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March 25, 2021 22:38
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| ``` r | |
| suppressPackageStartupMessages({ | |
| library(dplyr) | |
| }) | |
| # create synthetic data | |
| set.seed(42) | |
| year_basket <- sample(2000:2020,100, replace = TRUE) | |
| set.seed(137) | |
| fee_basket <- sample(6000:9000,100) | |
| synthetic <- tibble(Year = year_basket, Fee = fee_basket) | |
| # group by Year and summarize stats | |
| synthetic %>% | |
| arrange(Year) %>% | |
| group_by(Year) %>% summarize( | |
| Count = n(), | |
| Mean = mean(Fee), | |
| SD = sd(Fee), | |
| Median = median(Fee), | |
| IQR = IQR(Fee)) -> output | |
| get_output <- function(x,y,z) x[which(x$Year < y & x$IQR < z),] | |
| get_output(output,2017,500) | |
| #> # A tibble: 7 x 6 | |
| #> Year Count Mean SD Median IQR | |
| #> <int> <int> <dbl> <dbl> <dbl> <dbl> | |
| #> 1 2001 5 7641. 855. 8112 486 | |
| #> 2 2002 5 7601. 997. 7714 75 | |
| #> 3 2005 4 7480. 308. 7548. 321. | |
| #> 4 2006 3 6692. 455. 6735 453 | |
| #> 5 2009 5 7190. 451. 6930 322 | |
| #> 6 2011 2 6674. 29.0 6674. 20.5 | |
| #> 7 2015 3 7212 150. 7276 139 | |
| ``` | |
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