- see [[240228_140653 ed user partition v2|ed's v2 partition results]] ![[20240229104306.png]] # different user subpopulations - all users: 514,437 (users not in Ed's network are assigned to the 'null' partition) - users in Ed's network/partitions: 399,126 - users who shared anything at all during campaign: 233,267 - users in Ed's network & shared anything at all during campaign: 224,718 - users who shared anything at all pre-campaign: 266,551 - users in Ed's network & shared anything at all pre-campaign: 254,911 - users who shared anything at all pre-campaign & during campaign: 230,720 - users who shared anything at all pre-campaign & during campaign & in Ed's network: 223,377 Model specification - condition (centered, -0.5, 0.5) - t0 (centered) - user partition (2 levels: 'null/rest' [1] vs 012356 [0]) - narrative cluster (2 levels: 'null/rest' [1] vs 1 [0]) ```r m_lpm_clust0 <- feols(t1bin ~ conditionC * (t0binSC + partitionC) | block + day, d3[narrative_cluster == 0], cluster = "block") m_lpm_clust1 <- feols(t1bin ~ conditionC * (t0binSC + partitionC) | block + day, d3[narrative_cluster == 1], cluster = "block") m_lpm_3way <- feols(t1bin ~ conditionC * (t0binSC + partitionC * clusterC) | block + day, d3, cluster = "block") ``` # results See line 11 for effect of treatment on cluster and partition of interest. p-values range from .044 to .094. ## all users: 514,437 ```r term estimate std.error statistic p.value nobs model signif 1: conditionC -0.0001752551 0.0002365283 -0.7409478 0.4587 3601059 lpm_clust0 2: t0binSC 0.0386989390 0.0014084977 27.4753297 0.0000 3601059 lpm_clust0 * 3: partitionC 0.0010465981 0.0001343376 7.7908035 0.0000 3601059 lpm_clust0 * 4: conditionC:t0binSC -0.0002381094 0.0017544036 -0.1357210 0.8920 3601059 lpm_clust0 5: conditionC:partitionC 0.0002252511 0.0001673320 1.3461325 0.1783 3601059 lpm_clust0 6: conditionC -0.0001576689 0.0003988230 -0.3953354 0.6926 3601059 lpm_clust1 7: t0binSC 0.1703439604 0.0010388264 163.9773070 0.0000 3601059 lpm_clust1 * 8: partitionC -0.0191329876 0.0003706012 -51.6268876 0.0000 3601059 lpm_clust1 * 9: conditionC:t0binSC -0.0006850407 0.0013019876 -0.5261500 0.5988 3601059 lpm_clust1 10: conditionC:partitionC 0.0003989777 0.0006328385 0.6304573 0.5284 3601059 lpm_clust1 11: conditionC -0.0003566099 0.0001901604 -1.8753117 0.0608 7202118 lpm_3way ? 12: t0binSC 0.1516641701 0.0008657691 175.1785524 0.0000 7202118 lpm_3way * 13: partitionC 0.0050749945 0.0001530375 33.1617639 0.0000 7202118 lpm_3way * 14: clusterC 0.0304365565 0.0003689142 82.5030734 0.0000 7202118 lpm_3way * 15: partitionC:clusterC -0.0305220622 0.0004458675 -68.4554510 0.0000 7202118 lpm_3way * 16: conditionC:t0binSC -0.0010820207 0.0011233490 -0.9632098 0.3355 7202118 lpm_3way 17: conditionC:partitionC 0.0002215284 0.0002081028 1.0645145 0.2871 7202118 lpm_3way 18: conditionC:clusterC 0.0002656643 0.0004595237 0.5781297 0.5632 7202118 lpm_3way 19: conditionC:partitionC:clusterC 0.0001218097 0.0006670451 0.1826110 0.8551 7202118 