readme

Author: Dinu23

LISCENSE

@@ -0,0 +1,33 @@
+## License
+
+This application is governed by the __BSD 3-Clause license__.
+
+BSD 3-Clause License
+
+Copyright (c) 2024,
+All rights reserved.
+
+Redistribution and use in source and binary forms, with or without
+modification, are permitted provided that the following conditions are met:
+
+* Redistributions of source code must retain the above copyright notice, this
+    list of conditions and the following disclaimer.
+
+* Redistributions in binary form must reproduce the above copyright notice,
+    this list of conditions and the following disclaimer in the documentation
+    and/or other materials provided with the distribution.
+
+* Neither the name of the copyright holder nor the names of its
+    contributors may be used to endorse or promote products derived from
+    this software without specific prior written permission.
+
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
+DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
+FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
+DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
+SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
+CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
+OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

README.md

@@ -18,9 +18,7 @@ As part of the IOHprofiler framework, IOHClustering is under active development.
 The minimum supported Python version is 3.10. Install IOHClustering via pip and git:
 
 ```bash
-git clone https://github.com/IOHprofiler/IOHClustering.git
-cd IOHClustering
-pip install .
+pip install iohclustering
 ```
 
 ## Basic Usage
@@ -75,14 +73,14 @@ for problem in problems.keys():
 
 
 ## Tutorials
-### Tutorials
 
 Explore the following Jupyter notebooks for step-by-step tutorials on using **IOHClustering**:
 1. [Custom Dataset and Random Search Tutorial](https://github.com/IOHprofiler/IOHClustering/blob/main/tutorials/custom_dataset_random_search.ipynb): Learn how to define clustering problems with your own datasets and explore solutions using random search.
 2. [Custom Metric and Random Search Tutorial](https://github.com/IOHprofiler/IOHClustering/blob/main/tutorials/custom_clustering_metric.ipynb): Understand how to define custom clustering metrics and solve clustering problems with random search.
 
 ## License
 
+This project is licensed under a standard BSD-3 clause License. See the LICENSE file for details.
 
 
 ## Acknowledgments

tutorials/custom_clustering_metric.ipynb

@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 24,
    "id": "d858903c",
    "metadata": {},
    "outputs": [],
@@ -36,7 +36,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 25,
    "id": "2f098aac",
    "metadata": {},
    "outputs": [
@@ -68,7 +68,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 26,
    "id": "c51d35b4",
    "metadata": {},
    "outputs": [],
@@ -121,7 +121,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 27,
    "id": "0ef973fe",
    "metadata": {},
    "outputs": [],
@@ -149,7 +149,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 28,
    "id": "a05bc3ca",
    "metadata": {},
    "outputs": [],
@@ -179,7 +179,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 29,
    "id": "e236402e",
    "metadata": {},
    "outputs": [],
@@ -204,7 +204,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 30,
    "id": "3d518238",
    "metadata": {},
    "outputs": [],
@@ -228,7 +228,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 31,
    "id": "47034443",
    "metadata": {},
    "outputs": [],