{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"collapsed_sections":["pBMgfk57U3xt","Bo-rgML7Vkuk","1ff91a6f"],"authorship_tag":"ABX9TyNBVTxO56sKew2XrhdH7tle"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# **It is your turn!**\n","\n","You are given a dataset containing observations described by multiple features. Your task is to explore the data and apply an appropriate clustering technique.\n","\n","### **1. Exploratory Analysis**\n","Begin by analyzing the dataset. Examine the distribution of the features, identify possible patterns, and check for scaling issues or outliers.\n","\n","### **2. Method Selection**\n","Based on your observations, choose a suitable clustering algorithm. In particular, decide whether:\n","\n","* the number of clusters should be specified in advance (e.g., K-means);\n","* the algorithm can automatically determine the number of clusters (e.g., DBSCAN, hierarchical clustering).\n","\n","### **3. Model Application**\n","Apply the selected clustering method to the dataset. If required, determine the optimal number of clusters using appropriate techniques (e.g., Elbow method, Silhouette score).\n","\n","### **4. Evaluation of Results**\n","Evaluate the quality of the clustering results using suitable metrics (e.g., Silhouette score, Davies–Bouldin index) and/or visualizations.\n","\n","### **5. Interpret the results**\n","In particular, discuss:\n","* The structure of the identified clusters\n","* The strengths and limitations of the chosen method\n","* Possible alternative approaches and how they might perform on the same dataset"],"metadata":{"id":"CQSwSz8KhJSU"}},{"cell_type":"markdown","source":["# **Let's start!**"],"metadata":{"id":"XadRo_49J6YX"}},{"cell_type":"code","source":["# # Uncomment and run this cell only if some packages are missing in your environment.\n","# # Install ipywidgets for interactive elements\n","# !pip install ipywidgets"],"metadata":{"id":"8tUxQ4K580fN","executionInfo":{"status":"ok","timestamp":1776173028922,"user_tz":-120,"elapsed":14,"user":{"displayName":"Ylenia Maruccia","userId":"10440347007609973615"}}},"execution_count":1,"outputs":[]},{"cell_type":"code","execution_count":2,"metadata":{"id":"_zZLnOLf8mFZ","executionInfo":{"status":"ok","timestamp":1776173031385,"user_tz":-120,"elapsed":2467,"user":{"displayName":"Ylenia Maruccia","userId":"10440347007609973615"}}},"outputs":[],"source":["# Python libraries\n","import numpy as np\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","import matplotlib.cm as cm\n","import seaborn as sns\n","\n","#Settings for plots\n","sns.set_palette(\"bright\")\n","sns.set_style(\"ticks\")\n","sns.set_context(\"paper\", font_scale=1.75) #Largest Context\n","\n","## Uncomment and/or add your needed packages\n","\n","# # Scikit-learn (Data generation, Pre-Processing, Models, Metrics, Clustering)\n","# from sklearn.datasets import make_blobs, make_moons\n","# from sklearn.preprocessing import StandardScaler\n","# from sklearn.cluster import DBSCAN, HDBSCAN\n","# from sklearn.metrics import silhouette_samples, silhouette_score, davies_bouldin_score\n","\n","# # Interactive tools\n","# from ipywidgets import interact, IntSlider, FloatSlider, fixed"]},{"cell_type":"markdown","source":["## Exercise 1"],"metadata":{"id":"pBMgfk57U3xt"}},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":559},"id":"6ad97f1e","executionInfo":{"status":"ok","timestamp":1776173033037,"user_tz":-120,"elapsed":1650,"user":{"displayName":"Ylenia Maruccia","userId":"10440347007609973615"}},"outputId":"d2b3b2c8-84c8-4d24-da2c-d6ccaa587e73"},"source":["from sklearn.datasets import make_blobs\n","\n","# Generate a synthetic 'blobs' dataset\n","# n_samples: total number of points equally divided among clusters\n","# centers: number of clusters or coordinates of the cluster centers\n","# cluster_std: standard deviation of the clusters (controls density)\n","# random_state: seed for reproducibility\n","X_blobs, y_blobs = make_blobs(n_samples=1500, centers=6, cluster_std=0.7, random_state=42)\n","\n","# Visualize the generated dataset\n","plt.figure(figsize=(8, 6))\n","plt.scatter(X_blobs[:, 0], X_blobs[:, 1], s=50, color='gray', alpha=0.7)\n","plt.xlabel(\"Feature 1\")\n","plt.ylabel(\"Feature 2\")\n","plt.grid(True, linestyle=':', alpha=0.5)\n","plt.show()"],"execution_count":3,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 800x600 with 1 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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["## Exercise 2"],"metadata":{"id":"Bo-rgML7Vkuk"}},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":559},"id":"17f39523","executionInfo":{"status":"ok","timestamp":1776173033298,"user_tz":-120,"elapsed":259,"user":{"displayName":"Ylenia Maruccia","userId":"10440347007609973615"}},"outputId":"7e454b76-978e-4235-b21a-e6f74bcf8a8a"},"source":["from sklearn.datasets import make_blobs\n","\n","# Generate a few clusters with different standard deviations to create variable density\n","X_dense_clusters, y_dense_clusters = make_blobs(n_samples=800, centers=3, cluster_std=[0.5, 1.0, 0.7], random_state=42)\n","\n","# Generate additional scattered noise points to create variable density and 'background' noise\n","n_scattered_points = 300 # Decreased scattered points\n","np.random.seed(42)\n","X_scattered = np.random.uniform(low=np.min(X_dense_clusters)-2, high=np.max(X_dense_clusters)+2, size=(n_scattered_points, 2))\n","y_scattered = np.full(n_scattered_points, -1) # Assign a dummy label for scattered points\n","\n","# Combine the clustered dataset with the scattered points\n","X_variable_density, y_variable_density = np.vstack((X_dense_clusters, X_scattered)), np.hstack((y_dense_clusters, y_scattered))\n","\n","# Visualize the generated dataset\n","plt.figure(figsize=(8, 6))\n","plt.scatter(X_variable_density[:, 0], X_variable_density[:, 1], s=50, color='gray', alpha=0.7)\n","plt.xlabel(\"Feature 1\")\n","plt.ylabel(\"Feature 2\")\n","plt.grid(True, linestyle=':', alpha=0.5)\n","plt.show()"],"execution_count":4,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 800x600 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","metadata":{"id":"1ff91a6f"},"source":["## Exercise 3"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":559},"id":"142a07e1","executionInfo":{"status":"ok","timestamp":1776173033672,"user_tz":-120,"elapsed":371,"user":{"displayName":"Ylenia Maruccia","userId":"10440347007609973615"}},"outputId":"c400524b-56f5-489d-934c-ffe9221df768"},"source":["# Generate 1500 samples, with two concentric circles and some noise\n","from sklearn.datasets import make_circles\n","\n","X_circles, y_circles = make_circles(n_samples=1500, factor=0.5, noise=0.05, random_state=42)\n","\n","\n","# Visualize the new scaled dataset\n","plt.figure(figsize=(8, 6))\n","plt.scatter(X_circles[:, 0], X_circles[:, 1], s=50, alpha=0.7, color='gray')\n","plt.xlabel(\"Feature 1\")\n","plt.ylabel(\"Feature 2\")\n","plt.grid(True, linestyle=':', alpha=0.5)\n","plt.show()\n"],"execution_count":5,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 800x600 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]}]}