Update README.md

Author: Farah El Ghemary

README.md

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   <img width="500" height="" src="https://github.com/DexterTaha/SAR-EQViz/blob/main/Images/Project%20Logo.png">
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-[SAR-EQViz](https://dextertaha.github.io/SAR-EQViz/index.html) is a website that combines Sentinel-1 Synthetic Aperture Radar (SAR) imagery & Drone scans to display the impact of the 2023 Moroccan earthquake, guiding and optimizing reconstruction efforts.
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 ## :pushpin: About
-SAR-EQViz is a revolutionary approach to post-seismic analysis and visualization. By showing land displacement data from SAR (Synthetic Aperture Radar) data and high-resolution, up-close drone scans. We developed an interactive digital art platform that serves as an educational tool, an advocacy platform, and a bridge between scientific data and public understanding.
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-Users such as civil engineers, urban planners, architects, and the local government can dynamically explore the affected regions, witnessing the post-earthquake land transformations, enabling them to conduct in-depth analysis and reconstruction plannings. The drone spotlights the urgent needs and challenges on the ground. 
-
-It not only bridges the gap between raw data and human stories but also empowers decision-makers with actionable insights for targeted rehabilitation plans.
+[SAR-EQViz](https://dextertaha.github.io/SAR-EQViz/index.html) is a website that combines Sentinel-1 Synthetic Aperture Radar (SAR) imagery & Drone scans to display the impact of the 2023 Moroccan earthquake. It is a revolutionary approach to post-seismic analysis and visualization. We developed an interactive digital art platform that serves as an educational tool, an advocacy platform, and a bridge between scientific data and public understanding.
 
 ## :pushpin: Motivation
-The motivation behind SAR-EQViz lies in its capability to revolutionize post-seismic analysis and public understanding. In contrary, traditional assessment methods doesn't envolve public engagement and it is mainly focusing on isolated data sets. By merging SAR data with high resolution scan drones, SAR-EQViz transforms this chunks of information into an interactive digital art platform.
+The motivation behind SAR-EQViz lies in its capability to revolutionize post-seismic analysis and public understanding. In contrary, traditional assessment methods doesn't envolve public engagement and it's mainly focusing on isolated data sets. By merging SAR data with high resolution scan drones, SAR-EQViz transforms this chunks of information into an interactive digital art platform.
 
 This platform serves multiple purposes: it educates the general public by bridging the often wide gap between complex scientific data and general comprehension, and advocates for targeted and efficient reconstructions. Users ranging from civil engineers and urban planners to local government agencies can use the platform to check transformations in earth and infrastructure post-earthquake. This facilitates more in-depth analysis and data-driven decision-making for reconstruction projects.
 
+It not only bridges the gap between raw data and human stories but also empowers decision-makers with actionable insights for targeted rehabilitation plans.
 
 ## :pushpin: Table of Contents
 
@@ -27,57 +22,50 @@ This platform serves multiple purposes: it educates the general public by bridgi
 | Images  |  Images     |
 | Resources |   Resources    |
 | docs |   Code of the user interface    |
-| README |  Introduction     |
+| README |  Description     |
 
 Each subfolder has it own README.
 
 ## :pushpin: Development Process
 
-- **Research and Conceptualization:** At this initial stage, the foundation for the project is laid. Ideas are brainstormed, and initial concepts are outlined. The team identifies the objectives and key requirements of the platform.
+- **Research and Conceptualization:** Brainstorming and laying the foundations of the project. The team identified the objectives and key requirements of the platform.
 
-- **Data Exploration and Preprocessing:** After defining the project scope, the team delves into relevant data sources. The data is explored, cleaned, and preprocessed to ensure its quality and relevance to the project's goals.
+- **Data Exploration and Preprocessing:** Searching and filtreing data sources to ensure its relevance to our project.
+  
+- **Visualization Design and Development:** designing the platform's visual component, ensuring that they are user-friendly and informative.
 
-- **Visualization Design and Development:** With the data ready, the team shifts focus to designing the platform's visual components. Data visualizations are developed, ensuring that they are intuitive, user-friendly, and informative.
+- **Refinement and Iteration:** makimg refinements and improvements to enhance the functionality of the website.
 
-- **Refinement and Iteration:** Post the initial design phase, the project undergoes several rounds of refinements. Feedback is collected, and iterative improvements are made to enhance functionality, usability, and visual appeal.
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-- **Documentation and Presentation:** Concurrently, comprehensive documentation is prepared, outlining the platform's features, functionalities, and benefits. A presentation is also crafted to showcase the project to potential stakeholders and the wider audience.
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-- **Final Touches and Submission:** The project concludes with final optimizations, bug fixes, and quality checks. Once everything is in place, SAR-EQViz is finalized for submission, ensuring it aligns perfectly with the goals set out at the start.
+- **Documentation and Presentation:** preparing the project's documentation and presentation.
+  
+- **Final Touches and Submission:** making the final optimizations, bug fixes, and quality checks.
 
 ## :pushpin: Highlight and Features
 ### Data Integration
 - **Multi-Source Imagery**: Integration of Sentinel-1 SAR and drone-scanned images.
-- **Real-Time Updates**: pdate data sets in real-time for ongoing analysis.
+- **Real-Time Updates**: update data sets in real-time for ongoing analysis.
 
 ### Visualization
 - **Interactive Map**: Users can zoom in/out and pan across regions to study affected areas.
 - **Land Displacement Metrics**: Visualization of land shifts using color-coded metrics.
 - **3D Modeling**: Option to view affected areas in 3D, giving spatial context to the damage.
 
-### User Interactivity
-- **Custom Filters**: Ability for users to apply various filters such as time range, severity of damage, etc.
-- **Data Overlays**: Users can overlay different data sets for comparative analysis.
+
 
 ### Analytical Tools
 - **Damage Assessment**: Automated algorithms to evaluate the extent of structural damage.
-- **Reconstruction Planning**: Tools to aid in planning reconstruction efforts, like identifying safe zones for rebuilding.
+- **Reconstruction Planning**: identifying safe zones for rebuilding.
 
 ### Educational & Advocacy Aspects
-- **Information Panels**: Clickable panels or tooltips providing educational content about earthquakes, SAR technology, etc.
-- **Public Sharing**: Options to share specific findings on social media, aiding in advocacy and public awareness.
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-### Collaboration & Multi-user Support
-- **User Annotations**: Ability to add annotations and comments for collaborative analysis.
-- **Role-Based Access**: Different levels of access for various types of users such as civil engineers, local government, etc.
+- **Information Panels**: Clickable panels or tooltips providing educational content.
+- **Public Sharing**: Options to share specific findings on social media.
 
 ## :pushpin: NASA Space Apps Challenge
-SAR-EQViz has been specifically developed in response to the [NASA International Space Apps Challenge](), and our project fits within the "Create a Work of SART (Synthetic Aperture Radar Art)" challenge.
+SAR-EQViz has been specifically developed in response to the [NASA International Space Apps Challenge](https://www.spaceappschallenge.org/), and our project fits within the [Create a Work of SART (Synthetic Aperture Radar Art)](https://www.spaceappschallenge.org/2023/challenges/create-a-work-of-sart-synthetic-aperture-radar-art/) challenge.
 ### Additional Resources
 
   - [NASA Space Apps Challenge Project Page](https://www.spaceappschallenge.org/2023/find-a-team/fstteam/?tab=project)
   - [Presentation](https://drive.google.com/file/d/1O9ageSt9JiPlZ7JW9TIlhPlrTv8nTnOL/view?usp=sharing)
-  - [Pitching Presentation]
 
 ## :star: Team
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