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https://github.com/veryfi/veryfi-python

Python module for communicating with the Veryfi OCR API.
https://github.com/veryfi/veryfi-python

api api-documentation api-rest invoice invoice-parser ocr ocr-library python receipt receipt-reader sdk sdk-python veryfi veryfi-api

Last synced: 2 days ago
JSON representation

Python module for communicating with the Veryfi OCR API.

Host: GitHub
URL: https://github.com/veryfi/veryfi-python
Owner: veryfi
License: mit
Created: 2020-04-22T15:54:47.000Z (over 4 years ago)
Default Branch: master
Last Pushed: 2024-08-27T16:23:43.000Z (3 months ago)
Last Synced: 2024-09-28T00:49:11.175Z (about 2 months ago)
Topics: api, api-documentation, api-rest, invoice, invoice-parser, ocr, ocr-library, python, receipt, receipt-reader, sdk, sdk-python, veryfi, veryfi-api
Language: Python
Homepage:
Size: 2.88 MB
Stars: 25
Watchers: 7
Forks: 14
Open Issues: 0
Metadata Files:
- Readme: README.md
- Changelog: NEWS.md
- License: LICENSE

Awesome Lists containing this project

README

https://veryfi.github.io/veryfi-python/reference/veryfi/

[![PyPI - version](https://img.shields.io/pypi/v/veryfi.svg)](https://pypi.python.org/pypi/veryfi/)
[![PyPI](https://img.shields.io/pypi/pyversions/veryfi.svg)](https://pypi.python.org/pypi/veryfi)
[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)
[![Test](https://github.com/veryfi/veryfi-python/actions/workflows/test.yml/badge.svg?branch=master)](https://github.com/veryfi/veryfi-python/actions/workflows/test.yml)

**veryfi** is a Python module for communicating with the [Veryfi OCR API](https://veryfi.com/api/)

https://docs.veryfi.com

## Installation

Install from PyPi using [pip](http://www.pip-installer.org/en/latest/), a
package manager for Python.

Install the package from PyPI:
```bash
pip install -U veryfi
```

## Getting Started

### Obtaining Client ID and user keys
If you don't have an account with Veryfi, please go ahead and register here: [https://hub.veryfi.com/signup/api/](https://hub.veryfi.com/signup/api/)

### Python API Client Library
The **veryfi** library can be used to communicate with Veryfi API. All available functionality is described here https://veryfi.github.io/veryfi-python/reference/veryfi/#client

