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lang_filtered_CI_Tr_has_wiki_link_on_r_All_ugc_val_est2_trim0_samples0,1,2.txt
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lang_filtered_CI_Tr_has_wiki_link_on_r_All_ugc_val_est2_trim0_samples0,1,2.txt
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Summary Statistics
C (N_c=507742) T (N_t=36018)
Variable Mean S.d. Mean S.d. rdif
--------------------------------------------------------------------------------
Y0 10.710 165.631 153.423 1108.350 142.713
Y1 9.947 118.925 19.151 151.684 9.204
C (N_c=507742) T (N_t=36018)
Variable Mean S.d. Mean S.d. Ndif
--------------------------------------------------------------------------------
X0 0.147 0.355 0.148 0.355 0.002
X1 0.149 0.356 0.148 0.355 -0.004
X2 0.146 0.354 0.150 0.357 0.011
X3 0.144 0.351 0.147 0.354 0.009
X4 0.144 0.352 0.150 0.357 0.015
X5 0.133 0.339 0.125 0.331 -0.022
X6 0.079 0.270 0.088 0.283 0.031
X7 0.077 0.267 0.081 0.273 0.014
X8 0.077 0.266 0.083 0.276 0.022
X9 0.078 0.268 0.092 0.289 0.051
X10 0.084 0.278 0.087 0.282 0.011
X11 0.078 0.269 0.080 0.271 0.004
X12 0.082 0.274 0.077 0.267 -0.018
X13 0.084 0.278 0.082 0.274 -0.010
X14 0.083 0.276 0.089 0.285 0.021
X15 0.093 0.290 0.081 0.273 -0.042
X16 0.093 0.290 0.080 0.272 -0.045
X17 0.291 0.454 0.363 0.481 0.154
X18 0.158 0.365 0.149 0.356 -0.024
X19 0.288 0.453 0.261 0.439 -0.061
X20 -0.004 0.996 0.053 1.054 0.055
X21 -0.107 0.829 1.511 1.725 1.196
X22 0.016 1.022 -0.228 0.567 -0.296
X23 -0.017 1.017 0.235 0.686 0.290
X24 -0.013 1.021 0.176 0.615 0.224
X25 0.716 0.451 0.944 0.230 0.636
X26 -0.032 1.006 0.457 0.775 0.545
X27 0.304 0.460 0.033 0.179 -0.778
X28 -0.003 1.010 0.048 0.849 0.055
X29 -0.009 1.004 0.124 0.938 0.137
X30 -0.031 0.984 0.433 1.117 0.440
X31 -0.042 0.970 0.586 1.215 0.571
X32 0.200 0.400 0.390 0.488 0.426
X33 0.005 0.067 0.015 0.121 0.106
X34 0.241 0.427 0.257 0.437 0.038
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:title_length
X22:title_percent_uppercase
X23:title_percent_spaces
X24:title_percent_punctuation
X25:title_starts_capitalized
X26:title_coleman_liau_index
X27:title_includes_question_mark
X28:title_sentiment_polarity
X29:title_sentiment_subjectivity
X30:user_comment_karma
X31:user_link_karma
X32:user_is_mod
X33:user_is_suspended
X34:user_is_deleted
Y0:score
Y1:num_comments
Estimated Parameters of Propensity Score
Coef. S.e. z P>|z| [95% Conf. int.]
