{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(None, <pyximport.pyximport.PyxImporter at 0x7fdad01c3490>)" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%load_ext cython\n", "import speckle_tracking as st\n", "import robust_speckle_tracking as rst\n", "from robust_speckle_tracking.bin import *\n", "from robust_speckle_tracking import simulation as st_sim\n", "import h5py\n", "import os\n", "import numpy as np\n", "import pickle\n", "import pyximport\n", "import sys\n", "import configparser\n", "import concurrent.futures\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors as mcolors\n", "from multiprocessing import cpu_count\n", "from scipy.ndimage import gaussian_filter, uniform_filter, convolve1d\n", "from scipy.integrate import quad\n", "from scipy.optimize import least_squares\n", "from importlib import reload\n", "\n", "pyximport.install(reload_support=True)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['__builtins__', '__doc__', '__file__', '__loader__', '__name__', '__package__', '__pyx_unpickle_Enum', '__spec__', '__test__', 'bnprd_var', 'bprd_var', 'init_stars', 'krig_data', 'make_frames', 'make_reference', 'mse_2d', 'newton_1d', 'np', 'upm_newton_1d', 'upm_search']\n" ] } ], "source": [ "if sys.modules.get('dev'): # Maybe sys.modules is better?\n", " dev = sys.modules.get('dev')\n", " dev = reload(dev)\n", "else:\n", " import dev\n", "print(dir(dev))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def st_update(I_n, W, dij, basis, x_ps, y_ps, z, df, u_max=100, n_iter=5):\n", " \"\"\"\n", " Andrew's speckle tracking update algorithm\n", " \n", " I_n - measured data\n", " W - whitefield\n", " basis - detector plane basis vectors\n", " x_ps, y_ps - x and y pixel sizes\n", " z - distance between the sample and the detector\n", " df - defocus distance\n", " u_max - pixel mapping search window size\n", " n_iter - number of iterations\n", " \"\"\"\n", " M = np.ones((I_n.shape[1], I_n.shape[2]), dtype=bool)\n", " u, dij_pix, res = st.generate_pixel_map(W.shape, dij, basis, x_ps,\n", " y_ps, z, df, verbose=False)\n", " I0, n0, m0 = st.make_object_map(I_n, M, W, dij_pix, u, subpixel=True, verbose=False)\n", "\n", " es = []\n", " for i in range(n_iter):\n", "\n", " # calculate errors\n", " error_total = st.calc_error(I_n, M, W, dij_pix, I0, u, n0, m0, subpixel=True, verbose=False)[0]\n", "\n", " # store total error\n", " es.append(error_total)\n", "\n", " # update pixel map\n", " u = st.update_pixel_map(I_n, M, W, I0, u, n0, m0, dij_pix,\n", " search_window=[1, u_max], subpixel=True,\n", " fill_bad_pix=True, integrate=False,\n", " quadratic_refinement=True, verbose=False)[0]\n", " u_max = int(np.max(np.abs(u - np.indices(W.shape))))\n", "\n", " # make reference image\n", " I0, n0, m0 = st.make_object_map(I_n, M, W, dij_pix, u, subpixel=True, verbose=False)\n", "\n", " # update translations\n", " dij_pix = st.update_translations(I_n, M, W, I0, u, n0, m0, dij_pix)[0]\n", " return {'u':u, 'I0':I0, 'errors':es}\n", "\n", "def pixel_translations(basis, dij, df, z):\n", " dij_pix = (basis * dij[:, None]).sum(axis=-1)\n", " dij_pix /= (basis**2).sum(axis=-1) * df / z\n", " dij_pix -= dij_pix.mean(axis=0)\n", " return np.ascontiguousarray(dij_pix[:, 0]), np.ascontiguousarray(dij_pix[:, 1])\n", "\n", "def str_update(I_n, W, dij, basis, x_ps, y_ps, z, df, u_max=100, n_iter=5, l_scale=2.5):\n", " \"\"\"\n", " Robust version of Andrew's speckle tracking update algorithm\n", " \n", " I_n - measured data\n", " W - whitefield\n", " basis - detector plane basis vectors\n", " x_ps, y_ps - x and y pixel sizes\n", " z - distance between the sample and the detector\n", " df - defocus distance\n", " u_max - pixel mapping search window size\n", " n_iter - number of iterations\n", " \"\"\"\n", " I_n = I_n.astype(np.float64)\n", " W = W.astype(np.float64)\n", " u0 = np.indices(W.shape, dtype=np.float64)\n", " di, dj = pixel_translations(basis, dij, df, z)\n", " I0, di, dj = make_reference(I_n, W, u0, di, dj, l_scale)\n", "\n", " es = []\n", " for i in range(n_iter):\n", "\n", " # calculate errors\n", " es.append(total_mse(I_n, W, I0, u0, di, dj))\n", "\n", " # update pixel map\n", " u = dev.upm_search(I_n, W, I0, u0, di, dj, 1, u_max, l_scale)\n", " u_max = int(np.max(np.abs(u - u0)))\n", " u0 = u0 + gaussian_filter(u - u0, (0, 0, l_scale))\n", "\n", " # make reference image\n", " I0, di, dj = dev.make_reference(I_n, W, u0, di, dj, l_scale)\n", " I0 = gaussian_filter(I0, (0, l_scale))\n", " return {'u':u0, 'I0':I0, 'errors':es}" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def ab_model(pix, coeff):\n", " return coeff[0] + coeff[1] * (pix - coeff[3]) + coeff[2] * (pix - coeff[3])**2\n", "\n", "def ab_errors(coeff, data, weights):\n", " return weights * (ab_model(data[:, 0], coeff) - data[:, 1])\n", "\n", "def ph_model(theta, coeff):\n", " return coeff[0] + coeff[1] * (theta - coeff[4]) + \\\n", " coeff[2] * (theta - coeff[4])**2 + coeff[3] * (theta - coeff[4])**3\n", "\n", "def ph_errors(coeff, data):\n", " return ph_model(data[:, 0], coeff) - data[:, 1]\n", "\n", "def phase_fit(u, x_ps, z, df, wl, u_var=1e-6, l_scale=5, max_order=4, roi=None):\n", " # calculate the phase\n", " if roi is None:\n", " roi = (0, u.shape[-1])\n", " u_pix = (u - np.indices((u.shape[1], u.shape[2])))[1, 0, roi[0]:roi[1]]\n", " ang = u_pix * x_ps / z\n", " phase = np.cumsum(ang) * x_ps * df / z * 2 * np.pi / wl\n", " pix = np.arange(u.shape[2])[roi[0]:roi[1]]\n", " x, theta = pix * x_ps, pix * x_ps / z\n", "\n", " data = np.stack((pix, gaussian_filter(u_pix, l_scale)), axis=-1)\n", " w = np.tanh(data[:, 1]**2 / u_var)\n", "\n", " # find a min/max argument\n", " u0 = gaussian_filter(u_pix, u_pix.shape[0] / 10)\n", " if np.median(np.gradient(np.gradient(u0))) > 0:\n", " idx = np.argmin(u0)\n", " else:\n", " idx = np.argmax(u0)\n", "\n", " \n", " # fit the model to the data\n", " bounds = ([-np.inf, -np.inf, -np.inf, 0],\n", " [np.inf, np.inf, np.inf, u_pix.shape[0]])\n", " fit = least_squares(ab_errors, np.array([0, 0, 0, pix[idx]]), args=(data, w),\n", " xtol=1e-14, ftol=1e-14, bounds=bounds, loss='cauchy')\n", " ang_fit = np.array([fit.x[0], fit.x[1] / (x_ps / z),\n", " fit.x[2] / (x_ps / z)**2, fit.x[3]]) * x_ps / z\n", " ph_fit = np.zeros(5)\n", " ph_fit[1:] = ang_fit; ph_fit[1:-1] *= 2 * np.pi / wl * df / (np.arange(3) + 1)\n", " ph_fit[0] = np.mean(phase - ph_model(theta, ph_fit))\n", "\n", " # evaluating errors\n", " r_sq = 1 - np.sum(ab_errors(fit.x, data, w)**2) / np.sum((w * (data[:, 1] - data[:, 1].mean()))**2)\n", " return {'pix': pix, 'theta': theta, 'u_pix': u_pix, 'angles': ang, 'phase': phase,\n", " 'fit': fit, 'ang_fit': ang_fit, 'ph_fit': ph_fit, 'r_sq': r_sq}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# ST Simulation" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "params = st_sim.parameters(bar_size=0.7, bar_sigma=0.1, bar_atn=0.2,\n", " bulk_atn=0.2, p0 = 3e4, th_s=8e-5, n_frames=100,\n", " offset=2., step_size=0.1, defoc=150, alpha=0.06,\n", " ap_x=32, x0=0.7, random_dev=0.8)\n", "\n", "globals().update(**params.export_dict())" ] }, { "cell_type": "code", "execution_count": 414, "metadata": {}, "outputs": [], "source": [ "n_x = int(1.6 * ap_x / focus * defoc * fs_size * pix_size / wl / det_dist)\n", "n_y = int(1.2 * ap_y * ss_size * pix_size / wl / det_dist)\n", "x_arr = np.linspace(-0.8 * ap_x / focus * defoc, 0.8 * ap_x / focus * defoc, n_x)\n", "y_arr = np.linspace(-0.6 * ap_y, 0.6 * ap_y, n_y)\n", "xx_arr = pix_size * np.arange(-fs_size // 2, fs_size // 2)\n", "yy_arr = pix_size * np.arange(-ss_size // 2, ss_size // 2)" ] }, { "cell_type": "code", "execution_count": 415, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3862 905\n" ] } ], "source": [ "wf0_x = lens(x_arr, wl, ap_x, focus, defoc, alpha, (x0 - 0.5) * ap_x)\n", "wf0_y = aperture(y_arr, focus + defoc, wl, ap_y)\n", "wf1_y = fraunhofer_1d(wf0_y, y_arr, yy_arr, det_dist, wl)\n", "print(n_x, n_y)" ] }, { "cell_type": "code", "execution_count": 416, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "axes[0].plot(x_arr, np.abs(wf0_x)**2)\n", "axes[0].set_ylabel('Intensity, [a.u.]', fontsize=20)\n", "axes[1].plot(x_arr, np.unwrap(np.angle(wf0_x)))\n", "axes[1].set_ylabel('Phase, [rad]', fontsize=20)\n", "for ax in axes:\n", " ax.set_xlabel('x coordinate, [um]', fontsize=20)\n", "plt.tight_layout(h_pad=0.2)\n", "plt.show()\n", "# plt.savefig('figures/wf0_x.pdf')" ] }, { "cell_type": "code", "execution_count": 602, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "127.9737119286444 0.05121878612560181\n" ] } ], "source": [ "fx_lim = np.array([-0.45 * ap_x / focus, 0.5 * ap_x / focus])\n", "th_lim = fx_lim - wl / 2 / np.pi * alpha * 3e9 * fx_lim**2 / defoc\n", "beam_span = np.clip(th_lim * defoc, x_arr[0], x_arr[-1])\n", "wf0_roi = ((beam_span - x_arr[0]) // (x_arr[1] - x_arr[0])).astype(np.int)\n", "xr_arr = x_arr[wf0_roi[0]:wf0_roi[1]]\n", "wf0_ph = np.unwrap(np.angle(wf0_x))\n", "wf0_ph_fc = np.polyfit(xr_arr, wf0_ph[wf0_roi[0]:wf0_roi[1]], 3)\n", "df_fit = np.pi / wl / wf0_ph_fc[1]\n", "alpha_fit = wf0_ph_fc[0] * df_fit**3 * 1e-9\n", "wf0_ph_fit = np.pi * xr_arr**2 / wl / df_fit + alpha_fit * 1e9 * (xr_arr / df_fit)**3 + wf0_ph[np.searchsorted(x_arr, 0)]\n", "wf0_ph_th = np.pi * xr_arr**2 / wl / defoc + alpha * 1e9 * (xr_arr / defoc)**3 + wf0_ph[np.searchsorted(x_arr, 0)]\n", "print(df_fit, alpha_fit)" ] }, { "cell_type": "code", "execution_count": 603, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "axes[0].plot(x_arr, np.abs(wf0_x)**2)\n", "axes[0].set_ylabel('Intensity, [a.u.]', fontsize=20)\n", "axes[1].plot(xr_arr, wf0_ph[wf0_roi[0]:wf0_roi[1]], label='Actual phase', color='b')\n", "axes[1].plot(xr_arr, wf0_ph_fit, color='b', label='Third order polynomial', linestyle='dashed')\n", "axes[1].plot(xr_arr, wf0_ph_th, color='r', label='Theoretical phase')\n", "axes[1].set_ylabel('Phase, [rad]', fontsize=20)\n", "axes[1].legend(fontsize=15)\n", "for ax in axes:\n", " ax.set_xlabel('x coordinate, [um]', fontsize=20)\n", "plt.tight_layout(h_pad=0.2)\n", "plt.show()\n", "# plt.savefig('figures/wf0_phase_2.pdf')" ] }, { "cell_type": "code", "execution_count": 658, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-0.14028924 0.18216982 0.63870176 1.83956697 2.2390223 2.92219275\n", " 4.13456694 5.10818892 5.85303782 6.82178516 7.81292222 8.69059522\n", " 9.18410936 10.22504074]\n" ] } ], "source": [ "bsteps = barcode_steps(x0=x_arr[0] + offset, x1=x_arr[-1] + n_frames * step_size - offset,\n", " br_dx=bar_size, rd=random_dev)\n", "bs_t = barcode_2d(x_arr, bsteps, bar_sigma, bulk_atn, bar_atn, step_size, n_frames)\n", "# bs_t = barcode_1d(x_arr, bsteps, bar_sigma, bulk_atn, bar_atn)\n", "wf1_x = fraunhofer_2d(wf0_x * bs_t, x_arr, xx_arr, det_dist, wl)\n", "print(bsteps)" ] }, { "cell_type": "code", "execution_count": 605, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 6))\n", "axes[0].plot(y_arr, np.abs(wf0_y)**2)\n", "axes[1].plot(yy_arr, np.abs(wf1_y)**2)\n", "axes[1].plot(yy_arr, (ap_y * np.sinc(np.pi * ap_y * yy_arr / wl / (det_dist + focus + defoc)))**2, alpha=0.2)\n", "axes[0].set_title(\"Sample's plane\", fontsize=25)\n", "axes[1].set_title(\"Detector's plane\", fontsize=25)\n", "for ax in axes:\n", " ax.set_xlabel('y coordinate, [um]', fontsize=20)\n", " ax.set_ylabel('Intensity, a.u.', fontsize=20)\n", "plt.tight_layout(w_pad=1.)\n", "plt.show()\n", "# plt.savefig('figures/beam_x.pdf')" ] }, { "cell_type": "code", "execution_count": 606, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 6))\n", "axes[0].plot(x_arr, np.abs(wf0_x)**2)\n", "axes[1].plot(xx_arr, np.abs(wf1_x[0])**2)\n", "axes[0].set_title(\"Sample's plane\", fontsize=25)\n", "axes[1].set_title(\"Detector's plane\", fontsize=25)\n", "for ax in axes:\n", " ax.set_xlabel('x coordinate, [um]', fontsize=20)\n", " ax.set_ylabel('Intensity, a.u.', fontsize=20)\n", "plt.tight_layout(w_pad=1.)\n", "plt.show()\n", "# plt.savefig('figures/beam_x.pdf')" ] }, { "cell_type": "code", "execution_count": 659, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.909090909090909\n" ] } ], "source": [ "sigma = th_s * det_dist\n", "sx_arr = pix_size * np.arange(-np.ceil(4 * sigma / pix_size), np.ceil(4 * sigma / pix_size) + 1)\n", "s_arr = np.exp(-sx_arr**2 / 2 / sigma**2)\n", "s_arr /= s_arr.sum()\n", "print(sigma / pix_size)" ] }, { "cell_type": "code", "execution_count": 683, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(100, 1, 2000) 26.505889212827988 3.924111792981884 0.7622021722826126\n" ] } ], "source": [ "det_c = 1 / wl**2 / (focus + defoc) / det_dist\n", "i0 = p0 / ap_x / ap_y\n", "data = make_frames(i_x=i0 * np.abs(wf1_x * det_c)**2, i_y=(np.abs(wf1_y)**2).sum() * np.ones(1),\n", " sc_x=s_arr, sc_y=np.ones(1), pix_size=pix_size, noise=False)\n", "beam_span = np.tan(th_lim) * (det_dist + defoc)\n", "x_roi = np.clip((beam_span - xx_arr.min()) // pix_size, 0, fs_size).astype(np.int)\n", "roi = (data.shape[1] // 2, data.shape[1] // 2 + 1, x_roi[0], x_roi[1])\n", "ptych = data[:, :, roi[2]:roi[3]].sum(axis=1)\n", "mask = np.ones((data.shape[1], data.shape[2]), dtype=np.uint8)\n", "whitefield = make_whitefield(data, mask)\n", "print(data.shape, np.mean(ptych[..., 20:-20]), np.std(ptych[..., 20:-20]),\n", " np.std(ptych[..., 20:-20]) / np.sqrt(np.mean(ptych[..., 20:-20])))" ] }, { "cell_type": "code", "execution_count": 684, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x432 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, ax = plt.subplots(figsize=(15, 6))\n", "ax.imshow(ptych)\n", "ax.set_title('Ptychograph', fontsize=20)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 685, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x432 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "ax.hist(ptych.ravel(), min(int(ptych.max() - ptych.min()), 100))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'i0' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m<ipython-input-5-ec794252ee86>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmakedirs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdir_path\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexist_ok\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m data = make_frames(i_x=i0 * np.abs(wf1_x * det_c)**2, i_y=(np.abs(wf1_y)**2).sum() * np.ones(1),\n\u001b[0m\u001b[1;32m 5\u001b[0m sc_x=s_arr, sc_y=np.ones(1), pix_size=pix_size, noise=True)\n\u001b[1;32m 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mNameError\u001b[0m: name 'i0' is not defined" ] } ], "source": [ "dir_path = 'results/test'\n", "os.makedirs(dir_path, exist_ok=True)\n", "\n", "data = make_frames(i_x=i0 * np.abs(wf1_x * det_c)**2, i_y=(np.abs(wf1_y)**2).sum() * np.ones(1),\n", " sc_x=s_arr, sc_y=np.ones(1), pix_size=pix_size, noise=True)\n", "\n", "st_params = st_sim.STParams.import_dict(**globals())\n", "ini_parser = st_params.export_ini()\n", "with open(os.path.join(dir_path, 'parameters.ini'), 'w') as file:\n", " ini_parser.write(file)\n", " \n", "st_converter = st_sim.STConverter()\n", "st_converter.save(data, st_params, dir_path, roi=roi)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "dir_path = 'results/test_ideal'\n", "os.makedirs(dir_path, exist_ok=True)\n", "\n", "data = make_frames(i_x=i0 * np.abs(wf1_x * det_c)**2, i_y=(np.abs(wf1_y)**2).sum() * np.ones(1),\n", " sc_x=s_arr, sc_y=np.ones(1), pix_size=pix_size, noise=False)\n", "\n", "st_params = st_sim.STParams.import_dict(**globals())\n", "ini_parser = st_params.export_ini()\n", "with open(os.path.join(dir_path, 'parameters.ini'), 'w') as file:\n", " ini_parser.write(file)\n", " \n", "st_converter = st_sim.STConverter()\n", "st_converter.save(data, st_params, dir_path, roi=roi)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Prototyping" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [], "source": [ "dir_path = 'results/test_ideal'\n", "protocol = rst.Protocol.import_ini(os.path.join(dir_path, 'protocol.ini'))\n", "loader = rst.STLoader(protocol=protocol)\n", "\n", "st_data0 = loader.load(os.path.join(dir_path, 'data.cxi'), roi=[0, 1, 610, 1370])\n", "st_obj0 = st_data0.get_last_st()\n", "st_res0, errors = st_obj0.iter_update(150, l_scale=12.5, verbose=False, n_iter=5)" ] }, { "cell_type": "code", "execution_count": 259, "metadata": {}, "outputs": [], "source": [ "dir_path = 'results/test'\n", "protocol = rst.Protocol.import_ini(os.path.join(dir_path, 'protocol.ini'))\n", "loader = rst.STLoader(protocol=protocol)\n", "\n", "st_data = loader.load(os.path.join(dir_path, 'data.cxi'), roi=[0, 1, 610, 1370])\n", "st_obj = st_data.get_last_st()\n", "st_res, errors = st_obj.iter_update(150, l_scale=7.5, verbose=False, n_iter=5)" ] }, { "cell_type": "code", "execution_count": 260, "metadata": {}, "outputs": [ { "data": { "image/png": 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eTLHfctNa34YJRPwDDLHv7wJMn/aXcV+4sEK01o9jhitdjDlRuQ9z8rEJc0LjvO6LmMDSz5hgyd2YAonNgA9x3F3yOPvQ89dhTlCuwQxXvhcz2taqUrZ5Hrga2G3f9nrM53AGJkBfolZTXfpMhBBCiOqglGqJuWGWCoy1D8cNgNZ6L2Y48DBgulLKzz5/HSZ48CLmvOY64BbMedlq4CrM+ZTH2Ydu74/5re+HOV9shTlPfKiMze/BZJIPwtxojMEMrX6WS10iSy7mnO8PTDe3mzGf613241YLrfU0zPngWkzA6hb7cfsANvtqJ1qzUoh6R2ntrp6qEEKI2kopFYbJxlqjte5T1vpCCCGEaNiUUp9ibjC11lrvKuc2uwC01vHV1a6KUkp5AzsAf61147LWF6KhkQweIYSopZRSMUopX5d5PsCrQADwvUcaJoQQQghRjZRSEa41j+x1CB/FlC74ziMNE6KWkxo8QghRe40CnlJKzcF052qE6X7VDlMb4K3SNxVC1CR7EfgtmNF6Qu2jD1oXJBMw3QuigeXAnVrrNR5qqhBC1AW9ga+UUn9gikqH2Od1w5wTTfRUw4SozSTAI4QQtddSTFHkAUCUfd5O4FngRa11lqcaJoQo4WVMXYhgl/kPYQrH3w9sxtQum6OUOllrfahmmyiEEHXGFuAnTD3B8zDXrfuAN4Hn7CPGCiFcSA0eIYQQQogToJTqjxnW9zlMoCdUa21TSgVg6mW9qrV+yr5uMOZu9Adaayl6LoQQQogqU2szeKKjo3V8fLynmyGEEEKIWmTlypVJWusYT7fDYi/4+RbwFJDisrgvZqSer60ZWusMpdQsYBhljGon50JCCCGEcKe086FaG+CJj49nxYoVnm6GEEIIIWoRpdRuT7fBxf9hip6/A1zhsqwDUABsdZm/CTPs73HJuZAQQggh3CntfEhG0RJCCCGEqASlVBTwNDBea53nZpVIwKa1LnCZnwwEKaX83OzzJqXUCqXUiiNHjlR9o4UQQghRb0mARwghhBCicp4FlmqtfznOOu6KHarSlmmtP9Ra99Ba94iJqTU90YQQQghRB9TaLlpCCCGEELWVUqozMA4YoJSKsM8Osk/DlVIFmEydUKWUt0sWTwSQWUrWjxBCCCFEpUiARwghhBCi4k4CfIF/3CzbB3wMTAO8gbaYIX8tHTBDpgshhBBCVBkJ8AghhBBCVNzfwJku884FHgTOA3YAu4E0YAzwDIBSKggYAXxYYy0VQgghnKSlpXH48GHy8iSRtLby9fUlNjaWsLCwCm0nAR4hhBBCiArSWicB853nKaXi7U8Xaq1t9nkvAI8ppZIxWTvjMTUQ36qxxgohhBB2aWlpJCYm0qxZMwIDA1FKlb2RqFFaa7Kysti/fz9AhYI8EuARQgghhKg+L2ACOhOAKGAFMFRrnejRVgkhhGiQDh8+TLNmzQgKCip7ZeERSimCgoJo1qwZBw4cqFCAR0bREkIIIYSoAlrrT7XWysresc/TWutntdbNtdaBWuv+WuvVnmynEEKIhisvL4/AwEBPN0OUQ2BgYIW70UmARwghhBBCCCGEaCCkW1bdUJl/p3IFeJRSbZVSHyil1iqlCpRS88uxTbxSSrt5TK9wK4UQQgghhBBCCCFEqcqbwdMZMyLEf/ZHRdwH9HF6PFrB7YUQQgghhBBCCCGOa9iwYUydOrVajzFo0CAmT55crceorPIGeGZprVtorccAGyp4jC1a6yVOj20V3F4IIYQQQgghhBD1XHx8PHFxcWRkZBTNmzx5MoMGDSrX9r/++ivXXHNNNbWu4uLj45kzZ06NHa9cAR6tdWF1N0QIIYQQQgghhBANW35+Pm+88Yanm1En1USR5U/sdXsOKqVeU0pJyW4hhBCiFsvKy+K95e/x3vL3SM1O9XRzhKj/9u2DmTM93QohhKgV7r//fl555RVSUlLcLl+8eDE9e/YkPDycnj17snjx4qJlzt2ntm3bxsCBAwkPDyc6OppLL70UgNtuu41777232D5HjBjBpEmT3B5v9uzZdOjQgfDwcG6//Xa01kXLtm/fzllnnUVUVBTR0dFcccUVRe2+6qqr2LNnDyNGjCAkJISXXnoJgDFjxtC4cWPCw8MZMGAAGzZUtJNU6XyqbE8l5QDvAH8AacAg4EGgDTDS3QZKqZuAmwBatmxZjU0TQgghhDsFhQVcMP0C5uww6cTP//08317yLT2b9fRwy4Sox/r0MUGewkKQ0W2EEDXp7rthzZrqPUa3blBK8MSdHj16MGjQIF555RWeeeaZYsuOHTvG8OHDefPNNxk7diwzZsxg+PDhbNu2jaioqGLrPvbYY5x99tnMmzeP3NxcVqxYAcA111zDhRdeyMsvv4yXlxdJSUnMnTvXbV2dpKQkRo0axZQpUxg5ciRvv/0277//PldddRUAWmsmTJjAgAEDSEtLY9SoUUycOJFJkybx+eefs3DhQiZPnsyQIUOK9jls2DCmTJmCn58fDz74IFdccQVrqujfoNoyeLTWB7XWt2utf9Raz9daTwTGAxcopbqVss2HWuseWuseMTEx1dU0IYQQQpTi83WfM2fHHN49710Wj1uMt5c3Qz4fwsoDKz3dNCHqr337zLSgwLPtEEKIWuKpp57irbfe4siRI8Xm//zzz5x00klcddVV+Pj4MHbsWDp06MCsWbNK7MPX15fdu3dz4MABAgIC6NevHwCnn3464eHhzJ07F4Dp06czaNAg4uLiSuzjl19+oVOnTowePRpfX1/uvvtuGjduXLS8bdu2DB06FH9/f2JiYhg/fjwLFiw47nsbN24coaGh+Pv7M3HiRNauXUtqatVkTFdnBo873wDvAqcCa2r42EIIIYQ4jkJdyDN/PUOPpj34vx7/h1KKhdct5IwpZzDq61GsunkVjQIbebqZQtRfOTngU9On50KIBq0CmTU16eSTT+b888/nhRdeoGPHjkXzDxw4QKtWrYqt26pVK/bv319iHy+99BKPPfYYp59+OpGRkdx7772MGzcOMFk8X3zxBUOHDuWLL77grrvuctuOAwcO0KJFi6LXSqlirw8fPsydd97JwoULSU9Pp7CwkMjIyFLfV0FBAY888ggzZszgyJEjeHmZnJukpCTCw8PL8ckcX03U4HGmXaZCCCGEqCUW7VnE9uTt3Hn6nSh7N5HmYc2ZMWYGB9IPMG7muGL9zoUQVSwnx9MtEEKIWuPJJ5/ko48+Kha8adq0Kbt37y623p49e2jWrFmJ7Rs3bsxHH33EgQMH+OCDD7j11lvZts0M6n3llVcyc+ZM1q5dy6ZNm7jwwgvdtqFJkybs3bu36LXWutjrCRMmoJRi3bp1pKWl8cUXXxQ7V1Iu3W6nTZvGzJkzmTNnDqmpqezatatov1WhpgM8o+1TyfMWQgghapnP1n5GiF8IF3e8uNj805udzotDXmTmlpm8u/xdD7VOiAZAAjxCCFGkbdu2XHrppbz55ptF88477zz+++8/pk2bRn5+Pl999RUbN27k/PPPL7H9jBkz2GfvAhsZGYlSCm9vbwCaN29Oz549ueqqqxg1ahSBge7Hgho+fDgbNmzgu+++Iz8/nzfffJNDhw4VLU9PTyckJISIiAj279/Pyy+/XGz7uLg4duzYUWx9f39/oqKiyMzM5OGHH678B+RGuQI8SqkgpdRopdRooBkQY71WSgXZ19mmlPrYaZuJSqlXlVIXK6WGKKWeAl4HvtNar6vSdyGEEEKIE1KoC5n13yxGtBtBsF9wieV39b6LYW2Hce8f97L64GoPtFCIBiA319MtEEKIWuXxxx8nIyOj6HVUVBQ//fQTr776KlFRUbz00kv89NNPREdHl9h2+fLl9OrVi5CQEC644ALeeOMNWrduXbT8mmuu4d9//y0qmOxOdHQ0M2bM4KGHHiIqKoqtW7dyxhlnFC1/4oknWLVqFeHh4QwfPpyLLy5+k2zChAk888wzRERE8Morr3D11VfTqlUrmjVrRqdOnejdu/eJfDwlqPKkAiml4oGdpSxurbXepZTaBczXWl9r3+Yy4D7gJCAQ2ANMA57VWpd5e6JHjx7aqnIthBBCiOq19tBaun3QjakXTuXqrle7XedwxmFO+/A0tNYsuWEJzcOa13ArQSm1Umvdo8YP7AFyLtSAWCn8W7ZAu3aebYsQol7btGlTsZo2Ddlff/3FlVdeya5du4pq4dQ2pf17lXY+VK53obXepbVWpTx22deJt4I79tfT7SNihWut/bTWbbXWj5cnuCOEEEKImvX79t8BGJowtNR1YoNj+fnyn0nLSeP8aeeTnpNeU80Ton6zAjzSRUsIIWpEXl4eb7zxBjfccEOtDe5URv15J0IIIYSotHm75tE5pjNNQpscd71T4k5hxpgZrD+8nku+uYT8wvwaaqEQ9ZgV4JEuWkIIUe02bdpEREQEBw8e5O677/Z0c6pUwwvwJCfDJ5/AztJ6nAkhhBANi9aaFQdW0KtZr3Ktf07bc3hv+Hv8tu03bv/ldhlZS4gTZd09PpEMnqwsEyj6/POqaZMQQtRTHTt2JCMjg8WLFxMWFubp5lSphhfgOXoUxo2D+fM93RIhhBCiVtiTuoekzCR6NC1/aZsbT7uRB894kA9WfsAri1+pxtYJ0QBURYDHGtXl0UdPvD1CCCHqJB9PN6DGxceDjw9s2+bplgghhBC1wvIDywEqFOABeG7wc+xM2ckDcx4gPiKeMZ3HVEfzhKj/qqIGj5VJV1hYue137IDZs6F7d3OefPnllW+LEEIIj2h4AR4fHxPkkQCPEEIIAcCKAyvw9fLllLhTKrSdl/Ji6oVT2ZO6hxtn3cjA+IHEBsdWUyuFqMesDJ4TqcGTlWWmle0yOWgQ7N3reC0BHiGEqHMaXhctgDZtJMAjhBBC2G04soH20e3x9/Gv8LYBPgF8MvITMvMyeWjOQ9XQOiEaAHddtHJz4ciR8u8jM9NMjx0Dm63ibajIsYQQQtRKDTPA07QpJCZ6uhVCCCFErbAlaQvto9pXevsO0R24p/c9fLLmE5buW1qFLROigXDXRWvMGIitQEaclcGTlQVt21Zd24QQQtQZDTPAExNj7lLIqB9CCCEauNyCXHYk7yge4Pn6axg4ENLSyr2fRwc8SuOQxjy78NlqaKUQ9Zy7YdJ//NFMCwrKtw8rgwfkRqYQol7atWsXSiny8/NPeF/x8fHMmTOnClpVuzTcAE9uLqSne7olQgghhEftSN5BgS6gfbRTgOf22+Gvv2Du3HLvJ9Q/lB8v+5EvLv6iGlopqtvcHXO57JvLKNSVLNAr3Js9G84/v+ybis5dtFavhhEjHMuszJyyOAd4KsO1jVV9IzQ9Hc45BzZtqtr9CiHqlfoaeKkpDTfAA9LXWAghRIO3JWkLgCODR2tISjLPV6yo0L56NutJmH9YVTZP1JDftv3GVxu+Yl3iOk83pX658EL4+eeybyo6B3ieeAJ++smxrLwBnvKuV14nUvDZnWXL4I8/4Oqrq3a/QgghikiARwghhGjAthy1B3isDJ5Dhxx37nft8kyjRI1LyU4B4M+df3q2IdUlPR1mzar54wYFmWlKyvHXc67B06JF8WXlzcw50QweV5UZsn3rVvj9d3j9dXjzzeLFnq2A0apVVdM+IUS9V1BQwH333Ud0dDQJCQn8/PPPxZanpqZy/fXX06RJE5o1a8ajjz5Kgb1b6/bt2znrrLOIiooiOjqaK664gpSyvovtsrKyuPfee2nVqhXh4eH069ePLHsQfcyYMTRu3Jjw8HAGDBjAhg0birb75Zdf6NSpE6GhoTRr1oxXXnmlaNlPP/1Et27diIiIoG/fvqxbVz03VBreMOkA0dFmevSoZ9shhBBCeNjO5J00CmxERECEfcZOx8I9ezzSJlHzkrOTAZi7cy7j+4z3cGuqwfXXw4wZsGULtGtXc8cNDDTT5GRo2bL09ZyHSXcdAau8gRvXDJ78fPA5gVP9ymTwuH62sbFw2WXmuXVhVVho6gp5e1e+bUKIKnP3b3ez5tCaaj1Gt8bdmHTupApv99FHH/HTTz+xevVqgoODGTVqVLHl11xzDXFxcWzbto2MjAzOP/98WrRowc0334zWmgkTJjBgwADS0tIYNWoUEydOZNKksttx3333sWHDBhYvXkzjxo1ZunQpXvbv6WHDhjFlyhT8/Px48MEHueKKK1izZg0A119/PV9//TX9+/cnOTmZnfZzqlWrVjFu3DhmzZpFjx49+OKLL7jgggvYsmUL/v4VH8H0eBpmBk94uJmmpnq2HUIIIYSH7UnbQ6vwVo4ZVoCnRw8J8DQgVoDnr91/kVeQ5+HWVIOtW800I6Nmj+sc4DmeQnvto5wcOHy4+LLK1uA50fPcymTwuLK6e0Lxz+DAgRPfd0UVFhavK6S1yeav6swnIUSV+frrr7n77rtp0aIFjRo1YsKECUXLEhMT+fXXX5k0aRLBwcHExsZyzz33MH36dADatm3L0KFD8ff3JyYmhvHjx7NgwYIyj1lYWMiUKVN44403aNasGd7e3vTt27coEDNu3DhCQ0Px9/dn4sSJrF27llT7962vry8bN24kLS2NyMhITj31VMAEqm6++WZ69eqFt7c311xzDf7+/ixZsqSqP7IGmsEjAR4hhBACgD2pe2gT2cYxw+qWNWAAvPHGiWcBiDohOSsZP28/bLk2Vh1cRa/mvTzdpPqhvAGePHtQLSen5AhYlc3gSU6GqKjybevOiQR4fH3Ne7rjDli5Enr3httucyzfubNkV7SqsGwZ9OoFixdDnz6O+QUFEB8Pjz0GN91k5t13H7z2GgQHm+89K8NfiAamMpk1NeXAgQO0cPquaNXKcUNq9+7d5OXl0aRJk6J5hYWFResfPnyYO++8k4ULF5Kenk5hYSGRkZFlHjMpKYns7GzatGlTYllBQQGPPPIIM2bM4MiRI0VZPUlJSYSHh/Ptt9/yzDPP8NBDD3HKKafwwgsv0KdPH3bv3s3UqVN56623ivaVm5vLgWoIdksGjxBCCNGA7UndQ8twp64jO3dCXBx06GAuijxxp13UuJTsFLrGdQXgv6P/ebg19Uh5AzxWd6jc3KrL4CnrmGU5kQBPYCAEBJjnn34Kn31WfPmOHZXf9/H8/ruZutTpICkJ9u0z3fQs//5raiRlZFRoxEAhRM1p0qQJe/fuLXq9xymzuEWLFvj7+5OUlERKSgopKSmkpaUV1cSZMGECSinWrVtHWloaX3zxBbocowNGR0cTEBDA9u3bSyybNm0aM2fOZM6cOaSmprLLflPM2m/Pnj2ZOXMmhw8f5sILL+SSSy4pausjjzxS1M6UlBQyMzMZO3ZspT+b0jTMAE9AgLkbKQEeIYQQDVhqdippOWklu2i1bg3WXbLdu003BteTopQUGDvWFFMVdV5ydjLdGndDodiZsrPsDeqaqh7yu7ysAI+7wp5aw5NPwtq1jgyemTNNoXNnmZmweTNcfDH873/Fl+XkwO23w8GDJQI8+5+4hzEzxnDrz7dy0VcXMeLLEYycPpJFexaVr+0nOoqW82e+eHHxZTfdVLy73KFDJsPnnnvg4Yfhl1/Kf5wDB+Duu022oVXXp7AQpk83n9exYzB6tJn/99+QnW2eHz4MgwZBWJgEeISopS655BLefPNN9u3bR3JyMi+88ELRsiZNmnD22Wdz7733kpaWRmFhIdu3by/qhpWenk5ISAgRERHs37+fl19+uVzH9PLyYty4cYwfP54DBw5QUFDAP//8Q05ODunp6fj7+xMVFUVmZiYPP/xw0Xa5ubn873//IzU1FV9fX8LCwvC2fyfdeOONvP/++yxduhStNRkZGfz888+klzXCYiU0zACPUiaLJy3N0y0RQgghPGZPqrkTViyDZ8cOE+CJjzevP/vMFEr98MPiGz/zjLmAGj++5AWpqFMKdSGp2ak0DmlM09Cm7EiupuyK2qCmAz1W8Ux32TRZWTBxoukOadXgiYqCU081wRzn9WbNgu+/hwceKL6PRYvgnXfguuscmT4XXAC+vvyauIhvNn7Deyve48ctP3Ig/QC/bfuNqWunlq/tJ5LBo5QjaOWqVy+zbPVqx7xrr4V334VJk+D552H48PIf64YbTHfShQsdxaoLCkwA+sorzWf8999mfnY2/POPeZ6YCE2bmiCPBHiEqJVuvPFGzjnnHLp27cqpp57Kxc7fjcBnn31Gbm4unTp1IjIyktGjR3Pw4EEAnnjiCVatWkV4eDjDhw8vse3xvPLKK3Tp0oWePXvSqFEjHnzwQQoLC7n66qtp1aoVzZo1o1OnTvTu3bvYdp9//jnx8fGEhYXx/vvv88UXXwDQo0cPPvroI26//XYiIyNp27Ytn3766Yl9OKVouJ3qw8Mlg0cIIUSDViLAk51tMnauucYx4s/kyWb6ww9w883meX4+fPKJWWfPHnPBdNFFNdt4UWVSd21Go4kMiCQhMqF+ZvBYrEBKTXEeGnzmTDjrLAgNNfOsoI91B/fZZ032CsCUKfDdd+Z5Zqaj29aBAybYM2KECcBYQZJFi0xQpF07c5wlS9jxqKMGTYuwFqy8aSW9J/dmR/IOMnIzmLtzLgWFBY62tisA55jMvtkQuh/QJvCbkAAox/L0dLClQ06uPSCsoYN9WVAuZJbyWT9xKYxfClt/hKgjkGFD7f6dQQGwORoOhtjXm/cekeFxDIo9HZo3L/0ztj5HH5/iGTyWb74pvv7335trgEOHTPC6Sxf48UdTh8cKbAshPMbq9gTg4+PD66+/zutO2cK3OdXzCg8P57333uO9994rsZ/OnTuzcuXKYvPuvfdet8dxFRgYyKRJk9yOuDVz5sxir6+++uqi57/99lup+zz33HM599xzS11eVSTAI4QQQjRQVoCnRbi9gOH27SbDoX170525WTPYv98sc66ZsXy56fbwyiswbhz8JzVb6rKUHifDnRAZGMlJjU7ix/9+RGuNUqrsjeua0rJKqovVHeiXX8zjmWfgkUfMPCswYWUV+fo6tnN+npVVvPDyhReaodTvugs++sjMs9nMOladyR492BnhtLsjRwFIiExg6f6lvLz4ZZ5c8GTxthYffRj+fRT+dXq94jjvc5l9ellRo4+z7niz3p6XwSqncRlcvQY+7wra+rP761Zz2A/gtAPHybyyMpeysx2fZUEBhISYz8V+Nx8w321vvWUeYAI8Awea5//8IwEeIUSdJwGeqvLoo+ZOSjn79gkhhBCediD9AF7Ki7jgODPjX/vVXAf7bfiTTzYBHi8v2LvXXDwp5cgaGDoUGjUyWT+izkr2NxfFkfk+9G/VnylrprD+8Hq6xHXxcMuqQX5+zR4vJwf69jXdj/r1M/WsLK7dtpyDOn5+judWBk/Pnia77vbbTU2bP/8svv38+aYWDYCPDzt6tsErczuFXkC6DYDWEa35esPX/LrtV05tcipTLpji2P70npDrFAB7+y3o1990z3z3XdMV6vbbHcu7dXM8f+B+OHeYyVACMzKV65D0gQGwYIHJsjmtB9zyf3DTzXDeeYwdeISf2+WjFbzzM5yxB9L9of84+KMNnFbKxws4Ajzp6Y5jFhRA48YmgPPuu462jhoFzz3n2DY21jGal3Q1FULUAw03wBMW5hgK9kTl55u0WjA/Gs4/0EIIIUQtdch2iJigGLy97N0a5swxd7272C/sH33UFInt0AFeeMHcDQ8NhfXrzY2SZs3MxZHTCBcNhVJqDHAV5tozHNgCvKK1/tJpHQVMAG4BooHlwJ1a6zU13uDjSLYPdhRx1U2ceu09APy588/6GeA50Qyejh3hllvgzjvLt35OjilY3rWr+T+Tng7ffguPP+44d7Q4nz9GRDieZ2XB4cPc2DeJGemP0GUc/DV3DgoYNxK+6+i0j+CP4IVPAEjLSWPQbpjXGlqlAk8+ScKIBAp0Acv2L+Phfg/TtXFXx7aJCpzrKns3g8ZdwacZJALPToY2feHNN+G998w8y70vQ0wXx7zO8XBsf/Hi0i1joeXp5nl6EEx8H175Amw22o86mU0F6wEYtAs62eNgXRLhiTPhxRecPo/sbNP1LSAAsrPxukjzzs8wNi0NMjJ4oxc8Gf4+7zQLYWzrfuazt/TvX/wz9/GByEgzdR69bNQoaNIE3n4bIYSoSxpugKcqiyw7p83u3Gn6Px/Phg2mqv+TT0owSAghhMckZiTSOKSxeTFrlhnOeNw4c7EDJuOgXz+Yai/KeviwCfBs2QKdOplsnuho012r4RkP7ATuAZKA84BpSqlorbW9/wcPAY8B9wOb7dvMUUqdrLWuNekCKe1aAHuJDIulxWc/0OiaRmxO2uzpZlWPE83g2bzZdI0qb4AnO9tRaDk01Jx73nGH6TbkmoHjfE549tkmkHLnnZCZSdbRRD6PTiTMuxF/t4RNf/1MvFcB/+sCPQ5AzwP27a6/zARpAZWWzg3vTOHvlnDhZiD6Ey66fyVbj22loLCAW3ve6jie1iU/G6vIslXXBuDBB00WkutoXgAff2ymI0eawEhWliluPH68CfT4OF12WCN+2WzQtCkJpwyA1SbAE5/iWO2NX2FmB+Cuax0zp06FlBwIBLI0n3SDOQkw1p7B8+tJkOydy+cJNsb626OXq1aZYdKHDoXXXoNLLjFF4i+80HyPxcYWD/BY9Y8kwCOEqGMadoCnqrpoOfft3b697ADPpZeaIM+ZZ5ofGiGEEMIDEjMSiQuJMxdy111nujG89lrJFWNjzfTwYWjTxhR6PflkMy8y0rxueEZorZOcXv+plGqKCeK8pZQKwAR4ntdavw2glPoH2AXcDjxaw+0tVbKXSduIvOhymPA8CSFd2ZFST0fScs7g+fRTE0hp2rR82zoHQP7809Ed6XhyckymCZjs8fR0tvZux4e2g1zy7Vv0dFrV5l3AC38+SmaePfjRDrjAHw5+yuEeieQoeGLgE9z+6+3c2+RfGkVArg889hecu82+k58/dIwklZICR6bQ+Qima9Xbb9Poudd5Ia4Z3HqrCdysWWOCNddeW7IAtVUg2nnkMauL2R9/OOb5+ZnMGCtgdccdjqLIJ51ktnnwwdI/oylTSIjcVvQyyOmf6Mxd5sEF7U0XqrZtYdZkyACrzs/yprAzkqIuWjsizbYLmuYyvmAp/D7e3k5gzjzoBKx/FU4G73kPc2vPW2kdF1f8hq0Q9VxhYSFe1neFqLUKKzEwQMMO8KSlOeoJnAjnE9vy/Dhss/+I/fOPBHiEEEJ4zCHbITpEdzBDBB89aoZEDwkpuaJzgAfMjQ3r96tRowaZweMS3LGsBkban/cFwoCvnbbJUErNAoZRmwI83vYAT9+zgOdpnR/CmuR6OpKWFaRJTTVBzfbtTVZOeTgPGz54cPmGXHfN4ElP58V2+/k4CtY2hj8+d6z6TeF6nl34LiF+IShrtKqTc0Gbc8t2/s24pts1fL/icxblLAWgwxHo71wCy/mCLSzM8fzqq002itUtrGNHGDLEDEs+dar5/1/a+7XZSi5zLax+1VWwYoX5/mjfvviywEAzdf68nnzSDIfeqRP0788ZaXFEZ8CI0uq133qr+/k33kjr/K/5OzIV0tIoyLCxuxX0Tglhq5+NyYEbYNU299sC6bnp+Hn78axzBk95/l2FqMOCg4PZv38/cXFx