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lang_filtered_CI_Tr_has_wiki_link_on_s_All_ugc_val_est2_trim0_samples0,1,2.txt
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lang_filtered_CI_Tr_has_wiki_link_on_s_All_ugc_val_est2_trim0_samples0,1,2.txt
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Summary Statistics
C (N_c=664927) T (N_t=47673)
Variable Mean S.d. Mean S.d. rdif
--------------------------------------------------------------------------------
Y0 2.249 13.778 6.570 129.349 4.322
Y1 1.392 2.265 1.706 2.786 0.314
C (N_c=664927) T (N_t=47673)
Variable Mean S.d. Mean S.d. Ndif
--------------------------------------------------------------------------------
X0 0.154 0.361 0.151 0.358 -0.008
X1 0.171 0.377 0.166 0.372 -0.013
X2 0.176 0.381 0.168 0.374 -0.021
X3 0.175 0.380 0.163 0.369 -0.032
X4 0.158 0.365 0.150 0.357 -0.022
X5 0.084 0.277 0.099 0.299 0.054
X6 0.085 0.279 0.090 0.286 0.016
X7 0.086 0.280 0.084 0.277 -0.007
X8 0.095 0.293 0.094 0.291 -0.006
X9 0.090 0.286 0.086 0.280 -0.015
X10 0.089 0.285 0.085 0.279 -0.016
X11 0.079 0.270 0.079 0.270 -0.000
X12 0.078 0.269 0.076 0.265 -0.008
X13 0.079 0.269 0.079 0.270 0.001
X14 0.078 0.267 0.082 0.275 0.017
X15 0.082 0.275 0.084 0.277 0.006
X16 0.081 0.273 0.081 0.273 0.001
X17 0.185 0.388 0.191 0.393 0.016
X18 0.289 0.453 0.269 0.443 -0.045
X19 0.323 0.468 0.319 0.466 -0.008
X20 -0.007 0.999 0.104 1.004 0.111
X21 -0.048 0.920 0.663 1.631 0.537
X22 0.016 1.025 -0.228 0.499 -0.303
X23 0.027 1.014 -0.381 0.666 -0.476
X24 -0.006 1.020 0.081 0.646 0.102
X25 0.843 0.364 0.869 0.338 0.074
X26 -0.030 1.025 0.417 0.348 0.584
X27 0.143 0.350 0.205 0.403 0.163
X28 -0.012 1.008 0.161 0.859 0.184
X29 -0.011 1.015 0.154 0.743 0.186
X30 -0.031 1.003 0.437 0.837 0.507
X31 0.758 0.429 0.545 0.498 -0.457
X32 -0.005 0.999 0.069 1.013 0.074
X33 0.007 1.007 -0.103 0.893 -0.116
X34 0.009 0.094 0.022 0.145 0.103
X35 0.039 0.194 0.078 0.269 0.167
X36 0.066 0.248 0.119 0.324 0.185
X37 0.103 0.304 0.133 0.340 0.094
X38 0.129 0.335 0.140 0.347 0.033
X39 0.153 0.360 0.144 0.351 -0.025
X40 0.147 0.354 0.121 0.326 -0.079
X41 0.145 0.353 0.111 0.314 -0.103
X0:mon
X1:tues
X2:wed
X3:thurs
X4:fri
X5:sat
X6:jan
X7:feb
X8:mar
X9:apr
X10:may
X11:jun
X12:jul
X13:aug
X14:sep
X15:octo
X16:nov
X17:zero_to_six
X18:six_to_twelve
X19:twelve_to_eighteen
X20:seconds_since_user_creation
X21:body_length
X22:body_percent_uppercase
X23:body_percent_spaces
X24:body_percent_punctuation
X25:body_starts_capitalized
X26:body_coleman_liau_index
X27:body_includes_question_mark
X28:body_sentiment_polarity
X29:body_sentiment_subjectivity
X30:user_reputation
X31:body_includes_code
X32:num_tags
X33:response_time
X34:year2008
X35:year2009
X36:year2010
X37:year2011
X38:year2012
X39:year2013
X40:year2014
X41:year2015
Y0:score
Y1:num_comments
Estimated Parameters of Propensity Score
Coef. S.e. z P>|z| [95% Conf. int.]