Below is the sample script using **veryfi** to OCR and extract data from a document:

```python

from veryfi import Client

client_id = 'your_client_id'
client_secret = 'your_client_secret'
username = 'your_username'
api_key = 'your_password'

categories = ['Grocery', 'Utilities', 'Travel']
file_path = '/tmp/invoice.jpg'

# This submits document for processing (takes 3-5 seconds to get response)
veryfi_client = Client(client_id, client_secret, username, api_key)
response = veryfi_client.process_document(file_path, categories=categories)
response

# or with url
response = veryfi_client.process_document_url(url, external_id=some_id, confidence_details=True, bounding_boxes=True)
response
>>> {
"account_number": {
"bounding_box": [
0,
0.4543,
0.9355,
0.7466,
0.9512
],
"bounding_region": [
0.4543,
0.9355,
0.7466,
0.9355,
0.7466,
0.9512,
0.4543,
0.9512
],
"ocr_score": 0.94,
"rotation": 0,
"score": 0.94,
"value": "0053"
},
"accounting_entry_type": "debit",
"barcodes": [
{
"bounding_region": [
0.0347,
0.7637,
0.0389,
0.7937,
0.9716,
0.7848,
0.9685,
0.7551
],
"data": "032962247822205240330000002760",
"type": "ITF"
}
],
"bill_to": {
"address": {
"score": 1.0,
"value": null
},
"email": {
"score": 1.0,
"value": null
},
"name": {
"score": 1.0,
"value": null
},
"parsed_address": null,
"phone_number": {
"score": 1.0,
"value": null
},
"reg_number": {
"score": 1.0,
"value": null
},
"vat_number": {
"score": 1.0,
"value": null
}
},
"cashback": {
"score": 0.96,
"value": null
},
"category": {
"score": 0.92,
"value": "Personal Care"
},
"confidence_details": true,
"created_date": "2024-08-15 15:56:56",
"currency_code": {
"score": 0.95,
"value": "USD"
},
"custom_fields": {},
"date": {
"bounding_box": [
0,
0.5332,
0.1168,
0.7573,
0.131
],
"bounding_region": [
0.5332,
0.1168,
0.7573,
0.1168,
0.7573,
0.131,
0.5332,
0.131
],
"rotation": 0,
"score": 0.99,
"value": "2022-05-24 13:10:00"
},
"default_category": {
"score": 0.48,
"value": "Job Supplies"
},
"delivery_date": {
"score": 1.0,
"value": null
},
"delivery_note_number": {
"score": 1.0,
"value": null
},
"discount": {
"bounding_box": [
0,
0.7656,
0.8789,
0.8823,
0.8906
],
"bounding_region": [
0.7656,
0.8789,
0.8823,
0.8789,
0.8823,
0.8906,
0.7656,
0.8906
],
"ocr_score": 0.97,
"rotation": 0,
"score": 0.96,
"value": 1.2
},
"document_reference_number": {
"bounding_box": [
0,
0.2944,
0.7461,
0.8286,
0.7627
],
"bounding_region": [
0.2944,
0.7461,
0.8286,
0.7461,
0.8286,
0.7627,
0.2944,
0.7627
],
"ocr_score": 1.0,
"rotation": 0,
"score": 0.96,
"value": "0329-6224-7823-2205-2403"
},
"document_title": {
"score": 1.0,
"value": null
},
"document_type": {
"score": 0.97,
"value": "receipt"
},
"due_date": {
"score": 1.0,
"value": null
},
"duplicate_of": null,
"exch_rate": 1.0,
"external_id": null,
"final_balance": {
"score": 0.8,
"value": null
},
"guest_count": {
"score": 1.0,
"value": null
},
"id": 233760836,
"img_blur": false,
"img_file_name": "233760836.jpg",
"img_thumbnail_url": "https://scdn.veryfi.com/receipts/6d8fd9e253f4d483/03ac8d91-ac56-4ca5-9113-c82c1db15ef1/thumbnail.jpg?Expires=1723738322&Signature=ZlTxeWEFCglMMKmSyTt9a8YPF2wdVzYQVhHvNr~uvfhzJ~A3ohFi2iTK2sjZDcFmhS8ntzxJWMM8txzVpzRUVjDoYuuMPSAZSgXZZGBsBAyOord8jgP829tl03aGZdXjDP0n8hbowSEi9ArIFGIbzEpW-jqcqpD1bFSgBrDu4Vqjur8jxUQfzL1NSigOKmMfZKCxGGsFazJ1UGqS1ITNI82MsMHmdjT8W5bYmZ-N11RmRI1q4r61IP6gQyhCrBUqxdO8ETnNVsjahKyo7cImOO-c6I-lEeYpkx5X0DjjRdzgjkZy96aMmT8kpKpEWH2Y92VqYc0IIaPDvH8ril3Qjg__&Key-Pair-Id=APKAJCILBXEJFZF4DCHQ",
"img_url": "https://scdn.veryfi.com/receipts/6d8fd9e253f4d483/03ac8d91-ac56-4ca5-9113-c82c1db15ef1/8b660bea-d59f-461f-baf1-519a22921307.jpg?Expires=1723738322&Signature=RuYVND23aNyT0K6PhtV4hZLc4tbVyi0INiz9GK2sodnynAVnR4JFIcHl~0Rko4mDncTzX33AcENF9vuY1CrzR~YR5EmhgxppdYp7bsivndA49tmC66WylB~6~rYPTewLZ5VbPDOjJeenCxrBYof9rGRkiNE-WVI088giSyzYvrB0NNR3Go8Mpxu~jDddMqXkajckHFgYf4-wpk-ybMD~GcziI8XF00qiahgpuY5mgSmUKlX0K5Y9P-o6B9pBx4iJ56Di4o5BxPr54dbzILnj4jX2hTsOcjvHDdZSLLbDfvLvMdDE~fFfylzShYJkwTFIu8qCpAdcs0hyB1DcdjKP3Q__&Key-Pair-Id=APKAJCILBXEJFZF4DCHQ",
"incoterms": {
"score": 1.0,
"value": null
},
"insurance": {
"score": 1.0,
"value": null
},
"invoice_number": {
"bounding_box": [
0,
0.2482,
0.1201,
0.3438,
0.1334
],
"bounding_region": [
0.2482,
0.1201,
0.3437,
0.1201,
0.3437,
0.1334,
0.2482,
0.1334
],
"ocr_score": 0.98,
"rotation": 0,
"score": 0.99,
"value": "4782"
},
"is_approved": false,
"is_blurry": [
false
],
"is_document": true,
"is_duplicate": false,
"is_money_in": {
"score": 0.9,
"value": false
},
"license_plate_number": {
"score": 1.0,
"value": null
},
"line_items": [
{
"category": "Personal Care",
"country_of_origin": null,
"custom_fields": {},
"date": null,
"description": "RED BULL ENRGY DRNK CNS 8.4OZ 6PK",
"discount": 1.2,
"discount_price": null,
"discount_rate": null,
"end_date": null,
"full_description": "RED BULL ENRGY DRNK CNS 8.4OZ 6PK",
"hsn": null,
"id": 1041755555,
"lot": null,
"manufacturer": null,
"net_total": null,
"normalized_description": "RED BULL ENERGY DRINK CNS 8.4OZ 6PK",
"order": 0,
"price": 9.99,
"quantity": 1.0,
"reference": null,
"section": null,
"sku": "61126943157",
"start_date": null,
"subtotal": null,
"tags": [],
"tax": null,
"tax_code": null,
"tax_rate": null,
"text": "RED BULL ENRGY DRNK CNS 8.4OZ 6PK\n611269431578.79 SALE\nREGULAR PRICE 9.99\nMYWALGREENS SAVINGS 1.20\nRETURN VALUE 8.79",
"total": 8.79,
"type": "alcohol",
"unit_of_measure": null,
