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--- | ||
title: FR Bank Account Details OCR Python | ||
--- | ||
The Python OCR SDK supports the [Bank Account Details API](https://platform.mindee.com/mindee/bank_account_details). | ||
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Using the [sample below](https://github.com/mindee/client-lib-test-data/blob/main/products/bank_account_details/default_sample.jpg), we are going to illustrate how to extract the data that we want using the OCR SDK. | ||
![Bank Account Details sample](https://github.com/mindee/client-lib-test-data/blob/main/products/bank_account_details/default_sample.jpg?raw=true) | ||
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# Quick-Start | ||
```py | ||
from mindee import Client, PredictResponse, product | ||
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# Init a new client | ||
mindee_client = Client(api_key="my-api-key") | ||
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# Load a file from disk | ||
input_doc = mindee_client.source_from_path("/path/to/the/file.ext") | ||
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# 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.fr.BankAccountDetailsV2, input_doc) | ||
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# Print a brief summary of the parsed data | ||
print(result.document) | ||
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# # Iterate over all the fields in the document | ||
# for field_name, field_values in result.document.inference.prediction.fields.items(): | ||
# print(field_name, "=", field_values) | ||
``` | ||
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**Output (RST):** | ||
```rst | ||
######## | ||
Document | ||
######## | ||
:Mindee ID: bc8f7265-8dab-49fe-810c-d50049605578 | ||
:Filename: default_sample.jpg | ||
Inference | ||
######### | ||
:Product: mindee/bank_account_details v2.0 | ||
:Rotation applied: Yes | ||
Prediction | ||
========== | ||
:Account Holder's Names: MME HEGALALDIA L ENVOL | ||
:Basic Bank Account Number: | ||
:Bank Code: 13335 | ||
:Branch Code: 00040 | ||
:Key: 06 | ||
:Account Number: 08932891361 | ||
:IBAN: FR7613335000400893289136106 | ||
:SWIFT Code: CEPAFRPP333 | ||
Page Predictions | ||
================ | ||
Page 0 | ||
------ | ||
:Account Holder's Names: MME HEGALALDIA L ENVOL | ||
:Basic Bank Account Number: | ||
:Bank Code: 13335 | ||
:Branch Code: 00040 | ||
:Key: 06 | ||
:Account Number: 08932891361 | ||
:IBAN: FR7613335000400893289136106 | ||
:SWIFT Code: CEPAFRPP333 | ||
``` | ||
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# Field Types | ||
## Standard Fields | ||
These fields are generic and used in several products. | ||
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### Basic Field | ||
Each prediction object contains a set of fields that inherit from the generic `BaseField` class. | ||
A typical `BaseField` object will have the following attributes: | ||
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* **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 or not an object was reconstructed (not extracted as the API gave it). | ||
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> **Note:** A `Point` simply refers to a List of two numbers (`[float, float]`). | ||
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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. | ||
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### String Field | ||
The text field `StringField` only has one constraint: its **value** is an `Optional[str]`. | ||
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## Specific Fields | ||
Fields which are specific to this product; they are not used in any other product. | ||
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### Basic Bank Account Number Field | ||
Full extraction of BBAN, including: branch code, bank code, account and key. | ||
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A `BankAccountDetailsV2Bban` implements the following attributes: | ||
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* **bban_bank_code** (`str`): The BBAN bank code outputted as a string. | ||
* **bban_branch_code** (`str`): The BBAN branch code outputted as a string. | ||
* **bban_key** (`str`): The BBAN key outputted as a string. | ||
* **bban_number** (`str`): The BBAN Account number outputted as a string. | ||
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# Attributes | ||
The following fields are extracted for Bank Account Details V2: | ||
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## Account Holder's Names | ||
**account_holders_names** : Full extraction of the account holders names. | ||
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```py | ||
print(result.document.inference.prediction.account_holders_names.value) | ||
``` | ||
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## Basic Bank Account Number | ||
**bban** ([BankAccountDetailsV2Bban](#basic-bank-account-number-field)): Full extraction of BBAN, including: branch code, bank code, account and key. | ||
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```py | ||
print(result.document.inference.prediction.bban.value) | ||
``` | ||
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## IBAN | ||
**iban** : Full extraction of the IBAN number. | ||
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```py | ||
print(result.document.inference.prediction.iban.value) | ||
``` | ||
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## SWIFT Code | ||
**swift_code** : Full extraction of the SWIFT code. | ||
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```py | ||
print(result.document.inference.prediction.swift_code.value) | ||
``` | ||
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# Questions? | ||
[Join our Slack](https://join.slack.com/t/mindee-community/shared_invite/zt-1jv6nawjq-FDgFcF2T5CmMmRpl9LLptw) |
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--- | ||
title: US Bank Check OCR Python | ||
--- | ||
The Python OCR SDK supports the [Bank Check API](https://platform.mindee.com/mindee/bank_check). | ||
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Using the [sample below](https://github.com/mindee/client-lib-test-data/blob/main/products/bank_check/default_sample.jpg), we are going to illustrate how to extract the data that we want using the OCR SDK. | ||
![Bank Check sample](https://github.com/mindee/client-lib-test-data/blob/main/products/bank_check/default_sample.jpg?raw=true) | ||
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# Quick-Start | ||
