-
Notifications
You must be signed in to change notification settings - Fork 0
/
lang_filtered_IS_TOP_CI_Tr_has_other_link_on_s_All_ugc_val_est2_trim0_samples0,1,2.txt
370 lines (353 loc) · 19.5 KB
/
lang_filtered_IS_TOP_CI_Tr_has_other_link_on_s_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
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
Summary Statistics
C (N_c=415075) T (N_t=211594)
Variable Mean S.d. Mean S.d. rdif
--------------------------------------------------------------------------------
Y0 1696.503 10111.049 2323.159 13824.352 626.656
C (N_c=415075) T (N_t=211594)
Variable Mean S.d. Mean S.d. Ndif
--------------------------------------------------------------------------------
X0 0.155 0.362 0.154 0.361 -0.001
X1 0.170 0.376 0.172 0.377 0.005
X2 0.175 0.380 0.174 0.379 -0.001
X3 0.174 0.379 0.173 0.378 -0.003
X4 0.157 0.364 0.156 0.363 -0.003
X5 0.085 0.280 0.087 0.282 0.005
X6 0.084 0.278 0.086 0.280 0.006
X7 0.086 0.281 0.085 0.279 -0.005
X8 0.096 0.295 0.095 0.293 -0.003
X9 0.092 0.290 0.091 0.288 -0.005
X10 0.090 0.287 0.091 0.287 0.002
X11 0.079 0.270 0.081 0.272 0.005
X12 0.078 0.268 0.080 0.271 0.006
X13 0.078 0.267 0.081 0.273 0.013
X14 0.076 0.265 0.076 0.265 0.001
X15 0.081 0.273 0.079 0.271 -0.007
X16 0.081 0.273 0.079 0.270 -0.007
X17 0.187 0.390 0.183 0.386 -0.011
X18 0.289 0.453 0.286 0.452 -0.005
X19 0.321 0.467 0.325 0.468 0.007
X20 -0.036 1.002 0.071 0.992 0.108
X21 -0.101 0.910 0.199 1.130 0.292
X22 0.067 1.108 -0.132 0.726 -0.212
X23 0.197 1.021 -0.387 0.832 -0.627
X24 -0.057 1.065 0.111 0.848 0.174
X25 0.853 0.354 0.872 0.334 0.054
X26 -0.186 1.173 0.366 0.249 0.651
X27 0.147 0.354 0.208 0.406 0.161
X28 -0.056 0.997 0.109 0.997 0.165
X29 -0.017 1.025 0.034 0.948 0.052
X30 -0.043 1.028 0.084 0.938 0.129
X31 0.778 0.415 0.670 0.470 -0.245
X32 -0.019 1.000 0.037 1.000 0.055
X33 -0.024 0.991 0.046 1.016 0.070
X34 0.003 0.057 0.004 0.065 0.016
X35 0.022 0.148 0.026 0.159 0.024
X36 0.051 0.219 0.054 0.226 0.016
X37 0.090 0.286 0.095 0.293 0.016
X38 0.124 0.329 0.125 0.331 0.004
X39 0.155 0.362 0.152 0.359 -0.007
X40 0.159 0.366 0.154 0.361 -0.014
X41 0.161 0.367 0.158 0.365 -0.007
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:num_pageviews
Estimated Parameters of Propensity Score
Coef. S.e. z P>|z| [95% Conf. int.]
