terminated successfully.
Current function value: 0.683466
Iterations 4
boy ~ infrtprb4
Optimization terminated successfully.
Current function value: 0.691445
Iterations 4
boy ~ duchfreq
Optimization terminated successfully.
Current function value: 0.692955
Iterations 3
boy ~ duchwhen
Optimization terminated successfully.
Current function value: 0.692246
Iterations 3
boy ~ pid
Optimization terminated successfully.
Current function value: 0.692910
Iterations 3
boy ~ pidsympt
Optimization terminated successfully.
Current function value: 0.683637
Iterations 4
boy ~ pidtx
Optimization terminated successfully.
Current function value: 0.689264
Iterations 3
boy ~ cmpidlst
Optimization terminated successfully.
Current function value: 0.689020
Iterations 4
boy ~ diabetes
Optimization terminated successfully.
Current function value: 0.693010
Iterations 3
boy ~ gestdiab
Optimization terminated successfully.
Current function value: 0.692996
Iterations 3
boy ~ ovacyst
Optimization terminated successfully.
Current function value: 0.693011
Iterations 3
boy ~ uf
Optimization terminated successfully.
Current function value: 0.692999
Iterations 3
boy ~ endo
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ ovuprob
Optimization terminated successfully.
Current function value: 0.692996
Iterations 3
boy ~ limited
Optimization terminated successfully.
Current function value: 0.692984
Iterations 3
boy ~ equipmnt
Optimization terminated successfully.
Current function value: 0.693005
Iterations 3
boy ~ donbld85
Optimization terminated successfully.
Current function value: 0.693001
Iterations 3
boy ~ hivtest
Optimization terminated successfully.
Current function value: 0.693007
Iterations 3
boy ~ cmhivtst
Optimization terminated successfully.
Current function value: 0.692944
Iterations 4
boy ~ plchiv
Optimization terminated successfully.
Current function value: 0.692975
Iterations 3
boy ~ hivtst
Optimization terminated successfully.
Current function value: 0.692954
Iterations 3
boy ~ hivtst2
Optimization terminated successfully.
Current function value: 0.677777
Iterations 4
boy ~ hivtst3
Optimization terminated successfully.
Current function value: 0.594395
Iterations 5
boy ~ talkdoct
Optimization terminated successfully.
Current function value: 0.692982
Iterations 3
boy ~ aidstalk
Optimization terminated successfully.
Current function value: 0.692654
Iterations 4
boy ~ aidstalk02
Optimization terminated successfully.
Current function value: 0.693027
Iterations 3
boy ~ aidstalk03
Optimization terminated successfully.
Current function value: 0.692926
Iterations 3
boy ~ aidstalk04
Optimization terminated successfully.
Current function value: 0.693043
Iterations 3
boy ~ aidstalk05
Optimization terminated successfully.
Current function value: 0.693120
Iterations 3
boy ~ aidstalk06
Optimization terminated successfully.
Current function value: 0.691967
Iterations 4
boy ~ aidstalk07
Optimization terminated successfully.
Current function value: 0.692574
Iterations 3
boy ~ aidstalk08
Optimization terminated successfully.
Current function value: 0.692981
Iterations 3
boy ~ aidstalk09
Optimization terminated successfully.
Current function value: 0.692564
Iterations 4
boy ~ retrovir
Optimization terminated successfully.
Current function value: 0.692924
Iterations 3
boy ~ preghiv
Optimization terminated successfully.
Current function value: 0.692883
Iterations 3
boy ~ cover12
Optimization terminated successfully.
Current function value: 0.692871
Iterations 3
boy ~ numnocov
Optimization terminated successfully.
Current function value: 0.692040
Iterations 4
boy ~ coverhow01
Optimization terminated successfully.
Current function value: 0.692955
Iterations 4
boy ~ coverhow02
Optimization terminated successfully.
Current function value: 0.690467
Iterations 4
boy ~ coverhow03
Optimization terminated successfully.
Current function value: 0.469896
Iterations 21
boy ~ nowcover01
Optimization terminated successfully.
Current function value: 0.692754
Iterations 3
boy ~ nowcover02
Optimization terminated successfully.
Current function value: 0.691286
Iterations 4
boy ~ sameadd
Optimization terminated successfully.
Current function value: 0.692852
Iterations 3
boy ~ cntry00
Optimization terminated successfully.
Current function value: 0.693112
Iterations 3
boy ~ brnout_r
Optimization terminated successfully.
Current function value: 0.692575
Iterations 3
boy ~ yrstrus_r
Optimization terminated successfully.
Current function value: 0.689091
Iterations 4
boy ~ paydu
Optimization terminated successfully.
Current function value: 0.692989
Iterations 3
boy ~ relraisd
Optimization terminated successfully.
Current function value: 0.692884
Iterations 4
boy ~ attnd14
Optimization terminated successfully.
Current function value: 0.692543
Iterations 3
boy ~ relcurr
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ fundam
Optimization terminated successfully.
Current function value: 0.693099
Iterations 3
boy ~ reldlife
Optimization terminated successfully.
Current function value: 0.693009
Iterations 3
boy ~ attndnow
Optimization terminated successfully.
Current function value: 0.692881
Iterations 3
boy ~ evwrk6mo
Optimization terminated successfully.
Current function value: 0.693010
Iterations 3
boy ~ cmbfstwk
Optimization terminated successfully.
Current function value: 0.693029
Iterations 3
boy ~ evrntwrk
Optimization terminated successfully.
Current function value: 0.693047
Iterations 3
boy ~ wrk12mos
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ fpt12mos
Optimization terminated successfully.
Current function value: 0.692969
Iterations 3
boy ~ dolastwk1
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ dolastwk2
Optimization terminated successfully.
Current function value: 0.692956
Iterations 3
boy ~ dolastwk3
Optimization terminated successfully.
Current function value: 0.692962
Iterations 3
boy ~ dolastwk4
Optimization terminated successfully.
Current function value: 0.693051
Iterations 3
boy ~ dolastwk5
Optimization terminated successfully.
Current function value: 0.685344
Iterations 4
boy ~ dolastwk6
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.462098
Iterations: 35
boy ~ rwrkst
Optimization terminated successfully.
Current function value: 0.693017
Iterations 3
boy ~ everwork
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ rpayjob
Optimization terminated successfully.
Current function value: 0.692855
Iterations 3
boy ~ rnumjob
Optimization terminated successfully.
Current function value: 0.692984
Iterations 4
boy ~ rftptx
Optimization terminated successfully.
Current function value: 0.693023
Iterations 3
boy ~ rearnty
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ splstwk1
Optimization terminated successfully.
Current function value: 0.692580
Iterations 4
boy ~ splstwk2
Optimization terminated successfully.
Current function value: 0.692488
Iterations 4
boy ~ splstwk3
Optimization terminated successfully.
Current function value: 0.692186
Iterations 4
boy ~ splstwk4
Optimization terminated successfully.
Current function value: 0.687843
Iterations 5
boy ~ spwrkst
Optimization terminated successfully.
Current function value: 0.692950
Iterations 3
boy ~ sppayjob
Optimization terminated successfully.
Current function value: 0.691066
Iterations 4
boy ~ spnumjob
Optimization terminated successfully.
Current function value: 0.692807
Iterations 4
boy ~ spftptx
Optimization terminated successfully.
Current function value: 0.692991
Iterations 4
boy ~ spearnty
Optimization terminated successfully.
Current function value: 0.693099
Iterations 3
boy ~ chcarany
Optimization terminated successfully.
Current function value: 0.693040
Iterations 3
boy ~ chcartyp01
Optimization terminated successfully.
Current function value: 0.692662
Iterations 3
boy ~ chcartyp02
Optimization terminated successfully.
Current function value: 0.692679
Iterations 3
boy ~ chcartyp03
Optimization terminated successfully.
Current function value: 0.691620
Iterations 3
boy ~ chcartyp04
Optimization terminated successfully.
Current function value: 0.692378
Iterations 3
boy ~ chcartyp05
Optimization terminated successfully.
Current function value: 0.687382
Iterations 4
boy ~ chcartyp06
Optimization terminated successfully.
Current function value: 0.636783
Iterations 5
boy ~ chcartyp07
Optimization terminated successfully.
Current function value: 0.433774
Iterations 6
boy ~ better
Optimization terminated successfully.
Current function value: 0.692922
Iterations 3
boy ~ staytog
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ samesex
Optimization terminated successfully.
Current function value: 0.692976
Iterations 3
boy ~ anyact
Optimization terminated successfully.
Current function value: 0.693009
Iterations 3
boy ~ sxok18
Optimization terminated successfully.
Current function value: 0.692835
Iterations 3
boy ~ sxok16
Optimization terminated successfully.
Current function value: 0.692874
Iterations 3
boy ~ chreward
Optimization terminated successfully.
Current function value: 0.692875
Iterations 3
boy ~ chsuppor
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ gayadopt
Optimization terminated successfully.
Current function value: 0.692980
Iterations 3
boy ~ okcohab
Optimization terminated successfully.
Current function value: 0.693013
Iterations 3
boy ~ warm
Optimization terminated successfully.
Current function value: 0.693013
Iterations 3
boy ~ achieve
Optimization terminated successfully.
Current function value: 0.692969
Iterations 3
boy ~ family
Optimization terminated successfully.
Current function value: 0.692974
Iterations 3
boy ~ reactslf
Optimization terminated successfully.
Current function value: 0.690467
Iterations 4
boy ~ chbother
boy ~ lessplsr
Optimization terminated successfully.
