SpecialEduTech          Special education technology bibliographic data
acronym                 Acronym List
analyze_document_clustering
                        Analyze Document Clustering
analyze_semantic_evolution
                        Analyze Semantic Evolution
analyze_sentiment       Analyze Text Sentiment
analyze_sentiment_llm   LLM-based Sentiment Analysis
analyze_similarity_gaps
                        Analyze Similarity Gaps Between Categories
assess_embedding_stability
                        Assess Embedding Topic Model Stability
auto_tune_embedding_topics
                        Auto-tune BERTopic Hyperparameters
calculate_assignment_consistency
                        Calculate Assignment Consistency
calculate_clustering_metrics
                        Calculate Clustering Quality Metrics
calculate_cross_similarity
                        Calculate Cross-Matrix Cosine Similarity
calculate_dispersion_metrics
                        Calculate Dispersion Metrics
calculate_keyword_stability
                        Calculate Keyword Stability
calculate_lexical_dispersion
                        Calculate Lexical Dispersion
calculate_log_odds_ratio
                        Calculate Log Odds Ratio Between Categories
calculate_semantic_drift
                        Calculate Semantic Drift
calculate_similarity_robust
                        Calculate Document Similarity with Fallbacks
calculate_text_readability
                        Calculate Text Readability
calculate_topic_probability
                        Calculate Topic Probabilities
calculate_topic_stability
                        Calculate Topic Stability
calculate_weighted_log_odds
                        Calculate Weighted Log Odds Ratio
calculate_word_frequency
                        Analyze and Visualize Word Frequencies Across a
                        Continuous Variable
call_llm_api            Call LLM API (Unified Wrapper)
clear_lexdiv_cache      Clear Lexical Diversity Cache
cluster_embeddings      Embedding-based Document Clustering
describe_image          Describe Image Using Vision LLM
detect_multi_words      Detect Multi-Word Expressions
detect_pdf_content_type
                        Detect PDF Content Type
export_document_clustering
                        Export Document Clustering Analysis
extract_cross_category_similarities
                        Extract Cross-Category Similarities from Full
                        Similarity Matrix
extract_keywords_keyness
                        Extract Keywords Using Statistical Keyness
extract_keywords_tfidf
                        Extract Keywords Using TF-IDF
extract_morphology      Extract Morphological Features
extract_named_entities
                        Extract Named Entities from Tokens
extract_noun_chunks     Extract Noun Chunks
extract_pos_tags        Extract Part-of-Speech Tags from Tokens
extract_subjects_objects
                        Extract Subjects and Objects
extract_topic_terms_df
                        Build a topic-term data frame from any
                        supported topic model
find_optimal_k          Find Optimal Number of Topics
find_similar_words      Find Similar Words
find_topic_matches      Find Similar Topics
fit_embedding_model     Fit Embedding-based Topic Model
fit_semantic_model      Fit Semantic Model
fit_temporal_model      Fit Temporal Topic Model
generate_cluster_labels
                        Generate Cluster Label Suggestions
                        (Human-in-the-Loop)
generate_cluster_labels_auto
                        Generate Cluster Labels
generate_embeddings     Generate Embeddings
generate_topic_content
                        Generate Content from Topic Terms
generate_topic_labels   Generate Topic Labels Using AI
get_best_embeddings     Get Best Available Embeddings
get_content_type_prompt
                        Get Default System Prompt for Content Type
get_content_type_user_template
                        Get Default User Prompt Template for Content
                        Type
get_sentences           Get Sentences
get_spacy_model_info    Get spaCy Model Information
get_topic_prevalence    Get Topic Prevalence (Gamma) from STM Model
get_topic_terms         Select Top Terms for Each Topic
get_topic_texts         Convert Topic Terms to Text Strings
get_word_similarity     Calculate Word Similarity
identify_topic_trends   Identify Topic Trends
