This commit is contained in:
Elijah McMorris 2023-06-08 07:17:25 +00:00
parent f3bc96b251
commit 26047c418b
Signed by: NexVeridian
SSH key fingerprint: SHA256:bsA1SKZxuEcEVHAy3gY1HUeM5ykRJl0U0kQHQn0hMg8
3 changed files with 84 additions and 26 deletions

View file

@ -10,6 +10,9 @@ polars = { version = "0.30", features = [
"parquet",
"round_series",
"lazy_regex",
"json",
"object",
"dtype-struct",
] }
reqwest = { version = "0.11", features = ["blocking"] }
glob = { version = "0.3" }
@ -18,3 +21,5 @@ strum_macros = "0.24"
strum = "0.24"
tokio = { version = "1.26", features = ["full"] }
openssl = { version = "0.10", features = ["vendored"] }
chrono = { version = "0.4", features = ["serde"] }
serde_json = "1.0"

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@ -37,14 +37,17 @@ use util::*;
// }
fn main() {
let dfn = df_format(read_parquet(Ticker::ARKVC).unwrap()).unwrap();
let dfn = df_format(read_parquet(Ticker::ARKK).unwrap()).unwrap();
println!("{:#?}", dfn);
// let update = df_format(get_csv(Ticker::ARKF).unwrap()).unwrap();
let api = df_format(get_api(Ticker::ARKK, None).unwrap()).unwrap();
println!("{:#?}", api);
// let update = df_format(get_csv_ark(Ticker::ARKK).unwrap()).unwrap();
// println!("{:#?}", update);
// update_parquet(Ticker::ARKVC).unwrap();
// let x = df_format(read_parquet(Ticker::ARKVC).unwrap()).unwrap();
// update_parquet(Ticker::ARKK).unwrap();
// let x = df_format(read_parquet(Ticker::ARKK).unwrap()).unwrap();
// println!("{:#?}", x);
// merge_csv_to_parquet(Ticker::ARKVC).unwrap();

View file

@ -1,8 +1,10 @@
use chrono::NaiveDate;
use glob::glob;
use polars::datatypes::DataType;
use polars::prelude::*;
use polars::prelude::{DataFrame, StrptimeOptions, UniqueKeepStrategy};
use reqwest::blocking::Client;
use serde_json::Value;
use std::error::Error;
use std::fs::File;
use std::io::Cursor;
@ -34,23 +36,23 @@ impl Ticker {
}
}
#[derive(Clone, Copy)]
pub enum Source {
Ark,
ApiIncremental,
ApiFull,
}
pub fn merge_csv_to_parquet(ticker: Ticker) -> Result<(), Box<dyn Error>> {
let mut dfs = vec![];
for x in glob(&format!("data/csv/{}/*", ticker))?.filter_map(Result::ok) {
dfs.push(LazyCsvReader::new(x).finish()?);
}
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);
df = concat_df(vec![df_old, df])?;
write_parquet(ticker, df_sort(df.collect()?)?)?;
} else {
write_parquet(ticker, df_format(df)?)?;
@ -59,22 +61,31 @@ pub fn merge_csv_to_parquet(ticker: Ticker) -> Result<(), Box<dyn Error>> {
Ok(())
}
pub fn update_parquet(ticker: Ticker) -> Result<(), Box<dyn Error>> {
let update = get_csv(ticker)?;
pub fn update_parquet(ticker: Ticker, source: Source) -> Result<(), Box<dyn Error>> {
let mut df = read_parquet(ticker)?;
let last_day = df.clone().collect()?.column("date").unwrap().max();
df = concat(
vec![df_format(df)?.lazy(), df_format(update)?.lazy()],
false,
true,
)?
.unique_stable(None, UniqueKeepStrategy::First);
let update = match source {
Source::Ark => get_csv_ark(ticker)?,
Source::ApiIncremental => get_api(ticker, last_day)?,
Source::ApiFull => get_api(ticker, None)?,
};
df = concat_df(vec![df, update])?;
write_parquet(ticker, df_sort(df.collect()?)?)?;
Ok(())
}
fn concat_df(mut dfs: Vec<LazyFrame>) -> Result<LazyFrame, Box<dyn Error>> {
// with dedupe and format
for x in &mut dfs {
*x = df_format(x.to_owned())?.lazy();
}
let mut df = concat(dfs, false, true)?;
df = df.unique_stable(None, UniqueKeepStrategy::First);
Ok(df)
}
pub fn read_parquet(ticker: Ticker) -> Result<LazyFrame, Box<dyn Error>> {
let df = LazyFrame::scan_parquet(
format!("data/parquet/{}.parquet", ticker),
@ -86,12 +97,12 @@ pub fn read_parquet(ticker: Ticker) -> Result<LazyFrame, Box<dyn Error>> {
pub fn write_parquet(ticker: Ticker, mut df: DataFrame) -> Result<(), Box<dyn Error>> {
ParquetWriter::new(File::create(format!("data/parquet/{}.parquet", ticker))?)
.finish(&mut df)?;
Ok(())
}
pub fn df_sort(df: DataFrame) -> Result<DataFrame, Box<dyn Error>> {
Ok(df.sort(["date", "weight"], vec![false, true])?)
let df = df.sort(["date", "weight"], vec![false, true])?;
Ok(df)
}
pub fn df_format(df: LazyFrame) -> Result<DataFrame, Box<dyn Error>> {
@ -141,10 +152,11 @@ pub fn df_format(df: LazyFrame) -> Result<DataFrame, Box<dyn Error>> {
expressions.push(col("date").str().strptime(
DataType::Date,
StrptimeOptions {
format: Some("%m/%d/%Y".into()),
// format: Some("%m/%d/%Y".into()),
format: None,
strict: false,
exact: true,
cache: false,
cache: true,
},
));
}
@ -221,7 +233,45 @@ pub fn df_format(df: LazyFrame) -> Result<DataFrame, Box<dyn Error>> {
Ok(df)
}
pub fn get_csv(ticker: Ticker) -> Result<LazyFrame, Box<dyn Error>> {
pub fn get_api(ticker: Ticker, last_day: Option<i32>) -> Result<LazyFrame, Box<dyn Error>> {
let url = match (ticker, last_day) {
(Ticker::ARKVC, Some(last_day)) => format!(
"https://api.nexveridian.com/arkvc_holdings?end={}",
NaiveDate::from_num_days_from_ce_opt(last_day).unwrap()
),
(ticker, Some(last_day)) => format!(
"https://api.nexveridian.com/ark_holdings?ticker={}&end={}",
ticker,
NaiveDate::from_num_days_from_ce_opt(last_day).unwrap()
),
(Ticker::ARKVC, None) => "https://api.nexveridian.com/arkvc_holdings".to_owned(),
(ticker, None) => {
format!("https://api.nexveridian.com/ark_holdings?ticker={}", ticker)
}
};
let response = Client::builder()
.user_agent("Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/58.0.3029.110 Safari/537.3")
.build()?.get(url).send()?;
if !response.status().is_success() {
return Err(format!(
"HTTP request failed with status code: {:?}",
response.status()
)
.into());
}
let data = response.text()?.into_bytes();
let json_string = String::from_utf8(data)?;
let json: Value = serde_json::from_str(&json_string)?;
let df = JsonReader::new(Cursor::new(json.to_string()))
.finish()?
.lazy();
Ok(df)
}
pub fn get_csv_ark(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),