"upc": null,
"weight": null
},
{
"category": "Personal Care",
"country_of_origin": null,
"custom_fields": {},
"date": null,
"description": "CA REDMP VAL",
"discount": null,
"discount_price": null,
"discount_rate": null,
"end_date": null,
"full_description": "CA REDMP VAL",
"hsn": null,
"id": 1041755556,
"lot": null,
"manufacturer": null,
"net_total": null,
"normalized_description": null,
"order": 1,
"price": null,
"quantity": 1.0,
"reference": null,
"section": null,
"sku": "00000007211",
"start_date": null,
"subtotal": null,
"tags": [],
"tax": null,
"tax_code": null,
"tax_rate": null,
"text": "CA REDMP VAL\n00000007211\t\t0.30",
"total": 0.3,
"type": "fee",
"unit_of_measure": null,
"upc": null,
"weight": null
},
{
"category": "Personal Care",
"country_of_origin": null,
"custom_fields": {},
"date": null,
"description": "COCA COLA MINICAN 7.5Z 6PK",
"discount": null,
"discount_price": null,
"discount_rate": null,
"end_date": null,
"full_description": "COCA COLA MINICAN 7.5Z 6PK",
"hsn": null,
"id": 1041755557,
"lot": null,
"manufacturer": null,
"net_total": null,
"normalized_description": null,
"order": 2,
"price": null,
"quantity": 1.0,
"reference": null,
"section": null,
"sku": "04900006101",
"start_date": null,
"subtotal": null,
"tags": [],
"tax": null,
"tax_code": null,
"tax_rate": null,
"text": "COCA COLA MINICAN 7.5Z 6PK\n049000061014.99 SALE\nRETURN VALUE 4.99",
"total": 4.99,
"type": "food",
"unit_of_measure": null,
"upc": null,
"weight": null
},
{
"category": "Personal Care",
"country_of_origin": null,
"custom_fields": {},
"date": null,
"description": "CA REDMP VAL",
"discount": null,
"discount_price": null,
"discount_rate": null,
"end_date": null,
"full_description": "CA REDMP VAL",
"hsn": null,
"id": 1041755558,
"lot": null,
"manufacturer": null,
"net_total": null,
"normalized_description": null,
"order": 3,
"price": null,
"quantity": 1.0,
"reference": null,
"section": null,
"sku": "00000007211",
"start_date": null,
"subtotal": null,
"tags": [],
"tax": null,
"tax_code": null,
"tax_rate": null,
"text": "CA REDMP VAL\n00000007211\t\t0.30",
"total": 0.3,
"type": "fee",
"unit_of_measure": null,
"upc": null,
"weight": null
},
{
"category": "Personal Care",
"country_of_origin": null,
"custom_fields": {},
"date": null,
"description": "NAB OREO CKIES C/PK 5.25OZ WHSE",
"discount": null,
"discount_price": null,
"discount_rate": null,
"end_date": null,
"full_description": "NAB OREO CKIES C/PK 5.25OZ WHSE",
"hsn": null,
"id": 1041755559,
"lot": null,
"manufacturer": null,
"net_total": null,
"normalized_description": null,
"order": 4,
"price": null,
"quantity": 1.0,
"reference": null,
"section": null,
"sku": "04400000749",
"start_date": null,
"subtotal": null,
"tags": [],
"tax": null,
"tax_code": null,
"tax_rate": null,
"text": "NAB OREO CKIES C/PK 5.25OZ WHSE\n04400000749\t\t2.69\nRETURN VALUE 2.69",
"total": 2.69,
"type": "food",
"unit_of_measure": null,
"upc": null,
"weight": null
},
{
"category": "Personal Care",
"country_of_origin": null,
"custom_fields": {},
"date": null,
"description": "DORITOS NACHO",
"discount": null,
"discount_price": 2.19,
"discount_rate": null,
"end_date": null,
"full_description": "DORITOS NACHO",
"hsn": null,
"id": 1041755560,
"lot": null,
"manufacturer": null,
"net_total": null,
"normalized_description": null,
"order": 5,
"price": 2.0,
"quantity": 1.0,
"reference": null,
"section": null,
"sku": "02840032505",
"start_date": null,
"subtotal": null,
"tags": [],
"tax": null,
"tax_code": null,
"tax_rate": null,
"text": "DORITOS NACHO\n02840032505\t\t2.00\n1 @ 2.19 or 2/4.00\nRETURN VALUE 2.00",
"total": 2.0,
"type": "food",
"unit_of_measure": null,
"upc": null,
"weight": null
},
{
"category": "Personal Care",
"country_of_origin": null,
"custom_fields": {},
"date": null,
"description": "F/LAYS REGULAR 2.63OZ",
"discount": null,
"discount_price": 2.19,
"discount_rate": null,
"end_date": null,
"full_description": "F/LAYS REGULAR 2.63OZ",
"hsn": null,
"id": 1041755561,
"lot": null,
"manufacturer": null,
"net_total": null,
"normalized_description": null,
"order": 6,
"price": 2.0,
"quantity": 1.0,
"reference": null,
"section": null,
"sku": "02840032382",
"start_date": null,
"subtotal": null,
"tags": [],
"tax": null,
"tax_code": null,
"tax_rate": null,
"text": "F/LAYS REGULAR 2.63OZ\n02840032382\t\t2.00\n1 @ 2.19 or 2/4.00\nRETURN VALUE 2.00",
"total": 2.0,
"type": "food",
"unit_of_measure": null,
"upc": null,
"weight": null
},
{
"category": "Personal Care",
"country_of_origin": null,
"custom_fields": {},
"date": null,
"description": "SCOTCH BRITE H/D KITCHN SPONGE 3S",
"discount": null,
"discount_price": null,
"discount_rate": null,
"end_date": null,
"full_description": "SCOTCH BRITE H/D KITCHN SPONGE 3S",
"hsn": null,
"id": 1041755562,
"lot": null,
"manufacturer": null,
"net_total": null,
"normalized_description": "SCOTCH BRITE H/D KITCHEN SPONGE 3S",
"order": 7,
"price": null,
"quantity": 1.0,
"reference": null,
"section": null,
"sku": "02120057235",
"start_date": null,
"subtotal": null,
"tags": [],
"tax": null,
"tax_code": null,
"tax_rate": null,
"text": "SCOTCH BRITE H/D KITCHN SPONGE 3S\n021200572354.79\nRETURN VALUE 4.79",
"total": 4.79,
"type": "product",
"unit_of_measure": null,
"upc": null,
"weight": null
},
{
"category": "Personal Care",
"country_of_origin": null,
"custom_fields": {},
"date": null,
"description": "PALMOLIVE DISH OXI POWER 10OZ",
