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lang_filtered_CI_Tr_has_other_link_on_r_All_ugc_val_est2_trim0_samples0,1,2.txt
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lang_filtered_CI_Tr_has_other_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=491817)
Variable Mean S.d. Mean S.d. rdif
--------------------------------------------------------------------------------
Y0 10.710 165.631 51.837 510.421 41.127
Y1 9.947 118.925 6.825 62.883 -3.122
C (N_c=507742) T (N_t=491817)
Variable Mean S.d. Mean S.d. Ndif
--------------------------------------------------------------------------------
X0 0.147 0.355 0.147 0.354 -0.001
X1 0.149 0.356 0.152 0.359 0.008
X2 0.146 0.354 0.154 0.361 0.021
X3 0.144 0.351 0.152 0.359 0.022
X4 0.144 0.352 0.148 0.356 0.011
X5 0.133 0.339 0.125 0.331 -0.023
X6 0.079 0.270 0.073 0.260 -0.022
X7 0.077 0.267 0.081 0.273 0.013
X8 0.077 0.266 0.076 0.264 -0.005
X9 0.078 0.268 0.076 0.265 -0.005
X10 0.084 0.278 0.077 0.267 -0.025
X11 0.078 0.269 0.080 0.271 0.006
X12 0.082 0.274 0.081 0.273 -0.004
X13 0.084 0.278 0.082 0.275 -0.008
X14 0.083 0.276 0.081 0.273 -0.006
X15 0.093 0.290 0.089 0.285 -0.013
X16 0.093 0.290 0.097 0.297 0.016
X17 0.291 0.454 0.258 0.437 -0.075
X18 0.158 0.365 0.192 0.394 0.090
X19 0.288 0.453 0.305 0.460 0.036
X20 0.047 0.976 -0.048 1.022 -0.095
X21 -0.008 0.998 0.008 1.002 0.016
X22 -0.054 0.963 0.056 1.033 0.110
X23 0.066 1.004 -0.068 0.991 -0.134
X24 -0.003 0.972 0.003 1.028 0.006
X25 0.716 0.451 0.829 0.377 0.271
X26 -0.074 0.975 0.076 1.019 0.151
X27 0.304 0.460 0.071 0.257 -0.627
X28 -0.040 0.982 0.041 1.017 0.081
X29 -0.020 0.976 0.021 1.024 0.042
X30 0.000 0.972 -0.000 1.028 -0.000
X31 -0.120 0.860 0.124 1.113 0.245
X32 0.200 0.400 0.283 0.450 0.194
X33 0.005 0.067 0.028 0.165 0.187
X34 0.241 0.427 0.315 0.465 0.167
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 -0.994 0.011 -87.212 0.000 -1.016 -0.972
X0 0.094 0.009 10.862 0.000 0.077 0.111
X1 0.115 0.009 13.280 0.000 0.098 0.132
X2 0.141 0.009 16.314 0.000 0.124 0.158
X3 0.142 0.009 16.331 0.000 0.125 0.159
X4 0.113 0.009 12.989 0.000 0.096 0.130
X5 0.039 0.009 4.350 0.000 0.021 0.056
X6 -0.135 0.011 -12.334 0.000 -0.157 -0.114
X7 -0.020 0.011 -1.873 0.061 -0.042 0.001
X8 -0.095 0.011 -8.618 0.000 -0.116 -0.073
X9 -0.090 0.011 -8.264 0.000 -0.112 -0.069
X10 -0.143 0.011 -13.189 0.000 -0.164 -0.121
X11 -0.100 0.011 -9.159 0.000 -0.121 -0.078
X12 -0.130 0.011 -12.064 0.000 -0.151 -0.109
X13 -0.154 0.011 -14.339 0.000 -0.175 -0.133
X14 -0.153 0.011 -14.244 0.000 -0.174 -0.132
X15 -0.187 0.010 -17.893 0.000 -0.207 -0.166
X16 -0.170 0.010 -16.457 0.000 -0.191 -0.150
X17 -0.032 0.006 -5.164 0.000 -0.045 -0.020
X18 0.222 0.007 31.331 0.000 0.208 0.236
X19 0.076 0.006 12.415 0.000 0.064 0.088
X20 -0.154 0.004 -39.028 0.000 -0.162 -0.147
X21 -0.003 0.003 -0.982 0.326 -0.008 0.003
X22 0.044 0.002 19.107 0.000 0.040 0.049
