From 0908881f3ae88c8d13e0068082e1bb57714b71af Mon Sep 17 00:00:00 2001 From: Matthias Probst Date: Sun, 10 Mar 2024 22:22:46 +0100 Subject: [PATCH] cleanup --- docs/getting_started/Laser.ipynb | 583 +++++++++++++++++++++++++++++++ docs/getting_started/index.rst | 1 + examples/Noise.ipynb | 477 ------------------------- examples/laser_profile.ipynb | 578 ------------------------------ examples/mypositions.txt | 13 - 5 files changed, 584 insertions(+), 1068 deletions(-) create mode 100644 docs/getting_started/Laser.ipynb delete mode 100644 examples/Noise.ipynb delete mode 100644 examples/laser_profile.ipynb delete mode 100644 examples/mypositions.txt diff --git a/docs/getting_started/Laser.ipynb b/docs/getting_started/Laser.ipynb new file mode 100644 index 0000000..505ed1c --- /dev/null +++ b/docs/getting_started/Laser.ipynb @@ -0,0 +1,583 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "d8696eca-cc2c-460a-807f-3598bc8ee9c7", + "metadata": {}, + "source": [ + "# Laser modelling\n", + "\n", + "The laser is modeled as outlined in \"Particle Image Velocimetry: A Practical Guide\" by Raffel et al.-\n", + "\n", + "The laser width definition is a difficult parameter. Per definition, the laser beam shape is based on a Gaussian distribution with a shape factor (shape factor of 1 (**Raffel et al. claims that it must be equal to 2, but this is not correct!**) is a Gaussian profile, larger values will result in more top-hat shaped beams). The laser width $\\Delta Z0$ is where the (normalized) intensity drops to $-1/\\sqrt{2\\pi} \\approx 0.67$:\n", + "\n", + "\\begin{equation}\n", + "I_0(Z) = q \\cdot exp\\left[ -\\frac{1}{\\sqrt{(2\\pi)}} \\left( \\frac{2 Z^2}{\\Delta Z_0^2} \\right)^s \\right]\n", + "\\end{equation}\n", + "\n", + "The laser width is $\\Delta Z$ and the shape factor is $s$. However, this is not the physical width! Why? Let's build a " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "cf46ba44-5667-45f0-8dae-f374b8012c4f", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import synpivimage" + ] + }, + { + "cell_type": "markdown", + "id": "c5487705-0efb-4238-bcf0-beb74afda5d3", + "metadata": {}, + "source": [ + "## Gaussian laser beam vs. top-hat\n", + "\n", + "Shape factor $s$=1, top-hat-like uses $s=10$, both width $\\Delta Z=1$" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "bdb305c2-f97f-40ef-8c41-984e89acd60e", + "metadata": {}, + "outputs": [], + "source": [ + "z = np.linspace(-2, 2, 10000)\n", + "gauss_laser = synpivimage.Laser(\n", + " width=1,\n", + " shape_factor=1\n", + ")\n", + "tophat_laser = synpivimage.Laser(\n", + " width=1,\n", + " shape_factor=10\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "ab61463b-5bed-4663-b281-784d63db739b", + "metadata": {}, + "source": [ + "Position particles" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "e11bfb4e-fdd7-4718-a485-cc735b75fe0f", + "metadata": {}, + "outputs": [], + "source": [ + "many_particles = synpivimage.Particles(\n", + " x=np.ones_like(z),\n", + " y=np.ones_like(z),\n", + " z=z,\n", + " size=np.ones_like(z)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d90f9910-9368-40fc-860f-e2bec4447167", + "metadata": {}, + "outputs": [], + "source": [ + "gauss_iluminated_particles = gauss_laser.illuminate(many_particles)\n", + "tophat_iluminated_particles = tophat_laser.illuminate(many_particles)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "68d43c7c-2f95-4f21-a534-6218a7f27da8", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "id": "5edf0abe-02db-422b-b976-0947168df679", + "metadata": {}, + "source": [ + "Notice how both laser beam profiles will intersect the same intensity at $I/I_0=0.67$" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a02b8636-dcba-4230-856c-ad881a6df639", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(z, gauss_iluminated_particles.irrad_photons, label='gauss, s=1')\n", + "plt.plot(z, tophat_iluminated_particles.irrad_photons, label='top hat, s=10')\n", + "plt.vlines(-gauss_laser.width/2, 0, 1, color='k')\n", + "plt.vlines(gauss_laser.width/2, 0, 1, color='k')\n", + "plt.ylabel('$I/I_0$')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "74ffa814-b8be-487e-8a57-964db8ecdca3", + "metadata": {}, + "source": [ + "Whether or not a particle will be illuminated (also outside $\\Delta Z_0$) depends on the noise level. With no noise, the limit is set to $\\exp(-2)$:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "ec3e43d5-6dfd-4fe8-8405-eebe9cabffb1", + "metadata": {}, + "outputs": [], + "source": [ + "cam = synpivimage.Camera(\n", + " nx=16,\n", + " ny=16,\n", + " bit_depth=16,\n", + " qe=1,\n", + " sensitivity=1,\n", + " baseline_noise=0,\n", + " dark_noise=0,\n", + " shot_noise=False,\n", + " fill_ratio_x=1.0,\n", + " fill_ratio_y=1.0,\n", + " particle_image_diameter=1.0\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3aab1573-b0b6-4340-b77f-1f7fe7e18bbd", + "metadata": {}, + "outputs": [], + "source": [ + "n = 400\n", + "many_particles = synpivimage.Particles(\n", + " x=np.ones(n)*cam.nx//2,\n", + " y=np.ones(n)*cam.ny//2,\n", + " z=np.linspace(-3*gauss_laser.width / 2, 3*gauss_laser.width/2, n),\n", + " size=np.ones(n)*2\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "e6e8ec6f-0b76-4869-92ef-57d5572a7e07", + "metadata": {}, + "outputs": [], + "source": [ + "imgOne, partOne = synpivimage.take_image(gauss_laser, cam, many_particles, particle_peak_count=1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "e8faf002-dc12-4a32-9e1a-b2f4acd2ed81", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(partOne.z[partOne.active], partOne.max_image_photons[partOne.active], marker='.', color='g', label='active')\n", + "plt.scatter(partOne.z[~partOne.active], partOne.max_image_photons[~partOne.active], marker='.', color='k', label='inactive')\n", + "plt.title('Individual image particle count')\n", + "plt.vlines(-gauss_laser.width/2, 0, 1000)\n", + "plt.vlines(gauss_laser.width/2, 0, 1000)\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "34818a83-ba96-4f84-a101-1f96d89140b3", + "metadata": {}, + "source": [ + "# Influence of the noise level to the effective laser width\n", + "\n", + "If the Gaussian noise (`dark_noise`) is larger than a particle than it cannot be seen, hence this defines the laser width:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "cf769545-68f3-4e9b-9ba0-302c46436cac", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "laser = synpivimage.Laser(\n", + " width=1.0,\n", + " shape_factor=1\n", + ")\n", + "\n", + "cam = synpivimage.Camera(\n", + " nx=16,\n", + " ny=16,\n", + " bit_depth=16,\n", + " qe=1,\n", + " sensitivity=1,\n", + " baseline_noise=200,\n", + " dark_noise=100,\n", + " shot_noise=False,\n", + " fill_ratio_x=1.0,\n", + " fill_ratio_y=1.0,\n", + " particle_image_diameter=1.0\n", + ")\n", + "\n", + "many_particles.reset()\n", + "imgOne, partOne = synpivimage.take_image(laser, cam, many_particles, particle_peak_count=1000)\n", + "\n", + "\n", + "plt.scatter(partOne.z[partOne.active], partOne.max_image_photons[partOne.active], color='g', label='active')\n", + "plt.scatter(partOne.z[~partOne.active], partOne.max_image_photons[~partOne.active], color='k', label='inactive')\n", + "# plt.scatter(partOne.z[partOne.out_of_plane], partOne.max_image_photons[partOne.out_of_plane], color='y', label='inactive')\n", + "plt.vlines(-laser.width/2, 0, 1000)\n", + "plt.vlines(laser.width/2, 0, 1000)\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "4a5b252a-ebd0-4f6b-b37b-fe12307d1ade", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(2,)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "auto_corr[0,14:16].shape" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "0b87b06a-736b-485d-8955-5062b616ef24", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "one_particle = synpivimage.Particles(\n", + " x=[8, ],\n", + " y=[8, ],\n", + " z=[0, ],\n", + " size=[2, ]\n", + ")\n", + "\n", + "from scipy.fft import rfft2, irfft2, fftshift\n", + "\n", + "def compute_fft_xcorr(imgA, imgB):\n", + " \"\"\"Computes the cross-correlation of two images using the Fourier method.