lpm_3way ``` ## users in Ed's network/partitions: 399,126 ```r term estimate std.error statistic p.value nobs model signif 1: conditionC -0.0001707158 0.0003077623 -0.55470024 0.5791 2793882 lpm_clust0 2: t0binSC 0.0385439700 0.0013901274 27.72693431 0.0000 2793882 lpm_clust0 * 3: partitionC 0.0027259556 0.0002166786 12.58063863 0.0000 2793882 lpm_clust0 * 4: conditionC:t0binSC -0.0001594860 0.0017694581 -0.09013268 0.9282 2793882 lpm_clust0 5: conditionC:partitionC 0.0003053511 0.0002651684 1.15153632 0.2495 2793882 lpm_clust0 6: conditionC -0.0001404452 0.0004145732 -0.33877053 0.7348 2793882 lpm_clust1 7: t0binSC 0.1727643239 0.0010475532 164.92177001 0.0000 2793882 lpm_clust1 * 8: partitionC -0.0209847872 0.0005273392 -39.79371714 0.0000 2793882 lpm_clust1 * 9: conditionC:t0binSC -0.0008979268 0.0013326936 -0.67376841 0.5005 2793882 lpm_clust1 10: conditionC:partitionC 0.0002769578 0.0009216983 0.30048644 0.7638 2793882 lpm_clust1 11: conditionC -0.0004130600 0.0002307762 -1.78987272 0.0735 5587764 lpm_3way ? 12: t0binSC 0.1535705335 0.0008635151 177.84348396 0.0000 5587764 lpm_3way * 13: partitionC 0.0041907888 0.0002297427 18.24122732 0.0000 5587764 lpm_3way * 14: clusterC 0.0297996712 0.0003661077 81.39591818 0.0000 5587764 lpm_3way * 15: partitionC:clusterC -0.0290718611 0.0005715579 -50.86424758 0.0000 5587764 lpm_3way * 16: conditionC:t0binSC -0.0011777113 0.0011403698 -1.03274506 0.3017 5587764 lpm_3way 17: conditionC:partitionC 0.0001998674 0.0003349838 0.59664784 0.5508 5587764 lpm_3way 18: conditionC:clusterC 0.0002972002 0.0004467663 0.66522528 0.5059 5587764 lpm_3way 19: conditionC:partitionC:clusterC 0.0002787248 0.0009416496 0.29599631 0.7672 5587764 lpm_3way ``` ## users who shared anything at all during campaign: 233,267 ```r term estimate std.error statistic p.value nobs model signif 1: conditionC -4.174017e-04 0.0005063044 -0.82440862 0.4097 1632869 lpm_clust0 2: t0binSC 3.955658e-02 0.0014603935 27.08624908 0.0000 1632869 lpm_clust0 * 3: partitionC 4.579485e-03 0.0003688883 12.41428858 0.0000 1632869 lpm_clust0 * 4: conditionC:t0binSC -6.053766e-04 0.0018864976 -0.32089972 0.7483 1632869 lpm_clust0 5: conditionC:partitionC 5.501295e-04 0.0004470930 1.23045855 0.2185 1632869 lpm_clust0 6: conditionC -7.963245e-05 0.0007619894 -0.10450598 0.9168 1632869 lpm_clust1 7: t0binSC 1.750445e-01 0.0011029403 158.70716679 0.0000 1632869 lpm_clust1 * 8: partitionC -3.846772e-02 0.0009009922 -42.69483895 0.0000 1632869 lpm_clust1 * 9: conditionC:t0binSC -8.507971e-04 0.0015287299 -0.55653856 0.5779 1632869 lpm_clust1 10: conditionC:partitionC 1.825025e-04 0.0015662500 0.11652196 0.9072 1632869 lpm_clust1 11: conditionC -6.921369e-04 0.0004010508 -1.72580839 0.0844 3265738 lpm_3way ? 