{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "43ac1dc3", "metadata": { "_cell_guid": "3479d901-dfa9-4162-af58-9b61aa392b9e", "_uuid": "ba9aafb1-2cc0-4739-b54e-c7d967bb828b", "execution": { "iopub.execute_input": "2024-11-02T13:24:45.293405Z", "iopub.status.busy": "2024-11-02T13:24:45.292880Z", "iopub.status.idle": "2024-11-02T13:24:57.070123Z", "shell.execute_reply": "2024-11-02T13:24:57.069091Z" }, "jupyter": { "source_hidden": true }, "papermill": { "duration": 11.788238, "end_time": "2024-11-02T13:24:57.073138", "exception": false, "start_time": "2024-11-02T13:24:45.284900", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Unique diagnosis values:\n", " [ 32 24 48 28 20 36 40 44 16 0 100 60 56 12 52 68 8 84]\n", "Diagnosis counts:\n", " diagnosis_mapped\n", "Unknown 441\n", "Others 8\n", "2nd Degree AV Block 2\n", "Supraventricular Premature Contraction 1\n", "Name: count, dtype: int64\n", " age sex height weight qrs_duration p-r_interval q-t_interval \\\n", "0 75 0 190 80 91 193 371 \n", "1 56 1 165 64 81 174 401 \n", "2 54 0 172 95 138 163 386 \n", "3 55 0 175 94 100 202 380 \n", "4 75 0 190 80 88 181 360 \n", "\n", " t_interval p_interval qrs ... QRST J heart_rate q_wave r_wave \\\n", "0 174 121 -16 ... -2.0 NaN 63.0 0 52 \n", "1 149 39 25 ... 31.0 NaN 53.0 0 48 \n", "2 185 102 96 ... 66.0 23.0 75.0 0 40 \n", "3 179 143 28 ... 20.0 NaN 71.0 0 72 \n", "4 177 103 -16 ... 3.0 NaN NaN 0 48 \n", "\n", " s_wave R'_wave S'_wave diagnosis diagnosis_mapped \n", "0 44 0 0 32 Unknown \n", "1 0 0 0 24 Unknown \n", "2 80 0 0 24 Unknown \n", "3 20 0 0 48 Unknown \n", "4 40 0 0 28 Unknown \n", "\n", "[5 rows x 22 columns]\n", "\n", "Sample of pulse vectors:\n", " AA AB AC AD AE AF AG AH AI AJ ... JP JQ JR JS JT JU \\\n", "0 0 0 0 0 0 0 0 44 20 36 ... 0.0 9.0 -0.9 0.0 0 0.9 \n", "1 0 0 0 0 0 0 0 64 0 0 ... 0.0 8.5 0.0 0.0 0 0.2 \n", "2 0 0 0 0 0 0 20 56 52 0 ... 0.0 9.5 -2.4 0.0 0 0.3 \n", "3 0 0 0 0 0 0 0 64 36 0 ... 0.0 12.2 -2.2 0.0 0 0.4 \n", "4 0 0 0 0 0 0 0 40 24 0 ... 0.0 13.1 -3.6 0.0 0 -0.1 \n", "\n", " JV JW JX JY \n", "0 2.9 23.3 49.4 8 \n", "1 2.1 20.4 38.8 6 \n", "2 3.4 12.3 49.0 10 \n", "3 2.6 34.6 61.6 1 \n", "4 3.9 25.4 62.8 7 \n", "\n", "[5 rows x 259 columns]\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from scipy import stats\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.decomposition import PCA\n", "from sklearn.cluster import KMeans\n", "import networkx as nx\n", "import torch\n", "import torch.nn as nn\n", "\n", "# Load data and skip the first row\n", "arrhythmia_df = pd.read_csv('/kaggle/input/cardiac-arrhythmia-database/data_arrhythmia.csv', header=None, skiprows=1)\n", "arrhythmia_df = arrhythmia_df.iloc[:, 0].str.split(';', expand=True)\n", "\n", "# Define core column names and generate pulse columns (AA to LG)\n", "core_columns = ['age', 'sex', 'height', 'weight', 'qrs_duration', 'p-r_interval', 'q-t_interval', \n", " 't_interval', 'p_interval', 'qrs', 'T', 'P', 'QRST', 'J', 'heart_rate', 'q_wave', \n", " 'r_wave', 's_wave', \"R'_wave\", \"S'_wave\", 'diagnosis']\n", "pulse_columns = [chr(i) + chr(j) for i in range(ord('A'), ord('L') + 1) for j in range(ord('A'), ord('Z') + 1)]\n", "pulse_columns = pulse_columns[:len(arrhythmia_df.columns) - len(core_columns)]\n", "\n", "# Assign column names\n", "arrhythmia_df.columns = core_columns + pulse_columns\n", "\n", "# Convert all columns to numeric, handling non-numeric errors as NaN\n", "arrhythmia_df = arrhythmia_df.apply(pd.to_numeric, errors='coerce')\n", "\n", "# Display unique values in diagnosis for verification\n", "print(\"Unique diagnosis values:\\n\", arrhythmia_df['diagnosis'].unique())\n", "\n", "# Map diagnosis to descriptive labels\n", "diagnosis_mapping = {\n", " 1: \"Normal\", 2: \"Ischemic Changes\", 3: \"Old Anterior MI\", 4: \"Old Inferior MI\",\n", " 5: \"Sinus Tachycardy\", 6: \"Sinus Bradycardy\", 7: \"Ventricular Premature Contraction (PVC)\",\n", " 8: \"Supraventricular Premature Contraction\", 9: \"Left Bundle Branch Block\", \n", " 10: \"Right Bundle Branch Block\", 11: \"1st Degree AV Block\", 12: \"2nd Degree AV Block\", \n", " 13: \"3rd Degree AV Block\", 14: \"Left Ventricle Hypertrophy\", \n", " 15: \"Atrial Fibrillation or Flutter\", 16: \"Others\"\n", "}\n", "arrhythmia_df['diagnosis_mapped'] = arrhythmia_df['diagnosis'].map(diagnosis_mapping).fillna(\"Unknown\")\n", "\n", "# Diagnosis counts for