"discount": null,
"discount_price": null,
"discount_rate": null,
"end_date": null,
"full_description": "PALMOLIVE DISH OXI POWER 10OZ",
"hsn": null,
"id": 1041755563,
"lot": null,
"manufacturer": null,
"net_total": null,
"normalized_description": null,
"order": 8,
"price": null,
"quantity": 1.0,
"reference": null,
"section": null,
"sku": "03500000168",
"start_date": null,
"subtotal": null,
"tags": [],
"tax": null,
"tax_code": null,
"tax_rate": null,
"text": "PALMOLIVE DISH OXI POWER\t10OZ\n035000001681.49\nRETURN VALUE 1.49",
"total": 1.49,
"type": "product",
"unit_of_measure": null,
"upc": null,
"weight": null
},
{
"category": "Personal Care",
"country_of_origin": null,
"custom_fields": {},
"date": null,
"description": "SHOPPING BAG FEE",
"discount": null,
"discount_price": null,
"discount_rate": null,
"end_date": null,
"full_description": "SHOPPING BAG FEE",
"hsn": null,
"id": 1041755564,
"lot": null,
"manufacturer": null,
"net_total": null,
"normalized_description": null,
"order": 9,
"price": null,
"quantity": 1.0,
"reference": null,
"section": null,
"sku": null,
"start_date": null,
"subtotal": null,
"tags": [],
"tax": null,
"tax_code": null,
"tax_rate": null,
"text": "SHOPPING BAG FEE\t0.25",
"total": 0.25,
"type": "fee",
"unit_of_measure": null,
"upc": null,
"weight": null
}
],
"line_items_with_scores": [
{
"category": {
"value": "Personal Care"
},
"country_of_origin": {
"value": null
},
"custom_fields": {},
"date": {
"value": null
},
"description": {
"bounding_box": [
0,
0.0326,
0.1411,
0.7573,
0.1592
],
"bounding_region": [
0.0325,
0.146,
0.7573,
0.1401,
0.7574,
0.1541,
0.0326,
0.16
],
"ocr_score": 0.97,
"rotation": 0,
"score": 0.96,
"value": "RED BULL ENRGY DRNK CNS 8.4OZ 6PK"
},
"discount": {
"bounding_box": [
0,
0.5615,
0.1785,
0.6489,
0.1909
],
"bounding_region": [
0.5615,
0.1785,
0.6489,
0.1785,
0.6489,
0.1909,
0.5615,
0.1909
],
"ocr_score": 1.0,
"rotation": 0,
"score": 0.99,
"value": 1.2
},
"discount_price": {
"value": null
},
"discount_rate": {
"value": null
},
"end_date": {
"value": null
},
"full_description": {
"bounding_box": [
0,
0.0326,
0.1411,
0.7573,
0.1592
],
"bounding_region": [
0.0325,
0.146,
0.7573,
0.1401,
0.7574,
0.1541,
0.0326,
0.16
],
"ocr_score": 0.97,
"rotation": 0,
"score": 0.96,
"value": "RED BULL ENRGY DRNK CNS 8.4OZ 6PK"
},
"hsn": {
"value": null
},
"id": 1041755555,
"lot": {
"value": null
},
"manufacturer": {
"value": null
},
"net_total": {
"value": null
},
"normalized_description": {
"value": "RED BULL ENERGY DRINK CNS 8.4OZ 6PK"
},
"order": 0,
"price": {
"bounding_box": [
0,
0.4258,
0.1681,
0.5195,
0.1803
],
"bounding_region": [
0.4258,
0.1681,
0.5195,
0.1681,
0.5195,
0.1803,
0.4258,
0.1803
],
"ocr_score": 1.0,
"rotation": 0,
"score": 0.99,
"value": 9.99
},
"quantity": {
"value": 1.0
},
"reference": {
"value": null
},
"section": {
"value": null
},
"sku": {
"bounding_box": [
0,
0.1209,
0.1571,
0.365,
0.1699
],
"bounding_region": [
0.1209,
0.1571,
0.365,
0.1571,
0.365,
0.1699,
0.1209,
0.1699
],
"ocr_score": 0.98,
"rotation": 0,
"score": 0.91,
"value": "61126943157"
},
"start_date": {
"value": null
},
"subtotal": {
"value": null
},
"tags": [],
"tax": {
"value": null
},
"tax_code": {
"value": null
},
"tax_rate": {
"value": null
},
"text": "RED BULL ENRGY DRNK CNS 8.4OZ 6PK\n611269431578.79 SALE\nREGULAR PRICE 9.99\nMYWALGREENS SAVINGS 1.20\nRETURN VALUE 8.79",
"total": {
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"text": "CA REDMP VAL\n00000007211\t\t0.30",
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},
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},
"tags": [],
"tax": {
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},
"tax_code": {
"value": null
},
"tax_rate": {
"value": null
},
"text": "COCA COLA MINICAN 7.5Z 6PK\n049000061014.99 SALE\nRETURN VALUE 4.99",
"total": {
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0.731,
0.238,
0.8203,
0.2496
],
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},
{
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"value": "Personal Care"
},
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},
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0.2812
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"rotation": 0,
"score": 0.85,
"value": "CA REDMP VAL"
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"order": 3,
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},
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},
"reference": {
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},
"section": {
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},
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"rotation": 0,
"score": 0.86,
"value": "00000007211"
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"start_date": {
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"value": null
},
"tags": [],
"tax": {
"value": null
},
"tax_code": {
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"tax_rate": {
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},
"text": "CA REDMP VAL\n00000007211\t\t0.30",
"total": {
"bounding_box": [
0,
0.73,
0.2742,
0.8257,
0.2861
],
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"value": 0.3
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"value": null
},
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"value": null
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"weight": {
