DAVA Norm

bashpip install dava-norm

pythonimport asyncio
from dava_norm import Client

async def main():
    async with Client(api_key="dava_live_…") as c:
        with open("messy.csv", "rb") as f:
            result = await c.preview("messy.csv", f.read())
        print(f"{result.rows_in} → {result.rows_out} rows "
              f"({result.dropped_rows_empty} empty rows dropped)")
        for col in result.columns:
            print(f"  {col.name_in!r} → {col.name_out!r}  "
                  f"({col.inferred_type}, {col.sensitivity_tag}, "
                  f"{col.outlier_count} outliers)")
        with open("clean.csv", "w") as f:
            f.write(result.cleaned_csv)

asyncio.run(main())

typescriptimport { Client } from "@avaresearch/dava-norm";
import { readFile } from "node:fs/promises";

const c = new Client({ apiKey: process.env.DAVA_API_KEY! });
const result = await c.preview("messy.csv", await readFile("messy.csv"));
console.log(`${result.rows_in} rows → ${result.rows_out} rows`);