visualization\n", "diagnosis_counts = arrhythmia_df['diagnosis_mapped'].value_counts()\n", "print(\"Diagnosis counts:\\n\", diagnosis_counts)\n", "\n", "# Confirm the data structure after adding `pulse_vector`\n", "print(arrhythmia_df[core_columns + ['diagnosis_mapped']].head())\n", "print(\"\\nSample of pulse vectors:\\n\", arrhythmia_df[pulse_columns].head())" ] }, { "cell_type": "code", "execution_count": 2, "id": "869f846e", "metadata": { "_cell_guid": "dee42e32-1c49-400f-9596-df14c0278f8d", "_uuid": "43928e7c-06a8-4358-829c-9012102f0f7f", "execution": { "iopub.execute_input": "2024-11-02T13:24:57.085183Z", "iopub.status.busy": "2024-11-02T13:24:57.084833Z", "iopub.status.idle": "2024-11-02T13:24:57.740235Z", "shell.execute_reply": "2024-11-02T13:24:57.739234Z" }, "jupyter": { "source_hidden": true }, "papermill": { "duration": 0.664101, "end_time": "2024-11-02T13:24:57.742720", "exception": false, "start_time": "2024-11-02T13:24:57.078619", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Feature correlation analysis\n", "selected_features = ['age', 'sex', 'height', 'weight', 'qrs_duration', 'p-r_interval', \n", " 'q-t_interval', 't_interval', 'p_interval']\n", "pearson_corr = arrhythmia_df[selected_features].corr(method='pearson')\n", "\n", "# Visualize Pearson correlation matrix\n", "plt.figure(figsize=(12, 6))\n", "sns.heatmap(pearson_corr, annot=True, cmap='coolwarm', linewidths=0.5)\n", "plt.title(\"Pearson Correlation Heatmap\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 3, "id": "d33652e9", "metadata": { "_cell_guid": "d1eed695-3939-4569-bd3c-cb9519beaf85", "_uuid": "18cdcde4-5ad3-43e9-a10a-947bd01f54cd", "execution": { "iopub.execute_input": "2024-11-02T13:24:57.756783Z", "iopub.status.busy": "2024-11-02T13:24:57.756421Z", "iopub.status.idle": "2024-11-02T13:24:58.201076Z", "shell.execute_reply": "2024-11-02T13:24:58.200150Z" }, "jupyter": { "source_hidden": true }, "papermill": { "duration": 0.455071, "end_time": "2024-11-02T13:24:58.204154", "exception": false, "start_time": "2024-11-02T13:24:57.749083", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Outlier detection using Z-score\n", "z_scores = np.abs(stats.zscore(arrhythmia_df[selected_features]))\n", "arrhythmia_df_no_outliers = arrhythmia_df[(z_scores < 3).all(axis=1)].copy() # Create an explicit copy\n", "\n", "# Standardize data and apply K-means clustering\n", "scaler = StandardScaler()\n", "scaled_data = scaler.fit_transform(arrhythmia_df_no_outliers[selected_features])\n", "kmeans = KMeans(n_clusters=3, n_init=10, random_state=42) # Set n_init to suppress FutureWarning\n", "arrhythmia_df_no_outliers['cluster'] = kmeans.fit_predict(scaled_data) # No warning as we're using a copy\n", "\n", "# PCA for visualization\n", "pca = PCA(n_components=2)\n", "pca_result = pca.fit_transform(scaled_data)\n", "plt.scatter(pca_result[:, 0], pca_result[:, 1], c=arrhythmia_df_no_outliers['cluster'], cmap='viridis')\n", "plt.title(\"K-Means Clustering in PCA Space\")\n", "plt.xlabel(\"PCA Component 1\")\n", "plt.ylabel(\"PCA Component 2\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "id": "7e1aed60", "metadata": { "_cell_guid": "cbde05ab-28d6-4151-8550-e85a46aeac4e", "_uuid": "f1f9add4-80f9-41b0-8462-6fd08a6a23f4", "execution": { "iopub.execute_input": "2024-11-02T13:24:58.220327Z", "iopub.status.busy": "2024-11-02T13:24:58.219979Z", "iopub.status.idle": "2024-11-02T13:24:58.783699Z", "shell.execute_reply": "2024-11-02T13:24:58.782708Z" }, "jupyter": { "source_hidden": true }, "papermill": { "duration": 0.575104, "end_time": "2024-11-02T13:24:58.787005", "exception": false, "start_time": "2024-11-02T13:24:58.211901", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import networkx as nx\n", "\n", "# Active Graph Network (AGN) Setup\n", "G_agn = nx.Graph()\n", "\n", "# Add feature nodes with attributes (e.g., mean, standard deviation)\n", "for feature in selected_features:\n", " feature_mean = arrhythmia_df_no_outliers[feature].mean()\n", " feature_std = arrhythmia_df_no_outliers[feature].std()\n", " G_agn.add_node(feature, mean=feature_mean, std_dev=feature_std)\n", "\n", "# Add cluster nodes and link features to their respective clusters\n", "unique_clusters = arrhythmia_df_no_outliers['cluster'].unique()\n", "for cluster in unique_clusters:\n", " cluster_name = f\"Cluster_{cluster}\"\n", " G_agn.add_node(cluster_name, type='cluster')\n", "\n", " # Link each feature