"value": null
}
},
{
"category": {
"value": "Personal Care"
},
"country_of_origin": {
"value": null
},
"custom_fields": {},
"date": {
"value": null
},
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0.0368,
0.2864,
0.7593,
0.3069
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0.2856,
0.7594,
0.3016,
0.0368,
0.3075
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"ocr_score": 0.98,
"rotation": 0,
"score": 0.91,
"value": "NAB OREO CKIES C/PK 5.25OZ WHSE"
},
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},
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"value": null
},
"discount_rate": {
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},
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"rotation": 0,
"score": 0.91,
"value": "NAB OREO CKIES C/PK 5.25OZ WHSE"
},
"hsn": {
"value": null
},
"id": 1041755559,
"lot": {
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},
"manufacturer": {
"value": null
},
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"value": null
},
"normalized_description": {
"value": null
},
"order": 4,
"price": {
"value": null
},
"quantity": {
"value": 1.0
},
"reference": {
"value": null
},
"section": {
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},
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0.366,
0.3035,
0.366,
0.3164
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"rotation": 0,
"score": 0.89,
"value": "04400000749"
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"value": null
},
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},
"tags": [],
"tax": {
"value": null
},
"tax_code": {
"value": null
},
"tax_rate": {
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},
"text": "NAB OREO CKIES C/PK 5.25OZ WHSE\n04400000749\t\t2.69\nRETURN VALUE 2.69",
"total": {
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0.731,
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0.8213,
0.3101
],
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},
"weight": {
"value": null
}
},
{
"category": {
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},
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"value": null
},
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"value": "DORITOS NACHO"
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"ocr_score": 0.98,
"rotation": 0,
"score": 0.97,
"value": "DORITOS NACHO"
},
"hsn": {
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},
"id": 1041755560,
"lot": {
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},
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},
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},
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},
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"price": {
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0.3499,
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0.3623
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"rotation": 0,
"score": 0.98,
"value": 2.0
},
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0.3535,
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0.365
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"ocr_score": 0.94,
"rotation": 0,
"score": 0.97,
"value": 1.0
},
"reference": {
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},
"section": {
"value": null
},
"sku": {
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0.3679,
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0.3679,
0.3525
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"ocr_score": 1.0,
"rotation": 0,
"score": 0.96,
"value": "02840032505"
},
"start_date": {
"value": null
},
"subtotal": {
"value": null
},
"tags": [],
"tax": {
"value": null
},
"tax_code": {
"value": null
},
"tax_rate": {
"value": null
},
"text": "DORITOS NACHO\n02840032505\t\t2.00\n1 @ 2.19 or 2/4.00\nRETURN VALUE 2.00",
"total": {
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0,
0.7319,
0.3347,
0.8232,
0.3472
],
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"score": 0.94,
"value": 2.0
},
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},
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},
"weight": {
"value": null
}
},
{
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},
"country_of_origin": {
"value": null
},
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"date": {
"value": null
},
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0.0399,
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0.3904
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0.4965,
0.3877,
0.04,
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"rotation": 0,
"score": 0.95,
"value": "F/LAYS REGULAR 2.63OZ"
},
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},
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0.2092,
0.3994,
0.3008,
0.4119
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"value": 2.19
},
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},
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"ocr_score": 0.97,
"rotation": 0,
"score": 0.95,
"value": "F/LAYS REGULAR 2.63OZ"
},
"hsn": {
"value": null
},
"id": 1041755561,
"lot": {
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},
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},
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},
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},
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0.3828,