--------------------------------------------------------------------------------
Intercept -0.108 0.021 -5.035 0.000 -0.150 -0.066
X0 0.005 0.014 0.368 0.713 -0.022 0.032
X1 0.030 0.013 2.286 0.022 0.004 0.057
X2 0.016 0.013 1.240 0.215 -0.010 0.042
X3 0.017 0.013 1.265 0.206 -0.009 0.043
X4 0.012 0.014 0.871 0.384 -0.015 0.038
X5 0.021 0.015 1.403 0.161 -0.009 0.051
X6 0.033 0.016 2.076 0.038 0.002 0.064
X7 0.023 0.016 1.471 0.141 -0.008 0.054
X8 0.021 0.015 1.348 0.178 -0.009 0.051
X9 0.022 0.016 1.413 0.158 -0.009 0.053
X10 0.042 0.016 2.698 0.007 0.012 0.073
X11 0.041 0.016 2.553 0.011 0.010 0.072
X12 0.051 0.016 3.153 0.002 0.019 0.082
X13 0.080 0.016 4.965 0.000 0.048 0.111
X14 0.029 0.016 1.786 0.074 -0.003 0.061
X15 0.001 0.016 0.077 0.939 -0.030 0.033
X16 -0.005 0.016 -0.329 0.742 -0.037 0.026
X17 -0.037 0.010 -3.599 0.000 -0.057 -0.017
X18 -0.021 0.009 -2.304 0.021 -0.039 -0.003
X19 0.009 0.009 0.989 0.323 -0.009 0.026
X20 0.086 0.004 21.473 0.000 0.078 0.094
X21 0.734 0.005 158.137 0.000 0.725 0.744
X22 -0.347 0.004 -85.133 0.000 -0.355 -0.339
X23 -0.817 0.005 -170.037 0.000 -0.827 -0.808
X24 0.143 0.003 44.800 0.000 0.137 0.149
X25 0.308 0.009 33.374 0.000 0.290 0.326
X26 1.825 0.012 156.684 0.000 1.803 1.848
X27 0.257 0.008 30.576 0.000 0.241 0.274
X28 0.147 0.003 45.039 0.000 0.141 0.153
X29 0.117 0.003 35.325 0.000 0.110 0.123
X30 0.160 0.004 38.941 0.000 0.152 0.168
X31 -2.002 0.009 -214.974 0.000 -2.021 -1.984
X32 0.031 0.003 9.567 0.000 0.024 0.037
X33 0.048 0.003 14.031 0.000 0.041 0.055
X34 0.298 0.058 5.132 0.000 0.184 0.412
X35 0.142 0.024 5.876 0.000 0.095 0.190
X36 0.074 0.018 4.230 0.000 0.040 0.109
X37 0.069 0.014 4.968 0.000 0.042 0.097
X38 0.064 0.012 5.224 0.000 0.040 0.088
X39 0.072 0.011 6.447 0.000 0.050 0.093
X40 0.047 0.011 4.427 0.000 0.026 0.068
X41 0.039 0.010 3.763 0.000 0.019 0.059
TRIM PERFORMED: 0.0
Summary Statistics
C (N_c=415075) T (N_t=211594)
Variable Mean S.d. Mean S.d. rdif
--------------------------------------------------------------------------------
Y0 1696.503 10111.049 2323.159 13824.352 626.656
C (N_c=415075) T (N_t=211594)
Variable Mean S.d. Mean S.d. Ndif
--------------------------------------------------------------------------------
X0 0.155 0.362 0.154 0.361 -0.001
X1 0.170 0.376 0.172 0.377 0.005
X2 0.175 0.380 0.174 0.379 -0.001
X3 0.174 0.379 0.173 0.378 -0.003
X4 0.157 0.364 0.156 0.363 -0.003
X5 0.085 0.280 0.087 0.282 0.005
X6 0.084 0.278 0.086 0.280 0.006
X7 0.086 0.281 0.085 0.279 -0.005
X8 0.096 0.295 0.095 0.293 -0.003
X9 0.092 0.290 0.091 0.288 -0.005
X10 0.090 0.287 0.091 0.287 0.002
X11 0.079 0.270 0.081 0.272 0.005
X12 0.078 0.268 0.080 0.271 0.006
X13 0.078 0.267 0.081 0.273 0.013