```py | ||
from mindee import Client, PredictResponse, product | ||
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# Init a new client | ||
mindee_client = Client(api_key="my-api-key") | ||
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||
# Load a file from disk | ||
input_doc = mindee_client.source_from_path("/path/to/the/file.ext") | ||
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# 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.us.BankCheckV1, input_doc) | ||
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# Print a brief summary of the parsed data | ||
print(result.document) | ||
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# # Iterate over all the fields in the document | ||
# for field_name, field_values in result.document.inference.prediction.fields.items(): | ||
# print(field_name, "=", field_values) | ||
``` | ||
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**Output (RST):** | ||
```rst | ||
######## | ||
Document | ||
######## | ||
:Mindee ID: b9809586-57ae-4f84-a35d-a85b2be1f2a2 | ||
:Filename: default_sample.jpg | ||
Inference | ||
######### | ||
:Product: mindee/bank_check v1.0 | ||
:Rotation applied: Yes | ||
Prediction | ||
========== | ||
:Check Issue Date: 2022-03-29 | ||
:Amount: 15332.90 | ||
:Payees: JOHN DOE | ||
JANE DOE | ||
:Routing Number: | ||
:Account Number: 7789778136 | ||
:Check Number: 0003401 | ||
Page Predictions | ||
================ | ||
Page 0 | ||
------ | ||
:Check Position: Polygon with 21 points. | ||
:Signature Positions: Polygon with 6 points. | ||
:Check Issue Date: 2022-03-29 | ||
:Amount: 15332.90 | ||
:Payees: JOHN DOE | ||
JANE DOE | ||
:Routing Number: | ||
:Account Number: 7789778136 | ||
:Check Number: 0003401 | ||
``` | ||
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# Field Types | ||
## Standard Fields | ||
These fields are generic and used in several products. | ||
|
||
### Basic Field | ||
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 or not an object was reconstructed (not extracted as the API gave it). | ||
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> **Note:** A `Point` simply refers to a List of two numbers (`[float, float]`). | ||
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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. | ||
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### Amount Field | ||
The amount field `AmountField` only has one constraint: its **value** is an `Optional[float]`. | ||
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### Date Field | ||
Aside from the basic `BaseField` attributes, the date field `DateField` also implements the following: | ||
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* **date_object** (`Date`): an accessible representation of the value as a python object. Can be `None`. | ||
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### Position Field | ||
The position field `PositionField` does not implement all the basic `BaseField` attributes, only **bounding_box**, **polygon** and **page_id**. On top of these, it has access to: | ||
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* **rectangle** (`[Point, Point, Point, Point]`): a Polygon with four points that may be oriented (even beyond canvas). | ||
* **quadrangle** (`[Point, Point, Point, Point]`): a free polygon made up of four points. | ||
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### String Field | ||
The text field `StringField` only has one constraint: its **value** is an `Optional[str]`. | ||
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## Page-Level Fields | ||
Some fields are constrained to the page level, and so will not be retrievable to through the document. | ||
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# Attributes | ||
The following fields are extracted for Bank Check V1: | ||
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## Account Number | ||
**account_number** : The check payer's account number. | ||
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```py | ||
print(result.document.inference.prediction.account_number.value) | ||
``` | ||
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## Amount | ||
**amount** : The amount of the check. | ||
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```py | ||
print(result.document.inference.prediction.amount.value) | ||
``` | ||
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## Check Number | ||
**check_number** : The issuer's check number. | ||
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```py | ||
print(result.document.inference.prediction.check_number.value) | ||
``` | ||
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## Check Position | ||
[📄](#page-level-fields "This field is only present on individual pages.")**check_position** : The position of the check on the document. | ||
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```py | ||
for check_position_elem of result.document.check_position: | ||
print(check_position_elem.polygon) | ||
``` | ||
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## Check Issue Date | ||
**date** : The date the check was issued. | ||
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```py | ||
print(result.document.inference.prediction.date.value) | ||
``` | ||
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## Payees | ||
**payees** : List of the check's payees (recipients). | ||
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```py | ||
for payees_elem in result.document.inference.prediction.payees: | ||
print(payees_elem.value) | ||
``` | ||
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## Routing Number | ||
**routing_number** : The check issuer's routing number. | ||
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```py | ||
print(result.document.inference.prediction.routing_number.value) | ||
``` | ||
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## Signature Positions | ||
[📄](#page-level-fields "This field is only present on individual pages.")**signatures_positions** : List of signature positions | ||
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```py | ||
for page in result.document.inference.pages: | ||
for signatures_positions_elem of page.prediction.signatures_positions): | ||
print(signatures_positions_elem.polygon) | ||
``` | ||
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# Questions? | ||
[Join our Slack](https://join.slack.com/t/mindee-community/shared_invite/zt-1jv6nawjq-FDgFcF2T5CmMmRpl9LLptw) |
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