0.4104
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"ocr_score": 1.0,
"rotation": 0,
"score": 0.98,
"value": 2.0
},
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"rotation": 0,
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},
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},
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},
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"ocr_score": 1.0,
"rotation": 0,
"score": 0.95,
"value": "02840032382"
},
"start_date": {
"value": null
},
"subtotal": {
"value": null
},
"tags": [],
"tax": {
"value": null
},
"tax_code": {
"value": null
},
"tax_rate": {
"value": null
},
"text": "F/LAYS REGULAR 2.63OZ\n02840032382\t\t2.00\n1 @ 2.19 or 2/4.00\nRETURN VALUE 2.00",
"total": {
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0.7319,
0.3833,
0.8232,
0.3953
],
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},
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},
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},
"weight": {
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}
},
{
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},
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"value": null
},
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},
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0.0379,
0.4394
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"ocr_score": 0.98,
"rotation": 0,
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"value": "SCOTCH BRITE H/D KITCHN SPONGE 3S"
},
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},
"discount_price": {
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},
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},
"end_date": {
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},
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0.755,
0.4333,
0.0379,
0.4394
],
"ocr_score": 0.98,
"rotation": 0,
"score": 0.91,
"value": "SCOTCH BRITE H/D KITCHN SPONGE 3S"
},
"hsn": {
"value": null
},
"id": 1041755562,
"lot": {
"value": null
},
"manufacturer": {
"value": null
},
"net_total": {
"value": null
},
"normalized_description": {
"value": "SCOTCH BRITE H/D KITCHEN SPONGE 3S"
},
"order": 7,
"price": {
"value": null
},
"quantity": {
"value": 1.0
},
"reference": {
"value": null
},
"section": {
"value": null
},
"sku": {
"bounding_box": [
0,
0.1241,
0.4346,
0.3669,
0.4485
],
"bounding_region": [
0.1241,
0.4346,
0.3669,
0.4346,
0.3669,
0.4485,
0.1241,
0.4485
],
"ocr_score": 1.0,
"rotation": 0,
"score": 0.87,
"value": "02120057235"
},
"start_date": {
"value": null
},
"subtotal": {
"value": null
},
"tags": [],
"tax": {
"value": null
},
"tax_code": {
"value": null
},
"tax_rate": {
"value": null
},
"text": "SCOTCH BRITE H/D KITCHN SPONGE 3S\n021200572354.79\nRETURN VALUE 4.79",
"total": {
"bounding_box": [
0,
0.73,
0.4314,
0.8193,
0.4429
],
"bounding_region": [
0.73,
0.4314,
0.8193,
0.4314,
0.8193,
0.4429,
0.73,
0.4429
],
"ocr_score": 1.0,
"rotation": 0,
"score": 0.88,
"value": 4.79
},
"type": "product",
"unit_of_measure": {
"value": null
},
"upc": {
"value": null
},
"weight": {
"value": null
}
},
{
"category": {
"value": "Personal Care"
},
"country_of_origin": {
"value": null
},
"custom_fields": {},
"date": {
"value": null
},
"description": {
"bounding_box": [
0,
0.0378,
0.4536,
0.7583,
0.4744
],
"bounding_region": [
0.0377,
0.4595,
0.7583,
0.4528,
0.7584,
0.4695,
0.0379,
0.4762
],
"ocr_score": 0.92,
"rotation": 0,
"score": 0.6,
"value": "PALMOLIVE DISH OXI POWER 10OZ"
},
"discount": {
"value": null
},
"discount_price": {
"value": null
},
"discount_rate": {
"value": null
},
"end_date": {
"value": null
},
"full_description": {
"bounding_box": [
0,
0.0378,
0.4536,
0.7583,
0.4744
],
"bounding_region": [
0.0377,
0.4595,
0.7583,
0.4528,
0.7584,
0.4695,
0.0379,
0.4762
],
"ocr_score": 0.92,
"rotation": 0,
"score": 0.6,
"value": "PALMOLIVE DISH OXI POWER 10OZ"
},
"hsn": {
"value": null
},
"id": 1041755563,
"lot": {
"value": null
},
"manufacturer": {
"value": null
},
"net_total": {
"value": null
},
"normalized_description": {
"value": null
},
"order": 8,
"price": {
"value": null
},
"quantity": {
"value": 1.0
},
"reference": {
"value": null
},
"section": {
"value": null
},
"sku": {
"bounding_box": [
0,
0.1251,
0.4712,
0.366,
0.4841
],
"bounding_region": [
0.1251,
0.4712,
0.366,
0.4712,
0.366,
0.4841,
0.1251,
0.4841
],
"ocr_score": 1.0,
"rotation": 0,
"score": 0.73,
"value": "03500000168"
},
"start_date": {
"value": null
},
"subtotal": {
"value": null
},
"tags": [],
"tax": {
"value": null
},
"tax_code": {
"value": null
},
"tax_rate": {
"value": null
},
"text": "PALMOLIVE DISH OXI POWER\t10OZ\n035000001681.49\nRETURN VALUE 1.49",
"total": {
"bounding_box": [
0,
0.7349,
0.4675,
0.8203,
0.4788
],
"bounding_region": [
0.7349,
0.4675,
0.8203,
0.4675,
0.8203,
0.4788,
0.7349,
0.4788
],
"ocr_score": 1.0,
"rotation": 0,
"score": 0.67,
"value": 1.49
},
"type": "product",
"unit_of_measure": {
"value": null
},
"upc": {
"value": null
},
"weight": {
"value": null
}
},
{
"category": {
"value": "Personal Care"
},
"country_of_origin": {
"value": null
},
"custom_fields": {},
"date": {
"value": null
},
"description": {
"bounding_box": [
0,
0.0368,
0.4951,
0.3911,
0.5098
],
"bounding_region": [
0.0367,
0.4966,
0.3911,
0.4948,
0.3912,
0.5089,
0.0368,
0.5107
],
"ocr_score": 1.0,
"rotation": 0,
"score": 0.75,
