{ "cells": [ { "cell_type": "markdown", "id": "cell-1", "metadata": {}, "source": [ "# Data Visualization for Z24 Dataset\n", "\n", "This notebook helps visualize the processed Z24 data including inputs and labels." ] }, { "cell_type": "code", "execution_count": 13, "id": "cell-2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Inputs shape: (1530, 27, 6000)\n", "Labels shape: (1530,)\n", "Inputs dtype: float32\n", "Labels dtype: int64\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from pathlib import Path\n", "\n", "# Load the data\n", "inputs = np.load('inputs.npy')\n", "labels = np.load('labels.npy')\n", "\n", "print(f\"Inputs shape: {inputs.shape}\")\n", "print(f\"Labels shape: {labels.shape}\")\n", "print(f\"Inputs dtype: {inputs.dtype}\")\n", "print(f\"Labels dtype: {labels.dtype}\")" ] }, { "cell_type": "code", "execution_count": 14, "id": "cell-3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== INPUT STATISTICS ===\n", "Min: -0.0177\n", "Max: 0.4387\n", "Mean: 0.0001\n", "Std: 0.0075\n", "\n", "=== LABEL STATISTICS ===\n", "Min: 0.0000\n", "Max: 16.0000\n", "Mean: 8.0000\n", "Std: 4.8990\n", "Unique labels: [ 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16]\n", "Label counts: [90 90 90 90 90 90 90 90 90 90 90 90 90 90 90 90 90]\n" ] } ], "source": [ "# Basic statistics\n", "print(\"=== INPUT STATISTICS ===\")\n", "print(f\"Min: {inputs.min():.4f}\")\n", "print(f\"Max: {inputs.max():.4f}\")\n", "print(f\"Mean: {inputs.mean():.4f}\")\n", "print(f\"Std: {inputs.std():.4f}\")\n", "\n", "print(\"\\n=== LABEL STATISTICS ===\")\n", "if labels.dtype in [np.int32, np.int64, np.float32, np.float64]:\n", " print(f\"Min: {labels.min():.4f}\")\n", " print(f\"Max: {labels.max():.4f}\")\n", " print(f\"Mean: {labels.mean():.4f}\")\n", " print(f\"Std: {labels.std():.4f}\")\n", " \n", "if len(labels.shape) == 1 or labels.shape[1] == 1:\n", " unique_labels, counts = np.unique(labels, return_counts=True)\n", " print(f\"Unique labels: {unique_labels}\")\n", " print(f\"Label counts: {counts}\")" ] }, { "cell_type": "code", "execution_count": 15, "id": "cell-4", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize input data distribution\n", "fig, axes = plt.subplots(2, 2, figsize=(15, 12))\n", "fig.suptitle('Input Data Analysis', fontsize=16)\n", "\n", "# Histogram of all input values\n", "axes[0,0].hist(inputs.flatten(), bins=50, alpha=0.7, color='blue', edgecolor='black')\n", "axes[0,0].set_title('Distribution of All Input Values')\n", "axes[0,0].set_xlabel('Value')\n", "axes[0,0].set_ylabel('Frequency')\n", "axes[0,0].grid(True, alpha=0.3)\n", "\n", "# Box plot of input features (if 2D)\n", "if len(inputs.shape) == 2:\n", " # Sample subset of features if too many\n", " n_features = min(inputs.shape[1], 20)\n", " feature_indices = np.linspace(0, inputs.shape[1]-1, n_features, dtype=int)\n", " \n", " box_data = [inputs[:, i] for i in feature_indices]\n", " axes[0,1].boxplot(box_data, showfliers=False)\n", " axes[0,1].set_title(f'Box Plot of Features (showing {n_features} features)')\n", " axes[0,1].set_xlabel('Feature Index')\n", " axes[0,1].set_ylabel('Value')\n", " axes[0,1].grid(True, alpha=0.3)\n", "else:\n", " axes[0,1].text(0.5, 0.5, f'Input shape: {inputs.shape}\\nNot 2D for feature-wise analysis', \n", " ha='center', va='center', transform=axes[0,1].transAxes)\n", " axes[0,1].set_title('Input