-
Notifications
You must be signed in to change notification settings - Fork 0
/
lang_filtered_CI_bad__Tr_has_wiki_link_on_r_All_ugc_val_est2_trim0_samples0,1,2.txt
330 lines (313 loc) · 16.7 KB
/
lang_filtered_CI_bad__Tr_has_wiki_link_on_r_All_ugc_val_est2_trim0_samples0,1,2.txt
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
Summary Statistics
C (N_c=507742) T (N_t=7027)
Variable Mean S.d. Mean S.d. rdif
--------------------------------------------------------------------------------
Y0 10.710 165.631 114.745 738.008 104.035
Y1 9.947 118.925 13.386 109.133 3.439
C (N_c=507742) T (N_t=7027)
Variable Mean S.d. Mean S.d. Ndif
--------------------------------------------------------------------------------
X0 0.147 0.355 0.149 0.356 0.004
X1 0.149 0.356 0.141 0.348 -0.024
X2 0.146 0.354 0.156 0.362 0.025
X3 0.144 0.351 0.151 0.358 0.021
X4 0.144 0.352 0.149 0.356 0.013
X5 0.133 0.339 0.125 0.331 -0.023
X6 0.079 0.270 0.081 0.273 0.007
X7 0.077 0.267 0.076 0.266 -0.003
X8 0.077 0.266 0.078 0.268 0.004
X9 0.078 0.268 0.095 0.293 0.061
X10 0.084 0.278 0.089 0.284 0.016
X11 0.078 0.269 0.079 0.269 0.001
X12 0.082 0.274 0.083 0.275 0.002
X13 0.084 0.278 0.085 0.279 0.003
X14 0.083 0.276 0.095 0.293 0.042
X15 0.093 0.290 0.076 0.265 -0.061
X16 0.093 0.290 0.081 0.272 -0.043
X17 0.291 0.454 0.383 0.486 0.196
X18 0.158 0.365 0.152 0.359 -0.016
X19 0.288 0.453 0.249 0.432 -0.089
X20 -0.001 0.999 0.087 1.046 0.086
X21 -0.023 0.962 1.658 1.894 1.119
X22 0.003 1.005 -0.231 0.508 -0.294
X23 -0.003 1.003 0.221 0.721 0.256
X24 -0.003 1.004 0.189 0.612 0.231
X25 0.716 0.451 0.944 0.230 0.635
X26 -0.006 1.001 0.464 0.800 0.519
X27 0.304 0.460 0.035 0.183 -0.770
X28 -0.001 1.002 0.039 0.858 0.042
X29 -0.001 1.001 0.077 0.940 0.081
X30 -0.006 0.997 0.462 1.112 0.444
X31 -0.009 0.993 0.658 1.227 0.597
X32 0.200 0.400 0.412 0.492 0.472
X33 0.005 0.067 0.016 0.124 0.111
X34 0.241 0.427 0.246 0.431 0.012
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 -8.188 0.101 -81.412 0.000 -8.385 -7.991
X0 0.060 0.050 1.216 0.224 -0.037 0.158
X1 -0.045 0.050 -0.892 0.373 -0.143 0.054
X2 0.072 0.049 1.463 0.143 -0.024 0.169
X3 0.078 0.049 1.573 0.116 -0.019 0.174
X4 0.042 0.050 0.841 0.400 -0.056 0.139
X5 0.020 0.052 0.382 0.703 -0.082 0.121
X6 0.172 0.065 2.659 0.008 0.045 0.298
X7 0.143 0.065 2.192 0.028 0.015 0.271
X8 0.213 0.065 3.287 0.001 0.086 0.340
X9 0.386 0.062 6.178 0.000 0.264 0.508
X10 0.324 0.063 5.142 0.000 0.201 0.448
X11 0.092 0.065 1.415 0.157 -0.035 0.219
X12 0.110 0.064 1.714 0.087 -0.016 0.236
X13 0.128 0.064 2.014 0.044 0.003 0.253
X14 0.244 0.062 3.925 0.000 0.122 0.366
X15 -0.130 0.066 -1.980 0.048 -0.258 -0.001
X16 -0.078 0.064 -1.214 0.225 -0.204 0.048
X17 0.459 0.035 13.055 0.000 0.390 0.528
X18 0.087 0.043 2.013 0.044 0.002 0.172
X19 -0.022 0.038 -0.589 0.556 -0.097 0.052
X20 0.905 0.088 10.331 0.000 0.733 1.077
X21 0.628 0.009 66.743 0.000 0.609 0.646
X22 -0.053 0.017 -3.154 0.002 -0.086 -0.020
X23 0.496 0.029 16.881 0.000 0.439 0.554
X24 0.054 0.015 3.612 0.000 0.025 0.083
X25 2.427 0.054 44.690 0.000 2.321 2.534