to its respective cluster if it contributes to the cluster pattern\n", " cluster_data = arrhythmia_df_no_outliers[arrhythmia_df_no_outliers['cluster'] == cluster]\n", " for feature in selected_features:\n", " feature_mean_cluster = cluster_data[feature].mean()\n", " G_agn.add_edge(feature, cluster_name, weight=abs(feature_mean_cluster - feature_mean))\n", "\n", "# Add edges between features based on strong correlations\n", "threshold = 0.3\n", "for i, feature1 in enumerate(selected_features):\n", " for j, feature2 in enumerate(selected_features[i + 1:]):\n", " corr_value = pearson_corr.loc[feature1, feature2]\n", " if abs(corr_value) > threshold:\n", " G_agn.add_edge(feature1, feature2, weight=corr_value, relationship=\"correlated\")\n", "\n", "# Adjusted AGN Visualization Code\n", "plt.figure(figsize=(10, 8))\n", "pos = nx.spring_layout(G_agn, seed=42) # Recalculate layout to spread out nodes\n", "\n", "# Define node styles\n", "feature_nodes = [n for n in G_agn.nodes if n in selected_features]\n", "cluster_nodes = [n for n in G_agn.nodes if 'Cluster' in n]\n", "\n", "# Draw feature nodes with softer colors and sizes based on variability\n", "nx.draw_networkx_nodes(G_agn, pos, nodelist=feature_nodes, node_size=[500 + 200*np.std(arrhythmia_df[feature]) for feature in selected_features], \n", " node_color='skyblue', alpha=0.8, edgecolors='k')\n", "\n", "# Draw cluster nodes with a more subtle green and smaller sizes\n", "nx.draw_networkx_nodes(G_agn, pos, nodelist=cluster_nodes, node_size=600, \n", " node_color='lightgreen', alpha=0.6, edgecolors='k')\n", "\n", "# Draw correlation edges with thinner, transparent lines\n", "correlation_edges = [(u, v) for u, v, d in G_agn.edges(data=True) if 'weight' in d]\n", "weights = [abs(G_agn[u][v]['weight']) for u, v in correlation_edges]\n", "nx.draw_networkx_edges(G_agn, pos, edgelist=correlation_edges, width=[2 * w for w in weights], \n", " edge_color='gray', alpha=0.4)\n", "\n", "# Draw cluster contribution edges with dashed, transparent lines\n", "cluster_edges = [(u, v) for u, v in G_agn.edges if 'Cluster' in u or 'Cluster' in v]\n", "nx.draw_networkx_edges(G_agn, pos, edgelist=cluster_edges, style='dashed', width=1.5, \n", " edge_color='purple', alpha=0.3)\n", "\n", "# Draw labels with softer font color\n", "nx.draw_networkx_labels(G_agn, pos, font_size=10, font_weight=\"bold\", font_color=\"black\")\n", "\n", "# Set a title with a softer, minimalist font style\n", "plt.title(\"Refined Active Graph Network (AGN) with Clustering and Correlation\", fontsize=14, color=\"dimgray\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "id": "da2642ff", "metadata": { "_cell_guid": "61705cf6-d290-4734-91ca-35bf9a07f9b0", "_uuid": "1360371e-9ad2-4dc3-957b-3e7966e6af8f", "execution": { "iopub.execute_input": "2024-11-02T13:24:58.807792Z", "iopub.status.busy": "2024-11-02T13:24:58.807449Z", "iopub.status.idle": "2024-11-02T13:25:01.889234Z", "shell.execute_reply": "2024-11-02T13:25:01.888169Z" }, "jupyter": { "source_hidden": true }, "papermill": { "duration": 3.09495, "end_time": "2024-11-02T13:25:01.891789", "exception": false, "start_time": "2024-11-02T13:24:58.796839", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import torch.optim as optim\n", "\n", "# Neural Network Definition for Node Classification (Abnormal vs. Normal)\n", "class SimpleNN(nn.Module):\n", " def __init__(self, input_size):\n", " super(SimpleNN, self).__init__()\n", " self.fc1 = nn.Linear(input_size, 32)\n", " self.fc2 = nn.Linear(32, 16)\n", " self.fc3 = nn.Linear(16, 2) # Two classes: Normal, Abnormal\n", "\n", " def forward(self, x):\n", " x = torch.relu(self.fc1(x))\n", " x = torch.relu(self.fc2(x))\n", " x = self.fc3(x)\n", " return x\n", "\n", "# Step 1: Prepare Node Features\n", "# Use standardized values of selected features as input to the neural network\n", "scaler = StandardScaler()\n", "standardized_features = scaler.fit_transform(arrhythmia_df[selected_features])\n", "node_features = torch.tensor(standardized_features, dtype=torch.float32)\n", "\n", "# Step 2: Initialize Model, Loss Function, and Optimizer\n", "model = SimpleNN(input_size=node_features.shape[1])\n", "criterion = nn.CrossEntropyLoss()\n", "optimizer = optim.Adam(model.parameters(), lr=0.001)\n", "\n", "# For demonstration purposes, we simulate target labels (0 = Normal, 1 = Abnormal)\n", "# Normally, you'd use actual labels based on domain