X14 0.076 0.265 0.076 0.265 0.001
X15 0.081 0.273 0.079 0.271 -0.007
X16 0.081 0.273 0.079 0.270 -0.007
X17 0.187 0.390 0.183 0.386 -0.011
X18 0.289 0.453 0.286 0.452 -0.005
X19 0.321 0.467 0.325 0.468 0.007
X20 -0.036 1.002 0.071 0.992 0.108
X21 -0.101 0.910 0.199 1.130 0.292
X22 0.067 1.108 -0.132 0.726 -0.212
X23 0.197 1.021 -0.387 0.832 -0.627
X24 -0.057 1.065 0.111 0.848 0.174
X25 0.853 0.354 0.872 0.334 0.054
X26 -0.186 1.173 0.366 0.249 0.651
X27 0.147 0.354 0.208 0.406 0.161
X28 -0.056 0.997 0.109 0.997 0.165
X29 -0.017 1.025 0.034 0.948 0.052
X30 -0.043 1.028 0.084 0.938 0.129
X31 0.778 0.415 0.670 0.470 -0.245
X32 -0.019 1.000 0.037 1.000 0.055
X33 -0.024 0.991 0.046 1.016 0.070
X34 0.003 0.057 0.004 0.065 0.016
X35 0.022 0.148 0.026 0.159 0.024
X36 0.051 0.219 0.054 0.226 0.016
X37 0.090 0.286 0.095 0.293 0.016
X38 0.124 0.329 0.125 0.331 0.004
X39 0.155 0.362 0.152 0.359 -0.007
X40 0.159 0.366 0.154 0.361 -0.014
X41 0.161 0.367 0.158 0.365 -0.007
Stratification Summary
Propensity Score Sample Size Ave. Propensity Outcome
Stratum Min. Max. Controls Treated Controls TreatedY0 raw-diff
--------------------------------------------------------------------------------
1 0.000 0.006 38877 291 0.002 0.003 -335.139
2 0.006 0.007 4820 76 0.006 0.006 98.855
3 0.007 0.009 4773 123 0.008 0.008 237.053
4 0.009 0.015 9504 288 0.012 0.012 77.129
5 0.015 0.018 4736 160 0.016 0.016 1205.403
6 0.018 0.021 4675 221 0.019 0.019 360.092
7 0.021 0.030 9320 471 0.025 0.025 583.460
8 0.030 0.040 9223 569 0.035 0.035 410.627
9 0.040 0.052 9121 671 0.046 0.046 -138.195
10 0.052 0.058 4546 350 0.055 0.055 -154.476
11 0.058 0.065 4486 410 0.061 0.062 273.487
12 0.065 0.079 8866 925 0.072 0.072 434.481
13 0.079 0.107 17609 1974 0.093 0.093 577.911
14 0.107 0.135 17322 2261 0.121 0.121 207.897
15 0.135 0.148 8668 1124 0.141 0.141 480.068
16 0.148 0.160 8528 1264 0.154 0.154 266.827
17 0.160 0.184 17064 2519 0.172 0.173 782.223
18 0.184 0.205 16828 2756 0.195 0.195 -6.379
19 0.205 0.225 16351 3232 0.215 0.215 239.216
20 0.225 0.235 8151 1641 0.230 0.230 -291.705
21 0.235 0.244 7961 1831 0.239 0.239 327.927
22 0.244 0.254 7816 1976 0.249 0.249 360.035
23 0.254 0.263 7678 2113 0.258 0.258 422.284
24 0.263 0.268 3845 1051 0.265 0.265 -126.913
25 0.268 0.272 3710 1186 0.270 0.270 339.086
26 0.272 0.281 7457 2334 0.277 0.277 622.331
27 0.281 0.286 3742 1154 0.284 0.284 105.247
28 0.286 0.291 3669 1227 0.288 0.288 273.692
29 0.291 0.295 3643 1253 0.293 0.293 -178.047
30 0.295 0.300 3541 1354 0.298 0.298 449.847
31 0.300 0.310 7041 2751 0.305 0.305 -131.166
32 0.310 0.319 6926 2866 0.314 0.314 550.836
33 0.319 0.338 13294 6289 0.329 0.329 60.238
34 0.338 0.348 6487 3305 0.343 0.343 12.719
35 0.348 0.358 6283 3509 0.353 0.353 382.837