\"\"\"\n", + " f2a = np.conj(rfft2(imgA))\n", + " f2b = rfft2(imgB)\n", + " return fftshift(irfft2(f2a * f2b).real, axes=(-2, -1))\n", + "\n", + "def get_integer_peak(corr):\n", + " corr = np.asarray(corr)\n", + " ind = corr.ravel().argmax(-1)\n", + " peaks = np.array(np.unravel_index(ind, corr.shape[-2:]))\n", + "\n", + " peaks = np.vstack((peaks[0], peaks[1])).T\n", + " index_list = [(i, v[0], v[1]) for i, v in enumerate(peaks)]\n", + " # peaks_max = np.nanmax(corr, axis=(-2, -1))\n", + "\n", + " # np.array(index_list), np.array(peaks_max)\n", + " iy, ix = index_list[0][2], index_list[0][1]\n", + " return iy, ix\n", + " \n", + "def gauss3pt(arr):\n", + " \"\"\"assuming highest peak is at the center of the array\"\"\"\n", + " assert arr.shape == (3, 3), f'Wrong shape {arr.shape}'\n", + " cl = arr[1, 0]\n", + " cc = arr[1, 1]\n", + " cr = arr[1, 2]\n", + " cu = arr[2, 1]\n", + " cd = arr[0, 1]\n", + "\n", + " nom1 = np.log(cl) - np.log(cr)\n", + " den1 = 2 * np.log(cl) - 4 * np.log(cc) + 2 * np.log(cr)\n", + " nom2 = np.log(cd) - np.log(cu)\n", + " den2 = 2 * np.log(cd) - 4 * np.log(cc) + 2 * np.log(cu)\n", + " subp_peak_position = (\n", + " 1 + np.divide(nom2, den2, out=np.zeros(1), where=(den2 != 0.0))[0],\n", + " 1 + np.divide(nom1, den1, out=np.zeros(1), where=(den1 != 0.0))[0]\n", + " )\n", + " return subp_peak_position\n", + "\n", + "N = 10\n", + "fig, axs = plt.subplots(4, N, tight_layout=True, sharex=True,\n", + " figsize=(12, 8))\n", + "\n", + "cam.particle_image_diameter = 2.5\n", + "for ii, dark_noise in enumerate(np.linspace(0, 500, N, dtype=int)):\n", + " cam.dark_noise = dark_noise\n", + " A, partA = synpivimage.take_image(laser, cam, one_particle, particle_peak_count=1000)\n", + " B, partB = synpivimage.take_image(laser, cam, one_particle, particle_peak_count=1000)\n", + "\n", + " ny, nx = A.shape\n", + " \n", + " axs[0][ii].set_title(str(dark_noise)+' '+str(partA.active[0]))\n", + " axs[0][ii].imshow(A, cmap='gray')\n", + " axs[1][ii].plot(A[8, :]/A[8, :].max(), color='g')\n", + " # axs[1][ii].plot(imgOne[:, 8]/imgOne[:, 8].max(), color='r')\n", + " axs[1][ii].vlines(8, 0, 1, color='k')\n", + "\n", + " # compute auto correlation\n", + " auto_corr = compute_fft_xcorr(A[:], B[:])\n", + " j, i = get_integer_peak(auto_corr)\n", + " \n", + " # get peak position\n", + " if j == 0:\n", + " j = 1\n", + " elif j == ny:\n", + " j = ny - 3\n", + " elif j == ny-1:\n", + " j = ny - 2\n", + " if i == 0:\n", + " i = 1\n", + " elif i == nx:\n", + " i = nx - 3\n", + " elif i == nx-1:\n", + " i = nx - 2\n", + "\n", + " j0, i0 = gauss3pt(auto_corr[j-1:j+2, i-1:i+2])\n", + " dist = np.sqrt((j0-1)**2+(i0-1)**2)\n", + " \n", + " # if i==0:\n", + " corr_norm = auto_corr.max()\n", + " axs[2][ii].imshow(auto_corr/corr_norm, cmap='gray')\n", + " axs[2][ii].vlines(8, 0, 16, color='r', alpha=0.5)\n", + " axs[2][ii].hlines(8, 0, 16, color='r', alpha=0.5)\n", + " axs[2][ii].scatter(i0+i-1, j0+j-1, marker='+', color='r', s=200, linewidths=2)\n", + " axs[2][ii].set_title(f'{dist:.3f}')\n", + " axs[2][ii].set_xlim([0, 16])\n", + " axs[2][ii].set_ylim([0, 16])\n", + " \n", + " axs[3][ii].plot(auto_corr[8, :]/corr_norm, color='g')\n", + " axs[3][ii].set_ylim([0, 1])\n", + " # axs[3][i].plot(auto_corr[:, 8]/corr_norm, color='r')" + ] + }, + { + "cell_type": "markdown", + "id": "4c1c00cc-7515-41da-9da9-40f5e5bf5723", + "metadata": {}, + "source": [ + "## Find a noise level at which the autocorrelation shows no detectable peak" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "dee1b187-99ba-4712-81d4-3cfb51ff74ab", + "metadata": {}, + "outputs": [], + "source": [ + "N = 100\n", + "M = 100\n", + "dists = np.zeros(shape=(N, M))\n", + "for ii, dark_noise in enumerate(np.linspace(0, 400, N, dtype=int)):\n", + " for m in range(M):\n", + " cam.dark_noise = dark_noise\n", + " A, partA = synpivimage.take_image(laser, cam, one_particle, particle_peak_count=1000)\n", + " B, partB = synpivimage.take_image(laser, cam, one_particle, particle_peak_count=1000)\n", + " \n", + " auto_corr = compute_fft_xcorr(A[:], B[:])\n", + " \n", + " j, i = get_integer_peak(auto_corr)\n", + " \n", + " # get peak position\n", + " if j == 0:\n", + " j = 1\n", + " elif j == ny:\n", + " j = ny - 3\n", + " elif j == ny-1:\n", + " j = ny - 2\n", + " \n", + " if i == 0:\n", + " i = 1\n", + " elif i == nx:\n", + " i = nx - 3\n", + " elif i == nx-1:\n", + " i = nx - 2\n", + "\n", + " j0, i0 = gauss3pt(auto_corr[j-1:j+2, i-1:i+2])\n", + " dist = np.sqrt((j0-1)**2+(i0-1)**2)\n", + "\n", + " dists[ii][m] = dist" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "795d77ac-d381-4c05-8dc9-7f713a149c99", + "metadata": {}, + "outputs": [], + "source": [ + "means = dists.mean(axis=1)\n", + "stds = dists.std(axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "f93e035e-b821-41d2-bc99-acd6ce6b8128", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkIAAAGwCAYAAABFFQqPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB10UlEQVR4nO3deXxU5dk//s/s2ROyJxCSsBOEoGziChJF8MGKta5VRGsXQ7VS20fbPtrWPo/+arVqTaVfraKtdVe0ihRBwA0hLAEhEAwkEJbsZE9mkpn798fMObNktkxmcmaSz/v14qXMnMzch5nMuea6rvu+VUIIASIiIqIRSK30AIiIiIiUwkCIiIiIRiwGQkRERDRiMRAiIiKiEYuBEBEREY1YDISIiIhoxGIgRERERCOWVukBhDuLxYLTp08jPj4eKpVK6eEQERGRH4QQaG9vR3Z2NtRqz3kfBkI+nD59Gjk5OUoPg4iIiAJQU1ODMWPGeLyfgZAP8fHxAKz/kAkJCQqPhoiIiPzR1taGnJwc+TruCQMhH6RyWEJCAgMhIiKiCOOrrYXN0h6UlJSgoKAAc+bMUXooREREFCIqbrrqXVtbGxITE9Ha2sqMEBERUYTw9/rNjBARERGNWAyEiIiIaMRiIEREREQjFgMhIiIiGrEYCBEREdGIxUCIiIiIRiwGQh5wHSEiIqLhj+sI+cB1hIiIiCIP1xEiIiIi8oGBEBEREY1YDISIiEaQnl4zLBZ2RBBJGAgREY0QZztNmPu/m1D8rz1KD4UobDAQIiIaIY7UtaOtpw97TpxVeihEYYOBEBHRCNFlMgMAjH0WhUdCFD4YCBERjRAdxj4A1j4hIrJiIERENEJ0mayBkLHPAi4hR2TFQIiIaIToMFozQUIAvWYGQkQAAyGPuMUGEQ03XbbSGAD09LE8RgQwEPKouLgY5eXlKC0tVXooRERB0WGyB0LGXjZMEwEMhIiIRowuoz0LZGRGiAgAAyEi8tNnRxrw1dFGpYdBg9DpWBpjRogIAAMhIvJDt8mMH7y8Cz94eRf6zLyARqpOx9IYM0JEABgIEZEf2nt6YTJb0GUyo9PEC2ik6nQqjTGgJQIYCBGRHxwvmlyML3I5ZoT4OhJZMRAiIp8cyyhdzAhFLMceIWaEiKwYCBGRT46NtV0OWQWKLE6lMWaEiAAwECIiPzhmD7qZEYpYzs3SzAgRAQyEiMgPjqWxbmYSIpbTOkKcPk8EgIEQEfnBMXvAHqHIZOqzwOSw9AG32CCyYiBERD45Zg9YGotMrr1dzAgRWTEQIiKfOGss8nUYXQIhZoSIADAQIiI/ODVLs0coIrkGsNxig8iKgZAHJSUlKCgowJw5c5QeCpHinGeNcfp8JGJGiMg9BkIeFBcXo7y8HKWlpUoPhUhxjmvOsDQWmRxnjAGcPk8kYSBERD5x1ljkc80IcYsNIisGQkTkk2NGiBfQyNRv1hgzQkQAGAgRkR+YEYp8ncwIEbnFQIiIfGIgFPk6ba+bSmX9OzNCRFYMhIjIJ+ctNjhrLBJJGaFRMXoAXFCRSMJAiIh84srSkU/aeX5UjA4At9ggkjAQIiKfWBqLfFJGKCXWAIAZISIJAyEi8om7z0e+TtusseRYW2mMGSEiAAyEiMgPzAhFPikjlBxnDYS4xQaRFQMhIvLJsYzSw0AoIkmzxlLkjBADISKAgRAR+cFp9/leM4QQCo6GAiFnhFgaI3LCQIiIfHLMHpgtAiYzswmRRippyoEQS2NEABgIEZEfXFch7jHxIhppOlxmjZnMFlgszOwRMRAiIp9c+0m6uKhixOmSFlSM1cm3sU+IiIEQEfmhXyDEhumIYrEIh2Zpg3w7+4SIGAgRkR+MLqUxri4dWRzXfkqI1kKrtm44xowQEQMhIvKDdMGM1mkAcFHFSCPNGFOprK+hQWv96OcO9EQMhIjIhz6zBX22plppnyqWxiKLVBaL1WuhUqlgsAW0zAgRMRAiIh8cp8on2XYu7zaxWTqSSBmhWIM1AIqyZYQ4hZ5ohARCy5cvx6hRo3DdddcpPRSiiON4sZRmHDEjFFnkQEivBQA5I8Qd6IlGSCB077334pVXXlF6GEQRSSqf6DQq+ULKHqHIIm24GmuwBULMCBHJRkQgtGDBAsTHxys9DKKIJE2xNmg1iNbbmqWZEYoonUbr6xVje/3sPUJ8HYnCPhD67LPPsGzZMmRnZ0OlUmHdunX9jikpKUFeXh6ioqIwb9487Ny5c+gHSjRMSRkhg1YtX0hZGossUmksziUjxB3oiSIgEOrs7ERhYSFKSkrc3v/GG29g9erVePjhh7Fnzx4UFhZi8eLFqK+vH+KREg1PUvnEoFUjWme9kDIQiizSrLEY19IYM0JE0Co9AF+WLFmCJUuWeLz/ySefxF133YWVK1cCANasWYOPPvoIL774Ih544IEBP5/RaITRaJT/3tbWNvBBEw0jUkOtQaeRM0Jcfyay2DNCtlljUrM0M0JE4Z8R8sZkMmH37t0oKiqSb1Or1SgqKsL27dsDesxHH30UiYmJ8p+cnJxgDZcoIjllhOTSGKfPRxKpWTpGz4wQkauIDoQaGxthNpuRkZHhdHtGRgZqa2vlvxcVFeF73/se1q9fjzFjxngNkh588EG0trbKf2pqakI2fqJIYG+WVssrS7M0Flns6whZA6EoLqhIJAv70lgwbNq0ye9jDQYDDAaD7wOJRgh7s7S9NMZZY5GlyyitLG2bNcYtNohkEZ0RSk1NhUajQV1dndPtdXV1yMzMHNRjl5SUoKCgAHPmzBnU4xBFOjkjpLOXxriOUGTpMLquI8SMEJEkogMhvV6PWbNmYfPmzfJtFosFmzdvxvz58wf12MXFxSgvL0dpaelgh0k0YEII/Ok/FXij9ITSQ3HqEZJ6TFgaiyzS6yVvsaHjgopEkrAvjXV0dKCyslL+e1VVFcrKypCcnIyxY8di9erVWLFiBWbPno25c+fiqaeeQmdnpzyLjCgSnTzbjWe3VCLeoMUNc8YqOhbH0pi8+zwDoYjS4brFhpZbbBBJwj4Q2rVrFxYuXCj/ffXq1QCAFStWYO3atbjhhhvQ0NCAhx56CLW1tZg5cyY2bNjQr4GaKJK09fQCsM72EUJApVIpNhZ3pbGuXs4aiyRdrltsMCNEJAv7QGjBggUQQng9ZtWqVVi1atUQjYgo9KSMi0UAvWYBvVbBQKjXXbM0L6CRRNpiQ541xunzRLKI7hEKJTZLk5Ice3CUvli522Kjm+sIRRR501WXvca4oCIRAyGP2CxNSnKclaX0xcqpNCatI9Rr9pmppfDhuo4QF1QksmMgRBSGusMyI2TffV4ITr2OFKY+C3rN1qBVapaWF1RkRogo/HuEiEYix9KY4hkhN9PnAWuwJl1QaWic7TRh38kW7KtpRVnNWXT3mvHMjeciPSHK489I2SAAiDE4L6iodJBNFA4YCBGFIce9vJRe/bfHYYsNjVoFvVYNU58FXb1mjFJ0ZCNHW08vbnl+B7451drvvtdLa3DPookef1bqD9Jr1dBprAEQt9ggsmNpzAM2S5OSHIMfpS9WckbIdvG0ryXEhumhsvNYsxwEjUuNxfJzR+OamdkAgE2H6rz9qDxjLM5g/97LLTaI7JgR8qC4uBjFxcVoa2tDYmKi0sOhEcZp1pjCFyvHTVcBIEavQWt3L1eXHkI1Z7sAAFdOy8SaW2cBAOrbe7Cu7DT2n2xFXVsPMjyUx+w7z9vLmNxig8iOGSGiMOQ8fV7pWWP2HiEA9v3GGAgNmZNnuwEAOcnR8m3p8VGYmZMEANh8qN7jz0o9Qo4ZIXmLjQgJhDhDkUKJgRBRGOp2apZWOiNknzUG2DMLXSyrDJmaZmtGKCc5xun2oqnpAIDNXspjUmnMXUZI6feWP0x9Fix5+nP84GUuZUKhwUCIKAx1hVOPkMM6QgC435gCaqSM0CiXQKjAupXQF5WNHl8P1zWEAIctNiIgI3SssQOHa9ux6VC90ww4omBhIEQUhsIqI9TrWhrjDvRDSQiBk3JGKNrpvskZ8RgzKhrGPgu+qGx0+/PyPmMOSx9E2TJCZotAnzm8g6G6NqP8/8ebuhQcCQ1XDIQ84KwxUlJ3b/hMn5eyBtKU6xgpIxQBZZXhoLW7F+22TMjoJOeMkEqlQtFUa1ZoU7n78liHyz5jgD0jBAA9YZ4Vqmvtkf//eFOngiOh4YqBkAfcYoOUFF7N0v1njQGcPj9UapqtZbHUOIPcqO5ICoQ2H66HxdK/qdi+87z9Z/Ua+0e/0rMSfalrswdC1cwIUQgwECIKQ93htLK0S7N0lNQszdLYkDh51n1ZTDI3PxnxBi0aO4zYd7Kl3/0dbnqE1LaFMYEIyAi1MyNEocVAiCgMhdXu8y49QjFslh5S0hpCro3SEr1WjUsmpwFwv7hil1Qac8kmydtshH1GyN4jVM1AiEKAgRBRGAqX3eeFEP1mjcmlsTC/gA4XUmnMU0YIAC6XymNu1hPqMPXPCAGRs6iiY2mMzdIUCgyEiMKQU2lMwYxQr1lAajuRLpycNTa0fGWEAGDB5DRo1Cocrm2X1xySdBn7zxoD7IsqKt2M74tjIHSmtSfsx0uRh4EQUZgRQjhtumpUMCPkWJaTp8/bLqAsjQ0NKbAZ4yUQSorRY3audQtc18UVO93MGgMcd6AP34yQ2SLQ0G4tjalV1ttONDMrRMHFQMgDTp8npRj7LHCc/KNkRsjxImmfNSZlhDhrLNSEEG6313DnctviiptcymPyXmMG5x6hSNiBvqnDCIuwBkFTMhMAANWN7BOi4GIg5AGnz5NSXFP/ymaErM+t16qhUlm/kkezR2jINHQYYeyzQK0CspO8B0ILJlu329hZ3ez0HnK31xgQGTvQ19rKYmnxBoxLiwXAPiEKPgZCRGHGtfdGyVlj0owi6aIJOK4j5Htc3SYzPimvYxktQFKjdFZiNHQa7x/X49NikRpngKnPgn01LfLtnab+e40BkdEsLc0Yy0iIQl6KNRDizDEKNgZCRGGmXyAUBhkh6aIJ2Pca86dZeu1X1bjrlV3422dHQzPAYU5aQ2jMKO/ZIMC6yvT545IBADuqmuXbPWWE5B3owzgjJDVKp8dHITfF2iOlVEaovacXQvRfsJIiHwMhojDjmj0Jhx4hx4xQ9AAWVJQWwNtVfTYEoxv+PO0678m8cSkAgK+PNQEALBYhv04xevfT58N5QUUpEMpMNCAvVbmM0JeVjSj83UY8s7lyyJ+bQo+BEFGYcW1CVrKHQ8oWROkcS2PWC6o/4zrbZQIAHDzdym/TAZDXEPIyY8zRfFtGaM+JszD2mdHl8Br16xGKoIxQhkNG6HRLN0xDHLztrGqGRQDrvzkzpM9LQ4OBEFGYcW1CVrKHw11pLGYAGaGznb3W/3b1yo2v5L+aAZTGAGB8WhxS4/To6bVg/8lWeQ0htco5mAXsO9BHSo9QWpwBMXoNLMJeMhy6cVjfuxV17WixBfc0fDAQIgozUmlM6sVRNCMkBUK6/qWx7l6z200+HZ11uGgcPNUWghEOb/ap8/5lhFQqFebm2/qEjjXZ9xnTa+VZf5KBZIRONHWhZEvlkL8X5R6hBANUKhVyU5SZOXam1R7E7z7OMu9ww0DIA64jREqRMi3JsXoASmeE+s8akwI06/3ex+YUCJ1mIDQQZovA6Rb/1hBydL6tT2hHVbO9P8jQf9d6fxdUFEJg1Wt78Ph/KvDe3lN+jyMY7D1CUQCAPFt5bKj7hBxXt95Z3ezlSIpEDIQ84DpCpBSpryMpRgdA6R4hz7PGAO+LKgohcLarV/57+ZnWEIxw+DrT2o0+i4Beo0ZGfJTfPzcv3xoI7ao+ixbbv7/rqtKAfUFFX++vvTUt2H/S+todre/wexyDZewzy+8f6fyVygg5lnVLq8IjECo/3SZn/GhwGAgRhZkeNxkhpRqNe9xkhNRqldxv4q1PqK2nD2aH0hkzQgMjNUqPHhUNtVrl42i7ielxSI7Vo7vXLM8ec91nDPA/I/TyV9Xy/w/l9hb1tv4gvUYtfylQIiPU02uWA0oA+OZUq+KLUG45XI+lz3yOh9YdUHQcwwUDIaIwIwUXSTHWQEgIwGRWpjwmZ4R0zqUVaeaYt9WlpaZSncZ6ET95thutDhcU8m6gjdIStVqFuXnWPqHNh63bbcS6KY35s8VGfXuP00ypIQ2E2p37gwBlMkK1tv6gKJ0aGQkG9JoFyhwWrFTC23tOAgC2HWngbMwgYCBEFGa6eq3p7lG2b8EA0KPQooru1hEC7OUxbytGS2WN9PgojLZtD1F+hlkhf50c4BpCjubZptEfsv17e8sIectu/GvHCfSaBbJsPTonmruG7MJb22rNCGUm2MuCeanWf4ua5i70DdGXA6kslpkQhdm2AHOXgn1CPb1mbLEFuE2dJpyy9ZFR4BgIEYUZKbhIjNZBmuij1DYb7pqlAf8WVTzbac0IjYrVYVq2dcPMg6fZJ+QvacbYQDNCgL1hWuKuR8jXFhumPgte3XECAHD/FZOhUllf76bOoZk+Lq8h5BAIZcRHwaBVo88icLplaJZjcByHlGnbqeACoduONDj93u2riezfqR4/Zp+GGgMhojAjfchF6zX2Pg7FM0KupTFpCr3nZk1pxtioGD2mZScCsDZ4kn+k0pi/iyk6mpwRL/fVAO5LY/L0eQ9B9scHzqCh3Yj0eAOunpmNLFtAMlRlqTqH0phErVbJCysOVZ+QVBrLTIzC7LxRAIA9x8869b8FW317j8fH33CgFgCgsfWN7TvZErJxDIW1X1Xjgsc+xT+/Pq7YGBgIEYUZqe8mRqdx6ONQKCPU238dIcC//caaO+2BUIEtIxTJpbGnNh1B0ZPb0NRhHJLnk1eVDqA05tgnBHgqjUmzxtwH2WttTdK3zMuFTqOWx1HjZ5+Q2SLw2MeH8WZpzUCGLqt3WEzRkb1PaGgCoTMOgdCUzATEG7ToMPbJZcdg2328GXP/dzP++539/e4z9pmx6VAdAOD62WMAQPF+pcFa/80ZxRdbZSBEFGa6HfaGivJxsQo1X6Uxbz1C0kybUTH20ti39R2Kz7gJhMUi8NKX1ais78DOIZg+bewzyxmRnABKY4B93zEAiHFXGvOSEdp/sgV7T7RAp1Hhpnk5ACBnYvxtmP6yshFrth3FQx8cCKj0IWdiXAIh+8yxIcpMOfQIadQqnJdrzQqFqk/o828bAQBv7z7Zr5T8VWUT2nv6kB5vwO0X5AMAvjnZOmT9UsF2oqkL+0+2Qq0CrjwnU7FxMBAiCjPS2jxReo3P8kWo+S6NeckISaWxWD2yEqMwKkYHs0XgSF17iEYbOscaO9DabQ3sHFcZDpVTZ7shhPXfWVpGYaDm5dszQnHuZo15CbKlbNBV07OQblvDZ2zywHZ//8/BWvnx69sHnkVzVxoDhj4j5NgsDUBeubs0RH1C3zqs1fTnT4443ffxAesMvivPycSE9DjEGbTo7jWjsmHo1ncKpvW285k/PgWpcQYfR4cOAyGiMCNnhHSaMMgIWZ/XdZ+qaJ01w+CtNNbi0COkUqns5bEI7BPa5XDRG4o0fs1Z+2arrltj+GtqVgISoqyvk+vO84DnjFBLlwkf7rNeoFZckCffPpDSmMUi8El5nfz3QIIWz6WxIc4IOZTGAGC2LSO0s7o5JDPoKuvsQc2mQ/XYe8L63us1W7DR9m965TmZ0KhVmD7a2nu3L0LLYx/tt77Plk7PUnQcDIQ84BYbpBR5WwSHjJBS5SRpHypPGSHvs8ZspTFbRkNqmI7EhRUd95eqHYKM0MkA1xBypFGrsHBKOgB78ODIUyN+RW07TGYLxoyKxrljR8m3S5kYf0pje2tanLJAxwe4/lCHsU9eNdk1EMqTxtHUFdKGZcDa51RnOw8pECrMSYJeo0ZDuzHo6yr1mS041mgNhC4Yby1tPmnLCu041oyWrl4kx+rl/q/CnCQAQFkEzhw70dSFb07ZymLTlCuLAQyEPOIWG6QUqdwUrdcovkO4x3WE9L63Z7DPGrPOXorkKfRDHQgNplHa0f8un45/r7oIF01I7Xefpy02pAAmO9E5CJNKY7VtPT4D8422spjkxACzN1JfTpxBiziX/qasxCjoNCqYzJaQZ+eaOowwWwTUKiDNVrqJ0mkwfYw1qA92v9jx5i70mgVi9Bo8du0M6DQqfP5tI74+1iSXxRZPy4BWY/19nJljHcf+CJw59tE39rJYioJlMYCBEFHY6XacPq90RkhqlvY4a8y/6fMAUJBlDYQOnWkP+Tf5YGruNOFYo720c6Yt9AvYnWi2Pt9gMkKANZCYPibRbXnN0xYbjju+OxoVo5ODEilj5Y4QQu4PkjIWA80IeRoDAGg1anlJgeONoe0TkgKt1DiDHHwAwBx5YcXg9gl9ayuLTUiPw9iUGNwwx9qo/qf/VOA/B6WymL2MJP37Hq5tj7hJCB99cxoAcNX0bIVHwkCIKOzIpTGd1ueid6HW42bTVcB3aUwI0a80Ni4tDlE6Nbp7zUO+e/hg7LFlg6R+m7pWY0hXV952pEG+6E3JTAjZ8zi+txzPp8GWEUp32ehVpVLJGSpvJaEjdR2obuqCXqvGivm51uMH+HrL/UEeNpuVSn1HQ9wkLGX/pJW1JXNs6wmVBnnmWGW9dSLBhPQ4AMCqhROh16qx6/hZNHYYkRClxXyH2YCZCVFIjzfAbBERlWk93tSJA6faoFGrsHhahtLDYSBEFE4sFuFcGlM8I+S+NBbjY/p8l8ks748mlcY0apV8YY+kPqFdtkCoqCADKpV137fmEK2ufOhMG4pf3QOzReDac0fjwgkpvn8oQI4N8I6BtlQac5eNyfVj5piUDbpoQiqm2rKAA80IyTO1Et0HQjNzrIHIy9uPh3TqeK2b1a0BYHauNSN0rLETjUFcV0qaMTYxPR6A9fxvPT9Xvv/ygkzoHX4XVSpVRPYJyWWxccqXxQAGQkRhxfGCFKPX+Fz0LvTjcb+OkNRf4mn6vBQoGLRquYwGQJ45FknfXqWM0PnjUpASa/3QDsUU+rq2HtyxthQdxj6cPy4Zj313RsAzxvzhmOVzDoRsZan4/heosX6sJSQFQounZch9RS1dvfLyA/7wVhoDgNsvzENyrB6V9R14LcAFG/1R2+o+IEuM0clZqcp6z1mps50mHBtA1koqjU20ZYQA4CcLxsu/Q0vcrLVTOGboZ461dJkG9TsszRa7aoays8UkDISIwohjz020zp4RUn5lafe7z3sqjdkXU9Q7XcynRdgUelOfRd7CYFbuKLlEEuyG6Q5jH1a+VIozrT0YnxaLv31/ttM3/1DQaVRQu9nLTipLuZbGAN9T6Guau3DwdBvUKqBoagZiDVp5fZiBNEz7Ko0lRutwX9FEANa1dtp6/A+yBsJbZmqsH2XCW1/cgSv+/BnOtPruKzNbhFzqm5hhD4RS4wxYc+ssPLBkCi6zzQJ0JGWEhnKrjdVv7sNVz3yBz440DPhnqxs7cfC0VBZTdraYhIEQURiRAguDVg21WhWSjFBlfTt+s+4bvz6cAy2NOS6m6Mhxz7Gh2sV8MA6eboWxz4JRMTqMS42VL4jBnK1ksQj89F97UH6mDalxeqxdOReJDvuEhYpKZX9/OU6hH0xpTFrnZnZeslzykDInx5v97xNyt+Gqq5vmjsWE9Dg0d5pQsqXS78ceiDqXxRQd+QoKjX1mHDzdhj6LwMFTvgP/k2e7YOyzwKBVY4zL/nKXTkrDjy8dD7W6f4ZwxugkANbX5OwQbIgrhJBny734ZdWAf14qi10wPiXgxUKDjYEQURiR9xmzBRqhyAj9/Ytq/PPrE35tcuh793n3s8ZaXKbOSyZnWHsfmjpNQ7aL+WBI0+Zn5Y6CSqUKSUbo62NN2FLRAINWjedvmz3oKfMD4bqoYk+vWS5hucvGOGZB3AWyG+WymP2bvj99Ra7smRjP/SNajRq/XjoVAPDSF9V+74E2EGc8bPMB2M/LU0aoptm6Ojjg3waxUllsfFqcvKGqPxJtQTowNFmhk2e75TWeth1pGPBimXJZTOFFFB0xECIKI10O+4wBjmu9BC8jVGvLBB1r8P0BJmeEXEpj0T7GJX0zdc0IRes1cu/JqbOhn4Y+WPZAyNocK2UogtkjJG1Eu2hqutMChkPBdeVyacaYXqtGQnT/1aizk6KhVlnfFw0u22Y0dRjlWVRXFNhnAkl9Rf5eMIUQXstzjhZMTsPFE1NhMlvw2IbDfj3+QEirSmcEUBpzPF+/AqH6/mUxf0nlsf0nQ997d7jWvkWOEMCrO074/bNVjZ0oPxNeZTGAgRBRWHFcQwhwXOsleBkhqfRR5WMNFiEETD5KY54yQs0OG666ktbGORnmgZAQQp4xNsu2rYKcEQriWkLS3mvSTKGh5JoRcmyUdteordeqkZ1kff1cZ4JtPlQPi7D2gTlmteTSmJ8ZoZauXnnGoadmaYlKpcKvr5oKtcqaadh9PHjT2dt7etFp+30MpDTmuAVIdaPvc/+2XnofBBAIDWHDdEWtNXCX/k3e3FXj96zW9Q5lMdcvSUpiIEQURrp7rYGFlHGRMkKu2yAMhhQIVTd1et0V3HEmkefSmKdmaWtGKDmm/4ed1P9wqsX7xUHpHqKTZ7vR0G6ETqPCDNuFJtNHaWz9N2dw3xtlaB9A8+4RW0lkUoYCgZDLNhv2TIznAETOhLgENv/eb10gz/Wb/thk/7fmAOybrY6K0fVbv8qdKZkJ8sKDv//wUEA73bsdh608Fx+lRayhf3ZMynQ1dpjQaez/hWCgGSFp9tmEAAJix4bpUP/eSBmhW+fnYnRSNFq6evHBvtN+/axUFvuvMJktJmEgRBRGujxkhIK1jpDZItBkW/ekp9ciX3TccQyEojzMGjP2WdyuEi1Nn09yGwh5zwgJIXDbizvx3ee+UnQF6l227MK07ET5/DMdSmPuLjh/+k8F3tt7Cq/v9G9KtxAC39oyQpMCKIkMllx6lTNCvktS7kpCNc1d+KKyEQBwzczRTsdLGSF/tuYA7EGmt0ZpV/ddPgmxeg321bTIAdlgeesPAoCEKB2SbBnPGjcrbTtmhE63dHvN6losQg6EAimNTc1KgE6jQmOHSd6eJVSkQKggOwHft61x5E+/YbVDWeyKgvApiwEMhIjCiuOGq4BDRihIK0s3dRrhGFtUeekTkj641SpA69K86bg2kLuLmzx9PrZ/aWy0j0CoqdOEz440YM+JFkVXoJb6g6TdxgF7RqjLZEa7Sxagx2HF7Hf2nPTrOU61dKPTZIZOo0KereF1KPXLCLVLQYiXjJCbtYTe2n0SQgAXTkiR75ekxOoRq9dACO9bc0g87TrvTXp8FO5eOAEA8McNFXJJdzA8rSHkyFN2zHqb/b1rEfAaoJxu7UaX7X2QG0CzfJROg/Ns/WWhmkEHWD8TpJL6lMx43DAnB3qtGvtPtqLMR1nuq6NNAKy/T+FUFgMYCBGFlR4Ps8aClRGSLjKSKi+BhtFhew3XfpEonRrSTe7KY1JGaJSX0pini6JjScFboBZMJVsqsfTpz/HkJ0fk55f2kZrlEAjF6LVIjLYGd3Uu5bGjDR1ykHm4th2HzvieMi3NFMpPjYVOM/Qfx65buNRJpTEvQYhrRshsEXhrlzUDdsOcsf2OV6lUGGvbMd61T8jUZ8GP/7Eb33n2C/zy7X34+xdV+PqY9YLpLRhz586L8pEWb8Cplm5sC2B9G1feps5LPG050mu2yIF+apz1d6DaS0+e1Cg9LjXOaU+zgfjllZMBAG/sqvEZlASqsr4DZotAQpQWmQlRSI7V479ss79e2V7t9Wf3nrB9scgb2gkB/mAg5EFJSQkKCgowZ84cpYdCI4hcGtNZS0/B3muswWU7AH8yQq4brgLWi5uUFXK3llBLl7dAyJoROnW22215qcqhsXQoMkKdxj48s/lblJ9pwzObv8Wlj2/F9Wu2o8JWsnIMhAB7w7TrzDGp6Vny3t5TPp/7iFwWG/r+IKB/oC2VxtL86RGyXfw/+7YBZ1p7kBSjc5ot5ijPQ8P0V0cbseFgLfadbMWbu07ikQ/L8a7t320gGSHruWhwdaF1A09/e1a88bXNB2D/t3BtmD7d0o0+i0CUTo25+dYZh97ey5XSZquDKI/Oyk3GtedZy5IPv38gaL1Sjg6fsb5fp2QlyF+ObrXtJ/fh/jNet57ZYwuEzhvimZH+YCDkQXFxMcrLy1FaWqr0UGgEsfcIWX81g737fINLRsjbh7N9w1X3HxPyzLHe/o2i0oKK7hZMG22bddRpMsslNEeOGaFjId5dHAA2H66Hsc+CzIQoXDwxFSoVsLO6GUIAOcnR/bIj0gXatWG6otZ6MZMCvXV7T/nscVKyURroH2jXS1tbeAmEcm3Nzw3tRnSbzHjD1g+1/NzR/XrJJJ625th8qB4AcMmkNNxz2QRcUZCB3JQYpMTq3a6i7IsUCH1SXuu2gXkg/OlV8jSFXuoPyk2ORb6t5Ontd20wM8YcPbBkCuIMWuw72Yq3d/tXnh0I6cvBlEz7+3VmThKmj06Eqc+CN3e5741r6TLhqO1L10xbY3c4YSBEFEa6bdPRpWbkYGeEpB6QbNu3XG+Bhn1VafcXtygPGaGeXrMcRCW5mT4fpdPI2y646xNybDIdbGnswKlWudTiyXrbTJZrzxuNf9w5D189cBl+sXgy5uYl495Fk/od7ykjJDU9r7wwH6NidKhvN+JLWwOxJ9IFUIlGaaD/9HlPO887SozRISHK+v7cc+IsNh2yriZ9o5uymEQKnhyDXCEENtt+dsX8XKy+YjL+322zse0XC7H7fy4PaE2lGWMSkZsSg55eizyuQEkZIded5x15CoSk88xNiUGuh7KgI9fNVgOVHh+Fn9m2Hvn/Nhwe0P5u/pAapSc7BEIqlUreGNZT8LXXVqrLS4kJi01WXTEQIgoj9tJYaHqEpAudlK6vae7yuHu3p1WlJZ622ThrywbpNCrEuZl2DDiUx9xMoXfspfC11pE3Pb1m3PT817jlhR0e+zM6jX3YUmHNSiy19TpkJUajeOEEvPnj+bhu1ph+P+Npmw3p2/K07AQss2UmvJXHLBZh32RT4YxQT68FvWaLvNq3r/V7pAzPU5uOoM8icO7YJKeLoyv7Nhv21/twbTtOt/YgSqfGhRNSB3UeEpVKhe9I5bGywZXHalt9N23LpbGz3U6lKGndoLxUe0bI03tZCCGXxgKZMeZqxQV5mJAeh6ZOE/78yZFBP54jaQ2hKZkJTrcvPicTGrUKlfUdbnv/9p5oARCeZTGAgRBRWHHdYsN+oQpSs7QtEJoxJgl6rRq9ZoHTLe6n0NtXlXb/MRHtYeNVx6nznnZP9zSFXgjhVEKobesJuMTx1dFGtPf0wWwR8v5Grj61lcVyU2LkDWF9yZRLY/axdxr75HOZlBGP5edaezU2HPBcojl5thvdvWboNeqAZgoFg+OCnVKQrFWr3K7/5EjK8JTaGspvtK3j44kUMJxs7pbLhVI26MLxqR5LaoG4eqY1ENp2pMHr3lsN7Ub8a8cJrHhxJ6Y//B+nZl9TnwVNndZ/D289QlmJUdCoVTD1WeTfLcA1I2Q9d09T6GvbetBu7INGrUJeyuBnDuo0avx22TQAwD++Po7DtcHZ4Phsp0lupncNehOjdThvbBIAYGtF/0Z1qVH63FwGQkTkg+vK0va9xoLULN1u/3CXGliPNXa4PdZx1pg7MTqpR8j5w13q+/F2MfU0hf5sVy/ae6yBQ7yt/BJow/Snh+vl/5cWcnMlrXS7dHqWx6DNVaab0phU2kiLNyA5Vo+ZOUnIT41Fd68ZGw7Uun0cqVF6fHrgM4UGy3ELF8dGaXebezpyXDk6Vq/Bf83I9np8dlI0dBoVTGaLnEnbZOsPWjTVfYN1oCakx6MgKwF9FoGP3fzbbzhwBt9b8xXm/t8m/Oq9b7DtSAPajX147OPD8u9HfXsPhLBmNb29j7Uatdzz5lgek96zeSmxSIszIFav8TiFXsoK5qXEQO8h+zpQF01MxZXTMmG2CDyxMThZIaksNmZUtNtM76WT0gD0D4QsFoEyOSOUFJSxBBsDIaIw0r80Zu8RCsaKsfYF8wzyt09PZSN/S2M9HjNCnndQt0+hd74wSOWD7MQouYHYn+0JXAkh8OkheyBUfqatX2miy2Qviw1kA8isROuFz7E0dqTWuddHpVLhWltW6N297vsmjijcHwQ4Z4T8aZSWjHUIhJYVZrtdedmRRq2SX/PjTZ1oaDfKG4QG0hTti5QV+mCfc2ny08N1+Mmre1BafRZCWLem+OWVkzFjTCK6TGY8tckaNEhT5zMSonwGhe6WE5ACntyUGKhUKoc+of6/a8HqD3J1r61X6LMjDX5llHt6zfj4mzP48T924+bnv5YXXpXYy2Lux7lgsvV1/Opoo1Pm69v6DrQb+xCj18ibLocbBkJEYaTbZdNVxyBksFkhIYTcLJ0Wb0B+mvfeBaOHfcYkUR72G/M2dV5iL415ajJ17K1wn7HypqLO2n9i0NqnL693KY99ergePb0WjE32vywG2DNCLV298gXG3TT4a2yB0FdHm3Cm1XMmQKkZY4BDs7RTRsj3tPVch0UTb/BRFpM4Lj64paIeQgDnjE7wWnoKlNSjtaOqWZ79dbShA/e+VgYhgGvPHY2vHrgM76+6CHcvmCDvYv96aQ0q6zvk/iBvawhJXNcSOtPaDZPZAr1GLQfN3vqEKqUZY0EOiKdkxiMrMQrGPgu2e5kwsKu6Gb94ax/m/GETfvLqHmw4WIuvjjbh719UOR0nZYRc+4MkBVkJSI0zoMtkltfgAuxlsRljEhXLfPoSnqMiGqGkqeiuK0sDg99vrMPYJ8/mSo+PQr7tW2qVh9ksvmaNeSqNNXdKq0p7DoRyPKwlJGWnHJtMA5lCL03LvnBCKr5rW1vlQ5fyWCBlMQBIiNLKGTvpIlvhJhDKSY7B3PxkCAG876Zxt6I2OFOmB0Pefd6hx8VXozQAnDM6Ealxelw0IdXv6dCODdNSf9CiKcEti0lGJ0VjTt4oCAF8uP802np6cdcru9Bu7MOcvFF47Lsz5M1jAWDeuBQUTc2A2SLwxw2H5Wyfu13nXbmuJSTNDstJjobGlk3ytvGsFBBPCPL7QKVSyVmarQ5lYkdfH2vC9X/bjrd2n0S7sQ+jk6JxlW0fsFd3nHD6kuNuxpgjtVoll8ccF7QM5/WDJAyEiMKIa4+QVq2ClJkf7A700oUu3qBFtF4jb+ngKeNi7PW8oCLgsI6Q0f2sMXc7z0uki1C7sQ9t3fYPW2nqfF5KjM/ZNt5ssX3wXzYlHVcUWGe0HDrThmMN1nPtMvXJPUQDKYsB1guM6xR6TwsjSuWxN3fVOAV8ZovA0YZwygiZ0dDuf2ksMVqHHb8qwtqVc/wOIqWA4du6Dnz+rXVZgaIg9wc5ktYUWld2Cve9XoZjDZ3ISozCX2+Z5bYX54Elk6FWARvL6/CRbb+yLD8yQrkuayQ59gdJ8jysJdRtMuPA6VYAnjMtg7FwsjUw2VLR4La0/q8dJ2AR1t3g3/zRfHz+y4V45sZzkZcSg9buXry1y1rWtViE/B73VBoDgAWTpT4he+C1J8xnjAEMhIjCSrdLj5BKpXJqaB0MaXsNadXgcbYP51Nn3c9mkTJCUR4yQlLDc4XLisotXhZTlMTotUix3X/SYQq9VBrzZ9qxJ2c7TfK30IVT0jEqVi9Pz5ayQFsON8hlsXNGD/wCJJVz6tp60NrVK8+mce33+a/CbMQZtDjW0IkvK+3liRPNXTD2WWDQqp0aj4ea4zpVdQPc40ujVg2o1CH1yWw7Uo8ukxnp8YYBlSQHaun0LGjUKhw41YbNh+th0Krxt1tneVw1e0J6vLxFiHTx9qds59ojJGV9HPdck/vxXAKhbUes78Mxo6JD0it24YRU6DQqnGju6vd71Gnswyfl1szcL6+cgrn5yVCrVdCoVbjzonwAwN+/qLL2PJ3tQpfJOsMx38ueeBdPTIVaZV0o9HRLN1q7euXNZGeGaaM0wECIKKx0uUyfB/rvEB4oaXsN6UKQFu84m6V/yt7X9PnZedbem13VzU7fNptts8bc7TzvyHUKvRBC/rDOS4mVLx4tXb1ep0G72nakARZh/eYqzei5arp1t+uPvrHOIgq0LCZx3IVeanrOToxCfJRzFizOoJVLc2u/qpZvl75dT8yIk8snSnBcp6p+ABmhQEiZk16z9b2yaGq6z0bkwUiJM+Aih/WJHvvudMwYk+T1Z+67fKLT754/QaEUyEorbVc3ussIWY85dbbbaUPY/xy0vh+vnJYZ0PvQl1iDVu6R2+Iym2tjeS26e83IS4lB4ZhEp/uum5WDpBgdTjR3YePBWrksNsHHDMekGL28EObWigbsrbF+IclNiZEXUQ1HDISIwkiXS2kM6L9DeKDkWUG2D3eVSuVQHnMTCPV6nzV2TnYionRqnO3qlcs8gGNGyHNpDOg/hb6lqxdttqnzY5NjEK3XyCtge9sc1tXmw9K0bPtspCsKMqG1lccOnm4NuCwmkRdVbO2We30meSgZ3Do/zzauOjnglFahnhTkmUID5ZgRkjKG3laVHoyxLpmvUPUHOVp5YR40ahVWLZyA5ef2XxzTVXp8FO66eJz8d38yQonROnkj3hPNXXJGyLGh3GkKvW2CgKnPvvr1ledk+n9SA7RQ6hOqcO4TWrfXWv77zszR/YKwaL0G359nXS36+c+Pye9xb2UxyYJJ9vJYuC+kKGEgRBQmzBYhf1uUZo0BQcwISbOCHL6Zyb0LbspPvpql9Vo1zs2xfsDtrLLPEnFcUNEbaTr1KVsgJJUNshKj5EBQDtT83Gqjz2zBtgp7f5BkVKweF9iyAw+++w26e83ISY4OqCwmjRGwZoSkoMbT1OAJ6XG4eGIqhAD++fVxAECFwitKS6Qgt9tkRmOH/83SgYjSaeQd5Q3a4K0m7c2Cyek4/MiVuH/xZL9/5oeXjLO+B3UajE/zr1wlBXnVTZ043tw/I+Q4hV76XZMW/EyLN4Q0UJAapncca5abnxs7jPjCtv2LNLvR1W0X5EKvUWPPiRa8u8faKzQly49AyPZ8X1Y2YmdVM4DwXT9IwkCIKEx0O8y+itYFPyPU4GZW0DgvM7N8rSMEAHPyrB/gu6qb5dv8WVAR6D+FvtphNV7JQPuEdh8/i7aePoyK0WFmjvPFRSqP7T9pbU4NtCwGAJm2adF1bT1yj5S3oGaFLSv0emkNuk1me0ZIwTWEAHuQfbqlGxYBqFSQe7dCQVqR+sIJqU5Zz1DSDXDKdqxBi3//9CJsvO8Sr31ujqRAaPfxs+jptUCjVskZT4lUHpMmBEhlsSsKMkJaIhyfFouc5GiYzBZ8ZetT+3DfaZgtAoW2hT/dSY+PwjXnZjuNebIfDd3TshOQGqdHp8ksT9sPZN+4ocRAiChMSN/WVCp77wYAGORm6eDMGnPsAfG2qKK8srSHHiEAmGPrP9hpC4RMfRZ02LaU8LaOENC/R0haONHxg3mggZBU8lo4Ob1f741UHpMEWhYDnHuEpOnP3haLWzglHWNGRaO1uxfv7T2FY7YMl5IzxgB7kNtue81S4wwhXetF6le59jz3WYhwkRpnGFATu3TsZ7Zp42NGRfcLwBx/18wWgY0HQ18WA6zZKKk8Ji0gus62nMM1M72vCP4DhzIh4F9pTK1W4RJbeQywfqnz5+eUxECIKEw4zhhzzFRIF6vBlsYcF1OU5HkJNHyVxgDrNz21yhrMnGntlvuD1Cr7FhmejE6ylcZarIGQ42KKknFpA1tLSA6E3KxW7FgeGzMqGtNHJ/Y7xl9S70h9uxFNnSaoVN7XgdGoVbhtvrXn4slPjsBktiBGr5GbuZXiusdXqBqlJT9dNAGbf36pzy05Io2UEZKainPd7BnmOHNsV3UzmjpNSIzW4fxxKSEfn31aewOqGztRVtMCjVrl83WYlBEvrw00Kkbn9/tDKo8B4b2QoiS8R0c0gnSZ+s8YAxy22QhWacyhGVYqjdW29fRbIdqf0licQYtp2daAorT6LJodVpX2le6XSget3b1o6+mVF3bMcyqNWYOL6sZOp9293alp7sK39R3QuHwjdXT7BblQqYDbL8gb1CydlFg9dBr7z0vN3d5cPzsHUTq13IszMT0upCURf7i+tqEOhAxa//tuIolrI7jje1i+zWEtoQ22sljR1IwBl+4CMX9cKvRaNU61dOPxjRUArOVJT0sJOCpeOAFatQoXT0zz+3fm4gmp8vpn54XpRquOGAgRhQmpR8j1ghoVhIyQqc+Cs7beHceL3ahYvTzjxXVPL1/T5yWzbX1CpVXNONspTZ33PmMMsAZR0qKLp852O60hJBkzKhpatQrdvWbUtfe4fRzA2iT950+s+0TNyRsln5Ory6Zk4NDvr5TXSQmUWq1yCij9KXElxehxzUx7SUjpRmmg/2sbqhljw51rIOQ+I2SfHPCxbRmHUJfFJNF6DebbMk/SBsS+ymKSufnJ+Py/F+KP183w+/lGxerlTNdFQ9AUP1jec9duWCwWbNu2DZ9//jmOHz+Orq4upKWl4dxzz0VRURFycvzbd4aInLkupigxBCEjJK0hpNOo+gUp+amxKKtpQXVTJwocFrjztfu8ZG5eMl76shql1c24YLz1w8/fJtMxo2JwtqsVB061yk3WUkOtdbzWBQerGjtR1dgp793kqNPYh+J/7cHWigaoVcAdF3oPclzLQYHKSoySy3r+Nj3fNj8Pr5fWDOhnQsl1scxQzRgb7rKSoqBRq2C2ZS3dZYTS4g2I0WvQZTKjtq0HMXoNLp44dEHCwslp8tYXUTo1rpjmfxDm7vfOl6dvPBff1rfjgvHhHwj5nRHq7u7GH/7wB+Tk5GDp0qX4+OOP0dLSAo1Gg8rKSjz88MPIz8/H0qVL8fXXX4dyzETDkn0NIefvJ8HICDlOnXdNb3tqSPanNAbYF1asqGuXZ5f4mjovkXpkvjpqnV2SmRDVLyPmrWG6vr0HN/y/7dha0YAonRp/u3X2gD7gB8NxjRl/m54LshPkst28/ND3hvjSPyPEQCgQOo0a2Un294O7jJDjFHrA2tAfrKDcH459O5cXZCLOMOA8yICkxRsiIggCBhAITZo0Cfv378fzzz+PtrY2bN++He+88w7++c9/Yv369Thx4gSOHj2Kiy++GDfeeCOef/75UI57QD788ENMnjwZEydOxAsvvKD0cIjcknp0YvplhAY/fV5aTNFdT4DnQMi/jFBavAH5qbEQAvICcb6mzkukmWPSmia5br5J53tYS6iyvgPX/vUrHDjVhuRYPV6763xcXhD6RfokWQ6BkKeNKN157pbz8Ml9l6DQz81KQ8n1tU33c3sN6k8qj6lU1g1X3clPtb+/Fw9RWUySlxorZyG/G+az9oaa3yHhxo0bMXXqVK/H5Obm4sEHH8T999+PEydODHpwwdDX14fVq1djy5YtSExMxKxZs7B8+XKkpCj/bYzIUY+b7TUAxx3CB5ERkrfX6H+h87Soor89QoC1L6eqsVPe4yvJx6rSEikQkjJWeW6+SbsL1M60duPG/7cdjR0m5KXEYO3KuU69RUNB2n5Bo1Z53X/JVaxBGxb9QYB17DqNSt72ghmhwI1NjsGXaEJ2YrTHLw9SRkivUcsbog6lNd+fhcr6DqfsEA0gI+QrCHKk0+kwfvz4gAYUbDt37sS0adMwevRoxMXFYcmSJdi4caPSwyLqx932GkBwZo3J2ye46QHJT/GQEbIFZp42XXUklcekLcf8zQiNHuUy28ZNQDHOJRAy9pnx43/uQWOHCVMy4/HOTy4Y8iAIALJtZb381FifWbNw5jh2ZoQCJ60llJfqef0haU+vRVPT++1LNxTGpcUNWek4kgQ0a2znzp14+umn8eCDD+LBBx/E008/jZ07dwZ7bACAzz77DMuWLUN2djZUKhXWrVvX75iSkhLk5eUhKioK8+bNcxrL6dOnMXq0PQ04evRonDp1KiRjJRqMLk/N0tLK0oPICNW72V5DMi4tFioV0NRpktcaAoCeAWSE5toCIYmvxRQlY1xX3/Uy7fhEcxf6zBb89oNy7KtpQWK0Ds/fNhspCm3meOmkNFxdmI2fXz5JkecPFsceMHfvD/LPldMyMS07ATfadrB3Z/G0TLy0cg4e+67/M7Ao9AbULVVfX4/vfve7+PLLLzF27FhkZFjr8XV1dbjvvvtw4YUX4p133kF6evDSbp2dnSgsLMQdd9yBa6+9tt/9b7zxBlavXo01a9Zg3rx5eOqpp7B48WJUVFQENA6j0Qij0Sj/va2tbVDjJ/JXt491hHoGM2vMzfYakliDFhPT43CkrgP7alpxeYE1K+Br01VH0u7S0ho5/kyfB9BvGwJ3TaaZCVGI0qnR02vBE58cwWs7T0ClAp6+ceaAVv8NtliDFs/cdK5izx8s0vtrVIwOej9ea3JvXFocPrrnYq/HOK7yTOFjQO/6u+++G2azGYcOHUJ1dTV27NiBHTt2oLq6GocOHYLFYkFxcXFQB7hkyRL84Q9/wPLly93e/+STT+Kuu+7CypUrUVBQgDVr1iAmJgYvvvgiACA7O9spA3Tq1ClkZ3teP+HRRx9FYmKi/IfLAdBQ8TRrTG6WHtSsMdvO8x7WiSkckwQA2FfTIt/mb7M0YP2An5tvXzjN3+nzCVE6pzV/3JUV1GqV3Dv03NajAIDVRZPY5xAkUqDLNYRopBpQIPSf//wHJSUlmDy5/06+kydPxjPPPIMNGzYEbXC+mEwm7N69G0VFRfJtarUaRUVF2L59OwBg7ty5OHDgAE6dOoWOjg58/PHHWLx4scfHfPDBB9Ha2ir/qampCfl5EAH2BRU9NksPpkdIKo15aIadadsduswWCPWZLeizrYniT0YIAGbn2stj/k6fB+xT6NPjDYjRu09SS1ttANbVeIsXTvD78ck7aZ0qriFEI9WASmMGg8Frqai9vR0Gw9D9MjU2NsJsNsslOklGRgYOHz4MANBqtXjiiSewcOFCWCwW/PKXv/Q6Y8xgMAzpORBJum3T5/svqDi4jJDFIuSSladZQXJG6GQLLBYBk9kedPnTIwTYN9QE/M8IAdY+ofIzbV4bniemxwOoRX5qLJ68oVDxrSmGE2aEaKQbUCB0ww03YMWKFfjzn/+MRYsWISHBugptW1sbNm/ejNWrV+Omm24KyUAH4+qrr8bVV1+t9DCIvPI0a8wwyIxQS3evPD061UMz7OTMeETp1Gjv6cOxxk6kOAQyej/3QpqSGY/poxOhVquQ5GGLC3fG2GaOuWuUlqy4IA8qFfDd88YgQYHZNsOZHAgxI0Qj1IACoSeffBIWiwU33ngj+vr6oNdbPyxNJhO0Wi3uvPNO/OlPfwrJQN1JTU2FRqNBXV2d0+11dXXIzBzcFMGSkhKUlJTAbB7cjt9E/vJYGrNlZKR1hgZKmgnmrRlWp1HjnOxE7Dp+FvtqWnChbX8grVrl987RWo0aH6y6EEJgQBmb780eg8qGDtw8L9fjMcmxevysKLJnZ4UrqVmaawjRSDWgHiGDwYDnnnsODQ0N2LRpE1588UW8+OKL2LRpExoaGvDXv/51SMtKer0es2bNwubNm+XbLBYLNm/ejPnz5w/qsYuLi1FeXo7S0tLBDpPIL552n5cyQlLzsjcdxj5sOVwv73kEuN913p2ZtpWOy2pa/N5ew5VKpRpw2WpqVgJeuWOu/Pw0tK6anoVxqbG4dNLQL/BHFA4C2mwkISEBCxcuDPZY3Oro6EBlZaX896qqKpSVlSE5ORljx47F6tWrsWLFCsyePRtz587FU089hc7OTqxcuXJIxkcULN2e9hobQEboiY0VeOnLatxxYT4eWlYAwPtiio6khul9J1scVpWO3IUCyT/Xz8nB9XM4O5ZGrtDuuhYEu3btcgq6Vq9eDQBYsWIF1q5dixtuuAENDQ146KGHUFtbi5kzZ2LDhg39GqiJwp1UGuu/oKL/GaHPbLtLv7y9GtfPGYMpmQleF1N0JDVMHzrThrbuXttzc10ZIhrewj4QWrBgAYQQXo9ZtWoVVq1aFdTnZY8QDTV509UAe4SaOow4atuY1GwReGjdQbzxo/PtO8/7yAiNGRWN1Dg9GjtM2HuiBQADISIa/vgp5wF7hGio+dxrzEdGaNdx64anWYlRiNZpsLO6GevKTsnN0r56hFQqlZwV2lHV5PTcRETDFQMhojDhafd5KStj6rPAYvGcHd1V3QwAWDglHasusy44+L8fHZY3K/W0mKIjqWF5Z1Wz03MTEQ1X/JQjCgO9Zou81o9rj5BjVsZbVmhntTUjNCdvFH5wcT7yU2PR2GHEwdPWRVD9mR5daAuE2nqsZbpI3lWdiMgffvcI3XHHHQE9wTXXXMPFDIl8kMpigLsFFe3fV4x95n73W3++DwdPtQIA5uQlw6DV4LdXT8OKF3fKx/gVCNlKY/Jz+7mqNBFRpPI7EMrN9bzYmTdJSUkB/ZzS2CxNQ0maOq9Rq/qt5KzVqKFVq9BnER5Xly470YI+i0BWYpS8d9elk9Kw5JxMfHygFoB/pbHEGB3GpcbimK2cxtIYEQ13fgdCDz/8cCjHEXaKi4tRXFyMtrY2JCYmKj0cGubkGWM6DVSq/gsSGrRq9JnMHvcb22nrD5qTl+z087/5rwJ8fawJKXEGxBn8+3WfmZPkEAixNEZEw1vYT58nGgnkNYTclL0Aa59Qp8nsMSO0y6E/yNHopGhsuX8BDFr3AZY7M8cm4d29pwAwI0REwx8DIaIw0O1h6rxEaph2t5ZQn9mCPSdsgZDDDvCSpBj/d4IHnPuE2CNERMMdP+WIwoC8hpCHdXukzIy7WWPlZ9rQZTIjIUqLSenxgx7L1KwEuU+JpTEiGu4YCBGFAU8brkoMXjJC0po/s/OSB7zhqTt6rRoF2QnW52VpjIiGOX7KeVBSUoKCggLMmTNH6aHQCNDdK22v4b5a7S0jZO8P6l8WC9T541IA+DfTjIgokgXUI1RbW4sdO3agttY6LTczMxPz5s1DZmZmUAenJM4ao6HUbbIGOJ62tPC035gQAqXyjLFR/X4uUD+9bALOHZuESyelBe0xiYjC0YACoc7OTvzoRz/C66+/DpVKheRk6zfQ5uZmCCFw00034W9/+xtiYmJCMlii4crThqsST/uNHWvsRFOnCXqtGtPHBC9gjzVosXja8PliQ0TkyYBKY/feey927tyJjz76CD09Pairq0NdXR16enqwfv167Ny5E/fee2+oxkoUkTaV1+H6v21HZX27x2O6ffUIad1nhKT9xWaOSWJjMxFRAAYUCL3zzjtYu3YtFi9eDI3G/qGr0WhwxRVX4MUXX8Tbb78d9EESRbIXvjiGnVXN+PV7ByCE+01Tu/xYRwjoHwjtrJKmzQevLEZENJIMqDRmsVig13tek0Sv18Ni8bwpJPXX2dnp8T6NRoOoqCi/jlWr1YiOjg7o2K6uLo8XaJVK5VTqHMix3d3dXt8PsbGxAR3b09PjdeuTgRwbExMjLzRoNBrR19cXlGOjo6OhVqshhMCBmiZYTEZsrziNf++uwqKpGf2OlTJCepXZ7Wun6jPCYupBt7FXvs1kMmHHt6dgMfVgWrqh389FRUXJX1h6e3thMpk8jtdgMECr1Q742L6+PhiNRo/H6vV66HS6AR9rNpvR09Pj8VidTid/Fg3kWIvFgu7u7qAcq9VqYTBYm8mFEOjq6grKsQP5vednhPtjI+kzArD+Lvf29gblWMff+4EcGw6fEYoRA3DzzTeLc889V+zZs6fffXv27BGzZs0St9xyy0AeMuy1trYKAKK1tTUkjw/A45+lS5c6HRsTE+Px2EsvvdTp2NTUVI/Hzp492+nY3Nxcj8cWFBQ4HVtQUODx2NzcXKdjZ8+e7fHY1NRUp2MvvfRSj8fGxMQ4Hbt06VKv/26OrrvuOq/HdnR0yMeuWLHC67H19fXysXfffbfXY6uqqoQQQpxo6hQJc6/1euyBAwfEL9/aJ3L/+0Ox5LZVXo+995m35DE89Mj/eT12y5Yt8rHPPvus12M//PBD+diXXnrJ67FvvvmmfOybb77p9diXXnpJPvbDDz/0euyzzz4rH7tlyxavx/7xj3+Uj925c6fXYx9++GH52AMHDng99v7775ePraqq8nrs3XffLR9bX1/v9dgVK1bIx3Z0dHg99rrrrnN6D3s7lp8R1j+R/BkhhBD333+/12MPHDggH/vwww97PXbnzp3ysX/84x+9HhtunxHB5u/1e0ClsWeffRYZGRmYNWsWUlJSMHXqVEydOhUpKSmYPXs20tPT8eyzzw7kIcMWp89TMBw83erzmBNNXfjkUB0AINrD9HlJr9n+jbix3fO3LCIi8o9KCA85TC8OHz6M7du3O02fnz9/PqZMmRL0ASpNmj7f2tqKhISEoD8+094DPzaS0t5PbKzAM58cwvLCTJwzOhG//3c5RsXqsOFnlyAhSodTZ7tw28tlqG03YfroRLx8+3kwqPv/+z69+QjWbD2GFRdNwCPXFgIA/r7tCH73/jdYOCUNf71lVr+fCbe0N0tjLI3xM8KOpTGrUJbG/L1+B7SO0JQpU4Zl0KMEx19IpY4dyHIHAznW8YM0mMc6