Current function value: 0.692911
Iterations 3
boy ~ embarras
Optimization terminated successfully.
Current function value: 0.692924
Iterations 3
boy ~ apprec1
Optimization terminated successfully.
Current function value: 0.692890
Iterations 3
boy ~ acasilang
Optimization terminated successfully.
Current function value: 0.692978
Iterations 3
boy ~ wage
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ selfinc
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ socsec
Optimization terminated successfully.
Current function value: 0.693013
Iterations 3
boy ~ disabil
Optimization terminated successfully.
Current function value: 0.693002
Iterations 3
boy ~ retire
Optimization terminated successfully.
Current function value: 0.692921
Iterations 4
boy ~ ssi
Optimization terminated successfully.
Current function value: 0.693008
Iterations 3
boy ~ unemp
Optimization terminated successfully.
Current function value: 0.692955
Iterations 3
boy ~ chldsupp
Optimization terminated successfully.
Current function value: 0.692964
Iterations 3
boy ~ interest
Optimization terminated successfully.
Current function value: 0.692996
Iterations 3
boy ~ dividend
Optimization terminated successfully.
Current function value: 0.692952
Iterations 3
boy ~ othinc
Optimization terminated successfully.
Current function value: 0.692951
Iterations 3
boy ~ toincwmy
Optimization terminated successfully.
Current function value: 0.692996
Iterations 3
boy ~ totinc
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ pubasst
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ pubastyp1
Optimization terminated successfully.
Current function value: 0.692978
Iterations 4
boy ~ foodstmp
Optimization terminated successfully.
Current function value: 0.692985
Iterations 3
boy ~ wic
Optimization terminated successfully.
Current function value: 0.692994
Iterations 3
boy ~ hlptrans
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ hlpchldc
Optimization terminated successfully.
Current function value: 0.692997
Iterations 3
boy ~ hlpjob
Optimization terminated successfully.
Current function value: 0.692996
Iterations 3
boy ~ ager_r
Optimization terminated successfully.
Current function value: 0.692879
Iterations 3
boy ~ fmarital_r
Optimization terminated successfully.
Current function value: 0.692846
Iterations 3
boy ~ educat_r
Optimization terminated successfully.
Current function value: 0.692989
Iterations 3
boy ~ hieduc_r
Optimization terminated successfully.
Current function value: 0.692987
Iterations 3
boy ~ hispanic_r
Optimization terminated successfully.
Current function value: 0.692991
Iterations 3
boy ~ race_r
Optimization terminated successfully.
Current function value: 0.693013
Iterations 3
boy ~ hisprace_r
Optimization terminated successfully.
Current function value: 0.693011
Iterations 3
boy ~ numkdhh
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ numfmhh
Optimization terminated successfully.
Current function value: 0.693011
Iterations 3
boy ~ intctfam
Optimization terminated successfully.
Current function value: 0.693014
Iterations 3
boy ~ parage14
Optimization terminated successfully.
Current function value: 0.693014
Iterations 3
boy ~ educmom
Optimization terminated successfully.
Current function value: 0.692616
Iterations 4
boy ~ agemomb1
Optimization terminated successfully.
Current function value: 0.692907
Iterations 3
boy ~ hieduc_i_r
Optimization terminated successfully.
Current function value: 0.693002
Iterations 4
boy ~ hispanic_i_r
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ parage14_i
Optimization terminated successfully.
Current function value: 0.692863
Iterations 5
boy ~ educmom_i
Optimization terminated successfully.
Current function value: 0.692721
Iterations 4
boy ~ agemomb1_i
Optimization terminated successfully.
Current function value: 0.692953
Iterations 4
boy ~ rcurpreg_r
Optimization terminated successfully.
Current function value: 0.692998
Iterations 3
boy ~ pregnum_r
Optimization terminated successfully.
Current function value: 0.692876
Iterations 3
boy ~ compreg
Optimization terminated successfully.
Current function value: 0.692888
Iterations 3
boy ~ lossnum
Optimization terminated successfully.
Current function value: 0.692803
Iterations 4
boy ~ abortion
Optimization terminated successfully.
Current function value: 0.693002
Iterations 3
boy ~ lbpregs
Optimization terminated successfully.
Current function value: 0.693006
Iterations 3
boy ~ parity_r
Optimization terminated successfully.
Current function value: 0.692999
Iterations 3
boy ~ births5
Optimization terminated successfully.
Current function value: 0.692732
Iterations 3
boy ~ outcom01
Optimization terminated successfully.
Current function value: 0.692921
Iterations 3
boy ~ outcom02
Optimization terminated successfully.
Current function value: 0.692563
Iterations 3
boy ~ outcom03
Optimization terminated successfully.
Current function value: 0.692808
Iterations 3
boy ~ outcom04
Optimization terminated successfully.
Current function value: 0.692310
Iterations 3
boy ~ outcom05
Optimization terminated successfully.
Current function value: 0.692397
Iterations 3
boy ~ outcom06
Optimization terminated successfully.
Current function value: 0.689917
Iterations 4
boy ~ outcom07
Optimization terminated successfully.
Current function value: 0.691797
Iterations 3
boy ~ outcom08
Optimization terminated successfully.
Current function value: 0.689658
Iterations 4
boy ~ outcom09
Optimization terminated successfully.
Current function value: 0.678105
Iterations 4
boy ~ outcom10
Optimization terminated successfully.
Current function value: 0.661893
Iterations 4
boy ~ outcom11
Optimization terminated successfully.
Current function value: 0.626688
Iterations 5
boy ~ outcom12
Optimization terminated successfully.
Current function value: 0.562375
Iterations 6
boy ~ outcom14
Optimization terminated successfully.
Current function value: 0.512546
Iterations 6
boy ~ datend01
Optimization terminated successfully.
Current function value: 0.692877
Iterations 3
boy ~ datend02
Optimization terminated successfully.
Current function value: 0.692774
Iterations 3
boy ~ datend03
Optimization terminated successfully.
Current function value: 0.692716
Iterations 3
boy ~ datend04
Optimization terminated successfully.
Current function value: 0.692657
Iterations 3
boy ~ datend05
Optimization terminated successfully.
Current function value: 0.692424
Iterations 3
boy ~ datend06
Optimization terminated successfully.
Current function value: 0.691609
Iterations 3
boy ~ datend07
Optimization terminated successfully.
Current function value: 0.691453
Iterations 4
boy ~ datend08
Optimization terminated successfully.
Current function value: 0.686865
Iterations 4
boy ~ datend09
Optimization terminated successfully.
Current function value: 0.664148
Iterations 5
boy ~ datend10
Optimization terminated successfully.
Current function value: 0.652625
Iterations 5
boy ~ datend11
Optimization terminated successfully.
Current function value: 0.618791
Iterations 5
boy ~ datend12
Optimization terminated successfully.
Current function value: 0.579262
Iterations 5
boy ~ datend13
Optimization terminated successfully.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.450727
Iterations 7
boy ~ datend14
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.231049
Iterations: 35
boy ~ ageprg01
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ ageprg02
Optimization terminated successfully.
Current function value: 0.693034
Iterations 3
boy ~ ageprg03
Optimization terminated successfully.
Current function value: 0.692883
Iterations 3
boy ~ ageprg04
Optimization terminated successfully.
Current function value: 0.692711
Iterations 3
boy ~ ageprg05
Optimization terminated successfully.
Current function value: 0.691907
Iterations 3
boy ~ ageprg06
Optimization terminated successfully.
Current function value: 0.690244
Iterations 4
boy ~ ageprg07
Optimization terminated successfully.
Current function value: 0.687116
Iterations 4
boy ~ ageprg08
Optimization terminated successfully.
Current function value: 0.679857
Iterations 4
boy ~ ageprg09
Optimization terminated successfully.
Current function value: 0.670745
Iterations 4
boy ~ ageprg10
Optimization terminated successfully.
Current function value: 0.653872
Iterations 5
boy ~ ageprg11
Optimization terminated successfully.
Current function value: 0.613538
Iterations 5
boy ~ ageprg12
Optimization terminated successfully.
Current function value: 0.584838
Iterations 5
boy ~ ageprg13
Optimization terminated successfully.
Current function value: 0.464984
Iterations 6
boy ~ ageprg14
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.231062
Iterations: 35
boy ~ datcon01
Optimization terminated successfully.
Current function value: 0.692863
Iterations 3
boy ~ datcon02
Optimization terminated successfully.
Current function value: 0.692850
Iterations 3
boy ~ datcon03
Optimization terminated successfully.
Current function value: 0.692740
Iterations 3
boy ~ datcon04
Optimization terminated successfully.
Current function value: 0.692603
Iterations 3
boy ~ datcon05
Optimization terminated successfully.
Current function value: 0.692476
Iterations 3
boy ~ datcon06
Optimization terminated successfully.
Current function value: 0.691855
Iterations 3
boy ~ datcon07
Optimization terminated successfully.
Current function value: 0.691609
Iterations 4
boy ~ datcon08
Optimization terminated successfully.
Current function value: 0.686564
Iterations 4
boy ~ datcon09
Optimization terminated successfully.
Current function value: 0.665088
Iterations 5
boy ~ datcon10
Optimization terminated successfully.
Current function value: 0.650885
Iterations 5
boy ~ datcon11
Optimization terminated successfully.
Current function value: 0.618650
Iterations 5
boy ~ datcon12
Optimization terminated successfully.
Current function value: 0.581349
Iterations 5
boy ~ datcon13
Optimization terminated successfully.
Current function value: 0.453072
Iterations 7
boy ~ datcon14
Optimization terminated successfully.