Shape Info')\n", "\n", "# Sample visualization (first few samples)\n", "n_samples_to_show = min(10, inputs.shape[0])\n", "if len(inputs.shape) == 2:\n", " for i in range(n_samples_to_show):\n", " axes[1,0].plot(inputs[i], alpha=0.7, label=f'Sample {i}')\n", " axes[1,0].set_title(f'First {n_samples_to_show} Input Samples')\n", " axes[1,0].set_xlabel('Feature Index')\n", " axes[1,0].set_ylabel('Value')\n", " axes[1,0].legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n", " axes[1,0].grid(True, alpha=0.3)\n", "elif len(inputs.shape) == 3:\n", " # For 3D data, show heatmap of first sample\n", " im = axes[1,0].imshow(inputs[0], cmap='viridis', aspect='auto')\n", " axes[1,0].set_title('First Sample Heatmap')\n", " axes[1,0].set_xlabel('Feature Dimension 2')\n", " axes[1,0].set_ylabel('Feature Dimension 1')\n", " plt.colorbar(im, ax=axes[1,0])\n", "else:\n", " axes[1,0].text(0.5, 0.5, f'Input shape: {inputs.shape}\\nVisualization not implemented for this shape', \n", " ha='center', va='center', transform=axes[1,0].transAxes)\n", " axes[1,0].set_title('Sample Visualization')\n", "\n", "# Correlation matrix (if 2D and not too large)\n", "if len(inputs.shape) == 2 and inputs.shape[1] <= 50:\n", " corr_matrix = np.corrcoef(inputs.T)\n", " im = axes[1,1].imshow(corr_matrix, cmap='coolwarm', vmin=-1, vmax=1, aspect='auto')\n", " axes[1,1].set_title('Feature Correlation Matrix')\n", " axes[1,1].set_xlabel('Feature Index')\n", " axes[1,1].set_ylabel('Feature Index')\n", " plt.colorbar(im, ax=axes[1,1])\n", "else:\n", " axes[1,1].text(0.5, 0.5, f'Input shape: {inputs.shape}\\nCorrelation matrix not computed\\n(requires 2D data with ≤50 features)', \n", " ha='center', va='center', transform=axes[1,1].transAxes)\n", " axes[1,1].set_title('Feature Correlations')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "id": "cell-5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize labels\n", "fig, axes = plt.subplots(1, 2, figsize=(15, 6))\n", "fig.suptitle('Label Analysis', fontsize=16)\n", "\n", "# Label distribution\n", "if len(labels.shape) == 1 or labels.shape[1] == 1:\n", " unique_labels, counts = np.unique(labels, return_counts=True)\n", " \n", " # Bar plot of label counts\n", " axes[0].bar(range(len(unique_labels)), counts, color='orange', alpha=0.7, edgecolor='black')\n", " axes[0].set_title('Label Distribution')\n", " axes[0].set_xlabel('Label')\n", " axes[0].set_ylabel('Count')\n", " axes[0].set_xticks(range(len(unique_labels)))\n", " axes[0].set_xticklabels(unique_labels)\n", " axes[0].grid(True, alpha=0.3)\n", " \n", " # Add count annotations on bars\n", " for i, count in enumerate(counts):\n", " axes[0].text(i, count, str(count), ha='center', va='bottom')\n", " \n", " # Pie chart\n", " axes[1].pie(counts, labels=unique_labels, autopct='%1.1f%%', startangle=90)\n", " axes[1].set_title('Label Proportion')\n", " \n", "else:\n", " # Multi-dimensional labels\n", " axes[0].hist(labels.flatten(), bins=50, alpha=0.7, color='orange', edgecolor='black')\n", " axes[0].set_title('Distribution of All Label Values')\n", " axes[0].set_xlabel('Value')\n", " axes[0].set_ylabel('Frequency')\n", " axes[0].grid(True, alpha=0.3)\n", " \n", " if labels.shape[1] <= 10:\n", " for i in range(labels.shape[1]):\n", " axes[1].hist(labels[:, i], bins=30, alpha=0.6, label=f'Label