X23 -0.011 0.003 -3.851 0.000 -0.017 -0.006
X24 -0.038 0.002 -16.937 0.000 -0.043 -0.034
X25 0.918 0.006 165.721 0.000 0.908 0.929
X26 0.071 0.003 23.999 0.000 0.065 0.077
X27 -1.823 0.007 -265.113 0.000 -1.836 -1.809
X28 0.101 0.002 42.614 0.000 0.096 0.105
X29 0.048 0.002 19.791 0.000 0.043 0.053
X30 -0.519 0.004 -132.631 0.000 -0.527 -0.512
X31 1.390 0.005 263.781 0.000 1.380 1.400
X32 -0.021 0.007 -3.259 0.001 -0.034 -0.009
X33 3.198 0.025 128.980 0.000 3.149 3.247
X34 1.725 0.008 206.016 0.000 1.709 1.741
TRIM PERFORMED: 0.0
Summary Statistics
C (N_c=507742) T (N_t=491817)
Variable Mean S.d. Mean S.d. rdif
--------------------------------------------------------------------------------
Y0 10.710 165.631 51.837 510.421 41.127
Y1 9.947 118.925 6.825 62.883 -3.122
C (N_c=507742) T (N_t=491817)
Variable Mean S.d. Mean S.d. Ndif
--------------------------------------------------------------------------------
X0 0.147 0.355 0.147 0.354 -0.001
X1 0.149 0.356 0.152 0.359 0.008
X2 0.146 0.354 0.154 0.361 0.021
X3 0.144 0.351 0.152 0.359 0.022
X4 0.144 0.352 0.148 0.356 0.011
X5 0.133 0.339 0.125 0.331 -0.023
X6 0.079 0.270 0.073 0.260 -0.022
X7 0.077 0.267 0.081 0.273 0.013
X8 0.077 0.266 0.076 0.264 -0.005
X9 0.078 0.268 0.076 0.265 -0.005
X10 0.084 0.278 0.077 0.267 -0.025
X11 0.078 0.269 0.080 0.271 0.006
X12 0.082 0.274 0.081 0.273 -0.004
X13 0.084 0.278 0.082 0.275 -0.008
X14 0.083 0.276 0.081 0.273 -0.006
X15 0.093 0.290 0.089 0.285 -0.013
X16 0.093 0.290 0.097 0.297 0.016
X17 0.291 0.454 0.258 0.437 -0.075
X18 0.158 0.365 0.192 0.394 0.090
X19 0.288 0.453 0.305 0.460 0.036
X20 0.047 0.976 -0.048 1.022 -0.095
X21 -0.008 0.998 0.008 1.002 0.016
X22 -0.054 0.963 0.056 1.033 0.110
X23 0.066 1.004 -0.068 0.991 -0.134
X24 -0.003 0.972 0.003 1.028 0.006
X25 0.716 0.451 0.829 0.377 0.271
X26 -0.074 0.975 0.076 1.019 0.151
X27 0.304 0.460 0.071 0.257 -0.627
X28 -0.040 0.982 0.041 1.017 0.081
X29 -0.020 0.976 0.021 1.024 0.042
X30 0.000 0.972 -0.000 1.028 -0.000
X31 -0.120 0.860 0.124 1.113 0.245
X32 0.200 0.400 0.283 0.450 0.194
X33 0.005 0.067 0.028 0.165 0.187
X34 0.241 0.427 0.315 0.465 0.167
Stratification Summary
Propensity Score Sample Size Ave. Propensity Outcome
Stratum Min. Max.Controls TreatedControls TreatedY0 raw-diffY1 raw-diff
--------------------------------------------------------------------------------
1 0.003 0.043 7085 726 0.031 0.031 -2.594 -5.405
2 0.043 0.057 7015 794 0.051 0.051 -1.440 -10.880
3 0.057 0.077 13755 1863 0.067 0.067 2.483 -5.807
4 0.077 0.114 27378 3858 0.097 0.097 14.741 -3.093
5 0.114 0.129 13600 2018 0.121 0.121 8.374 -4.417
6 0.129 0.136 6697 1112 0.132 0.132 12.977 -5.830
7 0.136 0.143 6623 1186 0.139 0.139 9.612 -3.559
8 0.143 0.173 26104 5132 0.158 0.158 14.072 -3.559
9 0.173 0.191 12836 2783 0.182 0.182 13.525 -4.635
10 0.191 0.200 6426 1383 0.195 0.195 17.624 -5.209
11 0.200 0.208 6331 1478 0.204 0.204 21.017 -3.959
