15. S3 and Textract#
# Load up the usual packages
import pandas as pd
from collections import OrderedDict
import requests
# AWS Python SDK
import boto3
textract = boto3.client('textract', region_name='us-east-1')
15.1. From the command line#
# Use Textract from the CLI
text = !aws textract analyze-document \
--document '{"S3Object":{"Bucket":"nlp-class-spring2022","Name":"wsj_text.jpeg"}}' \
--feature-types '["TABLES","FORMS"]'
text
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15.2. Use the Python interface with a Bytes object#
# Use a function for processing images in S3 using Python
import io
import io
from io import BytesIO
import sys
import math
from PIL import Image, ImageDraw, ImageFont
def process_text_analysis(bucket, document):
#Get the document from S3
s3_connection = boto3.resource('s3')
s3_object = s3_connection.Object(bucket,document)
s3_response = s3_object.get()
stream = io.BytesIO(s3_response['Body'].read())
image=Image.open(stream)
# Analyze the document
client = boto3.client('textract')
# Use a Bytes object
image_binary = stream.getvalue()
response = client.analyze_document(Document={'Bytes': image_binary},
FeatureTypes=["TABLES", "FORMS"])
# Alternatively, process using S3 object
#response = client.analyze_document(
# Document={'S3Object': {'Bucket': bucket, 'Name': document}},
# FeatureTypes=["TABLES", "FORMS"])
return response
bucket = 'nlp-class-spring2022'
document = 'wsj_text.jpeg'
res = process_text_analysis(bucket, document)
res
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'Height': 1.0,
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'Id': 'c330fefd-ce6e-455a-a298-43dec80eb6d5',
'Relationships': [{'Type': 'CHILD',
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{'BlockType': 'WORD',
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{'BlockType': 'WORD',
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'Id': '2e4f80f7-dd91-438d-9586-79053ecf5053'},
{'BlockType': 'WORD',
'Confidence': 99.98556518554688,
'Text': 'option',
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'Id': '72935e7c-a215-40fd-93e9-ab5f44dc153b'},
{'BlockType': 'WORD',
'Confidence': 99.98971557617188,
'Text': 'for',
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'Id': '6e1657ee-2bae-4cf2-8752-171f2ddbaad8'},
{'BlockType': 'WORD',
'Confidence': 99.88758850097656,
'Text': 'safety',
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'Id': '3492a035-96f2-4894-bf40-da28fdc286c9'},
{'BlockType': 'WORD',
'Confidence': 99.90709686279297,
'Text': 'reasons,',
'TextType': 'PRINTED',
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'Id': '0adde9b1-a26c-43dd-bda5-1be76571ac20'},
{'BlockType': 'WORD',
'Confidence': 99.99053192138672,
'Text': 'and',
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'Id': 'd31d4c24-db0d-4f92-8c01-8d6e4db83f60'},
{'BlockType': 'WORD',
'Confidence': 99.83414459228516,
'Text': 'as',
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'Id': '5e758aa5-1b29-4fe5-a0e4-babac6048efa'},
{'BlockType': 'WORD',
'Confidence': 99.91500091552734,
'Text': 'it',
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'Id': '10ff112e-5245-4a20-9d53-075657c19a3f'},
{'BlockType': 'WORD',
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'Text': 'is,',
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{'BlockType': 'WORD',
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'Text': 'many',
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'Id': '936a6886-8691-4cc9-a0f1-2cd90d7caef0'},
{'BlockType': 'WORD',
'Confidence': 99.96147155761719,
'Text': 'New',
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'Id': 'd2146407-9cb0-49b3-b56c-15e0188e0e55'},
{'BlockType': 'WORD',
'Confidence': 99.69903564453125,
'Text': 'Yorkers',
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'Id': '6072a4bc-3fce-4495-8a4b-16dd62035efd'},
{'BlockType': 'WORD',
