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.
Passport sample

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.

BasicField

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 be None 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, is None 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 be None.

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?

Join our Slack