refactor: update README.md to include link to examples folder

examples/data_analysis_example/README.md

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+# Example - data_analysis_example 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/deriv_example/README.md

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+# Example - deriv_example 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/diff_example/README.md

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+# Example - diff_example 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/dist_histogram/README.md

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+# Example - dist_histogram 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/fft_plot_example/README.md

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+# Example - fft_plot_example 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/io_h5_dataset/README.md

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+# Example - io_h5_dataset 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/io_h5_relax/README.md

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+# Example - io_h5_relax 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/iter_lazy_generation/README.md

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+# Example - iter_lazy_generation 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/la_triplet01/README.md

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+# Example - la_triplet01 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/ml_kmeans/README.md

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+# Example - ml_kmeans 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/ml_kmeans_plot/README.md

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+# Example - ml_kmeans_plot 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/ml_knn_plot/README.md

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+# Example - ml_knn_plot 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/ml_linreg01/README.md

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+# Example - ml_linreg01 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/ml_linreg02/README.md

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+# Example - ml_linreg02 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/ml_linreg_plot/README.md

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+# Example - ml_linreg_plot 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/ml_sentiment_analysis/README.md

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+# Example - ml_sentiment_analysis 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/mpi_basic_example/README.md

@@ -1,26 +1,16 @@
-# MPI Basic example
+# Example - mpi_basic_example 📘
 
-This example shows how to use the basic MPI functions in VSL.
+This example demonstrates the usage of the V Scientific Library for various purposes.
 
-## Quickstart
+## Instructions
 
-- Compile the example with:
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
 
-```bash
-v -o mpi_basic_example -prod -cc mpirun main.v
+```sh
+v run main.v
 ```
 
-- Run the example with:
-
-```bash
-$ mpirun -np 2 -H localhost:8 ./mpi_basic_example
-Test MPI 01
-Hello from rank 0
-The world has 2 processes
-Hello from rank 1
-The world has 2 processes
-ID: 0 - Assertion: true
-ID: 0 - Assertion: true
-ID: 1 - Assertion: true
-ID: 1 - Assertion: true
-```
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/plot_annotated_pie_chart/README.md

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+# Example - plot_annotated_pie_chart 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/plot_bar/README.md

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+# Example - plot_bar 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/plot_basic_heatmap/README.md

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+# Example - plot_basic_heatmap 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/plot_bubble_chart/README.md

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+# Example - plot_bubble_chart 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊

examples/plot_grouped_bar_chart/README.md

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+# Example - plot_grouped_bar_chart 📘
+
+This example demonstrates the usage of the V Scientific Library for various purposes.
+
+## Instructions
+
+1. Ensure you have the V compiler installed. You can download it from [here](https://vlang.io).
+2. Ensure you have the VSL installed. You can do it following the [installation guide](https://github.com/vlang/vsl?tab=readme-ov-file#-installation)!
+3. Navigate to this directory.
+4. Run the example using the following command:
+
+```sh
+v run main.v
+```
+
+Enjoy exploring the capabilities of the V Scientific Library! 😊