This commit is contained in:
Elijah McMorris 2023-06-08 03:25:11 +00:00
parent 4074a97ae2
commit f3bc96b251
Signed by: NexVeridian
SSH key fingerprint: SHA256:bsA1SKZxuEcEVHAy3gY1HUeM5ykRJl0U0kQHQn0hMg8
7 changed files with 124 additions and 36 deletions

View file

@ -40,10 +40,14 @@ fn main() {
let dfn = df_format(read_parquet(Ticker::ARKVC).unwrap()).unwrap();
println!("{:#?}", dfn);
// update_parquet(Ticker::ARKVC).unwrap();
// let update = df_format(Ticker::ARKF, get_csv(Ticker::ARKF).unwrap()).unwrap();
// let update = get_csv(Ticker::ARKF).unwrap().collect().unwrap();
// let update = df_format(get_csv(Ticker::ARKF).unwrap()).unwrap();
// println!("{:#?}", update);
// update_parquet(Ticker::ARKVC).unwrap();
// let x = df_format(read_parquet(Ticker::ARKVC).unwrap()).unwrap();
// println!("{:#?}", x);
// merge_csv_to_parquet(Ticker::ARKVC).unwrap();
// let x = df_format(read_parquet(Ticker::ARKVC).unwrap()).unwrap();
// println!("{:#?}", x);
}

View file

@ -1,8 +1,7 @@
use glob::glob;
use polars::datatypes::DataType;
use polars::lazy::dsl::StrpTimeOptions;
use polars::prelude::*;
use polars::prelude::{DataFrame, UniqueKeepStrategy};
use polars::prelude::{DataFrame, StrptimeOptions, UniqueKeepStrategy};
use reqwest::blocking::Client;
use std::error::Error;
use std::fs::File;
@ -35,16 +34,28 @@ impl Ticker {
}
}
pub fn merge_csv_to_parquet(folder: Ticker) -> Result<(), Box<dyn Error>> {
pub fn merge_csv_to_parquet(ticker: Ticker) -> Result<(), Box<dyn Error>> {
let mut dfs = vec![];
for x in glob(&format!("data/csv/{}/*", folder))?.filter_map(Result::ok) {
for x in glob(&format!("data/csv/{}/*", ticker))?.filter_map(Result::ok) {
dfs.push(LazyCsvReader::new(x).finish()?);
}
let df = concat(dfs, false, true)?;
let mut df = concat(dfs, false, true)?;
if read_parquet(ticker).is_ok() {
let df_old = read_parquet(ticker)?;
df = concat(
vec![df_format(df_old)?.lazy(), df_format(df)?.lazy()],
false,
true,
)?
.unique_stable(None, UniqueKeepStrategy::First);
write_parquet(ticker, df_sort(df.collect()?)?)?;
} else {
write_parquet(ticker, df_format(df)?)?;
}
write_parquet(folder, df_format(df)?)?;
Ok(())
}
@ -60,7 +71,7 @@ pub fn update_parquet(ticker: Ticker) -> Result<(), Box<dyn Error>> {
)?
.unique_stable(None, UniqueKeepStrategy::First);
write_parquet(ticker, df.collect()?)?;
write_parquet(ticker, df_sort(df.collect()?)?)?;
Ok(())
}
@ -79,6 +90,10 @@ pub fn write_parquet(ticker: Ticker, mut df: DataFrame) -> Result<(), Box<dyn Er
Ok(())
}
pub fn df_sort(df: DataFrame) -> Result<DataFrame, Box<dyn Error>> {
Ok(df.sort(["date", "weight"], vec![false, true])?)
}
pub fn df_format(df: LazyFrame) -> Result<DataFrame, Box<dyn Error>> {
let mut df = df.collect()?;
@ -86,8 +101,8 @@ pub fn df_format(df: LazyFrame) -> Result<DataFrame, Box<dyn Error>> {
df = df
.lazy()
.rename(
vec!["market_value_($), weight_(%)"],
vec!["market_value, weight"],
vec!["market_value_($)", "weight_(%)"],
vec!["market_value", "weight"],
)
.collect()?;
}
@ -95,8 +110,8 @@ pub fn df_format(df: LazyFrame) -> Result<DataFrame, Box<dyn Error>> {
df = df
.lazy()
.rename(
vec!["market value ($), weight (%)"],
vec!["market_value, weight"],
vec!["market value ($)", "weight (%)"],
vec!["market_value", "weight"],
)
.collect()?;
}
@ -123,15 +138,15 @@ pub fn df_format(df: LazyFrame) -> Result<DataFrame, Box<dyn Error>> {
let mut expressions: Vec<Expr> = vec![];
if !df.fields().contains(&Field::new("date", DataType::Date)) {
expressions.push(col("date").str().strptime(StrpTimeOptions {
date_dtype: DataType::Date,
fmt: Some("%m/%d/%Y".into()),
strict: false,
exact: true,
cache: false,
tz_aware: false,
utc: false,
}));
expressions.push(col("date").str().strptime(
DataType::Date,
StrptimeOptions {
format: Some("%m/%d/%Y".into()),
strict: false,
exact: true,
cache: false,
},
));
}
if df.fields().contains(&Field::new("weight", DataType::Utf8)) {
@ -208,16 +223,8 @@ pub fn df_format(df: LazyFrame) -> Result<DataFrame, Box<dyn Error>> {
pub fn get_csv(ticker: Ticker) -> Result<LazyFrame, Box<dyn Error>> {
let url = match ticker {
Ticker::ARKVC => {
"https://ark-ventures.com/wp-content/uploads/funds-etf-csv/ARK_VENTURE_FUND_HOLDINGS.csv".to_owned()
}
_ => {
format!(
"https://ark-funds.com/wp-content/uploads/funds-etf-csv/ARK_{}_ETF_{}_HOLDINGS.csv",
ticker.value(),
ticker
)
}
Ticker::ARKVC => "https://ark-ventures.com/wp-content/uploads/funds-etf-csv/ARK_VENTURE_FUND_HOLDINGS.csv".to_owned(),
_ => format!("https://ark-funds.com/wp-content/uploads/funds-etf-csv/ARK_{}_ETF_{}_HOLDINGS.csv", ticker.value(), ticker),
};
let response = Client::builder()
@ -232,7 +239,7 @@ pub fn get_csv(ticker: Ticker) -> Result<LazyFrame, Box<dyn Error>> {
.into());
}
let data: Vec<u8> = response.text()?.bytes().collect();
let data = response.text()?.into_bytes();
let df = CsvReader::new(Cursor::new(data))
.has_header(true)