# mbfc_min summed badness (3216) - `mbfc_min = min(mbfc_fact, mbfc_bias)`; see [[different measures of domain quality]] - threshold: 80 (for domains where original mbfc_min rating is > 80, badness = 0) - good domains (original ratings > 80 have new badness scores [y-axis] of 0) - see [[220310_150631 mbfc threshold 80|mbfc threshold 80]] # descriptives 32888 obs 17 cols | | NUnique| PercentMissing| Mean| SD| Min| Median| Max| Histogram| |:----------|-------:|--------------:|-------:|-------:|--------:|-------:|---------:|----------:| |block | 5424| 0| 2897.31| 1577.02| 0| 2973.00| 5423| ▅▅▅▅▆▆▆▆▇▇| |weight | 21| 0| 2.00| 0.22| 1.67| 2.00| 2.50| ▂▁ ▇ ▁▁▁| |sum_t0 | 7107| 0| 1403.80| 2122.63| 0.00| 700.00| 116000.00| ▇| |sum_t1 | 5906| 0| 1182.39| 2406.07| 0.00| 416.67| 83931.61| ▇| |count_t0 | 460| 0| 41.57| 61.35| 0| 20.00| 2167| ▇| |count_t1 | 569| 0| 36.08| 74.30| 0| 13.00| 2585| ▇| |conditionC | 2| 0| 0.00| 0.50| -0.50| -0.50| 0.50| ▇▇| |sum_t0C | 7665| 0| 0.00| 2122.63| -1403.80| -703.80| 114596.20| ▇| |count_t0L | 460| 0| 2.98| 1.35| 0.00| 3.04| 7.68| ▂▂▅▇▇▅▃▁| |count_t0LC | 460| 0| 0.00| 1.35| -2.98| 0.06| 4.70| ▂▂▅▇▇▅▃▁| |sum_t0L | 7107| 0| 6.10| 2.22| 0.00| 6.55| 11.66| ▂▁▄▇▆▂| |sum_t0LC | 7107| 0| 0.00| 2.22| -6.10| 0.45| 5.56| ▂▁▄▇▆▂| |count_t1L | 569| 0| 2.54| 1.53| 0.00| 2.64| 7.86| ▆▃▆▇▆▄▂▁| |count_t1LC | 569| 0| 0.00| 1.53| -2.54| 0.10| 5.31| ▆▃▆▇▆▄▂▁| winsorize (99th percentile) | | NUnique| PercentMissing| Mean| SD| Min| Median| Max| Histogram| |:----------|-------:|--------------:|-------:|-------:|--------:|-------:|---------:|----------:| |block | 5424| 0| 2897.31| 1577.02| 0| 2973.00| 5423| ▅▅▅▅▆▆▆▆▇▇| |weight | 21| 0| 2.00| 0.22| 1.67| 2.00| 2.50| ▂▁ ▇ ▁▁▁| |sum_t0 | 6782| 0| 1363.75| 1766.90| 0.00| 700.00| 9557.02| ▇▂▁▁| |sum_t1 | 5579| 0| 1121.74| 1886.43| 0.00| 416.67| 11277.92| ▇▁▁| |count_t0 | 287| 0| 40.52| 53.56| 0.00| 20.00| 286.00| ▇▂▁▁| |count_t1 | 343| 0| 34.11| 57.58| 0.00| 13.00| 345.26| ▇▁▁| |conditionC | 2| 0| 0.00| 0.50| -0.50| -0.50| 0.50| ▇▇| |sum_t0C | 7665| 0| 0.00| 2122.63| -1403.80| -703.80| 114596.20| ▇| |count_t0L | 287| 0| 2.98| 1.34| 0.00| 3.04| 5.66| ▃▁▂▄▆▇▆▅▃▂| |count_t0LC | 287| 0| 0.00| 1.34| -2.98| 0.06| 2.68| ▃▁▂▄▆▇▆▅▃▂| |sum_t0L | 6782| 0| 6.10| 2.22| 0.00| 6.55| 9.17| ▂ ▁▃▆▇▅▂| |sum_t0LC | 6782| 0| 0.00| 2.22| -6.10| 0.46| 3.07| ▂ ▁▃▆▇▅▂| |count_t1L | 343| 0| 2.54| 1.52| 0.00| 2.64| 5.85| ▆▅▄▇▇▇▆▄▂▂| |count_t1LC | 343| 0| 0.00| 1.52| -2.54| 0.10| 3.31| ▆▅▄▇▇▇▆▄▂▂| # models ```r > m <- feglm(sum_t1 ~ conditionC * sum_t0LC | block, dt1[domain_type == "overall"], family = "quasipoisson", vcov = "HC1") NOTE: 22 fixed-effects (109 observations) removed because of only 0 outcomes. > m GLM estimation, family = quasipoisson, Dep. Var.: sum_t1 Observations: 32,779 Fixed-effects: block: 5,402 Standard-errors: Heteroskedasticity-robust Estimate Std. Error t value Pr(>|t|) conditionC -0.003899 0.020529 -0.189925 0.849369 sum_t0LC 0.012310 0.005981 2.058150 0.039585 * conditionC:sum_t0LC 0.007297 0.011117 0.656342 0.511610 # winsorize > m <- feglm(sum_t1 ~ conditionC * sum_t0LC | block, dt1[domain_type == "overall"], family = "quasipoisson", vcov = "HC1") NOTE: 22 fixed-effects (109 observations) removed because of only 0 outcomes. > m GLM estimation, family = quasipoisson, Dep. Var.: sum_t1 Observations: 32,779 Fixed-effects: block: 5,402 Standard-errors: Heteroskedasticity-robust Estimate Std. Error t value Pr(>|t|) conditionC -0.022443 0.016044 -1.39887 1.6186e-01 sum_t0LC 0.035690 0.004871 7.32719 2.4153e-13 *** conditionC:sum_t0LC 0.015103 0.008268 1.82656 6.7777e-02 . ``` # user CDFs Only showing time1 summed badness values up to 20000 (max is 83931.61). ![[dv_mbfc-min_cdf_summedbadness80.png|800]] winsorize ![[dv_mbfc-min_cdf_summedbadness80_winsorize 1.png|800]]