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Bayyana-kiran · Jan 15, 2024 · 7b7468a · 7b7468a
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diff --git a/...nalysis and Prediction/Simpsons Episodes Dataset Analysis/Dataset/simpsons_characters.csv b/...nalysis and Prediction/Simpsons Episodes Dataset Analysis/Dataset/simpsons_characters.csv
diff --git a/... Analysis and Prediction/Simpsons Episodes Dataset Analysis/Dataset/simpsons_episodes.csv b/... Analysis and Prediction/Simpsons Episodes Dataset Analysis/Dataset/simpsons_episodes.csv
diff --git a/...Analysis and Prediction/Simpsons Episodes Dataset Analysis/Dataset/simpsons_locations.csv b/...Analysis and Prediction/Simpsons Episodes Dataset Analysis/Dataset/simpsons_locations.csv
diff --git a/...and Prediction/Simpsons Episodes Dataset Analysis/Dataset/simpsons_script_lines(zip_file) b/...and Prediction/Simpsons Episodes Dataset Analysis/Dataset/simpsons_script_lines(zip_file)
diff --git a/...n/Simpsons Episodes Dataset Analysis/Images/Average IMDb ratings per season.png b/...n/Simpsons Episodes Dataset Analysis/Images/Average IMDb ratings per season.png
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diff --git a/...diction/Simpsons Episodes Dataset Analysis/Images/Character Lines pie Chart.png b/...diction/Simpsons Episodes Dataset Analysis/Images/Character Lines pie Chart.png
diff --git a/...ediction/Simpsons Episodes Dataset Analysis/Images/Episode count per season.png b/...ediction/Simpsons Episodes Dataset Analysis/Images/Episode count per season.png
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diff --git a/...ction/Simpsons Episodes Dataset Analysis/Images/Sentiment Analyis over time.png b/...ction/Simpsons Episodes Dataset Analysis/Images/Sentiment Analyis over time.png
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diff --git a/...ion/Simpsons Episodes Dataset Analysis/Images/Top Locations across episodes.png b/...ion/Simpsons Episodes Dataset Analysis/Images/Top Locations across episodes.png
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diff --git a/... Analysis and Prediction/Simpsons Episodes Dataset Analysis/Model/Simpsons_Analysis.ipynb b/... Analysis and Prediction/Simpsons Episodes Dataset Analysis/Model/Simpsons_Analysis.ipynb
diff --git a/...ality Rate Analysis and Prediction/Simpsons Episodes Dataset Analysis/Readme.md b/...ality Rate Analysis and Prediction/Simpsons Episodes Dataset Analysis/Readme.md
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+# Data Analysis Report: The Simpsons Dataset
+
+## Introduction
+This report presents a comprehensive analysis of The Simpsons dataset, encompassing characters, episodes, locations, and script lines. The analysis explores various aspects such as character interactions, episode ratings, viewership trends, sentiment analysis, and additional advanced analyses.
+
+## Data Loading and Cleaning
+The datasets were loaded into Pandas DataFrames, and basic cleaning steps were performed to handle encoding issues. The following datasets were used:
+- simpsons_characters
+- simpsons_episodes
+- simpons_locations
+- simpons_script_lines
+
+DataSets: https://www.kaggle.com/datasets/thedevastator/the-simpsons-episodes-dataset
+
+## Character Analysis
+
+### Top Speaking Characters
+Identified and visualized the top characters based on the number of lines spoken.
+
+![Top Speaking Characters](https://github.com/Bayyana-kiran/sdf/assets/99533113/60bd9db2-8bc4-4ffe-b333-75fcd6d8c2f0)
+
+
+### Gender Distribution of Speaking Characters
+Explored the distribution of lines spoken by male and female characters.
+
+![Gender Distribution](https://github.com/Bayyana-kiran/sdf/assets/99533113/3f43f0b7-53c3-4a11-ab76-69044cbfab55)
+
+
+### Character Lines Pie Chart
+Visualized the percentage of lines spoken by each character in a pie chart.
+
+![Character Lines pie Chart](https://github.com/Bayyana-kiran/sdf/assets/99533113/6fa8afb2-0529-40c1-ab50-d177ee9fab87)
+
+
+## Episode Analysis
+
+### Season-wise Episode Count
+Visualized the number of episodes in each season.
+
+![Episode count per season](https://github.com/Bayyana-kiran/sdf/assets/99533113/632a943e-b57b-4abc-b0ea-1885c3693630)
+
+
+
+
+### Seasonal Viewership Bar Chart
+Visualized the average viewership per season using a bar chart.
+
+![Seasonal Viewrship](https://github.com/Bayyana-kiran/sdf/assets/99533113/7368c975-fa54-49a4-9ee5-8572ec98726c)
+
+## Location Analysis
+
+### Top Locations Across Episodes
+Identified and visualized the most popular locations based on the number of lines spoken.
+
+![Top Locations across episodes](https://github.com/Bayyana-kiran/sdf/assets/99533113/d6fb1949-e18d-4fae-b95e-0017bc36faef)
+
+
+
+## Text Analysis
+
+### Word Cloud of Spoken Words
+Created a word cloud to visualize the most frequently used words in the spoken lines.
+
+![Word Cloud of spoken words](https://github.com/Bayyana-kiran/sdf/assets/99533113/90fbb2aa-7ca3-4a0c-8e14-592581db492a)
+
+
+### Sentiment Analysis Over Time
+Analyzed the sentiment of spoken words over time.
+
+![Sentiment Analyis over time](https://github.com/Bayyana-kiran/sdf/assets/99533113/c4390f94-6e7a-4871-a230-c477f6ac9e6c)
+
+
+## Conclusion
+This comprehensive analysis provides insights into character dynamics, episode trends, and sentiment patterns throughout The Simpsons dataset. Further explorations and analyses can be conducted based on specific areas of interest.
+
+For detailed code and additional analyses, refer to the Python script used for this report.
+
+---
+Author: Sai Kiran B L S
+Github: [Sai Kiran B L S](https://github.com/Bayyana-kiran)
+