12: t0binSC 1.477641e-01 0.0008542067 172.98398965 0.0000 3265738 lpm_3way * 13: partitionC 8.162377e-03 0.0004042934 20.18924260 0.0000 3265738 lpm_3way * 14: clusterC 6.267799e-02 0.0007036004 89.08179696 0.0000 3265738 lpm_3way * 15: partitionC:clusterC -5.527995e-02 0.0009647017 -57.30263758 0.0000 3265738 lpm_3way * 16: conditionC:t0binSC -1.408006e-03 0.0012483329 -1.12790869 0.2594 3265738 lpm_3way 17: conditionC:partitionC 3.787860e-04 0.0005665161 0.66862352 0.5037 3265738 lpm_3way 18: conditionC:clusterC 6.957733e-04 0.0008718041 0.79808446 0.4248 3265738 lpm_3way 19: conditionC:partitionC:clusterC 3.084829e-05 0.0015919937 0.01937714 0.9845 3265738 lpm_3way ``` ## users in Ed's network & shared anything at all during campaign: 224,718 ```r term estimate std.error statistic p.value nobs model signif 1: conditionC -4.256057e-04 0.0005238395 -0.81247362 0.4165 1573026 lpm_clust0 2: t0binSC 3.949397e-02 0.0014529315 27.18226464 0.0000 1573026 lpm_clust0 * 3: partitionC 5.382227e-03 0.0004124394 13.04973971 0.0000 1573026 lpm_clust0 * 4: conditionC:t0binSC -6.126891e-04 0.0018888882 -0.32436494 0.7457 1573026 lpm_clust0 5: conditionC:partitionC 5.967507e-04 0.0004986546 1.19672158 0.2314 1573026 lpm_clust0 6: conditionC 1.895165e-05 0.0007607864 0.02491061 0.9801 1573026 lpm_clust1 7: t0binSC 1.768330e-01 0.0011120623 159.01354881 0.0000 1573026 lpm_clust1 * 8: partitionC -3.815388e-02 0.0009718653 -39.25840324 0.0000 1573026 lpm_clust1 * 9: conditionC:t0binSC -1.128228e-03 0.0015451352 -0.73018094 0.4653 1573026 lpm_clust1 10: conditionC:partitionC -2.030228e-04 0.0016931984 -0.11990493 0.9046 1573026 lpm_clust1 11: conditionC -7.322757e-04 0.0004137924 -1.76966949 0.0768 3146052 lpm_3way ? 12: t0binSC 1.487359e-01 0.0008534961 174.26665113 0.0000 3146052 lpm_3way * 13: partitionC 7.865827e-03 0.0004488253 17.52536503 0.0000 3146052 lpm_3way * 14: clusterC 6.217914e-02 0.0007026510 88.49220462 0.0000 3146052 lpm_3way * 15: partitionC:clusterC -5.346098e-02 0.0010253956 -52.13693293 0.0000 3146052 lpm_3way * 16: conditionC:t0binSC -1.571464e-03 0.0012544685 -1.25269298 0.2103 3146052 lpm_3way 17: conditionC:partitionC 3.619896e-04 0.0006328312 0.57201600 0.5673 3146052 lpm_3way 18: conditionC:clusterC 7.792360e-04 0.0008652094 0.90063285 0.3678 3146052 lpm_3way 19: conditionC:partitionC:clusterC -1.559359e-04 0.0017230825 -0.09049822 0.9279 3146052 lpm_3way ``` ## users who shared anything at all pre-campaign: 266,551 ```r term estimate std.error statistic p.value nobs model signif 1: conditionC -0.0003548596 0.0004690245 -0.7565908 0.4493 1865857 lpm_clust0 2: t0binSC 0.0388607939 0.0014211310 27.3449758 0.0000 1865857 lpm_clust0 * 3: partitionC 0.0038806372 0.0003145239 12.3381321 0.0000 1865857 lpm_clust0 * 4: conditionC:t0binSC -0.0004912516 0.0018561455 -0.2646622 0.7913 1865857 lpm_clust0 5: conditionC:partitionC 0.0005387681 0.0003898928 1.3818365 0.1670 1865857 lpm_clust0 6: conditionC -0.0003112647 0.0006698606 -0.4646708 0.6422 1865857 lpm_clust1 7: t0binSC 0.1646148250 0.0010449841 157.5285392 0.0000 1865857 lpm_clust1 * 8: partitionC -0.0341092596 0.0007930173 -43.0120012 0.0000 1865857 lpm_clust1 * 9: conditionC:t0binSC -0.0010429193 0.0014167937 -0.7361123 0.4617 1865857 lpm_clust1 10: conditionC:partitionC 