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Viz.Rmd
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---
title: "BlockFi Interest Account Transaction Report"
author: "Shane Squires"
date: "2022-10-28"
output:
flexdashboard::flex_dashboard:
theme:
version: 4
bootswatch: cosmo
---
```{r setup, include=FALSE}
library(highcharter)
library(tidyverse)
library(lubridate)
library(kableExtra)
library(scales)
library(shiny)
library(reactable)
library(sunburstR)
library(d3r)
library(RPostgreSQL)
dsn_database = "interest_account_transactions"
dsn_hostname = "localhost"
dsn_port = "5432"
dsn_uid = "postgres"
dsn_pwd = "passum"
drv <- dbDriver("PostgreSQL")
conn <- dbConnect(drv,
host = dsn_hostname,
port = dsn_port,
user = dsn_uid,
password = dsn_pwd)
wow_dau <- dbGetQuery(conn, "SELECT * FROM wow_daily_active_users")
wow_dau <- wow_dau %>% mutate(date=ymd(date))
dts <- dbGetQuery(conn, "SELECT * FROM daily_transaction_summary")
dts <- dts %>% mutate(date=ymd(date),
week = ceiling_date(date, unit="week"))
dtst <- dts %>% group_by(transaction_type, date) %>%
summarise(dollar_sum = sum(abs(dollar_sum), na.rm=T),
quantity = sum(quantity, na.rm=T))
wtst <- dts %>% group_by(transaction_type, week) %>%
summarise(dollar_sum = sum(abs(dollar_sum), na.rm=T),
quantity = sum(quantity, na.rm=T))
dtstn <- dts %>% group_by(date) %>%
summarise(dollar_dep_wthdrwl_net = sum(dollar_sum[transaction_type %in% c("deposit","wire_deposit")], na.rm=T)+
sum(dollar_sum[transaction_type %in% c("withdrawal", "wire_withdrawal")], na.rm=T))
wtstn <- dts %>% group_by(week) %>%
summarise(dollar_dep_wthdrwl_net = sum(dollar_sum[transaction_type %in% c("deposit","wire_deposit")], na.rm=T)+
sum(dollar_sum[transaction_type %in% c("withdrawal", "wire_withdrawal")], na.rm=T))
dcts <- dbGetQuery(conn, "SELECT * FROM daily_customer_transaction_summary")
dcts <- dcts %>% mutate(date=ymd(date))
cts <- dcts %>% group_by(cryptocurrency, transaction_type) %>%
summarise(mean_daily_customers_transacted = mean(customers_transacted, na.rm=T),
mean_daily_dollar_mean = mean(dollar_mean, na.rm=T),
mean_daily_dollar_min = mean(dollar_min, na.rm=T),
mean_daily_dollar_max = mean(dollar_max, na.rm=T),
mean_daily_quantity_mean = mean(quantity_mean, na.rm=T),
mean_daily_quantity_max = mean(quantity_max, na.rm=T))
### sunburst chart prep
SB_crypto_trans_qty <- dts %>%
group_by(cryptocurrency, transaction_type) %>%
summarise(qty = sum(quantity, na.rm=T)) %>%
rename("level2"="cryptocurrency", "level1"="transaction_type","size"="qty") %>%
mutate_all(~replace(., is.na(.), 0))
SB_crypto_trans_qty_tree <- d3_nest(SB_crypto_trans_qty, value_cols = "size")
```
DAU {data-navmenu="Summary"}
=========================================
row {.tabset}
-----------------------------------------
### Daily Active Users
``` {r}
highchart() %>%
hc_title(text = "Interest Account Daily Active Users Summary") %>%
hc_subtitle(text="Accounts With Notional Balance Greater Than Zero Each Day") %>%
hc_yAxis_multiples(create_axis(naxis = 4, lineWidth = 2, title = list(text = NULL))) %>%
hc_add_series(wow_dau, name="Total Daily Active Users (DAU)", yAxis = 0,
hcaes(x = date, y= dau), id="DAU", type = "spline", color="purple") %>%
hc_add_series(wow_dau, name="Week Maximum (DAU)", yAxis = 0,
hcaes(x = date, y= wk_max), id="DAU", type = "spline", color="red") %>%
hc_add_series(wow_dau, name="Week Minimum (DAU)", yAxis = 0,
hcaes(x = date, y= wk_min), id="DAU", type = "spline", color="orange") %>%
hc_add_series(wow_dau, name="Week-Over-Week Difference DAU", yAxis = 1,
hcaes(x = date, y= diff), id="DIFF", type = "spline", color="red") %>%