fvAH81iDwSBfrIJ17MHTbVBpdDh3XCZunjcWr+2pw9GGTry8sxZ3XpSPH752ALXtJoxPi8XLd8xFcqz7HrzE+Hio9VHoFfaVo6vPmqDWR2FKTprP11un0/n9YTOQY7VarfyBF8xjNRqN3+/hgRyrVqtDcqxKpQrJsQA/IwI5NpI+IwBrMOCt/3Yojg2Hzwil+F0a+/rrr/1+0K6uLhw8eDCgARENJ1JpbFp2AnQaNR5cMhUA8OKXVbjlha9R3dSF0UnR+OcP5nkMggD30+cr6zsAABPS4kI1fCKiYc/vQOjWW2/F4sWL8dZbb3lMqZaXl+NXv/oVxo8fj927dwdtkESRqLHDiLo2I1Qq60amALBoajrmj0uBqc+CI3UdSI0z4NUfzENWovdvu/a9xuylgcoGWyCUzkCIiChQfgdC5eXluOqqq/Cb3/wGSUlJmDZtGi6//HIsW7YMF110EVJTU3HeeeehqqoKGzduxG233RbKcROFvYOn2wAA+SmxiDVYU8MqlQq/vmoqNGoVEqK0+Medc5GX6rtEYd9rzJoRau3uRYOtWXo8AyEiooD5XbjT6XS45557cM8992DXrl344osvcPz4cXR3d6OwsBD33XcfFi5cKG+7QTTSSWUxaSd3yTmjE7H+nosRH6VFdpJ/fQ9RLhkhqSyWkWBAQpTCa3AQEUWwgDqYZs+ejdmzZwd7LETDipQRmpad2O++yZnxA3qsKJeM0FFbIDQxfWCPQ0REzga0jtBIwnWEaLDK5UBo8MsuuPYIsT+IiCg4GAh5UFxcjPLycpSWlio9FIpAHcY+VDVaJxUEIxByzQh9W2fdwJX9QUREg8NAiCgEDp2xZoMyE6KQEuffWiLeeMwIceo8EdGgMBAiCoGDp9w3SgcqSmfPCPX0mnHyrHXFY5bGiIgGh4EQUQgcDGJ/EABEaa0ZIWOvBUcbOiAEkBitQ2qcf6vGEhGRewEHQtu2bcOyZcswYcIETJgwAVdffTU+//zzYI6NKGKVnwluIGSwZYR6+sz2FaXT4+R9jYiIKDABBUL//Oc/UVRUhJiYGHltoejoaCxatAj/+te/gj1GoohiXTXa2szsbup8IKSMUK9Z4Ns69gcREQVLQOsI/e///i/++Mc/4r777pNvu+eee/Dkk0/ikUcewc033xy0ARJFmm/r29FrFkiI0mLMKP83ivRGyggB9oUa2R9ERDR4AWWEjh07hmXLlvW7/eqrr0ZVVdWgB0UUyaT+oILshKCVrgy2jBAAHLA9PgMhIqLBCygQysnJwebNm/vdvmnTJuTk5Ax6UESRrNzLitKB0qhV0GmsQZW0xxgDISKiwQuoNPbzn/8c99xzD8rKynDBBRcAAL788kusXbsWTz/9dFAHSBRppNJVsBqlJVFaDXrNfQCAaJ0Go/3cp4yIiDwLKBD6yU9+gszMTDzxxBN48803AQBTp07FG2+8ge985ztBHaBSSkpKUFJSArPZrPRQKIJYLCIkGSHAuqhiu9EaCI1Li4VazRljRESDFVAgBADLly/H8uXLgzmWsFJcXIzi4mK0tbUhMTG4FzQavqqaOtFpMkOvVWN8WmxQH9ugtVeyWRYjIgqOgHqExo0bh6ampn63t7S0YNy4cYMeFFGk2nGsGQAwc0wStJrgrlca5TBzjFPniYiCI6BP6urqarclI6PRiFOnTg16UESRavsx6xeE+eNTgv7YjjPHmBEiIgqOAZXGPvjgA/n///Of/ziVjMxmMzZv3oy8vLygDY4okgghsP1o6AIhp4wQAyEioqAYUCB0zTXXAABUKhVWrFjhdJ9Op0NeXh6eeOKJoA2OKJIcbehAY4cRBq0a545NCvrjR9l2oNeoVchNCW7/ERHRSDWgQMhisQAA8vPzUVpaitTU1JAMiigSfWXLBs3KHeVUxgoWqVk6NyUGei33SyYiCoaAZo1x9Wii/qSy2AUhKIsB9ozQRJbFiIiChl8riYLAYhH4OoSN0oA9EGJ/EBFR8AS8jhAR2VXUteNsVy9i9BrMGJMUkuf47nljcKqlG8vPHROSxyciGokYCBEFgdQfNDsvGbogrx8kuWhiKi6ayL48IqJgYmmMKAhC3R9EREShEVAgpNFoUF9f3+/2pqYmaDTBny1DFM7MFoEdVbb+oHEMhIiIIklAgZAQwu3tRqMRer1+UAMiijTlp9vQ3tOHeIM26DvOExFRaA2oR+iZZ54BYF1Q8YUXXkBcnH32itlsxmeffYYpU6YEd4REYe6ro40AgLn5yUHfX4yIiEJrQIHQn//8ZwDWjNCaNWucymB6vR55eXlYs2ZNcEeokJKSEpSUlLjdU43IUSj3FyMiotBSCU91Li8WLlyId999F6NGjQrFmMJKW1sbEhMT0draioQElj3IWa/Zgpm/24hOkxkf3XMRpmUn+v4hIiIKOX+v3wHl8bds2eIUBJnNZpSVleHs2bOBPBxRxPrmVCs6TWYkxegwNZOBMhFRpAkoEPrZz36Gv//97wCsQdAll1yC8847Dzk5Odi6dWswx0cUtoQQ+PibMwCAefnJUKtVCo+IiIgGKqBA6K233kJhYSEA4N///jeqq6tx+PBh3Hffffj1r38d1AEShZs+swXvl53Ckqc/x/OfW/fdu2RSmsKjIiKiQAS0snRTUxMyMzMBAOvXr8f3vvc9TJo0CXfccQeefvrpoA6QKFwY+8x4Z/cp/O2zozje1AUAiDNoseKCXNw4Z6zCoyMiokAEFAhlZGSgvLwcWVlZ2LBhA5577jkAQFdXFxdUpGGhz2xB+Zk2VNS240hdOw7XtuPAqVac7eoFACTH6nHHhXm4dX4eEqN1Co+WiIgCFVAgtHLlSlx//fXIysqCSqVCUVERAGDHjh1cR4giXlVjJ37yz904XNve776sxCjcdfE43Dg3BzF6btVHRBTpAvok/+1vf4tzzjkHNTU1+N73vgeDwQDAuvXGAw88ENQBEg2lDQdq8Yu39qHd2Ic4gxbTRydicmY8JmfGY1JGPKaPToRey0UTiYiGi4DWERpJuI7QyNBntuDxjRX427ZjAIA5eaPw7M3nISMhSuGRERFRIPy9fvudEXrmmWfwwx/+EFFRUfJWG57cc889/o+USGEtXSb8+J+78fWxZgDADy7Kx38vmQIdt8sgIhr2/M4I5efnY9euXUhJSUF+fr7nB1SpcOzYsaANUGnMCA1vZztNuOWFHSg/04ZYvQaPf68QS6dnKT0sIiIapKBnhKqqqtz+P1GkarYFQYfOtCE1To9Xf3A+JmfGKz0sIiIaQpz2QiNSU4cRt7ywA4dr25EaZ8Brd83DxAwGQUREI43fgdDq1av9ftAnn3wyoMEQDYXGDiNueX4HKurakRZvwGt3nY8J6XFKD4uIiBTgdyC0d+9ep7/v2bMHfX19mDx5MgDgyJEj0Gg0mDVrVnBHSBREvWYL7lhbioq6dqTHG/DaD8/H+DQGQUREI5XfgdCWLVvk/3/yyScRHx+Pl19+Wd6F/uzZs1i5ciUuvvji4I+SKEj+8mkl9p9sRWK0Dq//8HyMYxBERDSiBbSO0OjRo7Fx40ZMmzbN6fYDBw7giiuuwOnTp4M2QKVx1tjwsa+mBdc+9xXMFoG/3HQulhVmKz0kIiIKEX+v3wEtlNLW1oaGhoZ+tzc0NKC9vf+2BERK6+k14743y2C2CCwrzGYQREREAAIMhJYvX46VK1fi3XffxcmTJ3Hy5Em88847uPPOO3HttdcGe4xEg/b/bTiMYw2dSI834JHvTPP9A0RENCIENH1+zZo1uP/++3HzzTejt9e6G7dWq8Wdd96Jxx9/PKgDJBqsryob8dKX1QCAP143A0kxemUHREREYWNQe411dnbi6NGjAIDx48cjNjY2aAMLpuXLl2Pr1q1YtGgR3n777QH9LHuEIpMQAifPdqO0uhl/+k8FTrf24JZ5Y/G/y6crPTQiIhoCQV9Z2p3Y2FjMmDFjMA8xJO69917ccccdePnll5UeCoWIxSJwpL4dpdVnUVrVjNLqZpxp7ZHvz02Jwa+WTlVwhEREFI5GxMrSCxYswNatW5UeBgVZT68Zr+44ga8qG7Hr+Fm0dvc63a9Vq3DO6ETMzU/G7RfkIdYwIt7uREQ0AIpfGT777DM8/vjj2L17N86cOYP33nsP11xzjdMxJSUlePzxx1FbW4vCwkL85S9/wdy5c5UZMIWFpg4j7nplF/acaJFvi9ZpcF5uEubkJWNuXjJmjk1CjF7xtzgREYUxxa8SnZ2dKCwsxB133OF2xtkbb7yB1atXY82aNZg3bx6eeuopLF68GBUVFUhPTwcAzJw5E319ff1+duPGjcjOHtg0aaPRCKPRKP+9ra1tgGdEoVZZ34E71pbiRHMXEqK0WHXZBMzLT0FBdgJ0moAmQhIR0QileCC0ZMkSLFmyxOP9Tz75JO666y6sXLkSgHXG2kcffYQXX3wRDzzwAACgrKwsaON59NFH8bvf/S5oj0fB9VVlI378z91o6+nD2OQYvHj7HO4TRkREAQvrr88mkwm7d+9GUVGRfJtarUZRURG2b98ekud88MEH0draKv+pqakJyfPQwJgtAi9/VY3bXtyJtp4+zModhffuvoBBEBERDYriGSFvGhsbYTabkZGR4XR7RkYGDh8+7PfjFBUVYd++fejs7MSYMWPw1ltvYf78+W6PNRgMMBgMgxo3BdfWino8uv4wKuqsq5YvK8zG49fNQJROo/DIiIgo0oV1IBQsmzZtUnoIFIBDZ9rwf+sP4fNvGwEASTE6/GzRRNw2Pw9qtUrh0RER0XAQ1oFQamoqNBoN6urqnG6vq6tDZmZmSJ+7pKQEJSUlMJvNIX0ecm/L4Xr84JVdMFsE9Bo1VlyQi1ULJyIxRqf00IiIaBgJ6x4hvV6PWbNmYfPmzfJtFosFmzdv9ljaCpbi4mKUl5ejtLQ0pM9D/bV0mfDLd/bDbBG4bEo6Nq2+FL++qoBBEBERBZ3iGaGOjg5UVlbKf6+qqkJZWRmSk5MxduxYrF69GitWrMDs2bMxd+5cPPXUU+js7JRnkdHw8/sPy9HQbsT4tFj89Zbz2AtEREQho3ggtGvXLixcuFD+++rVqwEAK1aswNq1a3HDDTegoaEBDz30EGprazFz5kxs2LChXwM1DQ+fHq7Du3tOQa0CHv9eIYMgIiIKqUFtujoScNPVodPa3Ysr/rwNdW1G/PCScdwbjIiIAubv9Tuse4SUVFJSgoKCAsyZM0fpoQw7B0614pqSL7H6zTJsO9KAPrMFAPCHD8tR12bEuNRYrL58ksKjJCKikYAZIR+YEQquM63d+M6zX6K+3b6NSUqsHhdMSMW/952GSgW89aP5mJ2XrOAoiYgo0jEjRGGn09iHO9fuQn27EZMz4nHr+blIjtWjqdOEf+87DQBYeUE+gyAiIhoyijdL08hgtgjc+/pelJ9pQ2qcAX+/fTbGjIrBQ8sK8GVlI/697wyEELh/MUtiREQ0dBgI0ZB4dP0hbDpUD4NWjedvm4Uxo2IAADqNGgsmp2PB5HSFR0hERCMRS2MesFk6eF7dcRwvfFEFAHji+kKcO3aUwiMiIiKyYrO0D2yWHpyXv6rGwx8cBACsvnwS7lk0UeERERHRSODv9ZulMQoJIQSe3vwtntr0LQDg9gvy8NPLJig8KiIiImcMhCjoLBaB339YjrVfVQMA7iuahHsWTYBKxR3jiYgovDAQoqDqNVvwy7f34729pwAAv7t6GlZckKfsoIiIiDxgIERBY7EIOQjSqlX40/cKcc25o5UeFhERkUecNeYBZ40NjBAC/7f+EN7bewoatQrPfX8WgyAiIgp7nDXmA2eN+WfNtqN47OPDAIAnry/EteeNUXhEREQ0knGLDRoyb+2qkYOgXy+dyiCIiIgiBgMhGpQNB87ggXe/AQD86NJxuOuScQqPiIiIyH9slqaAHDjVisf/U4FtRxoAANfNGoMHrpyi8KiIiIgGhoEQDUhVYyee2FiBD/efAQBo1Sp8//xc/OaqqVwniIiIIg4DIQ9KSkpQUlICs9ms9FDCxrq9p3D/W/vQZxFQqYCrC7NxX9Ek5KXGKj00IiKigHDWmA+cNWa1taIeP3h5F/osApdOSsN/XzkFBdkj99+DiIjCG/cao6DZe+IsfvLPPeizCFwzMxtPXj8TajXLYEREFPk4a4y8OtrQgTvWlqK714yLJ6bij9cVMggiIqJhg4EQeVTX1oPb/r4TZ7t6UTgmEWu+Pwt6Ld8yREQ0fPCqRm4Z+8y4Y20pTrV0Iz81Fi/ePgexBlZSiYhoeGEgRG49ufEIDp5uQ3KsHq/cMRcpcQalh0RERBR0DISonx3HmvD/Pj8GAHjs2unISY5ReEREREShwUCInLT39OLnb+2DEMD3Zo3BFdMylR4SERFRyDAQ8qCkpAQFBQWYM2eO0kMZUo98WI6TZ7sxZlQ0HlpWoPRwiIiIQooLKvowkhZU3HiwFj/8x26oVMAbP5yPufnJSg+JiIgoIP5ev5kRIgDA8aZOPGjbRf6HF49jEERERCMC50OPcC1dJjz7aSVe2X4cJrMFUzLjsfqKSUoPi4iIaEgwEBqhjH1mvPLVcTy7pRKt3b0AgIsmpOLRa6fDoNUoPDoiIqKhwUBoBDJbBG7429coq2kBAEzOiMeDS6fg0klpUKm4fQYREY0cDIRGoA/3n0ZZTQviDVr8z38V4LuzxkDD/cOIiGgEYiA0wpgtAn/5tBIA8KNLx+H6OTkKj4iIiEg5nDU2wnx84Awq6zuQEKXFbRfkKT0cIiIiRTEQGkEsFoFnNn8LALjzonFIiNIpPCIiIiJlMRAaQf5zsBZH6joQH6XF7RfmKT0cIiIixTEQ8mC4bbFhsQg8bcsGrbwwH4nRzAYRERExEPKguLgY5eXlKC0tVXooQbGxvA6Ha9sRZ9DiDmaDiIiIADAQGhGEsPcG3X5BHpJi9AqPiIiIKDxw+vww19NrxrOfVqL8TBti9RrceVG+0kMiIiIKGwyEhikhBD4pr8MjH5WjprkbAPCjS8djVCyzQURERBIGQsPQsYYOPPzBQXz+bSMAIDMhCg8unYKrC7MVHhkREVF4YSA0zHSbzLj+b1+jscMIvUaNuy7Jx90LJiDWwJeaiIjIFa+Ow8wH+06hscOI0UnR+Ndd85CbEqv0kIiIiMIWZ40NI0IIvLL9OABgxQW5DIKIiIh8YCA0jJTVtODg6TbotWp8bxY3UyUiIvKFgdAw8o+vrdmgZTOyOTuMiIjIDwyEhonmThM+3H8GAHDr/FyFR0NERBQZGAgNE2/tqoGpz4LpoxNROCZR6eEQERFFBAZCw4DFIvDPHday2K3n50KlUik8IiIiosjAQGgY2PZtA2qau5EQpcUyLppIRETkNwZCHpSUlKCgoABz5sxReig+/dM2Zf57s3MQrdcoPBoiIqLIwUDIg+LiYpSXl6O0tFTpoXhV09yFTyvqAQC3zBur8GiIiIgiCwOhCPf27pMQArhoQirGpcUpPRwiIqKIwkAowm06VAcA+M5M9gYRERENFAOhCHamtRsHT7dBpQIWTklXejhEREQRh4FQBPv0sLU3aGZOElLjDAqPhoiIKPIwEIpgnx6yBkJFUzMUHgkREVFkYiAUobpNZnxR2QgAuIxlMSIiooAwEIpQXx1thLHPgtFJ0ZiSGa/0cIiIiCISA6EItclWFrtsSjq31CAiIgoQA6EIJITAp4et0+YXTWVZjIiIKFAMhCLQwdNtqGszIlqnwfnjUpQeDhERUcRiIBSBNtvKYhdNTEWUjnuLERERBYqBUASSymJFLIsRERENCgOhCFPf1oN9J1sBAAsnMxAiIiIaDAZCEWaLbaf5wjGJSE+IUng0REREkY2BUITZLE+b52rSREREg8VAKII4ribNafNERESDx0Aogmwsr0WXyYyc5GhMy05QejhEREQRj4FQBHm/7DQAYPnM0VxNmoiIKAgYCEWIpg4jth1pAAB859zRCo+GiIhoeBj2gVBNTQ0WLFiAgoICzJgxA2+99ZbSQwrIh/vPwGwRmDEmEePT4pQeDhER0bCgVXoAoabVavHUU09h5syZqK2txaxZs7B06VLExsYqPbQBeW/vKQDANTOZDSIiIgqWYR8IZWVlISsrCwCQmZmJ1NRUNDc3R1QgVN3YibKaFmjUKiwrzFZ6OERERMOG4qWxzz77DMuWLUN2djZUKhXWrVvX75iSkhLk5eUhKioK8+bNw86dOwN6rt27d8NsNiMnJ2eQox5a68qs2aALJ6QiLd6g8GiIiIiGD8UzQp2dnSgsLMQdd9yBa6+9tt/9b7zxBlavXo01a9Zg3rx5eOqpp7B48WJUVFQgPd26ls7MmTPR19fX72c3btyI7GxrBqW5uRm33XYbnn/+ea/jMRqNMBqN8t/b2toGc3qDJoTAOltZbPm5zAYREREFk0oIIZQehESlUuG9997DNddcI982b948zJkzB88++ywAwGKxICcnBz/96U/xwAMP+PW4RqMRl19+Oe666y7ceuutXo/97W9/i9/97nf9bm9tbUVCwtCv3bP3xFks/+tXiNZpsOs3RYg1KB67EhERhb22tjYkJib6vH4rXhrzxmQyYffu3SgqKpJvU6vVKCoqwvbt2/16DCEEbr/9dlx22WU+gyAAePDBB9Ha2ir/qampCXj8wSCtHbR4WgaDICIioiAL60CosbERZrMZGRnO+2plZGSgtrbWr8f48ssv8cYbb2DdunWYOXMmZs6ciW+++cbj8QaDAQkJCU5/lNJrtuDf+6yBENcOIiIiCr5hn2K46KKLYLFYlB5GQL74thFNnSakxOpx8YRUpYdDREQ07IR1Rig1NRUajQZ1dXVOt9fV1SEzMzOkz11SUoKCggLMmTMnpM/jjbSS9JLpmdBqwvqlIiIiikhhfXXV6/WYNWsWNm/eLN9msViwefNmzJ8/P6TPXVxcjPLycpSWlob0ebypqG0HABSOSVJsDERERMOZ4qWxjo4OVFZWyn+vqqpCWVkZkpOTMXbsWKxevRorVqzA7NmzMXfuXDz11FPo7OzEypUrFRx16AkhUFFnDYSmZHKneSIiolBQPBDatWsXFi5cKP999erVAIAVK1Zg7dq1uOGGG9DQ0ICHHnoItbW1mDlzJjZs2NCvgXq4aegwornTBLUKmJjBvcWIiIhCQfFAaMGCBfC1lNGqVauwatWqIRqRVUlJCUpKSmA2m4f0eSVSWSwvJRZROo0iYyAiIhruwrpHSElK9wgdPmMNhCZnxivy/ERERCMBA6EwdbiWgRAREVGoMRAKUxV11j3OpjAQIiIiChkGQmHIbBH4tq4DAGeMERERhRIDIQ+UXFCxuqkTxj4LonUajE2OGfLnJyIiGikYCHmgZLO0NGNsUkYc1GrVkD8/ERHRSMFAKAyxUZqIiGhoMBAKQxW11kbpyewPIiIiCikGQmFIyghxxhgREVFoMRAKM12mPpxo7gLA0hgREVGoMRDyQKlZY0fqOiAEkBqnR2qcYUifm4iIaKRhIOSBUrPG7P1BzAYRERGFGgOhMCPPGMtgozQREVGoMRAKMxVslCYiIhoyDITCTAXXECIiIhoyDITCSEO7EU2dJqhUwKQMBkJEREShxkAojBy2NUrnpcQiWq9ReDRERETDHwMhD5SYPi+XxZgNIiIiGhIMhDxQYvo89xgjIiIaWgyEwghnjBEREQ0tBkJhwmIR+LaeGSEiIqKhxEAoTPRaLOjptQAAUuO5tQYREdFQYCAUhlRKD4CIiGiEYCBEREREIxYDISIiIhqxGAh5oMQ6QkRERDS0GAh5oMQ6QkRERDS0GAgRERHRiMVAiIiIiEYsBkJEREQ0YjEQIiIiohGLgRARERGNWAyEiIiIaMRiIEREREQjFgMhIiIiGrEYCBEREdGIxUDIA26xQURENPxplR5AuCouLkZxcTFaW1uRlJSEtra2kD6fsc8Mi7ELANDW1gZh0oX0+YiIiIYz6bothPB6nEr4OmKEO3nyJHJycpQeBhEREQWgpqYGY8aM8Xg/AyEfLBYLTp8+jfj4eKhUqqA+dltbG3JyclBTU4OEhISgPnY44PlFvuF+jjy/yDfcz5HnFzghBNrb25GdnQ212nMnEEtjPqjVaq+RZDAkJCQMyze4hOcX+Yb7OfL8It9wP0eeX2ASExN9HsNmaSIiIhqxGAgRERHRiMVASEEGgwEPP/wwDAaD0kMJCZ5f5Bvu58jzi3zD/Rx5fqHHZmkiIiIasZgRIiIiohGLgRARERGNWAyEiIiIaMRiIEREREQjFgMhhZSUlCAvLw9RUVGYN28edu7cqfSQAvLb3/4WKpXK6c+UKVPk+3t6elBcXIyUlBTExcXhu9/9Lurq6hQcsW+fffYZli1bhuzsbKhUKqxbt87pfiEEHnroIWRlZSE6OhpFRUX49ttvnY5pbm7GLbfcgoSEBCQlJeHOO+9ER0fHEJ6FZ77O7/bbb+/3ml555ZVOx4Tz+T366KOYM2cO4uPjkZ6ejmuuuQYVFRVOx/jzvjxx4gSuuuoqxMTEID09Hb/4xS/Q19c3lKfilj/nt2DBgn6v4Y9//GOnY8L1/ADgueeew4wZM+RF9ubPn4+PP/5Yvj+SXz/A9/lF+uvn6rHHHoNKpcLPfvYz+baweg0FDbnXX39d6PV68eKLL4qDBw+Ku+66SyQlJYm6ujqlhzZgDz/8sJg2bZo4c+aM/KehoUG+/8c//rHIyckRmzdvFrt27RLnn3++uOCCCxQcsW/r168Xv/71r8W7774rAIj33nvP6f7HHntMJCYminXr1ol9+/aJq6++WuTn54vu7m75mCuvvFIUFhaKr7/+Wnz++ediwoQJ4qabbhriM3HP1/mtWLFCXHnllU6vaXNzs9Mx4Xx+ixcvFi+99JI4cOCAKCsrE0uXLhVjx44VHR0d8jG+3pd9fX3inHPOEUVFRWLv3r1i/fr1IjU1VTz44INKnJITf87v0ksvFXfddZfTa9ja2irfH87nJ4QQH3zwgfjoo4/EkSNHREVFhfjVr34ldDqdOHDggBAisl8/IXyfX6S/fo527twp8vLyxIwZM8S9994r3x5OryEDIQXMnTtXFBcXy383m80iOztbPProowqOKjAPP/ywKCwsdHtfS0uL0Ol04q233pJvO3TokAAgtm/fPkQjHBzXQMFisYjMzEzx+OOPy7e1tLQIg8EgXnvtNSGEEOXl5QKAKC0tlY/5+OOPhUqlEqdOnRqysfvDUyD0ne98x+PPRNL5CSFEfX29ACC2bdsmhPDvfbl+/XqhVqtFbW2tfMxzzz0nEhIShNFoHNoT8MH1/ISwXkgdLzquIun8JKNGjRIvvPDCsHv9JNL5CTF8Xr/29nYxceJE8cknnzidU7i9hiyNDTGTyYTdu3ejqKhIvk2tVqOoqAjbt29XcGSB+/bbb5GdnY1x48bhlltuwYkTJwAAu3fvRm9vr9O5TpkyBWPHjo3Yc62qqkJtba3TOSUmJmLevHnyOW3fvh1JSUmYPXu2fExRURHUajV27Ngx5GMOxNatW5Geno7JkyfjJz/5CZqamuT7Iu38WltbAQDJyckA/Htfbt++HdOnT0dGRoZ8zOLFi9HW1oaDBw8O4eh9cz0/yauvvorU1FScc845ePDBB9HV1SXfF0nnZzab8frrr6OzsxPz588fdq+f6/lJhsPrV1xcjKuuusrptQLC73eQm64OscbGRpjNZqcXFwAyMjJw+PBhhUYVuHnz5mHt2rWYPHkyzpw5g9/97ne4+OKLceDAAdTW1kKv1yMpKcnpZzIyMlBbW6vMgAdJGre710+6r7a2Funp6U73a7VaJCcnR8R5X3nllbj22muRn5+Po0eP4le/+hWWLFmC7du3Q6PRRNT5WSwW/OxnP8OFF16Ic845BwD8el/W1ta6fY2l+8KFu/MDgJtvvhm5ubnIzs7G/v378d///d+oqKjAu+++CyAyzu+bb77B/Pnz0dPTg7i4OLz33nsoKChAWVnZsHj9PJ0fMDxev9dffx179uxBaWlpv/vC7XeQgRANypIlS+T/nzFjBubNm4fc3Fy8+eabiI6OVnBkFKgbb7xR/v/p06djxowZGD9+PLZu3YpFixYpOLKBKy4uxoEDB/DFF18oPZSQ8HR+P/zhD+X/nz59OrKysrBo0SIcPXoU48ePH+phBmTy5MkoKytDa2sr3n77baxYsQLbtm1TelhB4+n8CgoKIv71q6mpwb333otPPvkEUVFRSg/HJ5bGhlhqaio0Gk2/7vi6ujpkZmYqNKrgSUpKwqRJk1BZWYnMzEyYTCa0tLQ4HRPJ5yqN29vrl5mZifr6eqf7+/r60NzcHJHnPW7cOKSmpqKyshJA5JzfqlWr8OGHH2LLli0YM2aMfLs/78vMzEy3r7F0XzjwdH7uzJs3DwCcXsNwPz+9Xo8JEyZg1qxZePTRR1FYWIinn3562Lx+ns7PnUh7/Xbv3o36+nqcd9550Gq10Gq12LZtG5555hlotVpkZGSE1WvIQGiI6fV6zJo1C5s3b5Zvs1gs2Lx5s1N9OFJ1dHTg6NGjyMrKwqxZs6DT6ZzOtaKiAidOnIjYc83Pz0dmZqbTObW1tWHHjh3yOc2fPx8tLS3YvXu3fMynn34Ki8Uif6BFkpMnT6KpqQlZWVkAwv/8hBBYtWoV3nvvPXz66afIz893ut+f9+X8+fPxzTffOAV8n3zyCRISEuTyhVJ8nZ87ZWVlAOD0Gobr+XlisVhgNBoj/vXzRDo/dyLt9Vu0aBG++eYblJWVyX9mz56NW265Rf7/sHoNg9p6TX55/fXXhcFgEGvXrhXl5eXihz/8oUhKSnLqjo8UP//5z8XWrVtFVVWV+PLLL0VRUZFITU0V9fX1QgjrFMmxY8eKTz/9VOzatUvMnz9fzJ8/X+FRe9fe3i727t0r9u7dKwCIJ598Uuzdu1ccP35cCGGdPp+UlCTef/99sX//fvGd73zH7fT5c889V+zYsUN88cUXYuLEiWEzvdzb+bW3t4v7779fbN++XVRVVYlNmzaJ8847T0ycOFH09PTIjxHO5/eTn/xEJCYmiq1btzpNP+7q6pKP8fW+lKbuXnHFFaKsrExs2LBBpKWlhcX0ZF/nV1lZKX7/+9+LXbt2iaqqKvH++++LcePGiUsuuUR+jHA+PyGEeOCBB8S2bdtEVVWV2L9/v3jggQeESqUSGzduFEJE9usnhPfzGw6vnzuuM+HC6TVkIKSQv/zlL2Ls2LFCr9eLuXPniq+//lrpIQXkhhtuEFlZWUKv14vRo0eLG264QVRWVsr3d3d3i7vvvluMGjVKxMTEiOXLl4szZ84oOGLftmzZIgD0+7NixQohhHUK/f/8z/+IjIwMYTAYxKJFi0RFRYXTYzQ1NYmbbrpJxMXFiYSEBLFy5UrR3t6uwNn05+38urq6xBVXXCHS0tKETqcTubm54q677uoXpIfz+bk7NwDipZdeko/x531ZXV0tlixZIqKjo0Vqaqr4+c9/Lnp7e4f4bPrzdX4nTpwQl1xyiUhOThYGg0FMmDBB/OIXv3Bah0aI8D0/IYS44447RG5urtDr9SItLU0sWrRIDoKEiOzXTwjv5zccXj93XAOhcHoNVUIIEdwcExEREVFkYI8QERERjVgMhIiIiGjEYiBEREREIxYDISIiIhqxGAgRERHRiMVAiIiIiEYsBkJEREQ0YjEQIiIiohGLgRARhYUFCxbgZz/72aAf57e//S1mzpw56McZqGCNn4iGllbpARARDQfvvvsudDqd0sMgogFiIEREw4IQAmazWbHnT05OVuy5iShwLI0R0ZDr7OzEbbfdhri4OGRlZeGJJ57od8w//vEPzJ49G/Hx8cjMzMTNN9+M+vp6+f6tW7dCpVLh448/xqxZs2AwGPDFF1/0e5yjR49i3LhxWLVqFTxtrahSqfDCCy9g+fLliImJwcSJE/HBBx84HbNt2zbMnTsXBoMBWVlZeOCBB9DX1yff71oa++tf/4qJEyciKioKGRkZuO666+T7LBYLHn30UeTn5yM6OhqFhYV4++23/f73I6LgYSBEREPuF7/4BbZt24b3338fGzduxNatW7Fnzx6nY3p7e/HII49g3759WLduHaqrq3H77bf3e6wHHngAjz32GA4dOoQZM2Y43bd//35cdNFFuPnmm/Hss89CpVJ5HNPvfvc7XH/99di/fz+WLl2KW265Bc3NzQCAU6dOYenSpZgzZw727duH5557Dn//+9/xhz/8we1j7dq1C/fccw9+//vfo6KiAhs2bMAll1wi3//oo4/ilVdewZo1a3Dw4EHcd999+P73v49t27b5+09IRMES9P3siYi8aG9vF3q9Xrz55pvybU1NTSI6Olrce++9Hn+utLRUABDt7e1CCCG2bNkiAIh169Y5Hffwww+LwsJC8eWXX4pRo0aJP/3pTz7HBED85je/kf/e0dEhAIiPP/5YCCHEr371KzF58mRhsVjkY0pKSkRcXJwwm81CCCEuvfRSefzvvPOOSEhIEG1tbf2eq6enR8TExIivvvrK6fY777xT3HTTTT7HSkTBxYwQEQ2po0ePwmQyYd68efJtycnJmDx5stNxu3fvxrJlyzB27FjEx8fj0ksvBQCcOHHC6bjZs2f3e44TJ07g8ssvx0MPPYSf//znfo3LMZsUGxuLhIQEuRR36NAhzJ8/3ymjdOGFF6KjowMnT57s91iXX345cnNzMW7cONx666149dVX0dXVBQCorKxEV1cXLr/8csTFxcl/XnnlFRw9etSvsRJR8DAQIqKw09nZicWLFyMhIQGvvvoqSktL8d577wEATCaT07GxsbH9fj4tLQ1z587Fa6+9hra2Nr+e03XGl0qlgsViCWj88fHx2LNnD1577TVkZWXhoYceQmFhIVpaWtDR0QEA+Oijj1BWVib/KS8vZ58QkQIYCBHRkBo/fjx0Oh127Ngh33b27FkcOXJE/vvhw4fR1NSExx57DBdffDGmTJni1CjtS3R0ND788ENERUVh8eLFaG9vH9SYp06diu3btzs1W3/55ZeIj4/HmDFj3P6MVqtFUVER/vjHP2L//v2orq7Gp59+ioKCAhgMBpw4cQITJkxw+pOTkzOocRLRwDEQIqIhFRcXhzvvvBO/+MUv8Omnn+LAgQO4/fbboVbbP47Gjh0LvV6Pv/zlLzh27Bg++OADPPLIIwN6ntjYWHz00UfQarVYsmSJnIkJxN13342amhr89Kc/xeHDh/H+++/j4YcfxurVq53GLfnwww/xzDPPoKysDMePH8crr7wCi8WCyZMnIz4+Hvfffz/uu+8+vPzyyzh69Cj27NmDv/zlL3j55ZcDHiMRBYaBEBENuccffxwXX3wxli1bhqKiIlx00UWYNWuWfH9aWhrWrl2Lt956CwUFBXjsscfwpz/9acDPExcXh48//hhCCFx11VXo7OwMaLyjR4/G+vXrsXPnThQWFuLHP/4x7rzzTvzmN79xe3xSUhLeffddXHbZZZg6dSrWrFmD1157DdOmTQMAPPLII/if//kfPProo5g6dSquvPJKfPTRR8jPzw9ofEQUOJUQHhbWICIiIhrmmBEiIiKiEYuBEBEREY1YDISIiIhoxGIgRERERCMWAyEiIiIasRgIERER0YjFQIiIiIhGLAZCRERENGIxECIiIqIRi4EQERERjVgMhIiIiGjE+v8BtQ5eHSP9iUoAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plt.errorbar(x=np.linspace(0, 1000, N, dtype=int), y=means, yerr=stds)\n", + "plt.plot(np.linspace(0, 400, N, dtype=int), means)\n", + "plt.hlines(0.5, 0, 400, color='k', linestyle='--')\n", + "plt.xlabel('dark noise')\n", + "plt.ylabel('dist to (0 | 0)')\n", + "plt.yscale('log')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "22c35723-42da-4a1b-b5e1-ed5b540b8681", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6d28b728-084c-443a-bab4-dd7dd99ab884", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d8f56f42-28af-4e9e-8966-98bae7680055", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.18" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/getting_started/index.rst b/docs/getting_started/index.rst index d52a16e..6c283b0 100644 --- a/docs/getting_started/index.rst +++ b/docs/getting_started/index.rst @@ -15,4 +15,5 @@ You will learn how to: SingleImage.ipynb DoubleImage.ipynb Noise.ipynb + Laser.ipynb diff --git a/examples/Noise.ipynb b/examples/Noise.ipynb deleted file mode 100644 index 2a18a2b..0000000 --- a/examples/Noise.ipynb +++ /dev/null @@ -1,477 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "d150c485-ab22-43a0-be25-f2e8a2e7f18f", - "metadata": {}, - "source": [ - "# Noise - how it is modeled in synpivimage\n", - "\n", - "Two noise sources are modeled:\n", - "- Gaussian noise (baseline+dark noise), which is independent of the photon counts\n", - "- Shot noise, which is dependent on the photon counts (Poisson distribution)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "b31d540f-4fb0-4930-a156-399a08ace1c5", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'1.0.0'" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import numpy as np\n", - "\n", - "import synpivimage as spi \n", - "spi.