Current function value: 0.502027
Iterations 6
boy ~ agecon01
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ agecon02
Optimization terminated successfully.
Current function value: 0.693030
Iterations 3
boy ~ agecon03
Optimization terminated successfully.
Current function value: 0.692876
Iterations 3
boy ~ agecon04
Optimization terminated successfully.
Current function value: 0.692620
Iterations 3
boy ~ agecon05
Optimization terminated successfully.
Current function value: 0.692103
Iterations 3
boy ~ agecon06
Optimization terminated successfully.
Current function value: 0.690266
Iterations 4
boy ~ agecon07
Optimization terminated successfully.
Current function value: 0.685755
Iterations 4
boy ~ agecon08
Optimization terminated successfully.
Current function value: 0.675169
Iterations 4
boy ~ agecon09
Optimization terminated successfully.
Current function value: 0.669166
Iterations 4
boy ~ agecon10
Optimization terminated successfully.
Current function value: 0.651373
Iterations 5
boy ~ agecon11
Optimization terminated successfully.
Current function value: 0.614589
Iterations 5
boy ~ agecon12
Optimization terminated successfully.
Current function value: 0.586500
Iterations 5
boy ~ agecon13
Optimization terminated successfully.
Current function value: 0.467247
Iterations 6
boy ~ agecon14
Optimization terminated successfully.
Current function value: 0.508097
Iterations 6
boy ~ marout01
Optimization terminated successfully.
Current function value: 0.693002
Iterations 3
boy ~ marout02
Optimization terminated successfully.
Current function value: 0.692861
Iterations 3
boy ~ marout03
Optimization terminated successfully.
Current function value: 0.692534
Iterations 3
boy ~ marout04
Optimization terminated successfully.
Current function value: 0.691857
Iterations 3
boy ~ marout05
Optimization terminated successfully.
Current function value: 0.691365
Iterations 3
boy ~ marout06
Optimization terminated successfully.
Current function value: 0.690775
Iterations 3
boy ~ marout07
Optimization terminated successfully.
Current function value: 0.691690
Iterations 3
boy ~ marout08
Optimization terminated successfully.
Current function value: 0.689434
Iterations 4
boy ~ marout09
Optimization terminated successfully.
Current function value: 0.678229
Iterations 4
boy ~ marout10
Optimization terminated successfully.
Current function value: 0.674988
Iterations 4
boy ~ marout11
Optimization terminated successfully.
Current function value: 0.628665
Iterations 4
boy ~ marout12
Optimization terminated successfully.
Current function value: 0.583218
Iterations 5
boy ~ marout13
Optimization terminated successfully.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.527049
Iterations 5
boy ~ marout14
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.231049
Iterations: 35
boy ~ rmarout01
Optimization terminated successfully.
Current function value: 0.693011
Iterations 3
boy ~ rmarout02
Optimization terminated successfully.
Current function value: 0.692876
Iterations 3
boy ~ rmarout03
Optimization terminated successfully.
Current function value: 0.692580
Iterations 3
boy ~ rmarout04
Optimization terminated successfully.
Current function value: 0.692034
Iterations 3
boy ~ rmarout05
Optimization terminated successfully.
Current function value: 0.690925
Iterations 3
boy ~ rmarout06
Optimization terminated successfully.
Current function value: 0.690051
Iterations 4
boy ~ rmarout07
Optimization terminated successfully.
Current function value: 0.691516
Iterations 3
boy ~ rmarout08
Optimization terminated successfully.
Current function value: 0.689087
Iterations 4
boy ~ rmarout09
Optimization terminated successfully.
Current function value: 0.678572
Iterations 4
boy ~ rmarout10
Optimization terminated successfully.
Current function value: 0.674559
Iterations 4
boy ~ rmarout11
Optimization terminated successfully.
Current function value: 0.614430
Iterations 5
boy ~ rmarout12
Optimization terminated successfully.
Current function value: 0.580905
Iterations 5
boy ~ rmarout13
Optimization terminated successfully.
Current function value: 0.497025
Iterations 5
boy ~ rmarout14
Optimization terminated successfully.
Current function value: 0.231049
Iterations 26
boy ~ marcon01
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ marcon02
Optimization terminated successfully.
Current function value: 0.692931
Iterations 3
boy ~ marcon03
Optimization terminated successfully.
Current function value: 0.692682
Iterations 3
boy ~ marcon04
Optimization terminated successfully.
Current function value: 0.691829
Iterations 3
boy ~ marcon05
Optimization terminated successfully.
Current function value: 0.691033
Iterations 3
boy ~ marcon06
Optimization terminated successfully.
Current function value: 0.690641
Iterations 3
boy ~ marcon07
Optimization terminated successfully.
Current function value: 0.691581
Iterations 3
boy ~ marcon08
Optimization terminated successfully.
Current function value: 0.690734
Iterations 3
boy ~ marcon09
Optimization terminated successfully.
Current function value: 0.677841
Iterations 4
boy ~ marcon10
Optimization terminated successfully.
Current function value: 0.674924
Iterations 4
boy ~ marcon11
Optimization terminated successfully.
Current function value: 0.628665
Iterations 4
boy ~ marcon12
Optimization terminated successfully.
Current function value: 0.583218
Iterations 5
boy ~ marcon13
Optimization terminated successfully.
Current function value: 0.527049
Iterations 5
boy ~ marcon14
Optimization terminated successfully.
Current function value: 0.527049
Iterations 5
boy ~ cebow
Optimization terminated successfully.
Current function value: 0.692823
Iterations 3
boy ~ cebowc
Optimization terminated successfully.
Current function value: 0.692889
Iterations 3
boy ~ datbaby1
Optimization terminated successfully.
Current function value: 0.692799
Iterations 3
boy ~ agebaby1
Optimization terminated successfully.
Current function value: 0.693002
Iterations 3
boy ~ liv1chld
Optimization terminated successfully.
Current function value: 0.692881
Iterations 3
boy ~ lossnum_i
Optimization terminated successfully.
Current function value: 0.692978
Iterations 3
boy ~ abortion_i
Optimization terminated successfully.
Current function value: 0.692978
Iterations 3
boy ~ lbpregs_i
Optimization terminated successfully.
Current function value: 0.692978
Iterations 3
boy ~ parity_i_r
Optimization terminated successfully.
Current function value: 0.692978
Iterations 3
boy ~ births5_i
Optimization terminated successfully.
Current function value: 0.692978
Iterations 3
boy ~ outcom02_i
Optimization terminated successfully.
Current function value: 0.692943
Iterations 17
boy ~ outcom03_i
Optimization terminated successfully.
Current function value: 0.693013
Iterations 4
boy ~ outcom04_i
Optimization terminated successfully.
Current function value: 0.693009
Iterations 4
boy ~ outcom05_i
Optimization terminated successfully.
Current function value: 0.692980
Iterations 4
boy ~ outcom06_i
Optimization terminated successfully.
Current function value: 0.693017
Iterations 3
boy ~ outcom07_i
Optimization terminated successfully.
Current function value: 0.692999
Iterations 4
boy ~ outcom08_i
Optimization terminated successfully.
Current function value: 0.692961
Iterations 4
boy ~ outcom09_i
Optimization terminated successfully.
Current function value: 0.693006
Iterations 4
boy ~ outcom10_i
Optimization terminated successfully.
Current function value: 0.692987
Iterations 4
boy ~ datend01_i
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ datend02_i
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ datend03_i
Optimization terminated successfully.
Current function value: 0.692960
Iterations 4
boy ~ datend04_i
Optimization terminated successfully.
Current function value: 0.692971
Iterations 4
boy ~ datend05_i
Optimization terminated successfully.
Current function value: 0.693013
Iterations 3
boy ~ datend06_i
Optimization terminated successfully.
Current function value: 0.692863
Iterations 4
boy ~ datend07_i
Optimization terminated successfully.
Current function value: 0.693014
Iterations 3
boy ~ datend08_i
Optimization terminated successfully.
Current function value: 0.692929
Iterations 4
boy ~ datend09_i
Optimization terminated successfully.
Current function value: 0.692973
Iterations 4
boy ~ datend10_i
Optimization terminated successfully.
Current function value: 0.692987
Iterations 4
boy ~ datend12_i
Optimization terminated successfully.
Current function value: 0.693002
Iterations 4
boy ~ datend13_i
Optimization terminated successfully.
Current function value: 0.693002
Iterations 4
boy ~ ageprg01_i
Optimization terminated successfully.
Current function value: 0.692899
Iterations 4
boy ~ ageprg02_i
Optimization terminated successfully.
Current function value: 0.692878
Iterations 4
boy ~ ageprg03_i
Optimization terminated successfully.
Current function value: 0.692864
Iterations 4
boy ~ ageprg04_i
Optimization terminated successfully.
Current function value: 0.693014
Iterations 3
boy ~ ageprg05_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ ageprg06_i
Optimization terminated successfully.
Current function value: 0.692929
Iterations 4
boy ~ ageprg07_i
Optimization terminated successfully.
Current function value: 0.692986
Iterations 4
boy ~ ageprg08_i
Optimization terminated successfully.
Current function value: 0.692918
Iterations 4
boy ~ ageprg09_i
Optimization terminated successfully.
Current function value: 0.692973
Iterations 4
boy ~ ageprg10_i
Optimization terminated successfully.
Current function value: 0.692987
Iterations 4
boy ~ ageprg12_i
Optimization terminated successfully.
Current function value: 0.693002
Iterations 4
boy ~ ageprg13_i
Optimization terminated successfully.