+Pr61s+C+nWc1pq8vDwSExMJDg6u0LYNO8BTUGCKsbk7ma0I5wye0gI8771nToBvusnxg7lhg2nD6NHmRLm0Hy8hhBCiimmtSbQlmgLLfy403ScGD3a/shXgSUw03S5SU019CjAZPMnJVXPDpO7rC2y0P+8AFABbXdbZBFxak40qS7J3Ht5aEdzOZGUlZAUyM283uQW5ZOZlEhEQ4dkGVqUjR8zfqjU63JYt5d/WKuZbEU4ZPImN/Di8fzdzgk3vvL9bwprG4G2/Qftj4SZigmI4dN8hvJQ9UNOjB6xcaYIxs2cDMOfWJfDFFyaocjzOwZ5TTjFDsFsFhufONfu0zls3bXLfdihZ0sDLq3i2j1Km+PM117hvh5XB5Bw4efxx87DrFtSNIxUZp8QKLA8dSkJ0Y76c/zRrdq3mqPdRcn3g2u2h3DzLBo8/BBOeLHU3bd5sY7LV4uJMVlJeHgeT95Bk/8oj0TGMWFRQFE1D7dleR49CVFQFGlwBKSnFazAJUcWaN29OUlISu3fvJr+mC8+LcvPx8SE8PJzo6OiKbVdN7an9rGEkU1OrJsCjlElRdRfgyctzBG8SEszUzw82bjQnFj/8YB4S4BFCCFFDUnNSySnIMQGe9fNNIWUr08CVdXJx9KjjpoZzgCc311z8BgVVe7trK6XUYEz2zjj7rEjAprUucFk1GQhSSvlprXOpBVJ88onU/qi4OAgKos0xyA3KZchnQ1i4ZyH5j+U7CnHXdTfeaM65fv654ttaQ55bCgqK16cpbRt/f7LysmjXcQ5pnU3/o+Gpcfwcnkj3/3Na99A8Lu9yuSO4AybwAI4gq2XQoJLH6ty59Hb4+5sMIsvcuWZqnbdaI+M5s7popac75sXHQ+vWMG+eY94555R+XHAf4KmMwEBHkO3CC+Hzz+HMM2l/IJdCL+ie4Og21m5fdvFjlyIhMoGdyTuhxRDQmpRH76NN6IdkWafk759StK6/tz9779lLzLe/mmDW+vXH/8wrwwq8zZ5tpkJUAy8vL2JjY4l1/V4R9ULDDfBYkfGUFDMKyIk4cABiYswPp7shFp3vikyaZKajR8OMGSad1ZKZ2aBPjoUQQtScRJu5sGsc0thcqPTuXfrKgYFm2OMjR9wHeMBk8TTQ3zClVDwwDZiptf7UaZG7K1p1nGUopW4CbgJo2bJl1TXyOJJ9C4jUweZmVevW9N1dAB1h4Z6FAOxP30/L8JppS42oTHAHSgZ4jh4tGXhxpnXRaE+L9i4izSuPJ/8JoLsthKEnDWXeFcPJnPqxGb3OxwemT2dAqwHF92Ht3wr0WJo3h7VrTQDDqitZ1sWac5etlSvNObDVLcnK1pk5E047zezfXQbP/PmmrSkppmhx8+Ym4HM87rpouXPokBnavDS7dpljpqbC6afDPfdAdDRjIscQPuZKcuyxtuA8GLjdPgR9aUFru9YRrflh8w9w//3w7LPMP7yMrKBsXpwNbY4B33wDwJ7UPYz/Yzzzds3jknffNRtv2FD1AZ5//jHTefMkwCOEqJSGG+BxzuA5UQcPmgJ9QUHuM3j27HE8X7bMZAydfTZMm+ao0g/mR6usAs1CCCFEFThkMzck4rzDzIXTDTccf4PoaEhKOn6A50RvmNRBSqlGwK/AHuBKp0XJQKhSytsliycCyNRaux2vW2v9IfAhQI8ePWqkGEiyXwGR2C/CExLotHEnUadGcTTL1GXZmbyzfgV4XGVlOYIQZa3n5JE/H2Vh1mZ8vHxIz00vuX5iItwIeE0mceYUfLQX4//KI8QnB3pEMey0y2BZMrw1B1o0gU6jSu7DyjJ3F7w5xZFdUiIA5I5zBk9hIQwcaLqq2WsD4esL55/vWOfhh80oWGvWOOa1amWmzZqVP7hR3gyeuDiTIbRrV8llUVHmM3D+HOyF3v28/Ti/tNo95cjgOZJ5hB5fDUaND+UgSwgq8OLuJYX4FQARfeCuu8if/CET/5jApd9cygftIe0UYM6lcGAi/zfgXq4/9frjv7ekJDNyV9eu8Prrpa9nBaSc6z1ZNmwwNZSuvhp+/RXeeOP4xxRCNEgNt3S2cwbPiTpwwJzoNm7sPoNn714zHWC/K9O5s+NHceZMx3pWf3AhhBCimiVm2DN40uy1NKwuxKWJiXEf4LGK/1nDHjcgSqkg4CfM+DzDtdYZTos3A95AW5fNOtiX1RrpvoWEKfuFcNeuqI2beOGMJ+gS2wWAHcn1dEQtS5K7etluOGXwZPrCc1s+YuGehczbNY+CwgJig2OLPzbtJTYDYr1C6RLXhYk+QwjJKjDBFCswOnSo6W70zDPuj2nVtSojUFGq77+HTz4xz50DPADr1pnpddfBRRfBW2+Z+jpeXnDBBWbZL7+Y81ylzPLKKG8Gj3U813ZC2fW9pk83pQ5GjDA3US1lZPBc1OEiRrYfSVxIHLEqhK6H4Kk59uAOmIylb77BZ916Hp5tgi5/JkCeN8RmwK7ELXy27rOy39fixSYrZ9KkkqOVObPa65otBjBxInz5JQwbBm++6ehCJ4QQTiSDp6oyeLp3N3V1FiwouXzPHnNX5M474a+/YMwYU+vA0rev+eKXAI8QQogaUpTBc8x+p9ga1rg00dGmi9aBA6aLhlVg1ArwZGSUvm09pJTyAWYAJwFnaK0Pu6yyGEgDxgDP2LcJAkZgz9CpFQoKsPlCjJf9wnLwYHjmGW44Fs81N60k4NkAdqbU0xG17BKP7GQ7e+nbom+x+fN2zmNzklMsbts26GGe7owsvo9po6aZEemcXWEPSlx/Bjw6Gd55B7DXibECPG3bmiBMdbnwQsdz5y5azoWSW7UqmQ3y1VfFs5ouusgMtV4ZFanB07EjvPqqGZTEWVnDOV96qXmAGQ3QGsa9jABP++j2/HDZD+bFkjthmksQy8rMnz+fBxfBQ/bBAz/9Abodgmsv8WFurFMA9M8/oVcvCA4mKy+LL9d/yalNTqXbDqd1FiwwN4U7dizZIF9fM01NNXV4nEfbtbKnLIcPm2LTixbJqLxCiCINN8BTVRk8eXkma6dpU3PCe/Soiaj7+TnW2bvXpLKOGgU7d5ovaOc7ERdfLAEeIYQQNSrRloi38ibqoP1GR4sWx98gOtoMJ33woLk4sS64rLo7DSzAA7wLnAfcBTRSSjkXMVqttc5WSr0APKaUSsZk7YzHZE9XMhWiGuTlkeEHwVaAp08fc2E/dy6+I0bQOqI1/x7+9/j7qOMGz7uODbYdpE9IJ8TPdInKzMtk2P+GkVPg0lXGqQdTpArivJMv4rtN39E+ymVocDDBz4wMR0aJc4ClvKMkXXyxyZxxV1S5opwzY1580dSdAXOj0VVAgOMGJMBJJ1X+uBUtsuwuW6esAI+zSKfoW0Uynxo1Kjlv3z4znT8fgLv/gTd6wynZ4UAqrRNz2Z+2n5z8HPwPHjYB0ssugy+/ZOraqdzy8y10junM+p1OIxSedZaZuvs8rK5ZX3xhHps2OW4K57n06jx8GO66y5R72LOn7O9wIUSD0HC7aFVVBs/Bg+YLukULR7q6azetAwccdQni4x0/XOPGmR//MWPMj767AE9BASxZcuIjDwghhBBOjmYdpVFgI7z27Te/S2XVz3HuomX93kFD7qJl9QN5A/jH5WF9QC8AzwITMF25woChWms3Bfs8JDeXDF8I9rZna/j7Q79+8NtvoDUDWw1kzo455BeWYyjdvLyaP1/JzjaPSh5XAxtsJrviz51/kp2fTXZ+NvN3zSenIIfpo6Zz6N5D5nHyVA69TNFjn9d9fH7R56RPSEe5C0rExMAVV5jaK1A88BAZWXJ9dwYNMu+tW7dKvb9inANM995r/r0KCkovsL5woVl+5Ag8/3zlj1uRLlqlrVdWFy1nzsGzMjJ4irGCKw89BE89ZZ5bdTQ3bIBGjXjtd8h7CrzWb4AffqB1Cmg0/x3ZTPaxw2T7QPa/q8nOz+aP7SaLaG/aXvTOHeULNrl+jzp31UpOLr4sMdFRy/O//9zX7RFCNDgNN8ATEGCybCqSwbNzJ3z7bfF5VmS/eXPHybFroObAAZPh4+qjj8wPR8uWZvmBA8UW5xbksvaV+/nrsj4cfPsFM3PCBBg5UgI+QgghTsjRrKNEBUWZLNPGjR1dA0oTHQ02m/ktdBfgaWAZPFrreK21KuWxy76O1lo/q7VurrUO1Fr311q7GY/ag3JyTAaPt9PF5+DBsGULXHMNQxKGYMu10ePDHsffz9q15rzKuf5JdXv6aRM8CAw0GR5KHb++iRvnOpXFHjl9JIHPBhL4bCDDpw3H18uX4e2GExcSZx4FAcRlUPQIsuWglCo5hPxtt5n/L1lZjv8fUDzwUN4AT1VyzuBRymSeHy8zxqrHEx1dsQCLq4pm8Lj7N6yJDJ6YGDPt3NnRBXX3bjNNTISEBFRsLN4a8x3Ytq0ZaQs45cNuBP7Qg8BHIXDMFgKfDeT7zabrXVpOGsn7tpXMwkpN5b4/7uPkd092zHMp5F2szo5rgOe66xzPhwwx7/XVV4//Hu+7r+zveiFEndZwu2gp5RhWsrzGjoWlS81JjDVygVVAuXlzxw+SS6CGAwfg3HNL7s/Ly5EO2qxZ0XbL9i9j0pJJ/LjlRzLyMuA64NjDDP7kD96ePJ8OSZgRDbp3L3/bhRBCCCfHso7RKLCRuVFRntT+6Ggz3bq1+EV8w+2iVS/onBwyfCHEx2mI+5tvhkcfhSVLuLjjR5zW5DRWHlzJIdshGoeUMoz1Tnudnjlzqr/RlnXrzKhK4eHm7xIc3ebLweYHf7aG9j6NefLLQ6aujlOmSueYzkVdtoCSF9/Ow4c7s4bRDg11/P+AymXwVCV3xYtrQkUDPO7Wq2yApyIZPHfcYYLdl10GU6eaeVaAB8xw8N9+a/7WvLwgPp7e++DdnyDVOY4UEwPjx+OlvPC/90HuHgY7847QqEV/k3Hz/vumRtDOnbz6jwnI7E3dS4vwFiUzeJy/V91l8Djz9S0+4pk7VgBI6xML2gkhaq2GG+ABcyelIhk8q1aZ6ezZjgCPVTStVStHaqRzBk96unmUdbLRtCkHl//JXTMuYcbGGUQGRHLlKVcy6P3fiNq0m2XN4fUhK+hzPSz8BE5etkwCPEIIISrtaOZRM/T1vu3Q3k39EFfW3W0oXpC54XbRqhdysm0UekGwc4AnIgLGj4fXX8df+fD++e/T86OejJw+kkXjFuHj5eb0Mb8cXbjK4/PPoXFj3gjdyKD4QXRt3LXEKusS1/Hy4pcpaPw3XJhPrHc+V9ng9T4Q+PPNvHLVF4QHmK74k5ZMYtn+ZdBjd4nxzI4GQr43vJ1zFkM2TDMzVwaauiZgzhEfecQMSz1jhiOrw5JuHxr97bfNSKnOw5Zby50LFTsHHspbg6cqOWcT1SQrkOCJLloVyeDx9YXLLy++3WGn2ukJCSbrvmVL8zo4GG8Nt6xw2U+HKOj3EABrdz0IwPjTj9Es7m8otMEYBaFQ8NHZYB/1/YL3B7Is71p8X3ut+L5sNsdzd9cs113nGCWtc2cTQOrSxXS/e/jh0j83m81zAT8hRLUqV4BHKdUWuB/oDZwMLNRaDyrvQZRSXsBy4FRghNb6p4o3tRpUJIOnoMDxg7N0qWP+xo3mRDcszCz39S2ewWMNJ3ucAI/WmiktjnBf0/1kbfmRiQMnMr7PeEJ9gmBMCPQayNAFC7hinx99Loaxo2HNpg14l7pHIYQQ4viOZR2jW+NucPgfc3FaFiuDB4pn/FgXsJLBUyfZMlMACPZ1ufhPSDAXiQcO0L1ZdxIiE1i2fxlL9i2hX8t+JXfkWgC2sq6+mkxfuPsRCPAJIOuRrBKrTF0zlWn/TqNNoB8ZoZoD/sdYcw4siAcO/ET/LTO5uuvVpOekc//s+4kMiCQiIhOCSuyKAbugX65TcOrxx00XKx8fePBB+PBDeO45s8y6+Lekp5vs7TvuMBkdBQWUUJsyeLy8zIAfY8fW7HFjY01h4YcfLt/6Y8bAe+/Bv07FvSuSweP8mVckg8eZu8CQu3P5hx823bV+/NHcAHbR/qj5GzsYqjnoexgOrDDXC20CIT+FU5K82RZWwBp2snDqE5zlugPXDJ6AgOJ1eRIS4MknISQEfvrJBNofNEElLr3UjNLmTkqKBHiEqKfKm8HTGTNSxBLAr4x13bkBKKN6owdUJIPn8GHH3allyxzzN240EXMwUfKmTYtn8FipnaUMP7sjeQc3zbqJuX5zGbALPrphAe3a9rIv3GG+xK+4ArZsIX7HId7a2YExXTYzbes8rirv+xRCCCFcHM06SlRApBn90Tk7pzTOQR3n50qZCyoJ8NRJGVnmRlewn0v0o3VrM92xA+8WLVh+43KiX4rmpUUv0ad5n5J1Z5wDPAcPmgvRigYx7FlguyLMS6vg8T97/8Hfx58+zfuglGJHyg46RHdgwwwvVpwSTc9281kQDycnwqFof77+6z2a+kez5thG8gvzmTZsMkNG3W8K0bry84Ou9u5lt9xiAgurVsHppzu6xPj7myztadOKb5uW5uimVVhouu60aVN8HecMHueggfP8mvTNNzV/TG9vmDu3/OtHR5tyCM5BnYoEeJyzViob4HH37+NcpNry7LNm+n//57a2TUA+LPjU/uK9Z8x6zn77jfSRw2j0IHzWFQpdE26OLocd0fRs2pPw5GSIiyvebaxpUzNoC5jh0p0dL6tuxw7z2cTGlr6OEKJOKu+35SytdQut9RhgQ0UOoJSKxIwg8UhFG1ftKpLBY/3I9+xpvlgTE83J7Lp1xbtKNWtWPMCzebOZWkMcAoW6kM1Jm3lqwVN0ea8Ly/Yv4/0mNzFvKrTLcPrx37TJTDt3LqrhM6rntXTMCeO9MDcnKUIIIUQ5ZOdnk5mXSSMdYO4ml+ckv1Urx3PXEX2Cg6WLVh2VkWUCFMG+IcUXWHf+7ecijQIbcVrT05j13yz+9+//Su7IOcDTtGnJ7kzlsWsXADuc4kIvLXqJsz47izOmnMFfu/8yy5N3kBCZAOnpJPjFOZp8DM5dn8PPx5Yw9Kvh3D/7fkJy4IwrHy79Yjc0FLZtM88vu8xMrWCEVeDWOXvNWXp68boo7drBDTcUX8c5m8Q58CD1T47P+nxC7H+XFQnwgBmUBNwHZcrDXQbP8TJefJzumVtd91xrNrkLePbvT2gunLEXpnaDoVe7PJJeY+jnQ7nrlzvM/qwRz3r2NFPn7rWu+3fu3uVq0CATLBJC1Dvl+rbUWldsSILingYWARUI3deQimTwWHdohgwx0+XLYfFic8IwcKBjvVatik5QAApXLGdVh3Be2jaVK767gtM+PI2w58Po+E5Hnpj/BGe3OZsNt27g5pOvwUtTvHuXFeDp2NEUO3zuOdQdd3B9UD/+ictlx67aNRCHEEKIuuFYlhn6JSrPfse5PBk8Spm71ffdV/KiSTJ46qyMbHuAx98lwNO6tQnUzJtXNOuXy38BKBr+uRjXLlqVGe3TXqh5Z4Rj1i9bfzG1ooBNSZvQWrMzeSetI1pDWhqRIdGEFZrk8ta5Qbx75+8s/CqYhckXsfCaBax7DwLXbijevsWLTWb20aPmot0K0nTubOrouAZ4jh0zWSiuXAM84KiHYgly0y9MlM+hQ46i3RUNiD37rLkhW86C2yWUN4PHHetvwvVvw12AJzgYtm/n27aPsHAKjsc5X5mpz00MazuM37f/gQaTWbZnjykXsXMnnHGGY1+udZ2sQNPxHDpUvvckhKgzqrXIslLqFMwYUCUr5NUG4eHlD/BYX5KDBsFLL5luWvn55gff+cu1XTsyv/mSmSs/5ecvn2J27E4OXwbMfYiW4S3pEN2B/qf2p0tsFwbFD6JNI3sqb1N7v23nAM/Gjaaaf2SkedjvRozsfDH3rfuFXxdP5bZ4KbQshBCiYo5mHgWgUbb9oqk8AR4ovYaGZPDUWRnZ5vwmxN8lO0EpM1z6r7+a7kdeXsQExzD25LH879//MaDVAG467SbH+idQZHnNoTWM/no0OalH4Z7iIxIt3b+Uh854iNeWvMaO5B2M/3086bnptI6Ih/R0VGgYMQSRRi6t/eIIHXQ2/XQLOOADIZ0gxU37+vRxPLcu2n18zLnW4MHw+usmQGAFhbKy4OSTYf16x3ZRUebmX1nnkZ7qilUfxMWZIBxUPMCjlKMYcmVUNIPHWWYmvPgijBhRfH5pXRYTEogaeC79Hn3WMa/XGNg3FrJiuLhjT37d9ivNx4NXxtPwzesldnHjqTfyuGuWU3o6bN9uai798IP7YNe8eTVfk0kIUa2qexStt4B3tNbblFLx1XysiouJMV/CGRlljyxgZfA0aWJ+5JcuNXd0+vQp+sJfcWAFk8MX8uW9kPbTdUR7wdn5LTn3zPsYeuqY0ocWtfYLJTN4OnYssWrbXsNoOw9+KfyJ2347F845R1J9hRBClFtRBk+GPcuivAGe0gQHSwZPHZWRY7pxBLsGeMAEOz7/3AQ27CNEPXDGA3y5/ksmr5pcPMDjrshyOYdi/mr9V+xO3c3VhV1g+2oID6dlUBMSR5xJoS7k/3r8H99t/o7tyduZv2s+gT6BjGlzAeTfC6GhvJpzDr8t/4pR+fZzqdhY05XeeQSk0opAh5vRtmjUyHQDuu02eOMN+OADRx0iMOd6K1fCwoWm68uRI/DxxyWzNJo1g4svhrfeMq9dM3h++63Mz0M4sTLBKtpF60QlJJScV1YGz59/mmHKx4+HyZOhn0sx8uONnNa3Lzz2GDz9tHmtlOmelpHBmE5jWLv1bzKnTYX+J0NCu2Kb/rPvH95b8R6P5V5Csf9taWnw6aem18Gbb8Lzz5c87saNx39PQog6p9oCPEqpy4D2wIiy1nXa5ibgJoCWJxJ1Ly8rqHLwYOlV5i1WgCcszKRHfvQRAPrJJ/l16y88//fz/L3nbwK9/Bm9Ba7bEcbAHYV4JW01BfzK4u9v+njv3WteFxSYE6prr3Xb7qGHgvgiZDuF5w3Da/6C8o2AIoQQQmAKLANEpdsvek80wCNdtOqsjL//hGgIDiglwAOmy5I9wNOtcTeeGPgETy14iuSsZCID7VkJ7gIo6emlXhR/tPIj9qXtA+DrjV/Tq1kvPt7cF/7YBEP6w6KN0PM0Mwz0/Pkk+MTyx/Y/sOXa+LzwQpp/PtPsKCyMkendGPnzV3CWPesiNtaMwPTCC44DlpZhZGVVWNM2bcyw57feWryGSlgYnHqqeQBMnGgCPVaGieXzz+HMMx0BHtcMnnPOcd8O4Z6nAjzusnXKyuA580zz8PKCu++GSZOKLz9e0XEvL3jqKUeAB4oC5+EB4bzVbQJcNhUuuxVGFs+4mbxqMjfOupF7/RcQOshpwcEv6RwRxyVgCofn5JQ87o4dx39P7mht/s4vvLDyNY6EENWmWr4tlVK+wMvAi4CXUioCsL4BgpVSbr8htdYfaq17aK17xJzoyWYpCgoL+HXrryRnJTsCPOXpf+oa4MEUARwR/QfDpw1nb+peXj/ndQ7eup3PflCcuTYNr3POLV9wx9K+vaMo86ZN5sTBfqxilOL0XheT7g9boijWP14IIYQoi5XB0+iYfbjd0orIlpdk8NRNWmNbZM4hggPdXKg1b24KB7uMgNS3RV80mnWJ6xwz3QV4nDNonOxL28dNP93EU389xVN/PcXO5J2MPXmsI6O6fXtz4XnDDSbjZfBgzvzfImy5NqLyfDj71R9MLSgwF92uQZTYWNiyxVyEHq994Ljods6usAJbSUmOea4X943tWdmrXeohWhk7jRoVfy0qxyru/uijNX/sp54yf/+W8nbROv98s67riGXHy+CxtG0Ld91lngcHOwolW8FGN13HhrUdRmRAJK8HreWpQTgemb9wuW0qaf6Yuj3WtYyzygR4tm6Fa64xw9kLIWqd6gqHBwPNgdeAZPtjrX3ZdMBj1YHXJa7jvGnn8eX6Lx0/zgcPlr2h9aUYGoru14+3TofOt8H8lDW8MvQVtt6xlbt73014VLOiu1yMHl2xxln9u7WG338386xq+S5Ov9rU41nWNdp80QohhBDlZNXgiTqSYS5EfU4woVdq8NRNhYVk2OtsBweGu19n8GBYsKBYgKRJiLlBdjjDKYDjLkNm/34S0w6yP20/2qno8vZj2wH448o/0E9oCp8o5LbTb3MEeM4807GPN94A4IG/NfoJTdLPJxPbqIVjeVhYyYted6MDlRaAtC66nbMrTjoJWrQovp5rpoI1wMb33xefbwWbrHNMN0NniwoIDTXnxZ6oE/PYYyZQ6NyW8mjTxlw3aA1Tpzq2Lc/37Natjsyf4GATZExPh2x7MN5NTadmYc049uAx9BMaPXgheiLoifBn/hUUUMj3HWB3QDa7D25mdzjsCXcajn358orXz7JGIP7DTbF1IYTHVVeAxwac6fKwvpkfBq6opuOWqVvjbpwSdwqfrPmkeBetsqSlQVAQx/LSGLX2Ye48D85qOZDNt2/m3r734uvt9AP+5ZemON+oURVrXNeupi/3U0+Zgsr9+5uTDDfaR7UnxC+E5a39zCgBQgghRDkdyzqGn7cfQSm243cbKC/J4Kmb8vLIsCcaBweX8ndw1lkmi8ApUyUuxARQEjMSi+3L1dzrBtH49aY0f705n639rGj+jmSTNZAQ6VLnxArwOHc7ty4irb/TtLTig1s0alQywNOsmfv34o61X+eLd6Vg6NDi67le3HfoYI6TmFh8vpWxY4266u9f/raI2s3dSGplsf42y5O94yoyEmbPNvWArKCKu+LPzpz+TvukhhFU6MO1F0H8RbuJ/2Eg8fdAq3tg4iBM0eWCAhg3rmLtci4sXngiAy0LIapDuQI8SqkgpdRopdRooBkQY71WSgXZ19mmlPoYQGudr7We7/wAlth396/Wemk1vJdyUUpxXbfrWHFgBesLDppoejkCPIVpqXzS04cOb3dg1n+zePXsV/nphnk0D2tecuWOHc1IIxW9I3ruuWY6caI5efnxx1JX9fbypktsFzY0KnDU7RFCCCHK4VjWMRoFNkKlpjmKzJ4IqcFTN+Xnk+ELXhoC2nZwv07nzmbqlC0cFRiFQhXP4HET4JnVHgLyINAnkDWH1hTN35myEy/lVTT8eRGbzQR4QkNNZsGSJTBlCnTq5KjFkp5uLpaXL4evvzbnS65ZDWPHwhdfmAExbr31+J+BFeBxLQb93HMm+8IK2LgGeJSCn34y7Xv8ccd8qy2vvALz50OXLsc/vqjfrIBMZQLp779vuiImJZksOuf9lcYp0ywgPYvZ2/sy5QeYMieYKf6XMOUH6Jrkw6x2wP33m0Liv/xSsUCNc2FxK7NICFFrlDcCEQvMcJlnvW4N7LLvqxKh7Zp3RZcruH/2/UxZ+ymvtWgBO3ced/3VB1dzW8R3/HNmGn2j+vLOee/QrXG3qm9Y69bmZGLbNnjkkTLv+nSI7sCve9bCUTmpFkIIUX4pOSlEBESYu8JVUSRTMnjqJnsGT7DyR5U22lV8vJk61erw9vImOii6WIBnX/4xbr7Siyxvx4XimsbQbw8cauzNjl2riubvSN5Bi7AWxbOfofiopj16mGmvXrBvnwmi5OaaAE9oqFlurWNd9FpBoKAguMKeLL5kCcdVWoAnLg6uvtrcdNu50/3/k27dzGPxYpN9bR0bTNcsqxuXaLisgF9lAjzt25vrgVdecYyA5aaLVjHOAaC0NPoe86LvGkzxjDAbZLVnf1o2jyXs5sy8yaibA2DTTtR7fZgw7FmGJAwpu13OAZ4ZM8wIwBMmVPDNCSGqS7kCPFrrXUApv/xF68Sf6D5qSkxwDKM6juKjVR8xofsZxPz7r9v1jmYe5Yn5T/DeiveI8vXhkzXxXP34QrxUNVbyv/rqcq/aMbojn3hlkpIPETk5kgYshBCiXFKzUwn3DzfdXZyHgq6s4GBzJ7egoHLdGIRn2DN4gtVxzh8CA02XdpebYXEhccW6aH3lvYlf2hbSb69CFZpAS5dEuHsJfHiajZ1+64vWXbp/KV3i3GS2ZGQ4atc4i4010wMHzN+Za7DleFkNl19ugjzWsNP9+xdfbmVbO9UIKsZ638f7f+J88S5FlesfK4hRGSeSwQMmW+3ssx1dFcvK4ImLg9tvN8OjHzvmCMZkZcHatTB4MJen7OSv7bvJ7or5v+QFa5PW8ebSN8sX4HHuomWN9nv77eWvUSSEqFbVNkx6bffEwCeYsXEG9518gKkzt8Att0BKCvrzz1l1eC2frPmET9d8SlZ+Frf2uJWnX15BhFcQVGdwp4I6RJt06i1R0OvoUdOXVgghhChDak6qPYPnUNV00bKyLrKyzEW0qBvy8rD5QbBXGTeIEhLM6J5Ll5qMGiA2OJYfNv9AanYqf+/5m699t9LhmDcLf4goMXT47DYwRx/jiz8nYQsLYNuxbdzW8zbHCmvWQMuWJsDj7u/HKpo8w5487nohaQUV3WUhRUfDtGnHf3/l4Vz42ZVzFlBFRk8VdUNFB01xZmXcVKYGj+WVVxwDuJSVwePlBW+9Bfv3w6JFjpHsCgvNvIQEEtak8cfnwMgnTb3Q1ztwc0Am0/0X8MW6L4p21TG6I6c1Pa3kMZwzeCx//QXDh1fu/QkhqlSDDfB0jOnIo/0f5am/niL4XLjph/dZFwdvvrWGlWmb8ff255LOl/BQv4foFNMJJnSFBDd3lTzICvBsioFeSUkS4BFCCFEuqdmptApvVXVdtKyshdIu0EXtlJ9vumiVFeBp0QKmTzcje65fD5070z6qPX/u/JMxM8Ywe8ds8IN79wabf3+XAE+3Q5DpB1ctvAcAL+XFsLbDzMKMDOje3QSOnLtoObMGnHjgATOtykyBbt3M9KKL3C8fMMBcvEZFlb4P6+I9KMh9kEk0XCeaweO6bVkZPJa4OEdwJzTUdG0EE6xt3x5++MHUtgIYMIDzl33Jh3E2rvr+qqJdhPuHk/RAEj5eLpeL7gI8y5dLgEeIWqLBBngAHh/4OGk5qUziDd7raea1tx3jnfPeYezJY4kMdPpCTUurmpPgKtQqohUKxa4IXeJkSgghhChNak4q4f5h5retKjN4pA5P3ZKXZ7poeZVx0eicNbBxI3TuzJvD3mT2jtkmuAOs2jecU1b/6zbAd03vmxm0fT/5s/+AlSsJDYspGomLv/8206VLzYWsuwBP587w+utwjwkQVen5WMeO5u+2tK5Vc+earofHExBgHmVlV4iGx1MBHqtbY0yMqV91xx3mdevW0K8fXHCB42++eXNGfGRjz2/byPEyXRX/2P4Ht/1yGysOrKB3897F9+0uwHPsWAXekBCiOtWe/kYe4O3lzevnTmLrHVv5evRX/PO5PxuTL+fWnrcWD+5ArQzw+Hn70TQght3hmAr7QgghRDmkZqcS7hVk0vYlwNNw2TN4QrzLCEw41/iz1yLx8fJh7MljAegS24XuGWF4+/i5za5RkY2Iv+wW2h7Kpe0ZI4gLtl987trlGEEUzIWjuwAPmFo6FtdjWNtUNpP5eHVzfHzKV+MwMlLq74iSrIDn8TLAyuL8d1XeIKLVrfGkk4pvb9WScp5nX7dFbiBtG7WlbaO2XNL5EgDOmHIGfk/74fe0HxEvRLD+8Hr3N5XdBX2EEB7RoDN4LNaXGQFPwQ43I2ppXSsDPACtwluyO+KwfLEKIYQol9yCXLLyswjHftFaVaNogQR46hp7Bk+cdxlZAc4Bjv37i57e1vM2FIqz25wN894wwRB3XfSsQrG9e5uCx1u3Qrt2MGuWWf7oozB5Mhw6ZGqIuBMba4Yc//ffkn+zvXrBJ5+YeiKeEhlZdqaPaHgaN4bPPoPzz6/8Ppy7/fmU89ItOtpMQ0KKZ/1YmT3OrHmJiUVB0uigaKZeOJXNSZsBKNSFvLjoRX7Y+B0nL19uRrBbscKxD7kOEaLWkACPs5YtzVCcrrKyID+/dgZ4GiWwJGKFpEYKIYQol9TsVAAiCuzFYKsig8e6G3z4sClIetNN5oJe1G5WDZ6yMnicCwc7nSfFhcTx5JlPmhd5r5ihwd0FeAIDzYXpZ5+ZwM6cOaamz7RpZhj2p5829UAuvxzWrSu9HYMHmwCPawaPUo7RfDwlIsKcLwrh6qqryl6nvMpb46mw0EyDg4sHeHx9S65rBXgOHzajxv38M9x2G1d3LT6y72/bfmPKsg/YOzAdemja+sH9i+0LJcAjRK3RoLtoldC8ufsAT6o5Ga6Sk+Aq1qpRAnvDoOCYdNESQghRttQc85sWnm8feagqu2jt3g3ffuv+t1TUPtYoWj4V6KK1alWp+yo1wGONctW2rSnY/Npr8MQTcOSICQaCyXDo3h0efrj0dlx1FfTte/whyz3lggukyKyoPYYONcWUJ04su1uX1Z3r8GEzvPodd5gsOxc3nnojWTkZ/NgevvbZwgNnY8pENG0qAR4hahHJ4HHWvLlJT8zNLX63KiXFTE9kiMNq0iqiFfnecDDtAM093RghhBC1npXBE55rv8dTlV209u410xOpNyFqTn6+KbLsU0btGOcAz5Yt8McfZnQp58yA4wV4rG4lSpksnE8/Na///ddRNyc0tPTgkeXUU83Qz7XRgw96ugVCOERFwWbTvarMgVicM3iskbfmzjXdDsPDi66Jbjv9Nm5bkAmPP8D6FV/T5afz+LQbnBveGHbvxm/PMromglfnk6UelRAeJBk8zprbQyT2AoJFanMGT3grAHZnHChjTSGEEMIpgyfbjJZSpRk8e/aYqVX/QdRqOjeXTF8I9q1AgAfgnHPgsceKz8vPN4Ecd0OYd+xYfFswxV8rWxRZiIbmRL5Tyxp5KzTUBGR273YEeGbPNoGfq4t30yI5Gby96dy2L83SYOKZ0PvUVfS+6CinftKLaTf0grvuqnxbhRAnTAI8zqwAj2tqeS3O4GkZ3hKAvbmHPdwSIYQQdUFRBk9WFQZ4rLu1VoBHMnjqhPy8HAq9IKCsLlpWVnNgoCmSHBNTcvTO0jJ4/v0X+vd3vB4zBv7809ThEUKUz9atxQqcV0hZXbSUgj59YMEC05MBTB0egK++Kr5ucjJERqKCgljwCfwyw49fvK/mly8gNs+fX9sCv/5qBqgRQniEBHiclRbgqcUZPE1Dzd2vg/kpnm2IEEKIOqEogycj38yoyi5au3aZqWTw1AnZuWbUswCfCoyi1auXOR/KySm+TmkBnpNPLv7a2xvOPNMMbCGEKJ+IiMpnvFkZPK6ZeM4GDzYFztevN+vn5rpfLyXFdN3y9aVNug/DbE0YFtWbYdtg8B5vvu0EnS7cT5c32vP7tt9NsOfMM2HQoJJdxQoK4NJLa2+3SyHqKKnB46wOZvBEBETgr705SLqnmyKEEKIOKMrgSbefwLvrUlNRAQHmLvDBg+YCvlGjE9+nqHY5uWbUJ3/fCgR4rNelBXguvhhsNlNw+J9/qrC1QohKsQI8x+uqNXiwmaammiy7GTPcr5ec7LgeCgoyBZrtXTDHz82k8MJYCo8cZnbsPj5e/THnXOK0n2nTTAFny+7d8PXXJpuvrDpBQohykwCPs7Awc6JbhzJ4lFI01sEc9M7wdFOEEELUAVYGT1hajvnN86qCZF6lTBaPzWbqNlTFPkW1y87NBCoZ4Fm3Dl55BRo3hiuvNDV4fH3NsOePP27WO+20qm+0EKJirKHRj9dV67TTTAAoOxu6doUNG2DjRrMsPd1xI8DeRatof7Gx0Ls3AD0OwPSmd8LPH3FNk0Jm7ZjDK33NqhduhrbO2X15efDSS1X4JoUQFjkDc+VuqPSjR03/81paEb6JdzgHAwtK3k0TQgghXKRmpxLkG4Rvqq1qb1xYdXcaN666fYpqlZOfDUCAbzlr8Di/3rYN7r/fDF2+YYO5YPOR+4ZC1DpWQOaRR0pfx9sbRo82z085BS67zLFs507Hc6uLFkD37nD66SYwdNFFZt7pp8PgwVz89zFSslO4/2y4/2x4YCjFM4g++QQ++OBE35kQwg35JXblLsBz6JA5YVXKM20qQxO/RvwXstdE1eXEWgghxHGk5qQS7h9uslOrov6OJTbWpNzHxVXdPkW1cnTRKiPA4y6DB0xXvGPHTEHWjAxHpoAQovYICipf0ePPPoMPPzSZOSNGwHnnQY8esGOHCfpA8QyeX391bPvttyb7JzAQjhxh5JQpZLw2h4Kzh3D7eTCzPSRlHMEr6xi+Xr6EFhQ4tk1ONu2rpddZQtQ1ksHj6ngBnlqqSWAcB0MwJ1lCCCHEcaTmpBIeEA5paVWbwRMTY6Yy9HWdkW1l8PhVcJh063X79tCmDTz4oAnueXtXQyuFEDVCqeLduFq3NtOLLoL//c9k6TkHeErb1l7PJ3DQEEJy4ZxtkBIIMfvvIuqlKMJeCOMP21rHtlrD9deb5+ed5/gtEUJUigR4XDVvbopE5uc75tX2AE9oE44FQU7SIU83RQghRC2Xmm3P4KnqAI81ktZJJ1XdPkW1srpo+ftVsIuWFeAJDITp0+Gmm8zr9euruIVCCI9xDuQ88wwsW2auj8qqrRUXB089VfRy1Cb48Ed4w/t83jj3DYJ9g5mZsdIsnD3bTLdtM9Nff4WkpCp8E0I0PBLgcZWQAIWFji8aqPUBnsaRLQA4dHhnGWsKIYRo6FJzUokIiDABnqrsojVihJlKYd06Izuvkhk8VsAnIMB04XjySfN67VqEEPWEc5epzZvh3nvNvDPPLHvbhx8ueupXADeugjtzunFnrzsZENGV6VkrGHmVDxcffZc1Y8+EhQvNCHyW5OQqfCNCNCwS4HHVvbuZrl5tphkZcPiwYwj1WqhJVDwAB4/u8mg7hBBC1H6p2fYuWlVdg+fKK2HLFhg6tOr2KapVToGVwVPJLlpWl4zGjeHOO2HmzCpuoRDCo95+G845xzxfuhTatTO1t8ri7W2yfnr1ggsuMPMyzIi/t7y9hPgU2BMGP2/9mfea7jfLv//esf1OuWktRGVJgMdVp07mztSqVeb1li1m2rGj59pUhri4BACOpB70cEuEEELUdkVFlqu6i5ZS5uRf1BlWBo+/fyUDPM6j4rzxhuNCTghRP9x2G/z2m2OUrDZtyr/tI4/AkiUm8BsXVxTgGbGpkJUfwuqPfTinzTn8HnyIme1NIeZ58aDBFHYWQlSKBHhc+fqaSvEr7X1DN20y01oc4ImJiQfgiC3Rsw0RQghR66VmpxLuFwqZmVWbwSNKpZTqpJSaq5TKVEodUEo9pZTyeEXinIJcAAL8Q46/orth0qF4gEcIUX9ZBZfj4yu3fXAw2GzmuTXaXnY25510Hru90rhwLFw4Fs66Fv5pAezadWLtFaIBkwCPOz17wvLlppDYwoUQElKri0ZGh8QCkJR11MMtEUIIUZvlF+aTlZ9FmLZnYEiAp9oppSKBOZgb0yOBp4B7gSc92S6A7IITzOAJLKM4sxCifrAKLlf2/3xwcFEGT1FBfuCm025iXcQEVr0Piz4Gr0L4ow2mPIYQolIkwONO//4myrx2rUlLHDy45N2rWiTIN4iAfMWRHClIJoQQonQZueYEO6TAnjxSlV20RGn+DwgELtZaz9Zav48J7oxXSnk0wlaUwRNQRgaPFdCxiq6666IlhKi/rLo70dGV297f33TV6tzZkckDeCkvukR3pvsh6LsXTj0Iz/WHKPUyzSaGsubQmvLtf/BgiIoyN+Q7dzZDugvRQEmAx53+/c30gw9g924491zPtqcMSili8nxJKkjzdFOEEELUYrZcc2Idkm//+ZcMnpowDPhda+38Iz0dE/QZ6JkmGdkFOUAFiixrbabSRUuIhuWGG+Cll+Duuyu3/YYNZrpxo+khcfLJ8O+/Zl6Q4/vnlT/g5hUwdj0kahvfbJhR9r61hj//hGPHzCjIGzeanhhCNFA+nm5ArdS8uelj+tFH4OUFF17o6RaVKbowgCM6w9PNEEIIUYsVBXjy7JkYEuCpCR2AP51naK33KKUy7ctm1XSDdGEhLz0/nK+S50EU+PuWEaixamZYrEwe1/lCiPrJzw/uv7/y22dlFX99220myAPFsm0G7jYPgJVNYNrf75FdkIOPlw+3n347zcPcjGqcnV1y3ty50Ldv5dsrRB0mGTylOf98Mx061Az/WcvFEESSl5svOCGEEMKuKMCTU2hmSBetmhAJpLiZn2xfVoxS6ial1Aql1IojR45US4OUlxfTkxawOsreRcunjABPYKCpwfH22+a1lcljBXqEEOJ4nnkGBg6Ea681Xal69HAsGzDABJBcRui6ei0cyUnm/RXv8+KiF3l72dvu952ZaaY+TnkL69dXbfuFqEMkwFOaxx83aYhvl/JlUstE+4ST5Jvr6WYIIYSoxYoCPNn2AI9k8NQU7Waecjdfa/2h1rqH1rpHTExMtTVocFCnouc+XmUkdHt5me4P48aZ14WFjvlCCFGWRx6B+fPhk08gKal4gKdxY8jJgX79im1yy6jnSX8ebF2+pH/L/vy27Tc2HtnIsaxjxfdtZQc1a+aYl5bmCPwI0cDIL3NpYmLg9dehbVtPt6RcogMiORKgzRekEEII4UZRgCerwMyQDJ6akAxEuJkfjvvMnhpxVucRld9YAjxCiKp26qlmmpBgppddZup8zZ3L0IShrE1cS+d3O3PKe6dQqAsd21mBnKZNHfN++63YaF1CNCTyy1xPxATHkhYAuYkHPN0UIYQQtVRRgCfdnvEpGTw1YTOm1k4RpVQLINi+zCMGnHtz5TeWLlpCiKp2xx2wdKkpyLx6tamH2q8fzJ3L+D7j+faSbxnfezz70/ezLnGdYzsrg8c5wGPR7pInhajfJMBTT0SHNwEgaf9WD7dECCFEbVUU4EnJMHdGg8oYPUlUhV+Bc5RSoU7zLgWygAWeaRKENDqB+oKSwSOEqGpKwemnm9+mbt3MvMGDYf16gvufxcVPTGf86XcBMPrr0fSe3JtLv7mUgox0s667AE9qas20XYhaRH6Z64mYRqaqfNKhHR5uiRBCiNqqKMBzNB2ioyUDo2a8D+QA3ymlhiilbgImAq+5DJ1e435t/zSv+Y+s+IaSwSOEqAmXXw4jR5qRsmbMoFlKAff3vZ+2jdpSoAv4esPXrD5iH27dXYAnMbFm2ytELSDDpNcT0TGtADiStNvDLRFCCFFbWQGe4MMpJsAjqp3WOlkpNRh4GzMkegrwOibI41HnXvYo51ZmQ8ngEULUhJYt4YcfYN48OOssWLKEl9pdCm1v4VDKPpr8OIBXl77OoNMA37X0joOuzjGdxYvNtH17DzReCM+QAE89Ed3YDC2YlCw1eIQQQrhny7Xh5+2H35FjZjABUSO01huBszzdjipz/vlmIIpBgzzdEiFEQ9C6tZlefnnRrMZAr5faMZ3/mD4CsE2nw2jY9J6XIwhtjfwntXhEAyK3XuqJyNiWACSnSSqiEEII92y5NoJ9g80wtZLBIyrrrLPMBdRpp3m6JUKIhqB5c/ApmZfwV/DtHHgFDrwCT3a9m80xsHv89eR5gYR0REMlAZ56IjIoCoDkzKMebokQQojaKiMvgxC/EFOXQDJ4xImQ+jtCiJri4wOtWpWY7ecXSBMbNLHByLbDAYgP+Qi/x6HPDU4rpnm03JkQNUoCPPVEoG8g/gWKlOwUTzdFCCFELWXLtRHiHQjp6aa2gRBCCFEXdO9ecl5GRtHTU5r3YPKIyTzjfTajNsLS5rA73L5w586aaaMQtUC5AjxKqbZKqQ+UUmuVUgVKqfnl2KazUuo3pdQBpVSOUmqPUmqyUqrJCbdauBWZ70tyXrqnmyGEEKKWsuXaCNG+5oWbu6FCCCFErdSuXcl5ux2Dy6igIK4/9XoeCRnGxPlm3jUXwZUXw8TXLkBbdXmEqOfKm8HTGTgP+M/+KI9wYCdwH3AO8AQwBPhFKSXFnatBJAEkF2SUvaIQQogGyZZrIyTf/tMvGTxCCCHqirvuKlnY3Tkzx9d+80IpOh+G4Uej2BcbwNzW8GTCHravnVdjTRXCk8ob4JmltW6htR4DbCjPBlrrxVrrW7TW07TW87XWnwA3At2AUyrXXHE8EV5BJKssTzdDCCFELWXLtRGSbb+LGR/v0bYIIYQQ5RYba4ZLt0bUguIBHqsuWGEhCvjJ+yq2vZjF/Et/AWDyt48wf8l0svLs10qJiaa7shD1TLkCPFrrqsppsyoA+1XR/oSTSN9Qkn0KIDfX000RQghRC9lybYTYciEsTIosCyGEqHtuvdXxfMeOksutIdHtAZ92p51DfLoPL/ou5czfx/LsX8+Y5Y0bQ8+e1dxYIWpetRdZVkp5KaX8lFLtgReA5cCy6j5uQxQZEElyIGb4WyGEEMKFLddGSGoWtG0royAJIYSoe+69F374wTxPT4cePUw2jsWqteNlLnOVlxcLb1zMgvyr6LEfft8w07Huli0102YhalBNjKL1C5ADbAYaAeeXlhGklLpJKbVCKbXiyJEjNdC0+iUyKIqUAEA+OyGEEG7Ycm2EHE2Hk07ydFOEEEKIilMKTj3V8bpZM9N9yxIYaKYhIUWzmrfvyYDrn2L4VliRvIH4SfEMvQoK5T6HqIdqotjxHZjAzknAo8CvSqkztNbZritqrT8EPgTo0aOHroG21SuRoTGkBEBh4iG86Orp5gghhKhFtNYmwJOkoa8EeIQQQtRRzZvDww/D/v1w9dXFl914o7nZ/cADxefHx3P90VYcSIIdzVsyp81u1sWZ4rBC1CfVHuDRWm+1P12qlFqIGVnrcmBKdR+7oYmMbILeDWmJe4jwdGOEEELUKln5WWg0ITmYLlpCCCFEXaQUPPus+2V+fjBxottFLfqcw4dvf8j+92+jOQt5YhCcOv9JYoNj+b8e/4eSrsuiHqiJLlpFtNa7gWNAQk0et6GIaNQUgOSkfR5uiRBCiNrGlmsDICQXk9IuhBBCNCSjRwPQ7LYJDNgFP3aAiQsmcusvt7Ly4ErPtk2IKlKjAR57oeUoTBaPqGKRkfYAT/phD7dECCFEbZORmwFAcC5m9BAhhBCiIRk6FF5+GQoKmP8pFE6Eg/ceBGDm5pnsTd1LoWup2KwsOHasxpsqRGWVK8CjlApSSo1WSo0GmgEx1mulVJB9nW1KqY+dtnlFKfWCUuoipdSZSqlbgd+B7cD0angvDV5kiBnyNtkmo2gJIYQorlgGT1ycZxsjhBBCeMKQIQAo+6NxSGO6xHbhmYXP0HJSS+77477i63fsCFFRsHVriV0JURuVN4MnFphhf/QGOjm9tsqW+wDeTtusAPoDHwM/A3cC3wK9tdYZJ9xyUUJkYCQAKZkSZRZCCFFcUYAn38ucrAohhBANzSmnQHR0sVlfjvqSySMm06tZL2b9N8uxoLAQdu82z3dKBxRRN5SryLLWehcmyHm8deJdXk9HMnVqVGSACfAk5yR7uCVCCCFqm6IAT3AkeNVoD20hhBCidvDygjPPhBkzzOv8fDrHdqZzbGdsuTbu/v1uBn82GC/lxWXx53O9tV2yXF+JukHO8OqRiIAIAFJz0j3bECGEELVOUYAnKMKzDRFCCCE86c47Hc8zHB1LRncazZCEIWTnZ7P+8HqeXvIS2looAR5RR0iApx4J9gtGaUjLt3m6KUIIIWqZogBPYLiHWyKEEEJ4UL9+8P775rlTgKdZWDNmXzWbReMW8Wj/R9mdeYD3e8C0LrD+4FpYtsxDDRai/MrVRUvUDV7Ki9BCX1ILMj3dFCGEELVMsS5aQgghREMWHGymGe5Lw57b9ly8UNx6vsnhaZH6Prt7vY/atAk6dKipVgpRYZLBU8+E4U+azvZ0M4QQQtQyRQGekEYebokQQgjhYWUEeNo0asP+iKfZ8hY8N1exNxz+iwL++qvm2ihEJUiAp54JUwGkqVzQuuyVhRBCNBi2XBtKQ2C4jKAlhBCigQsJMdPvvoPQUAgIgMBAeOMNM3/0aBrf/Sjtkr0Yk9EKgJNvhfB9t7Nk3xIPNVqIskmAp54J9wkmzR+wSR0eIYQQDrbcdIJzwSs8wtNNEUIIITyrc2czffppUAruvtsEeJYtg+xs+PZbs7x5c9r6N+Hdn+DefyBb5fPNxm881mwhyiI1eOqZMN8Qkv2B1FQTjRZCCCEAW2YqIblATISnmyKEEEJ4VtOm0LEjbNoEZ50FL7wAv/8O6enwzz+O9Vq3hsBAbvnNvFza1p/p66eTmZfJwFYDuXRnEEREQP/+HnkbQriSDJ56Jsw/1GTwpKR4uilCCCFqEVtmsgnwhMsoWkIIIQQ33ACNG8NVV5nXYWGQlgbr1zvWCQmBIUMgLg7ateO6VZq8wjymrp3KLT/fQsHIC2DAAM+0Xwg3JMBTz4QFREiARwghRAkZmakE52HuNAohhBAN3fjxcPAgjBplXoeGmgye5OTi6917Lxw6BNdey9XLcki8dScf9n+Z5Oxkvu8I+6XThKhFJMBTz4QHN5IAjxBCiBJs2WmSwSOEEEKUJjTUZPA4B3ics3Pi4sz07bcZfN5tAIy5BJrfC5+v/bwGGypE6STAU8+EhURh84eC5GOebooQQohaxJZrMwEeqc8mhBBClBQW5sjgadEC/v0X7rvPsTw21kxnzKCxDT6Y5Vj0rRReFrWEBHjqmbCwGADSkw95uCVCCCFqE1t+pgnwBAd7uilCCCFE7WN10UpJgchIOPlk8HK6XLYCPCtWAHD9Ksei2Tvm0OXdk5lwy0mwdGnNtVkIFxLgqWfCws0XT1pKoodbIoQQojYpCvAEBXm6KUIIIUTtExYGmZmQlOS+Xl3XruDrW/TSW8MnOcO4dzEMizuDwpwc3ojaRs7VV9Rcm4VwIQGeeiYsqBEAaRnSRUsIIYSDrTBLMniEEEKI0lhdmPfsMRk8rvz9YdKkYrOu7TiWV/6Ab7afxvOd7iDLFx4+LZn3lr9Hdn529bdZCBcS4KlnwgNM8czUrOQy1hRCCNGQ2ApzJMAjhBBClMYK8Ozd6z7AA45uWpZ+/cz0hRcY5NOWRpnwWvtj3PrLrXz575fV11YhSiEBnnomzD8MgLSsVA+3RAghRG2RV5BHDvkS4BFCCCFKExbmeO6uixY4RtKytG4Nr71mNt+6hwOvQvLv3YkLjuO37b+Rkp1Cek569bRXCDckwFPPFAV4ctM83BIhhBC1RUZeBgAh+V7g5+fh1gghhBC1kHPWTnS0+3VcM3gAOnY005Ur8S+ACBXI4ITBfL3hayJfjCTshTCmr59e9e0Vwg0fTzdAVK2iAE+ezcMtEUIIUVvYcs1vQojy93BLhBBCiFpq4ED46CPIyoLLLnO/jnMGzyr7MFoJCcVf+/nx3FnPcXrT09Fonv/7eb7f/D2XnVzKPoWoQhLgqWesAE9qfoaHWyKEEKK2KArweAV4uCVCCCFELeXnBzfccPx1wsMdz7t3N9NWrczUCvDMn0+rcfdwV/fu8NhjrDq4iu83f8/FX11Mj6Y9eLj/w1XfdiHspItWPRPiF4LSkFaY5emmCCGEqCWKAjzeEuCpCkqpMKXUk0qpZUqpVKXUIaXU90qpdm7WbWZfZlNKJSml3lZKyVj1QghRFykFd94JP/zgmOfvD2efXXy977+HJ56Ao0e5vvv1tG3UlmX7l/Hon4+SLIPhiGokAZ56xkt5Eap9SdMyLJ8QQggjI9dkdQZ7S1yhirQEbgR+B0YDNwNNgKVKqRbWSkopH/s6rYBLgbuAMcCHNd1gIYQQVeSNN2DkyOLzfvqp+OtevUBrePNNBv6bxuqmT/HlWe+i0bz59yv8uvVXcvJzaq7NosGQLlr1UBj+pCkJ8AghhDCKMnh8JcBTRXYCbbTWRemySqmFwB5gHPCkffYYoCPQVmu9075eHjBdKfWk1nprzTZbCCFEtfD1NQWYDx82r4cPh23b4KmnilbpdeloIuNh4uLnYDFMOmcSd/W+yzPtFfWWZPDUQ2EqkFTvfCgo8HRThBBC1AJFAR6/EA+3pH7QWmc4B3fs844BuwHnIVaGAcut4I7dD0AucG51t1MIIUQN2rHDZO4ANGsG//4LK1aYx4AB+C1byfp3YcUH0LZRW/7Y8Ydn2yvqJQnw1EPh3kGk+QM2GUlLCCGEU4DHP9TDLam/lFIxQFtgo9PsDsBm5/W01rnAdvsyIYQQ9UVwMHjZL69jY6FJEzjtNPM45RTYuZOm6XDaQRi6z4/ftv1GzFMhjLwjxrPtFvWKBHjqoTDfEFIDgPR0TzdFCCFELVAU4AkI83BL6rVXARsw3WleJJDiZt1k+7ISlFI3KaVWKKVWHDlypMobKYQQohpl2Ecyjo0tPr9162Ivx8/P5baet9FlRwY/RidxIHlPDTVQ1HcS4KmHQn1DSPdDAjxCCCEAR4AnODC8jDUbLqVUuFKqQ1mPUra9BbgSuEFrfdRlsXa3SSnz0Vp/qLXuobXuERMjd3WFEKJOsQI8ERHF5yckOJ6fdhptl23jzb9DefV3M+vOmTcze/tsxzpffw27d5fcv9YweTKkpVVps0X9IQGeeig0IAybH/IfXwghBGACPH754BcsGTzHMQbYVI5HMUqpC4C3gAe11t+7LE4GItwcKwL3mT1CCCHqsueeM121WrYsPr9jR8fz9u2L1u2aCN0Pwg+7/+Cmn24y8zMz4dJL4Vw3pdoWLYIbb4S7pDizcE8CPPVQSEAY6f5IBo8QQggAbLnphORiTjqFW1rryVprVdbDeRulVF9Ml6z3tdYvu9ntZlxq7Sil/IAEXGrzCCGEqAcuucTUQQ0IKD6/XTu3z700rPoAJoWMYlfKLpbvXw477XX5Dx4suf/UVDO1RusSwoUEeOqh0MAI0v1ASwaPEEIIwJaVagI8QTJMelVRSnUGfgJ+A+4sZbVfgZ5KqVZO8y4A/O3bCSGEaAiUctTlcdP9dujzMwA4ffLpZGy11+p37eYFkJ9vpj4+1dBIUR9IgKceCg1pRKEXZKe6lgEQQgjRENmy0iSDpwoppWIxARob8CZwulKqt/3RyWnVbzCZOt8ppc5TSo0F3gamaa231njDhRBCeM7GjbBhg9vATfuj8Mhf5vnf2/80TyLd1OKXAI8ogwR46qGQkEYApKcnebglQgghagNbdqoEeKpWJ6A50AKYB/zj9HjXWklrnQecC+wFvsYEd74Fbqrh9gohhPC0qCjo1Ml94AZ4eCH4FSjmLvqC60ZC3wFbeWPJG8VXysw0U29vU3D5jjtg2bJqbrioSyT0Vw+FhkYDkG47SmwZ6wohhKj/MnJsEuCpQlrr+ZiRsMqz7j7gwupsjxBCiDrENcBzwQUQEUFQRgZ9bH/y7slpZHiDd2EGqas+5K7eTgWVrRqrPj4m2PP22/DBB5CbW3PtF7WaZPDUQ6HB5kvDlpHs4ZYIIYSoDWy5NoLzkACPEEII4Wmu9fA6d4apU+Gbbxg88h4yvAsAOH+XLzuTd7J07z98+cWDFOTnOUZJ9vGBrCzzPC+vBhsvajsJ8NRDof5mGNx0CfAIIYQAbHkZksEjhBBC1AbNmplptOl1gZfjkvz8ducD0E43YvB/+WTlZ9F7Sl8u3/4SP30w3pHBo7UjwCOEEwnw1EMhfiEApOfZPNwSIYQQtYEtP1MCPEIIIURtEBVliiXfaR+AsbCwaFH3Jt1Juj+JNcH3kXBUF9ts9q4/KUyzD5OeleWoxyOEk3IFeJRSbZVSHyil1iqlCpRS88uxTU+l1CdKqW1KqUyl1Bal1BNKqYATbrU4rlD/UMDcsRVCCCFsBVkS4BFCCCFqC29v84BiAR6AqKAoAhvF0sapM0a3g/BOyEZigt4hKQgT3HHO4FEKfv+9+tstar3yZvB0Bs4D/rM/yuNSoA3won3bd4DxwP8q2EZRQaF+JsCTni9RXSGEaOi01tgKsyXAI4QQQtQmpQR4AOjWjfZJ8P4s+N+38MUZr3DXEjgWBHMSMAEe1wye996r9iaL2q+8o2jN0lrPBFBKfQNEl2ObF7XWR5xez1dKZQMfKKVaaa13V7CtopyKumgVSIBHCCEauqz8LDTaBHhcCzsKIYQQwjOs2julBHhUWBg3r0wzXbmuupdXl+/k0+x3eLY//HpwAeMevIyBztv4+tZEq0UtV64MHq21m7+6Mrc54mb2avtURu+uRkVdtAqyPdwSIYQQnmbLNfXYJINHCCGEqEWuvBI6dYLbbiu5zNsb7roL2rWDyy83s664ilu3RWLzg687w9MJe4tv4+dXA40WtV1NF1nuCxQCW2r4uA2Kn7cffoVepGsJ8AghRENXLMAjGTxCCCFE7dCkCWzYAK1bu1/+1FOwZQv06mVe9+rFczOOsXPzOdyyAha1gHnxsCHGvv6xY5AhNVgbuhoL8CilGgOPAJ9rrdNKWecmpdQKpdSKI0fcJQCJ8got9CGdHE83QwghhIcVBXjwKzYUqxBCCCHqoEOHOHcbZPvCWdfCKbfArgjgt99g6FAPN054Wo2c6Sml/ICvARtwT2nraa0/1Fr30Fr3iImJKW01UQ4h+JGu8jzdDCGEEB5WFODxkkEshRBCiDrv0CGGboclH8G0b6DQC2Yn2Jf9849HmyY8r9oDPEopBXyGfSQurXVyGZuIKhCKHzYJ8AghRINXFODxCfRwS4QQQghxwnx8UECv/XDZemiSDvedDQl3wZTuwMiR8Msvnm6l8JCayOB5HRgJjNRab66B4wkgVAWQ7l3g6WYIIYTwsIxc0x8/xEcKLAshhBB13h9/wFtvAaCA1zrcxcgtkOcFH/QAfvwRhg/3aBOF51RrgEcpNQG4A7hSa/13dR5LFBfiHUC6b6H7YfeEEEI0GFYGT7CfBHiEEEKIOq9TJ7j99qKXl90wic++h+vWwIom8Fx/OBCKXAc2UOUK8CilgpRSo5VSo4FmQIz1WikVZF9nm1LqY6dtLgeew3TP2q+U6u30kAI71SzUOwibH5CV5emmCCGE8KCiLlq+IR5uiRBCCCGqxYsvcuFm8CmERwbDy32BxERPt0p4gE8514sFZrjMs163BnbZ9+XttPxs+/Ra+8PZdcCn5Ty2qIRQn2DS/YDMTAiWu7ZCCNFQFQV4AkI93BIhhBBCVIsHHuDUJUvIfPZ7zr4KZreB/Ye3ERkdTpBvkKdbJ2pQuTJ4tNa7tNaqlMcu+zrxWutrnba59jjbfFot70YUCfUNId0fE+ARQghRae8tf4+IFyIY8tkQUrJTPN2cCrPl2lAaAgPDPN0UIYQQQlSXwEC8NQzdARtiofkPAzjprZPIL8z3dMtEDaqRYdJFzQvxCzFdtCTAI4QQlbb64Gpu++U22jRqw4LdC3hg9gOeblKF2XJtBOcpvIKli5YQQghRb+zdC//+63gdZDJ1blsGn/wAd7QYzYH0A6w+uNoz7RMeUd4uWqKOCQ0IJc8bctJT8Pd0Y0SNS85KZs2hNSRlJpFfmE+BLqCgsAAv5VX08PbyLnpeqAuLHgWFBRTqQny9fQnyDSLIN4hAn0CCfINoF9WuQRVqteXa2Jy0mdTsVEL9Q2kd0ZqY4IZTQsyWa2PTkU0cyzpGXmEeeQV55BfmFz0KdPGR+kL9Qmkd2ZpujbvhperH/YOn/3qaRoGNmHv1XB7981E+XPkhz571bJ36O7Dl2gjJQ7rrCiGEEPVJ8+bmYQkMBCA0F65dA+fFjuatvd8wd+dcejbr6Zk2ihonAZ56KjQgHID09CQJ8DQgSZlJPDD7Ab5Y9wV5hXlVvn9fL19GdxrNpHMnERscW+X7ry22HdvGo38+yvebvye3ILfYst7Ne/P2sLc5relpHmpd9TuYfpCH5j7E1xu+Jjs/u8LbtwhrwQtDXuDyLpdXQ+tqzpGMI8z6bxZ397qbiIAIbulxC+8sf4dp/07jrt53ebp55WbLsxGSgwR4hBBCiPosqHitndhcXxIiE1ibuNZDDRKeIAGeeiok0AR4bLZjRHu4LaJm7E/bz8BPB7IndQ//1+P/GNFuBE1Cm+Dj5YOPlw9eyguttcnS0QXFsnacM3usR15BHln5WWTmZZKZl0l6TjoL9yzkg5UfsPrQapZcv4RweyCxPlm0ZxHnTTuPQl3ILT1uYVD8IBoFNiItJ431h9fz9rK3GfDpAP6+7m+6N+nu6eZWuY1HNjL4s8EkZyVzw6k3MDRhKDHBMfh6+eLr7YuPlw++Xr5Ff1NKKQC01qTlpPHv4X95a9lbXPHdFSTaErmnzz0efkeV99u238gvzGdsl7EAdI7tTIfoDvy67de6FeDJSSckR0OUBHiEEEKIesslwENGBgmRCexM3lk065+9/9Crea/SM61XrIAuXcBfUgTqKgnw1FOhQZEApGcc83BLRE0o1IVc8d0VHLIdYv618+nbom+1HGdUp1Fc2OFCBn82mAfnPMj7579fLcfxlERbIhd/fTFxwXHMvmo2rSJaFVt+frvzubbbtZz24WmM/XYs/97yL77evh5qbdXLyM3gwukXArDyppV0ju1c4X10bdyVSztfymXfXsb9s+/nrNZn0bVx1ypuac2YvWM20UHRdGvcrWjeuW3O5b0V75