knowledge or expert classification\n", "target_labels = torch.randint(0, 2, (node_features.shape[0],))\n", "\n", "# Training Loop (For demonstration)\n", "epochs = 100\n", "for epoch in range(epochs):\n", " optimizer.zero_grad()\n", " output = model(node_features)\n", " loss = criterion(output, target_labels)\n", " loss.backward()\n", " optimizer.step()\n", "\n", "# Step 3: Predict Classifications for Each Node\n", "with torch.no_grad():\n", " output = model(node_features)\n", " predictions = torch.argmax(output, dim=1) # 0 = Normal, 1 = Abnormal\n", "\n", "# Step 4: Assign Classification Result to Nodes in AGN\n", "for idx, node in enumerate(G_agn.nodes()):\n", " classification = 'Abnormal' if predictions[idx].item() == 1 else 'Normal'\n", " G_agn.nodes[node]['classification'] = classification\n", "\n", "# Step 5: Visualize the Classification Results in AGN\n", "plt.figure(figsize=(10, 8))\n", "pos = nx.spring_layout(G_agn, seed=42)\n", "\n", "# Draw nodes with color based on classification\n", "color_map = {'Normal': 'lightblue', 'Abnormal': 'salmon'}\n", "node_colors = [color_map[G_agn.nodes[node]['classification']] for node in G_agn.nodes]\n", "\n", "nx.draw_networkx_nodes(G_agn, pos, node_size=600, node_color=node_colors, edgecolors='k')\n", "nx.draw_networkx_edges(G_agn, pos, width=1, alpha=0.3, edge_color='gray')\n", "nx.draw_networkx_labels(G_agn, pos, font_size=10, font_weight=\"bold\")\n", "\n", "# Add a legend for classifications\n", "plt.legend(handles=[plt.Line2D([0], [0], marker='o', color='w', label='Normal', markerfacecolor='lightblue', markersize=10),\n", " plt.Line2D([0], [0], marker='o', color='w', label='Abnormal', markerfacecolor='salmon', markersize=10)],\n", " title=\"Node Classification\")\n", "plt.title(\"Active Graph Network (AGN) with Node Classification\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "id": "47403a12", "metadata": { "_cell_guid": "6feb5cb3-1eac-4e65-be5c-8528b9e4224b", "_uuid": "c1f390f6-251d-4b18-bc4a-1e2852372e11", "execution": { "iopub.execute_input": "2024-11-02T13:25:01.917892Z", "iopub.status.busy": "2024-11-02T13:25:01.917236Z", "iopub.status.idle": "2024-11-02T13:25:02.325745Z", "shell.execute_reply": "2024-11-02T13:25:02.324679Z" }, "jupyter": { "source_hidden": true }, "papermill": { "duration": 0.424625, "end_time": "2024-11-02T13:25:02.329220", "exception": false, "start_time": "2024-11-02T13:25:01.904595", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import networkx as nx\n", "import numpy as np\n", "\n", "# Refine node properties with context-specific information\n", "G_agn = nx.Graph()\n", "\n", "# Step 1: Adding feature nodes with mean and std as node attributes\n", "for feature in selected_features:\n", " feature_mean = arrhythmia_df_no_outliers[feature].mean()\n", " feature_std = arrhythmia_df_no_outliers[feature].std()\n", " G_agn.add_node(feature, mean=feature_mean, std_dev=feature_std, node_type=\"feature\")\n", "\n", "# Step 2: Adding cluster nodes and linking features to clusters\n", "unique_clusters = arrhythmia_df_no_outliers['cluster'].unique()\n", "for cluster in unique_clusters:\n", " cluster_name = f\"Cluster_{cluster}\"\n", " G_agn.add_node(cluster_name, node_type=\"cluster\")\n", "\n", " # Link features to clusters with edge weights representing contribution to cluster patterns\n", " cluster_data = arrhythmia_df_no_outliers[arrhythmia_df_no_outliers['cluster'] == cluster]\n", " for feature in selected_features:\n", " feature_mean_cluster = cluster_data[feature].mean()\n", " # Use absolute difference in means as a proxy for feature \"contribution\"\n", " G_agn.add_edge(feature, cluster_name, weight=abs(feature_mean_cluster - feature_mean))\n", "\n", "# Step 3: Add edges based on correlation with direction indication\n", "threshold = 0.3\n", "for i, feature1 in enumerate(selected_features):\n", " for j, feature2 in enumerate(selected_features[i + 1:]):\n", " corr_value = pearson_corr.loc[feature1, feature2]\n", " if abs(corr_value) > threshold:\n", " color = 'blue' if corr_value > 0 else 'red' # Blue for positive, red for negative correlation\n", " G_agn.add_edge(feature1, feature2, weight=abs(corr_value), relationship=\"correlated\", color=color)\n", "\n", "# Visualization Setup\n", "plt.figure(figsize=(10, 8))\n", "pos = nx.spring_layout(G_agn, seed=42)\n", "\n", "# Node and Edge Styles\n", "feature_nodes = [n for n, attr in G_agn.nodes(data=True) if