Current function value: 0.693002
Iterations 4
boy ~ datcon01_i
Optimization terminated successfully.
Current function value: 0.692696
Iterations 4
boy ~ datcon02_i
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ datcon03_i
Optimization terminated successfully.
Current function value: 0.692960
Iterations 4
boy ~ datcon04_i
Optimization terminated successfully.
Current function value: 0.692951
Iterations 4
boy ~ datcon05_i
Optimization terminated successfully.
Current function value: 0.693014
Iterations 3
boy ~ datcon06_i
Optimization terminated successfully.
Current function value: 0.692863
Iterations 4
boy ~ datcon07_i
Optimization terminated successfully.
Current function value: 0.693014
Iterations 3
boy ~ datcon08_i
Optimization terminated successfully.
Current function value: 0.692929
Iterations 4
boy ~ datcon09_i
Optimization terminated successfully.
Current function value: 0.692973
Iterations 4
boy ~ datcon10_i
Optimization terminated successfully.
Current function value: 0.692987
Iterations 4
boy ~ datcon12_i
Optimization terminated successfully.
Current function value: 0.693002
Iterations 4
boy ~ datcon13_i
Optimization terminated successfully.
Current function value: 0.693002
Iterations 4
boy ~ agecon01_i
Optimization terminated successfully.
Current function value: 0.692959
Iterations 4
boy ~ agecon02_i
Optimization terminated successfully.
Current function value: 0.692894
Iterations 4
boy ~ agecon03_i
Optimization terminated successfully.
Current function value: 0.692828
Iterations 4
boy ~ agecon04_i
Optimization terminated successfully.
Current function value: 0.692972
Iterations 4
boy ~ agecon05_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ agecon06_i
Optimization terminated successfully.
Current function value: 0.692863
Iterations 4
boy ~ agecon07_i
Optimization terminated successfully.
Current function value: 0.693002
Iterations 3
boy ~ agecon08_i
Optimization terminated successfully.
Current function value: 0.692929
Iterations 4
boy ~ agecon09_i
Optimization terminated successfully.
Current function value: 0.692973
Iterations 4
boy ~ agecon10_i
Optimization terminated successfully.
Current function value: 0.692987
Iterations 4
boy ~ agecon12_i
Optimization terminated successfully.
Current function value: 0.693002
Iterations 4
boy ~ agecon13_i
Optimization terminated successfully.
Current function value: 0.693002
Iterations 4
boy ~ marout01_i
Optimization terminated successfully.
Current function value: 0.692993
Iterations 3
boy ~ marout02_i
Optimization terminated successfully.
Current function value: 0.693002
Iterations 3
boy ~ marout03_i
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ marout04_i
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ marout05_i
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ marout06_i
Optimization terminated successfully.
Current function value: 0.692928
Iterations 4
boy ~ marout07_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ marout08_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ marout09_i
Optimization terminated successfully.
Current function value: 0.692995
Iterations 4
boy ~ marout10_i
Optimization terminated successfully.
Current function value: 0.692991
Iterations 4
boy ~ marout11_i
Optimization terminated successfully.
Current function value: 0.692934
Iterations 5
boy ~ rmarout01_i
Optimization terminated successfully.
Current function value: 0.693005
Iterations 3
boy ~ rmarout02_i
Optimization terminated successfully.
Current function value: 0.693009
Iterations 3
boy ~ rmarout03_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ rmarout04_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ rmarout05_i
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ rmarout06_i
Optimization terminated successfully.
Current function value: 0.692944
Iterations 4
boy ~ rmarout07_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ rmarout08_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ rmarout09_i
Optimization terminated successfully.
Current function value: 0.692995
Iterations 4
boy ~ rmarout10_i
Optimization terminated successfully.
Current function value: 0.692991
Iterations 4
boy ~ rmarout11_i
Optimization terminated successfully.
Current function value: 0.692934
Iterations 5
boy ~ marcon01_i
Optimization terminated successfully.
Current function value: 0.692995
Iterations 3
boy ~ marcon02_i
Optimization terminated successfully.
Current function value: 0.692970
Iterations 3
boy ~ marcon03_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ marcon04_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ marcon05_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ marcon06_i
Optimization terminated successfully.
Current function value: 0.692946
Iterations 4
boy ~ marcon07_i
Optimization terminated successfully.
Current function value: 0.693017
Iterations 3
boy ~ marcon08_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ marcon09_i
Optimization terminated successfully.
Current function value: 0.692983
Iterations 4
boy ~ marcon10_i
Optimization terminated successfully.
Current function value: 0.692991
Iterations 4
boy ~ marcon11_i
Optimization terminated successfully.
Current function value: 0.692934
Iterations 5
boy ~ cebow_i
Optimization terminated successfully.
Current function value: 0.692978
Iterations 3
boy ~ cebowc_i
Optimization terminated successfully.
Current function value: 0.692978
Iterations 3
boy ~ datbaby1_i
Optimization terminated successfully.
Current function value: 0.692978
Iterations 3
boy ~ agebaby1_i
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ liv1chld_i
Optimization terminated successfully.
Current function value: 0.692978
Iterations 3
boy ~ rmarital_r
Optimization terminated successfully.
Current function value: 0.692949
Iterations 3
boy ~ fmarno
Optimization terminated successfully.
Current function value: 0.692942
Iterations 3
boy ~ mardat01
Optimization terminated successfully.
Current function value: 0.692976
Iterations 3
boy ~ mardat02
Optimization terminated successfully.
Current function value: 0.692439
Iterations 3
boy ~ mardat03
Optimization terminated successfully.
Current function value: 0.691842
Iterations 4
boy ~ mardat04
Optimization terminated successfully.
Current function value: 0.675539
Iterations 5
boy ~ mardat05
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.346574
Iterations: 35
boy ~ mardis01
Optimization terminated successfully.
Current function value: 0.692563
Iterations 3
boy ~ mardis02
Optimization terminated successfully.
Current function value: 0.692776
Iterations 3
boy ~ mardis03
Optimization terminated successfully.
Current function value: 0.688053
Iterations 4
boy ~ mardis04
Optimization terminated successfully.
Current function value: 0.590096
Iterations 6
boy ~ marend01
Optimization terminated successfully.
Current function value: 0.693091
Iterations 3
boy ~ marend02
Optimization terminated successfully.
Current function value: 0.691869
Iterations 4
boy ~ marend03
Optimization terminated successfully.
Current function value: 0.689711
Iterations 4
boy ~ marend04
Optimization terminated successfully.
Current function value: 0.642236
Iterations 5
boy ~ fmar1age
Optimization terminated successfully.
Current function value: 0.693061
Iterations 3
boy ~ agediss1
Optimization terminated successfully.
Current function value: 0.693108
Iterations 3
boy ~ agedd1
Optimization terminated successfully.
Current function value: 0.693126
Iterations 3
boy ~ mar1diss
Optimization terminated successfully.
Current function value: 0.693125
Iterations 3
boy ~ dd1remar
Optimization terminated successfully.
Current function value: 0.692911
Iterations 3
boy ~ mar1bir1
Optimization terminated successfully.
Current function value: 0.692804
Iterations 3
boy ~ mar1con1
Optimization terminated successfully.
Current function value: 0.693014
Iterations 3
boy ~ con1mar1
Optimization terminated successfully.
Current function value: 0.692997
Iterations 3
boy ~ b1premar
Optimization terminated successfully.
Current function value: 0.692817
Iterations 3
boy ~ cohever
Optimization terminated successfully.
Current function value: 0.692993
Iterations 3
boy ~ evmarcoh
Optimization terminated successfully.
Current function value: 0.692885
Iterations 3
boy ~ cohab1
Optimization terminated successfully.
Current function value: 0.692844
Iterations 3
boy ~ cohstat
Optimization terminated successfully.
Current function value: 0.693000
Iterations 3
boy ~ cohout
Optimization terminated successfully.
Current function value: 0.693083
Iterations 3
boy ~ coh1dur
Optimization terminated successfully.
Current function value: 0.692636
Iterations 3
boy ~ sexever
Optimization terminated successfully.
Current function value: 0.692714
Iterations 33
boy ~ vry1stag
Optimization terminated successfully.
Current function value: 0.692915
Iterations 3
boy ~ sex1age
Optimization terminated successfully.
Current function value: 0.692967
Iterations 3
boy ~ vry1stsx
Optimization terminated successfully.
Current function value: 0.692729
Iterations 3
boy ~ datesex1
Optimization terminated successfully.
Current function value: 0.692776
Iterations 3
boy ~ sexonce
Optimization terminated successfully.
Current function value: 0.693003
Iterations 4
boy ~ fsexpage
Optimization terminated successfully.
Current function value: 0.692866
Iterations 3
boy ~ sexmar
Optimization terminated successfully.
Current function value: 0.692708
Iterations 4
boy ~ sex1for
Optimization terminated successfully.
Current function value: 0.692727
Iterations 4
boy ~ parts1yr
Optimization terminated successfully.
Current function value: 0.692803
Iterations 4
boy ~ lsexdate
Optimization terminated successfully.
Current function value: 0.692960
Iterations 3
boy ~ lsexrage
Optimization terminated successfully.
Current function value: 0.692808
Iterations 3
boy ~ lifprtnr
Optimization terminated successfully.
Current function value: 0.693011
Iterations 3
boy ~ fmarno_i
Optimization terminated successfully.
Current function value: 0.692993
Iterations 4
boy ~ mardat01_i
Optimization terminated successfully.