hc_add_series(wow_dau, name="Week-Over-Week % Difference DAU", yAxis = 2,
hcaes(x = date, y= pct_diff*100), id="PCT_DIFF", type = "spline", color="green") %>%
hc_add_series(wow_dau, name="Weekly Moving Average DAU", yAxis = 3,
hcaes(x = date, y= wk_moving_avg), id="DAU", type = "spline", color="lightblue") %>%
hc_xAxis(dateTimeLabelFormats = list(day = '%m - %d - %y'), type = "datetime") %>%
hc_yAxis_multiples(list(
title=list(text="# Daily Active Users"),
align= "right",
top = "0%",
height = "29%",
showFirstLabel=FALSE,
showLastLabel=FALSE,
opposite=FALSE
),
list(
title=list(text="Week-Over-Week Difference"),
align= "left",
top = "30%",
height = "20%",
showFirstLabel=FALSE,
showLastLabel=FALSE,
opposite=T
),
list(
title=list(text="Week-Over-Week % Difference"),
align= "right",
top = "51%",
height = "20%",
showFirstLabel=FALSE,
showLastLabel=FALSE,
opposite=F,
tickInterval = 20,
labels = list(format = "{value}%"
)),
list(
title=list(text="Weekly Moving Average DAU"),
align= "right",
top = "72%",
height = "29%",
showFirstLabel=FALSE,
showLastLabel=FALSE,
opposite=T ))
```
Transaction Summary {data-navmenu="Summary"}
=========================================
row {.tabset}
-----------------------------------------
### Daily Transaction Summary
``` {r}
highchart() %>%
hc_title(text = "Daily Deposit And Withdrawal Summary") %>%
hc_subtitle(text="Daily Interest Account Aggregates") %>%
hc_yAxis_multiples(create_axis(naxis = 3, lineWidth = 2, title = list(text = NULL))) %>%
hc_add_series(dtst %>% filter(transaction_type=="deposit"), name="Total Deposits", yAxis = 0,
hcaes(x = date, y= dollar_sum), id="Deposits", type = "spline", color="purple") %>%
hc_add_series(dtst %>% filter(transaction_type=="wire_deposit"), name="Total Wire Deposits", yAxis = 0,
hcaes(x = date, y= dollar_sum), id="Wire Deposits", type = "spline", color="pink") %>%
hc_add_series(dtst %>% filter(transaction_type=="withdrawal"), name="Total Withdrawal", yAxis = 0,
hcaes(x = date, y= dollar_sum), id="withdrawal", type = "spline", color="red") %>%
hc_add_series(dtst %>% filter(transaction_type=="wire_withdrawal"), name="Total Wire Withdrawal", yAxis = 0,
hcaes(x = date, y= dollar_sum), id="wire withdrawal", type = "spline", color="green") %>%
## QUANTITY of TRANSACTIONs
hc_add_series(dtst %>% filter(transaction_type=="deposit"), name="Total Deposits", yAxis = 1,
hcaes(x = date, y= quantity), linkedTo="Deposits", type = "spline", color="purple") %>%
hc_add_series(dtst %>% filter(transaction_type=="wire_deposit"), name="Total Wire Deposits", yAxis = 1,
hcaes(x = date, y= quantity), linkedTo="Wire Deposits", type = "spline", color="pink") %>%
hc_add_series(dtst %>% filter(transaction_type=="withdrawal"), name="Total Withdrawal", yAxis = 1,
hcaes(x = date, y= quantity), linkedTo="withdrawal", type = "spline", color="red") %>%
hc_add_series(dtst %>% filter(transaction_type=="wire_withdrawal"), name="Total Wire Withdrawal", yAxis = 1,
hcaes(x = date, y= quantity), linkedTo="wire withdrawal", type = "spline", color="green") %>%
hc_add_series(dtstn, name="Net Total Deposit Minus Withdrawal", yAxis = 2,
hcaes(x = date, y= dollar_dep_wthdrwl_net), id="Net Deposits", type = "spline", color="purple") %>%
hc_xAxis(dateTimeLabelFormats = list(day = '%m - %d - %y'), type = "datetime") %>%
hc_yAxis_multiples(list(
title=list(text="Dollar Volume"),
align= "right",
top = "0%",
height = "33%",
showFirstLabel=FALSE,
showLastLabel=FALSE,
opposite=FALSE),
list(
title=list(text="Quantity of Transactions"),
align= "left",
top = "35%",
height = "33%",
showFirstLabel=FALSE,