"value": "SHOPPING BAG FEE"
},
"discount": {
"value": null
},
"discount_price": {
"value": null
},
"discount_rate": {
"value": null
},
"end_date": {
"value": null
},
"full_description": {
"bounding_box": [
0,
0.0368,
0.4951,
0.3911,
0.5098
],
"bounding_region": [
0.0367,
0.4966,
0.3911,
0.4948,
0.3912,
0.5089,
0.0368,
0.5107
],
"ocr_score": 1.0,
"rotation": 0,
"score": 0.75,
"value": "SHOPPING BAG FEE"
},
"hsn": {
"value": null
},
"id": 1041755564,
"lot": {
"value": null
},
"manufacturer": {
"value": null
},
"net_total": {
"value": null
},
"normalized_description": {
"value": null
},
"order": 9,
"price": {
"value": null
},
"quantity": {
"value": 1.0
},
"reference": {
"value": null
},
"section": {
"value": null
},
"sku": {
"value": null
},
"start_date": {
"value": null
},
"subtotal": {
"value": null
},
"tags": [],
"tax": {
"value": null
},
"tax_code": {
"value": null
},
"tax_rate": {
"value": null
},
"text": "SHOPPING BAG FEE\t0.25",
"total": {
"bounding_box": [
0,
0.7319,
0.4915,
0.8223,
0.5029
],
"bounding_region": [
0.7319,
0.4915,
0.8223,
0.4915,
0.8223,
0.5029,
0.7319,
0.5029
],
"ocr_score": 1.0,
"rotation": 0,
"score": 0.72,
"value": 0.25
},
"type": "fee",
"unit_of_measure": {
"value": null
},
"upc": {
"value": null
},
"weight": {
"value": null
}
}
],
"meta": {
"duplicates": [],
"fraud": {
"attribution": null,
"color": "green",
"custom_types": [],
"decision": "Not Fraud",
"images": [],
"pages": [],
"score": 0.5,
"submissions": {},
"types": [],
"version": null
},
"handwritten_fields": [],
"language": [
{
"score": 0.7,
"value": "en"
}
],
"owner": "ocr_api",
"pages": [
{
"height": 3373,
"language": [
{
"score": 0.7,
"value": "en"
}
],
"screenshot": {
"score": 0.9300000071525574,
"type": null
},
"width": 951
}
],
"processed_pages": 1,
"source": "api",
"source_documents": [
{
"height": 3373,
"size_kb": 2399,
"width": 951
}
],
"total_pages": 1,
"warnings": [
{
"message": "Line item SKU #00000007211 repeats on lines 2, 4",
"type": "line_item_repeats"
},
{
"message": "Line item Description \"CA REDMP VAL\" repeats on lines 2, 4",
"type": "line_item_repeats"
}
]
},
"model": "2.45.0",
"notes": null,
"ocr_text": "Walgreens\n#03296 191 E 3RD AVE\nSAN MATEO, CA 94401\n\t650-342-2723\n117\t4782 0022 05/24/2022 1:10 PM\nRED BULL ENRGY DRNK CNS 8.4OZ 6PK\n61126943157\tA\t8.79 SALE\nREGULAR PRICE 9.99\nMYWALGREENS SAVINGS 1.20\nRETURN VALUE 8.79\nCA REDMP VAL\n00000007211\t\t0.30\nCOCA COLA MINICAN 7.5Z 6PK\n04900006101\tA\t4.99 SALE\nRETURN VALUE 4.99\nCA REDMP VAL\n00000007211\t\t0.30\nNAB OREO CKIES C/PK 5.25OZ WHSE\n04400000749\t\t2.69\nRETURN VALUE 2.69\nDORITOS NACHO\n02840032505\t\t2.00\n1 @ 2.19 or 2/4.00\nRETURN VALUE 2.00\nF/LAYS REGULAR 2.63OZ\n02840032382\t\t2.00\n1 @ 2.19 or 2/4.00\nRETURN VALUE 2.00\nSCOTCH BRITE H/D KITCHN SPONGE 3S\n02120057235\tA\t4.79\nRETURN VALUE 4.79\nPALMOLIVE DISH OXI POWER\t10OZ\n03500000168\tA\t1.49\nRETURN VALUE 1.49\nSHOPPING BAG FEE\t0.25\nSUBTOTAL\t\t27.60\nSALES TAX A=9.625%\t1.93\nTOTAL\t\t29.53\nVISA ACCT 1850\t29.53\nAUTH CODE\t\t798553\nCHANGE\t\t.00\n\nMYWALGREENS SAVINGS\tof\t1.20\nTHANK YOU FOR SHOPPING AT WALGREENS\nREDEEM $1 WALGREENS CASH REWARDS ON YOUR\nNEXT PURCHASE! WALGREENS CASH REWARDS\nCANNOT BE REDEEMED ON SOME ITEMS. FOR\nFULL DETAILS SEE MYWALGREENS.COM\nRFN# 0329-6224-7823-2205-2403\n\n*****\nmyW\nTOTAL SAVINGS\t\t$1.20\nSAVINGS VALUE\t\t4%\n$1.40 W CASH REWARDS AVAILABLE\nmyWalgreens ACCT # *********0053\n\t008\nOPENING BALANCE\t\t$1.14\nEARNED THIS VISIT\t\t$0.26\nCLOSING BALANCE\t\t$1.40",
"order_date": {
"score": 1.0,
"value": null
},
"payment": {
"card_number": {
"bounding_box": [
0,
0.345,
0.5664,
0.4333,
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],
"bounding_region": [
0.345,
0.5664,
0.4333,
0.5664,
0.4333,
0.5786,
0.345,
0.5786
],
"ocr_score": 1.0,
"rotation": 0,
"score": 0.99,
"value": "1850"
},
"display_name": "Visa ***1850",
"terms": {
"score": 1.0,
"value": null
},
"type": {
"score": 0.97,
"value": "visa"
}
},
"pdf_url": "https://scdn.veryfi.com/receipts/6d8fd9e253f4d483/03ac8d91-ac56-4ca5-9113-c82c1db15ef1/cd0d6131-01fb-48a6-a055-2c33a2eede97.pdf?Expires=1723738322&Signature=ThI1hqFLt8i02SKZh~1zAktWh-ha5RYN~xJE8-tbFtBP40xwBAvf7gPETI3aJtFHDT~FIqVobhvnWUS70qv3g~bf5ednGVv-A8NW8bpz1iAga~wWsPqg6F-hR6JGv4qOX4O0hUEAkW-owgj2Ny5wXpJfykJiMXKvVkGSEGXxyHQ9Sjwo-hh9dBk-~MBkpFiOLgcA1yxh7njzDJM~SFppePVp9VlmRqRnmuKlIp-G2y7OeMslJqypsCJdtyr4N6qU3L5I6jq4xF8PlkVmsByRPytFoxwXka3UfAB8xhxIB23epuHybOY6NTnP8TFxjBJ8fn50wEJP-SzMFrgBi6bCaA__&Key-Pair-Id=APKAJCILBXEJFZF4DCHQ",
"previous_balance": {
"score": 0.88,
"value": null
},
"purchase_order_number": {
"score": 1.0,
"value": null
},
"reference_number": "VCBFH-60836",
"rounding": {
"score": 1.0,
"value": null
},
"server_name": {
"score": 1.0,
"value": null
},
"service_end_date": {
"score": 1.0,
"value": null
},
"service_start_date": {
"score": 1.0,
"value": null
},
"ship_date": {
"score": 1.0,
"value": null
},
"ship_to": {
"address": {
"score": 1.0,
"value": null
},
"name": {
"score": 1.0,
"value": null
},
"parsed_address": null
},
"shipping": {
"score": 1.0,
"value": null
},
"status": "processed",
"store_number": {
"bounding_box": [
0,
0.2744,
0.0699,
0.408,
0.0821
],
"bounding_region": [
0.2744,
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0.408,
0.0699,
0.408,
0.0821,
0.2744,
0.0821
],
"ocr_score": 0.97,
"rotation": 0,
"score": 0.98,
"value": "03296"
},