12 0.208 0.222 12605 3013 0.215 0.215 21.538 -4.063
13 0.222 0.228 6275 1534 0.225 0.225 7.522 -8.685
14 0.228 0.234 6150 1659 0.231 0.231 14.615 -5.601
15 0.234 0.247 12310 3308 0.241 0.241 18.573 -5.615
16 0.247 0.260 12068 3550 0.253 0.253 24.195 -4.795
17 0.260 0.266 6004 1805 0.263 0.263 16.423 -5.561
18 0.266 0.272 5790 2019 0.269 0.269 11.969 -7.665
19 0.272 0.285 11503 4115 0.279 0.279 11.761 -5.850
20 0.285 0.298 11201 4418 0.292 0.292 8.480 -5.408
21 0.298 0.312 10825 4793 0.305 0.305 14.215 -6.668
22 0.312 0.327 10560 5058 0.320 0.320 8.986 -5.976
23 0.327 0.335 5115 2694 0.331 0.331 23.102 -5.557
24 0.335 0.343 4986 2823 0.339 0.339 8.849 -5.535
25 0.343 0.352 4993 2816 0.347 0.347 37.628 -8.476
26 0.352 0.360 4859 2950 0.356 0.356 18.880 -5.563
27 0.360 0.378 9521 6097 0.369 0.369 23.407 -3.091
28 0.378 0.409 19190 12046 0.394 0.394 20.489 -3.034
29 0.409 0.435 19395 11841 0.422 0.422 22.024 -1.979
30 0.435 0.448 9490 6128 0.441 0.441 30.797 -0.517
31 0.448 0.460 9103 6515 0.454 0.454 26.334 -1.757
32 0.460 0.466 4602 3207 0.463 0.463 35.248 0.154
33 0.466 0.473 4494 3315 0.470 0.470 22.210 -2.345
34 0.473 0.486 8759 6859 0.479 0.479 27.799 -1.044
35 0.486 0.500 8384 7234 0.493 0.493 27.929 -1.646
36 0.500 0.515 8185 7433 0.507 0.507 26.570 -2.300
37 0.515 0.530 7798 7821 0.522 0.522 27.776 -4.296
38 0.530 0.546 7493 8125 0.538 0.538 36.006 -1.588
39 0.546 0.562 7443 8175 0.554 0.554 33.327 -3.189
40 0.562 0.577 7120 8498 0.569 0.570 44.651 -3.032
41 0.577 0.585 3518 4291 0.581 0.581 58.780 1.877
42 0.585 0.593 3389 4420 0.589 0.589 36.651 -2.649
43 0.593 0.606 6605 9013 0.599 0.600 36.462 -4.149
44 0.606 0.612 3264 4545 0.609 0.609 30.846 -3.006
45 0.612 0.618 3073 4736 0.615 0.615 38.065 -0.773
46 0.618 0.628 6126 9492 0.623 0.623 42.327 -4.915
47 0.628 0.644 11432 19805 0.636 0.636 34.451 -1.630
48 0.644 0.652 5423 10195 0.648 0.648 23.619 -2.465
49 0.652 0.659 5233 10385 0.655 0.655 33.345 -3.134
50 0.659 0.665 5090 10528 0.662 0.662 29.894 -2.597
51 0.665 0.672 4921 10697 0.669 0.669 30.880 -3.962
52 0.672 0.685 9378 21858 0.678 0.678 30.947 -2.576
53 0.685 0.688 2257 5553 0.686 0.686 19.581 -6.114
54 0.688 0.690 1101 2804 0.689 0.689 17.930 -3.332
55 0.690 0.691 549 1403 0.690 0.690 26.413 -1.681
56 0.691 0.691 150 338 0.691 0.691 14.949 0.206
57 0.691 0.691 108 380 0.691 0.691 55.842 1.008
58 0.691 0.691 233 743 0.691 0.691 -1.580 -4.986
59 0.691 0.698 4253 11365 0.695 0.695 32.508 -4.596
60 0.698 0.702 2168 5641 0.700 0.700 15.865 -7.999
61 0.702 0.706 1992 5817 0.704 0.704 30.832 -6.551
62 0.706 0.714 3892 11726 0.710 0.710 31.203 -2.477
63 0.714 0.732 7374 23862 0.722 0.722 29.081 -1.609
64 0.732 0.743 3506 12112 0.737 0.737 31.717 -2.045
65 0.743 0.756 3254 12364 0.749 0.749 49.961 -1.601
66 0.756 0.773 3078 12540 0.764 0.764 64.992 -1.318
67 0.773 0.793 2814 12804 0.782 0.783 48.475 -4.859
68 0.793 0.837 4508 26728 0.815 0.815 63.895 -11.687