showLastLabel=FALSE,
opposite=T),
list(
title=list(text="Net Dollar Volume"),
align= "right",
top = "70%",
height = "30%",
showFirstLabel=FALSE,
showLastLabel=FALSE,
opposite=F)
)
```
### Weekly Transaction Summary
``` {r}
highchart() %>%
hc_title(text = "Deposit And Withdrawal Summary") %>%
hc_subtitle(text="Weekly Interest Account Aggregates") %>%
hc_yAxis_multiples(create_axis(naxis = 3, lineWidth = 2, title = list(text = NULL))) %>%
hc_add_series(wtst %>% filter(transaction_type=="deposit"), name="Total Deposits", yAxis = 0,
hcaes(x = week, y= dollar_sum), id="Deposits", type = "column", color="purple") %>%
hc_add_series(wtst %>% filter(transaction_type=="wire_deposit"), name="Total Wire Deposits", yAxis = 0,
hcaes(x = week, y= dollar_sum), id="Wire Deposits", type = "column", color="pink") %>%
hc_add_series(wtst %>% filter(transaction_type=="withdrawal"), name="Total Withdrawal", yAxis = 0,
hcaes(x = week, y= dollar_sum), id="withdrawal", type = "column", color="red") %>%
hc_add_series(wtst %>% filter(transaction_type=="wire_withdrawal"), name="Total Wire Withdrawal", yAxis = 0,
hcaes(x = week, y= dollar_sum), id="wire withdrawal", type = "column", color="green") %>%
## QUANTITY of TRANSACTIONs
hc_add_series(wtst %>% filter(transaction_type=="deposit"), name="Total Deposits", yAxis = 1,
hcaes(x = week, y= quantity), linkedTo="Deposits", type = "column", color="purple") %>%
hc_add_series(wtst %>% filter(transaction_type=="wire_deposit"), name="Total Wire Deposits", yAxis = 1,
hcaes(x = week, y= quantity), linkedTo="Wire Deposits", type = "column", color="pink") %>%
hc_add_series(wtst %>% filter(transaction_type=="withdrawal"), name="Total Withdrawal", yAxis = 1,
hcaes(x = week, y= quantity), linkedTo="withdrawal", type = "column", color="red") %>%
hc_add_series(wtst %>% filter(transaction_type=="wire_withdrawal"), name="Total Wire Withdrawal", yAxis = 1,
hcaes(x = week, y= quantity), linkedTo="wire withdrawal", type = "column", color="green") %>%
hc_add_series(wtstn, name="Net Total Deposit Minus Withdrawal", yAxis = 2,
hcaes(x = week, y= dollar_dep_wthdrwl_net), id="Net Deposits", type = "spline", color="purple") %>%
hc_xAxis(dateTimeLabelFormats = list(day = '%m - %d - %y'), type = "datetime") %>%
hc_yAxis_multiples(list(
title=list(text="Dollar Volume"),
align= "right",
top = "0%",
height = "33%",
showFirstLabel=FALSE,
showLastLabel=FALSE,
opposite=FALSE),
list(
title=list(text="Quantity of Transactions"),
align= "left",
top = "35%",
height = "33%",
showFirstLabel=FALSE,
showLastLabel=FALSE,
opposite=T),
list(
title=list(text="Net Dollar Volume"),
align= "right",
top = "70%",
height = "30%",
showFirstLabel=FALSE,
showLastLabel=FALSE,
opposite=F)
)
```
### Total Transactions
```{r}
sund2b(SB_crypto_trans_qty_tree)
```
Daily Customer Transaction Summary {data-navmenu="Customer"}
=========================================
row {.tabset}
-----------------------------------------
### Daily Customer Cryptocurrency Deposit Summary
``` {r}
highchart() %>%
hc_title(text = "Customer Cryptocurrency Deposit Summary") %>%
hc_subtitle(text="Daily Interest Account Aggregates") %>%
hc_yAxis_multiples(create_axis(naxis = 3, lineWidth = 2, title = list(text = NULL))) %>%
hc_add_series(dcts %>% filter(transaction_type=="deposit", cryptocurrency=="btc"), name="BTC", yAxis = 0,
hcaes(x = date, y= dollar_mean), id="BTC", type = "spline", color="purple") %>%
hc_add_series(dcts %>% filter(transaction_type=="deposit", cryptocurrency=="eth"), name="ETH", yAxis = 0,
hcaes(x = date, y= dollar_mean), id="ETH", type = "spline", color="pink") %>%