X26 0.473 0.025 18.878 0.000 0.424 0.522
X27 -2.851 0.066 -42.900 0.000 -2.981 -2.721
X28 0.069 0.015 4.516 0.000 0.039 0.099
X29 -0.262 0.016 -16.749 0.000 -0.293 -0.231
X30 -0.074 0.017 -4.382 0.000 -0.108 -0.041
X31 0.964 0.027 36.304 0.000 0.912 1.016
X32 -0.026 0.035 -0.745 0.456 -0.094 0.042
X33 5.005 0.225 22.225 0.000 4.564 5.447
X34 3.972 0.199 19.960 0.000 3.582 4.362
TRIM PERFORMED: 0.0
Summary Statistics
C (N_c=507742) T (N_t=7027)
Variable Mean S.d. Mean S.d. rdif
--------------------------------------------------------------------------------
Y0 10.710 165.631 114.745 738.008 104.035
Y1 9.947 118.925 13.386 109.133 3.439
C (N_c=507742) T (N_t=7027)
Variable Mean S.d. Mean S.d. Ndif
--------------------------------------------------------------------------------
X0 0.147 0.355 0.149 0.356 0.004
X1 0.149 0.356 0.141 0.348 -0.024
X2 0.146 0.354 0.156 0.362 0.025
X3 0.144 0.351 0.151 0.358 0.021
X4 0.144 0.352 0.149 0.356 0.013
X5 0.133 0.339 0.125 0.331 -0.023
X6 0.079 0.270 0.081 0.273 0.007
X7 0.077 0.267 0.076 0.266 -0.003
X8 0.077 0.266 0.078 0.268 0.004
X9 0.078 0.268 0.095 0.293 0.061
X10 0.084 0.278 0.089 0.284 0.016
X11 0.078 0.269 0.079 0.269 0.001
X12 0.082 0.274 0.083 0.275 0.002
X13 0.084 0.278 0.085 0.279 0.003
X14 0.083 0.276 0.095 0.293 0.042
X15 0.093 0.290 0.076 0.265 -0.061
X16 0.093 0.290 0.081 0.272 -0.043
X17 0.291 0.454 0.383 0.486 0.196
X18 0.158 0.365 0.152 0.359 -0.016
X19 0.288 0.453 0.249 0.432 -0.089
X20 -0.001 0.999 0.087 1.046 0.086
X21 -0.023 0.962 1.658 1.894 1.119
X22 0.003 1.005 -0.231 0.508 -0.294
X23 -0.003 1.003 0.221 0.721 0.256
X24 -0.003 1.004 0.189 0.612 0.231
X25 0.716 0.451 0.944 0.230 0.635
X26 -0.006 1.001 0.464 0.800 0.519
X27 0.304 0.460 0.035 0.183 -0.770
X28 -0.001 1.002 0.039 0.858 0.042
X29 -0.001 1.001 0.077 0.940 0.081
X30 -0.006 0.997 0.462 1.112 0.444
X31 -0.009 0.993 0.658 1.227 0.597
X32 0.200 0.400 0.412 0.492 0.472
X33 0.005 0.067 0.016 0.124 0.111
X34 0.241 0.427 0.246 0.431 0.012
Stratification Summary
Propensity Score Sample Size Ave. Propensity Outcome
Stratum Min. Max.Controls TreatedControls TreatedY0 raw-diffY1 raw-diff
--------------------------------------------------------------------------------
1 0.000 0.001 128577 116 0.000 0.000 0.212 -3.453
2 0.001 0.002 128510 182 0.001 0.001 2.562 -6.153
3 0.002 0.003 32086 87 0.003 0.003 0.285 -5.927
4 0.003 0.004 16031 56 0.003 0.003 3.606 -6.961
5 0.004 0.005 16014 72 0.004 0.004 11.454 -6.680
6 0.005 0.007 32004 169 0.006 0.006 3.942 -6.484
7 0.007 0.008 15988 99 0.007 0.007 2.968 -4.724
8 0.008 0.010 15956 130 0.009 0.009 15.057 -6.039
9 0.010 0.012 15933 154 0.011 0.011 3.478 -5.760
10 0.012 0.014 7971 72 0.013 0.013 0.699 -8.334
11 0.014 0.014 3983 39 0.014 0.014 -4.185 -5.930
12 0.014 0.015 3961 60 0.015 0.015 -3.237 -7.496
13 0.015 0.019 15885 202 0.017 0.017 21.788 -6.381
14 0.019 0.024 15773 313 0.021 0.021 4.272 -10.016
15 0.024 0.032 15723 364 0.028 0.028 22.918 -7.625
16 0.032 0.037 7817 226 0.034 0.034 52.741 -8.105
17 0.037 0.045 7701 342 0.041 0.041 3.757 -9.742
18 0.045 0.057 7673 371 0.051 0.050 61.782 1.580
