{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7e4b30ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d.art3d import Line3DCollection\n",
    "\n",
    "# Define the parallelepiped generation function\n",
    "def generate_points_in_parallelepiped(center, eigvecs, eigvals, scale_factor, n_points=200):\n",
    "    # Uniform random coefficients in [-1,1]\n",
    "    coeffs = np.random.uniform(-1, 1, size=(n_points, 3))\n",
    "    # Scale by sqrt eigenvalues and scale factor\n",
    "    scaled = coeffs * (np.sqrt(eigvals) * scale_factor)\n",
    "    # Apply eigenvector matrix rotation and translation by center\n",
    "    points = scaled @ eigvecs.T + center\n",
    "    return points\n",
    "\n",
    "# Define parallelepiped vertices from corners in coefficient space\n",
    "def get_parallelepiped_vertices(center, eigvecs, eigvals, scale_factor):\n",
    "    corners = np.array([[ 1, 1, 1],\n",
    "                        [ 1, 1,-1],\n",
    "                        [ 1,-1, 1],\n",
    "                        [ 1,-1,-1],\n",
    "                        [-1, 1, 1],\n",
    "                        [-1, 1,-1],\n",
    "                        [-1,-1, 1],\n",
    "                        [-1,-1,-1]])\n",
    "    scaled_corners = corners * (np.sqrt(eigvals) * scale_factor)\n",
    "    vertices = scaled_corners @ eigvecs.T + center\n",
    "    return vertices\n",
    "\n",
    "# Parameters\n",
    "center = np.array([0, 0, 0])\n",
    "covariance = np.array([[3, 1, 0.5], [1, 2, 0.3], [0.5, 0.3, 1]])\n",
    "eigvals, eigvecs = np.linalg.eigh(covariance)\n",
    "scale_factor = 4\n",
    "\n",
    "# Generate points inside the parallelepiped\n",
    "points = generate_points_in_parallelepiped(center, eigvecs, eigvals, scale_factor, n_points=200)\n",
    "\n",
    "# Get vertices of the parallelepiped\n",
    "vertices = get_parallelepiped_vertices(center, eigvecs, eigvals, scale_factor)\n",
    "\n",
    "# Edges between vertices to plot\n",
    "edges_idx = [(0,1),(0,2),(0,4),(1,3),(1,5),(2,3),(2,6),(3,7),\n",
    "             (4,5),(4,6),(5,7),(6,7)]\n",
    "\n",
    "# Plot\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.scatter(points[:,0], points[:,1], points[:,2], alpha=0.7)\n",
    "\n",
    "# Construct lines for edges\n",
    "lines = [(vertices[start], vertices[end]) for start,end in edges_idx]\n",
    "lc = Line3DCollection(lines, colors='red', linewidths=1, linestyles='dashed')\n",
    "ax.add_collection(lc)\n",
    "\n",
    "ax.set_title(\"Original Data with Parallelepiped Boundary\")\n",
    "ax.set_xlim(-8,8)\n",
    "ax.set_ylim(-8,8)\n",
    "ax.set_zlim(-8,8)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "db1d2185",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d.art3d import Line3DCollection\n",
    "\n",
    "# Generate whitened data points uniformly inside a cube [-1, 1]^3\n",
    "cube_points = np.random.uniform(low=-1, high=1, size=(200, 3))\n",
    "\n",
    "# Compute boundary limits from points to fit a tight cube\n",
    "min_val = np.min(cube_points)\n",
    "max_val = np.max(cube_points)\n",
    "half_side = max(abs(min_val), abs(max_val))\n",
    "\n",
    "# Define vertices of cube boundary around data points\n",
    "vertices = np.array([[-half_side, -half_side, -half_side],\n",
    "                     [ half_side, -half_side, -half_side],\n",
    "                     [ half_side,  half_side, -half_side],\n",
    "                     [-half_side,  half_side, -half_side],\n",
    "                     [-half_side, -half_side,  half_side],\n",
    "                     [ half_side, -half_side,  half_side],\n",
    "                     [ half_side,  half_side,  half_side],\n",
    "                     [-half_side,  half_side,  half_side]], dtype=float)\n",
    "\n",
    "# Edges of the cube to draw\n",
    "edges_idx = [(0,1),(1,2),(2,3),(3,0),\n",
    "             (4,5),(5,6),(6,7),(7,4),\n",
    "             (0,4),(1,5),(2,6),(3,7)]\n",
    "\n",
    "# Create plot\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "# Plot points\n",
    "ax.scatter(cube_points[:,0], cube_points[:,1], cube_points[:,2], color='blue', alpha=0.6, s=20)\n",
    "\n",
    "# Plot cube edges\n",
    "lines = [(vertices[start], vertices[end]) for start,end in edges_idx]\n",
    "lc = Line3DCollection(lines, colors='red', linewidths=1.5, linestyles='dashed')\n",
    "ax.add_collection(lc)\n",
    "\n",
    "ax.set_title('Whitened Data with Cube Boundary')\n",
    "\n",
    "# Set equal aspect ratio helper function\n",
    "def set_axes_equal(ax):\n",
    "    '''Set 3D plot axes to equal scale.'''\n",
    "    x_limits = ax.get_xlim3d()\n",
    "    y_limits = ax.get_ylim3d()\n",
    "    z_limits = ax.get_zlim3d()\n",
    "\n",
    "    x_range = abs(x_limits[1] - x_limits[0])\n",
    "    x_middle = np.mean(x_limits)\n",
    "    y_range = abs(y_limits[1] - y_limits[0])\n",
    "    y_middle = np.mean(y_limits)\n",