hc_add_series(dcts %>% filter(transaction_type=="deposit", cryptocurrency=="gusd"), name="GUSD", yAxis = 0,
hcaes(x = date, y= dollar_mean), id="GUSD", type = "spline", color="black") %>%
hc_add_series(dcts %>% filter(transaction_type=="deposit", cryptocurrency=="ltc"), name="LTC", yAxis = 0,
hcaes(x = date, y= dollar_mean), id="LTC", type = "spline", color="red") %>%
hc_add_series(dcts %>% filter(transaction_type=="deposit", cryptocurrency=="usdc"), name="USDC", yAxis = 0,
hcaes(x = date, y= dollar_mean), id="USDC", type = "spline", color="green") %>%
hc_add_series(dcts %>% filter(transaction_type=="deposit", cryptocurrency=="pax"), name="PAX", yAxis = 0,
hcaes(x = date, y= dollar_mean), id="PAX", type = "spline", color="orange") %>%
## QUANTITY of TRANSACTIONs
hc_add_series(dcts %>% filter(transaction_type=="deposit", cryptocurrency=="btc"), name="BTC", yAxis = 1,
hcaes(x = date, y= quantity_mean), linkedTo="BTC", type = "spline", color="purple") %>%
hc_add_series(dcts %>% filter(transaction_type=="deposit", cryptocurrency=="eth"), name="ETH", yAxis = 1,
hcaes(x = date, y= quantity_mean), linkedTo="ETH", type = "spline", color="pink") %>%
hc_add_series(dcts %>% filter(transaction_type=="deposit", cryptocurrency=="gusd"), name="GUSD", yAxis = 1,
hcaes(x = date, y= quantity_mean), linkedTo="GUSD", type = "spline", color="black") %>%
hc_add_series(dcts %>% filter(transaction_type=="deposit", cryptocurrency=="ltc"), name="LTC", yAxis = 1,
hcaes(x = date, y= quantity_mean), linkedTo="LTC", type = "spline", color="red") %>%
hc_add_series(dcts %>% filter(transaction_type=="deposit", cryptocurrency=="usdc"), name="USDC", yAxis = 1,
hcaes(x = date, y= quantity_mean), linkedTo="USDC", type = "spline", color="green") %>%
hc_add_series(dcts %>% filter(transaction_type=="deposit", cryptocurrency=="pax"), name="PAX", yAxis = 1,
hcaes(x = date, y= quantity_mean), linkedTo="PAX", type = "spline", color="orange") %>%
hc_add_series(dcts %>% filter(transaction_type=="deposit", cryptocurrency=="btc"), name="BTC", yAxis = 2,
hcaes(x = date, y= dollar_75th_percentile), linkedTo="BTC", type = "spline", color="purple") %>%
hc_add_series(dcts %>% filter(transaction_type=="deposit", cryptocurrency=="eth"), name="ETH", yAxis = 2,
hcaes(x = date, y= dollar_75th_percentile), linkedTo="ETH", type = "spline", color="pink") %>%
hc_add_series(dcts %>% filter(transaction_type=="deposit", cryptocurrency=="gusd"), name="GUSD", yAxis = 2,
hcaes(x = date, y= dollar_75th_percentile), linkedTo="GUSD", type = "spline", color="black") %>%
hc_add_series(dcts %>% filter(transaction_type=="deposit", cryptocurrency=="ltc"), name="LTC", yAxis = 2,
hcaes(x = date, y= dollar_75th_percentile), linkedTo="LTC", type = "spline", color="red") %>%
hc_add_series(dcts %>% filter(transaction_type=="deposit", cryptocurrency=="usdc"), name="USDC", yAxis = 2,
hcaes(x = date, y= dollar_75th_percentile), linkedTo="USDC", type = "spline", color="green") %>%
hc_add_series(dcts %>% filter(transaction_type=="deposit", cryptocurrency=="pax"), name="PAX", yAxis = 2,
hcaes(x = date, y= dollar_75th_percentile), linkedTo="PAX", type = "spline", color="orange") %>%
hc_xAxis(dateTimeLabelFormats = list(day = '%m - %d - %y'), type = "datetime") %>%
hc_yAxis_multiples(list(
title=list(text="Mean Dollar Volume"),
align= "right",
top = "0%",
height = "33%",
showFirstLabel=FALSE,
showLastLabel=FALSE,
opposite=FALSE),
list(
title=list(text="Mean Quantity of Transactions"),
align= "left",
top = "35%",
height = "33%",
showFirstLabel=FALSE,
showLastLabel=FALSE,
opposite=T),
list(
title=list(text="75th Percentile Dollar Amount"),