__version__" - ] - }, - { - "cell_type": "markdown", - "id": "1e30d877-8672-4284-b81c-efa3d4934a67", - "metadata": {}, - "source": [ - "Let's first take an image without a particle. This can be done by placing a particle outside of the sensor FOV:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "ca202298-87ab-4b54-8726-41fb908433ea", - "metadata": {}, - "outputs": [], - "source": [ - "no_particles = spi.Particles(\n", - " x=-100,\n", - " y=-100,\n", - " z=0,\n", - " size=2\n", - ")\n", - "\n", - "laser = spi.Laser(shape_factor=10**3, width=1)" - ] - }, - { - "cell_type": "markdown", - "id": "6b2e8279-3437-4b87-8f39-efd8a1a332bd", - "metadata": {}, - "source": [ - "## Settings\n", - "\n", - "The noise is controlled via the camera object (`baseline`, `dark_noise` and `shot_noise`). The \"randomness\" can be controlled via `seed` (to reproduce results, seed=None produces random results)" - ] - }, - { - "cell_type": "markdown", - "id": "99231380-aeff-49fd-81db-12ab7877b93a", - "metadata": {}, - "source": [ - "## Gauss noise\n", - "\n", - "### No noise ($\\mu$=0/$\\sigma$=0)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "064b26e3-b861-4845-9f76-071a373beb13", - "metadata": {}, - "outputs": [], - "source": [ - "cam = spi.Camera(\n", - " nx=128,\n", - " ny=128,\n", - " bit_depth=16,\n", - " qe=1,\n", - " sensitivity=1,\n", - " baseline_noise=0,\n", - " dark_noise=0,\n", - " shot_noise=False,\n", - " fill_ratio_x=1.0,\n", - " fill_ratio_y=1.0,\n", - " particle_image_diameter=2,\n", - " seed=10\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "d6524e0b-5abc-4e3a-8053-00aa872ba28b", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "img, _ = spi.take_image(particles=no_particles,\n", - " cam=cam, laser=laser,\n", - " particle_peak_count=1000)\n", - "ax, _ = img.plot()\n", - "_ = ax.set_title(f\"$\\mu$= {cam.baseline_noise}, $\\sigma$={cam.dark_noise}\")" - ] - }, - { - "cell_type": "markdown", - "id": "16f52698-3334-458d-854e-ce8273549925", - "metadata": {}, - "source": [ - "### Noise $\\mu$=50/$\\sigma$=10" - ] - }, - { - "cell_type": "markdown", - "id": "3eb7b3de-d70a-47ad-8cf4-115b086dcc45", - "metadata": {}, - "source": [ - "cam = spi.Camera(\n", - " nx=128,\n", - " ny=128,\n", - " bit_depth=16,\n", - " qe=1,\n", - " sensitivity=1,\n", - " baseline_noise=50,\n", - " dark_noise=10,\n", - " shot_noise=False,\n", - " fill_ratio_x=1.0,\n", - " fill_ratio_y=1.0,\n", - " particle_image_diameter=2\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "690052c8-ea0a-4e54-8df5-f327a035ffc4", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "cam.baseline_noise = 50\n", - "cam.dark_noise = 10\n", - "\n", - "img, _ = spi.take_image(particles=no_particles,\n", - " cam=cam, laser=laser,\n", - " particle_peak_count=1000)\n", - "ax, _ = img.plot()\n", - "_ = ax.set_title(f\"$\\mu$= {cam.baseline_noise}, $\\sigma$={cam.dark_noise}\")" - ] - }, - { - "cell_type": "markdown", - "id": "5aa5aa6e-2988-46aa-a0d7-f1d11475917b", - "metadata": {}, - "source": [ - "### Noise $\\mu$=0/$\\sigma$=10" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "0aeaebc1-327c-4d28-a2ad-c44ed1af2878", - "metadata": {}, - "outputs": [], - "source": [ - "cam.baseline_noise = 0\n", - "cam.dark_noise = 10" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "dedffae9-59e8-4cbd-a7ab-23aa699b36a6", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "img, _ = spi.take_image(particles=no_particles,\n", - " cam=cam, laser=laser,\n", - " particle_peak_count=1000)\n", - "ax, _ = img.plot()\n", - "_ = ax.set_title(f\"$\\mu$= {cam.baseline_noise}, $\\sigma$={cam.dark_noise}\")" - ] - }, - { - "cell_type": "markdown", - "id": "9dbdf2f0-6630-45c4-a81a-7a0d9ba29c1e", - "metadata": {}, - "source": [ - "### Noise $\\mu$=10/$\\sigma$=0" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "1b3af2b5-fbe0-4798-936a-572b90ebabbc", - "metadata": {}, - "outputs": [], - "source": [ - "cam.baseline_noise = 10\n", - "cam.dark_noise = 0" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "29c8106b-96fc-435b-b55f-789ec77d8a96", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "img, _ = spi.take_image(particles=no_particles,\n", - " cam=cam, laser=laser,\n", - " particle_peak_count=1000)\n", - "ax, _ = img.plot()\n", - "_ = ax.set_title(f\"$\\mu$= {cam.baseline_noise}, $\\sigma$={cam.dark_noise}\")" - ] - }, - { - "cell_type": "markdown", - "id": "31ba3446-c33f-48e2-be65-2cf6084bda15", - "metadata": {}, - "source": [ - "## Shot Noise\n", - "\n", - "Let's change the camera settings (smaller sensor, 8bit, ...). We illuminate one central particle and investigate the influence of shot noise" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "c8de8759-a0a5-442d-8aaf-b5a52b4a2e9a", - "metadata": {}, - "outputs": [], - "source": [ - "cam = spi.Camera(\n", - " nx=8,\n", - " ny=8,\n", - " bit_depth=8,\n", - " qe=1,\n", - " sensitivity=1,\n", - " baseline_noise=10,\n", - " dark_noise=0,\n", - " shot_noise=False,\n", - " fill_ratio_x=1.0,\n", - " fill_ratio_y=1.0,\n", - " particle_image_diameter=2\n", - ")\n", - "\n", - "one_particles = spi.Particles(\n", - " x=4,\n", - " y=4,\n", - " z=0,\n", - " size=2\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "fd09164b-6b85-4cf3-9e5e-454f9d1a3eab", - "metadata": {}, - "outputs": [], - "source": [ - "one_particles = laser.illuminate(particles=one_particles)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "8c3829d0-8f07-4f35-b4d8-2dbf8e2086d8", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(, )" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "img_without_shot_noise, _ = spi.take_image(particles=one_particles,\n", - " laser=laser,\n", - " particle_peak_count=200,\n", - " cam=cam)\n", - "img_without_shot_noise.plot()" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "512c72c5-63d2-4751-a8aa-7a842578af49", - "metadata": {}, - "outputs": [], - "source": [ - "cam.shot_noise = True" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "c7823e78-a779-4b51-9c82-7a954f74e25a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(, )" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "img_with_shot_noise, _ = spi.take_image(particles=one_particles,\n", - " laser=laser,\n", - " particle_peak_count=200,\n", - " cam=cam)\n", - "img_with_shot_noise.plot()" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "efa27688-8897-49f7-a4d8-e28e1b77b420", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "plt.plot(img_without_shot_noise[4, :], label='without')\n", - "plt.plot(img_with_shot_noise[4, :], label='with')\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "04e3537b-6d01-40a6-b5f2-37a42a8977aa", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "109c3a70-d40f-46b9-b0f9-ae98b7bb7c45", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.8.18" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/examples/laser_profile.ipynb b/examples/laser_profile.ipynb deleted file mode 100644 index e27f6b3..0000000 --- a/examples/laser_profile.ipynb +++ /dev/null @@ -1,578 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "451805f4-4aa3-4204-8ab9-678a48ed4650", - "metadata": {}, - "source": [ - "# Examine the laser intensity profile\n", - "\n", - "The laser width definition is a difficult parameter. Per definition, the laser beam shape is based on a Gaussian distribution with a shape factor (shape factor of 1 (**Raffel et al. claims that it must be equal to 2, but this is not correct!**) is Gaussian profile, larger values will result in more top-hat shaped beams). The laser width $\\Delta Z0$ is where the (normalized) intensity drops to $-1/\\sqrt{2\\pi} \\approx 0.67$:\n", - "\n", - "\\begin{equation}\n", - "I_0(Z) = q \\cdot exp\\left[ -\\frac{1}{\\sqrt{(2\\pi)}} \\left( \\frac{2 Z^2}{\\Delta Z_0^2} \\right)^s \\right]\n", - "\\end{equation}\n", - "\n", - "The laser width is $\\Delta Z$ and the shape factor is $s$. However, this is not the physical width! Why? Let's build a " - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "b9b7c48b-814e-4d8e-80dd-a3d3bfcadfd0", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'1.0.0'" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import numpy as np\n", - "\n", - "from synpivimage import take_image, Camera, Laser, Particles\n", - "import synpivimage as spi \n", - "spi.__version__" - ] - }, - { - "cell_type": "markdown", - "id": "b4496ed3-0a14-47a7-a00a-aaedb37aaed5", - "metadata": {}, - "source": [ - "## Gaussian laser beam vs. top-hat\n", - "\n", - "Shape factor $s$=1, top-hat-like uses $s=10$, both width $\\Delta Z=1$" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "3b361096-1678-4612-bcf0-5a3ff7a28fff", - "metadata": {}, - "outputs": [], - "source": [ - "z = np.linspace(-2, 2, 10000)\n", - "gauss_laser = Laser(\n", - " width=1,\n", - " shape_factor=1\n", - ")\n", - "tophat_laser = Laser(\n", - " width=1,\n", - " shape_factor=10\n", - ")" - ] - }, - { - "cell_type": "markdown", - "id": "7263c6f6-6c18-4561-bcb3-b0ad37efee0b", - "metadata": {}, - "source": [ - "Position particles" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "581e8d99-1bbe-477d-a853-fc4f5d2aef35", - "metadata": {}, - "outputs": [], - "source": [ - "many_particles = Particles(\n", - " x=np.ones_like(z),\n", - " y=np.ones_like(z),\n", - " z=z,\n", - " size=np.ones_like(z)\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "ca205293-dc4e-4994-b577-edb9035a24b7", - "metadata": {}, - "outputs": [], - "source": [ - "gauss_iluminated_particles = gauss_laser.illuminate(many_particles)\n", - "tophat_iluminated_particles = tophat_laser.illuminate(many_particles)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "429a9273-9012-4c01-ade7-426ef7a831fd", - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "markdown", - "id": "0c5bb491-f38a-4c63-a48c-a72afc870dde", - "metadata": {}, - "source": [ - "Notice how both laser beam profiles will intersect the same intensity at $I/I_0=0.67$" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "bac6d00b-b69b-43b0-aef2-747db5202243", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(z, gauss_iluminated_particles.irrad_photons, label='gauss, s=1')\n", - "plt.plot(z, tophat_iluminated_particles.irrad_photons, label='top hat, s=10')\n", - "plt.vlines(-gauss_laser.width/2, 0, 1, color='k')\n", - "plt.vlines(gauss_laser.width/2, 0, 1, color='k')\n", - "plt.ylabel('$I/I_0$')\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "id": "32681977-da53-4a0b-9319-22de5c2111f1", - "metadata": {}, - "source": [ - "Whether or not a particle will be illuminated (also outside $\\Delta Z_0$) depends on the noise level. With no noise, the limit is set to $\\exp(-2)$:" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "aada9a6a-c37d-4b9f-8c45-6e1b112ff36a", - "metadata": {}, - "outputs": [], - "source": [ - "cam = Camera(\n", - " nx=16,\n", - " ny=16,\n", - " bit_depth=16,\n", - " qe=1,\n", - " sensitivity=1,\n", - " baseline_noise=0,\n", - " dark_noise=0,\n", - " shot_noise=False,\n", - " fill_ratio_x=1.0,\n", - " fill_ratio_y=1.0,\n", - " particle_image_diameter=1.0\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "0dcb3981-9bb6-497b-aedb-12ced80cba2f", - "metadata": {}, - "outputs": [], - "source": [ - "n = 400\n", - "many_particles = Particles(\n", - " x=np.ones(n)*cam.nx//2,\n", - " y=np.ones(n)*cam.ny//2,\n", - " z=np.linspace(-3*gauss_laser.width / 2, 3*gauss_laser.width/2, n),\n", - " size=np.ones(n)*2\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "cfc8c726-ce0f-4485-a9da-bd3897f3ca14", - "metadata": {}, - "outputs": [], - "source": [ - "imgOne, partOne = take_image(gauss_laser, cam, many_particles, particle_peak_count=1000)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "8df037d1-f35a-4c59-b7f3-d79f0c09d541", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(partOne.z[partOne.active], partOne.max_image_photons[partOne.active], marker='.', color='g', label='active')\n", - "plt.scatter(partOne.z[~partOne.active], partOne.max_image_photons[~partOne.active], marker='.', color='k', label='inactive')\n", - "plt.title('Individual image particle count')\n", - "plt.vlines(-gauss_laser.width/2, 0, 1000)\n", - "plt.vlines(gauss_laser.width/2, 0, 1000)\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "id": "b55def1d-ae94-4bfb-a008-ee5c87cda8aa", - "metadata": {}, - "source": [ - "# Influence of the noise level to the effective laser width\n", - "\n", - "If the Gaussian noise (`dark_noise`) is larger than a particle than it cannot be seen, hence this defines the laser width:" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "6d7c6e62-3b47-4bdd-90d2-4c25a7acef20", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "laser = Laser(\n", - " width=1.0,\n", - " shape_factor=1\n", - ")\n", - "\n", - "cam = Camera(\n", - " nx=16,\n", - " ny=16,\n", - " bit_depth=16,\n", - " qe=1,\n", - " sensitivity=1,\n", - " baseline_noise=200,\n", - " dark_noise=100,\n", - " shot_noise=False,\n", - " fill_ratio_x=1.0,\n", - " fill_ratio_y=1.0,\n", - " particle_image_diameter=1.0\n", - ")\n", - "\n", - "many_particles.reset()\n", - "imgOne, partOne = take_image(laser, cam, many_particles, particle_peak_count=1000)\n", - "\n", - "\n", - "plt.scatter(partOne.z[partOne.active], partOne.max_image_photons[partOne.active], color='g', label='active')\n", - "plt.scatter(partOne.z[~partOne.active], partOne.max_image_photons[~partOne.active], color='k', label='inactive')\n", - "# plt.scatter(partOne.z[partOne.out_of_plane], partOne.max_image_photons[partOne.out_of_plane], color='y', label='inactive')\n", - "plt.vlines(-laser.width/2, 0, 1000)\n", - "plt.vlines(laser.width/2, 0, 1000)\n", - "plt.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "d929fa65-08ca-4e71-8fdf-7e409241b6e2", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "8 8\n", - "8 8\n", - "8 8\n", - "8 8\n", - "8 7\n", - "6 8\n", - "8 8\n", - "9 9\n", - "9 10\n", - "14 11\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "one_particle = Particles(\n", - " x=[8, ],\n", - " y=[8, ],\n", - " z=[0, ],\n", - " size=[2, ]\n", - ")\n", - "\n", - "from scipy.fft import rfft2, irfft2, fftshift\n", - "\n", - "def compute_fft_xcorr(imgA, imgB):\n", - " \"\"\"Computes the cross-correlation of two images using the Fourier method.\"\"\"\n", - " f2a = np.conj(rfft2(imgA))\n", - " f2b = rfft2(imgB)\n", - " return fftshift(irfft2(f2a * f2b).real, axes=(-2, -1))\n", - "\n", - "def get_integer_peak(corr):\n", - " corr = np.asarray(corr)\n", - " ind = corr.ravel().argmax(-1)\n", - " peaks = np.array(np.unravel_index(ind, corr.shape[-2:]))\n", - "\n", - " peaks = np.vstack((peaks[0], peaks[1])).T\n", - " index_list = [(i, v[0], v[1]) for i, v in enumerate(peaks)]\n", - " # peaks_max = np.nanmax(corr, axis=(-2, -1))\n", - "\n", - " # np.array(index_list), np.array(peaks_max)\n", - " iy, ix = index_list[0][2], index_list[0][1]\n", - " return iy, ix\n", - " \n", - "def gauss3pt(arr):\n", - " \"\"\"assuming highest peak is at the center of the array\"\"\"\n", - " assert arr.shape == (3, 3), f'Wrong shape {arr.shape}'\n", - " cl = arr[1, 0]\n", - " cc = arr[1, 1]\n", - " cr = arr[1, 2]\n", - " cu = arr[2, 1]\n", - " cd = arr[0, 1]\n", - "\n", - " nom1 = np.log(cl) - np.log(cr)\n", - " den1 = 2 * np.log(cl) - 4 * np.log(cc) + 2 * np.log(cr)\n", - " nom2 = np.log(cd) - np.log(cu)\n", - " den2 = 2 * np.log(cd) - 4 * np.log(cc) + 2 * np.log(cu)\n", - " subp_peak_position = (\n", - " 1 + np.divide(nom2, den2, out=np.zeros(1), where=(den2 != 0.0))[0],\n", - " 1 + np.divide(nom1, den1, out=np.zeros(1), where=(den1 != 0.0))[0]\n", - " )\n", - " return subp_peak_position\n", - "\n", - "import matplotlib.pyplot as plt\n", - "N = 10\n", - "fig, axs = plt.subplots(4, N, tight_layout=True, sharex=True,\n", - " figsize=(12, 8))\n", - "\n", - "cam.particle_image_diameter = 2.5\n", - "for ii, dark_noise in enumerate(np.linspace(0, 500, N, dtype=int)):\n", - " cam.dark_noise = dark_noise\n", - " A, partA = take_image(laser, cam, one_particle, particle_peak_count=1000)\n", - " B, partB = take_image(laser, cam, one_particle, particle_peak_count=1000)\n", - "\n", - " ny, nx = A.shape\n", - " \n", - " axs[0][ii].set_title(str(dark_noise)+' '+str(partA.active[0]))\n", - " axs[0][ii].imshow(A, cmap='gray')\n", - " axs[1][ii].plot(A[8, :]/A[8, :].max(), color='g')\n", - " # axs[1][ii].plot(imgOne[:, 8]/imgOne[:, 8].max(), color='r')\n", - " axs[1][ii].vlines(8, 0, 1, color='k')\n", - "\n", - " # compute auto correlation\n", - " auto_corr = compute_fft_xcorr(A[:], B[:])\n", - " j, i = get_integer_peak(auto_corr)\n", - " print(j, i)\n", - " \n", - " # get peak position\n", - " if j == 0:\n", - " j = 1\n", - " elif j == ny:\n", - " j = ny - 2\n", - " elif j == ny-1:\n", - " j = ny - 1\n", - " if i == 0:\n", - " i = 1\n", - " elif i == nx:\n", - " i = nx - 2\n", - " elif i == nx-1:\n", - " i = nx - 1\n", - "\n", - " # print(j, i)\n", - " j0, i0 = gauss3pt(auto_corr[j-1:j+2, i-1:i+2])\n", - " dist = np.sqrt((j0-1)**2+(i0-1)**2)\n", - " \n", - " # if i==0:\n", - " corr_norm = auto_corr.max()\n", - " axs[2][ii].imshow(auto_corr/corr_norm, cmap='gray')\n", - " axs[2][ii].vlines(8, 0, 16, color='r', alpha=0.5)\n", - " axs[2][ii].hlines(8, 0, 16, color='r', alpha=0.5)\n", - " axs[2][ii].scatter(i0+i-1, j0+j-1, marker='+', color='w')\n", - " axs[2][ii].set_title(f'{dist:.3f}')\n", - " axs[2][ii].set_xlim([0, 16])\n", - " axs[2][ii].set_ylim([0, 16])\n", - " \n", - " axs[3][ii].plot(auto_corr[8, :]/corr_norm, color='g')\n", - " axs[3][ii].set_ylim([0, 1])\n", - " # axs[3][i].plot(auto_corr[:, 8]/corr_norm, color='r')" - ] - }, - { - "cell_type": "markdown", - "id": "6c219728-d735-4cfc-bf0d-902dec86dd05", - "metadata": {}, - "source": [ - "## Find a noise level at which the autocorrelation shows no detectable peak" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "5eaa7bcb-8d28-4306-95f6-4ae6e117bb7b", - "metadata": {}, - "outputs": [], - "source": [ - "N = 500\n", - "M = 100\n", - "dists = np.zeros(shape=(N, M))\n", - "for ii, dark_noise in enumerate(np.linspace(0, 1000, N, dtype=int)):\n", - " for m in range(M):\n", - " cam.dark_noise = dark_noise\n", - " A, partA = take_image(laser, cam, one_particle, particle_peak_count=1000)\n", - " B, partB = take_image(laser, cam, one_particle, particle_peak_count=1000)\n", - " \n", - " auto_corr = compute_fft_xcorr(A[:], B[:])\n", - " \n", - " j, i = get_integer_peak(auto_corr)\n", - " \n", - " # get peak position\n", - " if j == 0:\n", - " j = 1\n", - " elif j == ny:\n", - " j = ny - 3\n", - " elif j == ny-1:\n", - " j = ny - 2\n", - " \n", - " if i == 0:\n", - " i = 1\n", - " elif i == nx:\n", - " i = nx - 3\n", - " elif i == nx-1:\n", - " i = nx -2\n", - "\n", - " j0, i0 = gauss3pt(auto_corr[j-1:j+2, i-1:i+2])\n", - " dist = np.sqrt((j0-1)**2+(i0-1)**2)\n", - "\n", - " dists[ii][m] = dist\n", - "\n", - " # plt.figure()\n", - " # plt.imshow(auto_corr)\n", - " # plt.scatter(j0-1+8, i0-1+8, marker='+', color='w', s=1080)\n", - " # plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "5e895146-ebd9-4c34-965b-04ee51d55061", - "metadata": {}, - "outputs": [], - "source": [ - "means = dists.mean(axis=1)\n", - "stds = dists.std(axis=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "a110166d-d9d8-4db3-8710-8e039cb5ded9", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# plt.errorbar(x=np.linspace(0, 1000, N, dtype=int), y=means, yerr=stds)\n", - "plt.plot(np.linspace(0, 1000, N, dtype=int), means)\n", - "plt.hlines(0.5, 0, 1000)\n", - "plt.yscale('log')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "75960188-1396-47a1-b8e4-1d33fcf5ff5c", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.8.18" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/examples/mypositions.txt b/examples/mypositions.txt deleted file mode 100644 index 38951f4..0000000 --- a/examples/mypositions.txt +++ /dev/null @@ -1,13 +0,0 @@ -#x, y, z, dp -5, 5, 0, 1 -15, 5, 0, 2 -25, 5, 0, 3 -35, 5, 0, 4 -#5, 15, 0, 1 -5, 15.5, 0, 1 -#10, 15, 0, 2 -15, 15.5, 0, 2 -#15, 15, 0, 3 -25, 15.5, 0, 3 -#20, 15, 0, 4 -35, 15.5, 0, 4 \ No newline at end of file