The nltk This function takes a text and a language parameter, then uses the nltk library for tokenization, stop word removal, and lemmatization. Function 2024-12-16 12:18:01 28 views
matplotlib Counter The function takes a text as input and generates a word count histogram using the matplotlib library, showing the 20 most common words and their frequencies in the text. Custom function 2024-12-16 12:18:00 31 views
Flair TextClassifier This function uses the Flair library to perform text classification on the input document and generates a summary by extracting the most important sentences based on the classification results. Text Classification and Summary 2024-12-16 12:17:59 30 views
gensim Word2Vec This function uses the Word2Vec model from the gensim library to convert input text into word vectors and saves and loads the model. Function 2024-12-16 12:17:58 30 views
spaCy This function uses the spaCy library to extract noun phrases from a given text. It first parses the text using spaCy's nlp object, then iterates over the noun phrase chunks in the document and returns their text representations. Function 2024-12-16 12:17:56 25 views
lxml This function extracts all text content from HTML content with a specified tag name and returns a list of texts. HTML parsing 2024-12-16 12:17:56 21 views
Fairseq TransformerModel This function uses the Transformer model from the Fairseq library to perform text translation. It first loads the pre-trained model and dictionary, then encodes the source text, translates it using the model, and finally decodes the translated tokens into text. Translation function 2024-12-16 12:17:55 31 views
Huggingface Transformers This function uses the summarization model from the Huggingface Transformers library to generate a random summary of the given text. Function 2024-12-16 12:17:53 29 views
spaCy This function creates a text classifier using the spaCy library. It takes in texts and their corresponding labels, and then trains a classifier to predict the category of the texts. Text classifier creation 2024-12-16 12:17:52 26 views
spaCy This function uses the spaCy library to analyze the sentiment of the input text and returns the sentiment result (positive, negative, or neutral). Function 2024-12-16 12:17:49 26 views