align= "right",
top = "70%",
height = "30%",
showFirstLabel=FALSE,
showLastLabel=FALSE,
opposite=F)
)
```
### Daily Customer Cryptocurrency Withdrawal Summary
``` {r}
highchart() %>%
hc_title(text = "Customer Cryptocurrency Withdrawal Summary") %>%
hc_subtitle(text="Daily Interest Account Aggregates") %>%
hc_yAxis_multiples(create_axis(naxis = 3, lineWidth = 2, title = list(text = NULL))) %>%
hc_add_series(dcts %>% filter(transaction_type=="withdrawal", cryptocurrency=="btc"), name="BTC", yAxis = 0,
hcaes(x = date, y= dollar_mean), id="BTC", type = "spline", color="purple") %>%
hc_add_series(dcts %>% filter(transaction_type=="withdrawal", cryptocurrency=="eth"), name="ETH", yAxis = 0,
hcaes(x = date, y= dollar_mean), id="ETH", type = "spline", color="pink") %>%
hc_add_series(dcts %>% filter(transaction_type=="withdrawal", cryptocurrency=="gusd"), name="GUSD", yAxis = 0,
hcaes(x = date, y= dollar_mean), id="GUSD", type = "spline", color="black") %>%
hc_add_series(dcts %>% filter(transaction_type=="withdrawal", cryptocurrency=="ltc"), name="LTC", yAxis = 0,
hcaes(x = date, y= dollar_mean), id="LTC", type = "spline", color="red") %>%
hc_add_series(dcts %>% filter(transaction_type=="withdrawal", cryptocurrency=="usdc"), name="USDC", yAxis = 0,
hcaes(x = date, y= dollar_mean), id="USDC", type = "spline", color="green") %>%
hc_add_series(dcts %>% filter(transaction_type=="withdrawal", cryptocurrency=="pax"), name="PAX", yAxis = 0,
hcaes(x = date, y= dollar_mean), id="PAX", type = "spline", color="orange") %>%
## QUANTITY of TRANSACTIONs
hc_add_series(dcts %>% filter(transaction_type=="withdrawal", cryptocurrency=="btc"), name="BTC", yAxis = 1,
hcaes(x = date, y= quantity_mean), linkedTo="BTC", type = "spline", color="purple") %>%
hc_add_series(dcts %>% filter(transaction_type=="withdrawal", cryptocurrency=="eth"), name="ETH", yAxis = 1,
hcaes(x = date, y= quantity_mean), linkedTo="ETH", type = "spline", color="pink") %>%
hc_add_series(dcts %>% filter(transaction_type=="withdrawal", cryptocurrency=="gusd"), name="GUSD", yAxis = 1,
hcaes(x = date, y= quantity_mean), linkedTo="GUSD", type = "spline", color="black") %>%
hc_add_series(dcts %>% filter(transaction_type=="withdrawal", cryptocurrency=="ltc"), name="LTC", yAxis = 1,
hcaes(x = date, y= quantity_mean), linkedTo="LTC", type = "spline", color="red") %>%
hc_add_series(dcts %>% filter(transaction_type=="withdrawal", cryptocurrency=="usdc"), name="USDC", yAxis = 1,
hcaes(x = date, y= quantity_mean), linkedTo="USDC", type = "spline", color="green") %>%
hc_add_series(dcts %>% filter(transaction_type=="withdrawal", cryptocurrency=="pax"), name="PAX", yAxis = 1,
hcaes(x = date, y= quantity_mean), linkedTo="PAX", type = "spline", color="orange") %>%
hc_add_series(dcts %>% filter(transaction_type=="withdrawal", cryptocurrency=="btc"), name="BTC", yAxis = 2,
hcaes(x = date, y= dollar_75th_percentile), linkedTo="BTC", type = "spline", color="purple") %>%
hc_add_series(dcts %>% filter(transaction_type=="withdrawal", cryptocurrency=="eth"), name="ETH", yAxis = 2,
hcaes(x = date, y= dollar_75th_percentile), linkedTo="ETH", type = "spline", color="pink") %>%
hc_add_series(dcts %>% filter(transaction_type=="withdrawal", cryptocurrency=="gusd"), name="GUSD", yAxis = 2,
hcaes(x = date, y= dollar_75th_percentile), linkedTo="GUSD", type = "spline", color="black") %>%
hc_add_series(dcts %>% filter(transaction_type=="withdrawal", cryptocurrency=="ltc"), name="LTC", yAxis = 2,
hcaes(x = date, y= dollar_75th_percentile), linkedTo="LTC", type = "spline", color="red") %>%