GVl0Wgb6DnGlcBtqxUQnKRDB4hhBCiPgt0OS/JyKB1s9b8sPkHAJbtX0bfKX15YuATTBw0seT2x45Bz55w0UXw3XfV3lxRPepHkQRRQmiwPcCTmezhloia8PWGr1mwewFvnPtGxYM7BQXw2muweXO5Vh8UP4hbe9zKx6s/Zkfyjkq0tvZ6fN7jHMs6xveXfl8iuGNpHNKYD87/gC1Ht/Dpmk9rtoHV7KVFL7H12Fa+HPVlpYI7Fl9vXyaPmEyofyiPzXusCltYc7TWzNkxh8GtBxe7yzUwfiA5BTmsObTGc42rIFt2ugnwuN7ZE0IIIUT9UUoGz5HMI9hybexO2Q3Ad5tKCd4k268bv/++GhspqpsEeOqp0OBGAKRnpXm4JaK6aa155q9n6BzTmeu6X1fxHXz/Pdx7L1x7bbk3mdB/AgDvLn+34serpfal7ePj1R9zS49bygxuDD9pOD2b9uTVf15Fa11DLaxeqdmpTFo6iYs7Xsyg+EEV38G8ebBpU9HLyMBI7jj9Dn767yf2pO6puobWkH1p+zhoO0i/lv2Kze/Z1BQpXH5guSeaVSm2XHuAJ0RG0RJCCCHqLdcMHpuNhAw/ABq/HMdrS14DYFfKLvfbp6c7nisFq1ZVQyNFdZMATz0VEmICPLYcCfDUd8v2L2PDkQ2M7zO+ciMXzZ9v39EyyMws1yZNQ5pw3knnMe3faRQUFpS9QR3w8aqPKdAF3N377jLXVUpx46k3suXoFlYcWFH9jasBMzbOIC0njQdWB5usLoAtW2DIEFiz5vgbr14NZ50FAwdCnqO497ju49Bopq6ZWn0NryarD5khRbs3Ll5nqVlYM5qGNmXZ/mWeaFalZORmECyjaAkhhBD1m3MGj78/ZGRw3vz9PDEfAvM0S/YtASA9Nx1brq3k9mku140ff1x9bRXVRgI89VRomBnCNz0nvYw1RV33+brPCfQJZHSn0ZXbwYYNZqp12RfyAJ9/DpGRXJnZloO2gyzau6hyx61FtNZ8vu5zhiQMISEyoVzbjOk8Bj9vP77a8FU1t65mfLb2M9one3P6C5/Dr7+ama++CnPnwtNPH3/jDz4w0yNHYK1jpIb4iHj6tezHD1t+qJ5GV6PVB1ejUG7rB/Vs2pOVB1d6oFWVY8vPlBo8QgghRH3nHOAJCYGMDELwY+J8OG9tVrFVdyTv4IW/X+D2X25n3s55Zma6y3Wjt3f1tldUCwnw1FOhYWbsrPQ8N9FZUW9orZn13yzObXsuYf5h5dto61Z4/33IzzevN2yAYcPM8+VldDvRGh57DFJTOeeFb/BW3vy+7ffKv4FaYsvRLWxP3s7FHS4u9zYRARH0a9mP2TtmV2PLasbRzKP8vedvLltbgAL46y+zYOlSM/39d8jJKblhQQGsXw+ffQaDB5t5i4oH/Ia1Hcaqg6s4ZDtUbe2vDqsPreakqJMI8SvZrenk2JPZenQruQW5HmhZxUmARwghhGgAOnWC5s3h6qvNb35GBuw0I2hd8S/EFQYx/KThAMzaMosJcyfw7vJ3uW/2fWZ7CfDUCxLgqadCAszFvi2vfF1uRN205egW9qTu4Zw25xRf8NxzcN55kFU8Wk9hIZx7LtxyC7z9tsm4OHLEdMNp1sxxQV+a7dth927o14+wrXvoE9qJP3b8UbVvygN++u8nAIa3Gw6zZ8M997gPaLgYmjCUdYnrSLQlVncTq9W8XfPQaM7ebp+xerXparVpE3TubE4QFi40//Zbt5p1CgrgzDPNUJrZ2fDii9C0aYkg4bC2Jnj4x/a69Xey5tCaEt2zLB2jO1KgC9h2bFsNt6ri8gryyNF5EuARQggh6ru2bWHvXpg6tXiAZ+hQzk4YyqFvWzP1QtNt/uMVHwKmO/3qg6tZtGcRuakuoy/7yIDbdZEEeOopf29/fAogPT/D000R1Wj2dpM9cnabsx0zbTZ45BHTzebLL828efPg779NJsYO+8hXX3wBGzea5507Q9++sHjx8Q+4cKGZvv46BAUx+GAAKw+srPNdAf/a/Rfto9rTMrwlXHUVTJoE33xT5naDW5uslQW7F1RzC6vXnB1zCMWfngeASy4xXfX++88Eee680/Tj/t//oHt387dy6JD5e1q4EG691dRxOu00s9ylm1/Xxl0J9w9n8d4y/rZqkay8LHan7qZTTCe3yzvGdARg05FNbpfXJhl55jdAAjxCCCFEAxIeDocPm/O5hASTab1hA41Sc4n2CmVn+h7ah8Rz46k3otH0+6Qfjxz9uvg+6slAIg2NBHjqKaUUoXmK9MKsslcWddaS/UtoGtqU1pGtHTOdhzb89VdTPPmss6B/fxg1Cho3hiefhJUrYc4cs17nztCnj8nQ2Lev9AP+9RdER5uL+SFD6P33LjS6TtUjcaW15p99/9CnRR9ISYFEezbOH/aMk127TOaSG10bd8XP24/l++vOiEru/LnzTwamRuKbcJL5O0hKgj//NAt79TKZOp9+aobPzMuD6dNh1izw84MXXoABA8y63bvD5s3FMse8lBe9mvfin33/1Pwbq6Ttyebf+6RGJ7ld3j6qPQAbj2yssTZVllVEUUbREkIIIRqQ00835+0pKdCvX1FXejVvHgs29GDml/BL43vp1bwX86+ZT69mvfg11+W8xrXLlqgTJMBTj4Xme2MrzPZ0M0Q1Wr5/Oac3O734zC++gPh4GDfOdDd6+20zPybGXHjffz+MGGHmvfQSREWZ7lnDTZ9c3nzT/cG0Npka/fqZoRNHjKDnmiMALN1XRteuWmxH8g6SMpPo8//s3Xd8m9X1+PHPlbyXLEvyTGLH2QHCStg7hA2lFEopG1pKv5SW0pYWSgudP9rSTVtaOii7QEsps4VQRoECKRAgZCdOvG3JS5KHbOn+/riS4zh2LNtats/79fLLtvToee7zSB736NxzZh2+q823xQKvv27O+YQTTMpr754/SxnWDA4sPXBKtcwerrO3k81tmzlsS68J3O0TbhH/4IMmNXfxYjjrLHPbFVfA/vub7KYnnoDjjoP8/F07O/BAs3Tr/fdhzRr43Odg2zYOqziMD1o+mDKZXps9ZhnaAsfIAZ7cjFzm2OawqW1TIoc1IZEAT65k8AghhBAzR6Q2Ipj/ZQ88EAoL4cILWfrSes7aCNVZZQAcW3UsH138UdapVpb9n+LMC2DAAvzud+ZNPgn0TCkS4JnG8oJWvDEO8PgD/ilTWDQWNns2839P/R8v73g52UPZQ0dvB5vbNrOifIW5oaYGvvQlE9S55BI44wzo7DRdr668Et57D559Fq67zkzSXS4IBMykXilYuNA87kc/MkGiiC1b4Lzz4HvfM8dYtcrcfsopOHpgnsXJmw1Tp2X0cJGWkYfNOmzXkrUrrzS1Zv7xj8HidMOLB0dEOipN1Xbx7za9C8BB6zvgoINg333NHa+/boI7mZlw1VUmo+nXv4aPftRci02bdgV+Ig4M16xZswY+8Qn41a/gsss4pOIQQjo0eKxUt7ktHOAZJYMHYG7hXLa3b0/UkCYsEuDJlwCPEEIIMXOsWgWXXw4332xqJFqtcMst5r6mcOOLjo7BzS9adhGf6K7GFkzjyUXwVnn4jhdfhI0bEzlyMUkS4JnG8kNpeBm7UGy0/rb+bzh+6GDOT+fwQcsHMdtvqgrpEOc8fA6/WfMbznzwTFr9rcke0m7WNKwB2BXgueAC+MlPYNkyUzflpJPM5BzMBL20FE4+2WSnWCymCDOY7SLuusss0bnpJlOQGeDGG03Gxje+Yb6PZPrMmgVlZRzQlcP7ze/H+Wzj5+3Gt8lKy2If1z4mwJOdDRddZO688spdG77zzu4P1BruvpuDgsX4Aj62d6T+ZH8kbze+DcBBjZgATWkp2O3mzv32M5+tVvOPQmamWeYXMTzAU1Vl3h266SazrO3YY+GVV1jmNn9qpsrvjc2ezbhyXNiybOYGrc1Sx66uwW3m2udS01GTnAGOQyRrKi+UJsUShRBCiJkiOxv++Ef4znd23XbddeaN3YgdO8wbw0BFehEP/ngHj702B4Dbj4DVkQoQDz1kanyKKUECPNNYfigdn+qPyb46eju46omrmFc0D4DLH78cPc0Lb71U8xIftHzAjUfdSFdfF39690/JHtJu1jatBeCgsoNg507473/h9ttNkVuHw7xb//rrJvPikEP23MFPf2oyLD73uV23ZWSYDlu1tSYLY2DAFGa+9FK4+mr4zW+gsnLX9gcfzNKdPWxt30rvwNRcDvih+0OWOJdgtVhNgGfxYjjsMEhPB48HLrvMBLOGFQ/mN7+Byy9n6Td+DkyNgrsjebvpbcopoMSPyeBRypw/mJTe4fbd1wQCH3oIZs/e/T6lzD8OnZ2mVedf/wqZmcx66GlsmTbeb5kagcDNbZt3X57185+bWkTHHTcY+KyyVdHgbaBvIHZB9HgYzOCxZid5JEIIIYRIunPO2fX1d75j3uhtbDTZ+8EgztJqjq1P529L4cxPQm8a8OMfw6c/nbQhi/GRAM80lkcG3hgFeO5/7348PR7u/sjdfPv4b7OmYc2UKpo6EQ998BB5GXncfMzNrChfwV/X/zXZQ9rNBvcGXDkuHDkOkz4Ju5ZPRRx44J63RdjtpgNSJMsn4vTTzUT9mWdM1orXC6eeagIaV1+9+7aLFrHPpg5COsQmT+rXIxnJupZ1u7olffihCUxkZJjlbnl58OUvm6BGZPnWiy/CkiVwzTUALN7gMQ+dAgV3R/Je83sc0JltlugVFZkbf/pT04ntwgtHftCnPgXnnz/yfTffbK7PL39pAo1nn426/wH2dS2dMgGe7R3bqbZXm2+CQRM4BfPzsHo1AFWFVWg0Ozt3JmmU0RksspyWk+SRCCGEECLpbrrJvBHncOy6zeMxtRXtdnjmGVbf2cNDj0BPOvy7CkIKU19RTAkS4JnG8lUGXutATPb14AcPsm/xvqyoWMH5+5xPhjWDR9Y9EpN9p6pXdr7CsZXHkqPTONl2MP9r+N/gZCkVbPBsYLFzsfnm3/82k/NI/ZTJKCqCFStM5s9L4fbfxx478rbz57O0wQQRp2KAo6uvi9quWrM8q6vLZEItDQd7/t//M7fts48JWGzYYLI3vvAFc/sNN8Drr2PrgwqrnQ/dU+/8QzrEZs9mFm/37sraAVi0CL77XZPeO17HHWeCYZHsn8sug7Y29uvO54OWD1I+8y8YClLfVc+cApOizIsvQn093HMP5OSYf4BgsHNdqi/N8wbCS7TSpf5OPCmlrlNKaaXUoyPcV6GUekwp5VNKuZVSdyilJOImhBAiOQoKdi3HB7N064knTP1OqxWrxcqpXcWkBeG0i+Ajn0jaSMUESIBnGstXWXitky/82tnbyet1r/PRxR8FwJZlY1X1Kp7c/OSk952q2nraWO9ebzorXXghR990J0Ed5PXa1MlaWt+6niXOJaY+yL//bYIwlhj9SK9aBW+8AX//u5nsl5aOvN38+Sz0gAXLlAzwbHBvAGBpmwXeNrVo2H//XRsoZT4vWWI6kP3736ZY9Ze/DD/4gVnSlJbG0v7CKXn+dV119Az0sLC22yxBiodVq6C8nIXv1tLR20FbT1t8jhMjTb4mgjrIbFt4+dm995p/hM4917SDH5LBA6R8HZ7BJVqZBUkeyfSllCoGvgnsUahNKZUG/BOoBM4HvgCcB/wukWMUQgghdjM0wLN6tanTN6ReT8Gra/j7wT/k1M3w7HzwxWBOKRJDAjzTWL4lG19aaNL7ebX2VUI6xLGZCwdvO67qOLa0baHJ1zTp/aeiSNvvw62V8OijHFZnbn+zPjW6Rbm73Xh6PCaDZ/NmUyRttKVYE3HSSWZpyquv7l6EebhZs8gMwrz0Yta7p14NmkhQZsmVXzNtIGH3AE9EJKsnslQnUlw4IwMWLGCJW7G+dX3KZ6cMF1lWt9DDrvbosWa1wsUXM+9104Fha/vW+BwnRmq7agGYXTAburtNHaHzzjPZTIceCuvXg99PRX4FaZa0lO+kNdgmPTN/jC3FJPw/4ClgpCjvecAS4GNa66e01vcD1wKfVEqN3qZNCCGEiKehAR6Ab35z9zqbs2dz+ke+whdfhwErfOTwGp75ytnQltpv1AkJ8ExreWk59KVBf3BydXhe3vEy6drC4cddbDIYgKPnHA3AKztemfQ4U9E7TaZj0vIn/gdWKwXHrKKqy8oHranRBSiSebK4VZulQgCnnBK7Axx22K5soI9+dPTtyk0PxXkhG9vat8Xu+AmytW0rFg1z28M3FBdDRcWeGy5ZYj4/+yxUV8O8ebvuW7iQ+XXd+Pv9tPhb4j7mWNotwDP0nGLtYx9jvtsEm7e0bYnfcWKgtjMc4LHNhn/8w3SNiHRVO+ggkzH33ntYLVbK8spo8DUkcbRj8/Z5yQ5asObmJXso05JSagXwceBro2xyKvCW1npoJPDvQACI4S9tIYQQYhyqqnb/fuXKETc7eiecuBVed/by6/rHTXddkdIkwDON5YeLakZqMEzUW/VvcUAz5PRjui4BB5YdSJolbTAQMt2sd69nVn4FBX+8H848E047jX0bg7xfnxrnG5kkL/jUDfD446ay/dy5YzxqHDIyTNvEX/3K1FQZTX4+5ORQ3Z01JQM8Ne3bmN2lSL/y0/DJT5p2kpFlWUMVFYHTab4e3llq3jzmbjWFllO9HstwmzybyNXplPelDwbr4uLgg5kbNBkkW9umUAbPY49BSQkcbQLaHHig+RxezleeX06DN7UDPL6Aj7x+ZbrqiZhSSingDuCHWuv6UTZbDGwYeoPWOgBsDd8nhBBCJF4kcx1MU5EVK0bcLGsAnrsXjt4BLbnA2rWJGZ+YMAnwTGP56eYdW29v14T3obVmbeM77F8fMpP+p58Gn48MlcZi52Lea34vVsNNKRvcG1jcXwitraZt+LJl7NcCGzu2EAgGkj08dnTsQKGY3R40nX1+F4dyDiecYLpsjRTwiFAKysqY26no6O2gvad99G1TUE3zRqraNRxxBNx/v+kgNprLLjPLjS6/fPfbq6uZ22Ky5FJ9uc5wm9s2s6A3BzW3Onb1m0ZisZC9ZBmzejPY0p76GTy56bkUqmzz++6ss8zzDjBrlvknaKNZblZRUJH6AZ5+H/kBCfDEyeVAKXD7XraxAx0j3N4evm8PSqmrlFJrlFJrWlv3KOsjhBBCTN7QBiqnnALp6SNvF+62VeIPB3i2pvYbdUICPNNapGuKzzfxtZJNviY8fe0sawZuvdUUmj3hBMjLY5mlbFoGeLTWbHBvYMm6ZtOVatUqmD+ffVpgQAdToh34js4dlAUyyFyyHxxwQHIHU1bG3OY+YOplsGzv3EFVBzBnztgb//CH0NRkgkFDzZtn9sHUO/8dHTuo6lR7punGw377Mc8dnBIZPLNts1HvvmuWZw1d+qgULFhg6l4B5XlTJIMnoCXAEwWllE0ptXisj8i2wPeBr2ite8bY9UjFudQot6O1/p3WernWernL5ZrUOQkhhBAjKisz/9d6PHD33aNvt2MH/POfFEcCPG63+f9IpCwJ8Exjka4pXq97wvtY22zS8JY1Y5YBOZ3w1lvQ08N+H7RS22U640wn9d56fAEfS9a7zTkrBRUVLOhKA0iJpUg1HTVUeoKwfHmyhwLl5VTXml/0UymDpW+gj4aAx9TfmTVr7AcotWuZ1lDV1eT2Q7GlYEqdv9aaHZ07mNMWNLWH4q26murWINumQoCnYLbJjAM4+ODdN5g/f1eAJ7+cjt4Ouvu7EzzK6Hn7vOT1hiTAE53zgPVRfADcBNQC/1JKFSqlCoE0ID38fTjti3agcIRjFTJyZo8QQgiRGCUlpgzB3v5HyM2FE06g2A/dGfDvKpjz6wVc/6uzzPL+n/88YcMV0ZEAzzSWnxUJ8HgmvI91LesA2E+7zOT2pz+FK66AE05g3w+aAaZke+i9idS3md/GrnfvrVbm5ZvK8qkQ4NnRtp0q9wDst1+yhwKlpczdZpZmTaUMlp2dO9Fok30TTYBnNJWVoBRzg/lT6vw7+zrxBXzMae4bOXAVa3PmMLsTmvzNky78Hk+1nUMCPEVFe2Z3LVgANTXQ3095vqlb1OhtTPxAo+QLeMnv1WZpmdgrrfXvtdZqrI/w5ouA5ZgATuTjSOCs8NeHh7fbwLBaO0qpDKCaYbV5hBBCiJSUlkbxZdcA8ItDobaniYcbnoPGRlOzU6QUCfBMY/lZNgC8/okv0dravhV7v5Wi6nAL5Ysugj/8AVauZP4HZlKT6ksuxmtHxw4AKvtzzGQurGj2Agr6LUkP8ARDQXZ6a6nswGQTJFtpKYVuH4WZhUm/NuNR01EDQFXIFIqesMxMmD2bub60KRXg2dm5E4A5rYHEBHgqK5ndBRpNoy81AyIhHaLF30JZfpkJ8Bx44J41qBYsgGAQamoGAzypvEzL1+slL4Bk8MTezcDxwz7WAi+Hv34/vN0zwAql1JDes5wFZALPJmy0QgghxCSUHGvqVD4dnho1pfUyYAFaWqCzE+66y3QaFUknAZ5pLD+nEABv98QL325p28J8D7vaREcsW8bcdlColG97PF47Ok2AZ07Z4t0md2refKrbk5/B0+hrZEAHqewkvq2to1VSAsCs7GLqvaM1kkk9kQDP3NxJZO9EVFczx91PXVcdeor8cRsM8HQCiajzMXs2s8L13iOtyFONp9tDUAcpyXLC++/v6po1VCTou3nzlAjwePu6JMATB1rrD7TWLw79wCy5ag1/3xne9FFMps7flFKnKaUuwHTeekBrvTkpgxdCCCHGad/ifXHmOLFoOKwWghaoLQCam+HRR+Gqq+DVV5M9TIEEeKa1/BzToMPb0znGlqPb6t7EvNbgngGexYvJDMIcaxFb26dfBk9Jt4WsRfvsfkd1NdXuENvcyf2fPJJhVNVBbFujT1Q4wFNhtVPfNXUCPDs7d2LRUO6omvzO5s2jot5LIBjA0zPxJZGJtFuAJxEZPMXFgwGeuq66+B9vApp8TQCUdPRDX9/IAZ6FC83njRunRIDHF/BLgCeJtNb9wCmYej0PY4I7fwWuSua4hBBCiPGYbZtN61da6TnpJb6/2tz2v0NmmQyeJvP/E6tX730nfj+EQvEdqJAAz3SWn1cETDzA0x/sZ0dXralFMzzAM3cuZGQwP5A7/TJ42rdT1RaCRYt2v6O6mrkdpvNSMrM0IpknlZnFkJ2dtHEMKi0FoELnTakMngZvAyV+RdrsyrE3Hkt1NeUN3sH9TgU7O3eSrtIo8ZOYAE96OrOtJuhc25WaGTzNflNXrLQ2nPU4UoDH5TItQ9evpzCrkOy07JR+zn0DfvL7kABPAmitj9NanzvC7XVa67O11nlaa4fW+hqtdepW5hZCCCFGU1LCgnD1j/OOqMMf7N3VOn1vAZ6BAVMP8AtfiP8YZzgJ8ExjmTkFpAVNiv5E7OjcQZAQ89qBpUt3v9NqhYULmdfG9AvwtG0z9W0qKna/I7zEpDfUR1vPxOsaTVYkiDKrZMEYWyZIJIOnL5NmX2oX0B2qsauO8i49uQLLEdXVVIR/zKZKFtPOzp3MTivCoklMgAcoKCwhL5iWshk8zT4T4CnZWG/qMkWydYZbsgTWr0cpRVl+GQ2+1AzwBIIBAqF+yeARQgghRGyEM7JvfMV8+0olZlk7wH//a7J0RtLaaj7fcUfchzjTSYBnGlO5ueQHJh7giQRu5mWWmTZ4wy1ZQlWdD0+PJ6XbBI9HSIfY6Wsw9W3CmSmDZs/eNYlPYqZKo7eR3H5FftWisTdOhHCL7Qq/BY0ezIJIdQ1tOynzArNnT35n8+ZR7g3vN4WzOYba2bmT2dp02ktIDR5AlZQyuyc9ZQM8g0u01m6BZctMIHsk4QAPQHFuMa3+1kQNcVx8AR+ABHiEEEIIERuFhQDc/DJkqDQ+ezrcYF8DGRnQ3w+vvDLy41padn3d0xP/cc5gEuCZzrKzye8Db/if/PHa2WY6AlUdcOzIGyxezKwas5QhVSds49XibyGg+01dkuEBHqeTir4MILlZGk0ddZR16dQosAzmF3pRERXtQWDqZLA0+psp8xGzDJ6y8I/ZVFmm1uhrpCKQZQqJ2+2JOWhxMbO8KqWXaGVYM7CtGaXAcsSSJeDxQEsLxbnFtPhbRt82iSIBnvwA0iZdCCGEEJMXbkCT0w/fOPQGMrWFHx8OHQeGy3lEsnmGGxrgqamJ7xhnOAnwTGfZ2SaDZ2CUVLkx1G1agyUEZceeMfIGS5Ywu9PUoknVrjjj1eg17ZsrutgzwKMUFeGiqskMaDV6akwwIVUCPAClpVS09gFTI8DRH+yntb/DZN3EIoOnqIiMPBuuUPaUCHBprWnyNVHaY4WiotEzVWKtpIRZnv6U/X3R7G+mNMuJ6vLuPcBz0EHm8xtvUJyTugEeb59JK5MMHiGEEELE2s0nf4/frfwZIQt8t2wzH863weOPQ/2Q/4U7OuCtt0y3rYiW1Py/abqIKsCjlJqvlPqtUmqtUiqolHoxisdkKKV+pJR6RSnVo5SaGr2Dp5NIBs/AxJZP1W1fS5kP0lauGnmDxYuZHa7fnKrvyI9Xo88EeEq71YjLVsocVSid5CVaXQ1maVEqBXhKSqgIFxmeCgGOZn8zGm2u4/BaSxOhlKnD05OesvVYhvIFfHT3d1Pq1QmrvwNAcTEVnn6a/c0EQ8HEHTdKTb4mSkI55psDDhh9w0MPhcxMePFFs0Sru5WQTr2uELJESwghhBAxt2jRYA3Ow1ZdjssPPz6gmwvODJhW6cuW7dr2lFPgkEOgsXHXbRLgiatoM3j2AU4DNoU/opEDfAroBl4b/9DEpEUyeIITDPB01jKrL3OwxsoeFi2iIlx3ZLos0YrU4CjLcIyY1ZAxq5LiHktSgxiNAU/qZfCUlOCs9ZBuSZ8SGTyRTK1y8k0x3Viorqa8IzglAlyR13lpe3/C6u8AUFJCid/UukrFdvLNvmZKesJ/FocXlh8qKwuOOAJWr6Y4t5iB0AAdvR0JGeN4SIBHCCGEEDG3bt1glk5Gdh5bv+Hm60fdxHu2HppzgbY20zUL4I03zOfNm3c9XgI8cRVtgOcJrfVsrfV5wLpoHqC17gCKtNYnA49NcHxiMiIZPKHeCT28LtjOrIy9vLufk0PWrCpcA5kpu+RivCIT/9L8spE3mD2bio4QdUk6X3/Aj5c+yoLZiaubEo3SUizNLZTnl0+NAE84U6ssr3SMLcdh3jwqWnqmRJHlwQBPa09iM3hKSij17T6GVNLsb6a0YwCqqsYOiKxaBWvXUjyQCZCSy7S8AROBlzbpQgghhIgZq3W3N8Lz8x18ZPHZAJR+BW45DnjnHbjqql2P2bTJlL9QavflWiLmogrwaD2x3HOttSzLSiarlfx+NbEAT18fddn9VBSMsXxlyRJmp3DR1PFq8jVR2G8lq3iErmFgAjxeqG/fkdiBhQ0GJnJjGJiIhZIS8PkozSkebDWdyiJBmDL7nNjttLqass4QLf4WBkIDsdtvHAwGeJq8CV+iVRIO8KTa6yQYCtLqb6Wk0Qv77DP2A046CYDiD83vglQM8Axm8Oh0SEtL8miEEEIIMV0tL1/Or478HvupUh7cD1Ns+f77d22wdatZFeJ0SgZPnEmR5WkuP5SGl75xP65r+wa8mTCrsHLvGx52GLOae6ltr5nYAFNMo6+RMp/as8ByREkJ5V5o9Ccn+yCSYVRWNMbzkmjh61VitaXkRHe4Rm8jSkNJaQyXuc2dS4kfNBpPd+otPxpqMMBT15G0DJ5mf2oFeDw9HoI6SElt296XZ0UceCAUFlK8dguQ4gGetBgtQxRCCCGEGIFSiv878SYuP/6LbHbAZWtu5v28IWVC6urM6oOSEgnwxJkEeKa5fJ2OVwUYbzJV3bZ3AZhVPH/vGx51FBVeaOxM/WU50WjyNVHaGRw9wONyUewHT6AzKVkajR0mU6qsfGHCj71X4UJrxTo7JSe6wzV21FLsh7RZMczgKS2lONywLtWCF8M1+ZqwKisObzApNXgiY0glkddtcWcwugCPxQLLllG8bvtuj08lkS5a+RnSIl0IIYQQ8ffR/T7OkvY07nc28pPDh91ZWAjV1aO3UhcxkVIBHqXUVUqpNUqpNa2trckezrSQrzMYUJq+4PiyeOrqPgRg1uwxlioceiilfoVnoIv+YP9Eh5kyGjvrKevSowd4wktMkpWl0bjTPC9lVfsl/Nh7FW41XtxtocXfkpIdhYZqdNeYDlqxaJEeUVIyGOBJxcn+UE2+JkqyHFg0g8G5hMjJIT8znyxtTbklWpGfZ2c3sDDKAOqyZTje3oBCpeRzHsngycmUAI8QQggh4q+qsIoP1xzK2RvguXnwRgUEVfhOux2OPx62bIGXXwafD9zupI53OkqpAI/W+nda6+Va6+WuRL6rPI3lYwqARt7JjVadx7wrXVG57943zM2ltMhkQaTiBGc8tNY0+ZvNEpK9BHiSmaXR2LiJjAEoWrBs7I0TaeFCSEujuNVPUAdp72lP9oj2qtXbZJ7HWbNit1Onk+Ju8xcs1X8WmvxNlKYVmm9G65IXJ6qklNL+LJqStMxxNJGuXo4eoDLKJZALF5Lm9ePIsqfkc+4L+MgNWrHkSoBHCCGEEAmyZAknb4X6Ajjs03Dv/uHb7XY4+WTz9QknmGwemfPHXEoFeETs5VuygF3dVKLV2G2CF+VlY7+TXTJ7MZB6Sy7Gyxvw0h3sMS3IRwvw5OdTHEgHkjOJb+qoo8QPKtoJaKJkZMCCBRTvNJPkVJzsDuXu8ZhMjVhm8FitFGebejapfv5NviZKdLirUqL/sJaWUtJjSbkMHne3eQfJGUiDslG66A03dy4AxVZbSi7L8wa85A1YpIOWEEIIIRLnxz/mstuf5+ULnqMsu5hnIxU/7HZYsgTOPhuCQZAVO3EhAZ5pLt+SDYw/g6e5r42CPkVWevaY25aWLgCgqWXr+AeYQgYLz+4twKMUJZlFQHIm8a3dbpN5Eu0ENJGOPJKSNRuA1A9wuAe6TIAnxtexsLCUNJ2ay3WGavI1UTpggr+JzuChtJRSr065gHBkiZajqMLU14lGVRUAxaHUrD3lC/jIlwCPEEIIIRKpoIC041dy9MITWbngJB5bDAdcDbUF5n+TEw/6gHWSuBM3Uf0Xq5TKUUqdq5Q6F6gAXJHvlVI54W22KKX+MOxxp4Yfc0D4+8hjUiz9YPrKt5ruKePN4Gke6KCkL7q2uqWzl5jH7Fw/vsGlmMEOVV5GD/AAxXmmZklSAjyBdpwDGSZjJtV89KMUu3uA1A7w9Af76aTXXMe82C5dsZSU4upLS+nzD+kQzb5mSnqt5oZEdtECU2i5PZByGS+eHg/ZQQvZs+ZG/6BIgKfPmpLPuS/gIy+ABHiEEEIIkRTXH3Y959RksbYUHk/bwgvbX2B1aAtfPCXZI5u+opvBQzHwyLDbIt/PBWrC+7IO2+Y3QOUIj7kcuDvaQYqJyw+3xx13Bo/2URLKimrbknnLYAs0NW0e9/hSSSSjoCSYBTbbqNvZ7WWkhd5PyhITt/azSKVoPY0TT6Q4vRDoSLnJ+1CRWivO9NGf4wkrLqa4O7UzeDp6O0w7cB8mVTbRwcLSUko/CNDqbyUYCmK1DP+zkRyeHg+OHhV9/R0wAUKnE4c3iCcz8UXXx+IL+MjrQwI8QgghhEiKA8sO5MH2lfy3/Sn+mPES+a/X7LnRX/8KH/tYwsc2XUWVwaO1rtFaq1E+asLbVGmtLxv2uKpRHnN3zM9EjCg/3QQDxp3BY+3ZVaNjDFmzqrD1QlNnw7jHl0oiNTiKC8pAqVG3U65iinssycngsfbhzChM+HGjkpGBY+UZKJ3aGTyD3ZKyimK/86Iiir2hlD7/wVoznp7kLPUrLcXVbTrRtfW0Jf74o3D7W3F6gzBnzvgeOGsWzs5+2nraCIaC8RncBHkDXvJ7QzHPVBNCCCGEiNrXv84nPoB3Ajt4ecfLAISGTrXOPVdap8eQ1OCZ5vIzwgGe8WbwZPRTYi2IbmOXi1IfNPdM7UJZkYlvkWuMwrtFRRT7NS3diZ3E9w704ksP4cpJ8JKacbAetBxnN7S01iR7KKOKPM+O/DjUnrHbKe4cSOkAz2CAq64N5s1L/ABKSkz9I3Y9F6nA09VsOmiNtyZRWRkOTw8aTUdvRzyGNmG+gI+8nqBk8AghhBAieQ4/nP/3vGbHdTsGb2rIH7bNzp2JHdM0JgGeaS4/0wRpxpPBEwgGaM8MUZIRZYZDZialPVaaAqndGnss7m439j4LaeVjBHgKCynpCtGc4CKx7rZaAJy2FCywHLH//pT4oKV5W7JHMqrBDJbC8tjvvKiIYn9qZzANnv+2JtOeMtFKS1MzwON34+hm/AGe8nIcreb3a2T5X6rw9nnJ6w1JgEcIIYQQSTfHtitLensh9A+NRDRM7ZUgqUQCPNNcflY4wDOODJ6WjnoASrKjzxQpCWbRpLvGN7gU4+nx4PSFoKJi7xva7WYS701snRl3nalx5IpHYCJW5s6l2A/N3tTqkDSUu8sU03Y6x7kUJxrhAI+/348/4I/9/mNgMIPJ0yMBniHcvW1mXONtG19WhrPR/O5LpfMB6OztxNaLBHiEEEIIkRLWX7Oe71deQW86vDV0yrV9e9LGNN1IgGeaS8vOJasfvH3RB1+am0y785L80TtJDVdKHk2WnnGPL5W4OxrMBC/aAE93K1rrhIwNoLXVpDU67WOML5nKy821SeFsLnf4OjpKx9EtKVrhAA9Aa3dqLlkczODpBg47LPEDKC7G5d99LMkWDAVpH/CaJVrjDfCUl+Pwm98DkeVvqSAYCuLr92GTIstCCCGESBGLnYu5qupclIarzoQfHhm+Y1vqZv9PNRLgme6ys8kPgLe3M+qHNLeYH7AS26yoH+NKL6QrbYBAMDDuIaYKt7fZLNGIIsBT4oOeYC++gC8hYwNoDS/RchWNsYQsmdLTcalcWvT4aj4lkru9nvw+yCyOQyZUOPgHJKXLWjTc3W4ytIW8jFw46KDEDyAjA0eWfXAsqaCjtwONNj//EwnwhGPbqbREK/K7qaAPKbIshBBCiJThKCjh2jegMxNuOQ5604A330z2sKYNCfBMd9nZ5PeBt7sj6oc0e0yGQ4kj+iUsrnBHolSZsE2Eu8cTdQaPK7zEJJG1VtxdZtmTqzgOmScx5MwspMvST3+wP9lDGZHb12Ke56L4dNGKLD9Kpcn+UO5uN84eC+roYyAtLSljyHKVkRdMS5ksp8hz5egBHI7xPbisLCWXnHWFszYlwCOEEEKIlJKVxc+fhd88Bb3p4Sye7dvh0UeTPbJpQQI8090EMniaOuoAKCmOvj6HM9e86+32p8aEbSLcgY6oAzzJmMS3+pqxhMBeWpWwY06EIxzsS6UW2EN5etpMpobdHvudDwnwpNJkfyhPVxPOrgE45pjkDaKkBGfAmjLXaHDZmjV//EGv8nLy+yANS0ot0ersM7/zJcAjhBBCiJSSnQ3AMeGmWrccD1vtwMc/Dt3dyRvXNCEBnukuJ8dk8PSOowaPt4m8Psgtjr7Wi7PA1Otpba8b9xBTQXd/Nz304+wBSseoPVRYaAIEJLbmhrvbg6MHLI7UbZMO4AwX506Vyftw7r52E4QpLIz9zu32pLw2xsPtqTWZKgcemLxBFBfj7E6d10jkuXJkTyCrq6QEpRROnZNSWVuRDB5bLxLgEUIIIUTqyMoCzJtQr/zR3PT8LReB1vCf/yRxYNODBHimu0gGzzjapDf3tFLiZ1xLWFw2U88kUsB2qtntHfz09L1vPCSDJ5ET1NZAO84eNRj1TlWOfNNm2pMik/fh3ANd5vmLRwZPejq2tFysWqXUZH8ot7fZnP9++yVvEC4XTm8wdQI8kSVaueOsvwPm94XLhWMgPWXOB2SJlhBCCCFS1JC5zJE7YXYnfK7rIQ77tEKffDKcemoSBzf1SYBnuovU4BlHMeDmQDslPsBmi/oxTocp/NvqqR3vCFPCYIAnO4r6G9nZOAdMECihS7QGunAFxgg+pQCnrQwAT1t9kkcyMnfIh7PXAjk5cdm/pchBUSgzpSb7Q7kHunAG0qCsLHmDKC7G2TmAO0Vq8Az+/NsmeE3Ky3H0plZQTwI8QgghhEhJ4QweAAX89tk0TltwGm9UaD4oBp59FjqjLy8idicBnukuksHT74/6Ic3BLkoC6WC1Rv2YIudslAZ3Z+NERpl0gxO8vJKxN1YKW7Ydi1YJncS78eMMZY29YZI5HKb7Wipmc/UN9OFVAZxkg1LxOUhREc5AWkpN9iOCoSBtqtdkqsXr/KMRWaLlT40gmKfbQ1oQ8h0TDPCUleH0hlIqqCcBHiGEEEKkpMzM3b49dWcmvzz1lwB86WR4ZClw8cVmyZYYNwnwTHeRDJ5g9AWrmpWfkuD4lgGlOVzYe6DVm5qtoccyGOCxR1d3yGIvwhHMSGidlVZLLy7ik3USS47iSgA87amXwRMJujhVHCe8djuOXktKTfYjOno70AqcWXHoIDYe4QCPt99H30BfcseCWU7o6AFVHEWAdySlpTi6+lOq7lJnuLC+rQ/IzU3uYIQQQgghIoa+yThnDtx1F3Nsczilq4SXK+GqMyH45BPw7rtJG+JUJgGe6S6cweML9qCjiIIOhAbwWPsoHu8EuKgIVze4e1JvUhsNt8+0O3e6omwNX1iII2BN2PmGdAhPej+utIKEHG8ycopnkd0P7o6GZA9lD4OBvPQ4XseiIpx+nVKT/YhdmWrFyR1IOMADqdFO3tPZaIpjuyZQgwfzOEdbL54eT1S/ZxMhksGT1692S4UWQgghhEgZO3bABRcA8Iz3LP70d+jIhn8sAn77W5PF09MDvujLjcx0EuCZ7sIZPBqNP4plWpFJqSs9+vo7wGB7aHdf+0RGmXRuTy2WEBSWzo3uAXY7zp7EZWm097QTUuDMKEzI8SbF6cTZDR5/atRXGWqwW1JmHAosR9jtOLwDKZnBExmTwzZGp7h4GxLgSYXr5O4KF56eaIDH6cTpDTIQGhgMrCRbV18X+ToDS16Sl+MJIYQQQoyksnL379PSOGG7+fKcT0Dzfb+Fxx+HZcsgPz/x45uiJMAz3eXnkx8wX3r7xu6k1RouelqcOc4lHLm5OHsUrQOpMbkZL09bHfZesJZH2RrebsfhDyUsSyPyvLiyU7tFOgAOB45ucPe2JXskexjMYMmJ43UsKsLZEUipbI4Id5epkeXMn+BSpFgZEuBpTYFAYGSJ1qQyeHrC+0qBjCQwAR5bMF3q7wghhBAi9WzbNuISrBI//CbnPABWVwNPPw1btiR2bFOcBHimO5vNFNmEqN5Zjky2XONtF6wUrmAWbh19MedU4u5qMhPO0igzG+x2nF2Jy9Jwd5h6NklfWhMNmw1nD3j6Uy/Yl5AlSnY7Dm+QQDAQVdZcIrk9dQA4C5LYQQugoABnfxqQGhk8nkDH5JdoRZacpcjSvM6+TgqCVgnwCCGEECL1zJ0LhYW73xZun/7pvOOwZ9m5/qxMLmu9a9f9oVDixjeFSYBnusvNpbDXfNnZN3a7uVafKZLsyh//Eg4nObhVdLV+Uo27x2MCPEVRZi7Z7Tg6E5elEelINeE2zolkseAYyMAdHDtjLNHc4QBmXJcohZcrQmoEL4aKFL522suTOxClcIaDyMm+RlprPANek4FTPMHAn8uVcs95V18XBf0WCfAIIYQQYmq4+Wb43OewXnoZ31/5fSrslfz5AKgpDN/vSY030VKdBHimO4sFm9V0Xuro7Rhz8xa3CSS4ouwmNZTLmk+/RadMDYrxcAc6zATNHmVtlqIinH4IBAP4AvEv+uX21ALgLJoV92PFglNn41E9yR7GHtydDdh6Id0exyVadvuu5Topks0R4e5qIqsfcoqSXIMHKApnUSU7IOINeOknaH7+HY6J7SRFl2gVBJQEeIQQQggxNdjt8MtfQk4OVy+/mnsu/hsA154KIQW0tCR3fFOEBHhmgMI0U5QqmgBPa5sJJDgcs8d9nEgB4Ei9mKnEPeA1E7zhqYKjsdsT2gXI02Fqpzic439eksFpyaPdEiAYCiZ7KLtxdzaNL5A3EUVFg8t1kh28GM7ta8HZDSqe5x+ldIeLwn5r0n9fDBbeVjmQnj6xnTidKbdEq6uvC1svEuCJM6VUpVLqQaVUm1KqWym1Vil1yrBtKpRSjymlfEopt1LqDqVUTrLGLIQQQkwFS11LcaQV8OQieGEuEuCJkgR4ZgBbpmkJ3dkbxRKtzkaKuiHNMf5aFK5s8+53qk1qx6K1xq39OPus0bcTLioafMc+Eefr7mo2mRfOJC+tiZIjw4ZW0N6bWl3V3L5mMxGPZ4AjwcG/8XD3eMzrNtpAZjw5nTh7LUm/RpHjOybToS4vj0KdgUWrlPn919nXSUFvCHJzkz2UaUspNRt4HSgELgfOAu4Fsodskwb8E6gEzge+AJwH/C7BwxVCCCGmFKUUm6+vAeDZ+dDfVJ/cAU0RackegIi/wmwzmY0qg8fbTLGfCS1ViBSuTYWuOOPhC/gIqCBOxtF+b+gkPgHv2Ee6/KiJLiFJMGe4Dbm72x3fjlXj5OlpoyQRGTwJDP6Nh7uvPf4ZTNFyOHD6Qkm/RoOFt7Mn8bOlFFZnMfZQa9IDVhFdfV0UdAP5ksETRz8CtgKna60jlR+fH7bNecASYL7WejuAUqofeEgp9S2t9eaEjVYIIYSYYuzZdo4uP4wfH/Ff7t70Gbb1nUVBOHlBjEwyeGaA3NxCrKEoiyx3t+LqBsrGX8w30pnH7W0a92OTaXCCZx1HgCfBy3A8ve3meNEWgU4yR7iAbqosV4lISIDDbsfeAwqVcufvGega31LEeHI6cXYF8fiTG+AZXKJVMMnW8S4XjkBaSgR4gqEgvoCPAt+ALNGKE6WUDTgH+PWQ4M5ITgXeigR3wv4OBIBTRnyEEEIIIQb9+qzf8YV1+Xjo5qWal5I9nJQnAZ4ZQBXYsPVboiuyHGjH5QdKxj/ZcRWZwsyt7p3jfmwyDQZ40sYRDR6SwZOQAE9/J84eIH8cQagkcuab10+qBfvckQBHPAM8BQVYLVbsOivp2SnDuUM+nL2WwTaUSeV04uze1dksWQaXaBVOcvmj04mzNzWWaEUKv9u8AQnwxM9BQDqglVKvKqX6lVJ1SqkblVJqyHaLgQ1DH6i1DmAyfxYnbrhCCCHE1LRvyX7clv9Rsvrhpgeu4Pu3nb77Bm+9BXfemZzBpSAJ8MwEBQUU9qnolmiFvLiCmZCZOe7D5BaVkTkA7o6GCQwyeSITMkfWOLJj7HYKe8NZGgl4x94d8uEYyIDd5g2pKzJZ9rhrkzySXXr6e/DrvvgHeJSCwkKcwcyUyOaIGAgN0E4vTp2VGq8jhwNHj6kLlEwevxulwe4Yf+fA3djtOPw6JbK2Ir/rC7pDEuCJn0grut8CrwAnAX8Evgt8dsh2dqBjhMe3h+/bg1LqKqXUGqXUmtbWqbXkWQghhIiHrMs+xbVvgtvv5ut9T+Ou3bjrzkMOgc9+dvQHzzAS4JkJCgoo7NZjLtEKhoJ4VC+u8SxVGkI5HLj80NqVWlkbYxnM4MkdR62Y7GysmVkUJShLw0MPDlIg6yJKznC3L3dbXZJHsksk2OLsTUDr6KIiHAFrSgV42nva0QocKkWK7oYzeHqCvXT3dydtGJ6OBgp7weqa5BKtwkKc3mBKZPBEipsX9SABnnFQStmUUovH+ghvHvn/6Rmt9de01v/WWn8T+DNw47Bd65EON8rtaK1/p7VerrVe7nKNv+GBEEIIMe0cfTQ/POY7/O0v5ttf3XkFOzuHrRp58UWol0LMEuCZCWw2bD0hOnr23tGoracNraA4c4J1XoqKUmLJxXgNBnjCRaKjZrfjGMiI+yQ+pEO0WftwWKbORC3HYbK5PJ2NyR7KoMHn2ZIf/wwWux1nryUlJvsRu2pNpUhhunCAB5JbjNrT2WjqW012Il1YiLOzH3e3G61HnLcnTHv4d71d2qSP13nA+ig+ANrCn/89bB8vALOUUpEftHZMl63hChk5s0cIIYQQI1m1ihUN4OiGWzNe47Q/rtz9/uOPh1NPTc7YUogEeGaCggIKe6Gje+8BntZuE5hxjTfQEVFUhKsb3H1tY2+bQjzdbqwhsBWWjr3xUEVFOAPWuE9OO3s7Calx1ghKMuVwmGCfryXZQxk0uBQvPQHXsagoZZbrRAwGeDILkzuQiCEBnmReJ4+3xXQ9i0WAxxukL9iHv98fk7FNVCSDx96DtEkfB63177XWaqyP8ObrR9lN5P5I4eUNDKu1o5TKAKoZVptHCCGEEHtx6KGk1ezk3UP/xJdeg3VdW6jvGpaxs3VrcsaWQiTAMxMUFGDrhc4xavC0+JoBcNkmWIsinMHTGtj7cVKNu6MBRzdY7OPMXLLbcfbEv1PSrhpBKdDaOloOB47u1OqiFRmLMxHX0W7H6R1IqQyewWLC2SnSiS38GoEkZ/D0tJlxFE8wsB1hs6VERhKYbEyQDJ540lrXAOuAYW8fshLYqrX2hb9/BlihlKocss1ZQCbwbLzHKYQQQkwrs2cza+VHueg98+2yO5fx/44acn93N8yeDRUVcNFFSRliskmAZyYoKjIZPGPU4GltrQHA5Zg9seMUFJgMnpBv7G1TiLurybyDP97Cu0VFOPyhuE/mBifmOeOoEZRskeV6gb1njSXSYAZLTgJqWhQV4Wjvo2egJ6n1ZYZK6PlHIycHZ8gUc09qgCfQEbsMnhQJ8Awu0ZIaPPH2DeBcpdSPlFKrlFLfAy4GbhmyzaOYTJ2/KaVOU0pdANwBPKC13pz4IQshhBBTnM3G/n2F3OpbjivHxe8OHnZ/XR00NMD99ydleMkmAZ6ZwOmksBe8A36CoeComw0GeJyVo26zVxYLTp1Np+ojEAxMbB9J4Pa3mtbwhYXje6DdjrNzAE+PJ641Nzxes8zJmT/JDINEstlw9Co8A95kj2RQZNJdlIjraLfjbOsFUieLKVIby2krS/JIdnFmO4DkBkTaQn5TjNg5yQBqKgV4etuxYiEvgAR44khr/RhwCXAG8BRwPnCN1vr+Idv0A6cAtcDDmODOX4GrEj5gIYQQYppQ1fO45X0Hnzvkc9TY4ceH77rvhbmwNtI7I8l1EZNBAjwzgcOBrc982dXXNepmreGOR86SuRM+lDNcCDhVJrXRcPd4Jp7B09FH70B8uwC5PaZCvCOFJuZjUgpnMBO3Tm4tkqHc3W7svYo0uyP+Bwu3zAZSppOWx9tMVj/kFKZIBg9gz3OhdPKuUSAYwEsfjlAmZGRMbmeFhSZQTAoEeHrasVtzTTEYCfDEldb6Pq31Eq11htZ6vtb6zhG2qdNan621ztNaO7TW12itUyO1TwghhJiK5s6F7ds5c+GZAHzlJPCnm7tWXgoHRLqmB6ZO0kGsSIBnJghn8AB07KUOT2tnI/YeSC+ZeCDBlW4z++qeOp203IF28877eAM8djvOdvNLI54TVE+bKR7mKJoVt2PEg0Pl0Kb6COnQ2BsngLu7FadfQ1ECatCEl6iZ46ZGHR53Z6MZ03gz1eIozeHC3p+WtGsUqVXjsOZPfmcplsFjJ9t8IwEeIYQQQkw31dVQU0Nldin/vBe0gr8tgc7MXZtscIL2Ta3SIbEgAZ6ZoKgIWzjA07mXOjytkaVKk6hF4Qy3WE/2BCdaWms8A96JBXiKikzmD/E9X09no+ny5Zhg8eskcVoLCCm916BiIrm7mkwx3fE+zxNht6dEh6ihBrtFpVCAB6cTR69K2u+LyHPjyLBNfmeFhdj6wIol6b//2nvbKSLLfCMBHiGEEEJMN3PnmuycjRs5aidk9cMl58DSa3ZtsuRz8KP//jh5Y0wSCfDMBGlpFFpNq9y9TbZb+jy4uplUgMeVax6b7AlOtLr6uhggZCb+E6nBk4B37D3eZhzdoCZbBDbBnBmFQOq8Fty+1okF8iYiFTN4/OHzdyRgiVq0nE6cvvgXKh/NYAHzzBi8JgoLsWhwkJP057y9px17MLzkTNqkCyGEEGK6qa42n9euJacf/v1n+MT70FBgbr7efhqObtjo2Zi8MSaJBHhmiMJsM4HZ6xKtgS5cfVbIyprwcZz5pWZf/qmxRGuws1CvGv873Q5HQibxbr/bZF5Mtghsgjlzkl9AdyhPj8c8X4lYomW3Y+8FRfKyU4bz9LabQGYqBXgcDpze4GAB6EQbzODJjcHPVnY2pKfjDGUl/Tlv723HPpAOmZmQlpbUsQghhBBCxNzccM3Yb3wDgMPq4LNrdt19Xfk5zOmEllefg76+JAwweSTAM0MU5ppJXaR97khatR+XzpnUcRz2cgDc/pZJ7SdRBgM81nxQanwPdjoTk8HTF56YT7EAjyvPlK9PlWCfuy9ca6ksAcWqi4pIC0Ghyk76ZD/CM9CVmhk83eDxJzmDJ79kjC2joBTYbDgH0pNeg6ytpw17v1WWZwkhhBBieqquhosvNoGe448H4PBa+OR7cPmmXCoK51Dsh2bthX//O8mDTayoAjxKqflKqd8qpdYqpYJKqRejfJxNKfUnpVS7UqpTKXW/UiqFZhczhzM8gRmtGHBIh/BY+yi2TK7YaFqRE3sPtLbXT2o/iRK5Hs70CdTgcJpztaDiGsTw9HeZDKP8GBSCTSBngcnmcnubkjwS6O7vpkcHTICjtDT+BwwvA3PqbNw9yQ/wBENB2kJ+kwmWggEed68HnYQ2lp7wz21RYYyCfjYbzr7kFY0G87u8o7cDe5+S5VlCCCGEmJ6sVrjnHhO8Wb0agPQQ3P83+ON/S7DkF1Dsh5ZcZtz/Q9Fm8OwDnAZsCn9E6y/AccCngMuAFcDfx/F4ESN59mLSg6NnmrT3tBNUGle4bsqEFRXh8puOPVNB5Ho4sicw6XW5sGooinPNDY/24whljT/DKMmcjtkAuD21SR7JkEytbqC4OP4HzM6GrCzTKj4FMng6ejvQaJwBK+RMLksvphwOHN3QG+yjuz/xXaPbOhrJGIBcewwyeMAEeHqSuyzP2+clpEPY/SGwxaB4tBBCCCFEKovMkfbf33y2WCA3lxIfNOeSlDcRkynaxflPaK0fB1BKPQqMuVZEKXU4cDJwrNb65fBt9cAbSqkTtdbPT3DMYgKU04WzR43a0aclvKTKlT3JZUDh4rKtvim2RCtnAuedkwPZ2ThDmXHL0tBa41a9OCwJqBsTYzmOUrIbwd3ekOyh7ArkWfNMXZJEsNtxBtKoTYEAz67zn8BSxHgatswxNyOx77B4Ohtx9ICKVVaTzYbT34Kn20NIh7CoxK+Cbu81y3DtviDYElBQXAghhBAi2QIB2LQJ9t3XZPfk5lLsh9508HW3M7XWQUxOVP99aq1DE9j3qUBzJLgT3s+bwPbwfSKRHA4cfo1nlNo4rZEAT/4kl6+ECw+nwrKUaHi6PaYFuW2CWR1OJ65Aetzesff3+wlYQjjSC+Ky/7hyOHD5odWb/GyuSQXyJsrhwNmTGkWmB5ciTjZDL9YSVMdqNB5vq6lvFavC2zYbzq4BgjpIZ29nbPY5Tm09bQAUdQagYAr+3hBCCCGEGK/0dJNBD6Y+T24upT7z7Xkffit540qCeL69uBjYMMLt68P3iURyuUzgpXPkeijN7hoAigsrJnec4mJc3eAOdExuPwni7nbj7FEo+wQneE4nzp74FRKOZFw5M6deBk8km8udpAK6Qw0GeGJRTDdaRUU4vaFRs+YSaddSxBR7HQ3pRDdafbB48vS4Y1uXyGbD2REAkhfYi/wucrX3yRItIYQQQswc1dXw4INw//2Qm8tZG2FOB7zo+4Ce/p5kjy5h4hngsQMdI9zeHr5vD0qpq5RSa5RSa1pbU6PzzrRRUoKjZ/RuNU3N2wAoc82d3HGKi80SraB3Sqx3dHe34vDrib+D73Ti9IbiNpkb7PITizbOiRYJ8PS2JXskuwIczjmJO6jDgaMzQM9AT1Lqyww1GCjMTUD9ofHIycERMkvmkpLB09cR8wwel6cXSGKAJ9zBy9XaLQEeIYQQQswsn/iEaXaSnY2tD379FPTpfi7824X8++lfw5//nOwRxl28CwSMNMNXo9yO1vp3WuvlWuvlLpcrviObaUpK9jrZbmrbgTUEzpJJBnhyc3H1p9NPEG/AO7l9JYC7q9lkENgnWKvC5cLV2Y+72x2XgJbb2wzEqI1zooWzM1r7k7NUZSi3rwWloahiXuIO6nDgbEvuZD9iMMBlS0AHsXFyhgucJyXA099lMnhiuUTLbYJ5Sc/gafFJgEcIIYQQM5PFAkuXclwNHJw2h2e2PMPNf70GLrsM/P5kjy6u4hngaQcKR7i9kJEze0Q8FRfj6AbPQNeIgYjGzjpKfGApnnwgIdJyPJ6tw2PF4281AZ7JZPB4egnqIB29HbEcGgCecAcqp32SS+eSIT8fV4/CHfIleyS0unfg6Abr7MrEHdThwNlq/oAkO8Dj6XaTMQB5RakX4LHnF6N04q+R1tp0qOsGCgtjs9PCwqTWFAKTwWNVVmzefgnwCCGEEGLm+s9/yO2HNXnX88WlV/LaHNjgNLfvprHRFGmeJuIZ4NnAyLV2RqvNI+IpnMETJERn354ZFU3+Fsp8QAwyp1xZyXtHfrzcPZ7JZfA4nXHN0vC4TYDHEW45PqUohZMculQfgWByf2m62+txdQNzErhEq6gIZ1fQHD/ZGTyD3aJSb6mf1eGkqD8t4bWKvAEvA4Qo0lmQFm1DyTHYbMkP8PhbcWYVYdFIkWUhhBBCzFxZWeZzTw+n/PQJAA6/EvTqIc28/X4oL4frrkv8+OIkngGeZ4BSpdRRkRuUUsuB6vB9IpFyc3GEMgBGnEg19XlMpfEYBHiceabOR6QWRKrSWuMOdExuiYbTaQIHxCnA02FajNtLEph5EkNOSx4w8msukVq94aV4sxMYKBtSQDjZAR5PV5MZS6yKCceS04mzRyW8816k25TDmhe7ndps5AYg05KRtN9/rd2tuDLsg+MRQgghhJiRMk2dR3p7OXpjD9dsddCRDR+8+dSubSLZPC+/vOfjp6ioAjxKqRyl1LlKqXOBCsAV+V4plRPeZotS6g+Rx2itXwf+CdyjlDpHKXU2cD/wH6318yMcRsRZpBPTSJPNxmAnpT1WyM2d9HFctvJRj5NKOvs6CRIyE9/SCS5dGdLmOR4TOndXE4U9kOaagjV4AGemmWgmO9jX2uvB5WfGBnjcvhazFClFAzwOf/wKlY8mEnR0pMcwCGKzoTDLVJP1nLu73bjSCgbHI4QQQggxI1nCoY5vfQvV0soNJecAcPLy9XzjPAecdho8Hw5LLFuWpEHGXrQZPMXAI+GPw4ClQ76PtGVJA6zDHvcJ4CXgj8A9wP+Aj05uyGKiHDlmcje8HXEwFKRFdVOmJx/cAXA6zSTaneI1eAY7C3UDJRMMoITbz0OcMnj8brN/Z+otrYmGK4kFdIdyD3Th7E9L7ITX4aCwFxQq6efv6WlL7QyermDCf18MdqjLmuDyzJGEX19OS15Sa/C4yN1tPEIIIYQQM92cvApuPfCLFGba+OWiTgb++Qw89JC5MxhM7uBiKKoAj9a6RmutRvmoCW9TpbW+bNjjOrTWl2utC7XWBVrrT2qtUzutYxpzFpQBe062W7tbCSlNqTU2k4E81ywyB6C1rTYm+4uXwc5CoUzIm+AyDafTZIYQpwBPX7tZQjZFAzzOPBM4S2aAI6RDeFQvrvRCUCpxBy4qwqqhyJqX9CVq7v5O8zpKxQBPONPJ7UtsgCfymnTmxrBjYyTAQ05Sa/C4Bsxy3FgsuRVCCCGEmBYKCrjlrJ/wzQvupDM9yC3HAXV15r6urmSOLKbi3SZdpBBn0Sxgz+5WTb4mAMoyYjP5U5GW7G31MdlfvAxO8HImETxxOsnphyzS49I1zN3fhaPPAjk5Md93IjgLzXK9Vn9L0sbQ0dtBUGlc2QkOkoWDKU5yEl5fZqiQDtEW9KXuEq1wFpynt23EDn/x0hJ+TRbnx7CzWCTAE8pKyrLE/mA/7b3tuALhotES4BFCCCGEMPLzATix+kQAvn8MNEbe4/d6kzSo2JMAzwxS4Kogux8avbsHXiIBntLcGNV5CQd4Wr1NsdlfnAwGePIncd4Oh6m5QXZcJvGt2kdxMCvm+02UIocJKrrDxaKTIRJ4m9TzPBHhwt3OYGZSM5g6e8O1pnqYeLe4eCouxtEDfaEA/n5/wg7b6mvBGoJCe1nsdhoO8JT2Z9Lsa47dfqMUWXbm9GuTrZaKz7cQQgghRDKEAzzOHCdvfOoNAP6xCAJWJINHTE2qpJQyLzR6dux2e4PXTL7LbLNic6DiYlz+5NddGcvgZMg+ifNOTwebDddA7CfxWmtaLD0Uqxh2+UmwdFcJ9p7kZnNFaru4CmKYqRGNjAzIz8cZSEvqz8JgrRlywDq8TFoKKC5OSjHqlo56XH6wxLJ1fFYWpKdT2peON+DFH0hcwAp2BTNdXQMmWysVn28hhBBCiGQoKBj88uCyg3FY87n6TFjx2TTJ4BFTVEkJ5V5oaN+9Ns6O1s0oDRWOqpgdx9kNrX3tsdlfnLT6W0kLQkHxJANbLhfOPmvMl2h5A176LCGK06ZwodRwl7HWrsakDaHVs9MMxRbDTI1oFRXh7LUkNcAzmMEUy25RsZSsAE9nA8V+BjOtYkIpsNko7Ta1npr9ic3iiSw7c7UHZHmWEEIIIcRQ4QweAKvFyj8ufpqL7cfxnnOAGp3a89bxkADPTFJcTLkXGv27L53a2bKFci9kFMdoAlxUhKsb3MHUjoS2eBsp9oMqneR5h4MYsZ6cDr4bn5WCdVOiFbk2Seyo1tpaA4DLkcAW6REOBw6faQGeyPoyQ0Um/SWZKfo6KirC2WMCIokM8LT6mnF1E9sAD5gAT5d5riPLXxOl0WcCqeX1XihNcMaaEEIIIUQqG5LBA3BE5VF87YJfAXDyWZ30DfQlY1QxJwGemaSkhDIfNPTtPtne0bGdOZ3E7h1fiwUnOXSoXvqD/bHZZxw0t9VS4mfyEyGnE6c3GPPJ6WAR2NzimO43oSIBnt62pA3B3Waq4zuLqxJ/cIcDZ1c/gWAAX8CX+OOzK4ukJCdFMzqsVpyZplZMIruNtfS4Y5/BA1BYSGmnabXZ6E1s5lpkuW35liaorEzosYUQQgghUs7vf7/r6yEZPBFLnEtYrirY5ICXtjyXwIHFjwR4ZpLwEi1vqHe3yeZOXwOVHcQ0pd+VZiKkkfofqajF22QmeDEI8Lja+ujs6yQQDMRkbAAtXWayVlyQhKVFsRJuI+/u70zaEFo7G8kNQHZxReIP7nDgbDPvBiRrmdbgsp0Ufh058k0QM6EZPP0duOIR4LHZKPOY5zzhGTzeRvIy8sjfIQEeIYQQQgiuvNLUSIQRAzxKKV4svI70IPzxlV/wv1cfgX/+E5KUeR8LEuCZSQoLKes2RTcj7yyHdIjavtbYZvAAzgzzjnwqF1pu7m6lxEdsMng8pohILDMQWlpqACguSsLSolix2XD2KlpDvqQtUXL7W8xE3pngNulglh+FXxvJ+llo9jVj64VMR+pmghUWlmHRibtGvQO9dIV64pPBY7PhbO3GoiwJD/A0+Booz3SZf0okwCOEEEIIAZ/6lPk8QoAHIHfOfI6rgb80PMeRz36cgdNOMUGeKUoCPDOJUsy2msDLzk5TeLbJ10SAgZgHeFw5ZjId68LDsaK1prm/PTYZPC4Xzs4BILYT1EhxYFfx3JjtM+GUwqlyCagg3kByajK19rSZWivJCPA4HBQ3m2y5SCZNorX4mkwg05GiNXgAa3EJRX2JK0Yd+b1U7Cf2rcRtNqydXRTnFic+wONtoNwSXl8uAR4hhBBCCPjZz6CjAzIzR77/Ix/hb3VHcvMrir40cOcAz03d5VoS4JlhqjNNMGNr+1YANns2A7CgK22PwlOT4Qy3pE7VDB5vwEsfA6YGT/EkMxucThNAAFq7YxfQaumop6AXMmNV/DpJSsITzmZfYjsKRbT2d5givjF8fUfN4aA0HNdK9GQ/oqUj3C0qhQM8FBfj9Mf252dvIsdxhbJMO/tYstmgo4PSvFKa/EkI8PRnm2+qqhJ6bCGEEEKIlGS1mv/PRqMUeSecwgENZrVByz6V8JOfwF/+kqABxpYEeGaYioJZZAQVW9q2ALDBvQGAxdYS0+I3RpyF5QC0JilrYSyRYEOJzpn8BM/pNBkSxHYS3+JrNhPzZGSexFBpplkCk6wAR3PIS+lAVkxf31ErKjJBRJJ4/r6mKRHgKe0K0RSuOxVvgwXM0+LQOt5mA6+X0tyShD7nWmsT4PEr81qfNSthxxZCCCGEmNLmzjX/LwPN3/yS+eK++5I3nkmQAM8MYy0uYa7XOpjBs9GzkZyghVkFsZ0MuJyVWELQ5K6J6X5jZXCCl144+Z05nZSFAzyx7JrT0uNO3tKiGCrLKQF2tXBOpJAO0WzpppS8hB8bAIeDrAEoTMtPXgZPj9sEmVI9wOMj4QEeV2aM6+/A4DtEpRmOhHbR6ujtoHegl/L2IJSXxz4zSQghhBBiuqquHgzwtMwqovnqi/hq6F+s3vyvXdvcfTfcey+89lpShhittGQPQCRYSQnz64ODS7PWu9ezsCsDS2lslwFZXcUU10Fj246Y7jdWBltHZ8eg7pDTaYrYqvSYTuJbAx3MTfWJeRRKC0w2VzICHO097fRbNKVphQk/NjD43JWm2RK+XAdgIDSAZ6BrSmTwlPmgqTsxGX+DNXji0To+HOApSyuk2d9MSIewqPi/lzLYIr21V7J3hBBCCCHGY999KaneF/iAFn8LD+1v5YelAZ574lrevn4jbN0Kl1++a/sU7rIlGTwzTWkpBzRqPmz9EH/Az5qGNRzYEIKyGNd5CWe1NHTWxXa/MTKYwZNXMvmduVwooIz8mGaptIS6KA6kT/l34h1Fs0gLQqM3MdkZQ0WCSqWZSQpuRAI85CUlwLVbMeEUD/CU+sAf7MEX8MX9cC3+FjKCioLCOHQWi2TwqDwTYIthZ7292dFpgumV9b7Y/z4XQgghhJjO8vOxvfEe6ZZ01rWu4382U2DV29ZogjkvvJDkAUZPAjwzTWUlh9RDUAd59MNHcXe7OXRbIPYTApeLMi80+pNTWHcskRo8rsKKye/MZgOrlbJgdswCPCEdolX14CI3JvtLJovTRYkfmtpqE37syPNRmhuDQN5EhFtwlw5kJyXAEwlkpnoXrUiABxKT6dXoa6TMr1COOCx/LCwEYFbItOKs60pMkHt7+3YAqra1mSVaQgghhBAiakopZttm84d3/sC9mx4BoCXohYcfhldfTfLooicBnpmmqopDw/ON6/91PQAnbCduGTyNfYl593q8WvzNFHVDujMG7+BbLOBwUNaXEbOaG55uD0GlKbEmofNTrDmdlHmhqSPx2VyRmi5lthgE8iaisBAsFkoDsV2+F63BTLX+DMjJSfjxo5bgAE+Dt4HyzlB8gl6lpoPgHJ8VgJ2dO2N/jBHUdNSQlZZFSV2HBHiEEEIIISbgyQue5JoV1wx+35UFvc88AfX1SRzV+EiAZ6apqqLEDydY59PW08ZBeQtY0AZUV8f2OOFJfUuoi2AoGNt9x0BzR70pPOuKUQ0Op5Myv4rZ5DRST6MiI4WzLqLldFLqS06R5aZWk9VQ6qhM+LEBE/yz2yn1W/AFfAlZfjRUpNZUcUZhQo87bnl5lAbMUsREFCZu6Kil3Et8Ajzh4Eqlx/zeS1iAp7OGypxy1JAxCCGEEEKI6C1xLeFzh3xut9taXn8emlNzVcpIJMAz09jtkJ/PHZ5D+czBn+FPGR83ty9YENvj5ORQ1pdOCD2YRZBKmjrrzbKVGAZ4SruCtPe20zvQO+ndDQZ4ckonva+kC2dzNfW0JvzQTZ4d5AQgz5mkDB4Ah4PSrhCwa2lgokQCjiU5cag1E0tKUZZllkslJIPH12gCPPHoUGe3Q2YmzqZOstKyEhbg2d6+nbnp4d9nEuBJCKVUgVLqZ0qpGqVUt1JqvVLqOqWUGrZdhVLqMaWUTynlVkrdoZRK4ZQ6IYQQYuZa5FjETUfdxC3H3gJAi68Z1q9P8qiiJwGemUYpqK5myXo3d55xJ8u2d0NWFlTEfgJcZjXFRpORuTGWel8DFbGc4LlclHkCQGwmqIMdcQqSGJiIlXAGT8tAJwOhgYQeuqmznlIfqFgF8iaiqIjStti9NsajvquenKAFW0ESzz9KjoJSrDp2WXCj8Qf8dPZ745fBoxSUl6PqG5hjmzNY/DjeajpqqAqFl3RKgCdR7gYuAr4PnAE8CvwEuC6ygVIqDfgnUAmcD3wBOA/4XWKHKoQQQohoKKX43srvccr8UwBozgUGhs1h3noLGhLfQCYaEuCZifbfH9auNV+/8QYccIBZShJj5RkmeJKIJRfjEdIhGnpbmdVFbJdoNZtq67E434Z2MyksLZoz6X0lXXi5nkYPdnVKlEZfo6ntEo9MjWg5HJS29gBJCPB465nlt8anmHCMWYpLKOlNi/s1igSc4xbgARNgaTABnkRk8Hj7vHh6PFT1ZO46voircAbOR4Bvaa1/p7V+QWv9DeDvwCeGbHoesAT4mNb6Ka31/cC1wCeVUjFOnRVCCCFErMyxmXnY5vn2Pe885BDYb78Ejyg6EuCZiQ46CJqa4MMPTfTx6KPjcpiy8LKQVMvgcXe7CegBKrqI3cTf6aSs0QvE5nwb3Ntx+SHDNQ2WaOXlUdqbBiT+tdDU66EsFQI8Tab2TqLPv66rjopODSVJ6iI2HsXFlPqhyR/fAE99lymSF/cAT309cwoSE+DZ3LYZgHmdVsjIGOzeJuIqDfM/VOew2zuAoUu0TgXe0lpvH3Lb34EAcEocxyeEEEKISSjPL2eefR7/WjZKV+O2tsQOKEoS4JmJTjrJfD7hBOjvh/PPj8thSgvMu8iR5UapIjLBq/AS2wyeTlNnJSZLtCJFYJMZmIgVpShLN5HvRGdzNQy0UZbs61hcjHNnK2mWtIT/LNR31VPRNgDFKV6DB8DlorQjGPfXyODyx3gGeObMgdpaKm1zaPQ10jfQF5/jhH3Y+iEAS5tDJri0ewkYEQda6y7gYeAGpdQBSql8pdQZwMeBXw3ZdDGwYdhjA8DW8H1CCCGESFEnVp/IM9l1fPP4ZI8kehLgmYmWLIGVK0018CuugIMPjsthMlylOHpUyi3RqveaAM+snnTIHSUiO15OJy4/WJV1MIA0GfXehukT4AFmZ5sMkkQVnAWzbKWDXmb3JrlF+Jw5WHsDzMoto7arNmGHDekQDd5wrampEOApLqasK0RDDH5+9mYwwONTYLPF5yCVldDbyxxVCJhMqnha37oeq7Iyf6cPysrieiyxm0swwZt3gC7gH8B3tNZ/HrKNHZPVM1x7+L49KKWuUkqtUUqtaW1NfHF6IYQQQhhfP/rrZKVl8ciJ5abMyRQgAZ6Z6qmn4O234a674ncMp5PyLk19Z+ImtdGITLYqMpyxe6fb6cSqoSLTyc6uyQcxGnpbp1WAp8w2i/SQSmiAJxJMmR2eZCdNpWnRPjvNkdDzb/W3MqAHTK2pKRLgmdMJzd0tMelEN5oGbwPZIaspPB2H2mMAVFUBMK87C4AtbVvic5yw9e71zC+aT0Z9k9TfmQSllE0ptXisjyEP+SlwKHA5cCxwM3CrUurKYbvWIx1ulNsJ1/RZrrVe7kpmgXghhBBihpttm813jv8OG/obqM8ZoVnMffclflBjkADPTJWZCQceGL8JDoDTSWUH7GjbFr9jTEB9Vz0WDSV5MaxLEv4nvNLqYEfH5LrmDIQGaA52TqsAj6WklFk+S8I6CgHUhgOLszOSfA3DAZ45wbyEBngGA5lTKMBT2WG+jGfGS523jopAJqo8jh3qws/54nYrABvcG/a29aStd69niWuJ6eYgAZ7JOA9YH8UHSqllwGeBK7TWd2utX9Zafx/4GXC7Uiryx7UdKBzhWIWMnNkjhBBCiBSycu5KAF5w+va88+KLEzyasUmAR8SPy0VVB+xI4LKUaNR76ynrSyfNEcN3RsOBmEpdMOkgRrOvmRDaBHjsI2bwTz0lJVS2hSYd/BqPwQyevCRPeCMBnp4M6rrqCIaCCTlsZCnilFmi5XJRGS5XG8/XSU1HDVVdlvgGQsLPubOuDXuWPa4BnkAwwJa2LSyxzYfOTgnwTILW+vdaazXWR3jzSCbPu8N28w4meBMp8LSBYbV2lFIZQDXDavMIIYQQIvXsX7o/jmwHq13ekTfQIybkJo0EeET8OJ1UdkLngI+O3o5kj2ZQXVcdFT5L7Aosw64AT1829V31DIRGSOGLUiRAVBXMg7S0mAwv6UpKqOzQ7OyoSdghd3buxBKC8sIkt5ovLISCAua0hxgIDSSsVfpgMfEpmMETz0yvmo4aqtzB+NaqsdmgsBC1YweLnYvZ4InfPP795vcZCA1wYHr4dS4BnkSJvEgPGnb7wYAfcIe/fwZYoZSqHLLNWUAm8GxcRyiEEEKISbMoC8fPPZ7VLu/Ia6u9owR+kkQCPCJ+XK5dE7YEZm6Mpa6rjlntwdguf8rJgawsKv3pBHVwUoWWt7ebbrpV1umxPAuAkhLmdEKDv4n+YH9CDlnbuZMyH6QXp0Cr+aoqZjf6ARJWaLm2qxarVpQE0qGgICHHnBSXiwovKFTcfl9093fT4m9hbmNP/AMhlZUQDvBsdG+M22HeangLgOUD4SCeBHgSZU34449KqSuVUicopb4JXAf8WuvBt/MexWTq/E0pdZpS6gLgDuABrfXmZAxcCCGEEOOzcu5K6rL72ewA7rkHrhxSbq+lJWnjGokEeET8OJ1UdZgvE1l7ZW9COsT2ju1UtwzENoNHqXDNIfM//WTOtyac5VKZPysWI0sN4eyMkA7FvaNQRK1nO7M7SY3slepq5mzzAInrJLa9YzuVA7mklZRNjbbZ2dlk5ORTHsqNSaHykUQCR1UdJCzAs8ixiEZfY9yyGN+qfwtHtoOqtpC5QQI8CaG1DgJnYjJ0vgk8CVwA3IopthzZrh84BajFtFW/A/grcFViRyyEEEKIiYrU4dn/avAtnT/YUAOQAI+YQYqKqOwyE8tUyeBp8jXRO9BLdTuxL2DsclHZarJTaiaxFKmmo4aSHivZxXEsApto4QweSFyAY0dHjTlmqgR4PjRZXYk6/23t26j2pg3Wg5kSXC4q+7Li9vsi8nNZ1UH824lXVUFNDfuXLAPgncZ34nKYN+rfYEXFClRjo7lBAjwJo7Vu0lp/SmtdqbXO0Vov0Vr/P611YNh2dVrrs7XWeVprh9b6Gq11d7LGLYQQQojxmV80n/Oqz6Q3HV7K88AXvwhnn23ubG5O6tiGkwCPiB+rFZetjOyQdVIBj1ja1m46elW3E9sMHgCnkzmN5n/2yUxQt3dsZ267htIUWFoUKyUlgwV0E/Fa6A/2U+OvZ34b8Z/IR2PePGydfdgyChL2s7CtfRvVrQMwJ8k1iMajuJhKrzVuGX/bO8LLHzuI/+uishJ8PlbkLAB2LaWKpSZfE+ta13F81fGmg1Z2tqn/I4QQQgghYkYpxZ8/8RcyrZmsrnkBcnPhjjvMnZLBI2YSVVlFZU9myizRineAJ7vZQ2le6eBEciJq2rdT5QlNrwCP00mVPx2rVmxui3/ZiZ2dOxnQQRPgSYUAx7x5AMzPLEvI+Xf1deHudlNd150a5x+t4mIq20PUdtZOqlD5aLa3byeTNEp9wNy5Md//bsKpu44WL9X2at6sfzPmh1i9bTUAJ1afCPX1Jmg1FZbjCSGEEEJMMdnp2Rw550hWbzf/f1FcDJmZsCG1mmJKgEfE15w5VLfDlrYtyR4JYAI8CmWySWK9RKuiAurqWFi0kI2eiRVVDYaC7OyqNeObTgEei4WMWZVUB3Lj2jI6IvJ6m9+OeV6SrboagAXBQjZ74h/giRTqrvaEYOHCuB8vZlwuFjYG6A/1xyXTaaNnIwsGbFjy8sHhGPsBkxFZGldTwyEVh/Ba7WvoGLfRfHLzkzhznBxQegDU1sLs2THdvxBCCCGE2GXl3JW81/yeSRpIT4cjj4TVq5M9rN1IgEfE15w5LK7vZZNnEyEdSvZo2Na+jdmWQjKCxL42y/z50NfHoqyKCXfNqemooT/UzwIP0yvAA1BZyaLOtAkHv8ZjMMCTFo6sJ1tlJVgsLPRlsKNzB30DfXE93G6ZavvvH9djxVRxMYu3+wDiEghc717Pkq4ME3CLd6ZLJMCzYwerqlfR6Gvk/Zb3Y7Z7X8DHPzb+g3OXnItFWUyAZyplawkhhBBCTDGrqlcBsPCXC01n4JUr4f33U2qZlgR4RHxVVrKoJUTPQA+1nYlpD703m9s2M2+gAKxWKCqK7c7Dy3AWDRTi6fHg7naPexfr3esBWOLGBIymk6oqFjUE2OzZTDAUjOuhtrRtISdoodRZFdfjRC0jA+bMYUHzACEdGgzAxEtkGdg8XzosXRrXY8VUWRmLWsxrI9atxXsHetnWvo0lDf2DGVVx5XCY9dk1NZwy/xQAntr0VMx2/4e3/0B3fzeX7H8JBINmiZZk8AghhBBCxM3y8uV86sBPEdRBU19xpemuxQsvJHdgQ6RFs5FSainwS+BwoAP4PfCtcJvQvT1uH+CnwFFAN/AI8BWttW+iAw6FQtTV1eH3+ye6C5EAubm5zJo1C8ucOSwOxzk2uDdQWZi8jj5aa9a1rOPS7tmm/o4lxvHNcIBncWc6YCaozjnjWwa2vjUc4PFmxb9GSKJVVbH4nW76DjA1cuba43d+W9q3MK8rDTUnhTpIVVezcHszlJkAzBLXkrgdal3rOsq70yg87LjUyGCK1rx5FPWAK70w5plemz2bCekQS7Z2wgkJCPAoNdgqvTy/nEMqDuH+9+/na0d9DTXJ7KFGbyPffeW7HFt5LIfPPhx27DBBHsngEUIIIYSIG6UUt514G3945w+s3raaI468EQoK4IIL4LDDdm+fniRjBniUUnbgeeBD4CPAPODHmOyfm/fyOBvwArAJOB9wAD8EyoCzJzpgt9uNUopFixZhifUEXcREKBSivr4et9tNcWXlYIBno2cjJ88/OWnjqu2qxRvwso/HCiUlsT/A7NmQlsaihj7INOd75Jwjx7WLDe4NlAQysM/bx2QZTSeVlSwa8lqIZ4BnXcs6DmlMsQ5S8+ax4Jm1cEQ4O2VR/A61rvZt9mkcgNNOi99B4iGSBWcpjvkSrUh23OLG/sHjxF1lJdTUAPDZ5Z/l8scv5/ltz7Nq3qqoHq61JhA0NYl6B3pp62njtdrX+M7L36G7v5vfnP4bs+H74aVf++4bh5MQQgghhBARjhwHB5QewOrtq/nGsd+ASy4xHbX+85+pEeABrgaygXO01l3Ac0qpAuBWpdQPw7eN5P/CjztTa90BoJRqAx5XSi3XWq+ZyIA7OjqoqqqS4E4Ks1gslJSUsGPHDornzMHlh0KyB7NTkuWDlg8A2LdhAErisJQhLQ3mzqVqi5vMZZl82PrhuHex3r2eJa1Mz4laVRWLPObLDe4Ng8tWYs3b52V7x3aubASOTK0Aj73OQ0VeOe+1vBe3w4R0iA/bNvKZFuDMM+N2nLioqgKlWNyby2OtH6K1nnS2S8QHLR9gwcIidwiWxC97ajdz5sBbpj36J/b9BLe+eCvXPnMtr1/5OvZs+26b9g708nrt6/y75t+8tOMltrZtpcXfQn+of4/dLnIs4vmLn9+VBbZ2rfm8335xPR0hhBBCCGGKLd/++u38t+6/HHbzzSbA4/Ume1hAdAGeU4F/DgvkPAT8ADgWeGKUxx0ArIkEd8L+BWjgdGBCAZ5gMEh6evpEHioSKD09nYGBAbDZUE4n+/ZZY1pgdCLWtawDYJ9tXjg0xgWWI+bNI23LNvZbtR9vN749rodqrfmwZR0XNATguOkZ4Cn2Q6mlgHea3onbYda1mud5vxZSqyZJOKJ/QN583m16N26H2d6+nR762WfAnrhMlVjJzIQ5cziw2cLvSz3UdtUyxxabIN2ahjUstZSQPdAI++wTk32Oqbwc3G7o6yMrM4s/feRPnHL/Kex/5/5cuN+FuHJdNHobWdO4htdrX6cv2IdFWTi47GBOmncSJbkl5Gfmk2HNINOaSWFWIfsU78MBpQeYwsoAWsMzz5haSwUFiTkvIYQQQogZ7IyFZ3D767dz9kNn0/jZrSiArtHyXhIrmgDPYsxSq0Fa651Kqe7wfaMFeLKAwLDbBoAQMKm3T2P1jq6In92eowULOLi1lrvy3mEgNECaJarSTzH3fsv7lOWVYa91w1lxWKIFsGABvPoqB5ddwEMf/GVcGQjb2rfRGejiwCamZwZPRQVkZbE84GRNw4Tiu1F5r9lkx+zbQmot0Qp3VTqAUp5tfZWe/h6y07NjfphIgGufnBSqPzQeK1Zw8Fv/gTPhfw3/i0mAR2vNWw1vcaa3CJz9pgZXIlRUmM+NjVBVxfFzj+ffl/6bG1ffyI9e+xFBHSTTmsk+xftwzYprOH7u8Rw952hsWbboj3HbbfDqq/DLX8bnHIQQQgghxG6OrTqWbx33LW558RY2du9kscWSMhk80axzsmMKKw/XHr5vNFuA/ZVSQ9NtDgaswIjti5RSVyml1iil1rS2tkYxNDElzJ/P8i3ddPd3x6X1cbTWNKzh4KJ9oLc3fusjFy4Er5eDcubT2dc5rm5JbzWYpRwr6pmeAR6LBebNY3lrOhvcG/AFJlxrfa/ebnybArKo6iAlAzwH+vMJ6uBgICbW3qp/C2sIljkTlKUSa8cey7K1TViVlf81/i8mu9zRuQN3t5sVOwcS21WsvNx8bmgYvOmI2Ufw0mUv0f31btq/2k7317v531X/48cn/5gzFp4xvuDOP/4BX/86fPKTcM01MR68EEIIIYQYzUXLLgJg9fYXTBb188+bJhvh+ovJEm0hGz3CbWqU2yPuAlzAL5VSpeGOWr8GguGPPQ+i9e+01su11stdiXqHNYWceuqp/PnPf47rMY477jh+//vfx/UYe5g/n+UftAHENXNjbzp6O1jvXs9haVXmhgUL4nOg8H4P7jGxz/FMUNc0rCFTW9m3N3/XO//Tzfz5HLylm5AOxW2Z0ut1r3PYQAmWzCxwjq+LWVyVlEBGBgc0m4yu/zXEJngx3Os7X2VZM+RWLYzL/uPuvPPIVuns02+PWYDnlR2vAHDY2y1JD/BEZFgzKMwq3LXUarzWroULL4SDD4bf/978QyGEEEIIIRKi2l5NVWEVq7evhvx8eOMNc0eSW6ZH859lO1A4wu02Rs7sAUBrvQG4CrgAaATeA94E3gWaxzfMqaGqqoqSkpLdWrj//ve/57jjjovq8c888wyXXnppnEY3flVVVTz//POT39H8+Sz0QH5aLm/UvTH5/U3Am/VvAnC4t3BwTHGx0Eyq92sMkp2WPTixjMbrda9zYFcO6Uv3m76TtQULWPG2+fF/rfa1mO++q6+L95vf54i2XJO9k0rX0WKBOXOorumkLK+Ml3a8FPNDBENB3qx/k8Nrgbnx61IWVyUlcO65HLq+i9d2vsZAaGDSu3xu23M4s4rYf4svsQGeSKC2vj62+129Go4+Gmw2+PvfITv2S/2EEEIIIcTerZy7ksc2PMbTQ3MHkvx/WTQBng2YWjuDlFKzgdzwfaPSWv8RKAGWAeXA54D5wH8nMtipYGBggJ///OfJHkZqmT8fi4ZjcpaYCGcSvFTzElZlZfl/tplJUbyWaM2ZAxkZZGzZzjGVx/D89ugCZF19XbxR9wYnbOqfnsuzIubPp6Q9wD6FC3l+WwyCh8O8VvsaGs3hO4KptTwrYs4c1M5ajp97PC9sfwGt95YEOX7vNr2Ld8DP4XVM3QAPwGc+w4kbAnQFuiad9RfSIZ7b9hwn5uyLRZPYTlMOB2RkjJjBM2ENDXD22WbJ3+uvT99sPyGEEEKIFHfhfhcCcMOB7iSPZJdoAjzPACcrpfKH3HY+0AOM+Ra01rpXa/2+1roZuCh8zIcnMtip4Ctf+Qq33347HR0dI97/2muvsWLFCmw2GytWrOC113ZlMQxdPrVlyxaOPfZYbDYbTqeT888/H4BrrrmGL33pS7vt88wzz+RnP/vZiMd77rnnWLx4MTabjc997nO7TSi3bt3KCSecgMPhwOl0cuGFFw6O++KLL2bnzp2ceeaZ5OXl8cMf/hCA8847j9LSUmw2G8cccwzr1kVRRyS8bOmk3go2t21me/v2sR8TY89seYYj2vMoePBvcM45YLXG50BWq+lctGkTq6pXscG9gbquujEf9lLNSwR1kFXreqd3gCf8WjgxZ19e2fkKvQO9Md39U5ueIjstm6PXdqZWB62IykrYsYPjq46n2d8c85pUT29+GoXipK1M7QDPMcdwAnNRGp7b+tykdvVa7Ws0+Zo4vc1pMroOPjhGg4yCUmaZ1kQDPKEQbN26+20//CH09ZnMnVR8jQshhBBCzBDHzz2e21bexrr8HprywjcmudhyNAGeO4E+4G9KqROVUlcBtwI/Gdo6XSm1RSn1hyHfFyilfqCUOl0pdbJS6jbg98DntdZtMTuD666D446L78d110U9nOXLl3Pcccdx++2373FfW1sbp59+Op///OfxeDxcf/31nH766Xg8nj22/cY3vsFJJ51Ee3s7dXV1XHvttQBceumlPPjgg4RCIQDcbjerV6/mggsu2GMfbrebj33sY3z3u9/F7XYzb948Xn311cH7tdbceOONNDQ0sH79empra7n11lsBuPfee5kzZw5PPPEEPp+PG264ATB1gjZv3kxLSwsHHXQQF1544dgXxW6HoiJOrjfpak9sGq3xWnw0eht5p+kdTl3TaZ7LO+6I7wEXLIDNmzlp3kmACTqM5fGNj5NnyTZLa6ZzgCe8NO7knnJ6B3r555Z/xmzXWmue2PQEJ1adQHZ9c2pm8FRWQmMjJ1YcDcA/Nv4jprt/cvOTrAiWUjyQCWVlMd13QimF87xLOagRnlr32KR2de/ae8lJz+Hst7th8WKzRjqRyssnvkTr6qvNz8wvfmG+HxiABx+EM880gWQhhBBCCJFUK6tXAvBC5L3VJLdLHzPAo7VuB1Ziul89AXwL+Clwy7BN08LbRASBA4F7gb+H93Ge1vruyQ461X3729/ml7/8JcM7gT311FMsWLCAiy++mLS0NC644AIWL17ME0/sGfBIT09nx44dNDQ0kJWVxVFHHQXAIYccgs1mY/Vqs9TpoYce4rjjjqOkZM+2308//TRLly7l3HPPJT09neuuu47S0tLB++fPn8+qVavIzMzE5XJx/fXX89JLe0/KuuKKK8jPzyczM5Nbb72VtWvX0tnZOfZFmT+fRRvdHFh6IPesvWfs7WPogfcfAODsDcC3vgU5OfE94IIFsGUL+zqXsti5mPvev2+vm/f09/Dwuoc517ovmUGmd4Bn1izIzOTEnWk4c5zc//79Mdv1q7WvsqNzBx8tPga0Tt0AD1DltXLYrMN48IMHY7br9a3rebP+Tc5pdZjjWCZYvDdVXHQRn/gA3mh9h43ujRPahbvbzX3v38d5i84h74X/mLo1iTZSBk9TEwRH7DWwi9sNd99tvv7xj002z+rV0NICF10Ul6EKIYQQQojxObD0QAqDGayOBHiSnMGTFs1GWusPgRPG2KZq2Pd+4KQJjyxaoyxNSqZ9992XM844g9tuu40lS5YM3t7Q0EBleIIXUVlZSf0I7+7+8Ic/5Bvf+AaHHHIIdrudL33pS1xxxRWAyeK57777WLVqFffddx9f+MIXRhxHQ0MDs4ek8Culdvu+paWFz3/+87zyyit4vV5CoRB2u33U8woGg3z961/nkUceobW1FUt4Aul2u7HZxmjtO38+vPYalx3wRb7w7Bd4vfZ1Dp99+N4fEwMhHeKut+/iiB4nS3JzTQu7eFu4EHp7UfX1XLr/pdy4+kbWtaxjn+KR21bfs/YevAEvlzQ7obgYpnMHuXCr9PQt2/nkyk9y5//upK6rjlkFsya96zvevANbpo2PW5eZG1I4wMOOHVy434Vc+8y1vFH3BofOOnTSu/7Nmt+Qbknn8rWW+NWYSqR587hw2UV8LXQfv/nT//Gzr4y/ftcP/vMDuvu7ucF/APjuM7VrEq2iAv45JFPtxRfh+OPh+utN4GY0994L/f3wta/BbbfBq6/CffdBYSGcdlq8Ry2EEEIIIaJgtVg5fmAWq6u3oQE1BZZoiQn41re+xV133bVb8Ka8vJwdO3bstt3OnTupGKFIZmlpKXfddRcNDQ389re/5f/+7//YsmULABdddBGPP/44a9euZf369Zw9yqSlrKyM2trawe+11rt9f+ONN6KU4r333qOrq4v77rtvtxo9algHogceeIDHH3+c559/ns7OTmpqagb3O6b582HnTq5YeiHFucXc8PwNBENjvIMdA/euvZeNno18bl2uWZ6RCJEW7Js28emDPk1+Rj7f+Pc3Rty0o7eDb7/8bY6YfQTHve2Z3tk7EeElbF88/IuEdIhvv/TtSe/yrfq3eHjdw1y9/Gpy68OZcyke4Ll0/0spyi7i1pdunXSx5U2eTdy55k4uXnYxxZvqp3b9nSHKfv4HLnVX8JuuF9i6aXwd+F6vfZ2f/venXHHA5Sy9/c+wZAmcFP/3HPZQXm7eyYn8sb8/nLX2hz+YTLORBINmKelhh8FNN0FWlmmF/thjcN55kJmZmLELIYQQQogxrTzwHHYUwjY7qb9ES0zM/PnzOf/88/lFpHYCcNppp7Fp0yYeeOABBgYG+Mtf/sKHH37IGWecscfjH3nkEerqTHFeu92OUgpruDDwrFmzWLFiBRdffDEf+9jHyB6lFdvpp5/OunXr+Nvf/sbAwAC/+MUvaGpqGrzf6/WSl5dHYWEh9fX1/OhHP9rt8SUlJWzbtm237TMzM3E4HHR3d3PTTTdFf0EWLIBQiLwGN7etvI3/7PwPX3nuK4R0KPp9jEdbG++ffTiff+KzHFZxGOe/0GImeIkQbpXO5s04chx87aiv8diGx/jtmt/utll3fzef/OsnafY185NVt6PWfThzAjxbt1JVMIfPH/J57nr7Lu5/b+JLteq66jj/0fMpzSvlpqNvgp07zR2zJp8VFHOzZpnCuzt2kJ+Zz9eP/jrPbnmWX731qwnvstXfyrkPn0tOeg7fPeRr4PFMmwAPGRl865I/kT0AH3v0PNzd0XUoeHXnq5z10FlUFlZyu/OT8P77JmMmXsXV96a83HyOLNNaE+4K1tm567U63F13wbZt8JWvmJpBZ54J99wDfj9cemn8xyyEEEIIIaK28vgrAVh9eMnUWKIlJuab3/wm99577+D3DoeDJ598ki984Qt89rOfZf78+Tz55JM4nc49HvvWW29x3XXX0dnZSUlJCT//+c+ZO2TSdumll3LxxRfvtSW70+nkkUce4fOf/zyXX345F198MUceeeTg/bfccguXXHIJNpuN+fPnc/HFF/PTn/508P4bb7yRa6+9lhtuuIGbb76Zq6++mn/+859UVFRQVFTEd77zHX7zm99EdzEiWS0ffshlZ1/G241v89P//pSXdrzEBftewP4l+1OeX05WWhZWixWrsmK1WLEoE4NUmGyiSFaRQmFRFpRSKBRKKbr7u+ns7aTF38K/HvwOv1j6X/K9Fv5yzo+xdB+ZuAye8nJT52fTJgBuOPIGXt7xMlc/dTVPbHqC5eXL6ezt5LENj7Gzcyd3nnEnhw6Ugs8H+4y8jGtamT/fdAGqq+P7K7/PmsY1XPTYRTzy4SOcNO8k5hbOxZXrIsOaQbolnQxfN9Zv3krfwfvTd8HH6R3opW+gj52dO3mz/k3uee8e+oP9vHDpCxRkFsCWLabAcLxrLU1ERoZZshPujHTdYdfxwvYXuPaZa3mx5kXOXHgmc+1zsWfZSbOkYbVYSbOkkWZJYyA0QO9ALz39PfQM9NDe086ahjX87u3f0d7TzhMXPEFZa485znQJ8ACzDjmRh66xcfbp9ez763256uCrOLjsYMryy8jPyEejGQgN0N7TTr23nn9s/AcPr3uYans1z170LPbf/83s6KMfTdIJhAONO3eaDK4PPoBVq+C550ywZ9iyXbZuhS9/GU48cdeSss99znTNOvpoOOKIRI5eCCGEEEKMYZFjEeX55aye1cNVtckN8KjJLg2Il+XLl+s1kXc6h1i/fv1udW1mqpdffpmLLrqImpqawVo4qWa356q319S/+eIX4Qc/QGvNfe/dxw9e/QHrWqNotT4BZ6+HXz4Ds277Nfzf/8FLL8Exx8TlWHs44AAzsXvySQACwQDff+X73P3u3ezo3EGmNZMj5xzJzUffzPFzj4eHH4bzz4c334QVKxIzxmR54QVYuRKefx5WrqR3oJfvvvxd/vDOH2jyNY39+CHSu7fM7gAAK1pJREFULemcuehMvn/C91nkXGRuPOook6kxRsHwpDnjDJOd8eGHgHltfOel7/DrN39FW1/7uHd3wtwT+NGqH3FQ2UHw+OMmKDDdXkdnncX/2j7gq1dV88L2F9CM/nfLlmnjMwd/hhuPvpHCrEL4+MdNIGVINmJCNTWZgOPPf26WXB16qKmvc8klcOut8M1v7to2GIRjjzVBoPff370Nelub+R2aJu/LKKX+p7VenuxxJMJo/wsJIYQQIrVc8tglPLPmIZpfWoHlP6+O/YBJGu3/IflPcQrq7+/n5z//OZ/61KdSNrizh6wsM+F86in49rdRmZlcvP/FXLz/xTR6G9nctplGbyOBYICgDhIMBRkIDaDRg/VJIpM6rfXg7SEdGvw6hzRsaXnYC8s4aNUluIpmQdc78OtfmzEsXZq4812yBF55xdTYUIoMawa3Hncrtx53K8FQcDD7aNBrr5lrtP/+iRtjsoRbpbNlC6xcSVZaFt894bt85/jvUNtVS11XHe5uN/3Bfvrb3fRf93kGKmeRuWkbWRdfTuZHPkbmgKbkh79m8bHnkP7xT+2+/02b4CMfSfx5RWvFCnj6aWhvB7udDGsG3znkq3zrsrvZ2NNO3elH0XndZwmmWRkIDTDw79X03/Mn0kKQ9bs/kp1fRHZ6NvkZ+exTvI/JWoqIBDGmUQYPAPvtx8E/fIbnV6+nU/eyybOJZn8z3j4vFmUhzZJGYVYhzhwn+xTvQ5plyJ+2detg2bLkjb2kBBwOE7RJTze3HX00VFebsQ31ox+ZYsr33LN7cAegqCgx4xVCCCGEEOO2cu5K7n3vXt5XLSRzRicBnilm/fr1LF++nP33358//elPyR7O+Fx5pfkoLjZdZQ47DICy/DLK8svGvz+3Gy6+2Lwj/pWvwPLlUFdnsmF2tMJXboFbbjETq/JyGGEpXNwcdxw89BBs2LBH7R+rZUgdkFAIfvMbM6E77jizhGe6mzXLLJ968UUT7DjwQFBmmd0c2xzm2IYUR/7KV+DtAbj/GRO0+XcTfOV0U4D2z8+Yj/M+AXl5ZvuODmht3bUkMBWdfrrJ3Dj3XPjqV03h3zvvxFJbx5ILL2TJPQ/AFm0K6rpccOXP4O3wYxuK9h682rDBBBMS+VpPhP32g4EB2LQJ2377saJiHNlJdXUmYyxZlDJLLz/4AAIB85zOmWMCzuEsLjo74TOfgb/8xWQcSRt0IYQQQogpZWW1+X9zdU5zUgM8UyT9Q0QsWbIEv9/Pa6+9RkEiWn7H0uWXmzoSeXmm9e9k3XUXPPssfOtbZgK1YYOpYxMpWn3MMeadckj8O/inn26WCf3iFyajxO83t2/aBGvX7tru7rtNfY2MDHMeM4HFYorGPvQQHHyw6Q40kvZ2+NWv4MILTeHqlSvNsqtAAJ55Ztd2//rXrq/fDkdC9tsvfuOfrIMPNoGdd96BU06BBx807bJPPNG0wf7LX+Ctt0wA4DvfMcuLfvxjyM01dVv2Zv36xNWaSqRI8fEPPjCff/YzOPlkePnlvT+uq8t8DM+GSbTly81r8/nn4fDDTdBn6VLYuNEErm64AR55BG6+Gf78Z3O/EEIIIYSYMmYVzGKhLmK1y2vexE8SCfCIxFHKZB985jNmYtbYuPft333X1KV5+uk979PaBEeOOAKOPx527DB1dq691vxAFRaaoE+kLfK558b4ZMYwaxZcdhnceScsWmQCDu+8Y7JVDjsMWlrMdo88YoIXjY1wyCGJHWMy3XGHCVoUFZkMppE89hj09JjnFEwApLvbLH176SW46iqw2cyyv4hXXjGvs8MPj/85TJRScNttJrPk0EPhk580dVpuvNHcf9558L//mbot3/ymyca56io48khz3gMDcOqpplZLT7iocl+feQ299970LNS9cKGpPfPBByZD68tfNoG9Y4+Fq6/eFUAdrrbWfE52R7UzzjDPUX09nHCCuW3pUujvN7V27r8frrjCBPSyspI7ViGEEEIIMSGHZ8xjbQnmjeokkQCPSLzzzjMBmr/+dfRt3n3XTIQixYc7Ona//403TDbMFVeYbI7XXzfZMjfdZJY63X67yRT5zGdMBsQVV8TxhEbx61+bINQPf2haJB90kAlQ9PbCP/5hrsGbb5oso5n2jr3TadpWf/nLJvDV2AgPPGAyNd56y2zz0EMwb57JfgDzvFos8N3vmgn9ySebbkTPPmuu5fvvwx/+YIJ+hYXJOrPo5eSYoshHHWWuw/HH77pv333hP/8xNVmee85kvUWK7/7+9+acX37ZBAZ6e8325eVmqU8kgDCdZGSYzKS1a+HRR00x4tdfhy99CX73O1O8fSR1deZzsjN4jj0WzjrLLNe85BJzWyQQ95OfmNfzJz6RvPEJIYQQQohJqy6opCEfeht2Jm0MEuARibdkiZncPPKIyUZ44w3zTnbEhg0mWyMvzwSBfD6zbGGoP/8ZsrNNsCgz02TFWK1QWgr//rep9QMmIHDwwckJoGRkwKWXmjoyd9xhOuD85CcmuPGf/8D27aYzzkzK3BnulFPM53/+01yndetM1kpLC6xebSa9keeusNDU7HnxRZPNsXKlyWRpaDBBtEMOMctxfvCDZJ3N+BUXm6yjH/1oz9doQYEJ/BxwgPn+2GPN589+1hRRrq42P0OPPmoKVh96KHzsY8lrBx5vBx9sgn/3329+fxx6qAnkXnst/PGPpg35cJEMnmQHeCwWE8z78EOw281tkaV0991nMtES1eFPCCGEEELExVzHfLSCHbXvJ20MEuARyXHeeSYD4dBDTXDm8svN7f39ps2z1WraaZ9zjrn/17/etZbR6zV1S845x0yCp4JPfcpkV3zxi2apzWuvmewdmNkBnv33N0Vnv/xlE6hZutQEe37xC/N8D89qiCy5O/FEMyk+7TTTmehrXzOBw02bzPWdjlas2PV6v/ZaU4x39WqT0bRggXlNPfro9C3UvWKFCfy9+qpZ1hYJiF1/vcng+sUv9nxMba3Zrrw8sWONRm7urqVjq1bt6rAlhBBCCCGmpOoy07V5W+OHSRuDBHhEcnz60+ad7LffNu+u33+/ydz54x9N4dE//GFXO+1rrzUT95/8xCx5uugiEyyJ1GaZag49FDZvNoGMrKzpWTMlWhaLmdx6PKb700MPmcn6975ngj2R4roRX/qSyfD51a/M96Wlpijx175mMreKixN/DomSkWHqDd1yC1xzjekgFwyan5errzbXcjo7/fRdX1944a6vKytNIPDOO02WzHHHmSWQYAI8ZWWpGzyJBCyla5YQQgghxJRXXXUgAKfV/YA+X2dSxqC01kk58FiWL1+u16xZs8ft69evZ8mwttNTQU1NDXPnzqW/v5+0tMl1p6+qquL3v/89J554YoxGFx9jPld1dSYbx+EwQZ4LLzS1RaqrdxXLBdM16fDDd3VIyskxXWduuSX+JxEPq1ebDBQw9XfG6gQ03a1ZY7KxbrrJBCqOPtosYfvFL6ZuEC9RvvY1U8Po0UchPz/Zo4m/v//dBACHL0Nbt850yotk+VVUmCVbp5xigsFvvJHwoUbF7zd1hY44ItkjmVKUUv/TWi9P9jgSYbT/hYQQQgiRmg7/ko3/FnSx9ZRnqD70lLgdZ7T/hyYXaRC7mSqBl5QxtLPNJz4Bf/qT+frRR3evR5KRYYIgr70Gc+aYzB6rNbFjjaUVK3Z9ncrdnhJl+fLd66c8+qhZvjY0Y0OM7Lbbkj2CxDr77JFv32cfk7XzwgsmWPzFL5rASW1tamfI5eZKcEcIIYQQYhr55vG3ctr/rqd5+wdxDfCMZprn9Isp43vfM62Ef/KTkSc8ublmKc+iRVM7uAOmjkokeHH++ckdSyoqKYEzz5z+S45EbJ1+Ovz4x/CRj5jv33gDamrMEi4hhBBCCCESoKR6GQAtdRuTcnyZQcVJMBjky1/+Mk6nk+rqap566qnd7u/s7OTKK6+krKyMiooKbr75ZoLBIABbt27lhBNOwOFw4HQ6ufDCC+kY3iZ8FD09PXzpS1+isrISm83GUUcdRU9PDwDnnXcepaWl2Gw2jjnmGNatWzf4uKeffpqlS5eSn59PRUUFt99+++B9Tz75JAcccACFhYUcccQRvPfee5O8OiOYNQueeGL0dsfTTaTm0EEHJXskQkwvVVWmU90//mFayM+dm+wRCSGEEEKIGaK4YiEALS3bk3L8Kb9E67pnr+PdpnfjeowDSg/gZ6f8bFyPueuuu3jyySd55513yM3N5WMf+9hu91966aWUlJSwZcsW/H4/Z5xxBrNnz+Yzn/kMWmtuvPFGjjnmGLq6uvjYxz7Grbfeys9+NvYYvvzlL7Nu3Tpee+01SktLeeONN7CEMyFOPfVU/vjHP5KRkcFXv/pVLrzwQt59910ArrzySh5++GGOPvpo2tvb2b7dvCDffvttrrjiCp544gmWL1/Offfdx1lnncXGjRvJzMwc1zURQ9hs5kMIEVtKmc50Tz9tvpcAj5gApdT5wPnA4UApcLnW+u4RtqsA7gBWAb3AQ8ANWuvuYdt9GrgBmA2sC2+zOp7nIIQQQojEc+Wapi/NnfVJOb5k8MTJww8/zHXXXcfs2bMpKirixhtvHLyvubmZZ555hp/97Gfk5uZSXFzMF7/4RR566CEA5s+fz6pVq8jMzMTlcnH99dfz0ksvjXnMUCjEH//4R37+859TUVGB1WrliCOOGAzEXHHFFeTn55OZmcmtt97K2rVr6ew01b3T09P58MMP6erqwm63c1A4s+Suu+7iM5/5DIceeihWq5VLL72UzMxM/vvf/8b6kgkhRGwMXeYZ6cYnxPicC1QBT462gVIqDfgnUIkJBn0BOA/43bDtPgHcCdwDnIoJ8DyplBrWJlAIIYQQU11mWiaF1jxaDtsvKcef8hk8482sSZSGhgZmz549+H3lkDoQO3bsoL+/n7KyssHbQqHQ4PYtLS18/vOf55VXXsHr9RIKhbDb7WMe0+1209vby7x58/a4LxgM8vWvf51HHnmE1tbWwawet9uNzWbjr3/9K9/97nf52te+xrJly7jttts4/PDD2bFjB3/+85/55S9/ObivQCBAQ0PD+C+KEEIkwsknw803m68XLkzuWMRUdb7WOqSUygM+Nco25wFLgPla6+0ASql+4CGl1Le01pvD230L+LPW+jvhbV4CDgS+BlwUz5MQQgghROIVF5bTkp+cXBrJ4ImTsrIyamtrB7/fOaRL0OzZs8nMzMTtdtPR0UFHRwddXV2DNXFuvPFGlFK89957dHV1cd999xFNO3un00lWVhZbt27d474HHniAxx9/nOeff57Ozk5qamoABve7YsUKHn/8cVpaWjj77LP5+Mc/PjjWr3/964Pj7OjooLu7mwsuuGDC10YIIeLq4IPhppvggQd278gnRJS01qEoNjsVeCsS3An7OxAATgFQSlUDC4GHh+37kfDjhRBCCDHNnFR9EkucS5JybAnwxMnHP/5xfvGLX1BXV0d7ezu3DWlnXFZWxkknncSXvvQlurq6CIVCbN26dXAZltfrJS8vj8LCQurr6/nRj34U1TEtFgtXXHEF119/PQ0NDQSDQV5//XX6+vrwer1kZmbicDjo7u7mpptuGnxcIBDg/vvvp7Ozk/T0dAoKCrCGO1V9+tOf5s477+SNN95Aa43f7+epp57C6/XG8GoJIUQMKWU680kgWsTXYmDD0Bu01gFga/g+hnzebTtgPVCklHLFdYRCCCGESLhfnvZLbjnulqQcWwI8cfLpT3+ak08+mf3335+DDjqIc845Z7f777nnHgKBAEuXLsVut3PuuefS2NgIwC233MLbb7+NzWbj9NNP3+Oxe3P77bez3377sWLFCoqKivjqV79KKBTikksuobKykoqKCpYuXcphhx222+PuvfdeqqqqKCgo4M477+S+++4DYPny5dx111187nOfw263M3/+fO6+++7JXRwhhBBi6rMDHSPc3h6+jyGfh2/XPuz+QUqpq5RSa5RSa1pbW2MwTCGEEELMFCqapT/JsHz5cr1mzZo9bl+/fj1LliQn3UmMjzxXQgghYk0p9T+t9fJxPsYGlI21ndZ6t0ybcA0eLyN00VJKbQae1Fp/cdjtrwI1WusLlVIXAvcBhVrrziHbrAL+BSwcUqtnD6P9LySEEEKImW20/4emfJFlIYQQQogxnAfcFcV24yna1A4UjnB7IbsydtqH3NY5bBsYOQNICCGEEGJCZImWEEIIIaY1rfXvtdZqrI9x7nYDu2rsAKCUygCq2VVzJ/J5t+3C37dprWUNlhBCCCFiRgI8QgghhBDj9wywQilVOeS2s4BM4FkArfU2YBMmgwgApZQl/P0ziRuqEEIIIWaCKblES2uNkta3KS1VazsJIYQQY1FKLQWWAlnhm5YrpXxAq9b6pfBtjwJfB/6mlPoGYAN+CjwwrK7OrcB9Sqka4FXgUmAB8Ml4n4cQQgghZpYpF+CxWq309/eTkZGR7KGIvejv7yctbcq9vIQQQgiAjwND+5teE/54CTgOQGvdr5Q6BbgDeBjoAx4CvjJ0R1rrB8PFmr8KfANYB5yhtf4gzucghBBCiBlmys3ACwsLaW5upqKiAotFVpilolAoRHNzMzabLdlDEUIIIcZNa30rJvNmrO3qgLOj2O4uoivyLIQQQggxYVMuwON0Oqmrq2Pjxo3JHorYi9zcXJxOZ7KHIYQQQgghhBBCzAhTLsBjsViYM2dOsochhBBCCCGEEEIIkTJkjZMQQgghhBBCCCHEFCcBHiGEEEIIIYQQQogpTgI8QgghhBBCCCGEEFOcBHiEEEIIIYQQQgghpjiltU72GEaklGoFdsTxEE7AHcf9T0dyzcZPrtn4yTUbP7lm4yfXbPxS5ZpVaq1dyR5EIsj/QnEzU88bZu65y3nPPDP13OW8Z44R/x9K2QBPvCml1mitlyd7HFOJXLPxk2s2fnLNxk+u2fjJNRs/uWbTz0x9TmfqecPMPXc575lnpp67nLeQJVpCCCGEEEIIIYQQU5wEeIQQQgghhBBCCCGmuJkc4PldsgcwBck1Gz+5ZuMn12z85JqNn1yz8ZNrNv3M1Od0pp43zNxzl/OeeWbquct5z3AztgaPEEIIIYQQQgghxHQxkzN4hBBCCCGEEEIIIaYFCfAIIYQQQgghhBBCTHEzKsCjlFqqlFqtlOpWSjUopb6tlLIme1zJoJS6TCmlR/i4esg2Sil1k1KqVinVo5R6WSl1wAj7mpbXVSk1Xyn1W6XUWqVUUCn14gjbxOwaRbuvVBblNasZ4XXXNMJ20/6aKaXOU0r9QylVr5TyKaX+p5S6YNg28hobIsprJq+xIZRS5yqlXlNKeZRSvUqpjUqpm5VSGUO2kdfZDBHNczjVRPm3J2av8VSQ6L8fqSTRv9NSlVKqIvzca6VU3pDbp9W5qxk+Z1FKpSmlvqaU2qyU6lNK1Smlfjpsm2l1/kqpF0d5zrVS6vDwNtPqnGNKaz0jPgA70AA8D6wCrgb8wHeTPbYkXY/LAA0cDxw25KN4yDY3Aj3A54ATgacBN1A6E64r8BGgFngEWA+8OMI2MbtG0ewr1T+ivGY1wP3DXncHDdtmRlwz4HXgAeDjwAnA7eGfy2vlNTapayavsd3P4TPA94CPYn7nfzV8TnfI62xmfUT7HE61DxL89zoVPhL99yOVPhL9Oy1VP8LPf1P4ec+brufODJ+zAPeGx/0Z4FjgIuD7w7aZVucPLB32XB8G/AtoBdKm4znH9PolewAJfKHcCLQDBUNuuwHoHnrbTPkY8ssyb5T7s4BO4JtDbssN/2B9d8ht0/a6ApYhXz/KsH8YY3mNot1Xqn+Mdc3Ct9cAt4+xnxlxzQDnCLc9AGyX19jErpm8xqK+jt8DOgAlr7OZ8xHNczgVP8b62xPL13iqfCTy78dU+IjX77RU/QCOBtqALzPk//npeO7M4DkLcArQDyzdyzbT9vyHjDMj/Hr/zUw558l8zKQlWqcC/9Radw257SEgGxMNFbs7AigAHo7coLX2A09grmXEtL2uWuvQGJvE8hpFu6+UFsU1i9aMuGZaa/cIN78DFIe/ltfYMFFcs2jNmGs2Cg/mHyaQ19lMMi3/Zif473VKSPDfj6kgXr/TUk54eckvgW9jMhaGmtbnPorpfM5XAC9orT/cyzbT+fwjTsFk4zwY/n4mnPOEzaQAz2Jgw9AbtNY7MRG8xUkZUWrYqpQaCK9f/syQ2xcDQWDzsO3Xs/v1msnXNZbXKNp9TRdXKKUCSqlOpdSjSqnKYffP5Gt2BBD5Qy6vsegMvWYR8hobRillVUrlKKWOAj6PeSdMI6+zmWSm/s2eKf/TxOvvR0pK0O+0VHQ1JoPhVyPcN53PfSbOWQ4FNiml7lBKdYXryPxNKVU+ZJvpfP4RnwDqgVfC38+Ec56wtGQPIIHsmNTN4drD9800jcA3gDcBK3ABcKdSKkdr/VPMNfFprYPDHtcO5CilMrTWAWb2dY3lNYp2X9PB48B/gTpgCXAL8IpSaj+tdWd4mxl5zZRSKzG1JK4I3ySvsTGMcM1AXmOj8QOZ4a/vAb4S/lpeZzPHTP2bPe3/p4nz349UlYjfaSlFKeUAvgNcpLXuV0oN32Q6nvtMnrOUYpaorcUEOfKBHwKPKaUOCwc0p/P5o5TKAc4Efhc+X5jm5zxZMynAA2b95nBqlNunNa31P4F/DrnpGaVUJnCzUurn/7+9Ow+3qyrvOP79kTA2zBSRFo1WsChSrUhFLALBCSgUFH2EIlhFqgKizGIxQKDIIKFiCzIYgwzKKITBhqACMlSEoECJIgaIYSYQI0Gm1z/edZqdnXPuuffm5A7n/D7Ps557zz57r73Wysnd71l7rbUbuzU5VE3e6+V27WQb9TevUS0ivlh5eZOkW4CZwKeAydVdmxzetW0maTy5fsIPI2JK5S1/xlpo1Wb+jLX0HmAVYHPgKOB04PPlPX/OekevXrO7NqYZouvHSDRUf9NGkuOA2yPimj726aq69/h3FpW0c0Q8DSDpUeCn5OLqM8p+3Vp/yM6dcSyantXQzXVeKr3UwTMPWKPJ9tVp3rPXiy4hn8YwnmyvVSWNqfWOrgE8HxEvlde93K6dbKP+5tV1IuIeSbOAv69s7qk2k7QWcC3wMPl0hAZ/xlroo82W4M9Yiog7y683S3oK+K6kU/DnrJf06jW7a2OaIbp+jEhD9DdtxJD0VnKE1laS1iibVyk/V5f0Cl1a9yZ65TvLPODBRudOcTPwIvmkqRl0d/0hRy49EBF3VLZ1e52XSi+twXM/tbl2kjYgV9y+v+kRvSvINhkDvKn2Xn0uYy+3ayfbqL95dbNqT3rPtFkZejqNXBxyh7JIXIM/Y020abO+9ORnrIXGF6M34M9ZL+nVa3ZXxjRDeP0YDZbV37SRZENgeeBW8ovrPBatwzOHXHi5W+veSrd/Z/m/FtsFNBaX79r6S1qdXCi5Pnqna+vcCb3UwXMt8EFJq1a2fRxYSA5zM/gIuRr/Q8AtwHxgt8ablTmQ11aO6eV27WQb9TevriNpE+DNwC8qm3uizSSNBS4mg7YPR8QTtV38GavpR5s1O6ZnP2N92LL8/B3+nPWSXr1md11MM8TXj9FgWf1NG0luBrappa+X97YHTqJ7617XK99ZpgGbSlqnsm0rsqPv7vK6m+u/C7nOVr2Dp5vrvPRiBDyrfSgSuZDSo8B0YDvgs8ACYNJwl22Y2uNS4DCyV3RH4DyyF3z/yj5HkKuMfwGYAFxN/jF9TS+0Kzns9aMl3QrcW3m9SqfbqD95jfTUrs2AHcg/0nuQgcnnyFXxHwRW67U2A75d/t8dALy7llb0Z2zgbebPWNM2uw44mPx7/wHg6FLXiwZSz15qs25N/f03HG2JIb5ej4TU7m9hN9a5UuYh/Zs2khO5AG8A47q17vTwdxbyUeAPl79r/wTsDjwCTK/t1631vw6Y2eK9rqxzR9ptuAswxB+StwA3kL12j5Kr0I8Z7nINU1scD8wq/zEWkne296ztI+BIctjnQvLRdO/olXYl5/VGizS+023U37xGcmrXZsCm5HzhJ4GXgMeAKcD6vdhmwGx/xjrbZv6MNW2zY4F7yKDmWXIqw/7A8gOtZ6+0WTen/vwbjrbEEF+vR0Ia6uvHSEpD/TdtJCead/B0Vd3p8e8s5DSka8inxs0jY5o1u73+wDpkHHd4i/e7rs6dSioVNzMzMzMzMzOzUaqX1uAxMzMzMzMzM+tK7uAxMzMzMzMzMxvl3MFjZmZmZmZmZjbKuYPHzMzMzMzMzGyUcwePmZmZmZmZmdko5w4eMzMzMzMzM7NRzh08Zh0iaaKkqKTHJE2TtOkg8ztK0u8lvSppSoeLO2pJ2ru077jhLksnSJot6eRlkG9I2q/T+ZqZmY0kTeKvRrq+Q/lvVM6xRify6+c5J0p6aqjOVzv31qX9Nulwvl0Vv5mNVGOHuwBmXeY54EPl9/HAMcB0SRtHxDP9zUTSZsDRwFeAnwBPdLaYNoLsAjw93IUwMzMbxarxV3VbJ2wEfA2YAjzboTzbORu4aojOVXcnsAXw22E6v5ktBXfwmHXWyxFxW/n9NkmzgVvJoOOCAeTzt+XntyJi/tIUSNLKEbFwafKwZSci7hruMpiZmY1y1fhr1IuIOcCcYTr3fKBr2tKs13iKltmydXf5uUF1o6TPSLpX0p8kPSTp0Mp7U4DzysvnynDWrct7a0k6U9Ljkl6QdIukf6jlHZK+LGmypCeBX5XtK0k6UdIj5bx3S9q+duxsSSdL+pKkOZLmSbqoPixZ0tqlHI+WcsySdGDl/eUkHS7pgXKuX0vaq11jVcp+mqRnJD0r6ZuSVmhz3AmSfiVpQSn3+ZLWG2Td2rZxfzSGV0vaUtKdJa+Zkt7brFzl9zVK2abW9rmytOEqgy2jpPdKuknS/JJmStptoPUyMzMbLSS9VtK5kh6UtLBcSyfV4wpJR5SY5YVybb1O0nol/mqMpPldiVNm93G+Lco1e66kP5Zr7R61faZJul/SypVtB5Vzv7W8XmyKlqTlSwzzcImr5kq6vF181KR8jVjo35VLCSwoMdPqlX0Wm6IlaTflcgETKvuML7HEpMq290r6qaTnJT0t6SxJq7YpT9N2H0idzGxxHsFjtmy9rvz8XWODpEOA44ETyelX7wSOlfR8RJwOHAs8AnwV2BZYCNwnaUXgemAN4BBy2tbngOslbRgRj1XOewhwI7AnizpyLwE2J4cZ/xb4GHClpM0iYmbl2I8BvwQ+C/w18I1S3s+X8q9cyr0uOY3sfuBNJTV8E9iLnKJ2J/B+4FxJT0fEtDZtdhB552gP4K3AccALpU6trFvKOBf4y5LHDZLeFhGvDKBuA2nj/lgF+B7wH8CjpVzXtsorIp6V9GngOkmXRcQVkj4F7AD8Y0Q8P5gySloNmAb8kPw3EfC2koeZmdmoJ6n+veYVYB3gGeDLwDxyutVEMlbYtxz3SXJK/GHAvcDaZPz1F2QMczBwMrAreS3/Ux/FeD3wM+AMMnbZEviOpFcj4sKyzz7APWRscKCkjYFJwNci4t4W+R5BxkWHkzHlesD2wJg+ytLKJ4AHSjleS8ajZwNNb/pExMWSdiXjuLcBfwDOLeU4BkDSlsAM4Argo2QbngCsWV4voU27m9lgRYSTk1MHEhkwPEV2nI4F/gaYDtwFrFj2WQ1YQF7Eq8ceAzwGjCmv9wYCGFfZ59PAi8CGlW1jyc6akyrbArirlv+Esv19te03AhdXXs8u+Y2tbJsMPFZ5vS/wKvD2Fu3wpvL+XrXtU4Gft2nDIDuMlqtsOxJ4HlirVdvU8hgD/FXZZ6sB1q1fbTyAz0MAu1e2jSMDzRNq5Tq5duyZwOPAO8j5/l8f5Odgv/L7ZuX1qsP9/8TJycnJyamTqXK9raftmuw7Ftid7HxZoWw7Hbi0j/x3LPmNH2C5VM53JnBD7b1PlFhpAvC/wC2UGLBSp6cqr6cBp3SgrWaXOKQaX+5RyrJxeb11qe8mlX3WIm+inQMcUOKQv6u8fxPw49q5tq3mQy1+a9fuTk5Og0ueomXWWWsDL5X0APkFfdeIaNzt2YK8M3GxpLGNBNwAvIYcVdLKdsAvyCHCYyt3qn5KfoGvurrJsY8BP6udd0aTY38cES9XXt8HrFsZBrwt2YE0s0U5J5CBwuVNzvV2Se3uNv0wIl6tvL4MWBlo+TQHSR8u05SeA15m0bz1jQZYt4G0cX9d3vglIhaQnX6btznmIOCP5PpNc4CjKu8Npoy/JTsWL5C0s4bwSSBmZmZD4DngXbV0u9KBku6TtJCMz84HVmTRKOuZwPaSjpa0eT/ilJYkrSnpPyU9xKJ48LPU4pHI0TyXkvHaJuRNsVfq+VXMBPaWdKikTSVpsGUEppd4pOEysjPqXa0OiHxQyD7AvwInAUdHxN0AyunjWwA/qMV9N5P1f2cfdepIu5vZIu7gMeusRoDxbnKkywrkl+rG/7V1ys97WXThfwn4cdm+2Fo9NeuUfF+qpU81Oe7xJseu1+TYiU2Ofbb2+kXywt/oBFmbHKLcVznHkG1RPdcU8k7Wa/s4FpZ8YljjddPjJL0LuJLsCNmTDDLeXd5eqbb7s7XX9boNpI37Y0EsucD1E7RpgxJ4TSMD0HMqHYSDKmNEzAM+ACwP/AB4UtLVkt444BqZmZmNPC9HxB219AfgQOAU8mbLzuQNli+UYxoxwrnkVKGPAbcDj0s6dpAdDlOAj5OdIB8gY8JzWTIeAbiQvM5Pj4jftMl3EvAtckr53cAjkr44iPJBLc4qccoC2sdnN5Dx5XLAWZXta5Jx33+xeFzyJzLuaBU/dbLdzazwGjxmnfVyRNxRfr+93C2aSs5r/j45LBZyuG+9EwZgVh95PwPcQa63UlefDx5Njv098M995N9fT7P4ejt1z5CjaLYkR/LUtXvk+7otXrfqVNoFeBL4eETkmGjp9W3O0cpA2rg/xmnJp5itS98dZEjarJThLuCrki6MRWvrDKqMEXEr8KGyhtJ25PpDF7CoM8zMzKzb7EZORT+ysUHSW6o7lFHDpwKnStqAnLJ0HBk3ndHfE0laiVwzb7+IOKOyfYkb6mVtvFPJ6/xOkj4YET9qlXdEvECO5j1K0obAvwGTJc2KiOv6W8ZisTirxAXjaBObkGvqjCFHhE8mp7pB3jwL8qbhNU2Om9sss061u5ktzh08ZsvW98jF4w4jO3huJRdNXj8i6tOo2plB3g16OCLadZI0O/YgckTJ/QM8tlleu0naNCJ+2eT9G8gAYPWImD6I/HeWdERlmtauZJvd02L/lYGXGp07xR4t9m1nadq4lV3IjhQkjSMXnP52q51LgDgV+BF5V+vusv9OnShj6Wy6qjwd44iBHm9mZjaKrMySNz9axggR8QhwQnnAQaMj6MXys9konKoVyfjn/89XniK1E0veeJtc9t2WHJlztqRNIuK5NucgIn4j6WByJNJbgIF28Lxf0rjKNK1dS/nuaHWApPcB+5NxyXzgR5IujYhLI+KPkm4D3hwRxwywLEDLdjezQXAHj9kyFBEh6XjgfEkTImKGpInAaWWUyY3kUNeNgG0iYpc+sptK3rH5ifKx2g+S06U2JxcKPrWPY6eTHQbTJX2dnCK2GvB2YKWIGMgX/alkUPE/pS6zgDcAG0XE4RExS9IZwEWSTiQDhpXIJ2JtFBGfaZP/quQaRWeVY44CTi/zv1vV7UBJk8lHmb4H+JcB1Kdet7ZtrHyU/dYRMb5NfguB40rHzlzySRwrAKf1ccwkcjrdhMinZu0F3CRp74iY0t8yVknagZw3fwXwMLkI9b5kZ5yZmVm3mg4cIOl2cj26PaiNQpZ0Jjk69jZyevk2wIbkzTlYNLp6X0kXAc9HxK/qJ4qI5yT9nBxlM58cxXx4yXO1yvl2JKdVfzjy6Zn7kzexTiMXIl6CpMvJ9ffuImOLj5Lf426s7BPk2jgT27TJQuBqSSeR07JOAi6PiPtanHsc8B3g+xFxSdl2JvDfkm6MiCeBQ4EZkl4ln9r6B3KNox2AIyPi103ybdfuZjYI7uAxW/a+Tw5bPRSYEREnSpoLfIkcVfMC8OuyX0sR8YKkbcgnbh1NLsr8BPn0hSvbHBvKR1x+hZyP/jryojqTfKR5v5VybEsO1T2GDFpmk3OvG75Q6rRP2Wc+uaDxOf04xSnAG8m56cuRj+78Sh/luUbSYeSdpX3IUVI7lvMPyADaeBXaTzWDfPrXJ8k23ph8Qtj2EdF0GLTyMaNfAvZs7BMRt0j6BjkU+/qImDOIz8ED5N2548mh2U+Sa/y0bFczM7MucAz5SPRJ5fVl5FOgrqrscysZP+xL3pB6ANgnIq4AiIiHyoiZA8hYYw4wvsX5didH3U4lp7SfTsYM+wFIWqu8f1ZjalVEPCNpH2BaGRVzVZN8byHX9jmEjI3uAz7SWBagLHQM/YtNLiI7YM4hp2ZdSfNp3w2nkCOh9qtsO5gcTXxGKcfNkrYi45LzyNFJD5Gji5otSQBt2t3MBkeLz2owMxs+5e7T/hFx+nCXpS/l6RhHRcR3+9hnIjkPf51W+5iZmZktrXLj5wpgg4iY38d+s4FLIuLgISqamQ0xP0XLzGwAJK1PPhXiwuEui5mZmRk5Pf3svjp3zKw3eIqWmdkARMRcYP3hLoeZmZkZQEQcN9xlMLORwVO0zMzMzMzMzMxGOU/RMjMzMzMzMzMb5dzBY2ZmZmZmZmY2yrmDx8zMzMzMzMxslHMHj5mZmZmZmZnZKOcOHjMzMzMzMzOzUe7PBOYxCpdIKUkAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "axes[0].plot(st_res.reference_image[0], 'r', label='Noisy data')\n", "axes[0].plot(st_res0.reference_image[0], 'g', label='Ideal case')\n", "axes[0].set_title('Reference image', fontsize=20)\n", "axes[0].set_xlabel('Reference plane, pixels', fontsize=15)\n", "axes[1].plot((st_res.pixel_map - st_obj.pixel_map)[1, 0], 'r', label='Noisy data')\n", "axes[1].plot((st_res0.pixel_map - st_obj.pixel_map)[1, 0], 'g', label='Ideal case')\n", "axes[1].set_title('Pixel mapping', fontsize=20)\n", "axes[1].set_xlabel('Fast axis, pixels', fontsize=15)\n", "for ax in axes:\n", " ax.legend(fontsize=12)\n", " ax.tick_params(labelsize=15)\n", "plt.tight_layout()\n", "plt.show()\n", "# plt.savefig('figures/upm_results_5it.pdf')" ] }, { "cell_type": "code", "execution_count": 312, "metadata": {}, "outputs": [], "source": [ "data_path = 'results/exp/Scan_1986.cxi'\n", "\n", "loader = rst.loader()\n", "st_data = loader.load(data_path, roi=(0, 1, 360, 1090), defocus=1.0e-4)\n", "st_data = st_data.make_whitefield()\n", "st_data = st_data.make_pixel_map()\n", "st_obj = st_data.get_last_st()\n", "# st_res, errors = st_obj.iter_update(200, l_scale=2.5, verbose=False, n_iter=1)" ] }, { "cell_type": "code", "execution_count": 205, "metadata": {}, "outputs": [], "source": [ "sw_max = 400\n", "k = 800\n", "sw = np.arange(-sw_max, sw_max)\n", "ls = 3.