--------------------------------------------------------------------------------
Intercept -2.521 0.037 -68.510 0.000 -2.593 -2.449
X0 -0.216 0.022 -9.707 0.000 -0.260 -0.172
X1 -0.219 0.022 -10.002 0.000 -0.262 -0.176
X2 -0.233 0.022 -10.682 0.000 -0.276 -0.190
X3 -0.248 0.022 -11.330 0.000 -0.291 -0.205
X4 -0.235 0.022 -10.541 0.000 -0.278 -0.191
X5 -0.057 0.025 -2.292 0.022 -0.105 -0.008
X6 0.119 0.027 4.468 0.000 0.067 0.171
X7 0.074 0.027 2.731 0.006 0.021 0.127
X8 0.085 0.026 3.242 0.001 0.034 0.137
X9 0.066 0.027 2.458 0.014 0.013 0.118
X10 0.054 0.027 2.019 0.044 0.002 0.107
X11 0.058 0.027 2.139 0.032 0.005 0.112
X12 0.014 0.027 0.494 0.621 -0.040 0.067
X13 0.024 0.027 0.876 0.381 -0.030 0.077
X14 0.050 0.027 1.853 0.064 -0.003 0.103
X15 -0.000 0.027 -0.009 0.992 -0.053 0.052
X16 -0.011 0.027 -0.402 0.688 -0.064 0.042
X17 -0.021 0.017 -1.203 0.229 -0.054 0.013
X18 -0.051 0.016 -3.255 0.001 -0.082 -0.020
X19 -0.056 0.015 -3.704 0.000 -0.085 -0.026
X20 0.175 0.007 23.780 0.000 0.161 0.190
X21 0.692 0.005 134.875 0.000 0.682 0.702
X22 -0.575 0.010 -60.482 0.000 -0.593 -0.556
X23 -0.792 0.009 -87.219 0.000 -0.810 -0.774
X24 0.076 0.005 14.403 0.000 0.065 0.086
X25 0.377 0.016 23.449 0.000 0.346 0.409
X26 1.791 0.016 109.149 0.000 1.758 1.823
X27 0.156 0.014 10.792 0.000 0.128 0.185
X28 0.133 0.006 23.766 0.000 0.122 0.144
X29 0.206 0.006 35.010 0.000 0.194 0.217
X30 0.434 0.008 56.676 0.000 0.419 0.449
X31 -2.588 0.013 -196.838 0.000 -2.614 -2.563
X32 0.068 0.005 12.539 0.000 0.058 0.079
X33 -0.109 0.006 -16.891 0.000 -0.122 -0.097
X34 1.265 0.050 25.341 0.000 1.168 1.363
X35 1.052 0.031 33.805 0.000 0.991 1.113
X36 0.973 0.027 36.442 0.000 0.921 1.025
X37 0.729 0.024 29.976 0.000 0.681 0.776
X38 0.600 0.023 26.319 0.000 0.555 0.644
X39 0.502 0.022 23.222 0.000 0.460 0.544
X40 0.342 0.022 15.803 0.000 0.299 0.384
X41 0.225 0.022 10.378 0.000 0.182 0.267
TRIM PERFORMED: 0.0
Summary Statistics
C (N_c=664927) T (N_t=47673)
Variable Mean S.d. Mean S.d. rdif
--------------------------------------------------------------------------------
Y0 2.249 13.778 6.570 129.349 4.322
Y1 1.392 2.265 1.706 2.786 0.314
C (N_c=664927) T (N_t=47673)
Variable Mean S.d. Mean S.d. Ndif
--------------------------------------------------------------------------------
X0 0.154 0.361 0.151 0.358 -0.008
X1 0.171 0.377 0.166 0.372 -0.013
X2 0.176 0.381 0.168 0.374 -0.021
X3 0.175 0.380 0.163 0.369 -0.032
X4 0.158 0.365 0.150 0.357 -0.022
X5 0.084 0.277 0.099 0.299 0.054
X6 0.085 0.279 0.090 0.286 0.016