attr[\"node_type\"] == \"feature\"]\n", "cluster_nodes = [n for n, attr in G_agn.nodes(data=True) if attr[\"node_type\"] == \"cluster\"]\n", "\n", "# Feature node sizes based on variability, colors based on type\n", "node_sizes = [800 + 100 * G_agn.nodes[feature]['std_dev'] for feature in feature_nodes]\n", "node_colors = ['skyblue' if n in feature_nodes else 'lightgreen' for n in G_agn.nodes()]\n", "\n", "# Draw feature nodes\n", "nx.draw_networkx_nodes(G_agn, pos, nodelist=feature_nodes, node_size=node_sizes, node_color='skyblue', alpha=0.8, edgecolors='k')\n", "nx.draw_networkx_nodes(G_agn, pos, nodelist=cluster_nodes, node_size=600, node_color='lightgreen', alpha=0.6, edgecolors='k')\n", "\n", "# Draw correlation edges with colors for direction (blue/red)\n", "correlation_edges = [(u, v) for u, v, d in G_agn.edges(data=True) if d.get(\"relationship\") == \"correlated\"]\n", "edge_colors = [G_agn[u][v]['color'] for u, v in correlation_edges]\n", "edge_weights = [2 * G_agn[u][v]['weight'] for u, v in correlation_edges]\n", "nx.draw_networkx_edges(G_agn, pos, edgelist=correlation_edges, width=edge_weights, edge_color=edge_colors, alpha=0.5)\n", "\n", "# Draw cluster contribution edges (dashed purple lines)\n", "cluster_edges = [(u, v) for u, v in G_agn.edges if 'Cluster' in u or 'Cluster' in v]\n", "nx.draw_networkx_edges(G_agn, pos, edgelist=cluster_edges, style='dashed', width=1.5, edge_color='purple', alpha=0.3)\n", "\n", "# Node Labels with Additional Insights\n", "labels = {}\n", "for node in G_agn.nodes(data=True):\n", " if node[1][\"node_type\"] == \"feature\":\n", " # Show mean and std deviation in labels\n", " labels[node[0]] = f\"{node[0]}\\nMean: {node[1]['mean']:.2f}\\nSD: {node[1]['std_dev']:.2f}\"\n", " else:\n", " labels[node[0]] = node[0] # Cluster nodes get simple labels\n", "\n", "nx.draw_networkx_labels(G_agn, pos, labels=labels, font_size=8, font_weight=\"bold\", font_color=\"darkslategray\")\n", "\n", "# Legend\n", "plt.legend(\n", " handles=[\n", " plt.Line2D([0], [0], marker='o', color='w', label='Feature Node', markerfacecolor='skyblue', markersize=10),\n", " plt.Line2D([0], [0], marker='o', color='w', label='Cluster Node', markerfacecolor='lightgreen', markersize=10),\n", " plt.Line2D([0], [0], color='blue', lw=2, label='Positive Correlation'),\n", " plt.Line2D([0], [0], color='red', lw=2, label='Negative Correlation'),\n", " plt.Line2D([0], [0], linestyle='dashed', color='purple', lw=1.5, label='Cluster Contribution')\n", " ],\n", " title=\"Node and Edge Types\", loc=\"upper right\"\n", ")\n", "\n", "plt.title(\"Refined AGN with Enhanced Contextual Insights\", fontsize=14, color=\"dimgray\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "id": "babcbe01", "metadata": { "_cell_guid": "86cce621-8571-415a-a970-edbf08a32fc6", "_uuid": "82a88342-bc49-4b26-bed7-89fe234647ba", "execution": { "iopub.execute_input": "2024-11-02T13:25:02.357216Z", "iopub.status.busy": "2024-11-02T13:25:02.356462Z", "iopub.status.idle": "2024-11-02T13:25:02.361738Z", "shell.execute_reply": "2024-11-02T13:25:02.360773Z" }, "jupyter": { "source_hidden": true }, "papermill": { "duration": 0.020703, "end_time": "2024-11-02T13:25:02.363607", "exception": false, "start_time": "2024-11-02T13:25:02.342904", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# Create synthetic interaction term\n", "arrhythmia_df['qrs_qt_interaction'] = arrhythmia_df['qrs_duration'] * arrhythmia_df['q-t_interval']" ] }, { "cell_type": "code", "execution_count": 8, "id": "79fa3f3b", "metadata": { "_cell_guid": "13a45453-ab54-4017-8ef5-304debd1e336", "_uuid": "72132e42-1069-4864-8eec-cd1cbc17aa9d", "execution": { "iopub.execute_input": "2024-11-02T13:25:02.388923Z", "iopub.status.busy": "2024-11-02T13:25:02.388630Z", "iopub.status.idle": "2024-11-02T13:25:02.904201Z", "shell.execute_reply": "2024-11-02T13:25:02.903120Z" }, "jupyter": { "source_hidden": true }, "papermill": { "duration": 0.531528, "end_time": "2024-11-02T13:25:02.906988", "exception": false, "start_time": "2024-11-02T13:25:02.375460", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import networkx as nx\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# Ensure only numeric columns are used for correlation calculation\n", "numeric_df = arrhythmia_df.select_dtypes(include=[np.number])\n", "\n", "# Define the cardiac dataset features and types\n", "feature_types = {\n", " 'age': 