0.0005235548 0.0013819250 0.3788591 0.7048 1865857 lpm_clust1 11: conditionC -0.0006875318 0.0003494701 -1.9673552 0.0492 3731714 lpm_3way * 12: t0binSC 0.1417103958 0.0008247428 171.8237370 0.0000 3731714 lpm_3way * 13: partitionC 0.0068549754 0.0003434047 19.9617955 0.0000 3731714 lpm_3way * 14: clusterC 0.0521832131 0.0006063755 86.0575952 0.0000 3731714 lpm_3way * 15: partitionC:clusterC -0.0480505384 0.0008517856 -56.4115390 0.0000 3731714 lpm_3way * 16: conditionC:t0binSC -0.0014746028 0.0011741946 -1.2558418 0.2092 3731714 lpm_3way 17: conditionC:partitionC 0.0004282588 0.0004902562 0.8735409 0.3824 3731714 lpm_3way 18: conditionC:clusterC 0.0004881697 0.0007486598 0.6520581 0.5144 3731714 lpm_3way 19: conditionC:partitionC:clusterC 0.0002693713 0.0013968666 0.1928397 0.8471 3731714 lpm_3way ``` ## users in Ed's network & shared anything at all pre-campaign: 254,911 ```r term estimate std.error statistic p.value nobs model signif 1: conditionC -0.0003572791 0.0004889579 -0.73069507 0.4650 1784377 lpm_clust0 2: t0binSC 0.0388171991 0.0014143224 27.44579219 0.0000 1784377 lpm_clust0 * 3: partitionC 0.0047297532 0.0003588622 13.17985972 0.0000 1784377 lpm_clust0 * 4: conditionC:t0binSC -0.0004737911 0.0018612392 -0.25455680 0.7991 1784377 lpm_clust0 5: conditionC:partitionC 0.0005703992 0.0004421973 1.28992030 0.1971 1784377 lpm_clust0 6: conditionC -0.0002518626 0.0006690600 -0.37644244 0.7066 1784377 lpm_clust1 7: t0binSC 0.1665006125 0.0010540416 157.96398544 0.0000 1784377 lpm_clust1 * 8: partitionC -0.0335256899 0.0008703571 -38.51946454 0.0000 1784377 lpm_clust1 * 9: conditionC:t0binSC -0.0012817697 0.0014353623 -0.89299388 0.3719 1784377 lpm_clust1 10: conditionC:partitionC 0.0002986627 0.0015207095 0.19639692 0.8443 1784377 lpm_clust1 11: conditionC -0.0007318132 0.0003632986 -2.01435741 0.0440 3568754 lpm_3way * 12: t0binSC 0.1428217375 0.0008248707 173.14439728 0.0000 3568754 lpm_3way * 13: partitionC 0.0064840161 0.0003888152 16.67634287 0.0000 3568754 lpm_3way * 14: clusterC 0.0516376288 0.0006048634 85.37072943 0.0000 3568754 lpm_3way * 15: partitionC:clusterC -0.0458411212 0.0009168995 -49.99579778 0.0000 3568754 lpm_3way * 16: conditionC:t0binSC -0.0016123672 0.0011830096 -1.36293667 0.1729 3568754 lpm_3way 17: conditionC:partitionC 0.0004476163 0.0005594528 0.80009672 0.4237 3568754 lpm_3way 18: conditionC:clusterC 0.0005545902 0.0007417008 0.74772775 0.4546 3568754 lpm_3way 19: conditionC:partitionC:clusterC 0.0001336568 0.0015378569 0.08691107 0.9307 3568754 lpm_3way ``` ## users who shared anything at all pre-campaign & during campaign: 230,720 ```r term estimate std.error statistic p.value nobs model signif 1: conditionC -4.190916e-04 0.0005118727 -0.81874202 0.4129 1615040 lpm_clust0 2: t0binSC 3.949476e-02 0.0014572923 27.10146779 0.0000 1615040 lpm_clust0 * 3: partitionC 4.708726e-03 0.0003773515 12.47835601 0.0000 1615040 lpm_clust0 * 4: conditionC:t0binSC -6.133370e-04 0.0018854599 -0.32529832 0.7450 1615040 lpm_clust0 