Lightning-fast DICOM anonymization for Python, written in Rust.
Project description
dcmanon
Lightning-fast DICOM anonymization for Python, written in Rust.
This is a high-performance DICOM anonymization library that provides flexible, configurable anonymization of DICOM files. Built in Rust for maximum performance, it offers Python bindings for easy integration into various different workflows.
Features
- Fast: written in Rust for optimal performance
- Flexible: configurable anonymization actions per DICOM tag
- Safe: type-safe implementation with comprehensive error handling
- Standards-compliant: follows DICOM standard anonymization best practices by default
- Multiple actions: remove, replace, hash, keep or empty DICOM tags
- UID management: consistent UID generation with configurable UID roots
Installation
pip install dcmanon
Quick start
from dcmanon import Anonymizer
anonymizer = Anonymizer()
anonymized_bytes = anonymizer.anonymize("input.dcm")
with open("anonymized.dcm", "wb") as f:
f.write(anonymized_bytes)
Default settings
When the Anonymizer is initialized without any arguments, the default anonymization settings are used. To see those
default settings, you can either find them here
or you can generate them yourself like this:
cargo install dcmanon
dcmanon config create -o config_default.json
You can customize the default UID root and tag actions by providing your own when you
initialize the Anonymizer. See the following examples for how to do this.
Examples
Custom UID root
from dcmanon import Anonymizer
uid_root = "1.2.3.4.5"
anonymizer = Anonymizer(uid_root=uid_root)
anonymized_data = anonymizer.anonymize("input.dcm")
Custom tag actions
Custom tag actions override the same tag actions as defined in the default settings. The other default tag actions will still be applied as well.
Any tag action as defined in the default settings can be overridden. And you can also provide actions for tags that are not defined in the default settings, like specific private tags, for example.
Available actions
hash: Hash the value (with optional length, minimum is 8)hashdate: Hash date values while preserving formathashuid: Hash UID values while maintaining UID format and using the UID rootempty: Set the tag value to emptyreplace: Replace with a specified valueremove: Completely remove the DICOM tagkeep: Keep the original tag and value (to keep certain private tags, for example)none: Do nothing (to disable/override actions from the default config)
from dcmanon import Anonymizer
tag_actions = {
"00080050": { # AccessionNumber
"action": "hash",
"length": 10,
},
"00100010": { # PatientName
"action": "replace",
"value": "Anonymous^Patient",
},
"00100020": { # PatientID
"action": "hash",
"length": 8,
},
"00100030": { # PatientBirthDate
"action": "empty",
},
"00331010": { # private tag
# all private tags are removed (by default), except this one
"action": "keep",
}
}
anonymizer = Anonymizer(uid_root="1.2.3.4.5", tag_actions=tag_actions)
anonymized_data = anonymizer.anonymize("input.dcm")
More advanced configuration
from dcmanon import Anonymizer
tag_actions = {
# patient information
"00100010": {"action": "replace", "value": "PATIENT^ANONYMOUS"},
"00100020": {"action": "hash", "length": 12},
"00100030": {"action": "hashdate"}, # Hash birth date
"00100040": {"action": "keep"}, # Keep patient sex (`"none"` does the same)
# study information
"0020000D": {"action": "hashuid"}, # Study Instance UID
"00200010": {"action": "hash", "length": 8}, # Study ID
"00081030": {"action": "empty"}, # Study Description
# series information
"0020000E": {"action": "hashuid"}, # Series Instance UID
"00080060": {"action": "keep"}, # Modality
# instance information
"00080018": {"action": "hashuid"}, # SOP Instance UID
}
anonymizer = Anonymizer(
uid_root="1.2.840.99999",
tag_actions=tag_actions
)
anonymized_data = anonymizer.anonymize("input.dcm")
Error handling
from dcmanon import Anonymizer, AnonymizationError
anonymizer = Anonymizer()
try:
anonymized_data = anonymizer.anonymize("input.dcm")
with open("output.dcm", "wb") as f:
f.write(anonymized_data)
print("Anonymization successful!")
except FileNotFoundError:
print("Input file not found")
except AnonymizationError as e:
print(f"DICOM anonymization failed: {e}")
except IOError as e:
print(f"File I/O error: {e}")
except Exception as e:
print(f"Unexpected error: {e}")
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