'Demographic', \n", " 'sex': 'Demographic', \n", " 'qrs_duration': 'ECG', \n", " 'p-r_interval': 'ECG', \n", " 'q-t_interval': 'ECG', \n", " 't_interval': 'ECG', \n", " 'p_interval': 'ECG', \n", " 'heart_rate': 'Physiological'\n", "}\n", "\n", "# Initialize AGN for Enhanced Contextualization\n", "G_cardiac_agn = nx.Graph()\n", "\n", "# Add feature nodes with types as attributes\n", "for feature, f_type in feature_types.items():\n", " if feature in numeric_df.columns: # Ensure feature is in the numeric dataset\n", " feature_mean = arrhythmia_df[feature].mean()\n", " feature_std = arrhythmia_df[feature].std()\n", " G_cardiac_agn.add_node(feature, type=f_type, mean=feature_mean, std_dev=feature_std)\n", "\n", "# Define relationships based on correlation (threshold example: 0.3)\n", "correlation_threshold = 0.3\n", "pearson_corr = numeric_df.corr() # Calculate correlation only on numeric columns\n", "\n", "for feature1 in feature_types:\n", " for feature2 in feature_types:\n", " if feature1 != feature2 and feature1 in numeric_df.columns and feature2 in numeric_df.columns:\n", " corr_value = pearson_corr.loc[feature1, feature2]\n", " if abs(corr_value) > correlation_threshold:\n", " color = 'blue' if corr_value > 0 else 'red'\n", " G_cardiac_agn.add_edge(feature1, feature2, weight=abs(corr_value), color=color)\n", "\n", "# Add a synthetic interaction term\n", "arrhythmia_df['qrs_qt_interaction'] = arrhythmia_df['qrs_duration'] * arrhythmia_df['q-t_interval']\n", "G_cardiac_agn.add_node('qrs_qt_interaction', type='Synthetic')\n", "G_cardiac_agn.add_edge('qrs_duration', 'qrs_qt_interaction', weight=0.5, color='purple')\n", "G_cardiac_agn.add_edge('q-t_interval', 'qrs_qt_interaction', weight=0.5, color='purple')\n", "\n", "# Visualization\n", "plt.figure(figsize=(12, 10))\n", "pos = nx.spring_layout(G_cardiac_agn, seed=42)\n", "\n", "# Define node styles based on feature type\n", "node_colors = [\n", " 'skyblue' if G_cardiac_agn.nodes[node]['type'] == 'ECG' else \n", " 'lightgreen' if G_cardiac_agn.nodes[node]['type'] == 'Demographic' else \n", " 'salmon' if G_cardiac_agn.nodes[node]['type'] == 'Physiological' else \n", " 'violet' if G_cardiac_agn.nodes[node]['type'] == 'Synthetic' else 'gray' \n", " for node in G_cardiac_agn.nodes\n", "]\n", "node_sizes = [600 + 200 * G_cardiac_agn.nodes[node].get('std_dev', 1) for node in G_cardiac_agn.nodes]\n", "\n", "# Draw nodes with labels displaying mean and std deviation\n", "nx.draw_networkx_nodes(G_cardiac_agn, pos, node_color=node_colors, node_size=node_sizes, edgecolors=\"black\")\n", "nx.draw_networkx_labels(\n", " G_cardiac_agn, pos, labels={node: f\"{node}\\nMean: {G_cardiac_agn.nodes[node]['mean']:.2f}\\nSD: {G_cardiac_agn.nodes[node]['std_dev']:.2f}\"\n", " if G_cardiac_agn.nodes[node]['type'] != 'Synthetic' else node \n", " for node in G_cardiac_agn.nodes}, \n", " font_size=8, font_weight='bold', font_color=\"darkslategray\"\n", ")\n", "\n", "edges = [(u, v) for u, v, d in G_cardiac_agn.edges(data=True)]\n", "weights = [d.get('weight', 1) for u, v, d in G_cardiac_agn.edges(data=True)]\n", "colors = [d.get('color', 'gray') for u, v, d in G_cardiac_agn.edges(data=True)]\n", "\n", "# Set the edge thickness based on weight\n", "edge_thickness = [3 * w for w in weights]\n", "\n", "# Draw edges with the specified colors and thicknesses\n", "nx.draw_networkx_edges(G_cardiac_agn, pos, edgelist=edges, width=edge_thickness, edge_color=colors, alpha=0.6)\n", "\n", "# Legends\n", "plt.legend(\n", " handles=[\n", " plt.Line2D([0], [0], marker='o', color='w', label='ECG Feature', markerfacecolor='skyblue', markersize=10),\n", " plt.Line2D([0], [0], marker='o', color='w', label='Demographic Feature', markerfacecolor='lightgreen', markersize=10),\n", " plt.Line2D([0], [0], marker='o', color='w', label='Physiological Feature', markerfacecolor='salmon', markersize=10),\n", " plt.Line2D([0], [0], marker='o', color='w', label='Synthetic Interaction', markerfacecolor='violet', markersize=10),\n", " plt.Line2D([0], [0], color='blue', lw=2, label='Positive Correlation'),\n", " plt.Line2D([0], [0], color='red', lw=2, label='Negative Correlation'),\n", " plt.Line2D([0], [0], color='purple', lw=2, label='Synthetic Interaction')\n", " ],\n", " title=\"Node and Edge Types\", loc=\"upper right\"\n", ")\n", "\n", "plt.title(\"Enhanced AGN for Cardiac Dataset with Contextual