19 0.057 0.065 3809 213 0.061 0.061 22.857 -10.056
20 0.065 0.070 1896 115 0.068 0.068 117.726 -18.149
21 0.070 0.077 1865 145 0.073 0.074 46.142 -10.511
22 0.077 0.095 3711 311 0.085 0.085 37.443 -11.496
23 0.095 0.109 1792 219 0.101 0.102 91.528 -8.772
24 0.109 0.118 901 104 0.113 0.114 47.592 -8.350
25 0.118 0.130 852 153 0.124 0.124 -25.078 -23.487
26 0.130 0.146 826 180 0.138 0.138 77.529 -6.490
27 0.146 0.154 407 96 0.150 0.150 -13.638 -10.992
28 0.154 0.165 372 130 0.159 0.160 55.588 -10.879
29 0.165 0.226 1412 599 0.191 0.193 75.285 3.396
30 0.226 0.372 1299 712 0.286 0.289 150.219 0.280
31 0.372 0.535 561 444 0.446 0.449 302.642 21.063
32 0.536 0.669 241 262 0.594 0.600 265.134 12.713
33 0.669 0.756 133 118 0.712 0.712 173.869 20.401
34 0.757 0.915 79 172 0.805 0.824 267.484 48.160
mon,0,-0.242805963834
mon,1,-0.538953138092
tues,0,-20.2342499692
tues,1,0.686271800278
wed,0,-0.445927688736
wed,1,0.258530057347
thurs,0,0.0498595625208
thurs,1,0.26902738424
fri,0,-14.3475702647
fri,1,-1.92413884613
sat,0,9.21328063042
sat,1,0.470776458919
jan,0,-15.2835449582
jan,1,-1.05434211809
feb,0,18.2589871347
feb,1,1.91780619214
mar,0,-5.05415327676
mar,1,-6.86404119588
apr,0,-10.9011907903
apr,1,-5.8044956516
may,0,7.52907818625
may,1,-2.60515395517
jun,0,-31.4183546181
jun,1,-5.78172369879
jul,0,-23.5876448441
jul,1,-4.14950198437
aug,0,-21.8545023723
aug,1,-7.14024523792
sep,0,-7.61731982922
sep,1,-1.56257167476
octo,0,-20.8802477135
octo,1,2.89645548946
nov,0,62.6564991244
nov,1,-5.88561887416
zero_to_six,0,7.95169153643
zero_to_six,1,-6.09118153256
six_to_twelve,0,49.662189854
six_to_twelve,1,0.0651613361285
twelve_to_eighteen,0,34.1585490716
twelve_to_eighteen,1,-0.656589155347
seconds_since_user_creation,0,-21.8195004521
seconds_since_user_creation,1,-0.0368992561848
title_length,0,23.8012554057
title_length,1,-3.12295808928
title_percent_uppercase,0,3.82271317965
title_percent_uppercase,1,1.97100108575
title_percent_spaces,0,-28.4333180274
title_percent_spaces,1,4.06950480457
title_percent_punctuation,0,-16.6165494338
title_percent_punctuation,1,1.02536741217
title_coleman_liau_index,0,-66.0316255168
title_coleman_liau_index,1,0.411267408691
title_sentiment_subjectivity,0,9.30386960156
title_sentiment_subjectivity,1,4.66205740563
user_comment_karma,0,13.8363176305
user_comment_karma,1,7.71396151013
user_link_karma,0,27.925038494
user_link_karma,1,-0.325162183998
WEIGHTED AVERAGE OF SUM OF ABSOLUTE VALUE OF ALL NDIFs
6.3251503442,6.3251503442,4.1003970701
# of BIG NDIFS
7,7,2.2568375329516726
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 8.306 1.391 5.972 0.000 5.580 11.033
Y1: ATE -6.797 0.420 -16.193 0.000 -7.620 -5.974
Y0: ATC 7.026 1.347 5.214 0.000 4.385 9.667
Y1: ATC -6.878 0.416 -16.527 0.000 -7.694 -6.063
Y0: ATT 100.842 11.398 8.848 0.000 78.503 123.181
Y1: ATT -0.914 2.527 -0.362 0.718 -5.866 4.039
records_loaded:10.267680644989014
rows_loaded:21.373197078704834
CausalModel:0.928687572479248
propensity:19.207841157913208
trim_0.0:0.005198955535888672
stratify_s:0.98435378074646
est_via_blocking:1.023789644241333