diff --git a/.github/ISSUE_TEMPLATE/BUG.yml b/.github/ISSUE_TEMPLATE/BUG.yml
new file mode 100644
index 00000000..5c56edca
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/BUG.yml
@@ -0,0 +1,51 @@
+name: ​🐞 Bug
+description: Report an issue to help us improve the project.
+title: '[BUG] '
+labels: ["bug"]
+body:
+  - type: textarea
+    attributes:
+      label: Description
+      id: description
+      description: A brief description of the issue or bug you are facing, also include what you tried and what didn't work.
+    validations:
+      required: false
+  - type: textarea
+    attributes:
+      label: Screenshots
+      id: screenshots
+      description: Please add screenshots if applicable
+    validations:
+      required: false
+  - type: textarea
+    attributes:
+      label: Any additional information?
+      id: extrainfo
+      description: Any additional information or Is there anything we should know about this bug?
+    validations:
+      required: false
+  - type: dropdown
+    id: browsers
+    attributes:
+      label: What browser are you seeing the problem on?
+      multiple: true
+      options:
+        - Firefox
+        - Chrome
+        - Safari
+        - Microsoft Edge
+  - type: checkboxes
+    id: no-duplicate-issues
+    attributes:
+      label: 'Checklist'
+      options:
+        - label: 'I have checked the existing issues'
+          required: true
+
+        - label: 'I have read the [Contributing Guidelines](https://github.com/alo7lika/Scrape-ML/blob/alo/CONTRIBUTING.md)'
+          required: true
+        - label: "I'm a GSSoC'24-Extd contributor"
+        - label: "I'm a Hacktoberfest'24 contributor"
+
+        - label: 'I am willing to work on this issue (optional)'
+          required: false
diff --git a/README.md b/README.md
index 362f9a42..95e282e7 100644
--- a/README.md
+++ b/README.md
@@ -162,22 +162,28 @@ When prompted by the app, upload a CSV (comma separated value) file containing t
 
 Streamlit app link: https://scrape-review-analysis.streamlit.app
 
-## Contribution
+## Contribution 🎉
 <picture>
   <source srcset="https://fonts.gstatic.com/s/e/notoemoji/latest/1f389/512.webp" type="image/webp">
   <img src="https://fonts.gstatic.com/s/e/notoemoji/latest/1f389/512.gif" alt="🎉" width="32" height="32">
-</picture>Contributions are welcome! If you have any suggestions for improvements or new features, please feel free to submit a pull request. Your contributions help make this project better for everyone. <picture>
+</picture>
+Contributions are welcome! If you have any suggestions for improvements or new features, please feel free to submit a pull request. Your contributions help make this project better for everyone.
+<picture>
   <source srcset="https://fonts.gstatic.com/s/e/notoemoji/latest/1f680/512.webp" type="image/webp">
   <img src="https://fonts.gstatic.com/s/e/notoemoji/latest/1f680/512.gif" alt="🚀" width="32" height="32">
 </picture>
+
 <div align="Left">
-<h2><font size="6">
-<picture>
-  <source srcset="https://fonts.gstatic.com/s/e/notoemoji/latest/1f525/512.webp" type="image/webp">
-  <img src="https://fonts.gstatic.com/s/e/notoemoji/latest/1f525/512.gif" alt="🔥" width="32" height="32">
-</picture>Contribution</font></h2>
+  <h2>
+    <picture>
+      <source srcset="https://fonts.gstatic.com/s/e/notoemoji/latest/1f525/512.webp" type="image/webp">
+      <img src="https://fonts.gstatic.com/s/e/notoemoji/latest/1f525/512.gif" alt="🔥" width="32" height="32">
+    </picture>
+    Contribution
+  </h2>
 </div>
-<h3>This project thanks all the contributors for having your valuable contribution to our project</h3>
+
+<h3>This project thanks all the contributors for their valuable contributions to our project</h3>
 <br>
 
 <center>
@@ -190,9 +196,7 @@ Streamlit app link: https://scrape-review-analysis.streamlit.app
 ## 💗 Stargazers
 
 <div align='left'>
-
-[![Stargazers repo roster for @recodehive/Scrape-ML](https://reporoster.com/stars/recodehive/Scrape-ML)](https://github.com/recodehive/Scrape-ML/stargazers)
-
+  [![Stargazers repo roster for @recodehive/Scrape-ML](https://reporoster.com/stars/recodehive/Scrape-ML)](https://github.com/recodehive/Scrape-ML/stargazers)
 </div>
 
 ## 💗 Forkers
@@ -201,7 +205,6 @@ Streamlit app link: https://scrape-review-analysis.streamlit.app
 
 ![-----------------------------------------------------](https://raw.githubusercontent.com/andreasbm/readme/master/assets/lines/rainbow.png)
 
-
 ## Final Dataset
 
 🔬Here is the Link to **Final Dataset:** [Drive Link](https://drive.google.com/file/d/1sTNAeuy-99Hao0V5AOVznLXyDJC2zuFn/view?usp=sharing) containing the scraped IMDb movie reviews. This dataset can be used for analysis, research, or any other purposes you require. 📦
@@ -213,7 +216,22 @@ Streamlit app link: https://scrape-review-analysis.streamlit.app
 </picture>For any issues regarding the scraper, feel free to open an issue on GitHub. We'll be happy to assist you with any problems or inquiries you may have. 🛠️
 
 <p align="right"><a href="#top">Back to top</a></p>
-*
+
+
+## 🌍 Our Valuable Contributors
+
+<p align="center">
+      <a href="https://github.com/recodehive/Scrape-ML/graphs/contributors">
+         <img src="https://api.vaunt.dev/v1/github/entities/recodehive/repositories/Scrape-ML/contributors?format=svg&limit=54" width="700" height="250" />
+      </a>
+</p>
+
+<br>
+
+### 🎉 Thank You to All Our Amazing Contributors! 🎉
+
+We are incredibly grateful for your dedication and hard work. Your contributions have been invaluable in making this project a success. Thank you for being a part of our journey!
+
 
 ## 🌐 Connect with Me