5: conditionC:partitionC 5.546073e-04 0.0004563609 1.21528223 0.2243 1615040 lpm_clust0 6: conditionC -9.463941e-05 0.0007671624 -0.12336295 0.9018 1615040 lpm_clust1 7: t0binSC 1.749908e-01 0.0011034681 158.58254839 0.0000 1615040 lpm_clust1 * 8: partitionC -3.915354e-02 0.0009152495 -42.77908985 0.0000 1615040 lpm_clust1 * 9: conditionC:t0binSC -8.178937e-04 0.0015313290 -0.53410715 0.5933 1615040 lpm_clust1 10: conditionC:partitionC 1.752758e-04 0.0015912069 0.11015276 0.9123 1615040 lpm_clust1 11: conditionC -6.785806e-04 0.0004052274 -1.67456748 0.0940 3230080 lpm_3way ? 12: t0binSC 1.474534e-01 0.0008525496 172.95584340 0.0000 3230080 lpm_3way * 13: partitionC 8.148530e-03 0.0004131301 19.72388323 0.0000 3230080 lpm_3way * 14: clusterC 6.314831e-02 0.0007090879 89.05568484 0.0000 3230080 lpm_3way * 15: partitionC:clusterC -5.582781e-02 0.0009784996 -57.05450871 0.0000 3230080 lpm_3way * 16: conditionC:t0binSC -1.383406e-03 0.0012481731 -1.10834457 0.2677 3230080 lpm_3way 17: conditionC:partitionC 3.534681e-04 0.0005780732 0.61145895 0.5409 3230080 lpm_3way 18: conditionC:clusterC 6.559989e-04 0.0008770629 0.74794964 0.4545 3230080 lpm_3way 19: conditionC:partitionC:clusterC 9.201248e-05 0.0016177479 0.05687689 0.9546 3230080 lpm_3way ``` ## users who shared anything at all pre-campaign & during campaign & in Ed's network: 223,377 ```r term estimate std.error statistic p.value nobs model signif 1: conditionC -4.235305e-04 0.0005269873 -0.80368259 0.4216 1563639 lpm_clust0 2: t0binSC 3.947728e-02 0.0014534338 27.16138727 0.0000 1563639 lpm_clust0 * 3: partitionC 5.418721e-03 0.0004150575 13.05534972 0.0000 1563639 lpm_clust0 * 4: conditionC:t0binSC -6.088344e-04 0.0018889919 -0.32230649 0.7472 1563639 lpm_clust0 5: conditionC:partitionC 5.875929e-04 0.0005015790 1.17148634 0.2414 1563639 lpm_clust0 6: conditionC 8.889132e-06 0.0007658369 0.01160708 0.9907 1563639 lpm_clust1 7: t0binSC 1.766329e-01 0.0011121851 158.81607988 0.0000 1563639 lpm_clust1 * 8: partitionC -3.842230e-02 0.0009777831 -39.29532296 0.0000 1563639 lpm_clust1 * 9: conditionC:t0binSC -1.119114e-03 0.0015475548 -0.72315010 0.4696 1563639 lpm_clust1 10: conditionC:partitionC -2.066422e-04 0.0017029001 -0.12134722 0.9034 1563639 lpm_clust1 11: conditionC -7.192613e-04 0.0004164849 -1.72698041 0.0842 3127278 lpm_3way ? 12: t0binSC 1.483757e-01 0.0008529034 173.96544251 0.0000 3127278 lpm_3way * 13: partitionC 7.915408e-03 0.0004519503 17.51388759 0.0000 3127278 lpm_3way * 14: clusterC 6.267204e-02 0.0007086040 88.44437283 0.0000 3127278 lpm_3way * 15: partitionC:clusterC -5.384874e-02 0.0010314112 -52.20879986 0.0000 3127278 lpm_3way * 16: conditionC:t0binSC -1.549926e-03 0.0012551981 -1.23480563 0.2169 3127278 lpm_3way 17: conditionC:partitionC 3.446579e-04 0.0006367648 0.54126403 0.5883 3127278 lpm_3way 18: conditionC:clusterC 7.418282e-04 0.0008716702 0.85104229 0.3948 3127278 lpm_3way 19: conditionC:partitionC:clusterC -1.241807e-04 0.0017327956 -0.07166493 0.9429 3127278 lpm_3way ```