--------------------------------------------------------------------------------
Intercept -6.129 0.047 -130.594 0.000 -6.221 -6.037
X0 0.039 0.025 1.524 0.128 -0.011 0.088
X1 0.001 0.025 0.038 0.970 -0.049 0.051
X2 0.026 0.025 1.019 0.308 -0.024 0.075
X3 0.022 0.025 0.881 0.378 -0.027 0.072
X4 0.035 0.025 1.396 0.163 -0.014 0.085
X5 0.000 0.026 0.015 0.988 -0.051 0.052
X6 0.249 0.033 7.650 0.000 0.185 0.313
X7 0.189 0.033 5.694 0.000 0.124 0.254
X8 0.271 0.033 8.205 0.000 0.206 0.335
X9 0.352 0.033 10.805 0.000 0.288 0.415
X10 0.285 0.033 8.723 0.000 0.221 0.349
X11 0.144 0.033 4.334 0.000 0.079 0.209
X12 0.083 0.033 2.489 0.013 0.018 0.148
X13 0.117 0.033 3.551 0.000 0.052 0.182
X14 0.218 0.032 6.714 0.000 0.154 0.281
X15 -0.037 0.033 -1.116 0.264 -0.101 0.028
X16 -0.036 0.033 -1.087 0.277 -0.100 0.029
X17 0.308 0.018 17.137 0.000 0.273 0.343
X18 0.019 0.022 0.861 0.389 -0.024 0.062
X19 -0.039 0.019 -2.051 0.040 -0.076 -0.002
X20 0.374 0.037 10.058 0.000 0.301 0.447
X21 0.822 0.006 126.685 0.000 0.810 0.835
X22 -0.027 0.008 -3.259 0.001 -0.043 -0.011
X23 0.427 0.014 29.704 0.000 0.399 0.455
X24 -0.001 0.008 -0.143 0.886 -0.017 0.015
X25 2.412 0.026 92.313 0.000 2.361 2.463
X26 0.404 0.012 32.711 0.000 0.380 0.428
X27 -2.920 0.031 -93.060 0.000 -2.982 -2.859
X28 0.067 0.008 8.878 0.000 0.052 0.082
X29 -0.216 0.008 -28.136 0.000 -0.231 -0.201
X30 -0.018 0.010 -1.833 0.067 -0.036 0.001
X31 1.018 0.014 71.464 0.000 0.990 1.046
X32 -0.059 0.018 -3.265 0.001 -0.094 -0.023
X33 4.109 0.100 41.038 0.000 3.913 4.305
X34 2.907 0.082 35.487 0.000 2.747 3.068
TRIM PERFORMED: 0.0
Summary Statistics
C (N_c=507742) T (N_t=36018)
Variable Mean S.d. Mean S.d. rdif
--------------------------------------------------------------------------------
Y0 10.710 165.631 153.423 1108.350 142.713
Y1 9.947 118.925 19.151 151.684 9.204
C (N_c=507742) T (N_t=36018)
Variable Mean S.d. Mean S.d. Ndif
--------------------------------------------------------------------------------
X0 0.147 0.355 0.148 0.355 0.002
X1 0.149 0.356 0.148 0.355 -0.004
X2 0.146 0.354 0.150 0.357 0.011
X3 0.144 0.351 0.147 0.354 0.009
X4 0.144 0.352 0.150 0.357 0.015
X5 0.133 0.339 0.125 0.331 -0.022
X6 0.079 0.270 0.088 0.283 0.031
X7 0.077 0.267 0.081 0.273 0.014
X8 0.077 0.266 0.083 0.276 0.022
X9 0.078 0.268 0.092 0.289 0.051
X10 0.084 0.278 0.087 0.282 0.011
X11 0.078 0.269 0.080 0.271 0.004
X12 0.082 0.274 0.077 0.267 -0.018
X13 0.084 0.278 0.082 0.274 -0.010
X14 0.083 0.276 0.089 0.285 0.021
X15 0.093 0.290 0.081 0.273 -0.042
X16 0.093 0.290 0.080 0.272 -0.045
X17 0.291 0.454 0.363 0.481 0.154
X18 0.158 0.365 0.149 0.356 -0.024
X19 0.288 0.453 0.261 0.439 -0.061
X20 -0.004 0.996 0.053 1.054 0.055
X21 -0.107 0.829 1.511 1.725 1.196
X22 0.016 1.022 -0.228 0.567 -0.296
X23 -0.017 1.017 0.235 0.686 0.290
X24 -0.013 1.021 0.176 0.615 0.224
X25 0.716 0.451 0.944 0.230 0.636
X26 -0.032 1.006 0.457 0.775 0.545