Current function value: 0.692997
Iterations 3
boy ~ mardat02_i
Optimization terminated successfully.
Current function value: 0.693017
Iterations 3
boy ~ mardis01_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ mardis02_i
Optimization terminated successfully.
Current function value: 0.692958
Iterations 3
boy ~ mardis03_i
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ mardis04_i
Optimization terminated successfully.
Current function value: 0.692974
Iterations 4
boy ~ mardis05_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ marend01_i
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ marend02_i
Optimization terminated successfully.
Current function value: 0.693013
Iterations 3
boy ~ marend03_i
Optimization terminated successfully.
Current function value: 0.693015
Iterations 4
boy ~ marend04_i
Optimization terminated successfully.
Current function value: 0.692867
Iterations 33
boy ~ fmar1age_i
Optimization terminated successfully.
Current function value: 0.692865
Iterations 4
boy ~ agediss1_i
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ agedd1_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ mar1diss_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ dd1remar_i
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ mar1bir1_i
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ mar1con1_i
Optimization terminated successfully.
Current function value: 0.692660
Iterations 4
boy ~ con1mar1_i
Optimization terminated successfully.
Current function value: 0.692791
Iterations 4
boy ~ b1premar_i
Optimization terminated successfully.
Current function value: 0.693013
Iterations 3
boy ~ cohab1_i
Optimization terminated successfully.
Current function value: 0.692860
Iterations 4
boy ~ cohstat_i
Optimization terminated successfully.
Current function value: 0.692860
Iterations 4
boy ~ cohout_i
Optimization terminated successfully.
Current function value: 0.693017
Iterations 3
boy ~ coh1dur_i
Optimization terminated successfully.
Current function value: 0.692756
Iterations 4
boy ~ sexever_i
Optimization terminated successfully.
Current function value: 0.692866
Iterations 4
boy ~ vry1stag_i
Optimization terminated successfully.
Current function value: 0.692874
Iterations 3
boy ~ sex1age_i
Optimization terminated successfully.
Current function value: 0.692834
Iterations 3
boy ~ vry1stsx_i
Optimization terminated successfully.
Current function value: 0.692784
Iterations 3
boy ~ datesex1_i
Optimization terminated successfully.
Current function value: 0.692699
Iterations 4
boy ~ fsexpage_i
Optimization terminated successfully.
Current function value: 0.692951
Iterations 4
boy ~ sexmar_i
Optimization terminated successfully.
Current function value: 0.692784
Iterations 4
boy ~ sex1for_i
Optimization terminated successfully.
Current function value: 0.692768
Iterations 4
boy ~ parts1yr_i
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ lsexdate_i
Optimization terminated successfully.
Current function value: 0.693010
Iterations 3
boy ~ lsexrage_i
Optimization terminated successfully.
Current function value: 0.693002
Iterations 3
boy ~ lifprtnr_i
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ strloper
Optimization terminated successfully.
Current function value: 0.692954
Iterations 3
boy ~ tubs
Optimization terminated successfully.
Current function value: 0.692920
Iterations 3
boy ~ vasect
Optimization terminated successfully.
Current function value: 0.692879
Iterations 3
boy ~ hyst
Optimization terminated successfully.
Current function value: 0.692956
Iterations 3
boy ~ ovarect
Optimization terminated successfully.
Current function value: 0.692996
Iterations 3
boy ~ othr
Optimization terminated successfully.
Current function value: 0.692932
Iterations 4
boy ~ othrm
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.692967
Iterations: 35
boy ~ fecund
Optimization terminated successfully.
Current function value: 0.693011
Iterations 3
boy ~ anybc36
Optimization terminated successfully.
Current function value: 0.692987
Iterations 3
boy ~ nosex36
Optimization terminated successfully.
Current function value: 0.692978
Iterations 3
boy ~ infert
Optimization terminated successfully.
Current function value: 0.692964
Iterations 3
boy ~ anybc12
Optimization terminated successfully.
Current function value: 0.693010
Iterations 3
boy ~ anymthd
Optimization terminated successfully.
Current function value: 0.692999
Iterations 3
boy ~ nosex12
Optimization terminated successfully.
Current function value: 0.693005
Iterations 3
boy ~ sexp3mo
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ sex3mo
Optimization terminated successfully.
Current function value: 0.692960
Iterations 3
boy ~ constat1
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ constat2
Optimization terminated successfully.
Current function value: 0.692987
Iterations 3
boy ~ constat3
Optimization terminated successfully.
Current function value: 0.692266
Iterations 5
boy ~ constat4
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.692700
Iterations: 35
boy ~ pillr
Optimization terminated successfully.
Current function value: 0.692997
Iterations 3
boy ~ condomr
Optimization terminated successfully.
Current function value: 0.693014
Iterations 3
boy ~ sex1mthd1
Optimization terminated successfully.
Current function value: 0.693014
Iterations 3
boy ~ sex1mthd2
Optimization terminated successfully.
Current function value: 0.692993
Iterations 3
boy ~ sex1mthd3
Optimization terminated successfully.
Current function value: 0.693056
Iterations 3
boy ~ sex1mthd4
Optimization terminated successfully.
Current function value: 0.693042
Iterations 4
boy ~ mthuse12
Optimization terminated successfully.
Current function value: 0.692973
Iterations 3
boy ~ meth12m1
Optimization terminated successfully.
Current function value: 0.692673
Iterations 3
boy ~ meth12m2
Optimization terminated successfully.
Current function value: 0.691877
Iterations 3
boy ~ meth12m3
Optimization terminated successfully.
Current function value: 0.502896
Iterations 6
boy ~ meth12m4
boy ~ mthuse3
Optimization terminated successfully.
Current function value: 0.692917
Iterations 3
boy ~ meth3m1
Optimization terminated successfully.
Current function value: 0.692807
Iterations 3
boy ~ meth3m2
Optimization terminated successfully.
Current function value: 0.692473
Iterations 3
boy ~ meth3m3
Optimization terminated successfully.
Current function value: 0.502896
Iterations 6
boy ~ meth3m4
boy ~ nump3mos
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ fmethod1
Optimization terminated successfully.
Current function value: 0.692838
Iterations 3
boy ~ fmethod2
Optimization terminated successfully.
Current function value: 0.691066
Iterations 3
boy ~ fmethod3
Optimization terminated successfully.
Current function value: 0.692275
Iterations 3
boy ~ fmethod4
Optimization terminated successfully.
Current function value: 0.690174
Iterations 3
boy ~ dateuse1
Optimization terminated successfully.
Current function value: 0.693033
Iterations 3
boy ~ sourcem1
Optimization terminated successfully.
Current function value: 0.693079
Iterations 3
boy ~ sourcem2
Optimization terminated successfully.
Current function value: 0.683956
Iterations 4
boy ~ sourcem3
Warning: Maximum number of iterations has been exceeded.
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Current function value: 0.647741
Iterations: 35
boy ~ sourcem4
boy ~ oldwp01
Optimization terminated successfully.
Current function value: 0.693017
Iterations 3
boy ~ oldwp02
Optimization terminated successfully.
Current function value: 0.692902
Iterations 3
boy ~ oldwp03
Optimization terminated successfully.
Current function value: 0.692770
Iterations 3
boy ~ oldwp04
Optimization terminated successfully.
Current function value: 0.692616
Iterations 3
boy ~ oldwp05
Optimization terminated successfully.
Current function value: 0.692327
Iterations 3
boy ~ oldwp06
Optimization terminated successfully.
Current function value: 0.691414
Iterations 3
boy ~ oldwp07
Optimization terminated successfully.
Current function value: 0.691145
Iterations 4
boy ~ oldwp08
Optimization terminated successfully.
Current function value: 0.690012
Iterations 4
boy ~ oldwp09
Optimization terminated successfully.
Current function value: 0.676494
Iterations 4
boy ~ oldwp10
Optimization terminated successfully.
Current function value: 0.673839
Iterations 4
boy ~ oldwp11
Optimization terminated successfully.
Current function value: 0.607609
Iterations 5
boy ~ oldwp12
Optimization terminated successfully.
Current function value: 0.583110
Iterations 5
boy ~ oldwp13
Optimization terminated successfully.
Current function value: 0.512546
Iterations 6
boy ~ oldwp14
Optimization terminated successfully.
Current function value: 0.512546
Iterations 6
boy ~ oldwr01
Optimization terminated successfully.
Current function value: 0.692993
Iterations 3
boy ~ oldwr02
Optimization terminated successfully.
Current function value: 0.692990
Iterations 3
boy ~ oldwr03
Optimization terminated successfully.
Current function value: 0.692867
Iterations 3
boy ~ oldwr04
Optimization terminated successfully.
Current function value: 0.692572
Iterations 3
boy ~ oldwr05
Optimization terminated successfully.
Current function value: 0.692517
Iterations 3
boy ~ oldwr06
Optimization terminated successfully.
Current function value: 0.691860
Iterations 3
boy ~ oldwr07
Optimization terminated successfully.
Current function value: 0.691918
Iterations 3
boy ~ oldwr08
Optimization terminated successfully.
Current function value: 0.690639
Iterations 3
boy ~ oldwr09
Optimization terminated successfully.
Current function value: 0.677036
Iterations 4
boy ~ oldwr10
Optimization terminated successfully.
Current function value: 0.671385
Iterations 4
boy ~ oldwr11
Optimization terminated successfully.
Current function value: 0.630047
Iterations 5
boy ~ oldwr12
Optimization terminated successfully.
Current function value: 0.585940
Iterations 5
boy ~ oldwr13
Optimization terminated successfully.