"subtotal": {
"bounding_box": [
0,
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0.8232,
0.5273
],
"bounding_region": [
0.71,
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0.5273,
0.71,
0.5273
],
"ocr_score": 1.0,
"rotation": 0,
"score": 0.99,
"value": 27.6
},
"tags": [],
"tax": {
"bounding_box": [
0,
0.7349,
0.5278,
0.8223,
0.5386
],
"bounding_region": [
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0.7349,
0.5386
],
"ocr_score": 1.0,
"rotation": 0,
"score": 1.0,
"value": 1.93
},
"tax_lines": [
{
"base": null,
"code": "A",
"name": null,
"order": 0,
"rate": 9.625,
"total": 1.93,
"total_inclusive": null
}
],
"tax_lines_with_scores": [
{
"base": {
"value": null
},
"code": {
"bounding_box": [
0,
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0.5293,
0.5205,
0.543
],
"bounding_region": [
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0.5205,
0.543
],
"ocr_score": 0.8,
"rotation": 0,
"score": 1.0,
"value": "A"
},
"name": {
"value": null
},
"order": 0,
"rate": {
"bounding_box": [
0,
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0.5293,
0.5205,
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],
"bounding_region": [
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0.5293,
0.5205,
0.543
],
"ocr_score": 0.8,
"rotation": 0,
"score": 1.0,
"value": 9.625
},
"total": {
"bounding_box": [
0,
0.7349,
0.5278,
0.8223,
0.5386
],
"bounding_region": [
0.7349,
0.5278,
0.8223,
0.5278,
0.8223,
0.5386,
0.7349,
0.5386
],
"ocr_score": 1.0,
"rotation": 0,
"score": 1.0,
"value": 1.93
},
"total_inclusive": {
"value": null
}
}
],
"total": {
"bounding_box": [
0,
0.71,
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0.8203,
0.562
],
"bounding_region": [
0.71,
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0.8203,
0.562,
0.71,
0.562
],
"ocr_score": 1.0,
"rotation": 0,
"score": 1.0,
"value": 29.53
},
"total_pages": 1,
"total_quantity": {
"score": 1.0,
"value": null
},
"total_weight": {
"score": 1.0,
"value": null
},
"tracking_number": {
"score": 1.0,
"value": null
},
"tracking_numbers": [
{
"score": 1.0,
"value": null
}
],
"updated_date": "2024-08-15 15:57:03",
"vending_person": {
"score": 1.0,
"value": null
},
"vending_person_number": {
"score": 1.0,
"value": null
},
"vendor": {
"abn_number": {
"score": 1.0,
"value": null
},
"account_currency": {
"score": 1.0,
"value": null
},
"account_number": {
"score": 1.0,
"value": null
},
"address": {
"value": "191 E 3rd Ave, San Mateo, CA 94401, US"
},
"bank_breakdown": [
{}
],
"bank_name": {
"score": 1.0,
"value": null
},
"bank_number": {
"score": 1.0,
"value": null
},
"bank_swift": {
"score": 1.0,
"value": null
},
"biller_code": {
"score": 1.0,
"value": null
},
"category": {
"value": "drugstores, convenience stores, cosmetics & beauty supply"
},
"country_code": {
"score": 0.97,
"value": "US"
},
"email": {
"score": 1.0,
"value": null
},
"external_id": null,
"external_ids": [
{
"id": "dkERnKgR9jkDSwuF1xFkyg",
"source": "yelp"
}
],
"fax_number": {
"score": 1.0,
"value": null
},
"iban": {
"score": 1.0,
"value": null
},
"lat": 37.565083,
"lng": -122.323544,
"logo": "https://cdn.veryfi.com/logos/us/126568182.jpeg",
"map_url": "https://www.google.com/maps/search/?api=1&query=Walgreens+191+E+3rd+Ave,+San+Mateo,+CA+94401,+US",
"name": {
"rotation": 0,
"score": 0.98,
"value": "Walgreens"
},
"order_number": {
"score": 1.0,
"value": null
},
"phone_number": {
"bounding_box": [
0,
0.3628,
0.0937,
0.6265,
0.1068
],
"bounding_region": [
0.3628,
0.0937,
0.6265,
0.0937,
0.6265,
0.1068,
0.3628,
0.1068
],
"ocr_score": 1.0,
"rotation": 0,
"score": 1.0,
"value": "650-342-2723"
},
"raw_address": {
"bounding_box": [
0,
0.2734,
0.0682,
0.7148,
0.0958
],
"bounding_region": [
0.2733,
0.0703,
0.7148,
0.0678,
0.715,
0.0939,
0.2734,
0.0964
],
"ocr_score": 0.99,
"rotation": 0,
"score": 0.99,
"value": "191 E 3RD AVE\nSAN MATEO, CA 94401"
},
"raw_name": {
"bounding_box": [
0,
0.6016,
0.6582,
0.7993,
0.6724
],
"bounding_region": [
0.6016,
0.6582,
0.7993,
0.6582,
0.7993,
0.6724,
0.6016,
0.6724
],
"ocr_score": 0.98,
"rotation": 0,
"score": 1.0,
"value": "WALGREENS"
},
"reg_number": {
"score": 1.0,
"value": null
},
"type": {
"value": "drugstores, convenience stores, cosmetics & beauty supply"
},
"vat_number": {
"score": 1.0,
"value": null
},
"web": {
"score": 0.81,
"value": null
}
},
"vendors": [
{
"rotation": 0,
"score": 0.98,
"value": "Walgreens"
}
],
"vin_number": {
"score": 1.0,
"value": null
},
"warnings": [],
"weights": [
{
"score": 1.0,
"value": null
}
]
}
```

Update a document
```
new_vendor = {"name": "Starbucks", "address": "123 Easy Str, San Francisco, CA 94158"}
category = "Meals & Entertainment"
new_total = 11.23
veryfi_client.update_document(id=12345, vendor=new_vendor, category=new_category, total=new_total)
```

## Need help?
Visit https://docs.veryfi.com/ to access integration guides and usage notes in the Veryfi API Documentation Portal

If you run into any issue or need help installing or using the library, please contact [email protected].

If you found a bug in this library or would like new features added, then open an issue or pull requests against this repo!

To learn more about Veryfi visit https://www.veryfi.com/

## Tutorial Video

[![Watch 'Code with Dmitry' Video](https://img.youtube.com/vi/CwNkFxVEwuo/0.jpg)](https://www.youtube.com/watch?v=CwNkFxVEwuo&list=PLkA-lFc8JUY53MNgA5FWJSLXoW5PWBDfK&index=2)