mask
Masks sensitive fields for anonymization. Supports redaction, deterministic hashing (preserves joins), and type-compatible randomization.
# Redact email and phone fields
undatum mask data.csv --fields email,phone --method redact --output masked.csv
# Hash user IDs (deterministic, preserves joins)
undatum mask data.jsonl --fields user_id --method hash --salt my-salt --output masked.jsonl
# Randomize age and email fields
undatum mask data.csv --fields age,email --method randomize --output masked.csv
Masking methods:
redact(default) - replace values with a fixed token (***)hash- deterministic one-way hash; the same input always produces the same output, so joins across files are preserved. Use--saltfor additional securityrandomize- replace values with random but type-compatible values
Reference
Reads: any readable format · Writes: any writable format; CSV/TSV/JSON/JSON Lines on stdout · Memory: streaming · Engines: python
undatum mask [OPTIONS] INPUT_FILE
| Argument | Description |
|---|---|
INPUT_FILE | Path to input file. (required) |
| Option | Description | Default |
|---|---|---|
-o, --output TEXT | Optional output file path. If not specified, prints to stdout. | |
-f, --fields TEXT | Comma-separated list of fields to mask (e.g., 'email,phone,ssn'). | |
--method TEXT | Masking method: 'redact' (default), 'hash', or 'randomize'. | redact |
--salt TEXT | Optional salt for hash method (for additional security). | |
-d, --delimiter TEXT | CSV delimiter character (auto-detected when omitted). | |
--quotechar TEXT | CSV quote character (iterabledata default '"' when omitted). | |
--encoding TEXT | File encoding (e.g., 'utf8', 'latin1'). | |
--verbose / --no-verbose | Enable verbose logging output. | --no-verbose |
-F, --format-in TEXT | Override input file format detection (e.g., 'csv', 'jsonl'). | |
-O, --format-out TEXT | Override output file format (e.g., 'csv', 'jsonl'). | |
--table, --sheet TEXT | Table or sheet name for multi-table sources (Excel, SQLite, lakehouse). | |
--start-page INTEGER | Sheet index (0-based) for Excel files. | 0 |
--trust | Acknowledge pickle deserialization risk when reading pickle sources. | |
--on-error TEXT | Parse-error policy: raise (default), skip, or warn. | |
--error-log TEXT | Append parse errors as JSONL (use with --on-error skip or warn). | |
--flatten-nested | Unfold nested dict / array-of-dict fields into dotted paths (e.g. city.lat). | |
--max-nested-depth INTEGER | With --flatten-nested, maximum nest depth to unfold (engine default 5). | |
--keep-nested-parents / --no-keep-nested-parents | With --flatten-nested, keep parent dict/array fields alongside dotted children. | --keep-nested-parents |
See also shared options.