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'Text': 'have',
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'Id': '5fbe3d89-c6a8-48cd-99d3-6ab490d254e3'},
{'BlockType': 'WORD',
'Confidence': 99.90213012695312,
'Text': 'always',
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'Id': '9f6a069c-eae6-4473-b16a-da1bcdea85ba'},
{'BlockType': 'WORD',
'Confidence': 99.93374633789062,
'Text': 'enjoyed',
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'Id': '972be731-b83a-4f80-a4b4-30adcf79cafc'},
{'BlockType': 'WORD',
'Confidence': 99.91802215576172,
'Text': 'street',
'TextType': 'PRINTED',
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'Id': '601c071e-54fd-48f7-8be4-5d7cb4e7548e'},
{'BlockType': 'WORD',
'Confidence': 99.6832504272461,
'Text': 'dining.',
'TextType': 'PRINTED',
'Geometry': {'BoundingBox': {'Width': 0.0755997821688652,
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'Id': '4981e1b9-b785-49cf-a8d4-55b319c3b897'}],
'AnalyzeDocumentModelVersion': '1.0',
'ResponseMetadata': {'RequestId': 'f39d1d7e-8146-46c2-8e4a-6bc3f7620971',
'HTTPStatusCode': 200,
'HTTPHeaders': {'x-amzn-requestid': 'f39d1d7e-8146-46c2-8e4a-6bc3f7620971',
'content-type': 'application/x-amz-json-1.1',
'content-length': '117452',
'date': 'Sun, 10 Apr 2022 15:41:09 GMT'},
'RetryAttempts': 0}}
15.3. Use the Python interface with a S3 Object#
def process_text_analysis(bucket, document):
#Get the document from S3
s3_connection = boto3.resource('s3')
s3_object = s3_connection.Object(bucket,document)
s3_response = s3_object.get()
stream = io.BytesIO(s3_response['Body'].read())
image=Image.open(stream)
# Analyze the document
client = boto3.client('textract')
# image_binary = stream.getvalue()
# response = client.analyze_document(Document={'Bytes': image_binary},
# FeatureTypes=["TABLES", "FORMS"])
# Alternatively, process using S3 object
response = client.analyze_document(
Document={'S3Object': {'Bucket': bucket, 'Name': document}},
FeatureTypes=["TABLES", "FORMS"])
return response
bucket = 'nlp-class-spring2022'
document = 'wsj_text.jpeg'
res = process_text_analysis(bucket, document)
res
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'Left': 0.6406410932540894,
'Top': 0.9507645964622498},
'Polygon': [{'X': 0.6406410932540894, 'Y': 0.9507645964622498},
{'X': 0.7162408828735352, 'Y': 0.9507645964622498},
{'X': 0.7162408828735352, 'Y': 0.9841445088386536},
{'X': 0.6406410932540894, 'Y': 0.9841445088386536}]},
'Id': 'a735e4a7-9789-4715-9e55-f532480deb7a'}],
'AnalyzeDocumentModelVersion': '1.0',
'ResponseMetadata': {'RequestId': '36f49e57-90cb-4a0d-af9b-eda0cd865db3',
'HTTPStatusCode': 200,
'HTTPHeaders': {'x-amzn-requestid': '36f49e57-90cb-4a0d-af9b-eda0cd865db3',
'content-type': 'application/x-amz-json-1.1',
'content-length': '117452',
'date': 'Sun, 10 Apr 2022 15:41:28 GMT'},
'RetryAttempts': 0}}
15.4. Download a file from S3#
# For copying files from S3
import os
import sys
import io
import logging
import argparse
import json
from botocore.exceptions import ClientError
import subprocess
import urllib.request as ureq
import datetime as datetime
import boto3
import botocore
BUCKET_NAME = 'nlp-class-spring2022' # replace with your bucket name
KEY = 'wsj_text.jpeg' # replace with your object key (file name)
s3 = boto3.resource('s3')
try:
# download as local file
s3.Bucket(BUCKET_NAME).download_file(KEY, 'my_local_image.jpeg')
except botocore.exceptions.ClientError as e:
if e.response['Error']['Code'] == "404":
print("The object does not exist.")
else:
raise
15.5. Upload a file to S3#
import boto3
# Local files path in notebook instance
file_path_root = '/home/ec2-user/SageMaker/'
s3 = boto3.resource('s3')
BUCKET_NAME = 'nlp-class-spring2022' # replace with your bucket name
KEY = 'wsj_text.jpeg' # replace with your object key (file name)
s3_key = KEY
file_path = file_path_root + s3_key
s3.meta.client.upload_file(KEY, BUCKET_NAME, file_path)