Research talk:Reading time/Work log/2018-11-20
Tuesday, November 20, 2018
editModel 3 With Global North vs Global South
editTODO: Look at the distribution of visiblelength / totallength in last in session only.
TODO: Compare total length to visible length.
TODO: Make the ME plots with weights.
TODO: Add firstpaint/total_length as proxy for connection speed. There is a bit of a problem with this because the model matrix is not full rank when I add this ratio. Adding the interaction doesn't make
model 2 | model 3 | ||
---|---|---|---|
Intercept | 9.6734 (0.0077)*** | 9.6587 (0.0077)*** | |
mobile | 0.1172 (0.0015)*** | 0.1549 (0.0016)*** | |
Revision length (bytes) | 0.1690 (0.0005)*** | 0.1685 (0.0005)*** | |
time to first paint | -0.0167 (0.0006)*** | -0.0169 (0.0006)*** | |
time to dom interactive | 0.0031 (0.0009)*** | 0.0031 (0.0009)*** | |
sessionlength | -0.0001 (0.0000)*** | -0.0001 (0.0000)*** | |
lastinsessionTRUE | 0.9441 (0.0015)*** | 0.9385 (0.0015)*** | |
nthinsession | 0.0002 (0.0000)*** | 0.0002 (0.0000)*** | |
dayofweekMon | 0.0878 (0.0020)*** | 0.0877 (0.0020)*** | |
dayofweekSat | 0.0154 (0.0020)*** | 0.0134 (0.0020)*** | |
dayofweekSun | 0.0328 (0.0020)*** | 0.0312 (0.0020)*** | |
dayofweekThu | 0.0497 (0.0020)*** | 0.0495 (0.0020)*** | |
dayofweekTue | 0.0291 (0.0020)*** | 0.0290 (0.0020)*** | |
dayofweekWed | 0.0697 (0.0019)*** | 0.0694 (0.0019)*** | |
usermonth4 | 0.0086 (0.0096) | 0.0085 (0.0096) | |
usermonth5 | 0.0101 (0.0096) | 0.0098 (0.0096) | |
usermonth6 | -0.0098 (0.0098) | -0.0100 (0.0098) | |
usermonth7 | -0.0482 (0.0098)*** | -0.0487 (0.0098)*** | |
usermonth8 | -0.0131 (0.0097) | -0.0138 (0.0097) | |
usermonth9 | 0.0375 (0.0076)*** | 0.0378 (0.0076)*** | |
usermonth10 | 0.0047 (0.0075) | 0.0030 (0.0075) | |
GlobalSouthTRUE | 0.1305 (0.0012)*** | 0.2092 (0.0017)*** | |
mobileTRUE:lastinsessionTRUE | -0.6616 (0.0021)*** | -0.6541 (0.0021)*** | |
R2 | 0.0616 | 0.0620 | |
Adj. R2 | 0.0616 | 0.0620 | |
Num. obs. | 9873641 | 9873641 | |
RMSE | 14.3130 | 14.3102 | |
***p < 0.001, **p < 0.01, *p < 0.05 |