Data Validation Patterns
Required Fields
Validation starts by checking that incoming records contain the fields later code expects.
Required Fields
required.py
def missing_fields(record, required):
missing = []
for field in required:
if field not in record:
missing.append(field)
return missing
include_email =
user = {"name": "Ada"}
if include_email:
user["email"] = "ada@example.com"
missing = missing_fields(user, ["name", "email"])
print("missing=" + ",".join(missing) if missing else "missing=none")
def missing_fields(record, required):
missing = []
for field in required:
if field not in record:
missing.append(field)
return missing
include_email =
user = {"name": "Ada"}
if include_email:
user["email"] = "ada@example.com"
missing = missing_fields(user, ["name", "email"])
print("missing=" + ",".join(missing) if missing else "missing=none")
required fields
A required-field check reports missing keys before code reads values from a dictionary.