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Analysis Roadmap Data extraction Word Frequency Compute Polarity Analysis and Subjectivity python from YouTube Data Manipulation Score Pandas Numpy Datetime Text Preprocessing and General topics Categorize Discuss NLP Classification D Exploratory Data scores and Plot recommendations String Analysis Sentiment based on the Re using IA Analysis results Nitk TextBlob Visualization X Matplotlib Main topics Correlation Data Cleaning Analysis for Answer guiding Seaborn Worldcloud definition topics questions ML and Modeling Scipy Sklearn Assisted efine Goals and Estimate Degree Asses different Python Classification Guiding of centrality and models using IA Questions Betweenness performanceContents Introduction. Analysis Questions... EDA Objectives and Questions. Statistical Data Objectives and Questions. Machine Learning Objectives and Questions. Sentiment Analysis Objectives and Questions. Data Sourcing and Justification.. Data Cleaning. Merging the Datasets. 10 Missing values.. 10 Outlier Detection... 11 Feature Scaling. 11 Feature Engineering 11 Sentiment Analysis. 12 Data Collection Process. 12 Data Cleaning.. 12 Data Classification... 12 Visualizations, Analytical Methods & Implementation. 13 Exploratory Data Analysis.... 13 1. What were the search patterns on Google related to Amazon and taxes?. 13 Statistical Data Analysis... 13 2. Is there a correlation between online interest and Amazon's commercial value?.. 13 Machine Learning Analysis.. 15 3. What extent do search engine trends influence the commercial value of Amazon?... 15 Sentiment Analysis..... ..... 19 4. How do the sentiment polarity and thematic patterns in viewer comments reflect public opinion regarding Amazon's tax scandal?. 19 5. To what extent do specific categories of comments and their interconnections influence consumer attitudes and perceptions toward Amazon's brand?. 20 Insights And Discussion. 21 Reference. 23 Appendix. 24