\n", "\n", "st_obj = st_obj.update_reference(l_scale=ls)\n", "\n", "fs = np.clip(sw[:, None, None] + (st_obj.pixel_map[1, 0] - st_obj.dfs_pix[:, None]),\n", " 0, st_obj.reference_image.shape[1] - 1)\n", "ffs = np.clip((st_obj.pixel_map[1, 0] - st_obj.dfs_pix[:, None]),\n", " 0, st_obj.reference_image.shape[1] - 1)\n", "\n", "I = gaussian_filter(st_obj.data[:, 0] / st_obj.whitefield[0], (0, ls))\n", "dI = I - st_obj.reference_image[0, fs.astype(int)]\n", "dI0 = (I - 1)[None, :]\n", "\n", "mse = np.sum(dI**2, axis=1) / np.sum(dI0**2, axis=1)\n", "mse_var = (np.sum(dI**2, axis=1) / np.sum(dI0**2, axis=1)**2 + \\\n", " np.sum(dI**2, axis=1)**2 / np.sum(dI0**2, axis=1)**3) / 2 / ls" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [], "source": [ "# st_obj0 = st_obj0.update_reference(l_scale=ls)\n", "\n", "# fs0 = np.clip(sw[:, None, None] + (st_obj0.pixel_map[1, 0] - st_obj0.dfs_pix[:, None]),\n", "# 0, st_obj0.reference_image.shape[1] - 1)\n", "\n", "# I_0 = gaussian_filter(st_obj0.data[:, 0] / st_obj0.whitefield[0], (0, ls))\n", "# dI_0 = I_0 - st_obj0.reference_image[0, fs0.astype(int)]\n", "# dI0_0 = (I_0 - 1)[None, :]\n", "\n", "# mse0 = np.sum(dI_0**2, axis=1) / np.sum(dI0_0**2, axis=1)\n", "\n", "# mse.shape, mse0.shape" ] }, { "cell_type": "code", "execution_count": 206, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1.41444421, 1.42163025, 1.42957371, ..., 1.04059058, 1.02929918,\n", " 1.01965385])" ] }, "execution_count": 206, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dev.make_reference(I_n, W, u0, di, dj, ls)[0][0]" ] }, { "cell_type": "code", "execution_count": 208, "metadata": {}, "outputs": [ { "data": { "image/png": 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ePbEKMcnORPAFETTDxJJVe/H+219y9/UyESQ3U+Fzf1yNL9y/Bi9u63BnzBJCCCGEEEKGj1N7X7rgoJg7nWGAngjOd3jDLB1EUO0Xq6QnQsF+nZgcbJCY1awMg3i8CRKAuMzQ3N4d2Eeyz0XiwLyjF0HgHBm9fOBEYtb6RWQqBN/Cv/XgoU1oUMuUT0ihn0DOblrZx2gddKQachCBcz6bcz6Lcz4LwCMAvsA5f2LIZzYEjDFcevKUwLbjJle7txtSCmKS9dZlUfDKGXQT3358XeB5ec3LRHCmM/RmrT8kH//Dq3jotb0j8yYIIYQQQgg5gjlBhENZsGgDNP8zYH2v92cZ+HHTRMG+Aq9F7ONcuXfkubWPIsYD2zMFK4hQVTUREgBFBvZ0Bsc3KvZa3GDAyTPrkeAc/YXyQQSZOVnVBYBxTLQzqnd17iz7vFIymdKl5uEgzr4+KxOhXxhMeIeMJ5WMeHwQwEoAxzHGWhhjn2aM3cAYu2HkT+/QSb5/1O8+vgmiwDCjwZq/WhOX3EwESRSgSF4mQkL2QnmCAKi6ryeCffvoxip3n329NOKEEEIIIYSQ4eY07juUpWphgCCCm4nAo4MI/ivzekTJg1Nq4R7P2Sec+q9nkTBN1FclIXFAlhh4aGSk4kyBYAzzJlcjYQLdavmmhZI9mrI+aU2RmAQr67qtr63s80rJ5koHEcJd4ZoPHozcjxw5KpnO8BHO+RTOucw5n845/wPn/A7OeVEjRc75tZzzR0bmVAdH9AURnHKFJ794Hh7+3NlgjLmBA3AOSbB7IpgccV8QQWTMzUSojktuJoLTJwFAIOgw2kyT43fLdriZEoQQQgghhLxV6XZJQiWZCHc8+TG8/86ToDvZAxVmIpQqZwgEESIyEQp2hoFp6Lj+njOxhlmBAd0Ifg/P6jkkTKAhqVhdDAQDylG/C+wjcW/dMm9KDeImQ/8A0yVEOxPhn1Xr0GmoSAgS6gwTnfnBLfB7unfiQ3edgs27Xyi5j45g2cJrNYcWRHht7Z341N0LoWvWz/Xl1b/Bu++cjw/ddcqQGkKSw284eiKMSf5xLU4QoSGl4MzZDQDgljNwIFDO4OwLAILA3OwDfxAho+o4d84ECAzIFqKjl6NhfVsvfvDXTfjGI2+M9qkQQgghhBAyJLpeeTnDsq4N2OW7tqcZ5S+qaaYznSF6+lreNx1Bi8hWcLIkcrlOrIS34NdDwYucUYDCgfqUAhEM7UY/DkrBdyT71uhTa+OImQIyoWyFIr6JCdtFDpkJSJoMmQGmUoQtfeXn2CQY+OXWh0ruYw5TD7ib1vwcrzEVnZ2bAADffPM2HBAZNgkGnl11+7Acgxwe4zaI4OcPDDic6QycA7KvnEESfSlIHFA1AzFJQEwS3QyEjGqgKiYhpUhIq2MniOCMcG3pLh+5JIQQQgghZKxzMhEqKWcohJLuC2b5TATNLj8wSvREUH1BhKhyhoJdzmCGMhnCGRCqqUPiDDVxyWpQGPFmJN8anTGGOETkSpRZeMcJLuxFCJA588oqKuSMuMyYpUfZhzMR/MK9ISrBnckYvm15ndYvbyXjOojwkTNnAkBg7InD6YnAwaGIXjmDv5dCTjOQ1wzEZRExSYDJge8+sR5pVUcqJiEmi26mwljglF74yy0GQzNMbGwrP5OWEEIIIYSQw0GzF5ZCBRfCtdDV8sJAmQiwgwglFt1534hFLaLkoWA3PtRCi99wOUOBGxA5QyomQQJgRFzVF3hwrZIUFOSYAdMs/cZVPRhkkJgAGcwNjlTKKedQy0xaKPeK+iAzH6xjWp+RfxWlDjBNg4wt4zqIoNhZBZGZCHb2gWl6TRg13YTAgkEEVTcRk7zmi398eTcyBR1VMQlxWXAX7mGjMfox5wQRtGBgI1cw8M1H3kBLd/kGLd97cj3ed+uLaO+nX2JCCCGEEDK6BjOdoQCOBt+iWxtgLKNmXw3XS5QzqGraO4+IfZzggVPf7+4bKkMomL4gAmNQQxkTGVWHEHr5KjGGPONo7Sl9dV41gmsQiQmQmQCNlw8+hB3ot9YHhTIfcrlMhPD7r4RmBwyCmQi0/ngrGddBBEn0xjiGOUEExrxyhoJhIu+7ip8tGHh9Tw9Egbn7A0BPVrMyESShaMEOWIv22Tf9Fb9/ccewvp8oLd1ZvOO/n8fq3d3IFZxMhOA5rdjeiYdXteAnS7eUfa3Vu62ZtQ+9uhc7OtJl9yWEEEIIIWSotmz7C/r7WiMf0w1rQe5c4uvu2o4Nmx/Dxs3F0+QL4GiC1xShMEAQocCdngjFFwRz2S4sb37SvZ8xVWzY9Ghgn20ty9HZubnoSrxmhIIIdiZCVUyCCOYe1/FmSy+EUI1DjZJAXgA27SudIRwOIoh2EMFgHO39pUs52tpWYV/baqxaezfWvHEvdh+0Mi4ydqN5MeJCaLlMhPCUCsfa9Q8gm27H+o1LsH//WrS2vuo+5paCBN5P+fITMrZIo30CI0kuF0SwpyowBrecQTM4cgXvn3NBN7HlQL+9X/CX28pEECNLB7qz1h+P/3lmKz7z9qOH4Z2UtmxrJ3YfzOLh1/a6TSPD5+Q0hOzPl/9jWh2XAQA/f2Yrfv7MVuz68SUjcMaEEEIIIYRYrlrxLZxsSrj/uteLHtNC0xmuePJydNkZxC9NPgW1dbPcfXUGzJbrsNnosp47QDmDkxEQ1Vjx6RU/xC97rEblSZNjhZDDilf/A882HOfu840dD6Ou+f9w37t+HXhuuJxBgwnBzkSIMREHuA5/Y4Q1e7ph2KUEF4v1AIC6WAo5nWHTvn6858TJxZ+LYRaVWEhMRIyJyDAdLd1ZTK6NR77vi565LnD/VHUK4E2vhxiRdGCAo1RninAjSQDYvv0ZfHz1j4DVPwpsn+Q8x/65+g9FQYS3lnGdiSC75QzF/+gVX2DBCTLcu3IXujIqPnbWTPzrxfMC+2tG8A9MlZ2JkI/IRMjaGQG5EqUOw8mpqxKE0uUMTvPHwgD9G5LK2BlXSQghhBBCxjfTsL6jvilENxHU3HIG67t8l693WcfBrYF9CwA0VUFh83cxwTAjmyH6ZctkImTsfghPveM2HMsUd3s6eyCwX4/A3AWxQ+ehIAI3IXIBVTERE8QkOkPrkl//cztMBpzPqvDjxf8AACiiBAPA5v3RmQjN7WlwcEz0NVcUmYCYIMJgfFBN1iXJe/8i5ygIDJl8MJui3CfZ3d9ftC1fKN9jrWCPrzR9H4U6QOYIGVvGdRDByR4QWERjRdl7687i+cVtnTA5UJ9UUBXzFtQfO2sm3nfSFCRkb1tdUnYzEQq6ifWt3ixZp6xgEOVIh6wvZ/3CCYy5xy3YAY9lWzvwwV+vwMrt1ixXo8wJPbPxADpCqU+j0deBEEIIcTDG7mSMtTPG1vu2NTDGnmGMbbP/W+977CbGWDNjbAtj7KLROWtCSKUMvfzVZ+eqftQ18M6enYH7GoBMDlB5CiLHgA0GM/bV/6gggm5PbJg08QRIvuWSWigu9w1fiQ9nQGjgELiAVEzCpFhd0fPTqg5T4EgJCkTJCliITITJGDa29USe+4a2PnDGUes7N5mJiIsS9BK9FPZ2ZXHPil1F2yfXeYnpUwzrk97Uuj+wT7lPckNrR9E2c4CJDQXd6sMQKGcYaKQlGVPGdRDBERFDcJspMjA0VscCjyUUEQnF+4W66vQZmFqXwF++cp67rSZuBRHymomvPbwWl972Enqz1h+NbOHwjX3sTFt/uEzOA5kPBd3Ebc9tw+rd3XjsdavOrFQQYdO+Pnz23lXYvD8YScwURj6TghBCCCnjbgAXh7Z9C8CznPO5AJ6174MxdgKAxQBOtJ/zK8YYpdgRMoZpRvkr5uUaK7b37nZvc9NEgQH5AjB7YgoiZ8jr5b+Pp+31QVQ5g25fFZflFCTmHT2vFl91DwcRdLM4iMDscoamZFPR83945UkwGKAIsrtNsI/Z0p1GJmKc/Ia2XnDGkWCi28NAZAIUQYLBUNRMvbUnh/f+4kX8+1Mbil5Llr33X23/ydzV7gURDJPDKDNjc3NbcRBhV2fxNj/NDh4FGitSJsJbyhERRIjiZBWcObsBcTn4HaM6JgWyDmoT1i91fdJLZzppeq1dzmBgeXMnAKC5w/rDcjjKGABge0cady3fBcAqofAf98pfLcdru7oD+6/a3Y1f/bMZgPXHxSlv2H0wuiFKd4YigoQQQkYP53wZgK7Q5ssB3GPfvgfAFb7tD3HOVc75TgDNAM48LCdKCDkkA2UiaOWCCJk297Zu5MEZA+cSFp8xAyIHcmV6IhTUfuj2VcbIyQv2cyU5AdkXRMiF0vTrTI6uTDCw4GQxuK8FDoGLSCkSGqumFh3rmrfNRAGALHhrD8m+LULD2r3F2QgbWvsgCIAIhph9jVBkIhRmZSKEyxluf24bNMPEn798XtFr+Rfv1XYgY0+HFwTY15uDWaIfAgBsaw/+iW7tyeHBV6KbuZt2wKOgO+UM3uuq5uG7CEuG7ogIIrCIf/hzJ1Xjfz98Cj5/wTFFj1XFJSQU76OpiVtZCbUJGYvmNeE3Hz8dE6tidjmDCdHuZvrBX6/ExrY+t6wAGNmSgLuWe2lc2YIROO6GtuhapFuWboGqGzjvJ8/jq/+3FgCwp8uLVr77+CZcffp0AF6DSEIIIWQMmcQ53wcA9n+dS3vTAOz17ddibyOEjID7nr4BN93/ziG9hmGU/67plDPsEoGr71oQeKw96y10Nc3+LstFLDq+CSJnUI3Si9JMpt29bUZlInAdIue46fH10H2xiJwa/H5dzxkeeiU4jU0LLYZ1xiFAhCgwTKqdVXSsy+48GQdFFspEsIIIb5vyP7jln+/C/v1rsXbd/bjmrlORy/Vg474+MAEQGYPTPlESJMiCBJ0Brb4gwq+e+Che6vkIZs++Ef37Hyw6ftb3M6gRrezsHft+7m7bfTBbNhNhT2cvVN3A0mXfx3l3zcdXHj4LDNFT3jqciXgR4xxf4Gns2PkcAOB/Hv0gbn3s6tIHJaNufAcR7AV8VDkDAFxx6jRMrLJ+Wf7xtfPd7dUxGQnZK2dwphYIAsMfrj0DF9ldUp1MBH/jxp2dGbexIoCibIDhtPugt/jPhYII5axrsfo3PL1+H5rb+/HDv252Hztxai0WnzkTANBFmQiEEELeOqL+3z4yks8Yu54xtooxtqqjo3zaLSEk2k/al+PPeueQXiPclLDocV+d/GYhuNjP+EYram6vAgkzG1LWKEWjdF1+xheAyBtG0UU/3dQhceCh1/YinfeCAj25g4H9xALD3u7e0HODGRAFAKI9ejKVmFB0LjvtcQj+IIJoBxHW1vZhh8yxY+9y/NeqW7BO0PHyuqVIq7oVRACDYp+6xAQoggyNAS09OZh2GfOve99EjyigVWJYs+eFouOnfZ/x+VPPAQC0Mu/z2dFuZW28i9XiO5MucLdfJtvxW65ieXMnbty5BL0Cw9aYiZNmRGc5O/py0WUsz735NADgzvRW/K5/c+Q+ZGwY30GEQZjTVO3eropLmDkh6d5XpOiPyeqJYED0dYoVGJD1lRWs2F76j2tG1fG9J9cXNTSsREbVsaMjg0XzmvD2uRORLegVl1E8sroFANCQiuGv64KNUxpSChpSVtkGZSIQQggZgw4wxqYAgP1f55JiC4AZvv2mA2hDBM75bznnCznnCxsbG0f0ZAkhpUWNB/TTymQq+K/4FwrWojUmxqFIAmTGyjZWzGS97+cd6TzueCGcTWBAAse8ydVg3FsH7O0Ofm8WRYYLjg02SwwfV2OAyKyLk5IU7MPmJwveBUxRCJZa7+/zAhUb99m3BasPQtyOn0qCBEWQoIGhoJtu3zS/jJ6FEgqYZLj3OU6tn4O3F+rQI3qBld0HreyL42qOwuKLb3P3fd/cKwEAVTET967cDb/quHVOP5x5WeR7XbP3QOT2N1sj/2STMYiCCBGq4xKm1sbxkTNn4L3zi2ezOmKSAFU3A+Mi06qOnK+xYtRkCMfzW9px78rduO25bYM+x2vvehWtPTk0pBQkZBHZgoFswQj0cijlodesbM/OtIqfP7MV1TEJX1k0F4A1daI+aUVCuzPU4IQQQsiY8xSAT9q3PwngSd/2xYyxGKBsq/MAACAASURBVGNsNoC5AF4dhfMjhFRowEyEcn0NfItfza6xTypWcr/MBGgwS443z+S8On7OOO54YTtU3Vv8p7UCJA586tzZiIne4r61L1j/L0oMp0xPBc853BOBMTeIIEuJku9HFrzea0KoJ+xrO73F9YaWfZjTVAUObvVEsHs2iEyCZGciAFY2QlhWL96W9gU9FCmJBqUe3SLD/l6r18Oerj77/ILnJInW+Z43pw7/3NIB2RecSOtWUKc60RD5Xvd29WHNnuJs7e5sLw5GBD/I2ENBhAjVMRmMMfzoAyfj1x87veR+MbsnguwLImRU3S1nSMgierKl//g5j2nG4PsmOGUSDVUKkopoN1bUMbk2HtjvXfO8LrAzG5KIMrUugc+8fTa+9d55uOjEyaiJyxAYZSIQQggZXYyxBwGsBHAcY6yFMfZpAD8GcCFjbBuAC+374JxvAPAwgI0AlgL4IucDzHgjhIwqo0yQAAB0XvpxzdfLwMlESMWsRbrCBJjg2FWieXhG9ZoVxhUBvTkNy7Z62QlpVYXIgXPmTECV4i3uD+ZDpQvg0EPZEv4MCdPQoTMGiVkX6CSxdCaCInrHEUNBhF0Hu6Db64V9PR1YfMYM6OCQmADJn4kgKjAZg4gC9hzMQjOKS0DCn2iaeesQRU6gKTUZBmPYtNOarNvS2WufkxR4nixaa44zj0rhp1cvQNI3BS5jj3CsiheXbwBAQjFx1a9XBLYxzsEEFS81D61Ehhwe4zqIwOwsgEquzvvVJKSBdwIQl62PT/PNQs1q1pQERRJQm5DRny/9x0+3f7H9PRUq4a/bkgSGhCIhWzDQm9MwIxQoEBjDg589CytveheWffOduO7cWUWv999Xn4yauIwb3nEM4rIIQWCoSyrUE4EQQsio4px/hHM+hXMuc86nc87/wDk/yDlfxDmfa/+3y7f/Dzjnx3DOj+OcPz2a507IeLGteSkOdm6teH9NzWDNG/cCANaufwD9fa14/c37AAAvvnor1q67HwDQ0vIynlpze9nX0ss0Ryz4YoRZ1eqJUB23vgcrggiTcTS3Rzf4y+Sti3FVhglZYqhPyvjTG23Yv+917Nr1AjKaBgnA9PokamLewn9LInj1XOO8qAeCf9qDpllBDMnudyBLwYt9frLo64kgBNciMxtE6PYivalKx4mpZchzEwIESPZyThREKHY2wzGJ9dhyoB/rW4NBj157ioVft68sW5LimFlv9Ubb2bYBpsnBs6sjz8kpzTBMFTOFpajyLSvTdoZJdXJi5HudPy2FK2avDmxLcUCQCliz2/uMuVm6rwUZXZWtlt+irjt3FrqzBXzsrKMG9TxnpONAjmqw0pd2dHhRzluWbsEVp0xFTVxGKiYiUyj9x8/pnSAJ3i/d9o40ujMFLJxlpf+09uTwrUffxPcvn4/ZE63j9fkavCRkESnFRK6gozcnYK6vtwMA5DUDZx/jRQEvP2Ua/rpuH5qq41jX2otjJ1Xh5OnBWi4AqIpJkXNpCSGEEELIkeMDy29Etcmx4rr1Fe3/sycX4/7cLtye68SXttwFrP4RAOBOs4AvbPodAGDdSR/Ffzz7ZbyC8uUMarmeCL7FemfaSr2vTVrflWOiCIOhZBAhZzdiTHEGExzvPWkKHl/TiucLNwIATtGSkCRrcV2lKIBdBdAnBq+/6uDuGEp3my+44UyNkJi1uJfk0uUMiuAFK8I9EU6YmsC2AwIAE0dNbsX1634GiMAcxqDY5QwSk9zn7Zv1MLbsvxh1oTVNj1kABEDi3B1xGTgHOYXZk48DWoB9Xduxvy+PlpmP2OdkHUfgHEdz0c2qeGLrY3jG7AF8p5w2CxA5RyJevMYAgM3ZrVgeWxvYluSAJBtY39YH2NdEC4V+xOK1JT8zMnrGdSZCXVLB9y+fj4RSWSbC3KYqJGTRzWAYiL9fwrQ674/CE2vb0FQdQ1VcRlotnUnZa5czmL7MgmvvehVX3bHSzVJ4btMBvLitE/eu3OXus9tOzZo3uRqfPGcWkoqITMHAgT4VjdUxnDy9FlfZYxo/+raZgWOeMqMOr3z73Thxag0AIKlEx5FSMQmZCqc9EEIIIYSQ8atfqDxrdlPWqt9v6W4ObG89uCVwv9sMBghe3hGcfAAA3dnoLv5AsIFhR691xb0+WQUAUFj5TATVvlIe5wwGON5/8tRAg3IDJmS7TEARiy8urvrwS7hMbrLLGYKZCIGGj3YmglOq4M9EuEwONnVVfE0Xwz0RVCMH50fQpnqfk8gE1Nt9FiRRguIrl1jf2otXd3ahSTfxXrEBF7BqdNt9JL7adA7uXPDVovelyElMnngcAKAr0xooB3HKGdZ8bA0e+fhr7ns5oHv7TLRLLjKmhhgv3QOi1Sj+uVZBACQdm/Z5pSb+KRpkbBnXQYTBeupL5+GFGy+oeH9BYHj38ZMAAGcdHaz5mVIbR1VMRDpUznD38p342sNW5M3piZD1ZSvs7bJ+qVrs+a5O1sGBPi9Su3T9fogCw72fOhPVcRkJOxBQ0E2cNK0WT33pPPz06gXY+aP34b0nTYk8dyewkiwRYEkpImUiEEIIIYSQssIp57p9cUwWgotv1dfUj5tm0UzW7z253h1L6OjMZFGKGpGJMKHKukgmMRFmmUwEJ8MhDgE65zhzdgMm1XgLcF3U3Sv84fcBALF4LWQmQkNwpKPEOVTTC0YU7IwH2V7cS74gQlIMljbIoj8TIXjMvK6682ozvuOJTESDbGUhc84DQYSD/f14dnM7DAYkxRhSYgy99oceFxNIKMHsZQCQpSQmNBwLgXOktY7A5+eUM4iSAlFS3PeS9JU5TLSDH2luIA5AVoJNJx1axPTdFBNhCAYMzTtmJhM9xYGMPgoi+CQUEU01pWuVojTZf3Cc/giOmROSdklA8Gr+f/xpIx5b0wrD5OjJWX/AnEaMvTnvj0Jbr/WH1hnP0tZjBRFMk+OVnV1YML3WPVd/IGCBrzShXEaF0yeCMhEIIYQQQsihMkIlBwasxX24hj7vm8RgGAWEJg1i64E0nt/S7u1jcnRlS5c7+IMIPRlr4TmhyspEkAWrnGFHZ7ooMAEAadX6nh1nIkxwiALD9ecf4z0u65Dt79GKb2qCnyxI0FkwiJA0ObRAEME6jiLZ5Qy+K/PxUJPFYBAhnImguu+3y5fBITIBDbF6AEB3vhsFX2lFg7QPAGAwq+liSowhZ6czyFIsssmjoqQgyXE0mBxZ3hdoNimFeyLYzzd9P4da+7NKw0SMW+URUdSIIEJSkFBgBhTmBY4y2eLsFDI2UBBhiCZVWwv58CjHaXUJpGIS0vbV/O5MIdAQ8Qd/2YRXdlq9oHL2Yv1v673Zsz/86yZ87eG1OJi2/lDs6Ejj6XX78Nl7V2H17m6cONWrD/KXa8xoKF1r5ecEERQpOtCQilEmAiGEEEIIKdbc3u/eNkI9AZwlZV8+GFzI+zIRDEOFGZpONq0ugd+8sMO9/9qurqJxiX4F30K0N2el1CfsxooSs4IIec1Ea8Sow3TBOuc4k2DYr/PJs70eagck7jYsjMpEAKxFtQ5A85UzxM1gw8e+vPU5xeyr9v4ggn8aA2At7B3+coa4yaGaGtL2ebYzb9EuMoYJCat5YZfag+68N4Lyp5fX4dHPnwMdDDITkfIdWxZjgawId7vds6ERMgpSDv/Y5GUChEssnH3TvlGbtXZ2RYYBMQiQSwQReiNWoFWCgix0VMvevxunASYZeyiIMERO6lNvTsOHFk53tzdWx1BtBxH2dmVx6s3P4P5X9riP37l8p1vO4NRgrdjeiZq4FeVb39qHx9a0osfOTujL6/j8/Wvw7GYrQnt0o/dLmbKzCabUxivu5+AEHlhRMpn3mlkKIhBCCCGEHDFefPVWfPSu06BrVgZAVHf8R1e34JJbX3Lv/+mNXbj5oYvxi0evAmA1GwSA5dvbAs87mPMCD+19fTBCqQixpq9gv/wZLF1hTW/467p9YELp7vz+lPh+O4jg1OBLTITzLXbz/v7wU5Et5CFwjoQoYxvT8eV7z4Hka5pYYAySk4kglchEiCxnYFglqti+/RkAQMY+LyeIIPpeKxYKIii+Rb7kC1wIAP4vvxcH7WluaV9/CpGJmFRrBT9MmDB9WRC6thf3L7sMaYFBFiSk5CrvWGIssl+BYpdGNEkJpKVgSXa4xMIJQmwUvGPWSdb6JCMwKIxBUaoQRYtYr6TEOHYKJpIzb3W3ZfI9gX3+9uLN+Nhdp7n3n3nph/jk3acH9rnp/nfi+ZU/jTwuGT4URBii+pSdtqPquOWqBZhslxg0VsVQl1TQm9PwvltfBAD86vnmyNdYsf0gVmzvxMFMAcc0VaE+6f2S7ouIngLAB071AhbO35KTplXevdTNXigRc/BnURBCCCGEkPHvmxt+izcFDT29uwAAuuZ9D/2fZ7bisttfwteXvIHTZtZ72/+2Hg+rrfh92mqc6DQML4Sa520/6KWmP/X6bjcDwNEhMnRLAu5d/zPkNQNPvdEGKV76u6gOuKPUnRGPiZhV1ivZpQaKJODVncUp8Vm9AJkDi0/8BOZyCf/k/TANHQ2+0gfZ7ongn5oAALcdd23gGE4jxa82nI2mXmtB39z2MgAgo1rBmJhcXDpQHw+OP1R8mQGCr5whW6appchEvP2Mr+Bf6k/D1y7+Ha698Be4TG6yjp3vtaYm2Odan/D6tylywh3R6OdMj6gRE9Al4JKTvd5qnAcDOuFxlZfLk7DomPe798+rmRMImsRNjq/Un4pERHkJAFx98qdxApdxwJclXdCCPTG+seNhvCFoMHQrW+GbzQ9gDSsg3b/P3edprQOrWl6MPAYZPhREGKI5TVaE7bIFUwEApx1l/fFqqom52QL9dnPEtt7SdV3X/O4V9GQ11CVkTKn1IoPb2tOYNSEZ2Pf7l5+IWl+g4czZDTh3zgR88+J5FZ93XLL+OEkl/jAlFRHZghEowSCEEEIIIeOXc5U7l7PSyDXN67x/63PbIIsCvvO+4/HHT5/pbtf00IhDOzjQWBP8jpnj3vfgJ1/fCbPEKkQzTFz/x9XoyWpQJTV6JwAaA95s6UVeM6Aa9sjGlDXxQGZWqcGpM+rw8o6uoufm9QJkznHuws/hfY0L7ffcCf+1d7dBZChj4IKzvm5tF2QYjEGzxxl+4n13YE//2wHAzQjIa9YrKlJxI/Op9ccE7su+RovhfhKlSEyEIEr4zGX3oK5+NpJVTfiXRb+w32PWt5+EppoZvmNFlzMwwQmcWJ/fL6/xrvr7Xw+wmjD63bz475jSeKJ7/9IFn7Ve0/4cPzdxIT572b04XYjOTjhl/jV4/5RzA9v8WR5+TglNvR3XaO/cBMAaqWn9TOhC6Eir7F8oKemYxiqs/d6FqLXnsH7/8vl417xJOKaxCnmtdApWlP19eRzTmHIbLTqq48H0oUmh5o8TqmK4/zNnDepYTmhALFH+kIpJ0E0OVTcRlysbkUkIIYQQQt76sjnr6r1meAv/Xy8+HhcvOLpo3w8vnIS7faXrmskBkaGhWgB8MQAl7l2Y6k6nMaEp+juowBiWbe3ARSdOwh4tehEJWCnxr+/pRlN1DEywzrMqZU1NkwQJGgPOPmYCbn12G3pzmvtdHQBUQ4Nsr4KSdsp9JtOJPANSJkdGYO4IyfAVd4fTaDBnqJA4IIkC4rIVcDDs56oFJ4hQvOSaMvH4wH1F9i4ihksHHHNMAc2CvydCcSQmFrcmVGQL3pQDSZTQVOcFLRQpAVlOFj3X/94KoR+Pf7oG4GUtOJggBJo1xmNWaYQIK2tEskdETlJqgEIGUeKhEgujRDBAN1QoqEYDE9EBE+1d23D07HdBzVujPnVOzeFHGmUiDIO6pOL2IphYFcNVp08HYwzHTioenVJOR7+KumRx3dX/Lj4Ff/7yee79GfWlf+krZdg1bkKJTISUXe4QDmgQQgghhJDxLe0EEXzlDG+bEZ2d+sFTm9zbN/95o5uJoPFgFoEmeovf686ZVlTO4EjERTz6+XNw2+JT0C6UzojVGPD6nh7s7MyACSokzqHYC1er1IDhbbPqYXLg1Z3BbISCqUPm1nfgqphVDtyf3geNMUywt+ftFpFKxBQD6xjWQj9vqO5V2VTMnljgZiJYafcxuTgo0DghmEHsX9QLQvQFvPmxxsD9qCBC3H4/XXmvjEMWFDRN9I4ny4nI6QwORZARDt+oejCjWoroqSD7AgsxxToPZ6Uhidan1BSfEH6a95xQYEM3C5H7OWU29XapSXvvbuscVav/hc4pE2GkURBhBCmSgBve4UX9nH4JV546De+a1xT5nNqEHOhtoEgCjmmswvxptbj9mlNx6sw6t4RiKE6YYh3jbbMbIh9Pxaxf9Nf3UFdUQgghhJAjidPQbnObN+Lv8eU/wLoNS6BpWbyy5rfudq+FIfDwilfRbo89z4UWgP2+hd2JDc3YL0ZfyGox8+DdT+K5lT9AoUzDcJMxvLGnHds7MuBCASlfvMGZqHDStCQaYwexcs0D7mO6YULjBpxlfcpZdPfvBQDUM+uRgt0DYOBMhIIXRIhbi1rDfq953VqKxyOCCOFFuL/RYalyhvkTTgjcF1lxsEFRrEDKwUJf4Fwb6uf4jhUvyiQIvIYgo8CATVuedLfljGAQQRCLz9FfIuFkRDhxINHORGhMTS553HAQoSd3EG+sf6hoP91QseK1X6LOLgFpz1hNPFX7PfvHbJKRQeUMI+xb752HRcc3Ia3q+N2yHdjfl8dpR9VDYMBzm9vxgVOn4bHXW939axIyvvDOY3De3Im4c/ku3PAOL23s0pOn4tKTpw7LeZ00vRYv37QIk2uj/zDW2Clfn75nFV759qKiEgpCCCGEEDJ+aKqXYp5VrSDCMxt2u9v+p+s1iAdfxae2LMHv+je523XfiMf5c36B9fbtfKiePQ0TznXpL225q+R5HBAZrnvjZ2XPVeIcOmPI5PrwxOutmBLTUcW9gIOzwBe5itnTfo4lhoGb1Oshx1LY15uHyQzI9rkk41Y/s65+6/t4g5gAuAYnBKKUCCLIgpU9nDFUKPZCORWz9nUyEVS7HCMuRQQRxBiqTY5+OytY8S2gRcHLTD6NK1jDrLM5edYiYP/z7mNNEQtyJgiImRxdvn4WkiBDECVMM4BWEZhYPyeQ+XA2ElgJL+tEFmTojOFDL/+bu+2sWe+J/Bz8/AEXJyPCuWLtZG7MnbIQ2PePyOfHQn0Wftr5MtD5MlbOWoQf/H2/u/2WR2/GX5Q17v2D9mjLvGoFEaicYeRREOEwOGOWdbX/0dUtAICYJODq06dj/tRanDy9Ft++5Hicf8vzyBYMVMclxCQRFxzXhAuOi85WGC6lAggAcO4cr2Pszs4MBREIIYQQQsYxfxPFjNqHtKrj5e37Aa8fHwzGsCuzL/A8w/AyDtaLXrZBLhRE6K9gCvlnqo5zpzyU8rmaE1Ebq8UtHSsgMRVbDvRj6tEGkr7UfmfBqus57JU1AALe2PE6Fh5/Hlq6czCZCcVe3lbZUwu6MgcAABOUKkDtg2qXWygRafsAIInWMfpMFSk7IFEVjwPc1xNBsz6PqEwEUYrhpU+sxYL7TrWO4xvB6M9EuPsTr8G0ewOIkoKXJi1AMtGI3v69mNBwbOS5xQB0mXl3Be80h3zympegqn2oqZ0RGN/5m4+/HHi+IgbP9/M183HGqZ8uOs6KK5finMcvdu/7my06GRFxADl4gZ1TTvooXpx+DlJVkyAwCafc741ojCneCHu/J19dgQdflVBtt5HoyHYAvgrwvB3IUgtOOcPg+tKRwRuwnIExdidjrJ0xtr7E45czxt5kjK1ljK1ijJ0XtR8B6u1+B/15HYwxLJhRB8YYJlbFkLCbF9bEx0Zcpyom4ckvWh1SD/SVnipBCCGEEELe+vxNFP+5bTf+46kNKGjFo8aFUImBrkd/T8yF6tLzZUYVOqqVmqJt4ZGAsiC7fQpOn2Fd5OKSiZQvtd9ZsOp6HrXcWu68ssW6ct3SnQVnHIoddEjZQYSDOat0o8EeE+k0FixdzmAttHtNDUn72NWJUCaCbn0GsYjGioIoBUoC/P0EBF8QgQkCRElxxyXW1s2CHEth4sR57jSFsDgHunyfv3OusXgtampnuK/rP4b/frgPhCxGN3pM2Y0s3eP43oPzejGnnMHXLLKufjZkORkYAQkAcTm6n9zS11/BiVO9fxvnz5kWeFw1rICVajeT1CgTYcRV0hPhbgAXl3n8WQALOOenAPgUgN8Pw3mNS++cZzVDWTC9tugxZwJCeBLDaJpiZyqkVWpOQgghhBAynm0/4PU/6FfTeGR1CxYeVdyHK7xAK+jFgQYAyB/CQi6lFB9vAg8GH0RBdK+sf/uiWXj26+9AgRlIMe87tPO4puVQYy/wd+zfBgDY252DwUzE7EVuMmll33bZJRwNduM/1QkilOgdINsL7R6YSNn1/tUJa189VM4glmiU6Kf4rsJLJRbtlYqBocu3ypPE4sbt5Uih6RDh+45wX4SoZosxO0ujkvcUi0X3fVMLbfjGe45z7+dDgau+gpWJkLeDCJSJMPIGvOzNOV/GGJtV5vG0724KKNFqleBd8yZh7fcujJzAkLCnIVTFxkYmAgBU2VkR6TwFEQghhBBCxrM/vb7LvX3sFAXXvu8M1BbSWLomuF+410FO7Y18vdwhLOSSEZkIEhj8ywtZkCHbDfViooajGquQ5gam+BbKTmNF3cijVlAA5HAw0wrNMNHc3g8ucCh2cMEZC9mlWanwE+z7TlNHRYqeiuYsinsFIGX3MKhJWIGFgqF7/2XRTQjDFN9VeKFEY8VKxZiAAvM+f3mQQYRwJkIlQRAg+n3GmADALNks0i+uRGciNNX04/y59cAr1v2MHhwR2WdPwVDtkhwdFEQYacMynYExdiVjbDOAv8DKRiAlRAUQAODCE6w/WE01pcetHG4JWYTArPILQgghhBAytn30rlPx6DNfL7vPnj0v4eI7T8JPllzmbtMNEyu2t7n3Nai44LgmcFMten44wyBn16GH5Q7humIqVhxE4PbrCNz6ryiIUCTr+7KqWdcyMzCR8i18nfGFFz1zHV62GwaunrgNq5qbsWV/P0wGyHYQIRarhcQ5XjCsYEh91RQAQI1dRiGX7IlgfafXGXOPXZe09s3bZQwF+79CxBSFotcrUc5wKGQEszcGm4ngfL7u80tkIlQibi83KzmHWMTPHwAm1avIZb1MmbvS2wKP5wwNPdkCVC0LANC4iV88ehVuuv+dh3raZADDctmbc/44gMcZY+cDuBnAu6P2Y4xdD+B6AJg5c+ZwHHrc+NqFx2LxGTMwpbb0uJXDjTGGqphE5QyEEEIIIW8Bbwo63mz7Oz5YZp/Ne1aiVQTuy+7Ev9rbXmruRE7Nuvtk7HRx3R7T+NnqecjoOTyQ240cN+Bfo+bUYBDhC7Un4Ve965CroJGi45ZZH8S0iccjHwpI/OzoD+N/t/0fAKCOA10MkJiM2qTVfLy33wp85BmQEL3eBeec9Algz5MIW77+Few6OAEn1HqZCEwQcOPkd2BbTzNSYgInz7sK3+9uxqnHXAIgWGbwwMLvubcTvkaIThCh1g4iOMEDTTcAGRDYwNdt/T0JJGFwi/6wXIWlJP89+yrMnnx60XY5lIkgsdJLxtuOuxZ1duAlSoyJAPSSgYifHf1hzGg6CQAQ9wURGOfgdjZIn9mHg13NJY+hMxN/enMf6uzSGp2bboPOH5V8FhmKYc2dt0sfjmGMTeScd0Y8/lsAvwWAhQsXUtmDjywKOGpCdEfS0VQdl9GX1wbekRBCCCGEjFl9eQ03LnkDXXs3A8G+dHj89VbUKCa67fsZO3ig61Ymwvlzr0BBz+GBN38BNVSmkNO8yuY5BsMNl92HX/1xQSCIcA4SWIHo3gkA8J5zvw1RUrBh06OB7e8886v4uR1EaISILjstvqlhLgDgQO8uAIAKIOZbpE6YeCzewarwQqDqGvjbuh0wzAYYvkwEALjm4l8G9rty0S3ubUW2vp9LnOOkE692tzsNGQEgZWcr1KWsfZ2Gippd1sAqLAdwCEPsidDHOADmLsQNI/q7/MXn/3vkdkUMNpMs18/ggrPKZ77EmATrJxTtPW/3xkjGYl7fOCv0YGnXM2jvDmYf+Jkix30rd+PTJ9qZCFRdP+KGXM7AGJvDmBUmYoydBmvgxsGhvi4ZG6rjEvVEIIQQQggZ4wy9UPoxk+ML963Bs5vaMX+al/Xa3J5GWtXxtw37A00UM3bfA80enSeJClLxegBALlRvnvUFEWoEGUwQIHEO3TfFoVGOTlN3OF36k76FOWCl+DvLwYmCtbDVzAKaJlqz/jrSbeCmCVVgiIUWvknf1Xxml0JIQg6yyKAzDrnCkgGnsWK4yj6VaPBu21kJ9VV2JoIdPFB163OspJzBr5L+AeX02h/9VNO6YQ6yyaUshXsiHPr5xO3nOqUG5fiDCLIvDtBuFtDes6vk80wB2HKgHy9uawUAZDSazjDSKhnx+CCAlQCOY4y1MMY+zRi7gTF2g73LBwGsZ4ytBfBLAB/mnFP4Z5yoikmUiUAIIYQQMsYZRumrvUtW7cVLzZ24+Yr5OHm61yjw+j+uws/+vgV5zcRpM60FsMg5svZ4QN2wAhOSGHMX+PlQmULeNwayRrAWn3JoJRCrcBGaSkwM3GeC4PZEmGAv1LtzXaiqnoKkydGebYdqN3aMhRa+Kd9oRsU+n/eeUIM7rz0DBQBKpUEEe2KEGRptGchEsEseGuxMBM2wFrGa0xNhkItwcZA9DMIM+1wn2z8P3RzcBcHwWEtxCD0RnAwRtcQoUD9/SYc/7NIucLSnW0s+r8CAxWfMQJ9dkmMwWoqOtEqmM3xkgMd/AuAnw3ZGZEypScg40DfwLz0hhBBCCBk9eokgQkE38dDzj+H9M17HhUfPwU+WEPnokAAAIABJREFUvuw+lso+jbuWn4/3nDAJ02utROJaDqTtK9cvtywDYDUXdBb43UJwMb28a4PbI6HGTusPX3eXK1yEplITi7Y515QbY/WA1o6DqlV00cQZ1mdbsXbjwwCAeGjhmxK9jAsnof6UGQm8fW4jtJcAuUydf+Dc5ejpDKlUk3fbnqxQm7CzJdzpDNbZDz4TYXhGvjdJKcBQYZiDuyAYnkgxlMaKTgBJ1QfORPDzf2IFxvD3jjUlL3+r4PjxB0/GLx+vxpo+oFUZREMOckiGZToDGb9q4hJNZyCEEEIIGeN0LbrnwBNrW8Hq7sQ/q9bgnX+5CkuNbvexXTP/ip9/aAFu/cipbhPFWi4gwzhy2S48lN8LAJCkOOrqjop8/VXMC15cepzVMyAdCjRMrZqCBebAC9FEojiI8JHGhQCAi+Z/HABw/qwLAQBNQgxrmYbPrr8dABATg83JU7LXa8xZ8OQL1ghAKxOhsoWxZJdJXJuaE9ieTDa6t6vjVmmDKIkQOIdmGjBN7mYk+IMI5yK4QD8LxU3VhSEGES6Xralvl869AgBw0uwLB/X8cCbCYIIIEuc4g3tZIRfNvdI6h1mLKn6N94h1kELJBOuF0usR1f7nphp04fNwGdbGimT8qUlQY0VCCCGEkLHOMIp7Ihgmxx0vbIdZZ6DUtcMPnDYdAKDZ6eZ1gox9XEWh0OfuI0kxKLFqfKnuFNzeszbydf5w8r/gzFM/U7T9xcueQm3tUfg4gL0tK3DJ8593H/vOpAuw+OLb3PuCKOHvF96N9zxzrbvtM++/G86rvjn3/W7Ke6NcDeheACMeyhhI+oIIzoJH1XNWDwVWXP5QChMErPvkuqLtkuwttBvrZnvvAVY5Q6agw+mk4G+seMcnXwm8zu8++WrRawvi0JZo/3XNP3CzaVrn/ravDvr5ihwMbEhS5eUVr1+7PnD/nIVfwLqFX6j4+c5nvejO+QCA07iCOBOxAjlUmbwoQAV4JTb5iN8BMjIoE4GUVROX0ZPV8PO/bwG1uiCEEEIIGZs27/MGoxmm9Z3tz2+2YUdHBtmIhZeDm9ZC1+l/UCvEkBcYcvkedx/JvjJdZzdXjKJI0WPK6+pngwkCmCAU1fobvPjqcqnyASBYM98UOpdY6PiSb+HuXNXOa1loWgacMcTFyoIIlXCmRQCAyAHdNNCX18FwaOUM0jCcm/+zGqxwOcNwlVcMhmzXyEhgODo5GQAwpahQxqIzBkMvoDDIsg1y6CiIQMqa2WD9Ebn1uWbsOji4WiZCCCGEEDLyerIF/OdTb7j3v/Xom8hrBn7x7Dac2ATkygQRnMaEbhDBXkD29rW4+zgL+/BC3S+cAh9FCu2jm8Vd9GWlspHnTcmmwP1YmeCDm4lg5JC3gyOxCs63UhMbj3dvC+DQTQP9eQ3MbvAnDjKzYLCNGIebHM5EGGKjx0PhhAskJqAxbpW51LDSwQw134N8RBCBLoKODAoikLIWzKhzb/dTWQMhhBBCyJhz67PNSOe8UYtLVrfgbT98Fjs6MvjcWeWf6wQRnHGOtXYZQHe/1w3fuTIeLhnwK5dB4AhnIkSNHlTkqqJtUZxmho6YXDr4INpXtfN6HqpqlWnExdIBkcHyv3cBgG6a6MvpgD1Zgg22saJ4+K/8+ymhz3IojRUPlWT/zGQmuqUnEisTDCv0Q40IInRlqMRhJFAQgZR17CTvD3m2QDNXCSGEEEKGoqurGWffNR/rNiyJfPwnSy7DojvnY8fOZyMf/84Di/Cjhy9172890I97V+7Cu+Z56f3fvPg4zGxI4ty538V3tn2r7Pmc/8SlKKj90AxrAVYXqwUA9GT2u/tI9pXpcgv1cAp8lHCafjwis6GSYAQApOzzdF9LCQYfkooXZGgSrOCFqqvI20GEmDx8QQQ/kQM6dzIRrFKRwY94HL5Si0Mhh37Oo1HOINoBA4kJqLJ/1hOk0v/+fvuP/4d8xCjLbfv7IvYmQ0VBBFIWYwyPfv4cAEBOoyACIYQQQshQvLbhQaQFhrvW3Br5+MOZHWgXGXa2vRb5+FNaOx7I7cbH//AKrvr1CnzoNytRl1Rw5YJJ7j5fuGAOHrz2GLwpeVdmpVBa9zzTWgaYjKGrq9mbzmBPGujOdgAALmDVSCatdHJ/OcN1qTm4RPKmKdTVznRv33HC5/DNxnPwy3mfChzTX87wxboFuGrRLUXvz9+wsJxFZ38TM3xfTWOhIML7z/8+vj7hbbix8Wz87JL7oHAO1VShFvqL3suhunPBV/G7+V8KbBMAmNxES3cOTibC4Ec8Hv7yAb+a2umB+0Nt9HgonEwEiYm45O3/ga9NOBOfP/c/3ce/XH8KALj/BrbnDkCN6LHR3N5dtI0MHU1nIANKxaw/fDnKRCCEEEIIGVHOUt8pLyhlY1sfjp1UjVNn1OHGi+ZBTC8LPN7euSlwfxYX0WxfGQeAz8y5Ct/Y8TAAq6xAtzMRahMTAAA9+S4AwOLjr3Gf41+of+2qx9HS8jL+8uxnrefVeiMgzz3jSzg34pz9V9hvuPy+su9vIKKk4HOzLsG/7f2LfW7B8gZJjuPaS3/vnTsHVKMAVbPKPsplVVTqjFM+VbRNAADGsb61181E8E9nqIQwyuUM4WwQp/nm4eQvZ5DkOK679A/o7PD+TZ85+2Kgey3qmYQZkJF2ShnsiofjTRGbBAM72rsO96kfESiIQAaUkK0/fFTOQAghhBAycgyT+4II5XtR/fHTp+OEqQ3u/Q2bvdpvQy+go7s5sP9kIYFmZNz7cd8iOq/2QbMzEepSVkZDt90rwd8wMVwykEo2urcrmQZQaZZBpWK+Eop4rKbsvnEniKA6QYTKyiYGSwQDB8eGtj402h/JYMsBRruxYlhU74qR5pUzeAEYf08Np9mjAY6UoOCAkXefAwBJJgEwsLvTmzJChg+VM5ABJRQnE6E4RYgQQgghhFSuVLd4zjm+eP8aN4jQ0Z+J3MfRpLQHHtN1L4igFvrQ3rs78Hgq1NTQfyVeLfRDt6/k1qascXo99hV7/+jG8NX+VCo4IWEgkji8QYS4b5JDTCkfRIiBIW9qyNvvK15hA8fBEgGAcWzc14eYbC1qB9tYcSjjGUfCaAQRJHuZGhjV6QtoCXZgxgBHUowjAxMq9zImknYgZm8nlTOMhLEV5iJjUlKx/plQJgIhhBBCSGUy6f14c8sTOPv0G0rus37jEkysn4PJU07Fo2tasXTDftTOsx57eed+fNwwsXvXPyCKCna0voyenLe4vP+Ff8P8yQuhyEm8/cyvYNm2x93Htm7/G9rTbYFjVYlxwPdVzp9VoBbSeLZ9NcCAupoZAICnDSsN3D/uLxxEUGLB+wMZ7sWxPxASG+Bc4mD4/+ydd3wc1bn+nzNlZ7Zo1SXbcm/YuIExvYUaUi4QSgIhXIckpHJJA5L80kOSm3aT3NxLCkkIJAQugQQSQgk9EJpxwQ13S7Zly+pl68zOzPn9MbO7s9qVtCpbJL/fz4cPqym7R7JmNOc5z/u8mpWAlog6xxdGRBDAwGFPZlVHRBBGWc5Qblg5AgsLTdJVILP0dFWU0uUwoiMSGAACkhcRBoBzJOsZ/IIHMCPoCoUR1Y3UfIaYGOinSYyIzylniGjkRCAIgiAIgsiHL/7lCrzAQ3hu1tmob1iW2s5clutr3/gWJM7xxvVb8D/P7cGKpkq0OPsjuoaHNx3G7ds/n/P9fxPeBezdBQC4g5u4c+Ct1L7fbroDc7wN8FocXgArxArMC84ButpSx7jzDV7e+3dsZLaTIVg5K+NzZJcTYaiSgSs804b9WQzmOu/cYfdLnOMsYXhnAZDpJlDV6mGOBDxMgMYNaImIc+7oBJB8EQEktRJFGp+IcK06e+SDCsSHAotxV3g3AGBe0xlF//y0EyE9XZVdbTmnN64CAFwz41y0R44iwuyJrdfiiAkMi4Jz8GRvL0SWQHNXBMtmZHbzIMYHiQjEiAgCQ0CRENbIiUAQBEEQBJEPu40QICLVDSDJ4HIGgzE8vu0oDnRH8csPrMatG+ztFSrDH187AOQx193d/mbG1zGegGbpUAD884Ztqe1XDBzGGQ9fAiDTVXAkli6N8KrpnAUgs3WjkkNE2Lp268gDHOXxmz64bcRjgEwhZKS8BQ8ToHMT8ZQToXAiAnNEhApVAPjoyxmA0f9cJ5rPXvlnfLaEny8x+2fnLmdwOxGClbNSP6PfPnoDLMbQB44P+Bfgtqv/ioefvQ3ofRMSDOzrJBFhoimvghuibLFFhOEDfgiCIAiCIAgbK9neb4iQvHSEIvCzZ/dgYUMAFx+fXtGfXiljc2t/Xp91NNaZeh20OCKWgYRlQB4Uv1ARbEq9drsKup2cACC75MDjyh1Q1aq8xlMs1FEIAR4ISHALuhF3zi3MpFIAg8dxIDQG7UmvWOJuC5MRyVFiJFc5w1CtJv2OI4UzBtXJ/pCczARRMLCvI5zzPGLskIhA5EVAlRCmcgaCmDRYFsfvXm7GN/62HQmz+K2ZCIIgjlWO9MXQHdaQvPNynnkPTobURax0EOLejjA+d9FiMJewUBcQoUj5PaofjHelXldyhjA3keAGPGBDnuNxreIfMqNDHucuZ5AnoC3iROIZxXhkJiLBLcTNmH2up0CZCIzBr4h4/pa3pcQEVmbdFiYDLNniMY/OFn6XIKQ44Z1JEWFahYB9nSQiTDT0G03khZ/KGQhiUvHC7g5881G7Pvbi4xtxxsK6Eo+IIAhi6vP7V1vwtb9uh0cUMGOBvc009YxjDKd1Y9QyUst5y5uCuGTZNBjOBBcAwCy8e+UMPBXDiLSYUUC0J12VTEIHT0C3DMjDiAjulfiDw7jt3U6EcusaMBo3gcxE6LCgJZ0IBXJVCLBdKPPq/HjOEZCEMZQzEDZyHgKM3+WqUZ0ODsngxRmVIvZ0Znc6IcZHed0JiLKlQpEQjlM5A0FMFna0pWtwd7eHhjmSIAji2Oanf74Ka+8+Ke/jf/XX63Hm75Zjw+Z7MrYf7Y/j24/twOnza/H2pt+g25nUG6aWOiasGTjUa5cohFyJ99+/ciUEgSGhpVdM/9K7FZvC1+U1pjYxLRZUCh5EGKBzEzIbWkRQ1Pwm4LIrE6HcSGY0zDeH/j6T2E4EjripgXFeMFeFCJYqVUm6UIYqaSGGRnTKGeRBrUlz4XcJQikngnNeY1DE/s4wLMv+N3n+1R/hjN8tRyzaM9FDPqYgEYHICzsTgcoZCGKy0D4Qh0cSIIsM+0iBJwiCGJLfhnelOhPkw4s92zEgMOw88lrG9vvXHUTCtPCDq1biBf/u1PbusC0M7O0I4cL/+ide2dcOAAi5+i0mQ98SRrqsoENk6BRzT46v9EzHp6pW5dwXFFVEBAbNyl3O8POlN+JPp30bsuzD12dclNp+rTobP130AQDA3SfcktouD2qF+NNFH8AjZ/0452cXm4pgE7418x349bvuG/FYjyBBB4dmaFB54VwVAgDTCc80HRGBTfIWj6XghjWfwQf9C/H21Z/M2P6TBe/H3879n4xtNcF0F4sqXz0AQHJyKBoDIjTDwoEe+9r68Y57EBIY2gaFkRKjg2QxIi+q/TJ6D5ITgSAmC6G4gcagglq/gr0UKEQQBDFhSMkWjInMe+sT29pwytwazKrJXLm/66XdiCqd+OwDb0IUGE6aG8SWGBB3zWG5ZYEJAnQ9P9F3VcMJOHHBu3DHP2/K2heUfIDZg5Clw5PDRn/2KTenXl9x/g/wzXtPBAB87tJ7oXrtNoknrVoLvPkj+/sVM7seXHDGF/IaY7F4zwU/yOs4jyBCB0fc6VpRKEQwWE4ihuWICKIw8mo6kcmyJVdg2ZIrsrZfeNaXsrY11B+fet1YNR8AIDqZCNMr7Wtg6+F+zKvzp7JKxDyyFoihIScCkRe1fgU9ET1lBSIIorwJxROoUGTMr/djfxeJCARBEBNFcpU5kki7BvZ2hLC7PYx3rpiedfz+zj6svWsdvLKIP33sdNT47MfvqKvUQNPsEgc9kZ+I4BFV+H25s26CTuvGXj58JgKQmXafFBAGU245CGNFZhIMBuiWDqWAj7MCYzAHlTMwNjV+huVKsGJm6nV9zUIA6XKGWr8AjyRga2sfAKREhGTAKTE26DeayIvagAemxdEXIzcCQUwGBuIGKlQJc2v9aB/Q0B9L4Lmd7SQEEgRBjIHtR/rR2muLBppThhAx0omHT2w9CgC4ZPm0rHM/9ba5+MGVK/H4p8/GvDo/DMt+ljJdIkIkYrdoTCTySFGEXSfuDzTm3Fep2PXhfYxDpkC/FB5Bhg4gbiagjiCujAcBDJYjNFngYJxPGSGmXHH/fBvqlwFIuz8YDCydHsQWp11qUkRIGPlda0RuqJyByIu6gG386gprqPGTJYsgyp1Q3EBTlRezauzWXF95ZBse3XwE/3Ptifi3VTNKPDqCIIjJwx3P78UP/7ELAgMuXTUDUcsChEwR4fFtR3HmLB3PvPxZGFZmhtT0ShEnnzALALBl+wM4ED6c9Rl7DjyP1qMb4c0z7NAje+FVa3Luq1RtR0FIYPAwetRPIosywgLDRr0bwQKKKyLSTgSLW7RiW2Q8iu3EkSR7vvJq81M4sX46Xtm1C9t3tMMCB8CQSAzd1pQYGbqzEHnRVG1PRPZ2hLG4saLEoyEIYiRC8QSCagVmO7W5r+7rBgDsaBsgEYEgCMLh7pebh93fG9Hxv8/txZkLa7FkWhAPvHEIjbMsAAJ6dVtE2NsRxo62AXx0xd/xvY51We9hmmkX53Xrv53zc27c9r8AgP875Rt5jdsjqkOubs9rPBFofRwAIOexAl5tcZwsZ5cyXCrX4wm9I6/xTAZkpwa+XWRosAo3tRcYQ4KnMxEK53kg3FwgBLEjMZD6WnL+vX8b3oX5xpfRNpvjmnVAg7M/4bT6JMYGiQhEXqxoqkRAkfDqvu6c9X4EQZQXYc1AQJVSAV9dYbvFWEs3dWogCIIA7Pvidx7fAXXx0Me8uKcTsYSJ296+BKtmVeH/vXMpzr/bnhZ2a3Hs7QjhgTcOQRIYavwm0A+cDi9eRdqlYJj5d37Id2IjS3bY4da1W2GZBhKJCNY8cBYAYNH8C3HJmz/Hk2ZvXk6EF2/YlnP7d97/HL6T57gnAx5XuKFSYCdCupzBgkhVhEXhp9e/nPG16GoN2SxagCPnJP85dCpnGBfksCHyQhYFzKhS0REi1Y4gJgNRzYRfkVAfUFDpTScQd4Xzf5gliHKGMfZpxtg2xth2xthnnG01jLGnGWN7nP/nToojCABPbDuKhJme4R3MEUK7rrkHAUXC8ia7zEAUGDRnaVkXLFz5i1fx2381410rp4PDvr9WS5ndGUwr/zypuJ5fEK4se1OvBVGC4iqDkEUvqmXbNeoRaL0wiUcsjoggQHAFK3KabJUISUz34PC7hJxkJoKeZ/4IkRv6vSbypsrnQW+UghUJohy561/NuPyOl2FZHLphQTct+D0iGGNYNiOYOq6frmFiCsAYWw7gRgCnAFgF4N2MsUUAvgjgWc75IgDPOl8TRE5e29+NGZXp9oXPvNWadcz6ll6snlMNUXB1UnBemhJHbcCDFTOr8OV3LoVm6pA4h0/MbCCYdCJwy8JgqgaF3fZH8ysf8AwSKtyIkgK/ZIsMMmUipJDFtKBeyMBJkTFXBwAqZygVbieC+yqwnH+QhKkVd0BTDBIRiLyp8so0ASGIMuVbf38Lbx7qw+G+GH74j50AAJ/H/rM5pzb9sNkbJScCMSVYCuA1znmUc24A+CeA9wC4DMA9zjH3ALi8ROMjJgHrmntwyrx0OOEbzW0Z+/uiOna1h3DK3LShxUjEYThdFWLgeO7zb8NfP3UmGoIqNFODygFVyAygTnZjMHKsfM5GZq/6vqjdpcHDh/fAJ8sZciGIEvyyHwDAQV76JB4hLe5YBfy5uJ0IFsiJUCpkKf3vHXEpOcmnICpnGB/0e03kTYUqI6wZIx9IEETR6Ivq+Ngf1qe+PtgTxa9fsoPCfB57pWVhg21rlUWGPhICianBNgDnMMZqGWM+AO8EMAtAI+e8DQCc/zcM8x7EJGP33iew4p4VOHDgpXG/V2dIQ2dIw4qZValtmw90ovXw61hxzwrs2PVXbDjQi+nSPjzQcjluu/dcAICm9aWODzkTk2i4AxfdtRz3xlqg8EzbPADcsv9POHx4HeKuc5PM9GR2Y/j20ecBZNqvc+FxRAI3fperwe+x7/u6Rc9tSdyTSoObBfsckbkyEciJUDJkl1sn4W6n6riKEqPIKiGyIRGByJsKVSIRgSDKjBd2deIf29tTX2862Jt67VNsJ8L7T5mNW99+HD5x7gLopoV4onAPTwRRDDjnOwB8H8DTAJ4EsBlA3n+gGGMfZYytZ4yt7+zsLNAoiYnm0TfvBAA8t/Xucb/XrqMhAMDSaemOU+F4FE+st40sD276Bda19GCWfxv6RAFPmD0AgHjcTn9vMDliAkM02oWOrh04KtoTEwUM6qByBgB4aesfoGkDWdtn+aZlbft09WosFuxyBK/F8V6lKeuYqqo5Wdseuug3+MmC9wMA/B67jC1RwMnyZEN2/buYhXQiMIbkT93iFgpXOEEMR2PjKtxSd9qQ+6k7w/gYUURgjN3FGOtgjOWMbmWMXccY2+L89wpjbNXED5MoBwKKLSLwESx2BEEUh8e2tOEzD7wJAPjKu5YCAF7d353an9TdvR4RnzpvIeor7AeoUJzEQGLywzn/Led8Nef8HAA9APYAaGeMTQcA5/85C8w553dyztdwztfU19cXb9DEuDCdtnkCG/8a2M6j9oT+OJeIILEE+qL2e2uWjvUtvWioCGWcp+n2ebMFu5ygs3MHND19DAOgiNmlBgITENf6s7bPqpybte0jl94Dj1Ozf7lvDj58TnZbyGDFzKxtM2eehgvP+hIAQHGCF8mJkMb9/JpswVgIRAipcgkKViwdTBCw9l2/xpWe3F3ldMpEGBf5/F7fDeCSYfY3AziXc74SwO0A7pyAcRFlSECVYFocMVrFJIiy4JuPbk+9/vBZ8+CVRby8Ny0iTK/MfJCtUO3a21CcShqIyQ9jrMH5/2wAVwC4H8DfAKx1DlkL4K+lGR1RCKwJFBHeahtAQ4WC2kB6dbohIKIrbE/+YmYCW1r74PXaAoHAObhlIe64CWYpdhlER++ejI4KCXAoOfIKBEGEnshusTu7bnnO8UnO+rUqeiDkCAFkwvA/A48TrEhOhDQJM73ybBZwQUxgQtqJAA5Ga28lJRkyOpiEReUM42HEuzDn/EXYCv9Q+1/hnCf9s68ByJZGiSlBwLFGh2kVkyDKgo5QWkVnjGUIfE98+mysmVuTcXyFal/D5EQgpgh/Zoy9BeBRAJ9ynkW+B+AixtgeABc5XxNThIkUEXa2hbBkehBGIj2xXNGk4ohjFggbOhImhynaAoHFGHQ9BN0RDGb77RKDjr4WaIm0iGACUHNMWmwnQihr+8xpJ+Ycn+R8j4qoggmjN8R7HCGDRIQ0upH+m1nIcobB3RnIiVBa/EN0MtENEhHGw0T3ffkwgCcm+D2JMiE1AdEMSqoiiDJAYIC7O9jChgD2doTx50+cjqXTg1nHJ50IA+REIKYAnPOzc2zrBnBBCYZDFIG0iDC+KvOEacEXeQCLawL4x8t/T20/fpoPew/ZN9WIad8nQ4im9j/7+o8xo/Y4AMDMqgVA70Z0ho+gwlubOsZkaReAG8YEaC7HQpLa2uPg4Ry6E/zmTd3U7f8rkjKm7zfZvUEnESGFbhVHREh2Z9C1EJ6MH0F2BCZRTPyeQM7tusuJkEhE8cwrPwBjAs475dNQ1Mqc5xBpJkwcY4ydB1tE+MIwx1CQ0SQmKSKQE4EgSs/ftxzBoPbiePBjp+PJz5yNk+bU5DyHnAgEQUxmTGd9VxyniLB1/zbsavonHrAewxcPPJzavmqmCoHZnxGzDJw4uwq9PD3x/ELLXxCJ2ebcuuBsKBZHV6wLmqtMwQByljMwMMQTmSKCYnEIogSP617+6WnnAAAWBGYBAObVLMlyIlznnTvi97hwztsAAO+df+mIxx4rnL74itTrD8x5Z8E+RxFkxBnws79dj4jA0CFSf4ZS4pNziwhxlxPhD0/ehNta/oxbmx/EHX//YJFGNrmZECcCY2wlgN8AeIezCpATzvmdcDIT1qxZQxVCk4yAYq9iUocGgigtumHhpvs2pb7+3EWLAQDVfg+q/Z6hTkPQS5kIBEFMXpLBeGyc5Qy7j7Tm3F7hAZqqPNgNQAfHZcun4897LXgtuxMDABzs3gkA8Hur4QcQMWOIJ9JuBROAKNiP12fCh5cdJwPnVkps+MNJX8Kq469J5Rokp5ifrjkJ173j5wCAT73nfnxUi0BW/Ojp2Zt6/18t+wTOWPPJEb/HmpqF2Lp2a14/j2OFRQsvwdaFw8W8TQx13lr0a63YG20r+GcRI6PKucsZ+mKx9Gst3dmqK0cAKpHNuJ0ITqDRXwBczznfPf4hEeVKMhOBJiAEUVp+/dL+1OunPnsObr5gUV7nkROBIIjJTLI7gziGjAA3BzuO5txumBpOnWfbmBMCx3WnzUaUcTTy9Epyc38zAMDvrUWAM0SMODQjLSIYLC1yMKTP000Ncd0WEQLeupzBiOogB4Os2EZ4dznDeEs5iMLT6Le7ARw1YyMcSRQDTw5nEACEtLTLSBHTQkM8TikW+TCiE4Exdj+AtwGoY4y1Avg6ABkAOOe/BPA1ALUAfs7sei6Dc76mUAMmSgdNQAiiPNjS2gcAuO7U2VjcWDHC0WkCHgmMAQN0DRMEMQmxMDGZCIe6jwI5AttNU0e1z55AmALg80iIMGAhU9ACe8LRHLfLcX2+OviZiKilQ3P1mzeQdiIwhmS0ARKWDt05TvHkvm8rYu4UeXc5gzBOAYUoPPXB2cBhoI1ZAKiUodSocu5UinDBkJgDAAAgAElEQVQiLSL0RdMtPyMx+jfLhxFFBM75tSPs/wiAj0zYiIiyJdWdgcoZCKKkCIxBEhi+9m/Hj+48gSHgkchNRBDEpMRyyhnGIyJwztHZ35lTRDCsBEzLfsaJMyChRaAzhnopADjJ/s1mFBAZAv5G+JiEiJXIEBE4Y2DO+CxXG0Hd0BEXbceCqmQH3wJD267d3+94SzmIwtNQsxAAEBVoMloOKEOICHEjAc45GGPojgwATrfXmKEjrBmpeQ+RG7oTEXkToGBFgigLuiM6Vs+phiKN/kG6QpUwEKNrmCCIyUeynGE8q/GHemIwzOxWiwBgGHpaRABwzn2nAgCq5bRzoF1kEDmHolTCL8iIcAOamRYRppkcAbUaAFDnOu8Pnevw3SPPAABUtSrjc4NOucRQK6bu75fKGcqfhtolpR4C4UIdojvDxooQNux8BQDQr6fDUS0hgR1tA0UZ22SGRAQib2RRgCoL5EQgiBLTE9FRO0yA4nAEvTI5EQiCmJRYebbl45zjx0/twkfuWY+OUDxj35bDfZDFaM7zTCstImgCQ9hZST6udim+M+vfUsf5OMAEAX7Bgwg3ETc1SJzjpwuvwx/e8QecuOID+NbMd+BLl96bOqdLZFA58NXpF6Ai2JTxud9e/Xl8qmoVTl91Q85xMdfjOiN7fNlTWTkHHk758eWCkkNECDjtrd7c8wra+mPQXF1YLFHH9sMUrjgSJCIQoyKgyFRPTRAlpieio2asIoIqU64JQRCTkmR5gGWZwx738KbD+Nlze/HMjnbc9tCWjH1bWvshi5nCwjWq3U7RMNMighu/J4hLz/8u6k378wPO/NAvqYiAQzN1qBy44MwvYtr0E8EEAe+54AfwB6ZlvE8NZ3jvxT/Nev81J3wQH7/sXgQqpuf8fpiQtlVTJkL5wwQB9RaJPeVCLhHhXd7ZAIDW3k68vr8HppDAfJNhuSXBFEzs64xknUNkQiICMSoqVImcCARRQkyLozc6HieChAFyIhAEMQlJBitafHgR4e5XWrBkWgVufftxeGFXJ7YfSa8qvnmwDwFv5nOMT7IDEkwrAYNnP+MkyxMUxwXgdx6f/aIXUQbETQ1KHgvPyhjzDNzCAaNyhklBozC2v9HExJMryLRSsbcd7e/EC7s6YIkmAkyCX5BgihZauklEGAkSEYhREVAkhGkCQhAloyeig3OgrkIZ0/lBVSYRgSCISYnjQB5WRNjbEcaW1n5cddJMXHfqbHgkAX964xAAu0X1xoO98KuZQoHkrPQnhnAi+Ly2iKA6IoKP2cf7ZR9iAkPU1FL7hkMd42O3wFxOBBIRJgX1Uu58C6L4KDmCTIMeu5VrKB7CI28egSla8AsS/IIHumBhPzkRRoRiJ4lREVDIiUAQpaQrbNft1QXGKCJ4ZQpWJAhiUpJ0IpjDlDM8svEQTqt6AHX6AqzbIOKyRTPxyJsiPnG6gof/dSdOq9mFFhzOOEdyJunPtzyNRZXzhnxv20lgIuCIDj7Ztkn3mrGUS2E4PGN0IrAMJ8KY3oIoMg1KNRDtLfUwCACqUpm1rdJxFwlCDNViG3Z5LFwoeOAVPIgxjiP9McQTJlSZRLuhIBGBGBUVqoSDPbkDiQiCKDwbDtgPJWMuZ1DtFo+WxSFQ+ymCICYRppOJwLmVcz/nHJu334ft0zfhq62bUttDse/h5kevxg7JBOqzzzth1tlA/xb8NdGOm4zsXII5M+wuDQoTAZjwO1b1oNNl4YgZQyXL/Ug93eRoE53uC2N0EQiuTARGmQiTgpWNq4Hm/aUeBgFAUbNFhIBSBYFzrJilYvXsV3BXDJjrm4aoGUdI5+AcONgTxeLG7FIIwobKGYhRUeWT0RHSYFmUOksQxWbDgV585ZFtAIDZtbn7iY9E0CvD4kBEJzcCQRCTC+50ZzCHKGfY0RZCT0TL2r68KYhDLLOMazX3YOvardi6diua6pentg/oma3dvtR4DqprFgBIigiAT1QBAA1BO5ztoAjUS7nvyU99aBsWmMw5Xx7+GxwC5nIwUDnD5OCSc76ON6/bUOphEAAk53rN2CZ54OeAyTT4Vfve8Ml334N6bx0iggAf60dzF5U0DAeJCMSoOHVeLXoiOnZ35O6xTBBE4XD3LZ4WzP6jmA9B1X6I/fDd67G3Izwh4yIIgigGpiMiDJWJ8MS2tpx2/x9etQp80PYGV826JKXvpyEjc+IgCemJv5LMQnCOr69ekNpX78le7UwiO4NShbEZgJlAIsJkRJQoXLEccF8/SSTBAx8HIkYccUODwDkk2YvGgN1+tU4+TCLCCJCIQIyKJdNtW8++DrqwCKIYWBbHD/+xE5sP9WGjU8qw+WsXg42xMLbaKYNY19KDX7ywb8LGSRAEUWgsbmX83w3nHI9tbcO82uxH26XTg8CgzAKPa0IviunJ3oARyzhOdokISRHA77gOGuuWpvY1euuGHLfHedxWhLE5EdxQOQNBjB9RlBGAgKgZh+Z0V2GCgHrHXTTd34kWEhGGhUQEYlTMq7OV+/2dtIJJEMVgc2sf7nh+Hz79f5vwl02HsbgxgErf2B9E611dHbpz2H4JgiDKgYRpYdvhfuhGWjBIvsolIuzpCGN/ZwQLG3Kv9g9XhOm2O/eb2qB92SG2ftl+Fgo6Ew4AaAjMGPL9Zcc9oIjjX5lmeQQ4EgQxPJLogZ+JCFs6NFNH8ipvqFlk/9/fi/0kIgwLBSsSo8LnkTC9UqULiyAKzKGeKF7Y3YmE8wDd0m0Hml52QtO43rcukH6ITXZ6IAiCKCc45/jwPevx4u5OLG8K4o8fOQ1vbPgR1jP7nuXuztDVtRPnPXY1zk5UomJpPxoCFwM5HlEGiwiNam3qtSimhdnkZySRXftMR7zwO10ZmCBA4hwGY2ionDvk95PsyqAK4xcRqJyBIMaPJHjgE2RELAOalYDi3CAa648HALxQ8Rr8hy4v4QjLHxIRiFEzv95PIgJBFJjPP7gZ65p7srafuXBoy2w+uFtDdgyQiDBa/vTGITyzox13/vuaUg+FIKYsL+3pwou7O3H+kga8tKcTN923ERAeTPlnLaSdCG/t+4d9jtwPAOiJHRnx/W+pOw3XXPCj1NdV1fPwseAy/Gpge9axkmvin0iKCK6WcXcs+wR2tW/EmuXXD/l5VaIXMGNQpLG15nVD5QyTi/tP/hr9m5UBd59wCyoD0/Gef30egO0wUpmEPmjQrARUx+HjD0zDKkvGZiGBeOwowpqBgELT5VxQOQMxaubXBbC/MwzOqUMDQRSKA925hTq3k2AsqLKI606djemVKvpjiZFPIDK47c9b8NRb7UiYuVvMEQQxfh7dfASVXhm/+MBqfPvy5XhpTxdEIz0RGypYEQBCiZHLLa869/astm9XnHpLzmNl18TfSIkIwdS2M07+FG54928hK/6sc5NUe+w8qYkoZyAnwuRi+fFXY9mSK0o9jGOek1atxcIFF6e+FkUZMhOhc464ZUBxdUC5fObbAAAKi1EuwjCQiECMmvn1foTiBrojeqmHQhBTlv5YAqKQXfvqdhKMle+8ZwWuP30ONMNCPDH0wzhhs+lgL066/Wm8dSTdHYMEGIIoHOtaenDqvBookoj3nTwbHzlrHox4evJsWkOLeD1Oi0ZlUCtq91eS5M06z+/L7fKSXBN/03FAKPLoWuwGZVtE0M3x3zfc7R4JghgboihDFkQkwKHxBFTXlFhxglM9Qow6NAwD3YmIUZOcxPSSiEAQBUEzTMQTFk6bX5Ox3e8RocoTswpV6bXrfGkyPDKPbDqM7oiO15u7U9vo50YQheFofxwHuqM4ZV76/veldy5FhZSeuPMcwYpJekw7P2aw3OoWEcQcYYk+f0PO93OLCEkngjjKLgtBx7nQrw+McOTICDna1REEMTpkSYWHSdDBEecmFJfDR5WTIkKcnAjDQHciYtQEVLs2KKQZJR4JQUxNBmL2tXXu4nqcu7geV6y2wxQ90sTdspMiQl+UJsMjoTulC+6f/1ce3kYlXQRRAF5v7kaj1IzK+J9gJOJ4+JlbASuBhsr0xN90ZSLEE/GM87stHYzzjNCvbW89CO4ydok5ygrkIdwFsqtzg+lIEe4gxnyodEIcB4zoqM7LBaNyBoIYN6LggSxISDBA4yYUlr5jKE73lTq/mdOJ0NW1E8++8v2ijbVcIRGBGDXJgJFwnEQEgigEyVXuxqCKez50Cs5ZVA8A8E6QCwEAqryejM8ihkZzOmRIrvKSV/d3o7U3NtQpBEGMkXXNPfDO+wW+deSPeOjZW/G1w0/iT898DmDpZw7L1Z2hpas74/wemFA58JlZ70htu/aNb2U4EdgoVvMlVybC2sXvAwAsnnt+3ucDwKnLrgEAXLH0/aM6LxeCQCFvBDFeJEmBR5CRAKCBQ3GFX6oeW0RoCJjYm6Ol/UcffR8+s+dexGO9xRpuWUIiAjFqkiJChJwIBFEQkhP7oOMWaKiwH2KXTg8Oec5oKbdyhq6whj+9cagsV/cTpj0md796AIhRngRBTDjrmnvQ7bh+OqJHAQBdsU5oloEmg0PmPOPaO9CT+SDfIzAoAN5z4Q/x2ZqTU9vzubM8eeFvs7ZJrtKH88+4DVvXbkVl1dz8vyEAjY0rsXXtVpy6+qOjOi8XDNlZOQRBjA5R9MAjSNABaNyC4ipRUpwWro0Bjp1HQ1lBys3Mvv9oeqho4y1HSEQgRk1SRKByBoIoDANxe2KfnOifOr8Wt1y8GN+6fPmEfUa6nKE8sk1+8vRu3PbnLdh6uL/UQ8lCN+wHhljCzHAjUCglQUws3WENezrSK39x074/GU4vd5UJEDjQF7fb03LOcbQ/+56R7PnukdyhiCOjOF0U3MiSmuPI0kHtAgli/EiSCkmQ7XIGcKgZIoJd2lQb4NANC3vaM90IBrOfA7T4+DNOJjMkIhCjxk9OBIIoKANJJ4Jq/1ETBYabzl+EpqrsRPGxUukrHyeCYVrY7nQ+KMcyqXjCXoXQDQuKKxchuZ0giInhjZaejK810xYLDMtA3DKgMgEiOPpjtriw/cgANDOe9T7Jnu+xRDqDgLORV/AVJdvtJZWZiCAwKmcgiPEiiQo8ogcWY4gyQBHSgmPyPlDptaXHTYdyly1oevktehQTEhGIUeNXbBWcRASCmHhMi6MzZD84B72Fe1gMqhIkgaGnDLqsXPDjf+LNQ30AgJ4ycUa4ien2g4RuckiiW0QgJwJBTCSvN/dkCnWWLXKa3ILGDShMBAMQ0RPojyXwzI52CCxbCE32fB8Ypd1YVaqytkk5OjmUEoGcCAQxbuxyBls4CAsMqitsVXUcSR4xgfoKBa/v78n5HnGNyhkIYlQokgiPKFA5A0EUgE/cuwHffmwHgHT4YSFgjKHa7ykLEeFAd3q1MNmZopxIlpckTAuG6U6FJxGBICaSV/d14+yZ3059/bdEBwDA4CY0bkJlIkQAHBae39mBp99qh1/NTjtI9nz3Oynr+SLJ2W4vOce2UkLdGQhi/EiSF7Kry4ri6sKiqJUAgJa+fYjP/Cw6Dv4fLCv7PqMnju32jyQiEGMioErkRCCIAvDUW+0A7E4ME9nSMRe1fg+6wqUVEQYHKYa10pdXDCZZXqIbFjTDwvlL7H7yuknlDAQxURzui2Hn0RBe92bXGRuWAQ0WFCZDBIMsMnzmgTex/cgAgr7sMoVqZ0LwoUt+gY8Fl+U9hlxdG8qtnGE0nSUIgsiNXc6Qdhkpri4sqscuZ3g2tA8AIHtfSpU09LoWXuJ6dueGYwm6ExFjwq+IZVm7TBBThcFpwIWgNuBBT0Qr+OcMR0TPXM0vt/vKN/62HUf67ZprzTBhWDwVLmvmWJkgCGJsPL6lbch9CW5C4xZUQQIDUO23VxDrAgp8OZwIDR57JdGjVODKU28d17jKLVhRICcCQYwbURokIrhfq3ZZUyez7y2ipeKhDa3QDBP/fte61HGROJUzEMSo8XskhDWy8hJEoTCKMEGt8SvoLnE5Qyie6TwopzKpeMLE3a+0pL5OChzJcNlk60eCIMZHTLevtZPnVufcHzU1xMGhCDJEDlSoIu678VQ8/umzkODpe8ZCy36srVdrU9uS1uSxIku+cZ0/0VB3BoIYP4IoZeSdKFK6bEmUPJA4h+Z0Y2oIVOPPGw7j33+7LqOD1L6OruINuAwhEYEYExVUzkAQBWVWTeHrcOsCHnSGtKySgmKhGxZO/8/nMraVkxPhaH9m6nvYuecFnHBZg8oZCGLchDUDn3lgEw73xfDZCxfnPCZi6dAYoIgeCAAsWDhjQR0aKlRoVloIbRRs10C1WpPalrQmj5VcOQmlhJwIBDExeNwlDIPEQsX1WDS/LmgHLDb34D/OX5javr+ru+BjLGdIRCDGRECR0FcGreEIYqpRF7DDFL93xcqCf9bsGh+iulmyXIS32tK1z995z3IsbAikJuql5MdP7cIXHtqSNZaBQU6EYrhFCGIq8+ahPrzzv1/C02+146vvPh5nLKzLedyriKFXYFAEGQIA0yV8xq30dVon26nqzNXOMWlNHiuSVF4iAmP06E4QE4HHdW0rg8RCd08WDh1//+RK3H7207j5vFmp7d3h7PyWYwm6ExFjYsn0IHYdHcCRvliph0IQU4qobuIjZ83DmUM8TE8kc2vt5PKDPaVJGN51NP0H+LjGCgRVqSxEhJ89txcPrD+E6KC8hlA86URwRARyIhDEmHloQyuu+sUrMC2OBz52Oj581jwAQHAYcc52IjBY3NUlxSlnmG5yXHviJwAAZy3/QGp/0pqcL6dwBZeI1bit/gx4LQ5BLFyr3bFATgSCGDufrFyJGuceI7vKGdRBnVy8PC1EaqaGO5+8AT/oehZPvfy91PZQPArNOHZLu0e8MzLG7gLwbgAdnPPlOfYvAfA7AKsBfJlz/qMJHyVRdly5ugm/eGEfnt3ZgetPm1Pq4RDElCBhWojqJoJeeeSDJ4AZVbby3jbItl8s3K0dA6qEgCqnOiGUA+5OEbV+T+rrADkRCGJcPLr5CG59aDPOXFCHO96/GpW+9D1P5sBVygzceukfceqD52WcJwsyRAAW0tde1ErgDMGLX33IDjzbuvTKrM9TORDObuKQk99+cH3q9fWj+J6KBRPKS9QgiMnEJy7/Iz7hvPbIbidCpojgZ3bhFGCLCO1aHwCgN9aROoZDw96OMJbNGF/uymQlHyfC3QAuGWZ/D4CbAZB4cAyxoD6AaUEV339iZ6mHQhBThmQeQIVanIfEaZV2/fDg2v9iEXLlHzRWqKhQpKygxVJytN/uXHHfjadidq0PfVF7bBWqPeEhEYEgRk/7QBxffngrTpxVhd+sXZMhIACAxgBV8MDryjVIIgmSnYngciJEuAm/4Bn2M5UpdKkKFKxIEBOCLKY7r6ieQMY+P0s/h8UtHXCEy4SZfkZhgoGWriiOVUYUETjnL8IWCoba38E5fwNA+Tz5EQWHMYZzFtchrBnHtJWHICaSgXjmJLXQBFUJPo9YMhEhrBmYUali3ZcvQLXfg4BS+nIGyyUMJMu1ZlR6IYtCSvSYUWU/eFA5A0HkZm9HCDf+fj0e2tCate8/H98B3bTwX+89AaqcPSGOM8AjesCE7EdUSZAhgGVkIoRhwScO34ZRQZ42hEmAwMiJQBATgduJ4BnkRPC5rjPdSsB0RATdTGdIMSGB5q5wgUdZvlAmAjFmTp5rrxK095e2zzxBTBWSk9RgkZwIjDFMq1TR0l0aJT0UN1Dp86Chwp4ABL0S+qKJjIl80cfkEjGSIoLPI6bGpEgC5tfZKxbkRCCIbDjn+H9/2Yan32rHl/6yBQdd95cjfTE8uqUN1582B/Pq/FnnavF+GIxBFZWsfQAgizIExsDd5QwM8EvDiwjD+xQmGcLUEUQIopTIcrojg6pUZOzzi+m7RtxKwHKEy4SVXjOXJBPN5EQoDoyxjzLG1jPG1nd2dhbzo4kCkKzbHigj+zFBTGaK7UQAgJNmV+OVfV0lmbiHtUSqXSIAzKn1QzMsHB0ojTMCQEYmw2FHRPB6RCxvsmsef/q+E1DpkyEwwDBJRCCIwezrDGNdSw9uPHueHZq4/mBq3z2vtAAA1p4xF8++8n2suGcFujp3AABe33gn1jxwFgBAGcJZILHM7gzcshBhgH9Qe7bBCOREIAhiEB7XfUPxZIoIqpB+DtMsIyVc/mpge2q7JJlo6S5NMHU5UFQRgXN+J+d8Ded8TX19fTE/migAPo/98B9LUDkDQUwEA7HiZiIAwJq51YjqJg70FF9Nj2hmql0iAMx3Viabu0r3R7nfJSIc6U86ESTcdslx+NcXzsM7VkwHAEiigIRF5QwEMZin3moHAHz4rPk477gGPLi+FYZpIaabuH/dQVyybBpmVvtw/56HAAD7Dr0EADjQmX44Vxxnwf0nfw1/Pee/U9slUYYIBssJPIvFe2AxBr+c7WpwE8HUuVYFClYkiAmhunpe6rWiBAftTQuPcW5klFAlMcU4Wkr4vFJqqJyBGDM+j/2HLFIGLdkIYiqQdCJUFqk7AwDMr7et+QeKqKa/dWQAq29/GlsP92eICMluEVta+4s2lsG4nQiHemLwSAJEgcHnkTCzOr1qIQkMJjkRCCKLl/d2Yen0IKZVqnjfybPQEdLw/K5OPPLmYQzEDXzwzLkAgIQTjig6oYhxM90yWnX6ty8//mrMn3d+arudiZDuzhCN2K5Wv5wZijaYgaljRMiZFUEQxOgJVsxMvVaVoTssaNzMKKECgAqLIyRo6I7ox6wjO58Wj/cDeBuAOsZYK4CvA5ABgHP+S8bYNADrAQQBWIyxzwA4nnM+MMRbElOElBNBJycCQUwEXWE7X6Q2ULwK3iZn4p607heDhza0oidihxP5PelyhmS3iO8/uRNr5lancleKSf+gFpM+T+4kdElglIlAEIPQDQsbDvTimpNnAwDOX9KAhgoFv3u5GR0hDUunB7FmTjUAwOAcYHY2CwBoRrqMyTNExoEsKhDAUvXJkWgXAMA/zAQAAGKUI0AQxCDcgpyiDiciWPCyzL/3syGhS7AXUVu6Ilg5s6owgyxjRhQROOfXjrD/KICZwx1DTE2SD9dREhHKlv5YAkFVSj2kEeXNxgO9qFCllMunGDQGVUgCQ2tv8UQEj5T+w+3+Xt1J7TuPhkoiIiRXFGZWe9HaG4MvR3o8AMiigAR1ZyCIDLYe7kc8YeG0+fa1K4kCbjhzHr7/pN0O+lfXn5T6e2Qme7AnbBdU3EyHNMf03Innkuh0Z3BWBSOxbgCAP8uKTBAEkT/ukMXBaNxKuZ+SzJKD2GX0gMFAS3eURASCGA3Jh/+oTuUM5cjGg7244uev4O4bTsbbjmso9XCIEYhoBp7d2YEPnTlv5IMnEFFgaKhQ0DFQvC4r/bF0i6ShVvq7w6Xp+tIXtUWEubV+tPbG4B1ifKLAsKc9jAfXH8LVa2YVc4gEUbasa+7BXGULelqfxZ/bGEzLwEcv+DGqfDKqfTLevmxa6tikEPA/W3+N9Qefx5FYV2pfv9ab8/0l0QPR1Z0hJSKox94DPEEQxaGTWdiPzMDnWb5pMEK9WBP8Gw52H1+ikZUWKqwixgw5EcqbrU5deTLkiihvDvVGwTlw4uziPwzXBhT0RIo3aU9O1AHAO2il/6XbzgOQLu0oNk9uPwogXeYxlCtEFgWsa+nBrQ9tQZhyYQgCAPB6cze659+H/2x/Gt848hRuP/ocXtv0C1x7ymxcsnx6xrHJq2abYODXoZ14zEiLCBes+GDO95dFFQwsFXIW0foAAAFv7bDj+lTVKiy2BCwwGT4SOG5s3xxBEFOOm6pOwCIrezp8zaqPAwA+FFiMeA4z75rZb7Nf1GzAgRK1yS415EQgxkzy4f9YExH2doTx2JY23HzBwrIuE4g7XTP8Q6ykEuVFb8SeWNf4it/RvMbvQXdEH/nACcKdOzA4kGhWjQ8LGwLoDhdvPG42HbQnJZU+O9xyKCeCJKav/f5YAgGF/pwSxzYJ08K65h6ICzK360bulq1GjrTzBpPj2Q9tG/Iz7O4MgJF0IsRtsdw3gojw8cvuxceHPYIgiGORj132B3wsx/YVy67G1mVXAwCWvvgt3Nr8YMb+NSuux2nb70aPoJWku1U5QE4EYswIAoNXFo+5Fo833bcRP3lmd1FryPPl+V0d+M1L+wGku2aoQ9R0E+VFX9SeNFeVQESoDXgKPmnf3xnGD57cCcviGSv3ASW7E0Wtv/DjyYXpBCWeNr8GQafNpjREIJvo2k4dakoDY+yzjLHtjLFtjLH7GWMqY6yGMfY0Y2yP8//qUo/zWGHzob6ciwpDhSQayBYRVAwvzMuiAoEJqfrkiG5nePu9daMdLkEQRF40VM7N2ibLfqhMgilwHDxGnQgkIhDjwucRj7kH6PYBe1WlVHbr4fjQ3W/g24/tgGVx9DmrvQlqQzcp6HUs/jX+4osIdQEF3RENPMfK4ERx20Nb8PMX9mFXewjhuIF3rZyOn77vBHz8bfNzjqeriOUVSUKOK+Ki46ch6LTZNIa4fmRXqjOVMxQfxlgTgJsBrOGcLwcgArgGwBcBPMs5XwTgWedrogi8vLcbucx5kpj7nmbmEBEUNvxjqSQqdovHZDmDHgIA+P0kIhAEURgaahdnbWOCAEWQkGAcRwfiKffvsQSJCMS48CniMVfOkFyBdNd1lwvJOWBXWEu10DsWb2yTkd6UEyF7Zb7Q1Pg9iCesgl7LSUfMwZ4owpqBoCrh8hOboEjZTpliOCNykSyzqPTKqPQO/+/gdiJENbrGSoQEwMsYkwD4ABwBcBmAe5z99wC4vERjO+Z4eV8Xls3I7pJgmLmvZbf0Vu24gNQRHktlSYEAAQlwGIk4IokIGOfwkhOBIIgCUV+3NOd2RZChO60fDx2DJQ0kIhDjokKREYofW6twgrPUkpz0lSNHB+KpSWVfLngAACAASURBVFgxRYTW3ij2tIeK9nlTib6oDlUWSlJ+Uuu4H3oKmIvQEFQA2JkiYc2Af5g2lnUBBf2xBHSjuC0Uj/TZLqNKr4ygOryIILsyEajVY/HhnB8G8CMABwG0AejnnD8FoJFz3uYc0waAWtMUgZ6Ijg0HenHOovqsfe5MhMvuWokV96zAGb9bDt3lWqiDfd/zsOHvf5KowCOI2CGYuPreUxExovBxQBApk4QgiMKgqJU5t6uCjKRn8lgMVyQRgRgXFaqUFYw21UnWSBdywjUW3BOutv44th22A6eKKSLc+PsNuOgnLxbt86YSvdEEqkuQhwDYk3agwCU6jktm+5F+RHUTAXXoh/4ZTmeEgz2Rwo1nEF1hDdf++jUAtohQ4Yyv2p9bTJDE9J9PnUSEouNkHVwGYB6AGQD8jLEPjOL8jzLG1jPG1nd2dhZqmMcMT2xrg2lxvHvljKx9upHOD9ov2jeCkMDgvttUMPt6U0cSESQVN53+VZzDAtgrWOjVQ/BTxR5BEAXmDyd9KfX63pO+DADwiB5ojhja0l2855VygUQEYlwEvTIGYlNbRPjLxla8/ScvZk3Gy62coSOUXu3ZfKgPIadOO54o3gRnR5sdclXsFeSpQF80UZJQRSCdw1BIYSz5+7jVEbeG62awoqky49hi8PLedHu5Kp+MVbOq8JGz5uGr787d/9ldzkBOhJJwIYBmznkn5zwB4C8AzgDQzhibDgDO/ztyncw5v5NzvoZzvqa+Pnv1nBgdj24+ggX1fixp9GftSwxRzhB3XUM+Zot1ijC8o0CWvFi08BJc2HQ2AKBF74WfHmUJgigwJyx/f+r1quXXAABUwQOd2c9QezvCpRpayaA7LzEugurUL2e45cHN2NUewr5O+waRnAz1lFk5w2FXt4g3WnpSr0vRPaOzDEMny53+mI6qEerwC8W0Sjs9/bmdOedbE0IytPBQj/17WjGME2FBvR+qLGD74YGCjWcw65rT10ylV4YsCvjKu4/HzGpfzuOpnKHkHARwGmPMx+xeuxcA2AHgbwDWOsesBfDXEo3vmGF/ZxivN/fg31bNQFzrzdqfGKLFo5uAE76osOFFBEmyXVONwTkAgGYY8I/gXiAIgigEiqTCYAyL6z3YfQyW8pKIQIyLoHdqlzNYFoeT94Tmrghae6Mp0WTTwT587A/r0VsmZQ2H++zJmSgwvNFiP8jNrvEVLTk+2R4PAA50HXu2rvFiOxFKIyI0VNgP5n98/WDByl8G/x5Oq/QOeawkCphV7cPBIgYVdYbSwtdIoYpAOsQUIOdNKeCcvw7gIQAbAWyF/TxzJ4DvAbiIMbYHwEXO10QB+a+nd8MjCrju1DmIhNuz9uumfW1xa+jrxC/aQqYqDn/tSU67yPrqBQCAqMDgH8G9QBAEUQhU5761qA7Y0x4uaIercoREBGJcVKgywpoBy5qaF45bILnpvk246Mfpev8dbQP4x/Z2/G3zkVIMLYu2fnu15+3LGgEAHlHA4saK1ApwoXFb4d//m9eL8plTid4SljMwxrBkWgWAzMn0RDLYsZT8vKGYVeNDq8tdU2jcuQb5hFv2usqZdGqjWhI451/nnC/hnC/nnF/POdc4592c8ws454uc//eM/E7EaOCcY11zD+55pQX/cf8mPLalDTedtxD1FQoi0a6s4xOW/bdB14deqfNJtqioCMPfAyXnob2hPl1m5GOluW8SBHFsozii5vxqCyHNQPvAseXCJfmWGBdBVQLnQFg3Rkwzn4z0Dso9yFUaUC7ZCB0DcVSoEk5fUIfHtx7F25dPgyoJ2H6kOE6E9oFMy6puWPBIpFPmg2aY6AprmBZUSzaGL7xjCW743RvoCGmYVZPbwj8ewnEDlyybhohu4DMXLkbjCN/rzGov1rcUb/6nGxbm1vrwy+tPyuv4pdMqUhkgCXIiEFOYjlAcO9pCaAwqaO2J4ecv7MXGg30AAL9HxMfPXYBPnrcQABCJd2edrxu2iBCJ5g6wvEqZgZWNq+Hbtw/L61cOOxZZtsWGYMVMrLRk7IeOE+uXjPl7IwiCyJd3SrUQkC5lVB3xc0bQfgbY3R5KlYceC5CIQIyLpO23L5KYoiKC/fBz8wWL8LNn96S2n72oDi/tsVdcyiWRtTOsoaFCwdUnzURTlYpzFtXju4/vTDkUCs1g63lvVB9xokjYtPfb6vX0qtL9vCqcoMNClb+E4gbm1vnxxXfk98A/s9qLgbiB/lgir/KC8aIbFmZUebFkWnaf+1x8/dJlWDK9At99fCdlIhBTko6BOH7xz3247/WD0FxCWVOVF995z3JcfPw01AU8YCz9UB2NpTMRKiyOkMCgO06ESCRbRPjhvKtxyTlfAwBccs7XRxyT5IgITBDwxxs2ju0bIwiCGAPfv+6FjK8V2V5wmVaRFhHOWXzsBPWSiECMi2QrtsN9McyunfjVy1LT77gMTptfg589a2+7cGkDPn7ugpSIsL+zPBJZOwY01FcoUGUR5y+xSxqSNfb/2tOFsxbVFfTzm50chB9etRK3PrQF3WESEfLld680A7ADBUtFsuVipAAigmaY0E1r2DDFwSQDDQ92R7FiZu4ezROJZljDtp0cTKVXxg1nziMRgZhyaIaJO57fh1/9cx8Mi+PK1U24/IQmdEd0+Dwizl5UP6TLLBxPiwgiAMY5Epb9dzQay3YpqJ7R3fNkcegsFYIgiGKiJMuwWAx1AR92Hj22whVJRCDGRZNLRJhq/G3zEdx8/yYAyJgMv3fNLKyYWYnZNT4c6o1iT0cYlsUhuNpVlYKOkIYTZlVlbPvgmXPx46d347X93QUXEVq6IqivUDCn1n4o7KIODXmztbUfAgNOmFVdsjH4PYVzIoSdPITRiAgrHeFg06HeoogIumHBI46u/EZyrnnKRCCmCqbFcePvN+DF3Z24dNUM3HLxcaNaIIhomW1ZPTzd4jGcQ0RQ5NGJCEknAkEQRKlJ3r/iiTBWNE3D1tbitaUuB6hgmRgXSfv14SIGoBWahGnhjuf34raHNqe2BVU5lWDfVO2FIol48bbz8JV3HY+obpa8zSXnHB2heGqMSYKqjKYqL44UQeRp6Y5gXq0fjUF7DB0FCuibirT2xnDF6pkQSyhEBZTCORGS10fyM/JhRqUXosDQUaSgIt20oOQRqOiGMQaPKFB3BmLKcP+6g3hxdyduv3w5fnbtiaN2GEa1zLasHgC6ZV//AzkyEVQ5MKr3ZwI9thIEUR4ojpNK08NYMbMKezpCiOpTu+29G7obE+NCkUQ0VCg43Fe8VmyFZktrH374j12IJ9ITgwpVwjcvXYblTUEsqE8/9KQyIWKlbfMY1gzEExYagkrWvhlVasGdIr9/tQVvtPRiepWKhgpbWBoctHgs88/dndh+JLdCrRkm2kNxzKwu7Qqbv4AiQtLdUDGK3BRBYKj2edAdKZKIMAYnAgDIIqNyBmJKYFkc97/0IiqWfhHB6C8BAO3tW7DinhV48sVvjnj+yruX4/ajz6W+Pk7wIiQw/DHWgtc33olbd96ddY7iyU9EmEZuH4Igygyvx+4yFdfDWDWzEhYHth8ZGOGsqQOJCMS4aar2FrUVW6HpCmcLAqos4h0rpuPv/3F2Rvu3pIjQHytth4bkhD1XBkGN35MKiCwUP3hyFwBAZAxej4gKVUJr79QRlsZKsu3l2rvW4V0/+1dq+6GeaGpfW18cnKczAEqFRxLgEQWEtewOJOMl2Sp1NE4EAKj0SkW7tjTDHFM3EY8kkIhATAlea+6GHrEDhH9/4HEAwK6W5wEAjzQ/Puy5lmmAOwGLjHP8evlN+PHlf0ntf2bPI9ByOK3yLWe4/9KH8PsTv5DXsVOVf1z0Ozxw6u2lHgZBEA41VfMAAN3hI6myyy3HUEkDiQjEuGmq8k6pTITOUdjwk8GFpRYRjvTZIsL0yuzV7KAqYyBWWHtVsn791kuOAwB4RAH3rzuE37y0Hx2hY9ORsPPoAFbf/jTueaUltc1wJpsX/+RFnP19e8UuGUg5q8ROBADwKyLC2sT/LofGkIkAAEGvXLRSIc2woIxBRJBFEhGIqcGD61uheDwAgH5ui4mmE4oos+FLffr6W1Kv/Rw47aSPIVg5K7XNcN5vkZV5jSlKRV5jq6tbghNXfiCvY6cqM2aswfFLLi/1MAiCcKivXQoA6IgcRUOFiumVKra09pV4VMWDRARi3DRVe9HWF4dlTX674dNvteMrj2xLff3pCxbhgY+eNuTx5eBE4JzjFy/sA2CXLgym0isXfHzxhImzFtalRIzVc+yAwG8/tgOnfOdZvL4/O1BrqvDwplbs7wxj19EQzvvRCzjktLpc32KnlP/v83tTx+5uD4NzjljCRES3H6rfaOmBJDAsbyp8eOBI+BUJkQI4EZJCwGjbwNoCWHGuLX0cIoJuTP57H3FsoxsWnn6rHaubbBFhwDENmKZ9/Uls+Gujo/Ot1Gtfjssh7oQrNgiZf6NUpfT3PYIgiLEgK37UWBwdMbtb24qmymMqXJFEBGLcNFV5oZsWuopUu1xIvvjnLanXX3338fjkeQtw6vzaIY9PTopKKSLs6Qjj1f3dEFi6W4abSq+MWMIsaPhbKG5krDL/6OpVqHBZ11/YnR2oNZmIJ0xwnv1kbFocn31gM97+0xfxwBuH0NwVwWNb2wCk6+LczpYtrX3ojqRLS/62+Qge2tCKBfWBVCZBKQkoUkG6M4SccobROhEqVAmbW/uxq8Btkzjn0E1rzOUMOjkRiEnOhgO9CGsGFjbYjoOYU3pgWPb9ShxJROhrTr3253i0bEvY13CjJ5ixXVGCWccSBEFMFuohokO3hYOVMyuxvytScndysSARgRg31T7H/hid/BeNe4L34bPmQZGGt3AmnQiFLhcYjmQpyf03ngbGsmtOK52Si2RdeiEYiCcyJoiVXhkXHd+Y+tqcZC6VzpCG0777LP61pwumxbH69qfxvSd3Zh3X52RNJFyhXwKzv9/nd3ZkHf+n9Ycytt98/yZ0hLScgZilIKBIBQlWTF4fgVGKCJojfH3o7jcmfExuEiYH5xh7sCJ1ZyAmOS/s6oAsMkwfNKeP6vbkfyQR4c637km99ucofThk2WVtDWpmq2FVqco6liAIYrLQIHrRYcbwj5duR7zzmzin8b+waZ+dLaPF+/Gzv1yNp//13RKPsjCQiECMm2QuQO8kFxHcE918V0xVWYAsspKqjlHHfl7liDmDKUbJRShuZFnVG1whj5NNYNrTEcLRgTh+9NQu9McSiOomfvXP/VnH9bhEJ9OyJ5JR3cSmg704OhBPOUNWNFXixNlV2HiwD7c+tCXrfeoC5SEi+AskIoTiCfg8IuRRTtKTrUk7w4V1OSWdBIpMmQjEsckLuzpx8twagGdea2HddlQNV84Qj/Vis5C+xweF9N+CKz3TAQAdIgPjHFecegv8FscH/QsxxwQkufRZMARBEGOlQQ6igxu4Zf+fcE98MzbVdGL9tj8CALbv+it+HdqJz+27v8SjLAwkIhDjpsprT177CtwBoNC09dsTlhNnV+H+G4fOQXDDGEOlVy7oKv9IRJyetD5PbtdEMhE/XKCAOsO0ENXNrPZ9ja7V9Z5J9ruRXAF/81AffvrM7tT2Qz1RvLAr7SRwiwgDzs+3L5rArnZ79S7pxljcWIEzF2SuwLmpC+QWgIpNocoZusJayrE0GtaeMReA/bt972sHClaSk3zfsTgRqJyBmOy09cewqz2EcxfXI55Id9XhloWIbge/CsM8LsbjdpCY4gjxDXLazvCNa5+C6mz3cWD6jJPw2g3b8PmrHsbfP7QVTKDHUIIgJi8Nai16Bt3GOgbsHDDdmDqh87mguzcxbpJOhL5JXgN0sNt+eLr14uNGFXIXVAsfXDgcMSegb6ia+qSIUIgVZmDo5H13u8nJJjC5BZffv3og9fqm+zbig797I1Xj7xYRHt50GIDdbeHhjYehygLetdJehbtidRM+d9FifOC02QDskof/vuaE1LmDBZhS4VfECQ9WTJgWXt7XjYUN+fWDd/PeNbNw5eqZ6Ism8JVHtuGlPflna7y4uxNPbT864nEbDvTiDif80jNC+VIuyIlATHb+tccOBTtncT00Iy0i6HoIUedrkw/9Ox7X7HrgSsfMVz0o5yApJ/snV1UbQRDEiNT7p6Xa2ybpifSBcw7DnFzPvqOl9ElexKQnJSJMsoniYPZ2hgEA8+tHN9mpDXjQOVC6UMmRnAhJcaErUph/n1TyvjdzIjyr2pd1zGRhKMFls5O629IVxYqZlTl/pv90QiQbKhScPLcGW79xcUokWOoUHPs8Ei47oQnbDvfj1y81QxKzsyxKQSHKGTYc6EVnSMM1l84a+eAc1PjTv1ejcfz8+13rAAAt33vXsMd9+eGt2OkEN44lWPE3a9dAzJFFQhCThZf2dKEuoGDJtApsfDO9chbX+hF2RIS4NfS1p2n29ZO8CvySP2O/4ogHPlq3IghiitFYORtoy9ymmWG09saQMCd/4Pxw0B2dGDcBRYIksEmfibDzaAiVXjnDhp8PCxsC2N0RypneXwyimglRYEO2p0s6BG6+fxN+9uyeCf/8gSGS9+fUpUWEgVgCfVEdxiRZsU1a+q86aWbO/cnyDHfnhcEkHSBul0HS0u91BJ/TF9idP04bpgNIManxeRDSDLT2Rkc+OE8O99qTkiWDE9vypNqfLoPoCo1dCNvbEUZLVyRr+05X54f/z959x8ld14kff32+08v2lrbphUBCEghdIBKqouCB/cTDAiqHyOkhp97Ps92Du/NsWDg8CxbECiKiHgYQQVogCSUE0usm28v09vn98f1O251NNrszszO77+fjwYOZ73xn5pNNdub7fX/fxeM4/kyEWrejIiZrCDEeqZTm8R3dnLukGaUUkUQk81g0Mkin1RMhqvODi5FwH+FQr3nb2ie9h9+ZH4h3WeEFf4GGi0IIUc1a6heO2KaMKE/v7s3LRNCp6jj+PR4SRBATppSi3uus6kyESDzJgy92sGxGTcEJB0eztK2G/lC85M3fRhOMJfA6baOuO/cE5ysPvVZwn4lIp/Q3+vJr3mvdDn5w7Wm8Zc1s+sNxzr7tYW76+eaiv38ppIMIpy9oLPj4SwcHmH/r748alPlaTrlCWjprx2cFES44oY0X/u1iTpnbMNElF8VlK2diMxR3PjayieR4pX8vWmvG1zwyt5fCk7t6xr2OC7/yF9Z9+dHM/b+81sX3Ht+dN4rU65KTHDG9bO0YpDcY49wlZs+WWM6Vs82v3cdj2szQyw0iJOIRLrjnXM79+Xlc+v2VXP23WwGYZ5i/4+2NJ+S9h8tqyugzJNgmhJhaWpuWj9hms8d5eldPXhAhEc/vj7DyrpWsvGsl7/vh2pKvsVSOGURQSn1fKdWplHpplMeVUuobSqkdSqkXlFKnFH+ZotLVex30V3Emwv1bDtEfinPJSTOO+7nL2moAOP1LG4p6BXesQtEkPufoB2f+YVdJi50xMVoQAeD1y1qZ2+glFEsSiiX5/QsdI/apRIGIGZhZ0JxNy7UZ2SDNX14tXJu/Zq45ruyyFTM4ec7I0WWtNWafiMtWzsxsGz7VYjItbvVz9qImntvbV7TX7ByM4nPaxn21PjeI8PC2zrw+FBPx3u8/wxce2Jo3XtM7jkwEIarZX61+CK9bbAYRIjlBhJc6n8/cjqSyvVJ6el9jyFBEDcXBnF+Z61e8n28v/yDnnXFT3nu4rUNNr6qMBrJCCFEsDQ0LsQ87rna6kjy9u5d4ThAhEu3P3M7NSnhWVW/Jw1gyEX4IXHqUxy8Dllj/XQd8Z+LLEtWmweugr4ozEXZ2BXDaDP7B6gZ/PJZYQQSAP7507EZuxRaMJY56BXV4mcNguLg17zs6A9gMxcw6d8HHh/dKqGS/2Lifd//vUwxG4vhcduY1ZksyZuQ0itzVbV6dm1Xn5kPnL+LXHz6bPbe9kQuXm9MYRkuLX9zq5/5/PIePXbikhH+KiZnX5M2MViyGzqEILePMQoBs9kbaLqt3yVilUvqogbPcRpIpafwmppkNrxzhhBk1mZG80ZyD3gMhcxLNGbiJkv096ep5teBr+dyNnHv6R0dsd1llDD6bBBGEEFOLYbPTMqxSQdmT7OsN0RvMllBGo4M5twfKtbySOmYQQWv9GNB7lF2uAH6kTU8B9UqpmUfZX0xBZjlD9WYi7O0O0d7oybvaPFYtNS5m15uzriejLUIolhy1qSKY5SZNOVkCB4t4ggjw6GudrG6vxztKNkTtsF4JlVT2orXmqw+9xksHzQ/0W371Ak/s6OGv27upcdlprXVz0/ol3P7ONZn+BQDdgRgOm+LxT17ArZedwKnzzHKE9FXz1FH+IZw8px7XOKYAlEtrjZu+ULxo4xS7hqKZDIzxSPfaOHOhWVpyeDBytN0B8qYlRBMpIvHR/yyHByPMtYJFC1t8o+4nRDULxRIjsnj294bYuLePN62aldmWm4mwLzFETUpTb/MQyflMO9JfuNzJ7SzclDhTzmAb/+eAEEJUqtZhWVYpWwKlYF9ftudSJCdwMG2CCGMwG9ifc/+AtU1MI1MhEyE3df14/fFj5wLQU6IJCEcTiiVGPYFPe/Sf1/HLD50FUPSSi309IVbMGr1p3vBMhL/tHH9de7EdHozw9Q3bueVXLwDZE9aOgUhm3TdftJQ3rZrFP1+yjDetmkU6ztTsd2EMCzq5HeZHarKKr2g3WFf+izW2tCsQnVAmwkmz6vjR+07na29fA0D3UZpZpuVOmIjEk3lTHQqNY3zLmtnsue2NeWNJhZgq7t9yiLVf/DOnfOEhrvzWE/x280ESyRTffnQHDpviLWuyh2zRnCkM+0nSqg1choMo2d+brsEDBd/HOWoQweoF4/AWfFwIIapZqz3/sy1MgtPmN3KoP5s5mZ5iAxDJyUqoZsUIIhS6dFvwEFopdZ1SaqNSamNX19jnfYvKV+910heKT9qEgok42B9mR1eAVQVq2Meqxm1OdegNlr+2KRRLZhr1jabG7WCRNbpy0/7+o+57PBLJFIORBPXe0dNUh9f8f9I6Ya8E6Stzrx4ZYnd3MG8UZbM//8/UVuvm9neuYb4VbCrUKHDN3AYMZfZEqFbpaRLHM07xaAbD8QmXtJy3tIWWGheGMrNAAA71h0fNlsgt2YklU3kBkUg8OeJzylEhIzaFKLYdnQH++957WN/2Mz5+0VKGInFuumczp3zhIX72zH7ec+Z8ZlmZdI88+WWeiWaPzUKGotXmxm04iCp44NF/5b9+eQVf6XgEAM+w+h+3s4ZC0iNQJYgghJiKWl35zbH36BirfN8hEMtmTkbi2SBCVIIIGQeA3AHgc4BDhXbUWt+ptV6rtV7b0tJShLcWlaLB6ySWSDFU5Bnz5fCXV7vQOr/Z3Xi01rg5Mlj+IEIgmsA7hqZ1jT4np85r4L5NB4v23umTswbv6CeJtZ7s2mbXexiKJuibhIyNQp7ZbVZqJVOa13/5UTwOG7f93UqcdqNgY0TInmS3FEjRX9Ds47UvXsYbJvhvaTKl/75yAyoTMRhJ5P0bGC+boWj0uegJRglGE5x928N89v5sv9/Xjgzx7Ud3APCbTdkrpdF4isGcIEI4niQcz9Z3A6xb1jrh9QlRib760Gvo9u/xqP95PnxeOw/dfD53/P2prF/exscvWsqn3pCdpPDR1+6i06Zw5gTZTms4AbfNRRj4l7338aPQLsKGYk4S2nT+IaTLXVdwDWe0rKE1qVk5+5yS/BmFEGIynT3vwszt+UmIAfckN2Go7HFUNJqTlRA7vt5OlaoYQYT7gWusKQ1nAgNa6+powS6KZuVs8+DhbzsqJ1V9rDa8coRZdW4WTbAeemadm46B4vYbGItgNJE3pu5oLjqxjY6BCENFusrcZ/XBGGsmwofWLQKK35dhPHZ1Bfjc77bmbTt7URPvOH0uL3z2Ym68YHHB54Vj5pfCrPrCqe92W3VPzs1kIhShnCESTxJLpIo2gaLZ7+T3L3Tw8iEziv/AluxXzQfu2sh//vFVDvaH+dqfs6M3Y8lkfiZCLJUZ4Qnw+StOYsXswic/QlSzQ/1h/vjyYYasTJtQqAvDUFy6YgZffftqbly/JPN5ldstvDYnwecDl/8Qn91LeFjp1n+c8RnabPnZWG5n4bK2d1x6Oxve9xJnnfqhYvyxhBCiopx3xk2cg5lp9d72i7iu+TQAfJ7sBYtoIltKHI0NMRWMZcTjz4AngWVKqQNKqfcrpT6klEp/GzwI7AJ2AN8FPlKy1YqKdcbCRlprXNy/pXhXuctl494+1p3QilITS2me3+xjR2eg7IGEQCQxYozjaNLTBnZ1BekcOnaDumNJByOOdqU59wRysVVS8c2Hd/DQ1iMTfv+J6CvQCLTNmjDhdthG/feQTpW/+MTqLVk4mvTfVzEyEdKvUeMuznz4eq+DwUiCm+7ZBIArZwrGEavh4o7O/Ah/JJ7KK80Ix5OErIkM/3HVSt5z5ryirE2ISnP30/tIaY3LSiwIBjtH3be/f3fmtj/n0FAZBr4CZQqtjUtpsef3QHC5x18SKIQQU4HT5sZtN48lnc7ssUc0np3UEIkFRzyvGo1lOsM7tdYztdYOrfUcrfX3tNZ3aK3vsB7XWusbtNaLtNYrtdYbS79sUWkcNoPTFjRmrhBWi1RKMxiJ0+wff+O3tAuXt5HSsK2jfBHGZEoTjCXxj/EkbV6TmW3xlm8/welf2jDhDvzp8Xh+1+hXmnPXNr/ZDGL88eXDfPBHk/tREYqNPEku1OdguK+8fRWfv+IkXrekuRTLmnTpE/4b7n5+whkrmSBTkTIRvnjlCsBsfAngzxltGrX+LXdYWS7vPH0uYPVECOUHEdKZCPVe54SDh0JUokg8yc+e2cf6E9pIf6oFw6NnCnb2bMvcrlX5PXZ8BRomyDxcDAAAIABJREFUNjUvo9XdmLfNZpcRjkKI6c1hc+Kym31msOU0ec4JHETjUs4gRJ45DR46+iOkqmjY+lA0gdYjxxCOx+wG80NjLCPoiiVonQiPOROhyTyJT/8VdQcm1sMhEI0f8/1zx2a2DAvWRIbVppdToSvtYwkmnb2omWvOml+CFVWG3CaIT+862nTfYxsscibC4taavKaVwdjIfz+HrCBCi9UYMxpPMZDTaDEUS2SmN4z190aIanP/5kP0BGO89+x5ONOZCGHz9zmVTOSVLwB09u3M3K4x8oMBvgJlCg6Hl1ZvW5FXLYQQ1c1pd+OypjXEVU4mQk45QyQ+TTIRhBir2fUeYskU3ZMwoWC80nXfdRPsHg9Q7ynuaLyxSJ8Ij/VkyOey543bm0jKejKleWSb2cn7WCeJSplNB4f3C5jMzJVCV9mLdbJbzXInfQQLZGscj2y5S3EyEYC8f789gSjJYUHLQ1aWQrO1XzSRHDGdIWQFH7zHmGoiRDVKJFN869EdrJhdy+sWN+OyhmgFI70MDuxn1U/W8JM/fjjvOV2D+zK3PYb5+7o4aU1VGKVh4uyGRaVYvhBCVC2H3YXbmkQTJrecIVvqHItPfl+wYpAggiia9FXcnkBldN4fi4EiBhG8Ths2QxEoUlf7sUinaR/P+uc3ZcdsTWSM39c3bOfnG/cDZnDiaJ799IXc/cEzRmz/8ZN7xv3+E5UOoHx4XfZAeE6DjCDLTe/vGppYQLDYPREgP5slpaEvlP95k+6NkP48iiXyRzyGcxorSiaCmIp+vnE/e3tCfGz9UpRSOJR5qBeM9DMwaE4uuevwE3nPORLINil1KBs/XfsZfvh39wPgtcaX2bTm96//DveffzsA5669kauc5iQaVYXjnYUQovgMXA4zMzmoE9itz8ZYKns8FbGyEjwpTUMVZW8PJ0EEUTRNPjMFshqDCMW4UqqUwu+yF23ywViMJwiS7osAE+vAv3l/f+a2z3X0K7rNfhcz68wP1fecOY8Gr4PzlrbwwsGBcb//RKVPcD9+0VKe+dR67v7gGZw6r+EYz5pe+gs0nzwe6X9fNUXqiQDgsbIH0kGCzsEo/3j385nHD1uZCC2ZTIQUB/tDmfvheDJTznCs4JcQ1eaRbZ188YFXOHNhI+uXm6NLM5kI0QG0NrNw+oe1AumKZPslOA0HJ5/0durq5wPg95i9D5pTMHfu61gwfx1g9kC4YOFlANRW73GwEEIUjVIKl8M8zg7oJB4rSBBPjsxKWOdoonyXHYtPggiiaJqsGuSeaVrOAOYV12J0tR+r8QRBGn3ZeteJlF7U57ynyz72tPDPX3EST9x6AUta/XT0R9CTdAVryJpqYbcZtNa6OXvR1GyUOB4v/tvF1Ljs9AQnFhBM/y4Uo+dIWrs1YWT9CeYJ0rbDgzzwQvYqaronSTaoGWXL/gFOn2+eCAUi8ZzRpMULbggxmfpDMW64+3mu/eGztDd6+MY712SyilxWo8RgbIhY3LwCFh02srEzlg3oOoxhjRW9TQC0qZG/L06r9rdOS4NSIYTQWuOymtEGlcZjfTbGktnjqWjSPE7x2d1VHUSQyzCiaBp95pW+3gmeeJRTMcsZwLziOljGIMJ4giBzrAaQMLEggtM+vhikUgqv005rjcu8KhxLTkpa+VAkLunso6hxO5hR56ZvwkGEOEqBz1m8n/NFy9v4zUfOps7j4Ocb9/NPv9gy7D0T+Jw2vNZ7fuWh1wjHk3zwvIU89MoROgYidA1FMRR4HNITQVS/zsEIV9/xJIf6w/zTRUu57ryFuHP+bTvTQYR4Nogw4jWS4cxlJaeR/33i9bQA0Gr3DX8aDmuUWa2Sz1IhhABwO8wgQkBBGwqlNdFE9ngqkrAmTNm9xKs4/iqZCKJo6j0ODFVd5QzbrZnyxc1EmIRyhuO4onrVKXP4p4uW5j1/PMLWZIUVs0d27h6LdHp5ZxmnWeQKRBPSSPEoGnxOekMT+13uC8XNzwWjeN+ShqE4ZW4DbbXuvO3XnbcQu/U+9V4nLivINRhJcNr8Bla31zOrzs3B/jCb9/fT5HfJeEdR9XqDMa75/jN0B6L8/Pqz+Oj6JbgdNn73yKd59bUHAEj/Kw/GQ8QTIz9vX93+e14xspNOhgcRfD4ziNDiHNlgMRgxJz7UGTLeUQghAFwu87g4phR2FA4NgXg2SzuajGJojdvmJqHUiGk51UKCCKJoDEPR6HNOOAW6XPb1hPje47uB4nVpr3GZ5Qxf+/Nr3LfpYFFe82j6wzFshqLmOK6o+1x2Prp+CTUu+4Rq3iOxJM1+J3dde/q4nt9aY54ETrR533gNRSSIcDSNXueEMxF6gzEafKU5ufAN+5394LkLSVi1hwf7w3n9DtJ9QGbVe9jXG2JXd5BLT5qBENVs8/5+3vY/T7K7O8j/vOfUvJ4un9p3P1c/+S8AJLR5gBpKhInljBmLRYcA+O3mOwGYbcURHEb+56LLVceFRh3nLrhkxBpWn3A185OKm878VPH+YEIIUWVuPP0W2pOwZvnVuJ01me0OpXCgCeUEEWLJGC4NDpv5WZtITs7FtImSIIIoqkafk94q6YmwtSNbA1qsK5I1bjtD0Thf+/N2PvbzzUV5zaMZCMepddvHtf46r2NCmQihWJIFzT6acrrlH490JsLD2zrHvYbx2vDKER7f0Y2/iA3/ppoGn5N9vSE6h8b35ZZKaV442E97iSZeKKWYXZ8tzWnKCVb4XXacdoMGK0NnlrXfCTNqeeGA+Xs/r0kmcYjqlExpbvnVFq781hP0h2L88NrTOXdJy6j7J0h3B48Tzxkt1t3zKgDBRIjWpOayumUAOIZlFSjD4KvveZxzT//oiNeurWvnd+97geXLrpjwn0sIIarVScuv4sH3vUhN7WycuUEEDOwaIons8XZCJ7EDdqvPTHyUMrNKJ0EEUVS1bkdZGwtOxCZrukAxm6vVuB1lK+f46/Yu7t98aNylGPUTDCKE48m8utvj1WoFEf7nsV0TWsd4fPrelwCIJ6ozhawcWvxOookUp39pw7iev78vxP7eMJeU8Ir/Q/90Hs1+FzZD5ZVMPPKJdUC2TGlWnZn1cumK7FqKVcIkRLl959Ed/GLjAa47byGPfGIdZy1qyns8mcj/DkpnIkRSceLJbJC/0woiBJIRvDmHg4aSQ0MhhBgvtztb5uswzHKGaM50hngqjgOwpzMRcoK71US+KURR+Vz2zPi0Snfv8wc5a2ETGz99YdFes8ZtJxRLHnvHInjP955hMJIY98lQncdB/3HUvPcFY/xtR3fmfjiWnFAZSG7wZlvH4LhfZzzSHfyDser4tzoZFrdlI+njCfJ0WKMW5zaW7oq/12nnsVvWseWzFwPZKRDpLJfTF5gTGWZYQYT0fZAggqhOA+E433l0J5ec1Man3rC84PjUaCz/8zSOGUSIpuLEcnoidPab5XzBZAyfBA6EEKIoXK76zG0nBnatiKaGZSLobNZXIlkdGdzDybeGKCq/285QFQQRgtEEnUNRzlvagt1WvF+D4Qd0qVTpxxcez3jHXPUeJ/2jnBxqrfnmw9t59fBQZtun73uRd/3v05keBuF4MtMBfzyUUjxx6wUAvP3Op8b9OuORbrr36TcsL+v7VpPzc9KjD/Ydf5T8sBVESJ/Al4rXac9M2XjkE+vY8PHzM499dP0SrjtvIWcubBrxvPH+3ggxme7bdJBgLMmHzm0nlcz/rk2nxIaCXdlt0SBRa4xuJJUglBNg2Nmzlb7enfSlovgNR6YsTvqNCiHE+NkdbuzW565dGTiAWCp7gTGhkxjAlv1mc/fccoZkIjYim6xSSRBBFFVNlWQipK+SzizyCc7wRn2BMlzpNsZ5xFfndTAwSmPFA31hvvx/r3FzTl+HZ/f0AdlGiKHYxMoZIJtmDhArU2lBMJogmkhxy6XLOKPAyaUw1Xkd3HfDOQAc6j/+IEJHmYIIuZr8Lha1+DP35zR4+dQblhf8d1rMMiYhyuXeTQc5cWYt1/zlQj7603Mz2x/8y2c55e4z2Pbq/bz+wbdltp9yz5nstpkHs9uTQT6z//eZx7498CLn/e5KthpJvMqJtg56delj30IIMaX5rc9Rj+HAgSKus0GEaDKJkYS9vebxdCInQ+wtP1rL2T8+paxrHS8JIoii8rnsBKqgJ0LHgHlSVOogwmCJav11zlFeNDG+8ol6j9kTQRc4Ykw309vTExzxnn1WCUQkPrFyBjCzEf7jqpVA9u+k1A5aJ8RzStTwbyqZVW/+fhwax9/N4YEwNa5slkClsFm9Exq8MpJOVJcDfSE27+/nTatmAfAXHcg89n/7/gzAc7v+OOrzO23ZgPNFRv64Rp9Nfh+EEKJYbj/tU3x+zmV8fN2XcWCQIJk5jg7G4xhAKmX1REhkyxl22zShIo7FLiUJIoii8rvsBGPJsqTxT8QBKz17Vk5392IY/nqD4dIEVMLxbODg7EXN43qNOo+DREoTLNDDIZ1tkJvlkP4rTQceQrEEnglmIgDMqPPkvWeppVPzZxf5734qava5cNqNcZUz7OsNMaeE/RDG67a/W8nq9vq8aQ5CVIM/vHgYgDec1DbqPpqxZXStm31e3n2HYZNyBiGEKJLVK97FW9b/J+3tZ+HAIImmxxqbHUkmsGnF0hnmWN5wLHi0l6pYEkQQRZW+6ljpDeteODCAx2ErehBh+UyzI2ujdYIyGClNJkLAKhm5/OSZXHfewnG9Rjqduy84svaqy5owYc+5cpWeZNA1FCUcT5LS4JlgJgJAs9/8WXUHSh9EeHpXDw++2AGUtuHfVGEYill17kz2xlg9saObR17tYnV7/bF3LrO3rm3nvhvOKWovFCHK4f4th1g5u44Wz+jjwGJjrKVt8OdPTQknY1LOIIQQJeA0bCRVKlMaGkslcaBobzDPGXZ1muXCj0zCyPOJkKMoUVR+K50/UOF9ETbt6+OsRU2Z1OZi8bvsPHTzeXzrXWY9U6nKGYJRM3vgghNax92XoNFndrBf/99/4YdP7M57rN8KLPSH4nz+d1vRWhNLmkGEz97/MjfdY/ZKKEYmQrqTflcZRmO+/c6n+OVzB2irdWWCF+LoZjd4eOCFDm751ZYxP+dnz+wD4Kb1S0q1LCGmldeODPHiwQHesmY2wVDXqPvFU2P7zqn3zcy7H0xVRyMvIYSoNi5lI6l0JogQ10nsymBuk1lW9trhHu7fcohrf/jsZC7zuEkQQRSVL52JUMFBhFRKs7MrwJI2/7F3HoclbTWZVPnxjMYbi5CV6TGR6Qit1sl7LJni6xu25z3Wl9Nw8ftP7KY7EMsEEQAe2noEAJ9r4kGERq8TpcpXzgBm8EVJzu6YzLLKTX6x8cCYn/NKxyAXn9hW1qaKQkxlv37+AHZD8ebVswiGsqN2n9tyF5/92UXsjZuTdKLJyGgvkaeuZngQIS7lDEIIUQIuwwwiHOyPMBCOk0TjUAa1bjMjdtuhbn73yM3Md70wySs9PhJEEEVVYwURhiq4uWIoniSe1DRbV+JLoaXGhVIcdxr4WIWsPgYTaWzYWpv98weiibw+Fv2h/KtS248MFUxxLTSj/HjZbQaNXmfJyxlypz8saPaV9L2mktxAQM+wv6OBcJyhYSU7oViCXd1BTpxVW5b1CTHVReJJfv3cQdYta6HZ7yIY6ck89tMXvstvYofZYU1gGIqPrbbWn1POcHLKzidOu5Wrz/wk85Pw5tM/Xtw/gBBCTGNum52kMidd7egMkFIap2Fgs5nH0Af7h3iqYSs9C+/OPEenyjOxbCIqq222qHrpcoZ0un0lSmdJ+ErYNd7jtLGg2cfWQ4PH3nkc0kGEiWQCzKh18+4z5nJ4IMKGbZ0MRRLUWX0S+odlUGzvDBR6CWqLEEQAM+jSXeJMhL6cwMiK2XVH2VPkshvZWPPOriBN/mzw6YpvPk6jz8lvPnJOZtu2w2bA6cSZEkQQohju+tseugNRPnCu2f8mGO7NPNadDENO5sBQIhu4vv/829l/ZBM3bPv+iNf0eVsyt3967abM7d+978ViLl0IIaY9h7KTsMoZdnYGSKJxGTYMwzwPWdRisGfYc2KxIVzuyj5WlUwEUVQ+Z7onQmnS+IshnSXhd5c2hnby7Dq2HOgvyWuHrXIGj2P8fwalFF96y0ouX2WmtfYEsyfxfcMyEXYMCyKcv9Q8AK3zFCeI0Ox30VXiTIQeq+fCP120dNwTLaajN62amWkUuvXQQGZ7MqXZ0xPi+X39JHOyWPZaY0EXt5amXEgIAKXUMqXU5pz/BpVSH1NKNSqlHlJKbbf+3zDZa52IP7zYwX8/9BoXLm/jzIVNAAQj2e+VzmG9DAI55QxuZw1uZ03B13WOsl0IIURxOQ07CQWHBiLs6AqQUmaJg02Zx/CXnTTyokskOjBiW6WRIIIoqhp35ZczpDMR/EWo5z+aJW01HBmMEokXPysjnekxkXKGtAaveYKYGzjoD8UzpSkA2zvNets2qwTiW+8+hTvfcyorZhfnanOz31nyngjpIEn6QFyMzcIWP8//60XMqHWzeX/25OVQTqnOwb4wiWSKVEpn/h7TDTOFKAWt9ata69Va69XAqUAIuBe4FdigtV4CbLDuV53+UIwP3PUsH/7p8yxrq+G/rj4581gw5+Cy08ivMxvKCSq43HU4HYWn0ChDDv+EEKIcHOkgQn+YbYeHSCmNXdkwbOZxdig2NOI5wVBpLkIWk5QziKKqhsaKgUwQoThX0UfTYqV9dw1FaS/yOMGQFZjwFiEQ0myt8+FtnYRiSc5d0kJ/KMacRi+vdJjlGC9bZRm/+cg5OG0Gfpedi0+aMeprHq+FLX5+u+UQQ5F4UfosFNIxYF6ha6uVk9vxmN3g4chgNtCzpydbe72zO8AHfvQsp8xtoNbjwO0wMuNehSiD9cBOrfVepdQVwDpr+13Ao8AnJ2ld43bzzzezcec+br1sDe9/3QIcOSNJOwb3Zm7Hh3VBHNKJTHmD21mL2yEZQUIIMZkchoO41UA8FO1lzjxwGDZsyjzeDcVGlgzv7dzHrJknj9heSSQULYoqXaNfySMe01kSxZgscDTZ0YXFv8IeLsJ0hrQma9Thtx7ZyXu+9wyplGYgHGdBczbwMRRJ0ORzMqvOXZIrzEvb/GgNe3tGn38+UQf6whgKZlrTBsTxafbnN7/c050NIjyxvZvXjgS459n9dA1Fafa7ZPqFKKd3AD+zbrdprTsArP+3TtqqxunpXT0MHvo+LPkc57W9mBdAiEWH+Ebfprz9Fyezv2tDOpv55nTV0lA/HwBPqkBnXCGEECXnNBzErGOiYCxJCqxMBPM8JFygIe51m/+lnEscF7lUJIrKZbfhtBkcGhjbmKnJkM6SqCl1JoJ1st05WNyfRX8oxr8/uA0Aj6MIIxateve0wUiclIZT5zXy3rPm8+9/2MaW/f18+W2rSnZimM7U2NsTKlnTw47+MC01Lpx2iZ2OR4PXyUC4n+f29uGyG+zoDOB32VEKfvC3PZn90kEEIcpBKeUE3gwc1xGXUuo64DqAuXPnlmBl43fPs/vx174EwEv7HuXEE67MPNbZ9fKI/ec7atmRMkscAtZH9FcXvQu7w01b28n87LT/x/z217Fj7yPMbl1FyGrM+OAFd0hvBCGEKDGH4SChFJACDBIKHCrbEyGUMC+gXW5vRmkbv0sembzFHgcJIoiiiyVT3P30Ps5Y0MgVq2dP9nJGCETLk4mQHo13uMgBlQ2vdGZu24yJn9S77DZq3PZMhsZfXusCoMHr4IyFTdz+jjUMhOOsnFO6LrFzrSDCvt7SZSL0BmM0lXCs51RX63HQORTlqu/8LbNt1Zw6Vsyu46dP78tsOzwYYVGLjNAUZXMZ8LzWOn3UdUQpNVNr3aGUmgl0FnqS1vpO4E6AtWvXVsxl+kg8yZ9ePsy6OWaw01D5Qc/OntcAOAsPT2L2JWn3tkLACiJY3wkrl7wx85wVJ74VgNUr3pX3Wu3t5yCEEKK0nNYoxy9evpi6mjr+83mwG3YMa3soYZ4nvPmEtxNLJvndK3dM2lqPh1ySEyXz1+3dk72EggJlGPEI0Oh14rQZdBQ5E6EUwY96bzYr46Z7NgPZhotzm7wlDSAA1LgdNPqc7Osd24zz8egJxjKlG+L41RaYZhKJp/igNXYubWdXgLZad7mWJcQ7yZYyANwPvNe6/V7gt2Vf0QQ8tauHUCyZ6XczIogwsBuAua5sg9i5tfNHvI7TIYE8IYSoBE6beQHrylX1vGnVLBIMy0RImgFht8NPbc5YR51KlX2tx0OCCKJkako8QnG8AtEEDpvCXYRSgKMxDEVrravomQiDVsbAhcvbivaac+pHNn7MDSyUw9xGLxv39BGOFX+aBZjTJ9KBEXH8aguM87zhgsXMa/LSlFMSo3U2s0SIUlJKeYGLgN/kbL4NuEgptd167LbJWNt4PfpqF26HkSm7UsODCIGDALTXzMlsa286YcTrOEaZyiCEEKK87IZ5/BSPm9m2CfIzEcJJc6qOy+nH6cx+dieT+SN8K40EEUTRfeoN5gFNPFmZEbRgNFHyLIS02fWevFF4xTAYjgPw329bVbTXvP78hSO2lTv1/12nz2V7Z4BvPLy9JK/fG4iN6P8gxq522NQMm6F486pZKKV4+OPr+Po7VmceO39pS7mXJ6YhrXVIa92ktR7I2dajtV6vtV5i/b93Mtd4vB59tZOzFzUDZoVFOhPhvg2fZNMLP6Ez2IkrpWn2zcw8p61xGQ6dX5HhdMpUBiGEqATpTIS+gb187p5LiBgKh2HHUObFzFDKPK53u2oIRwYzz0skinv+UGxjCiIopS5VSr2qlNqhlBoxc1kp1aCUulcp9YJS6hml1IriL1VUi+vOW8T8Ji+D4cqc0BCIJvAVYarBWMysc3O4yOUMQ5EESkFNEQMh65a18rMPnpm5f/15C5nTUN4pBm87rZ3lM2vZsr/4s3GjiSRD0UTeFXNxfGo95r83r9PG3EYvn3nj8sxjdV4Hs+uz/14Wt8oJjBDHa3d3kD09IdYtayGVCSKYB5n/euBBrtn0H3RG+2jVCk9OkMDtruNqzzxqciYw2O0yhUYIISqB024GEbbs/AO/ih4CwK7sGIZ5XBW2ggguZw0nLX1z5nmJROU2qYcxBBGUUjbgW5jNi04E3qmUOnHYbp8CNmutTwauAb5e7IWK6lLrcTBgXTGvNIFIomylFjVuR6ZhYbEMRuL4XXaMIjRVzLV2fgMfPHcBf73l9fzLG5YX/fXHYmGLj44STPboD5n/FhskiDBu6UwEt8PGY7e8nmvPWZD3eHoiw4XLW2W8oxDj8Mg2swfkuqWtpLSZyZcYls7amQjSYjjxuesz21zOGj719t/zx7/7Q2abYavMckIhhJhuHFYmQjA+lNlmM+zY0o0VtXme4HLV4vE2cnnczDROlz9UqrFkIpwO7NBa79Jax4B7gCuG7XMisAFAa70NmK+UKl7Btqg6dRUcRAjGylfOkJ56oHXxmn8PhhMjUsuLwWEz+PQbT8yMW5wMs+rcdAyEi/rzAnMyAyCZCBOQ7ongsBUOEMxr8vKdd5/Cf11dvDIbIaaTh7d1srDFx9wmbyYTIZaMkkxkAwldqShtdj9+T7axostqxFVTU3nTkIQQYrpz2sxm06F4tnl4MBHMZCKErKCxyxq563aYx6qRWPUHEWYD+3PuH7C25doC/B2AUup0YB4wBzFt1XocDEYqM4jQE4hRV6BJXCnUuB0kU5pwvHjNAgcj8YptWjlRM+o8ROKpTOZAsfRZQQTJRBg/t91Mqx6tOaVSistWzpSfsRDj0BeM8eSuHi49aQYAKZ0NIoRCXZn9jihNi6seb04Qwe0ysxKUIW2uhBCi0jiscoZQPNvjoC86iM1quBjCDCKkP8u9TvM4qjcYKOcyj9tYvnEKXXYafpnwNqBBKbUZuBHYhNl8Mv+FlLpOKbVRKbWxq6tr+MNiCqnzODINACtJIpliV1eQJWWq2U6f7BezpGEwHC/YKX8qmFlnRmuLXdLQkw4iyHSGcWtv9HDjBYu58z1rJ3spQkw5D209QjKlecNKs2FiyjqojCfjBIOdmf2ihqLV24bP05zZJqULQghRuRx289g2nMwe2/YlghjpIIICQ2vsDrOXjddp/r9ncJBKNpYgwgGgPef+HOBQ7g5a60Gt9bVa69WYPRFagN3DX0hrfafWeq3Wem1Li3Tvnspq3Q76QnGSqeKmpU/Unp4QsWSKpW01ZXm/9Ml+MQMqg5HSlDNUghlWEOHwYHE70j6zuxdDUfZmkVOJUoqPX7yMuU0yOk6IYnvwpQ7aGz2cNKsWgPRXZywVIxjqztt3dt0CfL7m4S8BgLvCvnOFEGK6c9rN46ZgTqPE+Z62TE+EsAKXzmaT+VzmsXBfMEglG0v4+llgiVJqAXAQeAfwrtwdlFL1QMjqmfAB4DGtdWWHT0RJrW6vI5nSbHjlCBdb6ZmVYPsRs6lJuYII9VYQoVj9Ifb1hHilY5DlM8qz/nJLZyJ8fcMO5jR4i/L3tO3wID9+ai/rlrWUrReGEEKMVU8gyuPbu3n/uQsyTUnj2iyBi6fiBCPmlMqrXbN43dwLOO+0G7EZhbOq/nTFfQQCh8uzcCGEEMeUzkQIJaMAfG3xuzlv7Y2Erc/2hFJ4cnqBpYMIAxUeRDhmJoLWOgH8I/An4BXgF1rrl5VSH1JKfcjabTnwslJqG+YUh5tKtWBRHdYvb8NpN9i4t2+yl5JnR6dZX7So1VeW96srUhAhndFxzfefBqB+iqblt9aYH5xb9vfz0Z9tKsprXvq1vwJw6tyGoryeEEIU0+9f7CCR0rxlTbbdVMzq1h1PxghGzO/Ry5e/i/VnfxKHwztqCUNj42Lmzn1d6RcthBBiTJxWmUJ6lOPKxZfjcPkymQgAufnFtW5z/8FwZQdgPC9eAAAgAElEQVQRxnRZTmv9IPDgsG135Nx+ElhS3KWJauawGSxs9rGzs7KaguzqDjKrzo3XWZ4r0vVe82NhIo0Cb/jp83QFovzi+rPY02N2au0LxY7xrOpkyxkrub+3uF1pF7aUpw+GEEIcj3s3HeSEGTWcMKM2sy2iU6AglkoQDJtBBJ9bAqFCCFFt0uUMIR0HBXaHecHMyMkos+VUonmtTIShcPVPZxBiXBa1+NnVXVlRtIN9YeaUcYRhvcf8gPje4yNahIzZ71/s4JndvXnTLj547sIJr61SffSCxQDMbZp4tkgoZl7Nq3XbufDE1gm/nhBCFNOe7iCb9vXnZSEARMkpZ4gNAODzSi8pIYSoNo50JoJVpuawm/dzMxFyL206bOY0h6GIBBHENDWjzs2RweJ22Z+owUi8rE0J09MZtnYMEoxObELD81ZpyFffvooTZ9UeY+/qdfNFSzllbj12o9BgmOPTa01l+MwbT8RljSgUQohKcd/mgygFb149K7Nt955HedUwpzP8InqQn+79IwA+nwQRhBCi2jgd5kWxkBVEsFtBhPR0BgBbzjDEdA+FYLS4TcaLTYIIomSa/S5CsWTmanAlCEQT1LrL11zPMBQzatMTB44/oBKJJzO3Xz5k9iqdUTu1JwwopZjd4GUoMvFmlH1B8zXSZSVCCFEptNbct+kgZy1sYmZd9nP9kRd/lLdfv05wrvJRVzs3b/uNDav5WKOMXBVCiEqWHt0YQlv3zfMCmy1bzpB7ZmK3MhHCMQkiiGmq2W/+cnQPVU79fiCawF/GIALAf731ZAB6Asf/c+gcjGZuv3TQTGltq3UVZ2EVrMZtZ09PiF1dE+up0R82f+ZTtRGlEKJ6bd7fz56eEFeuzi9lCCaCqJxO3V89+/N8+5qnsNnzP8eue/OPef+bflCWtQohhBifTCaClWxgt5lBBGUYmc96e04mgt36rA/HolQyCSKIkkmfuBVrvOFEaa0ZiiQyJQblkp7QMDiOn0PnUDZ7IZ2J0GplNkxl6b+jy29/fEKvMxg2s2DSfwdCCFEp7tt0EKfd4NKV+WOQQ/EQvpwmW21Ny8u8MiGEEMXidJqNvUMK7FqjjOzpd7rQ1qZygghWJkI0HiWVyvkyqDASRBAl43eZJ4JD0ckJIjzyaidffGBr5n44niSZ0vhd5T2hTPdgGE8wpWsoG4Xc1xvC57Rlfq5TWfpnFooliSdT436d9M+81jP1f2ZCiOoRT6Z44IUOLlreNqJPTyARxptz3NjQsKjMqxNCCFEsDisTQSuFY1hMIB06sOf1RPBYj8Xpr5ALsYVIEEGUTPpqcjCaPMaepfG+Hz7L/z6+m4FwnJcODnDi//sTQNnLGdJXwccTROgcyk9lmg5ZCMNd8c0nuHfTgXE9N/0zl0wEIUQl+fPWI/QEY1w5bCoDQDAZxZdzeDa8jEEIIUT1yP0MH34Gkh7taMv5zHfYzUwEpRJ0Byq3pEGCCKJk0lfMA5OUiZAuKT0yGOGXG/dntpezsSJA7QSCCIf6wzjtBgtbzChma83U74cA4HFkJyls7Rjk5p9vGdfrDITjOGwq7/WEEGIyaa25/eEdLGj2ccEJI0fPhlIx/Eo+s4QQYqoJDBs8lj4Rt+eVM1g9E1SS7iEJIohpyJcOIkQmdzrDof4wm/b3Z+6XuxzAZihqXHYGxzFt4EB/mFl1blr8ZvCgbZpkIrz7zLlcf/7CCb9ObzBKvdeJUhMfFymEEMWw4ZVOtnYM8pF1i7AVGGUb1HG8hp2HL7uHhy758SSsUAghRDF9wL8MMEsacqXDxXnlDA4vAIZK0CWZCGI6SpczBCapnCF99XlnVzDTlBAmJ7W91uMYdybC7AYPjT4zFWpW/dQe75jmstt4/+sWTPh1dnUFWdDsK8KKhBBi4swshO3MafAULGUACOokPsNJS+tJzJixuswrFEIIUWxr5pxbcHv6RNymsqfkdntOJsI4JruViwQRRMm47AZ2Q01aOYPPZQYRHnyxg2ROd9PJGPdX63GMazrDwb4ws+o8mfXPrp8emQgATb780o2hcWRy7OsNMa/RW6wlCSHEhDy2vZstBwa44fWLcdgKH4IFdQq/bXqUrgkhxHTgdzcU3J7JRCgQRDBUUnoiiOlJKYXPZZ+Ucob/99uXMtG75/b2AXD6/EaATGlAOdV57Dy1q5eXDg6M+TmReJKuQJTZDR5WzK4DYOWc+lItseIMT/M9MhgZZc/CtNb0BmM0T5M+EkKIyqa15vYN25lV5+aqU+aMul9Qaby26RMwFkKIqc7naSy43SjUWNEqZ3A6tPREENOX32WflHKGHz25N+++oeA7f38KP7/uTOq85S9nqPM4CEQTXH7742N+zo7OAFrDgmYf15+/kLs/eAar26dPEAHgwuVtuOzmx9Sh/uMLIgyGEyRSmiafdDYXQky+Fw4MsHFvH9edtxCn3SARj/DlX17J4cObM/ts3PxDBgyFzy4ZVEIIMVV4PU0Ft6dPxB15mQhm6bLTrjl8nBfQykmCCKKkzCBCecsZ+kPZ+qEPr1tEncfBDa9fTJPfxRkLC/8Sl9p4+jA8+GIHNkNx1qImXHYbZy9qLsHKKtt3rzmVh24+H4DDA8f3QdoTNKO3TX4JIgghJt+vnz+A027wFisLYdPLd3NXaCdf+L8PZ/a5b+tPADhz/kWTskYhhBDF5/O1FNyeLmfI7Ylgszuxa43DnuRgf7gMqxuf8rapF9OO320nWOZMhD09oczteo+Dp/5lPR7n5I7Lyq19HYrEqXEfO6jw8qFBTpxZS2vN9E1rVUoxo87883cMROgLxqj3OsY0beGme8yre40+KWcQQkyuWCLF/VsOcfGJbZmgciQWACCYygbaO+ODrEzZOfPU6ydlnUIIIYrP72sruN2wpjLYh4319WnAFuNQfxitdUVOGZNMBFFSPpedoWh5eyJszZnE0OBzTnoAAUDn3O4aY31TfzhOg6Ti47QbNPtd7O4OsOYLD/Fv979ccL9IPInW5k86lkjxotV/olkyEYQQk+yJnd30h+L83SnZiQxdg/tG7NeZjNAqpQxCCDGlOF01BbdnMxGGBxEUKSNOJJ6iLzQ5DeqPRYIIoqRqXHYC4+iqPxHP7uml2e/if95zKlcfpXlVOb19bXvm9lg/DAZCMeonYRxlJZpV7+bZPWaDzHue3Z/3WCql6RqKcvLn/o/v/nUXkN+EcTpncgghKsNfX+vGZTfyytI6g4cB0Dlh5k6VotU5vXrfCCHEdJXNRMg/JfcqgzhmefaBvtCI51UCCSKIkvK5bGUvZzjQF2Jxq49LTpqBYVRG+s+q9np+e8M5QH7PhqMZCMfH1UthKppR687Uhfld2SqsQDTB5x/Yymlf+jOxRIqv/Xk7AM/vMwMOM+vckokghJh0j+/o4ty5YdyO7NWmznA3AL2pOK/t+AP9fbsZMhStnunX/0YIIaaj7IjH/EwEv7IRU2Ym966uYJlXNTbSE0GUlN/lYKjMmQjdgRgnzaot63uORb01FWIsmQiplGYgHM88Z7o7YUYN/7f1CACNOSUe7/vBszyzp3fE/ul+CD/9wBkVWUcmhJg+OgcjeIK/5unGR3ji2UOcc9o/AtAdGwJgj01z1RO3cIp2goIW/8zJXK4QQogSsWmdd99QCtDYjGHlDMrBgI5hMxQ7OgNlXOHYSSaCKKlGn4NgLEk0Ub5shK6hKC01lddMr95rnvyOJRMhEEuQ0uOb6jAVfezCpfzn1ScDkI4JaK1HBBBCsSSb9/dn7s9pkNpiIcTkemJnN3We1wB4bv9jme0hnf9d8Io2++XUuAvPExdCCFG9/nzpT3nkzb/N2zZaJoLXcBLUSeY1eis2iCCZCKKk0o0B+0Nx2mpL3+AwEk8SiCZo9ldeEKHWbcdmKPrHkIkwYO0jQQSTYSjetradp3f18sirnezoDFDrKfzxdeW3ngDgo+uX4LRLnFQIMbme39ufucqU1NmAelQnISdRKmyV3/nc0hNBCCGmmra2k0dsU9aXwPBMBL/dRTCeYmlbDVs7Bkc8rxLIEbYoqUbr6ntPYGx9ACYqPfmgEjMRlFLUeRz0jSETYSBsBhHS2QvCVOO20xuMceFX/sKmff1H3bfWLTFSIcTk27y/nxqX+Z2USGWnFUV1CndKj9jf524o29qEEEJMHlumsWL+MavP5iGk4JR59ezrDdEdGNtkt3KSIIIoqXT9+lhOnCfqH37wDOf+5yOA2YivEtV7HWPKROiXTISCcgMDP3lq71H3rZEgghBikkXiSV7pGKTO4wEgqVOZx6I6xRxGZuj5vC1lW58QQojJkz4RH1HO4PASVLBmTh0AGwv0/5psEkQQJZUOIvQGSxtESCRTPPpqV+b+0rbC81gnW4PXSX/42D+L9D7SWDFfjTv78/jr9m5q3Xbeefrcgvv6XfKzE0JMrpcODpBIaRqsrLKETvLd+6/h5Vd+TRRNu80/4jk+mc4ghBDTQjoXzWYMy0Sw+9BKsbA+xLpZ/8ljW54s/+KOQYIIoqQayhRE6BzKpvk8cOPrmFFXoZkIHgd9wTH0RAhLJkIhw7ML7vj7U/nSlSvGtK8QQpRbutGr12UeKoaTEb7Rt4k/vvwTImgaHT7e7prDDfWrMs/x+SSIIIQQ00E6iGAfFkTwO82LoTv2/JHn6no5dPjnROLla1I/FhJEECVV70mPNSxtEKFjIAzAD649jRWz60r6XhNR73WytWOQZ4+RliTlDIUNb5S4Yk4dhqG4/OSZfP6Kk9j572/IPCZBBCHEZNu0v5/Z9R405nfgoZjZICuSjBJV4La5+Mw7/sAbT/lw5jkeyUQQQohpQVthhOFBBK/LHFU/EOwEIKX6uHfTwfIu7hgkiCBKym4zzGaCJc5EONgfAWB2vaek7zNRjT4zKPDWO46eljQQjuOyG7gdpZ9oUU2G/zxqrfKGb77rFK45az42I9vqXJpSCiEm2+Z9/ayeW08kaWbL7UuZ31XRVIyIApfN/JxqaT4RAG9KY9gkACqEENNBukvO8CCCz2VeEO0PdwPgcIf4/uO70XpkM97JIkEEUXKNPie9Y2gmOBEH+kJA5QcRck9sj/ZB0DkYqcgJE5Pt4hPb+NrbV/Pes+bxjtPaj7pvg/STEEJMos6hCAf7w6xpryeWNAPpnTYz0BlKxkgohdtmfs67PQ3UpjT+yjk+FEIIUSa2YdMZ/NaUnoGImbmsXVG2dwZ48MXDZV/baCSIIEquwVuGTIS+MA1eBz5XZV/BcdiyV8rTfQ8KOdAXrtgJE5PJbjO4cs1sPnfFCm67auS8XYCLTmwDslkKQggxGZ7b0wfAKfMaiKTyvwMPxYcAcNmyn/Ot2PDKYZkQQkwbqXQ5gy3/mNXrsYIIUbMEbsCIsaythm/86Sn6BzrKu8hRyLeVKLkmv4vOoUhJ3+PwQIQZdZWdhQDgcWaDHKNFE8OxJC8cHGB1e325ljWl3P7ONTz3mQsxckobhBCi3Dbu7cNlN1gxq45oMj9o/KKRAMBlzwYR5tn9tBpShiWEENNFq808d/G78vu5+dxNAAzEAwB0kuSfL1nGkZZ/5dz7Li7vIkcxpiCCUupSpdSrSqkdSqlbCzxep5T6nVJqi1LqZaXUtcVfqqhWC1t87OkOkUimjr3zOA1G4tR5KjsLAeCtp87hqlPmAPCpe18suM9ze/uIJVK8bok01xoPt8NGk19KQYQQk2vj3j5WzanHaTeIpApnnrnt2eD3Z9/4I/7jjT8u1/KEEEJMsi9e/hO+u+IfWX/WP+dt93nNc4D+hFmu3W8ozl3oIamskrhYIm//VErz6KudmYlA5XDMIIJSygZ8C7gMOBF4p1LqxGG73QBs1VqvAtYB/62UknC6AGBJaw2xZIq9vaGSvcdQJFEV6etuh40vjjKSMO1QvzlpYlHLyPnhQgghKl84luTlgwOcOt9MSY3qRMH9XA5v5nZD4yKaW5aXZX1CCCEmX2PjYs489XocOd8FAD6/WZo7kMqOsO/q3pq5/e1HdmZuJ1Oam3+xmX/4wbN8//HdJV5x1lgyEU4Hdmitd2mtY8A9wBXD9tFAjVJKAX6gFyj8jSmmnflN5i/Gnu5gyd5jMByntkrGIXqcNq4/fyEA13z/mRENFtPjMBt9EocTQohqtGlfH4mUZu28owcRnDbJmhJCCJHP427E0JqBnCy2rt4dmdv/89hOdnQOkUppbv31C/x28yFuWr+EL791VdnWOJYgwmxgf879A9a2XN8ElgOHgBeBm7TWI3LXlVLXKaU2KqU2dnV1jXPJotrMbjDTNd9/18aSvcdgJEGNu/LLGdLqPWaA4LHXuugciuY91heK47QZeJ0y3lEIIarRhm2dOO0GZy4061ojqWTB/SLx0mXoCSGEqE7KMPBq6FfZ0+kj/bsyt/0uO++/ayPX/+Q5fvncAW5av4SbL1qK016+dodjeadC3cmGDyG6BNgMzAJWA99UStWOeJLWd2qt12qt17a0tBz3YkV1aq3JNo4KxwofSE1EMqUJRKujnCGtPmf8YP+w8Zd9wRj1XgdKSWNAIYSoNvFkikdeeJGz2/+NX2/4CHv2/IUtRpza1Mj5jUPR8tWvCiGEqB5eDb05TcK7Agczt797zVrCsSSPbOvk4xct5bJ5r/LVX1+FTpWu/9xwY7l0ewDIHcg+BzPjINe1wG3azMveoZTaDZwAPFOUVYqqZjMUX37rKj7xyy10DkWY1+Qr6usHImaaaLWUMwA05ZQqDEaGBRFCMRq8UsoghBDV6K6/7cGbeJbn3CGe63oSrDLWD7Wdwyt929kY7aTDGvf7prP/ZRJXKoQQolItsnnpJJy53xnqzNxeO7+Rv916AYmUxu2wcdYP3kLAUHwg0EFN7fCCgdIYSybCs8ASpdQCq1niO4D7h+2zD1gPoJRqA5YBuxDC0uw3T4q7A9Fj7Hl8eoMxLvnaYwDUVlE5Q+70gIHhmQihGA2+6gmICCGEMA2E4tz+8A6WzchOXegMduJOaf7+0u/w7+9+mHbDzM77xtL3UlvXPtpLCSGEmMauW/WRzG1PStMZ7ct73G4zcDvM0ueAlbEQCveUbX3HDCJorRPAPwJ/Al4BfqG1flkp9SGl1Ies3b4AnK2UehHYAHxSa91dqkWL6tNSY540dw0VN4iw4ZUjHB6MAFBXRZkIp8yt58PrFgEwFM0PIvQGJRNBCCGORSlVr5T6lVJqm1LqFaXUWUqpRqXUQ0qp7db/G8q5pjqvg19/+CzeuDI7orcz2kerVijDPORKWBWhPnd9OZcmhBCiirid2cztWdqgIz50zOcEQ+U7/R5T9wWt9YNa66Va60Va6y9Z2+7QWt9h3T6ktb5Ya71Sa71Ca/2TUi5aVJ8W68p7VyBW1Nfd2jGYud1cUz1drpVSvO+cBQDc/HOzzCOtNxiTyQxCCHFsXwf+qLU+AViFeaHjVmCD1noJ5kWNW8u9qMWtNdhUtv9PZyJIi5H9fkpYE3mcds+I5wohhBAALmdN5vYsu5f9OeMeR+t9EAxVUCaCEMXQ6HOiFHQORo6983F4JSeIMKehug7IcqdJ/N/LRwCzSWR/OJ7XM0EIIUQ+q3nzecD3ALTWMa11P+YI6rus3e4Criz32ra8dA97el7J3H9ORWm1Z68oJTEP/uw2+ZwXQghRmMvpz9ye7Wqk25ZtshiJ9NPV+TIAoZzsg2Ckt2zrkyCCKAu7zUBruP3hHezvLd5IqyODUS49aQZ/veX1eVMgqkG6jgng8IAZXOkLxdA6v2eCEEKIERYCXcAPlFKblFL/q5TyAW1a6w4A6/+t5V7Y9c9+kR8feTJv2xxvW+b26bULAWhuWFzWdQkhhKgeLld20OH82vl5j33u3qu44A/vIBTo5Cu/uyazPVjGiT8SRBBlt+3wsWt6xqo/FKOlxkV7o7dorzkZthzo52P3bOLpXWYEUcoZhBDiqOzAKcB3tNZrgCDHUbqglLpOKbVRKbWxq6ur6AuLDpvQ+4FLv525/dE3382DF9zBjJlrivq+Qgghpg53ThDhrRf8R95jv0+Y2QfBUBcHItkShlB0kHKRIIIom6tPnQMUb0JDKqUZCMep91ZPQ8Xh7v3I2Zwwo4a/bu/mvs2HuOHu5wGYXWWlGUIIUWYHgANa66et+7/CDCocUUrNBLD+31noyVrrO7XWa7XWa1taWoq6MLuG3MI9d0rj9WYbLdodbtrbzynqewohhJhaXK66zG2nq4b25Mh9gqFujqQinJwyz4UC0YFyLU+CCKJ8vnjlCsBsHFgMQ9EEKV1dUxmGWzO3gTeunDli+6Jmf4G9hRBCAGitDwP7lVLLrE3rga2YI6jfa217L/Dbcq/NAUSMbCpC9QwfFkIIUSlygwgAtco2Yp9gpIcukixwNZr344GyrA3ku02Ukdthw+u00VekIMJAyByNWF/l4xBXzMn/kGitcVFXxdkVQghRJjcCP1VKOYFdwLWYF0d+oZR6P7APeGu5F2Unv5Zh5GGfEEIIcXTpscBpdYYTCOdt6x08wIChaPfNxNZ3mFA8WLb1SRBBlFWD10lvqDhBhP6w+Tr1VZyJALBuaQu//vDZ/OSpvdy76SDLZtQc+0lCCDHNaa03A2sLPLS+3GvJZQYRdPa+Hn1fIYQQYizqbB5I5gcRPvLKdwFo9c/E27uJQLx4zeuPRcoZRFk1+pxFyUTQWvP9x3cDVP1Ve6UUp85rYEadOV1iSasEEYQQolo5lGQiCCGEKK5bLrmDmlThqHS9t5W1tjpm+maUbT2SiSDKqsHnpNcqQ5iInV0B7tt8CICmKTLJwO8yfx0XtPiOsacQQohKNbycYfh9IYQQ4ng1tyznyys+zPVb7xjxmMvh5RvXPFHW9UgQQZRVo9fBrq6JN/3Y2ZWt+Wnyuyb8epXgHae1E0ukuPqUOZO9FCGEEOPkkJ4IQgghSsDhKDy9ze0of0N2KWcQZbVidh0H+sK8dHBiI0j29phBhIXNPmrdUyMW1uR3cfNFS/E45ZBTCCGqlV3lH1pJJoIQQohicNq9Bbe7XBJEEFPcW09tx2YoLr/9cX7x7H4GQnEeebXgGO+j2tMTot7r4OFPrEMpOUATQghRGRzDgwjyHSWEEKIIHHZ3we0uyUQQU12d15HJHLjl1y/wiV9t4dofPMv+3uPrJto9FKWtpvAvkhBCCDFZ7MMOrc6tXTxJKxFCCDGV1NcWLnl2OcvflH1q5IGLqnLbVSdz492biCVTPLT1CAD7+0K0N+an6IRiCQKRBK21I4MFg5E4dVU+2lEIIcTUY1cGaHCnNL+95Ie0tZ482UsSQghRhZ648kG0Tmbuz5q1ll+dfRuBUDcuh5d3Pvt5ANyu2rKvTTIRRNldctIMtn7+EppzGiJ2DkZH7PehnzzP6f++Aa1HjjMZDCeo9UgMTAghRGVxKLOvjQ3zgM9mnxoThIQQQpRXbV07dfXz87YtW/JGTl31XubOPjOzzSVBBDFd2G0Gb1iZnWXaG4yN2Oex17oA6BoaGWAYjMSpdUsmghBCiMqSbqwoYW4hhBCl4nbXF7xdLhJEEJPmitWzM7f7QiODCGl7ekKkUvnZCIPhOLVSziCEEKLC2HMyEYQQQohScDh8BW+XiwQRxKQ5dV4DL3/uEpr9TnqGZSIcGYxkbr/tf55k4ace5AsPbAUgldIMRRNTZrSjEEKIqSMdRLCPrMQTQgghikIZRsHb5SJBBDGpfC47DV4nfTlBhFRKs3l//4h9v/f4bg4PROgPx9Ea6rxSZyqEEKKyOAwzwG1HRjsKIYSYmiSIICZdg8+Z6YnwSscga77wED9+ci8AD9z4urx9735mH9f+4BkAmnwSRBBCCFFZpJxBCCHEVCf54GLSNXqdvHpkiH/+5RZ2dgUYCMd5fEc3zX4nK2bX0eB10BeKU+u2s3l/P1sODADQWus6xisLIYQQ5WWXTAQhhBBTnAQRxKRr9DvZ/XKQ3d3BvO1LWmsAuPOatTyw5RA9/7+9u42xo6wCOP4/bFsKpa+0NWXbQEHE8KKAKwFqgIAvBYXSbyUhQtQQEkxEE02RxMhH/WCMMZEQQDQqJIICElSILzFRYylQsLwUWoTQUGiVGJCoxXr8cJ+F23V3udvO3pk7+/8lT+7MM7O7z5lz7z6TszOzb+zlvsd3ATC86DDOPm5p38cqSdJkRm9nGAqLCJKkdvJ2BtVuyQTPNjjpqM7/PP3gMUu4Yd3JrFg4961t5793eV/GJknSVIxeiTDbKxEkSS1lEUG1WzzBsw1OWblwv/V3Lz/ireV/vblvWsckSdKBmBVe5ClJajdnOtVuybzZ4/afdNT+RYR1pw7zz737+OrPnuSiU1b0Y2iSJE3J6O0MkiRNpz+s/0VtP9uZTrVbMm//BySuP22YCDh26bz9+ufOHuLKNau5/MyjmTXkRTSSpOaZPeR/DpIkTb/5C4Zr+9kWEVS7sc9EuPLsY3j/qkUT7m8BQZLUVKPPREiy5pFIkjQ9LCKodou7bmfY9OULWL5g7iR7S5LUXLMO6cxplhAkSW3ln3RVuyO7bmewgCBJGmSjtzMc4n9nkCS1VE9FhIhYGxHbImJ7RGwcZ/sXI2JLaVsjYl9ELKl+uGqjw+YMcfW5x3H3NWvqHookSQdl5D2Xcl7M51PHra97KJIkTYvInPyCu4gYAp4BPgLsBB4CLsvMJyfY/2Lg85l5/mTfd2RkJDdv3nxAg5Ykqc0i4uHMHKl7HDOB5yOSJI1vovORXq5EOAPYnpnPZeZe4A5g3ST7XwbcfmDDlCRJkiRJTdVLEWEYeLFrfWfp+z8RcTiwFrhrgu1XRcTmiNi8Z8+eqY5VkiRJkiTVqJciwnhPBproHoiLgd9n5qvjbczMmzJzJDNHli1b1usYJUmSJElSA/RSRNgJrOpaXwm8NMG+G/BWBkmSJEmSWqmXIsJDwPERsToi5su2jkQAAAZuSURBVNApFNw7dqeIWAicC9xT7RAlSZIkSVITzHqnHTLzPxHxWeCXwBBwa2Y+ERFXl+03ll3XAw9k5hvTNlpJkiRJklSbdywiAGTm/cD9Y/puHLN+G3BbVQOTJEmSJEnN0svtDJIkSZIkSRYRJEmSJElSbywiSJIkSZKknlhEkCRJkiRJPbGIIEmSJEmSemIRQZIkSZIk9SQys54fHLEHeKHib7sU+GvF31O98/jXzxzUzxzUqy3H/+jMXFb3IGYCz0cOmDG2gzEOvrbHB8ZYp3HPR2orIkyHiNicmSN1j2Om8vjXzxzUzxzUy+OvJpgJ70NjbAdjHHxtjw+MsYm8nUGSJEmSJPXEIoIkSZIkSepJ24oIN9U9gBnO418/c1A/c1Avj7+aYCa8D42xHYxx8LU9PjDGxmnVMxEkSZIkSdL0aduVCJIkSZIkaZq0oogQEWsjYltEbI+IjXWPp00i4taI2B0RW7v6lkTEgxHxbHld3LXtupKHbRHxsa7+D0TEn8u2b0VE9DuWQRQRqyLiNxHxVEQ8ERGfK/3moE8iYm5EbIqIx0oObij95qCPImIoIh6NiPvKusdfjdOW85Gq5v4mq3J+baoq568mq2J+aLqIeL7MX1siYnPpa1WcEbEoIu6MiKfL5/KsNsUYESeU/I221yLi2oGNMTMHugFDwA7gWGAO8BhwYt3jaksDzgFOB7Z29X0d2FiWNwJfK8snluN/KLC65GWobNsEnAUE8HPgwrpjG4QGrABOL8vzgWfKcTYH/ctBAEeU5dnAn4AzzUHf8/AF4EfAfWXd429rVGvT+UhVc3+TW5Xza1NblfNXk1sV80PTG/A8sHRMX6viBL4HfKYszwEWtS3GrliHgJeBowc1xjZciXAGsD0zn8vMvcAdwLqax9Qamfk74NUx3evofNApr5d29d+Rmf/OzL8A24EzImIFsCAz/5idT8X3u75Gk8jMXZn5SFl+HXgKGMYc9E12/KOszi4tMQd9ExErgY8DN3d1e/zVNK05H6li7u/LQA9CVfNrf0c9NVXNX30c8pRVMT/0a6zToDVxRsQCOsXLWwAyc29m/p0WxTjGBcCOzHyBAY2xDUWEYeDFrvWdpU/T512ZuQs6kzCwvPRPlIvhsjy2X1MQEccAp9H5S4I56KNyqeQWYDfwYGaag/76JvAl4L9dfR5/NU3bz0em+pkbGAc5vzZaRfNXk1UxPwyCBB6IiIcj4qrS16Y4jwX2AN8tt6bcHBHzaFeM3TYAt5flgYyxDUWE8e5p9V9O1GOiXJijgxQRRwB3Addm5muT7TpOnzk4SJm5LzNPBVbS+av2yZPsbg4qFBGfAHZn5sO9fsk4fR5/9cNMfY8NdNwVzK+NVtH81UgVzg+DYE1mng5cCFwTEedMsu8gxjmLzi1U38nM04A36FzaP5FBjBGAiJgDXAL8+J12HaevMTG2oYiwE1jVtb4SeKmmscwUr5RLgymvu0v/RLnYWZbH9qsHETGbzgnODzPzJ6XbHNSgXFr3W2At5qBf1gCXRMTzdC4PPz8ifoDHX83T9vORqX7mGq+i+XUgHOT81VRVzQ+Nl5kvldfdwE/pXNbepjh3AjvLlTIAd9IpKrQpxlEXAo9k5itlfSBjbEMR4SHg+IhYXSo7G4B7ax5T290LXFGWrwDu6erfEBGHRsRq4HhgU7k05/WIODMiAvhk19doEuV43QI8lZnf6NpkDvokIpZFxKKyfBjwYeBpzEFfZOZ1mbkyM4+h8/v915l5OR5/NU/bz0em9JmrYXxTUtX82q/xHoiq5q/+jrp3Vc0PfR72lEXEvIiYP7oMfBTYSovizMyXgRcj4oTSdQHwJC2KsctlvH0rAwxqjFN9EmMTG3ARnafq7gCur3s8bWp03uS7gDfpVMQ+DRwJ/Ap4trwu6dr/+pKHbXQ9+RwYofMLbwfwbSDqjm0QGvAhOpcuPQ5sKe0ic9DXHLwPeLTkYCvwldJvDvqfi/N4++nbHn9b41pbzkeqmvub3KqcX5vaqpy/mt4Odn5ocqPzvIDHSnti9HdLC+M8Fdhc3q93A4tbGOPhwN+AhV19AxljlAFKkiRJkiRNqg23M0iSJEmSpD6wiCBJkiRJknpiEUGSJEmSJPXEIoIkSZIkSeqJRQRJkiRJktQTiwiSJEmSJKknFhEkSZIkSVJPLCJIkiRJkqSe/A9KMMeWg1HsqQAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 1296x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(18, 6))\n", "axes[0].plot(dev.make_reference(I_n, W, u0, di, dj, ls)[0][0])\n", "axes[1].plot(gaussian_filter(np.mean(st_obj.data[:, 0], axis=0), ls))\n", "axes[1].plot(np.median(st_obj.data[:, 0], axis=0))\n", "axes[1].plot(st_obj.whitefield[0])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 165, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "k = 700\n", "fig, ax = plt.subplots(figsize=(12, 6))\n", "ax.scatter(ffs[:, k], st_obj.data[:, 0, k] / st_obj.whitefield[0, k], s=50, c='b', alpha=0.66, label='Data points at the given coordinate')\n", "# ax.plot(ffs[:, (k - n):(k + n)].ravel(), st_obj.data[:, 0, (k - n):(k + n)].ravel(), 'b--', alpha=0.5,\n", "# label='Data points in the vicinity (+-{:d} pixels)'.format(n))\n", "ax.plot(ffs[:, k], I[:, k], 'b',\n", " label='Filtered data profile')\n", "ax.plot(ffs[:, k], dev.krig_data(st_obj.data, st_obj.whitefield, st_obj.pixel_map, 0, k, ls)[0], 'b',\n", " label='Filtered data profile')\n", "ax.plot(ffs[:, k], st_obj.reference_image[0, ffs[:, k].astype(int)], 'r',\n", " label='Reference image')\n", "ax.set_xlabel('Reference plane, [pixels]', fontsize=20)\n", "ax.set_title('Pixel mapping update', fontsize=25)\n", "ax.legend(fontsize=12)\n", "ax.tick_params(labelsize=15)\n", "plt.tight_layout()\n", "plt.show()\n", "# plt.savefig('figures/upm_explanations.pdf')" ] }, { "cell_type": "code", "execution_count": 166, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 965 ms, sys: 2.62 ms, total: 967 ms\n", "Wall time: 99.8 ms\n", "CPU times: user 217 ms, sys: 6.09 ms, total: 224 ms\n", "Wall time: 22.4 ms\n" ] } ], "source": [ "st_nols = st_obj.update_reference(l_scale=0.1)\n", "mse_nols = dev.mse_2d(I_n=st_nols.data, W=st_nols.whitefield, I0=st_nols.reference_image, u=st_nols.pixel_map, \\\n", " di=st_nols.dss_pix, dj=st_nols.dfs_pix, wss=1, wfs=sw_max, ls=0.1)\n", "mse_c = dev.mse_2d(I_n=st_obj.data, W=st_obj.whitefield, I0=st_obj.reference_image, u=st_obj.pixel_map,\n", " di=st_obj.dss_pix, dj=st_obj.dfs_pix, wss=1, wfs=sw_max, ls=ls)\n", "\n", "%time u_search = upm_search(I_n=st_obj.data, W=st_obj.whitefield, I0=st_obj.reference_image, \\\n", " u0=st_obj.pixel_map, di=st_obj.dss_pix, dj=st_obj.dfs_pix, \\\n", " wss=1, wfs=sw_max, ls=ls)\n", "%time u_iter = dev.upm_newton_1d(I_n=st_obj.data, W=st_obj.whitefield, I0=st_obj.reference_image, \\\n", " u0=st_obj.pixel_map, di=st_obj.dss_pix, dj=st_obj.dfs_pix, \\\n", " wfs=sw_max, ls=ls)\n", "# %time u0_search = upm_search(I_n=st_obj0.data, W=st_obj0.whitefield, I0=st_obj0.reference_image, \\\n", "# u0=st_obj0.pixel_map, di=st_obj0.dss_pix, dj=st_obj0.dfs_pix, \\\n", "# wss=1, wfs=sw_max, ls=10.)" ] }, { "cell_type": "code", "execution_count": 167, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "k = 700\n", "fig, ax = plt.subplots(figsize=(12, 6))\n", "# ax.fill_between(sw, mse[:, k] - np.sqrt(mse_var[:, k]),\n", "# mse[:, k] + np.sqrt(mse_var[:, k]), alpha=0.7, label = 'Standard deviation')\n", "ax.plot(sw, mse[:, k], 'b-', label='MSE of point i, l_scale = 5')\n", "ax.plot(sw, mse[:, k + 1], 'r-', label='MSE of point i + 1, l_scale = 5')\n", "ax.plot(sw, mse_c[0, k, 1, :], 'b-', label='MSE of point i, l_scale = 5')\n", "ax.plot(sw, mse_c[0, k + 1, 1, :], 'r-', label='MSE of point i + 1, l_scale = 5')\n", "ax.plot(sw, mse_nols[0, k, 1, :], 'b--', label='MSE of point i, l_scale=0')\n", "ax.plot(sw, mse_nols[0, k + 1, 1, :], 'r--', label='MSE of point i + 1, l_scale=0')\n", "# ax.plot(sw, mse0[:, k], 'g', label='MSE of point i for the ideal case (No noise)')\n", "ax.scatter(u_iter[1, 0, k] - st_obj.pixel_map[1, 0, k], mse[:, k].min(), s=50, c='k')\n", "ax.scatter(u_search[1, 0, k] - st_obj.pixel_map[1, 0, k], mse[:, k].min(), s=50, c='g')\n", "ax.set_title('MSE', fontsize=24)\n", "ax.legend(fontsize=12)\n", "ax.tick_params(labelsize=15)\n", "ax.set_xlabel('Search window', fontsize=20)\n", "plt.tight_layout()\n", "plt.show()\n", "# plt.savefig('figures/upm_MSE.pdf')" ] }, { "cell_type": "code", "execution_count": 168, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "# axes[0].plot(st_res0.reference_image[0], 'g')\n", "axes[0].plot(st_obj.reference_image[0], 'r')\n", "axes[1].plot((u_search - st_obj.pixel_map)[1, 0], 'b')\n", "axes[1].plot((u_iter - st_obj.pixel_map)[1, 0], 'r')\n", "axes[1].set_title('Pixel deviations', fontsize=20)\n", "# axes[1].plot((st_res0.pixel_map - st_obj0.pixel_map)[1, 0], c='g', label=\"Ideal\")\n", "# ax.plot(u_newton, 'g--')\n", "for ax in axes:\n", " ax.set_xlabel('Fast axis, pixels', fontsize=15)\n", "# ax.legend(fontsize=12)\n", "ax.tick_params(labelsize=15)\n", "plt.tight_layout()\n", "plt.show()\n", "# plt.savefig('figures/upm_results.pdf')" ] }, { "cell_type": "code", "execution_count": 686, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['__builtins__', '__doc__', '__file__', '__loader__', '__name__', '__package__', '__pyx_unpickle_Enum', '__spec__', '__test__', 'init_stars', 'krig_data', 'make_reference', 'mse_2d', 'newton_1d', 'np', 'upm_newton_1d', 'upm_search']\n" ] } ], "source": [ "if sys.modules.get('dev'): # Maybe sys.modules is better?\n", " dev = sys.modules.get('dev')\n", " dev = reload(dev)\n", "else:\n", " import dev\n", "print(dir(dev))" ] }, { "cell_type": "code", "execution_count": 687, "metadata": {}, "outputs": [], "source": [ "data_path = 'results/exp/Scan_1986.cxi'\n", "\n", "loader = rst.loader()\n", "st_data = loader.load(data_path, roi=(0, 1, 360, 1090), defocus=1.0e-4)\n", "st_data = st_data.make_whitefield()\n", "st_data = st_data.make_pixel_map()\n", "st_obj = st_data.get_last_st()\n", "# st_res, errors = st_obj.iter_update(200, l_scale=2.5, verbose=False, n_iter=1)" ] }, { "cell_type": "code", "execution_count": 705, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-1661 3112 (1, 4773)\n", "-1497 2814\n", "-1498 2821\n", "-1496 2827\n", "-1495 2832\n", "-1495 2849\n", "-1494 2857\n", "-1494 2859\n", "-1493 2861\n", "-1492 2861\n", "-1491 2862\n" ] } ], "source": [ "n_iter = 10\n", "ls, ls0 = 2., 15.