X7 0.086 0.280 0.084 0.277 -0.007
X8 0.095 0.293 0.094 0.291 -0.006
X9 0.090 0.286 0.086 0.280 -0.015
X10 0.089 0.285 0.085 0.279 -0.016
X11 0.079 0.270 0.079 0.270 -0.000
X12 0.078 0.269 0.076 0.265 -0.008
X13 0.079 0.269 0.079 0.270 0.001
X14 0.078 0.267 0.082 0.275 0.017
X15 0.082 0.275 0.084 0.277 0.006
X16 0.081 0.273 0.081 0.273 0.001
X17 0.185 0.388 0.191 0.393 0.016
X18 0.289 0.453 0.269 0.443 -0.045
X19 0.323 0.468 0.319 0.466 -0.008
X20 -0.007 0.999 0.104 1.004 0.111
X21 -0.048 0.920 0.663 1.631 0.537
X22 0.016 1.025 -0.228 0.499 -0.303
X23 0.027 1.014 -0.381 0.666 -0.476
X24 -0.006 1.020 0.081 0.646 0.102
X25 0.843 0.364 0.869 0.338 0.074
X26 -0.030 1.025 0.417 0.348 0.584
X27 0.143 0.350 0.205 0.403 0.163
X28 -0.012 1.008 0.161 0.859 0.184
X29 -0.011 1.015 0.154 0.743 0.186
X30 -0.031 1.003 0.437 0.837 0.507
X31 0.758 0.429 0.545 0.498 -0.457
X32 -0.005 0.999 0.069 1.013 0.074
X33 0.007 1.007 -0.103 0.893 -0.116
X34 0.009 0.094 0.022 0.145 0.103
X35 0.039 0.194 0.078 0.269 0.167
X36 0.066 0.248 0.119 0.324 0.185
X37 0.103 0.304 0.133 0.340 0.094
X38 0.129 0.335 0.140 0.347 0.033
X39 0.153 0.360 0.144 0.351 -0.025
X40 0.147 0.354 0.121 0.326 -0.079
X41 0.145 0.353 0.111 0.314 -0.103
Stratification Summary
Propensity Score Sample Size Ave. Propensity Outcome
Stratum Min. Max.Controls TreatedControls TreatedY0 raw-diffY1 raw-diff
--------------------------------------------------------------------------------
1 0.000 0.001 44477 62 0.000 0.000 1.634 1.144
2 0.001 0.001 22225 44 0.001 0.001 0.319 0.278
3 0.001 0.002 22190 78 0.002 0.002 0.864 -0.219
4 0.002 0.005 44307 231 0.003 0.003 1.230 0.433
5 0.005 0.008 44193 344 0.006 0.006 1.584 0.259
6 0.008 0.011 44096 442 0.010 0.010 1.085 0.372
7 0.011 0.016 43966 571 0.014 0.014 0.856 0.118
8 0.016 0.018 21962 307 0.017 0.017 1.021 0.387
9 0.018 0.021 21880 389 0.020 0.020 -0.038 0.086
10 0.021 0.027 43682 855 0.024 0.024 0.519 0.148
11 0.027 0.034 43410 1128 0.030 0.030 0.339 0.101
12 0.034 0.036 10823 312 0.035 0.035 -0.463 -0.048
13 0.036 0.038 10768 366 0.037 0.037 2.323 0.121
14 0.038 0.042 21474 794 0.040 0.040 0.489 0.236
15 0.042 0.044 10715 420 0.043 0.043 0.042 0.121
16 0.044 0.047 10652 482 0.046 0.046 -0.000 -0.040
17 0.047 0.053 21260 1009 0.050 0.050 0.333 0.145
18 0.053 0.059 21131 1138 0.056 0.056 0.394 -0.038
19 0.059 0.067 20995 1273 0.063 0.063 0.707 -0.022
20 0.067 0.076 20652 1617 0.071 0.071 1.243 0.113
21 0.076 0.082 10348 787 0.079 0.079 3.226 0.163
22 0.082 0.085 5131 436 0.083 0.083 -0.032 0.138