Current function value: 0.473012
Iterations 6
boy ~ oldwr14
Optimization terminated successfully.
Current function value: 0.473012
Iterations 6
boy ~ wantrp01
Optimization terminated successfully.
Current function value: 0.692993
Iterations 3
boy ~ wantrp02
Optimization terminated successfully.
Current function value: 0.692990
Iterations 3
boy ~ wantrp03
Optimization terminated successfully.
Current function value: 0.692867
Iterations 3
boy ~ wantrp04
Optimization terminated successfully.
Current function value: 0.692572
Iterations 3
boy ~ wantrp05
Optimization terminated successfully.
Current function value: 0.692517
Iterations 3
boy ~ wantrp06
Optimization terminated successfully.
Current function value: 0.691860
Iterations 3
boy ~ wantrp07
Optimization terminated successfully.
Current function value: 0.691918
Iterations 3
boy ~ wantrp08
Optimization terminated successfully.
Current function value: 0.690639
Iterations 3
boy ~ wantrp09
Optimization terminated successfully.
Current function value: 0.677036
Iterations 4
boy ~ wantrp10
Optimization terminated successfully.
Current function value: 0.671385
Iterations 4
boy ~ wantrp11
Optimization terminated successfully.
Current function value: 0.630047
Iterations 5
boy ~ wantrp12
Optimization terminated successfully.
Current function value: 0.585940
Iterations 5
boy ~ wantrp13
Optimization terminated successfully.
Current function value: 0.473012
Iterations 6
boy ~ wantrp14
Optimization terminated successfully.
Current function value: 0.473012
Iterations 6
boy ~ wantp01
Optimization terminated successfully.
Current function value: 0.693013
Iterations 3
boy ~ wantp02
Optimization terminated successfully.
Current function value: 0.692910
Iterations 3
boy ~ wantp03
Optimization terminated successfully.
Current function value: 0.692758
Iterations 3
boy ~ wantp04
Optimization terminated successfully.
Current function value: 0.692615
Iterations 3
boy ~ wantp05
Optimization terminated successfully.
Current function value: 0.692338
Iterations 3
boy ~ wantp06
Optimization terminated successfully.
Current function value: 0.691447
Iterations 3
boy ~ wantp07
Optimization terminated successfully.
Current function value: 0.691187
Iterations 4
boy ~ wantp08
Optimization terminated successfully.
Current function value: 0.690075
Iterations 4
boy ~ wantp09
Optimization terminated successfully.
Current function value: 0.676494
Iterations 4
boy ~ wantp10
Optimization terminated successfully.
Current function value: 0.673839
Iterations 4
boy ~ wantp11
Optimization terminated successfully.
Current function value: 0.607609
Iterations 5
boy ~ wantp12
Optimization terminated successfully.
Current function value: 0.583110
Iterations 5
boy ~ wantp13
Optimization terminated successfully.
Current function value: 0.512546
Iterations 6
boy ~ wantp14
Optimization terminated successfully.
Current function value: 0.512546
Iterations 6
boy ~ wantp5
Optimization terminated successfully.
Current function value: 0.693108
Iterations 3
boy ~ infert_i
Optimization terminated successfully.
Current function value: 0.692990
Iterations 4
boy ~ nosex12_i
Optimization terminated successfully.
Current function value: 0.692931
Iterations 4
boy ~ sexp3mo_i
Optimization terminated successfully.
Current function value: 0.692830
Iterations 4
boy ~ sex3mo_i
Optimization terminated successfully.
Current function value: 0.693012
Iterations 3
boy ~ constat1_i
Optimization terminated successfully.
Current function value: 0.692893
Iterations 4
boy ~ constat2_i
Optimization terminated successfully.
Current function value: 0.692944
Iterations 4
boy ~ constat3_i
Optimization terminated successfully.
Current function value: 0.692923
Iterations 4
boy ~ constat4_i
Optimization terminated successfully.
Current function value: 0.692923
Iterations 4
boy ~ pillr_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ condomr_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ sex1mthd1_i
Optimization terminated successfully.
Current function value: 0.692987
Iterations 4
boy ~ sex1mthd2_i
Optimization terminated successfully.
Current function value: 0.693003
Iterations 3
boy ~ sex1mthd3_i
Optimization terminated successfully.
Current function value: 0.693003
Iterations 3
boy ~ sex1mthd4_i
Optimization terminated successfully.
Current function value: 0.693003
Iterations 3
boy ~ mthuse12_i
Optimization terminated successfully.
Current function value: 0.693005
Iterations 4
boy ~ meth12m1_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ meth12m2_i
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ meth12m3_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ meth12m4_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ mthuse3_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ meth3m1_i
Optimization terminated successfully.
Current function value: 0.693001
Iterations 3
boy ~ meth3m2_i
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ meth3m3_i
Optimization terminated successfully.
Current function value: 0.693012
Iterations 3
boy ~ meth3m4_i
Optimization terminated successfully.
Current function value: 0.693012
Iterations 3
boy ~ nump3mos_i
Optimization terminated successfully.
Current function value: 0.693002
Iterations 3
boy ~ fmethod1_i
Optimization terminated successfully.
Current function value: 0.693009
Iterations 3
boy ~ dateuse1_i
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ sourcem1_i
Optimization terminated successfully.
Current function value: 0.692959
Iterations 3
boy ~ sourcem2_i
Optimization terminated successfully.
Current function value: 0.692936
Iterations 4
boy ~ sourcem3_i
Optimization terminated successfully.
Current function value: 0.693000
Iterations 4
boy ~ sourcem4_i
Optimization terminated successfully.
Current function value: 0.693000
Iterations 4
boy ~ oldwp01_i
Optimization terminated successfully.
Current function value: 0.692735
Iterations 5
boy ~ oldwp02_i
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ oldwp03_i
Optimization terminated successfully.
Current function value: 0.692903
Iterations 4
boy ~ oldwp04_i
Optimization terminated successfully.
Current function value: 0.692883
Iterations 5
boy ~ oldwp05_i
Optimization terminated successfully.
Current function value: 0.692892
Iterations 4
boy ~ oldwp06_i
Optimization terminated successfully.
Current function value: 0.692991
Iterations 4
boy ~ oldwp07_i
Optimization terminated successfully.
Current function value: 0.692991
Iterations 4
boy ~ oldwp08_i
Optimization terminated successfully.
Current function value: 0.692999
Iterations 4
boy ~ oldwr01_i
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ oldwr02_i
Optimization terminated successfully.
Current function value: 0.692984
Iterations 3
boy ~ oldwr03_i
Optimization terminated successfully.
Current function value: 0.692854
Iterations 4
boy ~ oldwr04_i
Optimization terminated successfully.
Current function value: 0.693002
Iterations 4
boy ~ oldwr05_i
Optimization terminated successfully.
Current function value: 0.692979
Iterations 4
boy ~ oldwr06_i
Optimization terminated successfully.
Current function value: 0.692991
Iterations 4
boy ~ oldwr07_i
Optimization terminated successfully.
Current function value: 0.692961
Iterations 4
boy ~ oldwr08_i
Optimization terminated successfully.
Current function value: 0.693013
Iterations 3
boy ~ oldwr09_i
Optimization terminated successfully.
Current function value: 0.693006
Iterations 4
boy ~ wantrp01_i
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ wantrp02_i
Optimization terminated successfully.
Current function value: 0.692984
Iterations 3
boy ~ wantrp03_i
Optimization terminated successfully.
Current function value: 0.692854
Iterations 4
boy ~ wantrp04_i
Optimization terminated successfully.
Current function value: 0.693002
Iterations 4
boy ~ wantrp05_i
Optimization terminated successfully.
Current function value: 0.692979
Iterations 4
boy ~ wantrp06_i
Optimization terminated successfully.
Current function value: 0.692991
Iterations 4
boy ~ wantrp07_i
Optimization terminated successfully.
Current function value: 0.692961
Iterations 4
boy ~ wantrp08_i
Optimization terminated successfully.
Current function value: 0.693013
Iterations 3
boy ~ wantrp09_i
Optimization terminated successfully.
Current function value: 0.693006
Iterations 4
boy ~ wantp01_i
Optimization terminated successfully.
Current function value: 0.692973
Iterations 4
boy ~ wantp02_i
Optimization terminated successfully.
Current function value: 0.693009
Iterations 4
boy ~ wantp03_i
Optimization terminated successfully.
Current function value: 0.692951
Iterations 4
boy ~ wantp04_i
Optimization terminated successfully.
Current function value: 0.692866
Iterations 4
boy ~ wantp05_i
Optimization terminated successfully.
Current function value: 0.692910
Iterations 4
boy ~ wantp06_i
Optimization terminated successfully.
Current function value: 0.692966
Iterations 4
boy ~ wantp07_i
Optimization terminated successfully.
Current function value: 0.692981
Iterations 4
boy ~ wantp08_i
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ wantp5_i
Optimization terminated successfully.
Current function value: 0.693005
Iterations 3
boy ~ fptit12
Optimization terminated successfully.
Current function value: 0.692932
Iterations 3
boy ~ fptitmed
Optimization terminated successfully.
Current function value: 0.691966
Iterations 3
boy ~ fpregfp
Optimization terminated successfully.
Current function value: 0.691362
Iterations 3
boy ~ fpregmed
Optimization terminated successfully.
Current function value: 0.689268
Iterations 4
boy ~ fptit12_i
Optimization terminated successfully.
Current function value: 0.693002
Iterations 3
boy ~ fptitmed_i
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ fpregmed_i
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.692943
Iterations: 35
boy ~ r_stclin
Optimization terminated successfully.
