Move pipelines

This commit is contained in:
Andras Schmelczer 2026-01-30 14:23:03 +00:00
parent c0f88602bf
commit 2131da96aa
6 changed files with 166 additions and 252 deletions

View file

@ -0,0 +1,71 @@
import zipfile
import httpx
import polars as pl
from pathlib import Path
from tqdm import tqdm
URL = "https://www.arcgis.com/sharing/rest/content/items/077631e063eb4e1ab43575d01381ec33/data"
BASE_DATA_PATH = Path("./data_sources")
BASE_DATA_PATH.mkdir(exist_ok=True)
DOWNLOAD_PATH = BASE_DATA_PATH / "arcgis_data.zip"
EXTRACT_PATH = BASE_DATA_PATH / "arcgis_extracted"
PARQUET_PATH = BASE_DATA_PATH / "arcgis_data.parquet"
def download_with_progress(url: str, output_path: Path) -> None:
with httpx.stream(
"GET",
url,
follow_redirects=True,
timeout=httpx.Timeout(30.0, read=None),
) as response:
response.raise_for_status() # pyright: ignore[reportUnusedCallResult]
total = int(response.headers.get("content-length", 0))
with (
open(output_path, "wb") as f,
tqdm(
total=total,
unit="B",
unit_scale=True,
unit_divisor=1024,
desc="Downloading",
) as pbar,
):
for chunk in response.iter_bytes(chunk_size=8192):
f.write(chunk)
pbar.update(len(chunk))
return
def extract_zip(zip_path: Path, extract_path: Path) -> None:
extract_path.mkdir(exist_ok=True)
with zipfile.ZipFile(zip_path, "r") as zf:
zf.extractall(extract_path)
def convert_to_parquet(data_path: Path, parquet_path: Path) -> None:
df = pl.scan_csv(data_path / 'Data/NSPL_MAY_2025_UK.csv', try_parse_dates=True)
print(f"Columns: {df.columns}")
df.sink_parquet(parquet_path, compression="zstd")
print(f"Saved to {parquet_path}")
def main() -> None:
if PARQUET_PATH.exists():
print(f"Parquet already exists at {PARQUET_PATH}, skipping")
return
if not DOWNLOAD_PATH.exists():
download_with_progress(URL, DOWNLOAD_PATH)
else:
print(f"File already exists at {DOWNLOAD_PATH}, skipping download")
extract_zip(DOWNLOAD_PATH, EXTRACT_PATH)
convert_to_parquet(EXTRACT_PATH, PARQUET_PATH)
if __name__ == "__main__":
main()