flutter_tf_idf

Description:

flutter tf idf

flutter_tf_idf #
A Dart package for calculating TF-IDF (Term Frequency-Inverse Document Frequency) and performing text analysis tasks in Flutter applications.
Features #

Calculate TF-IDF matrix for a collection of documents
Compute cosine similarity and distance between documents
Retrieve top terms for a specific document
Search documents based on a query
Get TF-IDF scores for specific terms and documents
Find the highest-scoring document for a given term

Getting Started #
Add flutter_tf_idf to your pubspec.yaml:
dependencies:
flutter_tf_idf: ^1.0.0
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Then run: #
flutter pub get
Import: #
import 'package:flutter_tf_idf/flutter_tf_idf.dart';
Usage: #
Create a TfIdf instance with a list of documents: #
var documents = [
Document('doc1', 'This is a sample document'),
Document('doc2', 'Another example document'),
Document('doc3', 'A third document for demonstration'),
];
final tfIdf = TfIdf(documents);
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Calculate Cosine Similarity: #
double similarity = tfIdf.calculateCosineSimilarity('doc1', 'doc2');
print('Cosine similarity between doc1 and doc2: $similarity');
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Calculate Cosine Distance #
double distance = tfIdf.calculateCosineDistance('doc1', 'doc2');
print('Cosine distance between doc1 and doc2: $distance');
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Get Top Terms for a Document #
List<String> topTerms = tfIdf.getTopTerms('doc1', 5);
print('Top 5 terms in doc1: $topTerms');
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Search Documents #
List<String> searchResults = tfIdf.searchDocuments('first document', 2);
print('Top 2 documents matching "first document": $searchResults');
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Get TF-IDF Score #
double score = tfIdf.getTfIdfScore('document', 'doc2');
print('TF-IDF score of "document" in doc2: $score');
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Get Highest Scoring Document for a Term #
String docId = tfIdf.getHighestScoringDocument('third');
print('Document with highest score for "third": $docId');
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Print TF-IDF Matrix #
tfIdf.printTfIdfMatrix();
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Additional information #
For more information on how to use this package, please refer to the API documentation and the example provided in the example/main.dart file.
Author #
This package is developed and maintained by Jahangir Jehad.
Show Your Support #
If you find this package helpful, please consider giving it a star on GitHub. Your support helps to make this project more visible to others who might benefit from it.