23 0.085 0.086 2554 230 0.085 0.085 0.632 -0.001
24 0.086 0.088 2506 277 0.087 0.087 1.023 0.191
25 0.088 0.095 10177 958 0.091 0.091 0.766 0.155
26 0.095 0.103 10028 1106 0.099 0.099 2.752 0.247
27 0.103 0.108 4970 597 0.106 0.106 1.091 0.086
28 0.108 0.113 4909 658 0.111 0.111 0.453 0.152
29 0.113 0.126 9765 1369 0.119 0.120 1.933 0.285
30 0.126 0.142 9660 1475 0.134 0.134 2.930 0.169
31 0.142 0.163 9457 1677 0.152 0.152 5.784 0.240
32 0.163 0.177 4633 934 0.170 0.170 2.180 0.389
33 0.177 0.186 2314 470 0.181 0.181 3.855 0.215
34 0.186 0.195 2252 531 0.190 0.190 0.335 0.081
35 0.195 0.216 4473 1094 0.205 0.205 5.453 0.249
36 0.216 0.229 2230 554 0.222 0.223 1.164 0.072
37 0.229 0.243 2166 617 0.236 0.236 2.029 0.331
38 0.243 0.259 2155 629 0.251 0.251 0.872 0.236
39 0.259 0.277 2083 701 0.268 0.268 2.397 0.070
40 0.277 0.296 2036 748 0.286 0.287 1.882 0.110
41 0.296 0.318 1952 831 0.307 0.307 0.826 -0.057
42 0.318 0.343 1884 900 0.330 0.330 0.267 -0.024
43 0.343 0.369 1773 1010 0.356 0.356 1.352 -0.090
44 0.369 0.431 3152 2415 0.399 0.400 0.438 -0.204
45 0.431 1.000 7461 14807 0.592 0.625 5.714 -0.302
mon,0,-1.02767640522
mon,1,-0.0172830390425
tues,0,-0.761558196767
tues,1,0.0159590496789
wed,0,1.19038428557
wed,1,-0.0106684220072
thurs,0,0.940394546888
thurs,1,-0.0272968430188
fri,0,-0.803276516084
fri,1,-0.00995351770978
sat,0,0.464531633349
sat,1,-0.0215050174461
jan,0,1.43417386575
jan,1,0.0374461563731
feb,0,1.76256638697
feb,1,-0.00607288543985
mar,0,1.4179640692
mar,1,0.0067119682031
apr,0,1.04514377969
apr,1,0.0106605962673
may,0,0.972904539254
may,1,0.0290745618943
jun,0,4.46627261839
jun,1,0.0550477695003
jul,0,0.0228534906051
jul,1,0.0369759875575
aug,0,0.081938601351
aug,1,0.0531512064474
sep,0,-0.270320023113
sep,1,-0.0131768543836
octo,0,-0.120968588699
octo,1,0.0326598663291
nov,0,-0.718355097248
nov,1,0.0689335329784
zero_to_six,0,-0.205101727055
zero_to_six,1,-0.0257603163443
six_to_twelve,0,-0.236299048089
six_to_twelve,1,0.0122171583997
twelve_to_eighteen,0,1.00106682322
twelve_to_eighteen,1,0.0188855790761
seconds_since_user_creation,0,-0.443093100847
seconds_since_user_creation,1,-0.136377830238
body_length,0,1.89545720891
body_length,1,0.10496382538
body_percent_uppercase,0,-2.24668066846
body_percent_uppercase,1,0.169848041459
body_percent_spaces,0,-3.12751409953
body_percent_spaces,1,0.136124337944
body_percent_punctuation,0,0.179566079937
body_percent_punctuation,1,-0.0379299287516
body_starts_capitalized,0,-4.39252432716
