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February 3, 2019 03:12
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Look at Mint transaction data via R
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## Load libraries | |
if (!require(readr)) { install.packages("readr") }; library(readr) | |
if (!require(magrittr)) { install.packages("magrittr") }; library(magrittr) | |
if (!require(dplyr)) { install.packages("dplyr") }; library(dplyr) | |
if (!require(tibbletime)) { install.packages("tibbletime") }; library(tibbletime) | |
if (!require(lubridate)) { install.packages("lubridate") }; library(lubridate) | |
if (!require(devtools)) { install.packages("devtools") }; library(devtools) | |
if (!require(shinyview)) { install_github("peterhurford/shinyview") }; library(shinyview) | |
## Load Mint transactions | |
trans <- read_csv("~/Downloads/transactions.csv") | |
## Parse it into dataframe | |
trans <- trans %>% | |
mutate(Date = as.Date(Date, "%m/%d/%Y")) %>% | |
arrange(Date) %>% | |
as_tbl_time(index = Date) %>% | |
filter_time("2018-01" ~ "2018-03") %>% # Change this the appropriate date range | |
mutate(moy = month(Date)) | |
## Look at amount by category by month | |
view_trans_by_month <- function(trans) { | |
trans %>% | |
filter(`Transaction Type` == "debit") %>% | |
select(Date, moy, Amount, Description, Category) %>% | |
distinct %>% | |
group_by(moy, Category) %>% | |
summarise(total = sum(Amount)) %>% | |
arrange(-moy) %>% | |
shiny_view | |
} | |
## Look at individual transactions | |
view_trans <- function(trans) { | |
trans %>% | |
filter(`Transaction Type` == "debit") %>% | |
select(Date, moy, Amount, Description, Category) %>% | |
distinct %>% | |
arrange(moy, Category) %>% | |
shiny_view | |
} | |
view_trans_by_month(trans) | |
view_trans(trans) |
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