Current function value: 0.693007
Iterations 3
boy ~ intent
Optimization terminated successfully.
Current function value: 0.692832
Iterations 3
boy ~ addexp
Optimization terminated successfully.
Current function value: 0.693002
Iterations 3
boy ~ intent_i
Optimization terminated successfully.
Current function value: 0.693008
Iterations 3
boy ~ addexp_i
Optimization terminated successfully.
Current function value: 0.693002
Iterations 3
boy ~ anyprghp
Optimization terminated successfully.
Current function value: 0.692795
Iterations 4
boy ~ anymschp
Optimization terminated successfully.
Current function value: 0.692693
Iterations 4
boy ~ infever
Optimization terminated successfully.
Current function value: 0.692460
Iterations 4
boy ~ ovulate
Optimization terminated successfully.
Current function value: 0.689107
Iterations 4
boy ~ tubes
Optimization terminated successfully.
Current function value: 0.688696
Iterations 4
boy ~ infertr
Optimization terminated successfully.
Current function value: 0.688377
Iterations 4
boy ~ inferth
Optimization terminated successfully.
Current function value: 0.688785
Iterations 4
boy ~ advice
Optimization terminated successfully.
Current function value: 0.689081
Iterations 4
boy ~ insem
Optimization terminated successfully.
Current function value: 0.689153
Iterations 3
boy ~ invitro
Optimization terminated successfully.
Current function value: 0.688154
Iterations 4
boy ~ endomet
Optimization terminated successfully.
Current function value: 0.688995
Iterations 4
boy ~ fibroids
Optimization terminated successfully.
Current function value: 0.689139
Iterations 4
boy ~ pidtreat
Optimization terminated successfully.
Current function value: 0.692822
Iterations 4
boy ~ evhivtst
Optimization terminated successfully.
Current function value: 0.693005
Iterations 3
boy ~ anyprghp_i
Optimization terminated successfully.
Current function value: 0.693015
Iterations 4
boy ~ anymschp_i
Optimization terminated successfully.
Current function value: 0.692993
Iterations 4
boy ~ infever_i
Optimization terminated successfully.
Current function value: 0.693012
Iterations 4
boy ~ ovulate_i
Optimization terminated successfully.
Current function value: 0.693015
Iterations 4
boy ~ tubes_i
Optimization terminated successfully.
Current function value: 0.693015
Iterations 4
boy ~ infertr_i
Optimization terminated successfully.
Current function value: 0.693015
Iterations 4
boy ~ inferth_i
Optimization terminated successfully.
Current function value: 0.693015
Iterations 4
boy ~ advice_i
Optimization terminated successfully.
Current function value: 0.693015
Iterations 4
boy ~ insem_i
Optimization terminated successfully.
Current function value: 0.693015
Iterations 4
boy ~ invitro_i
Optimization terminated successfully.
Current function value: 0.693015
Iterations 4
boy ~ endomet_i
Optimization terminated successfully.
Current function value: 0.693015
Iterations 4
boy ~ fibroids_i
Optimization terminated successfully.
Current function value: 0.693015
Iterations 4
boy ~ pidtreat_i
Optimization terminated successfully.
Current function value: 0.692677
Iterations 5
boy ~ evhivtst_i
Optimization terminated successfully.
Current function value: 0.692987
Iterations 3
boy ~ insuranc_r
Optimization terminated successfully.
Current function value: 0.692988
Iterations 3
boy ~ metro_r
Optimization terminated successfully.
Current function value: 0.692992
Iterations 3
boy ~ religion_r
Optimization terminated successfully.
Current function value: 0.692929
Iterations 3
boy ~ laborfor_r
Optimization terminated successfully.
Current function value: 0.693015
Iterations 3
boy ~ insuranc_i_r
Optimization terminated successfully.
Current function value: 0.692977
Iterations 4
boy ~ religion_i_r
Optimization terminated successfully.
Current function value: 0.693016
Iterations 3
boy ~ laborfor_i_r
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ poverty_r
Optimization terminated successfully.
Current function value: 0.692960
Iterations 3
boy ~ totincr
Optimization terminated successfully.
Current function value: 0.692945
Iterations 3
boy ~ pubassis_r
Optimization terminated successfully.
Current function value: 0.693003
Iterations 3
boy ~ poverty_i_r
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ totincr_i
Optimization terminated successfully.
Current function value: 0.693018
Iterations 3
boy ~ pubassis_i_r
Optimization terminated successfully.
Current function value: 0.692815
Iterations 4
boy ~ basewgt_r
Optimization terminated successfully.
Current function value: 0.693008
Iterations 3
boy ~ adj_mod_basewgt_r
Optimization terminated successfully.
Current function value: 0.692999
Iterations 3
boy ~ secu_r
Optimization terminated successfully.
Current function value: 0.693019
Iterations 3
boy ~ sest_r
Optimization terminated successfully.
Current function value: 0.693007
Iterations 3
boy ~ cmintvw_r
Optimization terminated successfully.
Current function value: 0.693001
Iterations 4
boy ~ cmlstyr
Optimization terminated successfully.
Current function value: 0.693001
Iterations 4
boy ~ intvlngth
Optimization terminated successfully.
Current function value: 0.692977
Iterations 3
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
Out[7]:
[(0.99999997478559399, u'cmfsexx20', 0.99487796794003025),
(0.99999980810022737, u'cmfsexx14', 0.99044572447151147),
(0.99999980810022737, u'cmfsexx12', 0.99044572447151147),
(0.99999969668952193, u'cmvasrev', 0.98886355298197437),
(0.99999943233443778, u'cmfsexx17', 0.98011303937835292),
(0.99999943233443778, u'cmfsexx11', 0.98011303937835292),
(0.99998725308812786, u'p1yhsage8', 0.94738623802804633),
(0.99989411028244812, u'cmfsexx19', 0.84972483887354566),
(0.99989411028244812, u'cmfsexx18', 0.84972483887354566),
(0.99989411028244812, u'cmfsexx16', 0.84972483887354566),
(0.9997238760876922, u'cmlstsxx17', 0.74192483418281008),
(0.9997238760876922, u'cmlstsxx11', 0.74192483418281008),
(0.9997238760876922, u'cmlsexx17', 0.74192483418281008),
(0.9997238760876922, u'cmlsexx11', 0.74192483418281008),
(0.76546223033783689, u'pcurrntx6', 0.99999450268546874),
(0.76546223033553751, u'p1ycurrp6', 0.99988243132982202),
(0.7123703286018046, u'mthusimx1727', 0.99705821865575273),
(0.71000190182917988, u'placgotf10', 0.99999086528294789),
(0.61766949046177899, u'cmfsexx10', 0.44063300648307724),
(0.60035771452331632, u'cmfsexx9', 0.36098103447390451),
(0.59758348671273809, u'cmfsexx6', 0.034340192640520364),
(0.58803259165245836, u'mthusimx4227', 0.99981017790693782),
(0.57553281947561086, u'mthusimx1627', 0.99896210179051803),
(0.54403200226650328, u'mthusimx2628', 0.98701233942066335),
(0.54403200226503345, u'methhist164', 0.99994615668563114),
(0.54384136805622307, u'mthusimx2627', 0.80803434330283486),
(0.51709773603637066, u'cmokdcam7', 0.95089911343140188),
(0.48719717611972324, u'marout14', 0.999675163146865),
(0.48719715644876116, u'datend14', 0.99665451799628391),
(0.48716837716484884, u'ageprg14', 0.92375947566310979),
(0.45914791701656787, u'bcwhyf2', 0.99986373381372939),
(0.4456859936216403, u'cmfsexx7', 0.30712001532889255),
(0.44053664791257841, u'cmfsexx8', 0.25352333410938455),
(0.43253806775705594, u'fmedreas20', 0.99988609636456427),
(0.43015691611727924, u'mthusimx4702', 0.99986520940472601),
(0.429008722867532, u'methhist483', 0.67706755538349139),
(0.41842209428623656, u'methstop09', 0.99641972065448026),
(0.38368854659634388, u'reasdiss107', 0.99999920108235552),
(0.38368854659626728, u'hxagemar5', 0.99998997488627617),
(0.38368854659249874, u'kidshx5', 0.99993859620742775),
(0.3836885465924964, u'othkdfos7', 0.9999385793368355),
(0.38368854656950813, u'mardat05', 0.99984864086962244),
(0.38368854656950813, u'cmmarrhx5', 0.99984864086962244),
(0.38368843750228121, u'cmhsbdobx5', 0.99371028340061429),
(0.38368841365094064, u'cmstphsbx4', 0.99314297542183527),
(0.36604854251343, u'mthusimx2528', 0.11341428999793847),
(0.36604854251343, u'mthusimx2428', 0.11341428999793847),
(0.3548006130894279, u'lastmonmeth4', 0.99999974460714214),
(0.35480061308787292, u'methhist444', 0.99993882609746343),
(0.35475963661564014, u'pnctrim', 0.99955268523991847),
(0.32710809036834443, u'paybirth3', 0.78722940903336447),
