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Python module for communicating with the Veryfi OCR API.

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fredward9934/veryfi-python

 
 

Repository files navigation

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

PyPI - versionPyPICode style: blackTest

veryfi is a Python module for communicating with theVeryfi OCR API

https://docs.veryfi.com

Installation

Install from PyPi usingpip, apackage manager for Python.

Install the package from PyPI:

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/

Python API Client Library

Theveryfi library can be used to communicate with Veryfi API. All available functionality is described herehttps://veryfi.github.io/veryfi-python/reference/veryfi/#client

Below is the sample script usingveryfi to OCR and extract data from a document:

fromveryfiimportClientclient_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 urlresponse=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 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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": {"bounding_box": [0,0.7319,0.1523,0.8223,0.1646                ],"bounding_region": [0.7319,0.1523,0.8223,0.1523,0.8223,0.1646,0.7319,0.1646                ],"ocr_score":0.98,"rotation":0,"score":0.97,"value":8.79            },"type":"alcohol","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": [0,0.0337,0.2069,0.3008,0.2206                ],"bounding_region": [0.0336,0.2078,0.3008,0.2066,0.3008,0.2196,0.0337,0.2208                ],"ocr_score":0.97,"rotation":0,"score":0.86,"value":"CA REDMP VAL"            },"discount": {"value":null            },"discount_price": {"value":null            },"discount_rate": {"value":null            },"end_date": {"value":null            },"full_description": {"bounding_box": [0,0.0337,0.2069,0.3008,0.2206                ],"bounding_region": [0.0336,0.2078,0.3008,0.2066,0.3008,0.2196,0.0337,0.2208                ],"ocr_score":0.97,"rotation":0,"score":0.86,"value":"CA REDMP VAL"            },"hsn": {"value":null            },"id":1041755556,"lot": {"value":null            },"manufacturer": {"value":null            },"net_total": {"value":null            },"normalized_description": {"value":null            },"order":1,"price": {"value":null            },"quantity": {"value":1.0            },"reference": {"value":null            },"section": {"value":null            },"sku": {"bounding_box": [0,0.1209,0.2185,0.365,0.2312                ],"bounding_region": [0.1209,0.2185,0.365,0.2185,0.365,0.2312,0.1209,0.2312                ],"ocr_score":0.97,"rotation":0,"score":0.88,"value":"00000007211"            },"start_date": {"value":null            },"subtotal": {"value":null            },"tags": [],"tax": {"value":null            },"tax_code": {"value":null            },"tax_rate": {"value":null            },"text":"CA REDMP VAL\n00000007211\t\t0.30","total": {"bounding_box": [0,0.7329,0.2141,0.8232,0.2253                ],"bounding_region": [0.7329,0.2141,0.8232,0.2141,0.8232,0.2253,0.7329,0.2253                ],"ocr_score":1.0,"rotation":0,"score":0.68,"value":0.3            },"type":"fee","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": [0,0.0347,0.2283,0.6055,0.2452                ],"bounding_region": [0.0346,0.2313,0.6055,0.2271,0.6056,0.2417,0.0347,0.2459                ],"ocr_score":0.99,"rotation":0,"score":0.88,"value":"COCA COLA MINICAN 7.5Z 6PK"            },"discount": {"value":null            },"discount_price": {"value":null            },"discount_rate": {"value":null            },"end_date": {"value":null            },"full_description": {"bounding_box": [0,0.0347,0.2283,0.6055,0.2452                ],"bounding_region": [0.0346,0.2313,0.6055,0.2271,0.6056,0.2417,0.0347,0.2459                ],"ocr_score":0.99,"rotation":0,"score":0.88,"value":"COCA COLA MINICAN 7.5Z 6PK"            },"hsn": {"value":null            },"id":1041755557,"lot": {"value":null            },"manufacturer": {"value":null            },"net_total": {"value":null            },"normalized_description": {"value":null            },"order":2,"price": 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[0,0.3396,0.5293,0.5205,0.543                ],"bounding_region": [0.3396,0.543,0.3396,0.5293,0.5205,0.5293,0.5205,0.543                ],"ocr_score":0.8,"rotation":0,"score":1.0,"value":"A"            },"name": {"value":null            },"order":0,"rate": {"bounding_box": [0,0.3396,0.5293,0.5205,0.543                ],"bounding_region": [0.3396,0.543,0.3396,0.5293,0.5205,0.5293,0.5205,0.543                ],"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": [0,0.71,0.5518,0.8203,0.562        ],"bounding_region": [0.71,0.5518,0.8203,0.5518,0.8203,0.562,0.71,0.562        ],"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 = 11.23veryfi_client.update_document(id=12345, vendor=new_vendor, category=new_category, total=new_total)

Need help?

Visithttps://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 contactsupport@veryfi.com.

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 visithttps://www.veryfi.com/

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Python module for communicating with the Veryfi OCR API.

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