import_files            Process Files
lemmatize_tokens        Lemmatize Tokens with Batch Processing
lexical_analysis        Lexical Analysis Functions
lexical_diversity_analysis
                        Lexical Diversity Analysis
lexical_frequency_analysis
                        Lexical Frequency Analysis
plot_cluster_terms      Plot Cluster Top Terms
plot_cross_category_heatmap
                        Plot Cross-Category Similarity Comparison
plot_document_sentiment_trajectory
                        Plot Document Sentiment Trajectory
plot_emotion_radar      Plot Emotion Radar Chart
plot_entity_frequencies
                        Plot Named Entity Frequencies
plot_keyness_keywords   Plot Statistical Keyness
plot_keyword_comparison
                        Plot Keyword Comparison (TF-IDF vs Frequency)
plot_lexical_dispersion
                        Plot Lexical Dispersion
plot_lexical_diversity_distribution
                        Plot Lexical Diversity Distribution
plot_log_odds_ratio     Plot Log Odds Ratio
plot_model_comparison   Plot Topic Model Comparison Scatter
plot_morphology_feature
                        Plot Morphology Feature Distribution
plot_mwe_frequency      Plot Multi-Word Expression Frequency
plot_ngram_frequency    Plot N-gram Frequency
plot_pos_frequencies    Plot Part-of-Speech Tag Frequencies
plot_quality_metrics    Plot Topic Model Quality Metrics
plot_readability_by_group
                        Plot Readability by Group
plot_readability_distribution
                        Plot Readability Distribution
plot_semantic_viz       Plot Semantic Analysis Visualization
plot_sentiment_boxplot
                        Plot Sentiment Box Plot by Category
plot_sentiment_by_category
                        Plot Sentiment by Category
plot_sentiment_distribution
                        Plot Sentiment Distribution
plot_sentiment_violin   Plot Sentiment Violin Plot by Category
plot_similarity_heatmap
                        Plot Document Similarity Heatmap
plot_term_trends_continuous
                        Plot Term Frequency Trends by Continuous
                        Variable
plot_tfidf_keywords     Plot TF-IDF Keywords
plot_top_readability_documents
                        Plot Top Documents by Readability
plot_topic_effects_categorical
                        Plot Topic Effects for Categorical Variables
plot_topic_effects_continuous
                        Plot Topic Effects for Continuous Variables
plot_topic_probability
                        Plot Per-Document Per-Topic Probabilities
plot_weighted_log_odds
                        Plot Weighted Log Odds
plot_word_frequency     Plot Word Frequency
plot_word_probability   Plot Word Probabilities by Topic
prep_texts              Preprocess Text Data
process_pdf_unified     Process PDF File (Unified Entry Point)
reduce_dimensions       Dimensionality Reduction Analysis
render_displacy_dep     Render displaCy Dependency Visualization
render_displacy_ent     Render displaCy Entity Visualization
run_app                 Launch the TextAnalysisR app
run_rag_search          RAG Semantic Search
run_text_workflow       Complete Text Mining Workflow
semantic_document_clustering
                        Semantic Document Clustering
semantic_similarity_analysis
                        Semantic Similarity Analysis
sentiment_embedding_analysis
                        Embedding-based Sentiment Analysis
sentiment_lexicon_analysis
                        Analyze Sentiment Using Tidytext Lexicons
setup_python_env        Setup Python Environment
spacy_extract_entities
                        Extract Named Entities with spaCy
spacy_has_vectors       Check if Model Has Word Vectors
spacy_initialized       Check if spaCy is Initialized
spacy_lemmatize         Lemmatize Texts with spaCy
spacy_parse_full        Parse Texts with spaCy
stm_15                  An example structure of a structural topic
                        model
stopwords_list          Stopwords List
summarize_morphology    Summarize Morphology Features
unite_cols              Unite Text Columns
validate_cross_models   Cross-Analysis Validation
validate_semantic_coherence
                        Validate Semantic Coherence
word_co_occurrence_network
                        Analyze and Visualize Word Co-occurrence
                        Networks
word_correlation_network
                        Analyze and Visualize Word Correlation Networks
