{"id":26446569,"url":"https://github.com/geetisha/advanced-eda-and-text-mining","last_synced_at":"2026-04-08T21:32:37.923Z","repository":{"id":283041926,"uuid":"945378705","full_name":"geetisha/Advanced-EDA-and-Text-Mining","owner":"geetisha","description":"Advanced EDA and Text Mining","archived":false,"fork":false,"pushed_at":"2025-03-18T08:50:42.000Z","size":1134,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-18T09:38:55.645Z","etag":null,"topics":["jupyter-notebook","matplotlib","nltk","numpy","pandas","python","spacy","textblob","wordcloud"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/geetisha.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2025-03-09T09:24:08.000Z","updated_at":"2025-03-18T08:53:04.000Z","dependencies_parsed_at":"2025-03-18T09:38:58.357Z","dependency_job_id":"30e0bea7-63ba-48e6-8381-bf853187ede4","html_url":"https://github.com/geetisha/Advanced-EDA-and-Text-Mining","commit_stats":null,"previous_names":["geetisha/advanced-eda-and-text-mining"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/geetisha%2FAdvanced-EDA-and-Text-Mining","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/geetisha%2FAdvanced-EDA-and-Text-Mining/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/geetisha%2FAdvanced-EDA-and-Text-Mining/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/geetisha%2FAdvanced-EDA-and-Text-Mining/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/geetisha","download_url":"https://codeload.github.com/geetisha/Advanced-EDA-and-Text-Mining/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244217953,"owners_count":20417677,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["jupyter-notebook","matplotlib","nltk","numpy","pandas","python","spacy","textblob","wordcloud"],"created_at":"2025-03-18T12:18:39.048Z","updated_at":"2025-10-18T21:22:47.410Z","avatar_url":"https://github.com/geetisha.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# **Advanced EDA and Text Mining**\n\n## **Project Overview**  \nThe **Advanced EDA (Exploratory Data Analysis) and Text Mining** project focuses on extracting meaningful insights from structured and unstructured data. This project leverages **Python**, **Pandas**, **Matplotlib**, and **NLP (Natural Language Processing)** techniques to analyze large datasets, uncover patterns, and perform text mining to gain deeper business insights.\n\n## **Objectives**  \n- Conduct **Advanced Exploratory Data Analysis (EDA)** to understand data distributions, correlations, and key trends.\n- Perform **Text Mining and Natural Language Processing (NLP)** to analyze unstructured textual data.\n- Apply **word frequency analysis, topic modeling, and sentiment analysis** to extract insights from text.\n- Visualize patterns and relationships using **Matplotlib and Seaborn**.\n- Derive actionable insights that help businesses optimize strategies based on data-driven findings.\n\n## **Tools \u0026 Technologies Used**  \n- **Python** for data processing and analysis  \n- **Pandas \u0026 NumPy** for data manipulation  \n- **Matplotlib \u0026 Seaborn** for visualization  \n- **NLTK, SpaCy, or TextBlob** for text mining and NLP  \n- **WordCloud** for visualizing word frequency  \n- **Jupyter Notebook** for interactive analysis  \n\n## **Key Analysis \u0026 Insights**  \n- **Data Cleaning \u0026 Preprocessing:** Handling missing values, outlier detection, and feature engineering.  \n- **EDA \u0026 Visualization:** Identifying trends, correlations, and statistical summaries.  \n- **Text Mining:** Extracting key topics, performing named entity recognition (NER), and word frequency analysis.  \n- **Sentiment Analysis:** Categorizing text data into **positive, negative, or neutral sentiments**.  \n- **Topic Modeling:** Identifying underlying themes in textual data using **LDA (Latent Dirichlet Allocation)**.  \n\n## **Results \u0026 Business Impact**  \n- Provides **deeper insights** into structured and unstructured data for better decision-making.  \n- Helps businesses **understand customer sentiment** and extract **key topics of discussion**.  \n- Assists in **trend analysis** for better market predictions and business strategy planning.  \n- Improves data-driven recommendations by uncovering hidden patterns in large datasets.  \n\n## **Conclusion**  \nThe **Advanced EDA and Text Mining** project demonstrates the power of data exploration and NLP techniques in extracting meaningful insights. By combining **statistical analysis, visualization, and text mining**, this project helps businesses leverage data for informed decision-making, customer sentiment analysis, and trend forecasting.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgeetisha%2Fadvanced-eda-and-text-mining","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fgeetisha%2Fadvanced-eda-and-text-mining","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgeetisha%2Fadvanced-eda-and-text-mining/lists"}