69 0.837 0.883 6140 25096 0.859 0.859 81.567 -1.951
70 0.883 0.889 564 3341 0.886 0.886 66.248 -5.248
71 0.889 0.895 502 3402 0.892 0.892 59.771 -17.852
72 0.895 0.901 378 3527 0.898 0.898 56.023 -5.564
73 0.901 0.907 309 3595 0.904 0.904 71.819 1.220
74 0.907 0.922 599 7210 0.914 0.914 43.349 -2.105
75 0.922 0.933 268 3637 0.927 0.927 48.909 0.756
76 0.933 0.943 155 1797 0.938 0.938 34.835 1.823
77 0.943 0.989 67 1885 0.949 0.958 135.393 4.881
mon,0,-11.3826977505
mon,1,0.0746180481675
tues,0,-15.9116135149
tues,1,-0.175504056678
wed,0,-13.045096697
wed,1,0.0913898108415
thurs,0,-15.832298555
thurs,1,0.118689092775
fri,0,-13.7152801185
fri,1,-0.415143873741
sat,0,-5.93045778568
sat,1,0.690716478374
jan,0,-21.7635688357
jan,1,-0.398872795492
feb,0,-25.9942983803
feb,1,-0.910328885284
mar,0,-22.7066676888
mar,1,-0.37480735768
apr,0,-21.9059595814
apr,1,-0.131405079296
may,0,-21.0509087847
may,1,-0.904178787353
jun,0,-26.3293936058
jun,1,-0.953360822985
jul,0,-22.2667234508
jul,1,-0.0116729031892
aug,0,-17.0883624259
aug,1,-0.447069034093
sep,0,-16.9347340919
sep,1,0.379790652898
octo,0,-13.7703073224
octo,1,-0.286892023947
nov,0,11.3202146356
nov,1,-0.0199334487663
zero_to_six,0,-0.222056746218
zero_to_six,1,-0.526067877495
six_to_twelve,0,-0.318590219581
six_to_twelve,1,0.869710107953
twelve_to_eighteen,0,10.3278332622
twelve_to_eighteen,1,1.39397048268
seconds_since_user_creation,0,0.110481690434
seconds_since_user_creation,1,-0.0656479143102
title_length,0,5.92664350869
title_length,1,0.743456470017
title_percent_uppercase,0,-7.4911986039
title_percent_uppercase,1,-0.261539840476
title_percent_spaces,0,-3.37437941849
title_percent_spaces,1,1.1865396601
title_percent_punctuation,0,5.17880072755
title_percent_punctuation,1,0.134275576413
title_starts_capitalized,0,3.57707880079
title_starts_capitalized,1,4.84609224913
title_coleman_liau_index,0,-18.1779556845
title_coleman_liau_index,1,0.29731020222
title_sentiment_polarity,0,-4.72643978338
title_sentiment_polarity,1,-0.832079917344
title_sentiment_subjectivity,0,0.946135791044
title_sentiment_subjectivity,1,0.441849334038
user_comment_karma,0,27.4307327607
user_comment_karma,1,5.18316072992
user_link_karma,0,6.81163737209
user_link_karma,1,1.24573144844
WEIGHTED AVERAGE OF SUM OF ABSOLUTE VALUE OF ALL NDIFs
2.73738951017,2.73738951017,1.10767872107
# of BIG NDIFS
1,1,0.21923668337736943
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 27.945 0.763 36.648 0.000 26.451 29.440
Y1: ATE -3.836 0.301 -12.751 0.000 -4.426 -3.247
Y0: ATC 22.342 0.625 35.732 0.000 21.117 23.568
Y1: ATC -3.720 0.176 -21.167 0.000 -4.065 -3.376
Y0: ATT 33.730 1.064 31.698 0.000 31.644 35.816
Y1: ATT -3.956 0.477 -8.292 0.000 -4.891 -3.021
records_loaded:18.088797092437744
rows_loaded:43.66336393356323
CausalModel:2.2022814750671387
propensity:25.324521780014038
trim_0.0:0.004578590393066406
stratify_s:3.9932186603546143
est_via_blocking:1.6221208572387695