dim {i}')\n", " axes[1].set_title('Distribution by Label Dimension')\n", " axes[1].set_xlabel('Value')\n", " axes[1].set_ylabel('Frequency')\n", " axes[1].legend()\n", " axes[1].grid(True, alpha=0.3)\n", " else:\n", " axes[1].text(0.5, 0.5, f'Label shape: {labels.shape}\\nToo many dimensions for individual histograms', \n", " ha='center', va='center', transform=axes[1].transAxes)\n", " axes[1].set_title('Label Dimensions')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "id": "cell-6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== ADVANCED VISUALIZATIONS ===\n", "Data appears to be image-like (3D)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== DATA SUMMARY ===\n", "Total samples: 1530\n", "Input dimensionality: (27, 6000)\n", "Label dimensionality: scalar\n", "Number of unique labels: 17\n", "Memory usage: Inputs 945.5 MB, Labels 0.0 MB\n" ] } ], "source": [ "# Advanced visualizations based on data characteristics\n", "print(\"=== ADVANCED VISUALIZATIONS ===\")\n", "\n", "# Time series analysis if data looks sequential\n", "if len(inputs.shape) == 2 and inputs.shape[1] > inputs.shape[0]:\n", " print(\"Data appears to be time series (more features than samples)\")\n", " \n", " fig, axes = plt.subplots(2, 1, figsize=(15, 10))\n", " \n", " # Plot first few time series\n", " n_series = min(5, inputs.shape[0])\n", " for i in range(n_series):\n", " axes[0].plot(inputs[i], alpha=0.8, label=f'Series {i} (Label: {labels[i] if len(labels.shape) == 1 else \"Multi-dim\"})')\n", " \n", " axes[0].set_title('Time Series Visualization')\n", " axes[0].set_xlabel('Time Step')\n", " axes[0].set_ylabel('Value')\n", " axes[0].legend()\n", " axes[0].grid(True, alpha=0.3)\n", " \n", " # Average signal by label (if categorical)\n", " if len(labels.shape) == 1:\n", " unique_labels = np.unique(labels)\n", " if len(unique_labels) <= 10: # Only if not too many classes\n", " for label in unique_labels:\n", " mask = labels == label\n", " avg_signal = inputs[mask].mean(axis=0)\n", " axes[1].plot(avg_signal, label=f'Avg for Label {label}', linewidth=2)\n", " \n", " axes[1].set_title('Average Signal by Label')\n", " axes[1].set_xlabel('Time Step')\n", " axes[1].set_ylabel('Average Value')\n", " axes[1].legend()\n", " axes[1].grid(True, alpha=0.3)\n", " else:\n", " axes[1].text(0.5, 0.5, 'Too many unique labels for average visualization', \n", " ha='center', va='center', transform=axes[1].transAxes)\n", " \n", " plt.tight_layout()\n", " plt.show()\n", "\n", "# Image-like data visualization\n", "elif len(inputs.shape) == 3:\n", " print(\"Data appears to be image-like (3D)\")\n", " \n", " fig, axes = plt.subplots(2, 4, figsize=(16, 8))\n", " fig.suptitle('Sample Images', fontsize=16)\n", " \n", " n_samples = min(8, inputs.shape[0])\n", " for i in range(n_samples):\n", " row, col = i // 4, i % 4\n", " im = axes[row, col].imshow(inputs[i], cmap='viridis', aspect='auto')\n", " axes[row, col].set_title(f'Sample {i}\\nLabel: {labels[i] if len(labels.shape) == 1 else \"Multi-dim\"}')\n", " axes[row, col].axis('off')\n", " \n", " # Hide unused subplots\n", " for i in range(n_samples, 8):\n", " row, col = i // 4, i % 4\n", " axes[row, col].axis('off')\n", " \n", " plt.tight_layout()\n", " plt.show()\n", "\n", "# High-dimensional data visualization\n", "elif len(inputs.shape) == 2 and