X27 0.304 0.460 0.033 0.179 -0.778
X28 -0.003 1.010 0.048 0.849 0.055
X29 -0.009 1.004 0.124 0.938 0.137
X30 -0.031 0.984 0.433 1.117 0.440
X31 -0.042 0.970 0.586 1.215 0.571
X32 0.200 0.400 0.390 0.488 0.426
X33 0.005 0.067 0.015 0.121 0.106
X34 0.241 0.427 0.257 0.437 0.038
Stratification Summary
Propensity Score Sample Size Ave. Propensity Outcome
Stratum Min. Max.Controls TreatedControls TreatedY0 raw-diffY1 raw-diff
--------------------------------------------------------------------------------
1 0.000 0.001 67759 212 0.001 0.001 -0.081 -3.364
2 0.001 0.002 33850 135 0.002 0.002 2.040 -3.822
3 0.002 0.003 33815 170 0.003 0.003 2.320 -6.440
4 0.003 0.006 67568 402 0.005 0.005 3.627 -4.217
5 0.006 0.007 16888 105 0.007 0.007 -0.552 -4.998
6 0.007 0.008 8444 52 0.008 0.008 0.371 -6.332
7 0.008 0.009 8419 77 0.008 0.008 0.279 -6.386
8 0.009 0.010 16854 139 0.009 0.009 3.289 -5.294
9 0.010 0.011 8419 77 0.011 0.011 1.115 -6.362
10 0.011 0.012 8389 107 0.012 0.012 4.883 -5.684
11 0.012 0.017 33521 464 0.015 0.015 2.373 -4.752
12 0.017 0.021 16719 274 0.019 0.019 8.136 -4.396
13 0.021 0.026 16649 343 0.023 0.023 8.091 -4.490
14 0.026 0.031 16587 406 0.028 0.028 2.829 -5.024
15 0.031 0.038 16478 514 0.034 0.034 14.004 -4.662
16 0.038 0.042 8238 259 0.040 0.040 20.831 -3.837
17 0.042 0.046 8183 313 0.044 0.044 13.092 -4.012
18 0.046 0.056 16284 708 0.051 0.051 23.179 -3.641
19 0.056 0.069 16061 932 0.062 0.063 4.974 -7.103
20 0.069 0.076 7976 520 0.072 0.073 22.236 -5.520
21 0.076 0.085 7901 595 0.081 0.081 20.839 -7.672
22 0.085 0.095 7819 678 0.090 0.090 53.616 -5.710
23 0.095 0.106 7766 730 0.100 0.101 16.208 -8.235
24 0.106 0.121 7648 848 0.113 0.113 16.717 -9.266
25 0.121 0.129 3773 475 0.125 0.125 38.544 -4.698
26 0.129 0.138 3697 551 0.133 0.133 16.792 -9.733
27 0.138 0.159 7231 1266 0.148 0.148 47.302 -4.088
28 0.159 0.187 6969 1527 0.173 0.173 43.758 -6.251
29 0.187 0.204 3431 817 0.195 0.195 57.868 -8.112
30 0.204 0.224 3335 913 0.213 0.214 58.075 -2.841
31 0.224 0.245 3245 1003 0.234 0.234 73.302 -7.034
32 0.245 0.272 3071 1177 0.258 0.258 61.601 -6.560
33 0.272 0.287 1479 645 0.279 0.279 65.367 -6.213
34 0.287 0.303 1423 701 0.295 0.295 53.322 2.995
35 0.303 0.322 1413 711 0.313 0.313 94.655 1.585
36 0.323 0.345 1369 755 0.333 0.334 85.379 -2.138
37 0.345 0.371 1293 831 0.357 0.358 117.853 -12.990
38 0.371 0.386 622 440 0.378 0.378 63.607 3.544
39 0.386 0.394 307 224 0.390 0.390 149.564 16.272
40 0.394 0.402 275 256 0.398 0.398 89.433 -3.143
41 0.402 0.438 1089 1035 0.419 0.420 85.387 -17.096
42 0.438 0.479 957 1167 0.458 0.459 101.229 2.096
43 0.479 0.528 915 1209 0.502 0.502 69.502 3.781
44 0.528 0.556 446 616 0.541 0.541 213.414 14.012
45 0.556 0.586 389 673 0.571 0.571 198.518 27.848
46 0.586 0.654 719 1405 0.619 0.619 124.555 6.940
47 0.654 0.728 628 1496 0.690 0.690 181.742 0.285
48 0.728 0.804 512 1612 0.764 0.766 273.395 10.764
49 0.804 0.877 406 1718 0.840 0.842 336.549 40.034
50 0.877 0.907 173 889 0.892 0.893 326.630 30.390
51 0.907 0.935 135 927 0.921 0.921 290.913 36.053
52 0.935 0.960 138 924 0.947 0.948 420.826 48.393
53 0.960 0.989 67 995 0.968 0.970 266.507 46.560
mon,0,-1.85132255331
mon,1,-1.34800016005
tues,0,-8.83371470644
tues,1,1.53203028352
wed,0,-1.57788471157
wed,1,1.2570191385
thurs,0,3.27499023016
thurs,1,1.81706441242
fri,0,-7.6115780913
fri,1,-1.44687169814
sat,0,-8.65640557679
sat,1,1.42876719924
jan,0,-83.4425883563
jan,1,0.817982065242
feb,0,-79.2791529344
feb,1,1.48407677426
mar,0,-99.9180432189
mar,1,-4.6270891973
apr,0,-82.5266614311
apr,1,0.769830899943
may,0,-84.8910516931
may,1,1.63765415071
jun,0,-105.350895478
jun,1,-1.18324346
jul,0,-100.953288698
jul,1,-0.259225370234
aug,0,-83.0850889292
aug,1,-2.70518424276
sep,0,-82.6845260202
sep,1,1.51781274864
octo,0,-72.669774409
octo,1,5.99096904747
nov,0,62.529238715
nov,1,0.893664519226
zero_to_six,0,-50.6650374104
zero_to_six,1,-10.0898963397
six_to_twelve,0,5.4777600049
six_to_twelve,1,2.6157233259
twelve_to_eighteen,0,20.6538774943
twelve_to_eighteen,1,-1.6977649656
seconds_since_user_creation,0,-29.0717986443
seconds_since_user_creation,1,-5.66171289131
title_length,0,40.992303403
title_length,1,2.51889040647
title_percent_uppercase,0,-12.9925270561
title_percent_uppercase,1,0.912154618247
title_percent_spaces,0,-35.3974440213
title_percent_spaces,1,3.8441424838
title_percent_punctuation,0,-8.86581656903
title_percent_punctuation,1,-0.449110667117
title_coleman_liau_index,0,-90.775802721
title_coleman_liau_index,1,-1.67108386935
title_sentiment_subjectivity,0,7.71885160345
title_sentiment_subjectivity,1,2.44007363328
user_comment_karma,0,23.7773034751
user_comment_karma,1,7.73451669599
user_link_karma,0,41.6647810975
user_link_karma,1,5.19053414109
WEIGHTED AVERAGE OF SUM OF ABSOLUTE VALUE OF ALL NDIFs
6.36485175366,6.36485175366,3.16067135373
# of BIG NDIFS
7,7,1.3124999999999998
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:title_length
X22:title_percent_uppercase
X23:title_percent_spaces
X24:title_percent_punctuation
X25:title_starts_capitalized
X26:title_coleman_liau_index
X28:title_sentiment_polarity
X29:title_sentiment_subjectivity
X30:user_comment_karma
X31:user_link_karma
Treatment Effect Estimates: Blocking
Est. S.e. z P>|z| [95% Conf. int.]
----------------------------------------------------------------------------------------------------
Y0: ATE 21.016 1.396 15.058 0.000 18.281 23.752
Y1: ATE -4.679 0.355 -13.184 0.000 -5.374 -3.983
Y0: ATC 12.194 1.171 10.410 0.000 9.898 14.490
Y1: ATC -5.482 0.327 -16.740 0.000 -6.124 -4.840
Y0: ATT 145.387 8.625 16.857 0.000 128.482 162.291
Y1: ATT 6.650 1.778 3.739 0.000 3.164 10.135
records_loaded:11.227732181549072
rows_loaded:22.20769166946411
CausalModel:1.225904941558838
propensity:16.431257486343384
trim_0.0:0.004439353942871094
stratify_s:1.2787401676177979
est_via_blocking:0.9383933544158936