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#2 AntConc
Free, multi‑platform corpus analysis toolkit offering concordance, collocation, keyword, and cluster analyses.
#3 Lexos
Web‑based suite for cleaning, visualizing, and exploring text corpora; includes word clouds, frequency tables, and clustering.
#4 KH Coder
Open‑source software for quantitative content analysis and text mining, supporting co‑occurrence networks and topic modeling.
Desktop application for qualitative coding, content analysis, and mixed‑methods research with robust export options.
#6 TextSTAT
Lightweight Windows program for frequency lists, concordances, and keyword extraction from small to medium corpora.
Powerful corpus manager offering word sketches, collocation tables, and advanced query language for large‑scale corpora.
Free version of the QDA Miner suite; provides basic text coding, word frequency, and clustering tools.
Psycholinguistic text analysis software that quantifies emotional, cognitive, and structural components of language.
#10 NVivo
Comprehensive qualitative data analysis platform with robust text‑coding, sentiment analysis, and visualization features.
#11 Atlas.ti
Qualitative analysis tool supporting text mining, network visualizations, and mixed‑methods research workflows.
#12 MAXQDA
All‑in‑one software for qualitative, mixed, and quantitative text analysis, featuring word clouds, code frequencies, and sentiment tools.
Open‑source data‑mining suite with a visual programming interface; includes text preprocessing, TF‑IDF, and topic modeling widgets.
#14 RapidMiner
Enterprise‑grade analytics platform offering text mining operators for preprocessing, classification, and clustering.
#15 MonkeyLearn
Cloud‑based machine‑learning platform for custom text classification, sentiment analysis, and entity extraction via API.
#16 Leximancer
Concept‑mapping software that automatically extracts themes and visualizes their relationships in large text sets.
#17 WordStat
Content‑analysis and text‑mining add‑on for SAS; provides keyword extraction, clustering, and correspondence analysis.
#18 Textalyser
Simple online tool for quick frequency counts, readability scores, and basic lexical statistics.
Open‑source version that can be installed locally, giving full control over data privacy while retaining the original UI.
Extensible Java framework for building custom NLP pipelines, supporting tokenization, tagging, and information extraction.
#21 Stanford CoreNLP
Comprehensive suite of linguistic analysis tools (POS tagging, named‑entity recognition, sentiment) accessible via API or GUI front‑ends.