inputs.shape[1] > 2:\n", " print(f\"High-dimensional data ({inputs.shape[1]} features)\")\n", " \n", " # PCA visualization if sklearn-like functionality exists\n", " try:\n", " from sklearn.decomposition import PCA\n", " from sklearn.manifold import TSNE\n", " \n", " # PCA\n", " pca = PCA(n_components=2)\n", " inputs_pca = pca.fit_transform(inputs)\n", " \n", " fig, axes = plt.subplots(1, 2, figsize=(15, 6))\n", " \n", " # PCA scatter plot\n", " if len(labels.shape) == 1:\n", " unique_labels = np.unique(labels)\n", " colors = plt.cm.tab10(np.linspace(0, 1, len(unique_labels)))\n", " \n", " for i, label in enumerate(unique_labels):\n", " mask = labels == label\n", " axes[0].scatter(inputs_pca[mask, 0], inputs_pca[mask, 1], \n", " c=[colors[i]], label=f'Label {label}', alpha=0.7)\n", " else:\n", " axes[0].scatter(inputs_pca[:, 0], inputs_pca[:, 1], alpha=0.7)\n", " \n", " axes[0].set_title(f'PCA Visualization\\n(Explained variance: {pca.explained_variance_ratio_.sum():.1%})')\n", " axes[0].set_xlabel(f'PC1 ({pca.explained_variance_ratio_[0]:.1%})')\n", " axes[0].set_ylabel(f'PC2 ({pca.explained_variance_ratio_[1]:.1%})')\n", " if len(labels.shape) == 1:\n", " axes[0].legend()\n", " axes[0].grid(True, alpha=0.3)\n", " \n", " # Explained variance\n", " pca_full = PCA()\n", " pca_full.fit(inputs)\n", " cumsum_var = np.cumsum(pca_full.explained_variance_ratio_)\n", " \n", " axes[1].plot(range(1, len(cumsum_var) + 1), cumsum_var, 'bo-')\n", " axes[1].axhline(y=0.95, color='r', linestyle='--', label='95% variance')\n", " axes[1].set_title('PCA Explained Variance')\n", " axes[1].set_xlabel('Number of Components')\n", " axes[1].set_ylabel('Cumulative Explained Variance')\n", " axes[1].legend()\n", " axes[1].grid(True, alpha=0.3)\n", " \n", " plt.tight_layout()\n", " plt.show()\n", " \n", " except ImportError:\n", " print(\"Sklearn not available for dimensionality reduction visualization\")\n", " \n", " # Simple pairwise feature plots\n", " if inputs.shape[1] >= 2:\n", " fig, ax = plt.subplots(1, 1, figsize=(10, 6))\n", " \n", " if len(labels.shape) == 1:\n", " unique_labels = np.unique(labels)\n", " colors = plt.cm.tab10(np.linspace(0, 1, len(unique_labels)))\n", " \n", " for i, label in enumerate(unique_labels):\n", " mask = labels == label\n", " ax.scatter(inputs[mask, 0], inputs[mask, 1], \n", " c=[colors[i]], label=f'Label {label}', alpha=0.7)\n", " ax.legend()\n", " else:\n", " ax.scatter(inputs[:, 0], inputs[:, 1], alpha=0.7)\n", " \n", " ax.set_title('Feature 0 vs Feature 1')\n", " ax.set_xlabel('Feature 0')\n", " ax.set_ylabel('Feature 1')\n", " ax.grid(True, alpha=0.3)\n", " \n", " plt.tight_layout()\n", " plt.show()\n", "\n", "print(\"\\n=== DATA SUMMARY ===\")\n", "print(f\"Total samples: {inputs.shape[0]}\")\n", "print(f\"Input dimensionality: {inputs.shape[1:] if len(inputs.shape) > 1 else 'scalar'}\")\n", "print(f\"Label dimensionality: {labels.shape[1:] if len(labels.shape) > 1 else 'scalar'}\")\n", "if len(labels.shape) == 1:\n", " print(f\"Number of unique labels: {len(np.unique(labels))}\")\n", "print(f\"Memory usage: Inputs {inputs.nbytes / 1024**2:.1f} MB, Labels {labels.nbytes / 1024**2:.1f} MB\")" ] } ], "metadata": { "kernelspec": { "display_name": "default", "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": "3.14.3" } }, "nbformat": 4, "nbformat_minor": 5 }