36 0.358 0.368 6215 3577 0.363 0.363 199.723
37 0.368 0.374 3022 1874 0.371 0.371 67.546
38 0.374 0.379 2883 2012 0.377 0.376 -58.707
39 0.379 0.390 5839 3953 0.385 0.385 158.735
40 0.390 0.402 5612 4180 0.396 0.396 397.178
41 0.402 0.414 5455 4337 0.408 0.408 184.320
42 0.414 0.427 5268 4523 0.420 0.420 363.866
43 0.427 0.440 5129 4663 0.434 0.434 269.683
44 0.440 0.455 4869 4922 0.447 0.447 268.211
45 0.455 0.470 4762 5030 0.462 0.462 403.080
46 0.470 0.487 4663 5128 0.478 0.478 629.743
47 0.487 0.525 8858 10726 0.505 0.506 694.432
48 0.525 0.573 8457 11126 0.548 0.548 876.592
49 0.573 0.633 8183 11401 0.602 0.602 1033.383
50 0.633 0.667 3909 5883 0.650 0.650 1127.923
51 0.667 0.676 908 1540 0.671 0.671 254.999
52 0.676 0.680 460 764 0.678 0.678 713.518
53 0.680 0.684 394 830 0.682 0.682 -7.342
54 0.684 0.693 857 1591 0.688 0.688 790.455
55 0.693 0.697 438 786 0.695 0.695 2036.481
56 0.697 0.701 360 863 0.699 0.699 1532.816
57 0.701 1.000 11973 66360 0.799 0.823 61.614
mon,0,54.0932692429
tues,0,53.1259065997
wed,0,121.889759261
thurs,0,187.294598472
fri,0,140.63167462
sat,0,7.49099733094
jan,0,1076.48419625
feb,0,740.887346232
mar,0,658.232843927
apr,0,638.325391908
may,0,482.692502582
jun,0,505.99356153
jul,0,450.721840333
aug,0,522.363936739
sep,0,481.923238676
octo,0,130.90121202
nov,0,39.6158676663
zero_to_six,0,72.4372119017
six_to_twelve,0,11.8204303368
twelve_to_eighteen,0,74.5915649233
seconds_since_user_creation,0,-145.844565776
body_length,0,288.21863128
body_percent_uppercase,0,107.375476253
body_percent_spaces,0,-291.478434536
body_percent_punctuation,0,-84.6447153594
body_starts_capitalized,0,-334.881565674
body_coleman_liau_index,0,-283.110027225
body_includes_question_mark,0,-427.004609725
body_sentiment_polarity,0,-46.1805236228
body_sentiment_subjectivity,0,-13.8630936909
user_reputation,0,164.994376352
body_includes_code,0,1291.81890851
num_tags,0,153.667999789
response_time,0,241.414965123
year2008,0,20571.3987481
year2009,0,9141.60589695
year2010,0,5230.83698355
year2011,0,3859.32996227
year2012,0,2949.83809338
year2013,0,2360.88251869
year2014,0,1154.19286566
year2015,0,549.288815318
WEIGHTED AVERAGE OF SUM OF ABSOLUTE VALUE OF ALL NDIFs
3.19905649529,3.19905649529,2.94857718203
# of BIG NDIFS
2,2,1.6562667053899267
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 274.953 39.271 7.001 0.000 197.982 351.924
Y0: ATC 219.636 43.185 5.086 0.000 134.992 304.279
Y0: ATT 383.466 50.931 7.529 0.000 283.642 483.290
records_loaded:15.512653827667236
rows_loaded:29.63481068611145
CausalModel:1.2812936305999756
propensity:28.571998596191406
trim_0.0:0.005197286605834961
stratify_s:2.1767475605010986
est_via_blocking:0.8539791107177734