    "    z_range = abs(z_limits[1] - z_limits[0])\n",
    "    z_middle = np.mean(z_limits)\n",
    "\n",
    "    plot_radius = 0.5 * max([x_range, y_range, z_range])\n",
    "\n",
    "    ax.set_xlim3d([x_middle - plot_radius, x_middle + plot_radius])\n",
    "    ax.set_ylim3d([y_middle - plot_radius, y_middle + plot_radius])\n",
    "    ax.set_zlim3d([z_middle - plot_radius, z_middle + plot_radius])\n",
    "\n",
    "# Apply equal axis scaling\n",
    "set_axes_equal(ax)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9281642c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d.art3d import Line3DCollection\n",
    "\n",
    "def rodrigues_rotation_matrix(axis, theta):\n",
    "    \"\"\"\n",
    "    Compute the rotation matrix using Rodrigues' formula.\n",
    "    axis: 3-element array to rotate about (should be unit vector)\n",
    "    theta: rotation angle in radians\n",
    "    \"\"\"\n",
    "    axis = axis / np.linalg.norm(axis)\n",
    "    a = np.cos(theta / 2.0)\n",
    "    b, c, d = -axis * np.sin(theta / 2.0)\n",
    "\n",
    "    R = np.array([[a*a + b*b - c*c - d*d,\n",
    "                   2*(b*c - a*d),\n",
    "                   2*(b*d + a*c)],\n",
    "                  [2*(b*c + a*d),\n",
    "                   a*a + c*c - b*b - d*d,\n",
    "                   2*(c*d - a*b)],\n",
    "                  [2*(b*d - a*c),\n",
    "                   2*(c*d + a*b),\n",
    "                   a*a + d*d - b*b - c*c]])\n",
    "    return R\n",
    "\n",
    "# Generate whitened data points uniformly inside a cube [-1, 1]^3\n",
    "cube_points = np.random.uniform(low=-1, high=1, size=(200, 3))\n",
    "\n",
    "# Compute boundary limits and half side length\n",
    "min_val = np.min(cube_points)\n",
    "max_val = np.max(cube_points)\n",
    "half_side = max(abs(min_val), abs(max_val))\n",
    "\n",
    "# Define vertices of the cube boundary (centered at origin)\n",
    "vertices = np.array([[-half_side, -half_side, -half_side],\n",
    "                     [ half_side, -half_side, -half_side],\n",
    "                     [ half_side,  half_side, -half_side],\n",
    "                     [-half_side,  half_side, -half_side],\n",
    "                     [-half_side, -half_side,  half_side],\n",
    "                     [ half_side, -half_side,  half_side],\n",
    "                     [ half_side,  half_side,  half_side],\n",
    "                     [-half_side,  half_side,  half_side]], dtype=float)\n",
    "\n",
    "# Define edges of the cube\n",
    "edges_idx = [(0,1),(1,2),(2,3),(3,0),\n",
    "             (4,5),(5,6),(6,7),(7,4),\n",
    "             (0,4),(1,5),(2,6),(3,7)]\n",
    "\n",
    "# Rotation parameters\n",
    "rotation_axis = np.array([1, 1, 1])  # Diagonal axis through opposite vertices\n",
    "rotation_axis = rotation_axis / np.linalg.norm(rotation_axis)  # normalize\n",
    "theta = np.radians(30)  # rotate 30 degrees\n",
    "\n",
    "# Compute rotation matrix\n",
    "R = rodrigues_rotation_matrix(rotation_axis, theta)\n",
    "\n",
    "# Rotate vertices and points\n",
    "rotated_vertices = (R @ vertices.T).T\n",
    "rotated_points = (R @ cube_points.T).T\n",
    "\n",
    "# Plot\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "# Scatter rotated points\n",
    "ax.scatter(rotated_points[:,0], rotated_points[:,1], rotated_points[:,2], color='blue', alpha=0.6, s=20)\n",
    "\n",
    "# Draw rotated cube edges\n",
    "lines = [(rotated_vertices[start], rotated_vertices[end]) for start,end in edges_idx]\n",
    "lc = Line3DCollection(lines, colors='red', linewidths=1.5, linestyles='dashed')\n",
    "ax.add_collection(lc)\n",
    "\n",
    "ax.set_title('Rotated Whitened Data with Cube Boundary')\n",
    "\n",
    "# Set equal aspect ratio helper function\n",
    "def set_axes_equal(ax):\n",
    "    '''Set 3D plot axes to equal scale.'''\n",
    "    x_limits = ax.get_xlim3d()\n",
    "    y_limits = ax.get_ylim3d()\n",
    "    z_limits = ax.get_zlim3d()\n",
    "\n",
    "    x_range = abs(x_limits[1] - x_limits[0])\n",
    "    x_middle = np.mean(x_limits)\n",
    "    y_range = abs(y_limits[1] - y_limits[0])\n",
    "    y_middle = np.mean(y_limits)\n",
    "    z_range = abs(z_limits[1] - z_limits[0])\n",
    "    z_middle = np.mean(z_limits)\n",
    "\n",
    "    plot_radius = 0.5 * max([x_range, y_range, z_range])\n",
    "\n",
    "    ax.set_xlim3d([x_middle - plot_radius, x_middle + plot_radius])\n",
    "    ax.set_ylim3d([y_middle - plot_radius, y_middle + plot_radius])\n",
    "    ax.set_zlim3d([z_middle - plot_radius, z_middle + plot_radius])\n",
    "\n",
    "# Apply equal axis scaling\n",
    "set_axes_equal(ax)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3056cf3f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aee84cbb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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