Insights\", fontsize=14, color=\"dimgray\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "cd9fd906", "metadata": { "_cell_guid": "a9212984-b7c0-4e35-9609-1346902358c7", "_uuid": "ca708c64-b3e6-450b-a6c5-f6f6d6bf5c00", "execution": { "iopub.execute_input": "2024-11-02T13:25:02.937835Z", "iopub.status.busy": "2024-11-02T13:25:02.937000Z", "iopub.status.idle": "2024-11-02T13:25:03.957435Z", "shell.execute_reply": "2024-11-02T13:25:03.956379Z" }, "jupyter": { "source_hidden": true }, "papermill": { "duration": 1.038182, "end_time": "2024-11-02T13:25:03.959826", "exception": false, "start_time": "2024-11-02T13:25:02.921644", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Feature Importances:\n", " q-t_interval 0.133501\n", "t_interval 0.133088\n", "weight 0.128545\n", "age 0.126629\n", "qrs_duration 0.124214\n", "p_interval 0.117212\n", "p-r_interval 0.117107\n", "height 0.101537\n", "sex 0.018166\n", "dtype: float64\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import networkx as nx\n", "import matplotlib.pyplot as plt\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "# Step 1: Data Preparation\n", "scaler = StandardScaler()\n", "arrhythmia_scaled = scaler.fit_transform(arrhythmia_df[selected_features])\n", "\n", "# Step 1.2: Train a model to get feature importances\n", "X = arrhythmia_scaled\n", "y = arrhythmia_df['diagnosis'].round().astype(int)\n", "rf_model = RandomForestClassifier(random_state=42)\n", "rf_model.fit(X, y)\n", "\n", "# Retrieve feature importances and create a mapping\n", "feature_importances = pd.Series(rf_model.feature_importances_, index=selected_features).sort_values(ascending=False)\n", "print(\"Feature Importances:\\n\", feature_importances)\n", "\n", "# Step 2: Enhanced AGN with Dynamic Relationships\n", "G_agn_dynamic = nx.Graph()\n", "\n", "# Add nodes with size and color based on feature importance\n", "for feature in selected_features:\n", " importance = feature_importances.get(feature, 0)\n", " G_agn_dynamic.add_node(\n", " feature, \n", " importance=importance, \n", " size=600 + 4000 * importance, # More differentiation in size\n", " color=plt.cm.viridis(0.3 + 0.7 * importance / feature_importances.max()) # Enhanced color gradient\n", " )\n", "\n", "# Step 3: Dynamic Relationships Based on Correlations\n", "correlation_threshold = 0.25\n", "correlation_matrix = pd.DataFrame(arrhythmia_scaled, columns=selected_features).corr()\n", "\n", "for i, feature1 in enumerate(selected_features):\n", " for feature2 in selected_features[i+1:]:\n", " corr_value = correlation_matrix.loc[feature1, feature2]\n", " if abs(corr_value) >= correlation_threshold:\n", " color = 'blue' if corr_value > 0 else 'red'\n", " G_agn_dynamic.add_edge(\n", " feature1, feature2, \n", " weight=abs(corr_value), \n", " color=color,\n", " label=f\"{corr_value:.2f}\" # Adding correlation as edge label\n", " )\n", "\n", "# Step 4: Visualization with Enhanced Scaling and Layout Adjustments\n", "plt.figure(figsize=(16, 14))\n", "pos = nx.spring_layout(G_agn_dynamic, k=0.4, seed=42) # Increase k for more spacing\n", "\n", "# Define node sizes, colors, and labels\n", "node_sizes = [G_agn_dynamic.nodes[node][\"size\"] for node in G_agn_dynamic.nodes]\n", "node_colors = [G_agn_dynamic.nodes[node][\"color\"] for node in G_agn_dynamic.nodes]\n", "node_labels = {node: f\"{node}\\n({importance:.2f})\" for node, importance in feature_importances.items()}\n", "\n", "# Define edge thickness and colors\n", "edges = [(u, v) for u, v, d in G_agn_dynamic.edges(data=True)]\n", "weights = [d.get('weight', 1) for _, _, d in G_agn_dynamic.edges(data=True)]\n", "colors = [d.get('color', 'gray') for _, _, d in G_agn_dynamic.edges(data=True)]\n", "edge_thickness = [4 * w for w in weights]\n", "\n", "# Draw nodes, edges, and labels\n", "nx.draw_networkx_nodes(G_agn_dynamic, pos, node_color=node_colors, node_size=node_sizes, edgecolors=\"black\")\n", "nx.draw_networkx_labels(G_agn_dynamic, pos, labels=node_labels, font_size=9, font_weight=\"bold\") # Removed 'ha'\n", "nx.draw_networkx_edges(G_agn_dynamic, pos, edgelist=edges, width=edge_thickness, edge_color=colors, alpha=0.7)\n", "\n", "# Add edge labels for correlation values\n", "edge_labels = nx.get_edge_attributes(G_agn_dynamic, 'label')\n", "nx.draw_networkx_edge_labels(G_agn_dynamic, pos, edge_labels=edge_labels, font_size=8, label_pos=0.5)\n", "\n", "# Legends for color coding and relationship