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Plot cumulative size of NF Data Portal over time
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| library(synapser) | |
| library(tidyverse) | |
| synLogin() | |
| metadata <- synTableQuery("select createdOn, dataFileSizeBytes from syn16858331 where type = 'file'")$filepath %>% | |
| read_csv() %>% filter(!is.na(dataFileSizeBytes)) %>% | |
| mutate(cumulative_size=cumsum(dataFileSizeBytes)/1e12) %>% | |
| mutate(cumulative_count=row_number()) %>% | |
| mutate(date = createdOn/1000) %>% | |
| mutate(date = lubridate::as_date(lubridate::as_datetime(date, origin = lubridate::origin))) | |
| sf <- 1500 | |
| ggplot(metadata) + | |
| geom_line(aes(x=date, y=cumulative_size), color = "red") + | |
| geom_line(aes(x=date, y=cumulative_count/sf), color = "blue") + | |
| scale_x_date(date_breaks = "1 year", date_labels = "%Y") + | |
| scale_y_continuous(sec.axis = sec_axis(trans = ~.*sf, name = "# of files", labels = scales::comma)) + | |
| labs(x = "Year", y = "Cumulative Size (TB)") + | |
| theme_minimal() + | |
| theme( | |
| axis.title.y.left=element_text(color="red"), | |
| axis.text.y.left=element_text(color="red"), | |
| axis.title.y.right=element_text(color="blue"), | |
| axis.text.y.right=element_text(color="blue") | |
| ) | |
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