To analyze text in a document, you use the AnalyzeDocument operation, and pass a document file as input.
AnalyzeDocument
returns a JSON structure that contains the analyzed
text. For more information, see Analyzing Documents.
You can provide an input document as an image byte array (base64-encoded image bytes), or as an Amazon S3 object. In this procedure, you upload an image file to your S3 bucket and specify the file name.
To analyze text in a document (API)
If you haven't already:
Give a user the
AmazonTextractFullAccess
andAmazonS3ReadOnlyAccess
permissions. For more information, see Step 1: Set Up an AWS Account and Create a User.Install and configure the AWS CLI and the AWS SDKs. For more information, see Step 2: Set Up the AWS CLI and AWS SDKs.
-
Upload an image that contains a document to your S3 bucket.
For instructions, see Uploading Objects into Amazon S3 in the Amazon Simple Storage Service User Guide.
Use the following examples to call the
AnalyzeDocument
operation.The following example code displays the document and boxes around detected items.
In the function
main
, replace the values ofbucket
anddocument
with the names of the Amazon S3 bucket and document image that you used in step 2. Replace the value ofcredentialsProvider
with the name of your developer profile.//Loads document from S3 bucket. Displays the document and polygon around detected lines of text. import java.awt.*; import java.awt.image.BufferedImage; import java.util.List; import javax.imageio.ImageIO; import javax.swing.*; import com.amazonaws.services.s3.AmazonS3; import com.amazonaws.services.s3.AmazonS3ClientBuilder; import com.amazonaws.services.s3.model.S3ObjectInputStream; import com.amazonaws.auth.profile.ProfileCredentialsProvider; import com.amazonaws.services.textract.AmazonTextract; import com.amazonaws.services.textract.AmazonTextractClientBuilder; import com.amazonaws.services.textract.model.AnalyzeDocumentRequest; import com.amazonaws.services.textract.model.AnalyzeDocumentResult; import com.amazonaws.services.textract.model.Block; import com.amazonaws.services.textract.model.BoundingBox; import com.amazonaws.services.textract.model.Document; import com.amazonaws.services.textract.model.S3Object; import com.amazonaws.services.textract.model.Point; import com.amazonaws.services.textract.model.Relationship; import com.amazonaws.client.builder.AwsClientBuilder.EndpointConfiguration; public class AnalyzeDocument extends JPanel { private static final long serialVersionUID = 1L; BufferedImage image; AnalyzeDocumentResult result; public AnalyzeDocument(AnalyzeDocumentResult documentResult, BufferedImage bufImage) throws Exception { super(); result = documentResult; // Results of text detection. image = bufImage; // The image containing the document. } // Draws the image and text bounding box. public void paintComponent(Graphics g) { int height = image.getHeight(this); int width = image.getWidth(this); Graphics2D g2d = (Graphics2D) g; // Create a Java2D version of g. // Draw the image. g2d.drawImage(image, 0, 0, image.getWidth(this), image.getHeight(this), this); // Iterate through blocks and display bounding boxes around everything. List<Block> blocks = result.getBlocks(); for (Block block : blocks) { DisplayBlockInfo(block); switch(block.getBlockType()) { case "KEY_VALUE_SET": if (block.getEntityTypes().contains("KEY")){ ShowBoundingBox(height, width, block.getGeometry().getBoundingBox(), g2d, new Color(255,0,0)); } else { //VALUE ShowBoundingBox(height, width, block.getGeometry().getBoundingBox(), g2d, new Color(0,255,0)); } break; case "TABLE": ShowBoundingBox(height, width, block.getGeometry().getBoundingBox(), g2d, new Color(0,0,255)); break; case "CELL": ShowBoundingBox(height, width, block.getGeometry().getBoundingBox(), g2d, new Color(255,255,0)); break; case "SELECTION_ELEMENT": if (block.getSelectionStatus().equals("SELECTED")) ShowSelectedElement(height, width, block.getGeometry().getBoundingBox(), g2d, new Color(0,0,255)); break; default: //PAGE, LINE & WORD //ShowBoundingBox(height, width, block.getGeometry().getBoundingBox(), g2d, new Color(200,200,0)); } } // uncomment to show polygon around all blocks //ShowPolygon(height,width,block.getGeometry().getPolygon(),g2d); } // Show bounding box at supplied location. private void ShowBoundingBox(int imageHeight, int imageWidth, BoundingBox box, Graphics2D g2d, Color color) { float left = imageWidth * box.getLeft(); float top = imageHeight * box.getTop(); // Display bounding box. g2d.setColor(color); g2d.drawRect(Math.round(left), Math.round(top), Math.round(imageWidth * box.getWidth()), Math.round(imageHeight * box.getHeight())); } private void ShowSelectedElement(int imageHeight, int imageWidth, BoundingBox box, Graphics2D g2d, Color color) { float left = imageWidth * box.getLeft(); float top = imageHeight * box.getTop(); // Display bounding box. g2d.setColor(color); g2d.fillRect(Math.round(left), Math.round(top), Math.round(imageWidth * box.getWidth()), Math.round(imageHeight * box.getHeight())); } // Shows polygon at supplied location private void ShowPolygon(int imageHeight, int imageWidth, List<Point> points, Graphics2D g2d) { g2d.setColor(new Color(0, 0, 0)); Polygon polygon = new Polygon(); // Construct polygon and display for (Point point : points) { polygon.addPoint((Math.round(point.getX() * imageWidth)), Math.round(point.getY() * imageHeight)); } g2d.drawPolygon(polygon); } //Displays information from a block returned by text detection and text analysis private void DisplayBlockInfo(Block block) { System.out.println("Block Id : " + block.getId()); if (block.getText()!=null) System.out.println(" Detected text: " + block.getText()); System.out.println(" Type: " + block.getBlockType()); if (block.getBlockType().equals("PAGE") !=true) { System.out.println(" Confidence: " + block.getConfidence().toString()); } if(block.getBlockType().equals("CELL")) { System.out.println(" Cell information:"); System.out.println(" Column: " + block.getColumnIndex()); System.out.println(" Row: " + block.getRowIndex()); System.out.println(" Column span: " + block.getColumnSpan()); System.out.println(" Row span: " + block.getRowSpan()); } System.out.println(" Relationships"); List<Relationship> relationships=block.getRelationships(); if(relationships!=null) { for (Relationship relationship : relationships) { System.out.println(" Type: " + relationship.getType()); System.out.println(" IDs: " + relationship.getIds().toString()); } } else { System.out.println(" No related Blocks"); } System.out.println(" Geometry"); System.out.println(" Bounding Box: " + block.getGeometry().getBoundingBox().toString()); System.out.println(" Polygon: " + block.getGeometry().getPolygon().toString()); List<String> entityTypes = block.getEntityTypes(); System.out.println(" Entity Types"); if(entityTypes!=null) { for (String entityType : entityTypes) { System.out.println(" Entity Type: " + entityType); } } else { System.out.println(" No entity type"); } if(block.getBlockType().equals("SELECTION_ELEMENT")) { System.out.print(" Selection element detected: "); if (block.getSelectionStatus().equals("SELECTED")){ System.out.println("Selected"); }else { System.out.println(" Not selected"); } } if(block.getPage()!=null) System.out.println(" Page: " + block.getPage()); System.out.println(); } public static void main(String arg[]) throws Exception { // The S3 bucket and document String document = ""; String bucket = ""; // set provider credentials AWSCredentialsProvider credentialsProvider = new ProfileCredentialsProvider("default"); AmazonS3 s3client = AmazonS3ClientBuilder.standard().withCredentials(credentialsProvider) .withEndpointConfiguration( new EndpointConfiguration("https://s3.amazonaws.com","us-east-1")) .build(); // Get the document from S3 com.amazonaws.services.s3.model.S3Object s3object = s3client.getObject(bucket, document); S3ObjectInputStream inputStream = s3object.getObjectContent(); BufferedImage image = ImageIO.read(inputStream); // Call AnalyzeDocument EndpointConfiguration endpoint = new EndpointConfiguration( "https://textract.us-east-1.amazonaws.com", "us-east-1"); AmazonTextract client = AmazonTextractClientBuilder.standard().withCredentials(credentialsProvider) .withEndpointConfiguration(endpoint).build(); AnalyzeDocumentRequest request = new AnalyzeDocumentRequest() .withFeatureTypes("TABLES","FORMS","SIGNATURES") .withDocument(new Document(). withS3Object(new S3Object().withName(document).withBucket(bucket))); AnalyzeDocumentResult result = client.analyzeDocument(request); // Create frame and panel. JFrame frame = new JFrame("RotateImage"); frame.setDefaultCloseOperation(JFrame.EXIT_ON_CLOSE); AnalyzeDocument panel = new AnalyzeDocument(result, image); panel.setPreferredSize(new Dimension(image.getWidth(), image.getHeight())); frame.setContentPane(panel); frame.pack(); frame.setVisible(true); } }
Run the example. The Python and Java examples display the document image with the following colored bounding boxes:
Red – KEY Block objects
Green – VALUE Block objects
Blue – TABLE Block objects
Yellow – CELL Block objects
Selection elements that are selected are filled with blue.
The AWS CLI example displays only the JSON output for the
AnalyzeDocument
operation.