hc_add_series(dcts %>% filter(transaction_type=="withdrawal", cryptocurrency=="usdc"), name="USDC", yAxis = 2,
hcaes(x = date, y= dollar_75th_percentile), linkedTo="USDC", type = "spline", color="green") %>%
hc_add_series(dcts %>% filter(transaction_type=="withdrawal", cryptocurrency=="pax"), name="PAX", yAxis = 2,
hcaes(x = date, y= dollar_75th_percentile), linkedTo="PAX", type = "spline", color="orange") %>%
hc_xAxis(dateTimeLabelFormats = list(day = '%m - %d - %y'), type = "datetime") %>%
hc_yAxis_multiples(list(
title=list(text="Mean Dollar Volume"),
align= "right",
top = "0%",
height = "33%",
showFirstLabel=FALSE,
showLastLabel=FALSE,
opposite=FALSE),
list(
title=list(text="Mean Quantity of Transactions"),
align= "left",
top = "35%",
height = "33%",
showFirstLabel=FALSE,
showLastLabel=FALSE,
opposite=T),
list(
title=list(text="75th Percentile Dollar Amount"),
align= "right",
top = "70%",
height = "30%",
showFirstLabel=FALSE,
showLastLabel=FALSE,
opposite=F)
)
```
Customer Transaction Summary {data-navmenu="Customer"}
=========================================
row {.tabset}
-----------------------------------------
### Customer Transaction Summary
``` {r}
reactable(cts ,
pagination = FALSE,
groupBy = "cryptocurrency",
columnGroups = list(
colGroup(name = "Transaction Quantity", columns = c("mean_daily_customers_transacted","mean_daily_quantity_mean","mean_daily_quantity_max")),
colGroup(name = "Transaction Amount", columns = c("mean_daily_dollar_mean","mean_daily_dollar_min","mean_daily_dollar_max"))
),
defaultColDef = colDef(
vAlign = "center",
headerVAlign = "bottom",
class = "cell",
headerClass = "header"
),
rowStyle = JS("function(rowInfo) {
if (rowInfo.level > 0) {
return { background: '#eee', borderLeft: '2px solid #ffa62d' }
} else {
return { borderLeft: '2px solid transparent' }
}
}"),
defaultExpanded = TRUE,
columns = list(
cryptocurrency = colDef(
name="Cryptocurrency",
defaultSortOrder = "asc",
minWidth = 200,
headerStyle = list(fontWeight = 700) ),
transaction_type = colDef(
name="Transaction Type",
format = colFormat(digits=2),
defaultSortOrder = "asc",
minWidth = 200,
headerStyle = list(fontWeight = 700) ),
mean_daily_customers_transacted = colDef(
name = "Mean Daily Number of Customers Transacted",
format = colFormat(digits=2),
defaultSortOrder = "asc",
align = "center",
class = "Transaction Quantity", headerStyle = list(fontWeight = 700)),
mean_daily_quantity_mean = colDef(
name = "Mean Daily Transactions per Customer",
format = colFormat(digits=2),
defaultSortOrder = "asc",
align = "center",
class = "Transaction Quantity", headerStyle = list(fontWeight = 700)),
mean_daily_quantity_max = colDef(
name = "Mean Daily Maximum Transaction per Customer",
format = colFormat(digits=2),
defaultSortOrder = "asc",
align = "center",
class = "Transaction Quantity", headerStyle = list(fontWeight = 700)),
mean_daily_dollar_mean = colDef(
name = "Daily Mean Dollar Amount",
format = colFormat(prefix = "$", separators = TRUE, digits=0),
defaultSortOrder = "asc",
align = "center",
class = "Transaction Amount", headerStyle = list(fontWeight = 700)),
mean_daily_dollar_max = colDef(
name = "Mean Daily Maximum Dollar Amount",
format = colFormat(prefix = "$", separators = TRUE, digits=0),
defaultSortOrder = "asc",
align = "center",
class = "Transaction Amount", headerStyle = list(fontWeight = 700)),
mean_daily_dollar_min = colDef(
name = "Mean Daily Minimum Dollar Amount",
format = colFormat(prefix = "$", separators = TRUE, digits=0),
defaultSortOrder = "asc",
align = "center",
class = "Transaction Amount", headerStyle = list(fontWeight = 700))) )
```