Passport OCR Python
The Python OCR SDK supports the Passport API.
Using the sample below, we are going to illustrate how to extract the data that we want using the OCR SDK.
Quick-Start
from mindee import Client, PredictResponse, product
# Init a new client
mindee_client = Client(api_key="my-api-key")
# Load a file from disk
input_doc = mindee_client.source_from_path("/path/to/the/file.ext")
# Load a file from disk and parse it.
# The endpoint name must be specified since it cannot be determined from the class.
result: PredictResponse = mindee_client.parse(product.PassportV1, input_doc)
# Print a summary of the API result
print(result.document)
# Print the document-level summary
# print(result.document.inference.prediction)
Output (RST):
########
Document
########
:Mindee ID: 18e41f6c-16cd-4f8e-8cd2-00ca02a35764
:Filename: default_sample.jpg
Inference
#########
:Product: mindee/passport v1.0
:Rotation applied: Yes
Prediction
==========
:Country Code: GBR
:ID Number: 707797979
:Given Name(s): HENERT
:Surname: PUDARSAN
:Date of Birth: 1995-05-20
:Place of Birth: CAMTETH
:Gender: M
:Date of Issue: 2012-04-22
:Expiry Date: 2017-04-22
:MRZ Line 1: P<GBRPUDARSAN<<HENERT<<<<<<<<<<<<<<<<<<<<<<<
:MRZ Line 2: 7077979792GBR9505209M1704224<<<<<<<<<<<<<<00
Page Predictions
================
Page 0
------
:Country Code: GBR
:ID Number: 707797979
:Given Name(s): HENERT
:Surname: PUDARSAN
:Date of Birth: 1995-05-20
:Place of Birth: CAMTETH
:Gender: M
:Date of Issue: 2012-04-22
:Expiry Date: 2017-04-22
:MRZ Line 1: P<GBRPUDARSAN<<HENERT<<<<<<<<<<<<<<<<<<<<<<<
:MRZ Line 2: 7077979792GBR9505209M1704224<<<<<<<<<<<<<<00
Field Types
Standard Fields
These fields are generic and used in several products.
BaseField
Each prediction object contains a set of fields that inherit from the generic BaseField
class.
A typical BaseField
object will have the following attributes:
- value (
Union[float, str]
): corresponds to the field value. Can beNone
if no value was extracted. - confidence (
float
): the confidence score of the field prediction. - bounding_box (
[Point, Point, Point, Point]
): contains exactly 4 relative vertices (points) coordinates of a right rectangle containing the field in the document. - polygon (
List[Point]
): contains the relative vertices coordinates (Point
) of a polygon containing the field in the image. - page_id (
int
): the ID of the page, alwaysNone
when at document-level. - reconstructed (
bool
): indicates whether an object was reconstructed (not extracted as the API gave it).
Note: A
Point
simply refers to a List of two numbers ([float, float]
).
Aside from the previous attributes, all basic fields have access to a custom __str__
method that can be used to print their value as a string.
DateField
Aside from the basic BaseField
attributes, the date field DateField
also implements the following:
- date_object (
Date
): an accessible representation of the value as a python object. Can beNone
.
StringField
The text field StringField
only has one constraint: its value is an Optional[str]
.
Attributes
The following fields are extracted for Passport V1:
Date of Birth
birth_date (DateField): The date of birth of the passport holder.
print(result.document.inference.prediction.birth_date.value)
Place of Birth
birth_place (StringField): The place of birth of the passport holder.
print(result.document.inference.prediction.birth_place.value)
Country Code
country (StringField): The country's 3 letter code (ISO 3166-1 alpha-3).
print(result.document.inference.prediction.country.value)
Expiry Date
expiry_date (DateField): The expiry date of the passport.
print(result.document.inference.prediction.expiry_date.value)
Gender
gender (StringField): The gender of the passport holder.
print(result.document.inference.prediction.gender.value)
Given Name(s)
given_names (List[StringField]): The given name(s) of the passport holder.
for given_names_elem in result.document.inference.prediction.given_names:
print(given_names_elem.value)
ID Number
id_number (StringField): The passport's identification number.
print(result.document.inference.prediction.id_number.value)
Date of Issue
issuance_date (DateField): The date the passport was issued.
print(result.document.inference.prediction.issuance_date.value)
MRZ Line 1
mrz1 (StringField): Machine Readable Zone, first line
print(result.document.inference.prediction.mrz1.value)
MRZ Line 2
mrz2 (StringField): Machine Readable Zone, second line
print(result.document.inference.prediction.mrz2.value)
Surname
surname (StringField): The surname of the passport holder.
print(result.document.inference.prediction.surname.value)
Questions?
Updated 5 months ago