{"id":18950395,"url":"https://github.com/ayushverma135/data-extraction-and-text-analysis-using-nlp","last_synced_at":"2026-04-09T21:33:41.008Z","repository":{"id":232468100,"uuid":"784430440","full_name":"Ayushverma135/Data-Extraction-and-Text-Analysis-using-NLP","owner":"Ayushverma135","description":"The objective of this assignment is to extract textual data articles from the URL and perform text analysis to compute variables.","archived":false,"fork":false,"pushed_at":"2024-04-09T21:02:57.000Z","size":161,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-01T02:13:34.240Z","etag":null,"topics":["beautifulsoup4","nlp","nlp-machine-learning","nltk-python","pandas","python","textblob","webscraping"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"cc0-1.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Ayushverma135.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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":"2024-04-09T20:50:56.000Z","updated_at":"2024-04-09T21:03:00.000Z","dependencies_parsed_at":null,"dependency_job_id":"b40f9f3d-7f77-453a-8a6f-9caf52da51ed","html_url":"https://github.com/Ayushverma135/Data-Extraction-and-Text-Analysis-using-NLP","commit_stats":null,"previous_names":["ayushverma135/data-extraction-and-text-analysis-using-nlp"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ayushverma135%2FData-Extraction-and-Text-Analysis-using-NLP","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ayushverma135%2FData-Extraction-and-Text-Analysis-using-NLP/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ayushverma135%2FData-Extraction-and-Text-Analysis-using-NLP/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Ayushverma135%2FData-Extraction-and-Text-Analysis-using-NLP/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Ayushverma135","download_url":"https://codeload.github.com/Ayushverma135/Data-Extraction-and-Text-Analysis-using-NLP/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":239946915,"owners_count":19723018,"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":["beautifulsoup4","nlp","nlp-machine-learning","nltk-python","pandas","python","textblob","webscraping"],"created_at":"2024-11-08T13:22:48.931Z","updated_at":"2026-03-28T06:30:19.666Z","avatar_url":"https://github.com/Ayushverma135.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Data-Extraction-and-Text-Analysis-using-NLP\n## Blackcoffer\nConsulting Website: https://blackcoffer.com | https://lsalead.com/\n\nWeb App Products: https://netclan.com/ | https://insights.blackcoffer.com/ | https://hirekingdom.com/ | https://workcroft.com/\n\nMobile App Products: Netclan | Bwstory\n\n## 1\tObjective\nThe objective of this assignment is to extract textual data articles from the given URL and perform text analysis to compute variables that are explained below. \n\n## 2\tData Extraction\nInput.xlsx\n\nFor each of the articles, given in the input.xlsx file, extract the article text and save the extracted article in a text file with URL_ID as its file name.\nWhile extracting text, please make sure your program extracts only the article title and the article text. It should not extract the website header, footer, or anything other than the article text. \n\n    NOTE: YOU MUST USE PYTHON PROGRAMMING TO EXTRACT DATA FROM THE URLs. YOU CAN USE BEATIFULSOUP,\n    SELENIUM OR SCRAPY, OR ANY OTHER PYTHON LIBRARIES THAT YOU PREFER FOR DATA CRAWLING. \n\n## 3\tData Analysis\nFor each of the extracted texts from the article, perform textual analysis and compute variables, given in the output structure excel file. You need to save the output in the exact order as given in the output structure file, “Output Data Structure.xlsx”.\n\n    NOTE: YOU MUST USE PYTHON PROGRAMMING FOR THE DATA ANALYSIS\n\n## 4\tVariables\nThe definition of each of the variables given in the “Text Analysis.docx” file.\nLook for these variables in the analysis document (Text Analysis.docx):\n- 1.\tPOSITIVE SCORE\n- 2.\tNEGATIVE SCORE\n- 3.\tPOLARITY SCORE\n- 4.\tSUBJECTIVITY SCORE\n- 5.\tAVG SENTENCE LENGTH\n- 6.\tPERCENTAGE OF COMPLEX WORDS\n- 7.\tFOG INDEX\n- 8.\tAVG NUMBER OF WORDS PER SENTENCE\n- 9.\tCOMPLEX WORD COUNT\n- 10.\tWORD COUNT\n- 11.\tSYLLABLE PER WORD\n- 12.\tPERSONAL PRONOUNS\n- 13.\tAVG WORD LENGTH\n\n## 5\tOutput Data Structure\nOutput Variables: \n- 1.\tAll input variables in “Input.xlsx”\n- 2.\tPOSITIVE SCORE\n- 3.\tNEGATIVE SCORE\n- 4.\tPOLARITY SCORE\n- 5.\tSUBJECTIVITY SCORE\n- 6.\tAVG SENTENCE LENGTH\n- 7.\tPERCENTAGE OF COMPLEX WORDS\n- 8.\tFOG INDEX\n- 9.\tAVG NUMBER OF WORDS PER SENTENCE\n- 10.\tCOMPLEX WORD COUNT\n- 11.\tWORD COUNT\n- 12.\tSYLLABLE PER WORD\n- 13.\tPERSONAL PRONOUNS\n- 14.\tAVG WORD LENGTH\n\nCheck out the output data structure spreadsheet for the format of your output, i.e. “Output Data Structure.xlsx”.\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fayushverma135%2Fdata-extraction-and-text-analysis-using-nlp","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fayushverma135%2Fdata-extraction-and-text-analysis-using-nlp","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fayushverma135%2Fdata-extraction-and-text-analysis-using-nlp/lists"}