body_starts_capitalized,1,-0.142440917696
body_coleman_liau_index,0,2.13047895147
body_coleman_liau_index,1,-0.54149586674
body_includes_question_mark,0,0.979042796413
body_includes_question_mark,1,0.194136471441
body_sentiment_polarity,0,0.0205208178881
body_sentiment_polarity,1,-0.0392745259123
body_sentiment_subjectivity,0,0.829223501178
body_sentiment_subjectivity,1,0.00359723318668
user_reputation,0,3.62144400337
user_reputation,1,0.290715581245
body_includes_code,0,1.41445179942
body_includes_code,1,1.20620555829
num_tags,0,1.32552663299
num_tags,1,0.103459035964
response_time,0,0.257306308025
response_time,1,-0.260195924766
year2008,0,23.3128165536
year2008,1,-0.452504277036
year2009,0,11.9570836896
year2009,1,-0.322010781789
year2010,0,9.74223283364
year2010,1,-0.183789194845
year2011,0,8.08364467931
year2011,1,-0.021155391387
year2012,0,9.49350458312
year2012,1,0.0842294515117
year2013,0,6.95144310868
year2013,1,0.176462474646
year2014,0,4.46193091178
year2014,1,0.0786991996313
year2015,0,2.37929516678
year2015,1,0.0391618196535
WEIGHTED AVERAGE OF SUM OF ABSOLUTE VALUE OF ALL NDIFs
4.97453319479,4.97453319479,3.42866200244
# of BIG NDIFS
3,3,2.2890752175133326
VARS USED IN BLOCK REGRESSIONS
X0:mon
X1:tues
X2:wed
X3:thurs
X4:fri
X5:sat
X6:jan
X7:feb
X8:mar
X9:apr
X10:may
X11:jun
X12:jul
X13:aug
X14:sep
X15:octo
X16:nov
X17:zero_to_six
X18:six_to_twelve
X19:twelve_to_eighteen
X20:seconds_since_user_creation
X21:body_length
X22:body_percent_uppercase
X23:body_percent_spaces
X24:body_percent_punctuation
X25:body_starts_capitalized
X26:body_coleman_liau_index
X27:body_includes_question_mark
X28:body_sentiment_polarity
X29:body_sentiment_subjectivity
X30:user_reputation
X31:body_includes_code
X32:num_tags
X33:response_time
X34:year2008
X35:year2009
X36:year2010
X37:year2011
X38:year2012
X39:year2013
X40:year2014
X41:year2015
Treatment Effect Estimates: Blocking
Est. S.e. z P>|z| [95% Conf. int.]
----------------------------------------------------------------------------------------------------
Y0: ATE 1.087 0.163 6.684 0.000 0.768 1.405
Y1: ATE 0.006 0.033 0.175 0.861 -0.059 0.071
Y0: ATC 0.920 0.138 6.681 0.000 0.650 1.190
Y1: ATC 0.006 0.035 0.176 0.860 -0.063 0.076
Y0: ATT 3.412 0.979 3.486 0.000 1.494 5.331
Y1: ATT 0.000 0.019 0.014 0.988 -0.036 0.037
records_loaded:17.041236639022827
rows_loaded:37.51534938812256
CausalModel:1.8821699619293213
propensity:33.16701102256775
trim_0.0:0.00568389892578125
stratify_s:2.3283095359802246
est_via_blocking:1.211336374282837