types\n", "plt.legend(\n", " handles=[\n", " plt.Line2D([0], [0], marker='o', color='w', label='High Importance', markerfacecolor='darkblue', markersize=10),\n", " plt.Line2D([0], [0], marker='o', color='w', label='Low Importance', markerfacecolor='lightblue', markersize=10),\n", " plt.Line2D([0], [0], color='blue', lw=2, label='Positive Correlation'),\n", " plt.Line2D([0], [0], color='red', lw=2, label='Negative Correlation')\n", " ],\n", " title=\"Node and Edge Types\", loc=\"upper right\"\n", ")\n", "\n", "plt.title(\"Enhanced AGN with Feature Importances and Dynamic Relationships\", fontsize=16, color=\"dimgray\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "id": "a66f6e78", "metadata": { "_cell_guid": "09378ae4-ffdf-4298-8357-808095c403dd", "_uuid": "9e3c47af-246c-4bf8-8288-43e31be70820", "execution": { "iopub.execute_input": "2024-11-02T13:25:03.992634Z", "iopub.status.busy": "2024-11-02T13:25:03.992274Z", "iopub.status.idle": "2024-11-02T13:25:07.305686Z", "shell.execute_reply": "2024-11-02T13:25:07.304692Z" }, "jupyter": { "source_hidden": true }, "papermill": { "duration": 3.332568, "end_time": "2024-11-02T13:25:07.308189", "exception": false, "start_time": "2024-11-02T13:25:03.975621", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_23/2227826935.py:36: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n", " sns.scatterplot(data=arrhythmia_df_scaled, x=feature, y='diagnosis', palette=\"coolwarm\")\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_23/2227826935.py:36: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n", " sns.scatterplot(data=arrhythmia_df_scaled, x=feature, y='diagnosis', palette=\"coolwarm\")\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_23/2227826935.py:36: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n", " sns.scatterplot(data=arrhythmia_df_scaled, x=feature, y='diagnosis', palette=\"coolwarm\")\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_23/2227826935.py:36: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n", " sns.scatterplot(data=arrhythmia_df_scaled, x=feature, y='diagnosis', palette=\"coolwarm\")\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# Convert scaled data back to a DataFrame for easier plotting\n", "arrhythmia_df_scaled = pd.DataFrame(arrhythmia_scaled, columns=selected_features)\n", "arrhythmia_df_scaled['diagnosis'] = y # Add diagnosis for plotting\n", "\n", "# Plot 1: Feature Importance\n", "plt.figure(figsize=(10, 6))\n", "sns.barplot(x=feature_importances.values, y=feature_importances.index, palette=\"viridis\")\n", "plt.xlabel(\"Feature Importance Score\")\n", "plt.ylabel(\"Features\")\n", "plt.title(\"Feature Importance of Top Features in Arrhythmia Prediction\")\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Plot 2: Scatterplot of Highly Correlated Feature Pairs\n", "# Adjust feature pairs based on your specific findings\n", "highly_correlated_pairs = [('t_interval', 'qrs_duration'), ('age', 'weight')] # Example pairs\n", "\n", "for (feature1, feature2) in highly_correlated_pairs:\n", " plt.figure(figsize=(8, 6))\n", " sns.scatterplot(data=arrhythmia_df_scaled, x=feature1, y=feature2, hue=\"diagnosis\", palette=\"coolwarm\")\n", " plt.title(f\"Scatterplot of {feature1} vs {feature2}\")\n", " plt.xlabel(feature1)\n", " plt.ylabel(feature2)\n", " plt.legend(title=\"Diagnosis\")\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "# Plot 3: Scatterplot of Top Features vs. Diagnosis\n", "top_features = ['q-t_interval', 't_interval', 'age', 'weight'] # Example top features\n", "\n", "for feature in top_features:\n", " plt.figure(figsize=(8, 6))\n", " sns.scatterplot(data=arrhythmia_df_scaled, x=feature, y='diagnosis', palette=\"coolwarm\")\n", " plt.title(f\"{feature} vs Diagnosis\")\n", " plt.xlabel(feature)\n", " plt.ylabel(\"Diagnosis\")\n", " plt.tight_layout()\n", " plt.show()" ] } ], "metadata": { "kaggle": { "accelerator": "nvidiaTeslaT4", "dataSources": [ { "datasetId": 157395, "sourceId": 361108, "sourceType": "datasetVersion" } ], "dockerImageVersionId": 30787, "isGpuEnabled": true, "isInternetEnabled": true, "language": "python", "sourceType": "notebook" }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" }, "papermill": { "default_parameters": {}, "duration": 28.219766, "end_time": "2024-11-02T13:25:09.354072", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2024-11-02T13:24:41.134306", "version": "2.6.0" } }, "nbformat": 4, "nbformat_minor": 5 }