Merge pull request #713 from HarshRaj29004/Alternate

Narendra Modi - Text Speech Analysis
abhisheks008 · Jul 21, 2024 · 924825e · 924825e
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diff --git a/Narendra Modi - Text Speeches Analysis/Dataset/README.md b/Narendra Modi - Text Speeches Analysis/Dataset/README.md
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+## DATASET SOURCE:
+- https://www.kaggle.com/adiamaan/modi-speeches
+
+## Dataset Description :
+
+- ID
+- TITLE
+- URL
+- ARTICLE TEXT
+- IMAGES
+- PUBLISH INFO
+- TAGS
+
+### Columns Droped are :
+
+- URL
+- IMAGES
+
+### Columns Created :
+
+- YEAR
+- MONTH
+- Sentiments
+- Sentimental Score
diff --git a/Narendra Modi - Text Speeches Analysis/Dataset/modi_speeches.csv b/Narendra Modi - Text Speeches Analysis/Dataset/modi_speeches.csv
diff --git a/Narendra Modi - Text Speeches Analysis/Images/Most common Tags.png b/Narendra Modi - Text Speeches Analysis/Images/Most common Tags.png
diff --git a/Narendra Modi - Text Speeches Analysis/Images/Most common words from speech.png b/Narendra Modi - Text Speeches Analysis/Images/Most common words from speech.png
diff --git a/Narendra Modi - Text Speeches Analysis/Images/Number of Speeches per Month.png b/Narendra Modi - Text Speeches Analysis/Images/Number of Speeches per Month.png
diff --git a/Narendra Modi - Text Speeches Analysis/Images/Number of Speeches per Year.png b/Narendra Modi - Text Speeches Analysis/Images/Number of Speeches per Year.png
diff --git a/Narendra Modi - Text Speeches Analysis/Images/Word cloud.png b/Narendra Modi - Text Speeches Analysis/Images/Word cloud.png
diff --git a/Narendra Modi - Text Speeches Analysis/Models/README.md b/Narendra Modi - Text Speeches Analysis/Models/README.md
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+# NAREDRA MODI TEXT SPEECH ANALYSIS
+
+###  🎯 Goal : This project is to analyze the speeches of Narendra Modi.
+
+###  🧵 Dataset : https://www.kaggle.com/adiamaan/modi-speeches
+
+### 🧾 Description : 
+
+- Objective: The key idea of this analysis is to extract meaningful insights from the 
+    speeches of a prominent political figure. The analysis aims to understand the themes, keywords, frequency trends, and sentiments expressed in the speeches.
+
+- Method: The analysis is conducted in four parts such as, Tag Frequency Analysis, Keyword Analysis, 
+    Speech Frequency Analysis and finally Sentimental Analysis. 
+
+- Outcome: Through these analyses, we gain a comprehensive insight into the content of the speeches 
+    and the thought  process of Narendra Modi. The results highlight the main themes, commonly used keywords, trends in speech frequency, and the positive sentiment consistently present in the speeches. 
+
+
+### 🧮 What I had done!(Analytics) :
+
+- Tag Frequency Analysis: Plotted the frequency of the 30 most popular tags on a bar graph, highlighting key
+    government goals such as Good Governance, Infrastructural Development, Promoting Digital India Campaign, and other government schemes.
+
+- Keyword Analysis: Analyzed the key words mostly included in the speeches, revealing a focus on India,
+    Economy People, World friends, Productional growth, and Welfare.
+
+- Speech Frequency Analysis: Analyzed the frequency of speeches over the years and months, 
+    showing a peak in 2019 due to the general election, with over 300 speeches.
+
+- Sentiment Analysis: Assessed the sentiment of the speeches, 
+    finding that all were positive with scores greater than 0.9.
+
+### Library used :
+- Pandas
+- Numpy
+- String
+- Matplotlib
+- Seaborn
+- Word cloud
+
+### 📊 Visual Plots :
+
+- ![](/Narendra%20Modi%20-%20Text%20Speeches%20Analysis/Images/Most%20common%20Tags.png)
+
+- ![](/Narendra%20Modi%20-%20Text%20Speeches%20Analysis/Images/Word%20cloud.png)
+
+- ![](/Narendra%20Modi%20-%20Text%20Speeches%20Analysis/Images/Most%20common%20words%20from%20speech.png)
+
+- ![](/Narendra%20Modi%20-%20Text%20Speeches%20Analysis/Images/Number%20of%20Speeches%20per%20Year.png)
+
+- ![](/Narendra%20Modi%20-%20Text%20Speeches%20Analysis/Images/Number%20of%20Speeches%20per%20Month.png)
+
+
+### ✒️ Contributor : 
+ *Harsh Raj*
+
+ *Abhishek Sharma* (Mentor)
diff --git a/Narendra Modi - Text Speeches Analysis/Models/narendra-modi-speech-analysis.ipynb b/Narendra Modi - Text Speeches Analysis/Models/narendra-modi-speech-analysis.ipynb
diff --git a/Narendra Modi - Text Speeches Analysis/requirements.txt b/Narendra Modi - Text Speeches Analysis/requirements.txt
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+matplotlib==3.5.2
+numpy==1.19.2
+pandas==1.4.3
+nltk==3.8.1
+seaborn==0.11.2
+vaderSentiment
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