(0.29461336495204327, u'racehx3', 0.30128803016204064),
(0.29364295484236991, u'p1yeduc6', 0.99985374071012423),
(0.27792950545673001, u'cmokdcam4', 0.068985587656002184),
(0.27401754212128104, u'lastage3', 0.99999999206816848),
(0.27401754212079243, u'relothkd12', 0.99997865600012059),
(0.27401754212079243, u'relothkd11', 0.99997865600012059),
(0.2740175421192439, u'dolastwk6', 0.99995865340363532),
(0.27401754210965756, u'sexothkd11', 0.99990778823497606),
(0.27401754209898133, u'sameallyear3', 0.99987567481021766),
(0.27401754201088246, u'p1yrace3', 0.99974189132511138),
(0.27401754193097383, u'p1yrn5', 0.99966940056174214),
(0.25335293781017343, u'mthusimx4726', 0.99955848664055624),
(0.2489956996313375, u'babysex3', 0.050291468897424203),
(0.24400584011603677, u'cmokddob6', 0.37640156923612955),
(0.23815875639874473, u'pregend2', 0.26692608566560816),
(0.23679725677782604, u'methhist124', 0.99875353482657137),
(0.23679725677782604, u'methhist114', 0.99875353482657137),
(0.23679725677782604, u'methhist094', 0.99875353482657137),
(0.2367972383605087, u'mthusimx4727', 0.99692289240959431),
(0.23526979858419006, u'mthusimx2227', 0.084730486113429843),
(0.23027474398717629, u'typallpg5', 0.093103807031878344),
(0.22090337752180522, u'cmfsexx5', 0.012703803554362854),
(0.21461074685910086, u'mthusimx128', 0.14826380200125588),
(0.21209803931636995, u'cmokddob7', 0.7923090788130025),
(0.20550046426044788, u'mthusimx27', 0.17027291841537318),
(0.20324899149337072, u'mthusimx3027', 0.085016852408401566),
(0.19647826253493117, u'sameallyear8', 0.9999732620688615),
(0.19647826253493117, u'sameallyear6', 0.9999732620688615),
(0.19647826253493117, u'sameallyear11', 0.9999732620688615),
(0.19622797806308767, u'mthusimx1327', 0.069203863444119287),
(0.19292984436265559, u'mthusimx2127', 0.077878404549347371),
(0.1925948954744473, u'mthusimx1227', 0.086032116555680452),
(0.19212922015065426, u'mthusimx1427', 0.076151288163869735),
(0.1912826778245742, u'mthusimx3903', 0.07119216819769239),
(0.18400238939790059, u'mthusimx4503', 0.41027671736744065),
(0.17996511936547144, u'mthusimx2327', 0.1393834205547759),
(0.17708382318843741, u'birthwgt_oz3', 0.099175494117043489),
(0.17606518335989885, u'legagree2', 0.99989440124116025),
(0.17245127119186154, u'meth3m3', 0.044780198294010795),
(0.17245127119186154, u'meth12m3', 0.044780198294010795),
(0.17245127119186154, u'lstmthp13', 0.044780198294011087),
(0.16872735661373683, u'methhist463', 0.29405331516494215),
(0.16760234516730121, u'mthusimx3703', 0.10415774028612923),
(0.16700702411274637, u'bc12pay13', 0.2031085461834834),
(0.16456258719409367, u'mthusimx2027', 0.054796152078712086),
(0.15729902321417655, u'p1yhsage6', 0.065656539512962117),
(0.15643538873363461, u'cmlsexx6', 0.73319574251408526),
(0.15514056160662626, u'mthusimx2403', 0.06117219712589219),
(0.15490646053080137, u'mthusimx927', 0.049432341224119769),
(0.15367882891943374, u'mthusimx228', 0.16162990500634211),
(0.15222359862902957, u'mthusimx2928', 0.10081348038477651),
(0.15106563950350349, u'heragecx5', 0.99958602668662455),
(0.14970023738763949, u'bc12pay143', 0.13194725039987112),
(0.14961002676579715, u'mthusimx3902', 0.025814751781558124),
(0.14909943081848043, u'datend13', 0.28806506982567159),
(0.14791864402549226, u'numkdshx4', 0.15267080614958867),
(0.14653951828028899, u'mardis04', 0.13980448844484053),
(0.14467385376523012, u'datcon13', 0.29141924121692497),
(0.14351190740936914, u'mthusimx2503', 0.073537139269532328),
(0.14172382999160849, u'mthusimx2601', 0.066149537378606876),
(0.14037445940268289, u'chedmarn4', 0.14012561904251503),
(0.13653477176724349, u'p1yrf7', 0.35538415253195577),
(0.13647671718015675, u'mthusimx1027', 0.090640994523345966),
(0.13484944609926885, u'mthusimx1127', 0.094671597171171712),
(0.13377770094641916, u'mthusimx827', 0.069193864580854914),
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...]
In [8]:
t
Out[8]:
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(0.00078656146199052035, u'talkall', 0.092967648431740491),
(0.00077049549048968657, u'talkpar2', 0.82027572389440762),
(0.00076670642042586667, u'typag13m', 0.77686102486036823),
(0.00076595031528936541, u'simseq48', 0.74097391137607072),
(0.00076036114455024784, u'mthusimx3901', 0.86458585440722324),
(0.00076008420590001347, u'frsteatd', 0.067433233991495825),
(0.00074965681041316845, u'methhist272', 0.43560006307549848),
(0.0007451092815241589, u'cmdivorcx', 0.18125421581566592),
(0.00073963373082430728, u'fstmthp11', 0.042305929936332927),
(0.00073674645621268908, u'mthusimx1102', 0.8422872232505173),
(0.00073645034702518597, u'methhist213', 0.83370623520549803),
(0.00073472678657016122, u'payrster2', 0.58205626079187911),
(0.00073174618657523283, u'splstwk1', 0.01928804031734101),
(0.0007287375466641377, u'p1yhsage2', 0.37530683935572762),
(0.00072285210741895867, u'bc12pay22', 0.59413660163562454),
(0.00072155432448017809, u'mthusimx4201', 0.89869227891186088),
(0.00071551875682485111, u'rmarout08', 0.58147607632772003),
(0.00071031808438715149, u'emcon12', 0.62003242257353519),
(0.00070559130857394958, u'reasdiss201', 0.36860090018684055),
(0.00070467248599581644, u'datend07', 0.45661297970145909),
(0.00069874128916191935, u'outcom02', 0.0053269675639473629),
(0.00069656235359782936, u'hivtst2', 0.59376767824851928),
(0.00069350659048939001, u'mthfrsts01', 0.31557852212979398),
(0.00068810135710239972, u'mthusimx1001', 0.8418218554746566),
(0.00068585104717988621, u'adptotkd', 0.27562703864601934),
(0.00068199612259689513, u'fmarout5', 0.0037692928316248853),
(0.00068142251056180214, u'typallpg', 0.42523856371232049),
(0.00067758863317779472, u'relothkd6', 0.83712692473342842),
(0.00067140576006963215, u'methhist383', 0.85706806614580722),
(0.00067070231866084296, u'mthusimx3102', 0.87691901917124415),
(0.00067064053176801863, u'regcar22', 0.62017301614512887),
(0.00067055572206176084, u'talkpar5', 0.90040419162681973),
(0.00066979282611456803, u'engag1cx4', 0.80472444885011152),
(0.00066382642577589301, u'tubes', 0.4289662943771676),
(0.00065807222343672311, u'regcar18', 0.48184740370188606),
(0.00065674696103679153, u'nummult34', 0.0050519678440732385),
(0.00065499293255111279, u'coh1dur', 0.021909710033073546),
(0.00065446316049955211, u'placgotf1', 0.49129313971110644),
(0.00065324660284926672, u'simseq32', 0.47900771597469116),
(0.00065324445428782685, u'fmedreas8', 0.83869913865162848),
(0.00065246942612906533, u'cpkid18b', 0.63660372481495209),
(0.00064733056775867492, u'cxkids3', 0.63316721648602015),
(0.00064453129406627507, u'oldwp06', 0.32132879954271065),
(0.0006428158646513138, u'reasdiss301', 0.75133091351812764),
(0.00064135553344546459, u'sexothkd', 0.29115759861706236),
(0.00064106878527703248, u'brnout_r', 0.0050010148764798997),
(0.00064106878527703248, u'brnout', 0.0050010148764798997),
(0.00063586164687567948, u'fmarstat', 0.36986652549102439),
(0.00063513239288348622, u'bpa_bdscheck1', 0.039442593707190617),
(0.00063397712642365711, u'marout09', 0.71134478614777197),
(0.00062800796801820713, u'methstop04', 0.59852177112219418),
(0.00062107551330958799, u'cmpmcohx', 0.095806861757908438),
(0.00062035971891749586, u'rmarout6', 0.0057290837914340913),
...]
In [19]:
results = results.fit()
Warning: Maximum number of iterations has been exceeded.
Current function value: 0.199540
Iterations: 35
/Users/nathankiner/anaconda/lib/python2.7/site-packages/statsmodels/base/model.py:466: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
"Check mle_retvals", ConvergenceWarning)
In [13]:
SummarizeResults(results)
Intercept -154 (1)
multbrth -7.03 (1)
workpreg 6.55 (1)
methhist021 9.83 (1)
bc12pay111 14.8 (1)
ageprg02 0.00233 (0.655)
insuranc_r 48.4 (1)
R^2 0.7095
In [14]:
results.pvalues
Out[14]:
Intercept 0.999999
multbrth 0.999995
workpreg 0.999928
methhist021 0.999867
bc12pay111 1.000000
ageprg02 0.655042
insuranc_r 1.000000
dtype: float64
In [35]:
results.pvalues['finalwgt_r']
Out[35]:
0.99999999037299447
In [7]:
variables
Out[7]:
[u'multbrth', u'workpreg', u'methhist021', u'bc12pay111', u'ageprg02']
In [ ]:
Content source: Nathx/think_stats
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