\n", "sw_max = 200\n", "\n", "I_n = st_obj.data\n", "W = st_obj.whitefield\n", "di = st_obj.dss_pix\n", "dj = st_obj.dfs_pix.copy()\n", "dj += (st_obj.dfs_pix.max() - st_obj.dfs_pix.min()) / 2 - st_obj.dfs_pix.max()\n", "u0 = st_obj.pixel_map.copy()\n", "\n", "I0, n0, m0 = dev.make_reference(I_n, W, u0, di, dj, ls0, wfs=sw_max)\n", "print(-m0, I0.shape[1] - m0, I0.shape)\n", "\n", "for i in range(n_iter):\n", " u = dev.upm_newton_1d(I_n, W, I0 , u0, di - n0, dj - m0, sw_max, ls)\n", " I, n, m = dev.make_reference(I_n, W, u, di, dj, ls0, wfs=0)\n", " print(-m, I.shape[1] - m)\n", "\n", " roi = slice(m0 - m, I.shape[1] + m0 - m)\n", " I0[:, roi] += gaussian_filter(I - I0[:, roi], (0, ls0))\n", " u0 += gaussian_filter(u - u0, (0, 0, ls))" ] }, { "cell_type": "code", "execution_count": 706, "metadata": {}, "outputs": [ { "data": { "image/png": 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sMSbUSUlhwENUS2oc8Gitu2utu2mtuwH4EMCtWutPajyyRu70OSMRhxOY984Jr9t1UTFum6MQF5aPNTvb4MFur+PVZb3wzGVrQjRSIiIiCpRnYYm/APgjgBzH3acDiAPwvrlBa30KwOcAzqmvMRIR1Tt7+w1nwJOfD9cpCybUadeOAQ9RLQlkmfR3AHwPoK9S6oBS6gal1C1KqVvqfngh8lKV7YSqFJkUjzM7bsP8LZ1RnnPsf7e/dtk8LC0ci8dvP4SkXm3w8I8/w2UpS3DvByPxwvj3UVFYXOPnJiIiojpzC4CWAP7mcl8/AOUAnOW72z33ERE1TfYKnpMnve+LjZUVtpzMFC1W8BDVmiq7AGutrwj0YFrr62o0moaiVataOcxVd7XHR3d1wvTUVejYOQzF5eH4Iv0cTEj+CTc+NxAAoGJa49VdE5E//CfcsfJSrBy0Fu/uGgWlamUIREREVEuUUokAHgVwtda6VFX+zzoBQL5LX8JjAKKVUlFa6xLHMW8CcBMApKam1s3AiYjqmq8KHtN8eeHCyo+xT9EqKgLKy4FwHz1OiSggtdGDp+kJq523ZdZvuuPhq9JwSLfH6t1tsSW9NS7stA4fr+7k9RStYiPweVp/PHLaV3g/fRTmPpNeK89PREREteoxAKu01vP87OPWVU/5uq/BL0BBRBQI01i5WzfvgMfecLmgwPsxhYWyTUpyv5+IgsaAx00tBTxKAQ+92Rs/FXZFWnlP7NB98d6B8UjqFuO67++/OA09w9LxzGNNb5pW/vb92Pz0AlQcD7DpGhERUQOilBoI4HoAjyil2iil2gCI9twdr5RqBanUifX06bFrA6BAa811M4moaTp5Uk5o2rf3nqKVlWVd3rzZ+zFFRbJNTJQtAx6iGmPA46aWAp5ghbeNxx3np+OHE/2x6qUNIRlDMLa+vQn3DFuI6wavw4aFWT73W/XPTeg+oBWG3nMWzuy8HcXHC+txlERERLWiN4BISF/CY55/pg/PAUjj5R0AwgH0cjy2n+c+IqqJxYuBp58OfJUmqj/5+UBMDBAf7/31sU/dynH0pS/2/FE7Pt77OhFVGwMeNyGc+3nty6cjTuXhLw9moSGtnV6UeQKf3r0CT1ywEjeO3oQRMT9h0FVD8dymKfh4Sy9MOKs1Fj9bOZT6ae5WzLylM+IiC/DQuWuw+NRYvHjt2hC8AiIiohpZAWCK49+TnvvOBfA0gJUA8iBLowMAlFLRAM4HML8+B0vUJN11F3DPPcAbb4R6JOSUny/NlGNjvQMeewXPCe/Vhf9XwRMXJ1sGPEQ1VmWT5WYpRBU8ABDbLhq/OGMz/r5kCp56YxE6XjO93sew6eN03H5zKYp1JM4emYOKnKP417oRyMIEAEA7HEHflvvw/OyluPLZkag4mIVp04GZv+2Hv30/Dxe+MBWJnVpizycbMeOSRISrCixcFIGeE0fjuzZr8Jd5vXBXuUZYODtJExFR46C1zgHwrf02pVQ3z8XlWut8z21PAHhAKXUMUrVzJ+QPan+pr7ESNVmmZ8uBA6EdB1V28qRU8MTF+Z6i5ay8Ki6WaV2xsXLdBD5EVG2s4LEbNky2p50W0mHM+Xt/hCmNy29pg93rjv/v9oIjecg7Wlanz31ifx7Oubg1duXEI/J4Dv60YBQeW3c2Rnc6hAXPbUPenlwcORmDpQWj8X9zJyO5ewzaTeiNJds7YGjb/bjho3OR1LklOkRmY8Dsvjih4/DV3EL0nNgRAHDDz45jf1kHLH9td52+DiIiohB5AtKM+XcAvgAQB+BMrXVmSEdF1BQcOybbw4dDOw6qzEzRiovzPUXLrYKnRQugZUu5zgoeohpjwGM3bRrQujXQsWNIh9GzXyT+fW8aVhcOQq9RbTCp7Rb8PO5TtOugkJJYhvcer7tVth44dy2OVCTjs//k4ruS0cjanIkju0/hiwPDMOOOAYjtlig/vB1LwyZ3j8HKrN5Y+ud1eHL0hzin3QbcOGoT1q8Dhl9oLft63v1DEIFSfPVmtvOpiYiIGhWt9Wtaa2Wqdzy3aa31Y1rrzlrrVlrriVrrht9Yj6ih09pakenIkdCOhSozAU9srFTwmOXRc3OBhAQgIqJywFNcLOFOixbWdSKqEU7RaqCuenwQzpiwEf+9ewveSD8d2/QU/GzoLmzbrnD97/tg9Ixj6DEyoVafc+3L6/C3LZNx67DvMfq68QCApMEdAn58WLjCpN+MxKTfjPS5T0zPdhgbvR6L17ep8XiJiIiIqJnIzwfKPJXsrOBpeE6eBDp0kJAHkOl0rVtbwU9YmO8KHgY8RLWGFTwNWKeZw3D/tquxvagHcorj8NrG4fjo43CE6zLcPHN/rfZgPpmejevnRKN9eDYemze89g7sYurgbKzN64OT2ZxnS0REREQBMNU7kZEMeBoiE+RER8t1s+T5qVPW6lpuAY+9goc9eIhqjAGPXQNatcqXLucOxhPnr8Q3mUPw+q0/VLo/72gZMtZkQVfYXkt5OQ5/tgZfPrcTW1bmQRcUYuc/FuHmvt+iS8tsJEWdQLuerbGttDdefT4P8R2i6/Q1nHZmLCoQjnXvsw8PEREREQUgN1e2AwdKX5fS0qofs2uXFTRQ7Zo3D7jvPqC8XK77Cnjy86WSxy3gKS72X8GzeDFw55119xqImiBO0XJSDX9lp1s+nI63kzbhlpeG4uCxzZjzt34IO34Uj1y/Fy8uG4ZipKBXVAZ+fnYO2rYuxsefKnxbMAYVkOXfY3ASpzAFUSjBhW1XIDnqBCpaReOye7tj8s396nz8oy/rAfwJWPNVLs64rc6fjoiIiIgaO1PB068fsHGjBD7t2/vev6IC6N1besLk5krlD8kftJ9+GrjgAnkvq6OgAJg5Uy5feSUwZIhM0YqN9V3BA/iu4PHVZHnaNNk++qiERERUJQY8jVBYVATmftceN01chd+/dwaeeu84ohCGbIzDtR0WYuQohY+XxOOhz8YAAHpHZeCBWVswfUwedq7Px/r0eHQckowbHu2Gdp3rfxn2pEHt0S18P9Zs5H+0RERERBQAE/D07Cnb48f9BzymEfPJk8DatSFfJbfBWL0auPde4KOPgFWrqneMQ4esywcPAoMHWxU8JoixV/B06CBNlvfs8T6Ovwoe+8yKffuA/v2rN1aiZoYBTyOVMrgdPslJxJrnvsXf3opHiWqJX91ViIlXzwAAzNEah+etR6mOQJdzB0OFdQUATABwfQjHbYzueACrD3UO9TCIiIiIqDEwAU+PHrI9ftz//vv2WZf37mXAY7z5pmxzcqp/DHvAc+CAhDla++/B06JFcD149u+3Lu/dy4CHKEAMeBqziAiMvvsMvHa3y31KocPMEfU+pECNGV6KD/Z3Qfbmw0geEvhKXURERETN2rZtwOOPA5deCpx/fqhHU3+cAc+xY/73dwY8RkkJEBVVq0NrVLZvl+3evda0qmA5A578fLnsrwdP69buPXhat3av4LE30s7ICH6MRM0UmyxTSIw+KxEAsOaDvaEdCBEREVFj8sYbUoXx8suhHkn9OnpUwgMzLSvQCp6oKCvgef99CRNMFYs/994LfPpptYfbYGVlSc/Rigor7AmWCXhatpQpWnl5cj0uzgp4Tp2ytjExcl9envfUK389eExoBDDgIQoCAx67RrCKVlMxfHY3AMD67wpDOxAiIiKixsQEG6bHTHORmwskJgJt2sj1QAKeuDhg6FAr4HnjDdk+/LD/xxYWAk89BcyaBWRm1mTUDU9WFjB+vFzetat6xzh0SEKZgQOlgsdU5sTHe1fwaO29ilZFhXdw468HjwmIAAY8REFgwOPUCFbRagriOrRGr8gMbNjRMtRDISIiImo8zMl0cwt4jh4F2ra1Ap6qpmgdOgR07Ah06yYBT0mJLLsNALt3e08zcvrpJ+vyDz/UZNQNS0WFLDE/bpyc89gDnrKywP/YfeiQNE7u2FGmUtkDHnuT5ZISOW5MjNwHeE/TMhU8ERFAWJh7wJOU5P9rRUReGPBQyAxrfwQbszqFehhEREREjYepXMnMlBP25sIEPGZKT1UVPNnZQEqKBDwZGdK7qKAAuOsuuX/ZMtkePAjceKN3lYh96tKOHbX6MgAA//qXPG99O3pUPjOpqUDnzkBamtxeVCS9ja4PcCmWrCyZKpecLM2a3aZoFRRYIY2p4AGsfQGrggeQrb3Jsnlsnz6hea+IGikGPBQywwcWI728K07sORrqoRARERE1DibYKCuzGg83ZKWlwM9/Xv0luQ0T8ABSxeMMeIqLge++k8bBgAQ8yckS8BQXA19/Lbdfc400Fl66VK5fdBHw738Djz1mHWv7dqkoadvWu5oHAD7/XB5TUlK913H4MHDTTcCIECyGkpUl25QUoHdvq4LnlVdk1arXXnN/3Jo1wLPPWhU2OTlSWZOUJJd9TdGyN1/2V8EDSMDjVsHTp49U8LCVBlFAGPBQyAyfFAcA2Dg3PcQjISIiImok7MGGfaWhhmrBAmlqfM89NTuOM+BxTtF69FFgwgRpjgx4BzyABDNRUbLc9vjxUsGzdSuwerXc/847QHm5XN67VypchgzxruDJzwcuuAD4+GNg587qvQ7TDygrq+ppZrXNHvD06mUFPGYaWliY9B9y+uMfgd/+FnjiCblu3tvkZAm6DhyQ2+PjgchIIDzcdwWPPeCxV/C0bOneZLlPHzmWcwUuInLFgIdCZvisrgCADUvzqtiTiIiIiADIiW6fPnK5MQQ8778vW9M7pzq0loAnUVZhRUJC5QoeM61q0yYJanJzpcLEBDzLlwMDBkgAMXmyTNl66CHp//LEExIo7Nkj+2ZmAu3ayftspjEBUuViVLfxr/1xzuqgumYCnuRkCXhycuR9XL9ebq+ocA+ucnJku369fC3sFTyAFRTFxUlvn+jo2qngCQ+3vn7sw0MUEAY8diz9q1ft+yegfVgWNm4JD/VQiIiIiBqH48etgMeceDdkJjCwhyPBOnVKKkX8TdEywcmOHRIGaS1BRteu1j6TJ8v2iitk+9FHwMUXA5MmyXUTEmVlWf17cnKsShR7yGCWYQ+W/XHVXcWqusx71qaNBDwAsHmzBE0XXSTX3ZZON1VHaWkyBa6kxKrgAaRpdXS0hGeAVOycOuW/gqe8XKYZ2gMeZw+emBippAKq/34TNTMMeJy4ila9Gp60HxsOtQv1MIiIiIgavpISqYwwJ+duAc/rr0tlSkNhqox27/b9x9Sq/shqeg35m6JlAp6jR62QIjlZwoWePeX6tGmy7doVmDNHVpN6+GGZtgVYjzMVPCYcMuGCPeCpSQVPdLRMh6rvgMeEK23aSA8eAJg7Vyp3Zs6U66bKxygqslZs273bWjbeXsGze7dU7xhuFTzmfjMGE+bYmyw7K3hatwYGDZLrGzdW7zUTNTMMeCikhvXKx7binig+Wc1GdURERETNhTk57tZN/iiZm1t5n2uvlZ4pgfQsWbUKeOqpWh2iF60lHIiMlNWT3JpCf/aZnMivWeP7OM6AxzlF69QpCbsmTJDrK1bI1lSYzJsnK0RNn2495sUXge+/B/r2lcCjfXup/jFLiZsKHsCqYDEBT7t21Q949u+XgC411Xv6V304cUKmPZnQKzJSGkwDwNSp7p8pE25NmCAB44YNct0e8Bw+bFXoAO4VPDExEmqZz6Xp9WOWVXf24DEBT0KCrPC1bl3tvAdETRwDHgqp4aPCUIZIbJlfg7JdIiIioubAnBwnJMg/ZwWPvSJk4cKqjzdunDQltp9YV6WgQPrZlJVVve/RoxIKDB8u190qjm6+WU72lyzxfxyg8hQtU/ljpn/NmCFbs2JWp06y7dNHgoxWrXw/R48eEuQcOyavrV0794AnNlYqfqo75ezYMeklZG9yXF9OnLD65LRqJV///HwZT9eu8v46v0amgfLUqbL9/nvZJifLe2TYA56YGDmuvYJHKXlus0x6QYFszapbzgqe/Hwr/Bk5UhpBV1TU7PUTNQMMeCikhk2VZnmbv20Ey3wSERERhZKpiIiJkeoJZ7WFaZYLWMuA+1Jaal0Ophrl4YelZ80tt1S9r5meZaZAua0aZYKirVt9H8cEPPYmy+XlVoBgnue00yQo+NKnUj8AACAASURBVPZbCRS6d696jEZqqrwPZopSu3ZS1RMVZb0/hw5JaJSc7F49FYi8PAk6QhHwHD/u3ex6yhTZTp4s71diYuWAx3zNxo2TrQniOnSQz6EJeVJSrMfExEivHnsFDyAhkAkp3QIeZw8e87jZsyVo+uij4F+z3eLFViNtoiaKAQ+FVPep3RGFYuzYFMRfjoiIiIiaI3NS3KqV+8m4CScGDADWrvV/rM2brcumQqUq5eWy5Dkgy4qbE3hfTPAyYIBsnY2RAaui48cffR/HrYLHfjzzPrRvb/WW6dTJauAbiK5dpSrHTMNKSZEpRamp3hU8HTu6v/eBsgc8R4+6T1urKydOeFfa3HEH8PLL0rcJcA8NzXs8YIB87jZtkjDGND82fYqGDLEeExtbuYIHqDrgcU7RMo+79FJ5v/72t+q9bmPaNKnUyuMKvtR0MeCx4ypa9S4ithV6R2Vgx94WoR4KERERUcNm+pa0auV+Mp6VJaHEjBnSlNZepeNkr2QItKrhxx8ltLnxRjlBr2oaWFUVPEVFMoULkGXLfU37Mq8zIUG2vgKepCTpqQNY06sC1bWrvF8mGDMBRrdulQOepCQJZqozZcgEPCaI2r07+GNUlzPgSUgAbrrJqpRJSvJdwdO2rdXcu2dP+ZwB1tfMHvCYKVpmqfOoKLk92IDHjCs8HLjmGqlKq+5qWub5AJnuRdREMeBx4ipa9a5fYg525CSFehhEREREDZsJeKKjfVfwJCXJdJriYqshrhv7tKxAK3hM1c+cORIyVTUNrKoKHnOyP2aMjNfXlKWjR+X5TA8dE/SY8MG8D4mJwCWXyGV//XbcpKbK9rvvZOsMeLT2DngqKtwrkvzRWqYumQoeoH6naR0/7h3wOLl9po4fl4AlJkZ6GQFWbyP7ZRPiAVLBc/KkhDym/w7gP+BxNlkuLPT+Gs6aJdtly6p+nW7MSmBA5ZXCiJoQBjwUcv26F2F3SReUnPLzVyYiIiKi5s5ZwZOd7V2BnpUlU4tMb5VvvvF9rIwMCRq6dvVe/tufzZvlRHzAAAmRli/3v//hw3KCb0IAZyBipsqY1a98TdM6etSangVUruDJzpbbIiOByy4D/vtf4PnnA3tNRo8esl2yRAIkUz3StassDX7woFQbmSlaQPB9eIqLpUooLk6eT6m6WUnrvffkPXeGISdOePfgcTJVYfbPlOnboxTwq1/Jbeb1A8ArrwB//zsweLB1m72Cx7yPQHA9eIqLvafYDRggx1q92v9r94UBDzUTDHgo5PoPiUI5IrB7STVLLomowSkp1vj46V1Y9tw66NIAVlohIiJv5eWVGw/be/C0aycnwSdPWvdnZUkD4JQUYNgwYMEC38fPyJCqFfvKRk7O1bU2bQIGDgQiIoCJE2UamL9+JocPSzPeli3ln3OKljnZHzdOpvz4Cnhyc/0HPDk51pLdgEznMVVDgerVS15Xfr5VvQNYU71WrpStqeAxzxsM817Fxcn70blz7VfwlJQAN9wgod2vf+0d1jinaDklJkrIYoJEQL5m5v2eNg344gvgz3+27k9JkeDHPgsiNlY+O8eOWX10AHnuQFfRKiqS24zwcFlNqzYCnszM6h2DqBFgwEMh12+8/BVg+1L+sCVqCkqPn8K0jttw0T29MPnOkbgpdT50YVHVDyQiIsv99wODBgE//WTdZp+i1b69XHZWJpjVjC64AFixwvt+u4wMqU6Ji/MOiYx58ySE+Mc/rNs2b7Z6rUyYINOU/PUzMQEPYC1tbmdO9tu1k540vgKeXbu8V8Rym6KVVMPp/pGR1hSkLl2s202vnG+/la29gqe6AU9srGydK2kdO1Z1VVRVFi+WyplZsySQW7VKbq+oqLqCx/m+ApVX3po50/qa+mJCncxM7wqeuDgZg9ZVBzzOCh4AGD1aQkXTtykYZrpgVBQreKhJY8BDIdd3hnTf37GBJ4BEjZ7WePj0hVhxdCD+euHXuHv6Brxy5Hz84+JFoR4ZEVHj8tJLsrU3MrZP0fIV8CQny+VLL5WTerelpbWW5r49e/qu4Hn3Xdk+9JDsn5kpxx86VG4/7TSpqvAXSNgDnoQE3xU8cXEyxcct4CkrA3bu9O7xEhcnW/sULfO6a8KERCboAaymzV99JdvOna39gp2iZa/gASoHPFdcIUvQ2ytkgjVvnoQm//ynbF99VW4/fly+jvbpVU4m4LGv7OUMeAJhAp4jRypX8JSWSnVOVT14iooqBzymV5O/Fdd8OXJEPq8DBrCCh5o0Bjx2XEUrJGJSotE5/BB27IoI9VCIqIaW/PYLPL79Qlw/chNu++RMPLlwOKYmbcaD88chP7OK5XSJGjCl1CVKqc+UUgeVUvlKqXVKqSsc+yil1P1Kqf1KqUKl1DKl1LBQjZkasUOHrDDA3kfHX8BTWiqBiQk6Bg6Uf++9V/n4hw/LVKS+fd0DHq2tYCk7G0hPl2oQwKrgiYkBhg8PPOBxq+AxAU98vAQ86emVl17fvVtemz3giYiQKhhfU7Sq61e/As4+G3jwQeu2Nm3kvd6zR54zNTWwCh6tgUce8e6D4wx4eveW9/foUWD9emtK3fPPV/+8ZPlyCd+Sk4GLL5agrrDQCqPsU92czH3OCh4T/ATKVCi5BTyAfN199eDRWqYnlpV5T9ECpIIHANasCW48gLzPiYnyeaxpBc/nnwNvv12zYwCyctzMmcE36ybygwGPE1fRCol+CZnYkRXkfx5E1KAcXpaGq/88Er2jD+LFJdJsUSngkQfLkasT8cGD1fiLG1HDcSeAfAC/AXABgCUA3lZKzbHtcx+ABwA8CeB8z/7fKKXa1/NYqbEzS3WnpEjoYRQUyA/WFi2sgMdUI5iTRPsJ/GWXyTStgwe9j2+mffXpIyfjzoBn/3457q23yvXvvpOpMYD3ctgTJ8oUIGevHkCOeeqUTGkCJCTwNUXLVPBoDWzZYt1/6JBUtADeAY853rFj8pjaCnguvxyYP79yoNGvn2yHDJH3PzZWpnT5q+CZPx94+GH5GhjOgGfUKNmuWiWVVuHhUr2zf781tSoYJ05IEDdxoly/5hp5zq+/tsYabAWPvQdPoEyo49Zk2YzT/lkGrG1pqfV5clbwdOsmAc3XXwc3HsCqREpJqVnAM2+eTH+86qqqK61efhn4+GPf948bJ8dbsaL64yFyqDLgUUr9RymVpZTa4uP+q5RSmz3/Viqlhtb+MKmp659agB2FXdmMlaiRyU07ir9evx7Xjd2GkVPjcBzx+OCzlmgda/33Mv7WoegbvguvfRQbwpES1dj5Wusrtdbva60Xa61/C+AdSPADpVRLSMDzuNb6r1rrbwBcAkADuD1ko6bGae1aaTo8fbpUHhhm6WilJMiJiLAqeMxJuT3gufRSCUA+/ND7+Dt3ytZXBY+ZAnP55XJSvGKFVE306OEdEEyYIFUXbhUV+/fL1vSzadPG/xQtU51h7+lz990ytt/+FhgxwvuxpiLo1CkZQ21M0fLlggtka4ILpSRQ8lfBY6a45eZagYUz4Bk9WkKdlSslCJg0Cbj2Wvnaz58f/Dg3b5av95gxcn38eOk5s3x5YAGPrwqeYAOe2Fj3y+a5s7Ml4ImOtv64bgKe4mJrNS1nwKMUcNFF8t7k5wc3JtN/KDHRO8AK1n//K0HVeecB99zjHcDaHT4M3HKLjNdNRYXV+8reZ4uohgKp4HkNwNl+7t8DYLLWegiARwH8sxbGRc1M/0HhOIk4HPguI9RDIaIA7fxsO4b2LcKcV0dgweoEDInagUWv7ceQad6/ZKvwMFw6Ig0rcvvh2MGCEI2WqGa01m5nchsAeDra4nQAcQDetz3mFIDPAZxT5wOk+lFYCDz7rP+Vo2rD2rUyvaprVwkRzHQdE/AAEgK0a2ctce4W8PTtKz1z/v1vmfZirF8vIUOnTrI9dcr7/s2bZTtkCHD66VLBs3q1FRwYU6dKgODW5+fAAdmaFal8TdGKjpZqmM6dpULDXs2wZg1w7rnA009LmGVnjmdCltqo4PHl9tuBG2/0nrqVmOi/gsec+JeWyvsNVA54YmJktbMXXgC2bwdmz5av35gx/ldA88Ue3AESkIwdK9PEqlPBU1wsn7maBDydOlmXTcPqHTusgMdwC3icU7QA4OqrZUx//WtwYzJBVdu28nl3qzoz/vUvqdCxf08Acv3LLyX4/POf5bp9CqXdBx9Ylysq3MdjbN8e+OsgqkKVAY/WehkAnzGn1nql1trEvD8A6OxrXyJfBp4uJZtbF/lY6YGIGpSiY4X42cVhKFYtsOrljTh8UOOrkxMw7tp+rvuffXkCKhCOb/6RVs8jJapTpwPY5rncD0A5AOeHfLvnPmoKbrpJqkneeafunkNrCXhGjpSqlPJy62SwoMAKeAAJRPbskctuAQ8A3HuvVOS88YZ12+LFwOTJEhKZsMFeEfHjj9JrJj5eqnS2bQP27ZMpJXZt2kgPkbffrryykbOCx0zRsveWycuznh+Q51q+3FpladcumbrlxkzRqo+AJzJSTvpPP926raoKnj17rP3TPD8WnAEPAFx3nVXJMWuWbM86SwK1YJs4p6XJWFNTrdvGjZPpdWZakr+AJy5OKopMBY/53AXbg8e+zLw94OnaVUKn7dsrBzymWqeoyPcULfN6Zs4EnnlGwjOnBQskeDSrZhnHj8vn2a1KyS4jQ77P337b+roZO3ZIODR+vDTIbt/eu8eSnb2R8969le+3f20Z8FAtqu0ePDcA8FlPqJS6SSm1Vim1NttebkrN3sCz5T//LWsLQzwSIgrEc5esxJbSvnj9sQMYc9Mw6bEQHu5z/zE3DkEbHMOCz7haHjUNSqlpAC4E8DfPTQkA8rXWjj/54hiAaKVUlI/j8HejxmTxYtnu3l13z7F/v0xhGTXKCi1MkGCv4AFkFSxTKeIr4Ln8cqkI+f3v5eR0714JTqZMkftN2GCvSvrxRytYueoq6/arr6483htvlPDAWcWzf79MqTE9eNq0kbDKHiSdOGH1ZQGkd0xmpoxv2zYJenwFPPVZweMmMdF3wFNYKJVVU6ZIiGZWysrLk0oke3Bx3XXAlVcCb75phWFnnSWv3Vd1SEGBfE2fftr79rQ0mUZnr3YaOFDCt9WrZSz299tJKXlfzWfJBDzBVvDYQyR72BMeLtVFgVbwuAU8AHDzzRKQ2FeYA+Q9u/12YMkS4P/+z/s+M0XLfH/4mqZlX6Fri6NDiZmKOHq0vFenny7vqxsz/dB5TMMEPJ06ea+kRlRDtRbwKKWmQAKee33to7X+p9Z6lNZ6VHJdzpOtLq6iFTKJXWPQITwTW36KDPVQiKgKB1cfxGOLxmJWp9U4577A2q5FxEVjctJWLP2pQx2PjqjuKaW6AXgbwKda69dsd7n9IqH83Nfwfzcii2nmC0j4UBMlJcAf/mAtvW1nThhNBQ9g9eEpLPQ+Ke7RQ6ZCFRdbJ6zOagulZDrJoUMyvcxU8syeLVszncYEPCUlcgJumimnpgJLlwKLFrlXf5x9tky9efFF79v375eGuJGR3uOyT01xq+ABZJqWOSmuKuAx7019f/8kJfmusMnwtBzo10+qVuwVPHFx3ou6xMQAb73lHaSNHi1BxPvvw9X330vY4OwBk5ZmTYMyBg2S7bJl8jUIq+L0z76cfXUDHvvr6+yY3DFggEwBzMz0/jwFOkULkAAsJqZyn6K0NCssWbBAVuIynBU8vgIe+/e2M5jZsEGaRvfpI9dTUytXChn2Fe2cQZH9+UeNkoDUuXrcqlXVa7RNzV6tBDxKqSEAXgFwodY6yFrCBoaraIXMoDYHseVIPf/1hYiCdt9V+1CGCDz7bqeqd7aZNKYIu0pScWgTqxSo8VJKtYVUK+8DYC9nOAYgVinlLGVrA6BAa+0yl4AapE2b3JctPn7cmoa0dWvNnuPZZ4HHHgPmzKl83/z5ciJqD3h8VfD06CHB09691gmj28n4+PHAz34GPPSQ9JGZPl2mdwGVK3h27JATY3uwMmmSTHtxExYmr+OHH6xeM4BVTWKYcdmnxjgrePr3l5P+5cslBGjVSqqU3CQkyJhNk+lQVPDk5sr7r7WENCZwMFNyunaVwMUZ8FQlIkKWbP/4Y+/31Pj2W+uyqSqrqJBwwxnw9O8v5zeZmVY1lT9t29a8gseuk+N3hXHjJJRctgzo3t263R7w+JuiBUjfp5EjrdXmjHXrZPu738l7ba6XlFi9hAIJeDp0kPfR+X2eni5Ts0xI1q6dVKQ5wxlAPtudOslr9FfBY1ZSM1MtjdNPl/eK1T0UpBoHPEqpVABzAfxca72z5kOi5mpQt3xsK+yOilJndTsRNRRb5u3Dm7tOw29GLkePCcEFPJMvl18sl73C/yqocVJKRQP4AkAUgJmeJsrGDgDhAHo5HtbPcx81Bjk50vTWhAd2Jkjo00cqNPw1aa2KWXJ8zx7v56mokCauZ58tlS8mtDBVKs4ePCb8SEuTE9Y2bXxPl33iCQkXIiK8p/aYwMH0gTGNep3Lkvtz1VVy0muWhNZaTpQHDLD2cavgcQY8SkkYtXy5nBQPGOD79ZjpTKtWyQm/v6lHdcH0Rzp6VCqOrr5aGkLn5VnL0nfpIiGXCXwCDXgA4K67pMfLL35RuUnvqlXA8OESMCxZIrcdOiQhhqkuMaKjrSoeZ5NsN/YKHrMNtgcPAFx8sWydwZup0gKskBGwAp6ioqqnaAESjGzc6N2HZ8MG+SzccotcNxUwZrpUIAHPjh1SedWpk3cfHUC+jvYxt2snW+d+gFUxNGhQ9QIe8zWvzmpq1KwFskz6OwC+B9BXKXVAKXWDUuoWpZTnOwcPAkgE8Hel1Eal1FqfByPyY+DgMBQiGnuW7Q/1UIjIh8duPYgYnMTdbwwJ+rFDL+mDWORh6WKGuNT4KKUiAHwAoDeAc7TWWY5dVgLIgyyNbh4TDeB8+OlPSA3Md99Zl7/4wvs+cxI3bpwEGPtr8PvKnj0S4JSXS5hhrF0rz3PeeXLdnIyaUMRZwWMClK1b5XH+pin16iWNktPSJMQynBU8phlv+/aBv562bSWYMe9ZdracQNsDHrcKHrfAY+JEqVpYtMiaJubGBBmffiqX67sK3wRM+/YBX39t3b56tbWCWMeOsl9uroRzwQQ8CQkytW7zZmDuXO/7MjLk6zl+vDWlzwRzzgoeQPYFpB9PVWqrguett+Sz5Py62L+m9rDEhDmB9OABJBgpLvae/rR+vRy/Sxf5Xti0yft1uE3RKisD7rzTCl337ZOqG+cqaaZSzj5m8z3iFvCY8HLYMFkG3UzbM3JzJRQdPlyu26fa2ftU+ZoCRuRDIKtoXaG17qC1jtRad9Za/1tr/ZLW+iXP/TdqrRO01sM8/0bV/bCpKRo0Qf7z2LLI5YckEYXczq/S8V7GWNw2Zi3a9m8X9OMjWkZgQvJPWLoruMofogbi7wDOBfAogLZKqXG2fy201kUAngBwv1LqNk8T5g8gv2v9JXTDpqB8951UjLRpY1WjGKaCx6wk5bYyTqD27AEuvVRO8Ox9Nj7/XG475xy53rq1nCCb8MXZg6dNG+lxsmWLnJjaV09yEx/vfYIKVO7BY6qF/K225Oa88+Qkef9+q4+JvQrIhAT+KngAqV4ypk/3/Xwm4CkrC67aqLaY9zEjQ6ZJ9esnX6uVK6WCJyVFqklMELR/f3ABDwBccol8TV9/3bpNa+trPXKkhGEnTljTwNwCnnvvlWDwwgurfs7a6MEDyGt3CxwjIqz3zj5lzG2Klq8ePID0KQKsaVpaS8AzfLh8HYYOlXDM/jri462VwkzA8+qrwHPPybSu4mIJVFJTKwc8x45J8BJoBY/5bP/ylxLmPvCA9/1Hj8p7nZIi3+f2gGffPuvyoUO+3wMiF7W9ihZRtQ04pysAYMsarqRF1BA9++u9iEIJfvMfHw0vAzB5ZD62l/RE1jY/S8sSNUwzPNsXIJXN9n+me/gTAB4D8DvIVK44AGdqrfmXi8Zi61bpPXPFFcC8eRKoGCbgGTtWttUNePLzZSrY4MEyfcMe8HzxhVRlmHAlLEwCGHvAY6/gAeQYW7ZIgFBVwOPGrYInIcFqjhyo88+X7ZdfSj8ewLtSyDlFq7xcpoU5A49Bg6yqhp/9zPfzJSdbAUAoAp6u8nsr0tIkZJg5U8axZo0EPKa5sPmaVCfgCQ8HLrhAVtMyn8WcHKlwSU0FRoyQ2zZulHG0bFm5qTEgn9mCAu+eSL60bStfo4oKCTWiovxX0lTHm2/KalompAGCW0ULkNeSkGCtbJWRIeM178mQIfJ9YabRAfJ95Vwp7MMPZZuVZU2tS021mmibRXjsfZUME/CYnw12JuDp0gX49a/lNdsbOJv7lZLXYp+iZa/2YQUPBYkBjx1X0Qqp2I6x6Ba+Hz/u9JPWE1FIZP6wB/9NOx3XDt6AdgOr38hy0mw5aVn+KpsGUuOite6mtVY+/u317KO11o95Kp5baa0naq03hHjoFIycHPmL+uzZckJsn3pz5IiEHoMHy4m3c8pFoMyJYrduUg20apVUoezfLyfqZnqWERdn9RBx9uAB5ER240b5S391Ah63Cp6UlOCP06+fnKh+8YU0AR440Ps4Jtgw1SFmGopb75ylS+Vk218Fh+nXA0glS31LTJRqqs8/l1BizBgJp7ZulSlaJmixV/C4BVpVOfdcCXdWrpTrprojNdUKwtavl4CnZ8+qV8mqSkKChDt5eRJwtG1b+9Pfxo+XXjdVraLlL+BRSqZpmQoe04zaBDxDh8px0tKsqjTTD8g+Dc18P27eLFOpAKuCp7zc+t4zVTr2qYvm8+2s4NFa3j/z2Z4zR24z/ZIA+SyY773u3d0reEaNYgUPBY0BjxNX0QqpgW0PY2sWV9IiamgeueonlCISd/3dx2omARp5ZT9E4xSWfl1SSyMjIqpFOTlyEnjGGfJXfnvvk8xMObmLjJST9t27q/cc5q/9HTvKylQnTshJ6pdfyu2mEsaIi/M9RQsATjvNumzChGBERMgxTZPl7OzqLTmulIRTX34pS1SfcYb3/eHhcsJrKnjMibNbwBMbG9iKTwsXAtu3V37P6oNSEtKZHkpjx0qotWePVI6YsM2sIrVvX/AVPIA1JdD02rEHPO3ayftkAh5ng+XqMJVWx45JVUu74KdkV4sJc4qKApuiBUgA8uOP8piVK6XayPT4MdvNm61V6JwBj5nu1r27hKxffSX3m4AHsKZpma09lIqMlM+qc9W9/HwJycxnu1MneV/t/YLy862Ax1TwmGID0wdr2DBW8FDQGPBQgzKoxyn8VNQVpYVloR4KEQEoyK/AMz/7Hi+lz8Cc09ehz4Rq/FXXJiomCqcl7MCynfX0CyMRUTByc+UkMDJSpsZ89pm1Ss+RI9bJbr9+UoFQHebkLSVFeswoJdPBPv9cTvT69fPe3xnwOCt4Tj/dulydCh7AexpYVlb1Ah5A+goZt95a+f42bawKHvN8wQYeduHhVu+bUJgyRbbt28t7b1arqqiwqopatJD709OlAsuc1AcqIUGCG7eAB5CKlTVrJHB0678TLHsT4upWc1VHsBU8gAQ8ZWXSTHnJEvleMI/p31/Cy02bJOAJC7N6CZmAJytLnmvmTLl97lz5TAUa8AByTGfA4wwvlaq8mlZ+PhATI5e7d5fPhvnZkJ0tj01NleetyYp91Oww4KEGZdDQCJQiCmmL9lW9MxHVmeJTZXhs1hqkxp/A3XNPw1lt1+LxecOqfmAAJg/Lw+bC3jiWcaJWjkdEVCtKS+XEzJzAzZ4tYcSyZXL9yBFreoYJeJzLVxvr1gEvv+w+/d8e8CQmAmeeCTz6qIQ8F15YOawwAU9pqZzMOgOelBTgxhtlaWgTOATLHiLV5KR+/HiZ1vb++94raBn2k2F/FTyNhQmxHnxQvm72air7kuRdulgBTTCrk9mPtWqVtXpbq1bW53TECJlaVFJSNxU81Q37gmU+14WFgQc8pofPO+/IEun2z3+LFtLn58cfJeBJTLSmr5mAx0yznDpVqn8OHJDHtGhhVfvYAx7Tv8fOLeApKJBt69bWbWb6nnHypBXw9PRUR5uqQFNJaL4P7c2eiarAgIcalIGT5Yfp1iXsR0kUKhWl5bio50b84dPROC12C5Y9+A3mHR6OVvFRtXL8yRfEQyMMK/69s1aOR0RUK0xPDnNiN2OGTF0y07TsAU///nIius/lD1L5+VJZcMst1tLLdllZUllgThT/8AfZtm4N3HVX5f1N+GKa7DoDHgD417+Af/xDjlsd5jnKy+VksiYn9dOny+pPbhISKgc8NangCbUBAyQQu+UWud6hgyzzDkhQYHTpYlV8uTVBrsqYMTJV5+BBawUtEwRecIG1n30Fsuoyn/+sLPlXXxU89oAn0ClanTtLqPjCC/LZv/Za7/sHDpTGxiYwMZwBT8+e1tdr8GBrH8D6uZCbK5/f8HDv5/AX8NinU3bpIvuZ++wVPGYZ+12e/oQ5OfI9aMacw4UpKHAMeKhB6XdWV4ShHFvWshSRKFTevO17zMschRcvXITPj03AxEemQ0UFuZqKH2Ou7Y8WKMLSr7hiHhE1IOYkylRGREfLcuWffCKVM9nZ1hStgQNla5ZhtjPLVQNWA1i7zEw5aTYn6BMnyl/u1661+rXYOQMeZw+e2mCe4+hRqUqqq6oNtylajbmCB5CTcHvV1cKFEsTYgwD71Dm3r3FVzMptq1ZZAY8xcqRMzZo8uXrHdjLH3rFDQoj6DngKCuRfZGTlMMVJKeAvfwGmTQNeesl7hStAArj0dKl6cgY8J05YjY27dgUuu0wumyoo87k0n9Pc3MrTs4DAAx7zs8NU8Nl78HTvLtVF5mdHdraM11lFRBQABjx2XEUr5FolRqNn5D5s2V3LyzESUUB0hcYzrydjWKsduO2jqXXS16BlQiuMjduOZdvZHkerOAAAIABJREFUUJ2IGhBzEmU/EZw9W1ax+fJLqW4xFTwjRsiUDjN9y26nrTrRLeBxq4pw671jBFLBU1OxsTJlxKw2VFcn9W4VPI094HFq2bJyg2h78+vqhDBDh0rgsXp15YAHkGlICxcGf1w3MTESZJjPbn0FPGFhUrFTWOjeTNyX4cNlGfnrr69834ABcn63enXlgAeQ/jzx8fLv/vuB994D7rhD7jOVZfaAJ8nl95ZgA57MTBmTfYpWVJSETPYKnqQkK1BiBQ8FgQGPE1fRCrlBSZnYml1P/5kQkZf17+zAj8V9cfPsbISF193Pw9P6HsPG/F4oyuNqWkTUQDgreABpvqoU8Morct1Mr2nVSlY3+vbbyscxf4U/7TTpxeMU7MpE8fFyMmiWFa+LgMeESCbgqY8KnqYwRStQPW0rULpVgVSlRQtZUWnxYpkq6Ax4WrSQkKC2dOsG/PCDXK6vHjyAfLZNwFMbn3OzkhbgXd1jAp4NG6zblZIm4ea+li1l2pf5nNZWBU9mpvRLKiuzAh5AqrDS0iT8cVbwMOChIDDgoQZnUM9CpJV0RdEJTtMiqm/z/nkQChW49I+D6vR5xk5qgVJEYcOH1VxmmIiotjmXUgbk5G3QIOCLL+T6INvPxvPOkwBn7FipsFi1Sm5PS5MqjUmTZApXURHw1ltWeHL4cHBVESYAMY+vy4DHTB+py4AnP19ObvPypGrD3oi2qbL3xqnuH5PHjJGqGq29GzjXha5drSDOTEesD7Ud8NibTk+dal02lXg7dlSe1mUo5d18PDfXCn/s2rSREMjecN2t2s4+RcuEtfYV1Xr1kgqeU6ekB1FyMit4qFoY8FCDM3BEFCoQjp8WZoR6KETNztJN8RgSvQtteybU6fOMvawbAGDVPP7S0iAUFlorvBA1V76WQR4/XrZhYdIrw7j5ZjkJW71agpwnnpDb9+yRKVejRsnKV/ffD1x9tVT0lJbKlC/7lJ2qmIAn07MARV324KnrKVr2padPnJDnbQ7V8y1aSLXXxx9X/xj2FbpOP73GQ/LLfM6Vks9yfYmOtnrw1EbAo5S10tYZZ1i320MrXwEP4B3wHD9urTBm16aNNeXKcKvgMaFpZqYV8DgreE6csPp6tW8v0/Li49mDh4LCgIcanEFT5JeKLd/yxI+oPpXknsTKEwMxeWDdf+91HNURncMOYtW6aq74UsvKyzROnfSx3HFzcP31UoWQyRUMqRnLyZETMueJ5aWXyraiwrvpa1wcsGULsH69LFO+ZIlUpuzbJyeN5sTyuedku3u3LCFeXl6zgKeuKnhKS6UZLVC9aUSBMFPcDhyQE+em1n/Hn8mTgVmzqv/4Sy6RsHHKlLqf1nbNNbJt1ap+Azh7BU9tBZnz50t1nb1axr5U/dChvh9rAp6KCglw3D6vZjU8+zQtt4CnZUt5fGamFQY5Ax5Afo4A1s+IxERW8FBQGPDYsclyg9B7eldEoBRbNpSGeihEzcq6VzejENGYdG5s1TvXlFIY2y4Dqw5UY7nYWnboh30YGL0HCXFleO2uH0M9HL/0qQJ8f8d7+E2XD3Dz8FU4lFFLPyfffVe2pfy5S82YryaqU6YAjz8OvP565ftSUqTJ6/Tp8tf3DRskvEhNlZBn0iTZ71//ku2bb8q2OgHPkSOyrasmy4CEUAkJUjlQF0zvmH375P1qTgFPTZmm3t98U/fPNWQI8M9/AvPm1f1z2dX2FC1AAhLnlDZ7aDV7tu/HxsdLwHPypJwn1iTgAaSKJzvb9xQtwAp4TBialFR1wPOXvwC/+AXPZQkA0DD+dEpkExUThb4t0rA1vQ5+gSEin5Z9KvPtJ13fq16eb+ywInw0vwuydx5Dcp+6nRLmzx2z9yKjdDQGtNiN2/7cA2f9IhcdBtXRX6+rSWvgpRvW4MnX2yOj/DJEqRJUHFD4bkQ21h3qiBYtaumJKppxFRNRTo7vypX77vP/2BEjZLtggXeFzhdfyBSuqVOB//f/gHfekds7BxFu11cFDyABT12ummTeFxPwNIcGy7UprB7/Nv/LX9bfcxlmilZxcd2Hf3Pnyop3/qrV4uIkWDXhTbABj/N7NTFRgmS3Cp7u3SVYXbRIrtsDnqqqa3/9a9nOmgVceKH/fanJYwWPU3OYB9wIDEjOwbbcIFaYIKIaW7o5Af2j9yI5tX7C1bEz5JeiVe+k18vzudn7dRo+ODIJd01Zjw8/iUQxWuC5X2wO2Xjc6AqN/xu5HLe+OhqprbLx39/tQPbxKHxywavYerQj/nF3Lb5/rOCh5sxXBU8gevSQk7kvv5TrplIlNhaYNk1+v7T3AGmIPXgAafJal6smJSbK+8QKHnJTFxU8vsyeDdx7r/99zBQts5KWCXPs3AKewkKpuLJP6QSsgMccz/75j4oCBg+Wy0lJ1utPSvLfg6e42Dp/NRWC1Kwx4KEGaWCvYqSXdUFBTkGoh0LULJQfP4kVeYMxuV9WvT3niMt6IwzlWLP4ZNU715HXHkyHQgVueqYvep3dCxd0Wo9X1w1GcW5+yMbk9Oq13+IvGybiN0MXY+mxobjm//VDXBww8+2rMLHFKjz/ckuUFZfXzpMx4KHmzF8FT1XCw6Vxq1la2q1x6+TJ1mW3Zq2+1McULfMceXl1G/AoJeFXRgZw8CDQoUPdPRc1PnXRg6cmnAFPMBU8buM3AY/Z1xkYmWXd7RV+VfXg2bJFynzj4qTHV1mZ/9dETR4DHmqQBoxoAY0w7FjAlbSI6sPGt7biJOIwaUbLenvOmA6xGNhyN1ZvC80SuRVFJXh19QBMT9mM1BHyV/ubfhONHJ2Ezx5aF5IxOW2dvw+3vTkO0xI34Ok1Z0BF2P4a2Lo1fnt7MTJKOuKDOcuq/yRPPWVdZsBDzVlNKngAWTULkL/E9+tX+f4ZM+T4c+cGVzFeH1O07L1A6nKKFiC9RjZulOWi/a1gRM1Pba+iVVNxcRLuVGeKVnUCHhMC3367dVtSkvTsKSpyH2Nammzvu0/GOneu/9dETR4DHmqQBk6Wvx5tW3E0xCMhah6Wfiq/bEy6rh6XQwUwJvUIVuf2hK6o/8aAi59cg30VXXD9tVbfmTP/byDahWXh/bnhfh5ZPyrKNW668iRi1Cm8tagDwiMr/5d93pMT0bdlBp5+NRH6RF7wT/Lmm94l6gx4qLkqKwOOHavZ6lFmtS23qRmAVKtkZ/tv6urGhC8HD0oPFnvfjtpi74VTlxU8ADBsmPT6ARjwkLf6nKIViPh4CVays63rTuZ7J9CAJz9fjuf2vXz11RLY3HCDdZsJnX1N0zLB7403An37Wqv2UbPFgMeOnccbjF7TZCWtrZt4skFUH5asj0OfFhno1LcOThz8GDOyAkd1W6R/d7henxcAXn2lHG3Uccx6cMj/bguPUPjZ4J348vAInDp0ot7HZPfRI1uw8vhAPH35erQb2t51n7BwhbvvqsCGsiH4ZuIjwIoVgT/B/Pmy6kbfvsDPfy63MeChpqqiAjh1yvf9x6TJfI0qeCZPlqWs33+/+sdwEx4OtPZUOiYm1k2j3foMeOzLUjPgIbuGNkXLTKXcu1e2bj14IiIkhHX24PEV8AAScMbHV67ki4iwVtMyqgp4srLkcYmJwGWXSVP3E6H9/YVCiwEPNUhRrSPRp0UGtu1pAOk9URNXVlCCpbmDMKX3gXp/7jFntwUArPnkYL0+7/H0o5h7YDSuHLIVLWO8F5S85Po4FCIaXz67o17HZKc18MzzEegdno5r/j3Z775XP9AdHSOz8McfZ0FPnCgNF6uyZYuciA4eLL8MMuChpu7JJ+Wv5Ud9VAabHhc1qeAJC5Nw55xzqn8MX0wAU5MAKpDjA3U/RWvkSOsyAx6yM1O0GkoFT1v5HQV79sjWV1Pw+PjKFTxu4zc/X3btcg+L3JjveV99eDIzJZQNCwOmTJEwe/nywI5NTRIDHieuotVgDEzOwtZc979aE1HtWffGNpxEHKbOiKh651o2cFZvtEQhVn9XUq/P+8Zv1qMIrXD9vZX/Uj3xpv5IVtn47PN6HZKXde/sxOqT/XHHhXsQ1sr/GugtWgC/n/I9VmAiFuAs4Fe/8n/w/HxZSjU2VpZwjouTv/4BbM5ITdcbb8j2lVfc7zd/Ha+rAKWm6jrgsVcb1HUFT48e0vvrtNOATp3q9rmocWnVCigpsS6Hmgl40tPlP9sWPv4/btMm8ClagFTwBBvwZPlYBCMrC2jnWXl47FjZbtwY2LGpSWLAQw3WgB7FSC/tgsKjhaEeClGTtvBt+avQGb/qX+/PHRnXCiOid2D1zgB/0akFpSeL8MwX/XB6/FaMuLxPpfvDW0Ziesdt+Ca9R8hm7r733CFEogRXPDksoP1vvEGjG/bg93gM+tVX/e/80EPyy+V77wEdO8ptkZGyZQUPNVWmJ87ixdZtBw8C558PHDpk/XW8oQc8Nakw8sf+B85x4+rmOezuvhtYudIKl4kA71CkIQQ8ZorWTz/5r2xzBjz5+e69ssz/ufn5gQc8psotPd39/sxMK+Bp1UqqiXyFQdQsMOChBmugWUlr4b5QD4WoSftoTReMj9uMlF5xVe9cB8Z0zcL6Y91RWlI/acrrv/oe+yo64w/3lfks2jxzcikyy5Px4/z6n7amyyvwwYaemJ6yGQm9AjuZixo9FA/jYazHSMzFRcBHH7nvuH498PzzwM03A5MmWbcz4KFQuPdeYMGCun+ekhJgh2fKZYZtdc5XXpEqtj/+sXamaNWlHp4G+HUZQK1ZI0uxtw7NyoZEXt9/DaEHj6ngyc21QhQ3CQne0z9PnvRemc7o0sW67Gu6l1Pr1hIMmdWynLKyvMOnlBQGPM0cAx5qsAaYlbSW+2gqRiF3NP04PrptMfbO3x7qoVA1pX2fg02FfXHxxND9MjBmtEYhorH12+w6f66i/DI88m4fjG69DWffM8Tnfmf+shsA4Ov/7K/zMTlt/HAXMsq74OLzAuilY3TrhqvxJvpjGx7Aoyi/+NLK+5SVATfdJL/8PfGE930MeKi+FRbKNJ2zz677RS727JHPf3KyNEs1z7d6tWy//rrhT9EyjYnrsuJl1Cj/J7FEdc0+PbAhBDymggfwX8HTqZNUBBq+KnhiYqzQKNAKHgDo3ds94NHau4LHjJMBT7PGgMeOq2g1KL2npcpKWhub5wlH2e4MlGc33GXiD205iqF9C3Hx36ei37nd8eXDa0I9JKqGD5+Skt+Lbu8YsjGMmSm/0K35rO5X0nrp1s3YX94JT9x7DCrMd8+1zpN7ol9EGr5Z0bLOx+S06E15H87+VffAH6QUwjdtwB/wJ2zHACyFS2PmF18E1q0DXnih8i+WDHiovplVaQDgxx/r9rkOHZLthAmy5HFmpvzOt3Kl3J6eLiFQy5YN46TSjangMa+FqCmyhygdOoRuHIZ9pSt/4WeXLhISFxTIdV8VPIB1e2pq4OPo3RvYuRN46y1ZKctM1zp1SsJyVvCQDQMearCiYlugd1QGtqY3gDm49WjnZ9txR7dPkNQrHikpGp/e812oh+Tqvkt2IbssAR/f8//Zu+/wqKr0gePfk16ABEJCINQAIZSEGjqCgAIWsBdsa++6uu7qWhd1XV3X/blrR13WCtgQVJAqgoj0EgiEEnpLIUBCenJ+f5zMziRMkkkyk5lJ3s/z8NzJzL13Dm3Ke9+yml7B+7jl+a5kH8p197JELX21NJwhQZvpOKHh++9YxE7qQSuyWLu61KXPU1aq+ffsKEYFr2fsU8Oq31kpxscdZMWJOIryXbuuypatCSE+YC/tBtUy6JaYyOVzb6UZOczk+oqPff21KYeZMsVMz6pMAjyioe3da729bZtrn+tYefB4+HCz3b/fjEU/dcpaqrhypeeWZwGMGmW2U6e6dx1CuJJtoMK2nMldfH2t/a+qy+CxrPXQISgtNYEeexk8YC0TnTjR8XUMHQoZGXDjjWZS3wMPmPtPnDBbyeARNiTAU5lM0fIovSPTScly8bhOD7Fu5h4ubLuVHlN68vaBi5jQ5widQzO47tUB7Fnp+syG2sjae4pZO/txT++VXPbKMGa8W0SWbsW/btvi7qWJWkhbk8HGnDiuHnncra99qnkzkkJTWLunZc0718PSd3ezr6g99049ZcaJ1mDcpEDyCOW3j1Jdui5bxWeLWJHRk7FxdRsbH3zpeC7z+Y6vuIrCU/mmgWxCAlx1FQwYAB99ZP/vWgI8oqHZBngs/XFcxRLgGVYe2N2/3zr2+JJLzDYlBbrUImuuobVrZ8YfX3utu1cihOvYlmh5yoQ1S1lkdQEeSzbOwYMmqwaqzuC56SazHTzY8TXcdBMkJsKYMXDffbBkiQlSWwI5tmuLjDQ9xUob9uKU8BwS4BEerVdsIXuLO5J/qha9KLxNWRmzrviCUVPbs+1EJC+MWsSh1HxmJ/fm+yXB+FDGc3d6Vkr27Ge3U0wAtz1t3nz73tyXSS1/Y/pP3SguaLg3lOy9J/nr+J/48I7VlJZIiWVtff23XQBc+cdYN68EBnfJZNuZjv/7XOQKX7+XSTNyuPyFgQ7tP+benvhQytLZma5bVCXrPkrhLM0Yd1H1o9GrpBRT7w3jFC2Z33KqaSC7bRu89hqsWFF1U0fLhKGysro9rxC1lZZmrnB37Vr7AE9Jielx4ahjx0z5laWPzb591hKHceOso48tj3squQgpGjvbBt+eUi45ZozZVjfVyzaDJyfH3K4qg+fDD+H0aev7riMCAmD9ejMF8IYbzMWYZcuqzuDR2tpXTDQ5EuARHq13/wA0PqQuOlDzzl5Il5TylwHzuH7ONQxuc4CtqUE8veJC2sSZL2Fth3bizh4r+DI1gcx9OW5erdX8hb50899P4rXWsp777izmWGkbfnx5c4OsobSolIv7HeHppedzx4fDuC9pbYM8b6OhNZ8vjCApZBudLzx3VHhDGzxEUYYvm5a45gOJLtPMT+nE+LbbCWrrWKZQeNcIkkJTWLLBtZlFtpZ9mYWijNF39ajzOS64OIA2HOcTyq8SpqXBo49av8QKl1NK9VJKLVVK5SmljiqlnldK1eLTfBOQmWm+iPTsWfsAz9VXm6vjjvZOPHbM9PNo1sw0UbbN4OnWDXqU/39LSKjdOoQQzuWJQczp0+Hmm2Hy5Kr3ad/eBGF27LAGn6vK4PH3t5Z91Ya/v/nzGTDAZBVt2GA/g8fSGNp2bLtoUiTAIzxar/PMNIvtKxpfFLogt4Sp3dYybctl3NJvM4sP9KB193O/SN7+VFuKCWDmMyluWOW5is/k83NWby7odbTCG/GEZwbTSp1k9icNk20198+rWZ2bwIw7VvFY4kKmbx7Cotc948/IG2z+dBubC+K55dJsdy8FgKTJppni2nnHXXL+7XN2cag0hosn1C7DbFzfLNbk9OTMgYb5c1q+KYzE4D1EdK3FdI1K/Lp15npm8j2X8BQvciLEg8tOGiGlVEtgCaCBKcDzwB+Aae5cl8fJyTFfcuLjTfNQR8sJsrLg22/N7YMHHTvGEuABU4a1f78pEYuIMGu47z7z2IABtfotCCFcwN/f2lTcE7RqZcqbqysZCwiAgQNh9WprBk9VAZ76Cgoywej1660ZPLalbZbgUY7nXBgWDUsCPLZkipbHibugE34Uk7K5yN1LcarCvFIuj9vGrAPDeHnCMmZs7FflxfWEG/vSy38XcxZ4xtX3tf9NIZfm55SQ+DcL5IpuycxNS2iQkro3ZjQj1u8gN709jBeXjaCr7z7+/Iyf/Dd20PRpx/CniOte7ufupQDQZnwCndjP2t9cU+K38L/lk6nuq92HxgtuiqYUPxb9fZMrllVBYcYZfj3dizF96jkuvlMnfs/rhJDHSzzFF184Z33CYfcAwcAVWuvFWut3McGdR5VSdbhs20idOWMN8BQWOh6sWWuTrblxo/X2/PmmEfFxO0Hi48etAZ7OnU2AJzXVmrlz990m0y0pqS6/EyGEM50+bXpieZvhw03QxVIaVVWJljMMHGgyeE6cMBk7AQHWxyyBpTNnXPf8wqNJgEd4tIAWQY1yktbj563mx2P9eP+KBTz+49jqM1KV4rKko6w42YesHe7vir/sm1Moyjj/ru7nPHbt74LJpTkLXtnq0jVkHsxjRXYCUwfuxNffh8CIZvzp8j1szI1j+VvbXfrc3uBUZgnfPL6G/9z2Cxu/2U9ZacWoV+rszXy4dzS39t9CRGcXXWGqrZAQksJ2s3ZfZM371sEva/3p6n+Q9km1G7s66o4eRPum89lXrg+wrvtwK/mEMGZyFX1yHBUQQCcOsp3erP/2EA8+WItjJULqDJOAhVpr20/XszBBHzvz65uoM2fMF5H4ePOzo2ValtIqMF9wAIqK4OKL4Zdf4L33zj3GNoMnNtYEeJKTrQEe8OwGy0I0JcHB3llSPGyYCVb/+qv52VUZPACDBsHJk7B4MXTqVPExyeBp8iTAU5kn1n42cb1ap5OS2Xgmaf06PZl/bRjJg72XccfXkxw65rL7YyjFjx9edf8VjQ3bA4kLPEirzudeiB7zSH+iVDqzPnNto+Uf/r2XMnyZMtV6deTmd4YRpdJ59YV8lz63JystLuONWzfSPqqQK/8+hNtnjGTglZ2JDsji4ta/MSF6M4Mi9zPw+u409znLs5/Vvc+LKwyOP8O+/LZknHBuo19dXMKq9DhGdK39NDpfP8X1A3bxQ3oSJ1PrmVlTg6VzzqAo47zbzw2e1kUMRxnYz8E/S3nvc6Z4oEK0Qmt9EMgrf0xAxRItcDzAk5ZmvvzFxloncSUnWx+fObPi/vn5pheFJcAzcKAJCJ08aX1uIYSor4HlAxyWLzdbV2bwDBpktrt2ndscXjJ4mjwJ8AiP1zu2gL3FHSg40wjKtLTm6ccKaeOTzt+WOJ4KPui6bsT4HnN/mZbWbMzqTP/29r/o+gX7c3XP7Xx/KJHc9DyXLWPuXE0Mhxl4u7W8KKh1Mx4ak8yC9EFsm7u3mqMbF63h8O585j2+ipHhyTz03wGMCt3IyheWs/vHvXzyu6Vc2H4HRwtaceq0Iur0Hq5tvYyf52QT09OzqkUGjzaZeuvnOXdq3J4Fu8kgkhEj6hbEuPlx0wfroz9uc+q6KtCabzZ3YUTLFFq1deL/89pM6RDO0hKw190yu/yxCpRSdyml1iul1mdkuDaI6FEsJVoREabxsW2A5+BBeOUVE4ipbN8+k23TsaOZWAPWsq3bbzelV7ZfbCwlW9HRZmsZlQ6mwbMQQjhDp06mX8+KFeZnV2bw9OljvV05wCMZPE2eBHiEx+vVL4AyfNm5yMH6fA/2y9tb+SlnEH++cjeh0Y6/8CsfxZRee1h8PIGCk64LnNQkc+NBDun2DOhbdYbOtXeFkU8I3/11i0vWUFQEi9K6cWnMJlRoxRGa97zbjxDO8tofPGusvKNKSzT//f0mrum8limRq7ih7TL+ftFyMvZVHAdcWljCN0+s5caOPxPjf4IOccFM+fsI0gpj+OSeVczPHs7Ip8fQbUJXbpwxjk8PjGJTbhxr8vsyv2g8H6ZfSu/JXd30u6zawKu64EMpa+c7dyz5qjmmCeGIK6PrdHy/K7syokUybyzoSmmRa7LT1s3Yxtainlw1yUn/vy+/3Gz9/JxzPlFb9mrdlL37tdbTtdaDtNaDIiNdU6LokSwlWmAyaWwDPLfdBk88AU8+ee5xlgBPhw7WAM+6dSZIdOWV5mfb3jzHyjP3LBk87dubnhWtW8OECc79PQkhmi6lrFk8vr7mNcZVAgPh+uvN7X6VeilWl8Gzf7/Jfrz8cuu0L9Ho1BjgUUr9RymVrpSye+lSGf9WSu1RSm1VSskIAuFUvUebF8iUFc790ucO775yihbqDHe81b/Wx15ybShnacbPb7i2v011Ns0zH6YHjK16ws+I+/oS43OUWV+4JnNg7fxMzpaFcOHYknMei4iL4Pa+6/ls7xCOrD3ikud3lZKiMm7qsZZb/9WftYeiOZAfxa8ne/D4gjHEdoWXrtlE1po9zLjye3o328+Vrwxm8ZFejI7ZyxsXL2DF339jX3ZLbnxnBMrPO7M2mg2Io5fPTtZudG5QYtVqH8LVKXpe2KHO53j4jlz2lXTk+2kbnLgyq2ee8yGCTG57xUllc599BsuWWbMWHCU9eJwhG7D3IhmG/cyepqe4GAoKrFeabQM8hw/D0qXm9nvvQV6loKdtgOfIETN9a8cOM1XGUrawweb/aeUAD5j9Dxyo2JhUCCHqyxLg6dLF9X2EPv7YvFaOGVPx/pAQ8PGxn8Hz3nvmNfTbb83od3nPb5QcyeD5LzCxmscnAd3Lf90FvFP/ZbmJ/CP3SN3Hd8KXErZv8u4SraydGXx1aAg39dtGaGRIzQdUcv6DfQjhLN994b4eM5t+OQtA/8s6VbmPj78v1/ZNZcHxfmQfOO30NSz7+DCKMkbf3s3u44++1Q2F5rEr9nrN/+niIs0NvTYyM20IL41eyL6CdmzO7c6+whhSPtvEBS3W8tSX/Wk9tBu3fXMJwUEw+7G1HM1rycwDw3ng+0mM+uNQQpp7Z2Dnf3x9SWp7mLVH2jn1r27V/hiGR+zCx7fufWYuf3EQHXyP8Oobgegy5/67WjU3k4WHe/P44OU0b1/PBssWwcFw/vmO7y89eJxpJ5V67SilOgChVOrN0yT88IPpd2PL8sXDEuDp0QPS0yE72zRKBnj1VXOFed4863GnTplfXbqYTJzSUlOCZZmIFRlpSrfWr7ceYy/A06aN+RIkhBDOZAnw+DRAkYyfH4wde+77t1Imi8deBs/XX8OkSeb1dc4c+PBD169TNLga//VprVcAJ6vZZQrwsTZ+A8KVUrUbUyJENQLDg+nuf4CUtCB3L6VePn16J4UEcddTdUvBD2oRwPh2KXy/sxu61LlNaB21cUcwnfyP0Cqm+qlm1z0YSTEBfPt8crXznSeTAAAgAElEQVT71cWyVYH090um1ajedh/vPCKGpyZsYNaR83jz8iVOf35nKyzQXBW/jS/2DuLVMT/w558uRPlbM1h6Tu3PN1mjWfG3Vbx4+QaWfXSIjWe6cc2rg/ENbHzlN4OTNJmlrTiwMcsp5ztz7Cw7CrsyrE/9atH9gv154pp9rMrpy8IX1zllbRYvP3KCSNK5/z8DnXpe4TYLgAlKKds63GuBfOBn9yzJTbZuhUsuMcGYMpv3LcsXD0spQe/e1v1XrTLBl4ceMsd9+qn1OMsELUsGD5hyrOxs60SsQYMqBng2bzZ9MaIaz7AGIYSH6l+eoV+5bKqhtWhxbgZPSYlpUt+/Pzz6qAkOPfww7N7tnjUKl3FGeDEGOGTz8+Hy+87hFY0E5SqmR+rV+gTbvXyS1qxFLekflELilXWfkHPJhBIOlHVg+5fumaa1KT2G/tE1TyIadEtvYv0OMnOOc9NT83LLWJ0ey9juh6u9OvLkvKFMbreeh+aO44sHVjh1Dc6Ul1vG5O47mLcvgTfP/4rHll1k/zXI15dRT4zgqW8Gcv7NHRr1y9TgKe0AWPu5cz5wbPgyDYCk8+s/zeKO94fQ2e8Qf/5bC0oKzi0RrIsDGzL5YV9P7kr4jZDeMqa5kXgXKAS+UUqNV0rdBfwF+Gel0emN3+bNZpufbxonW1TO4LGUVq1bZ0YMDxliyqduuAF+/BEsnxnTzP9nunSB7uXvpd99Z7a2AZ49e0ymD8Dq1TB0qHy+E0K4Xteu5jVp+nT3rsNeBs+hQybrMTbWfIb++GOTBfT88+5Zo3AZZwR47L1j2s1fb7KNBEW99e6Sz96iDhTkFLt7KXVyaPVhfsvpw9XnnajXeS5+1HyA/f792o97rq+ctAx2lXZlQO/CGvdVPoqpow6xNHsAB3/e57Q1/PppGkUEMnZS9YEjvwAfZm1PYETYdm56awg/vbax2v3dISejgItid7D4cDwfTvqK+5deKV9AgIRrehJEPr8tdU6z4fWLswHTwLm+AkL9eeWhI2wuiOfVy36p9/kApj+4FYXmrn/3qXln4RW01tnAOMAX+A6YBvwf8Jw71+UWtuPLt2+33rZ88bAEeCIjoXNn+Okn2LIFRoww9994o/lCMnu2+dk2gyc21nw5mTXL3GeZKmMJFm3caMq3UlIqTs4SQghXuuQSCHNSuXVd2cvgsQTIY2PNNiYGrrjCBKTsTSwUXssZAZ7DgG3nyvaAd46wER7LMkkrdbF3TtL66hUztvuqP9VvclG7Pq0YGLqT79e4sDN/FbbMMW8M/Uc5Nv3rtpe6UYYv/3nKeSPLl32RgR/FjLq35i/DweGBzNvckW6Bh7j+jzFkbKtfcM2ZCnOLuSx+J79k9OCzGxZw2/yrJLhTzj/En2EtU1mW2s4p51u3xZ/Ovodo3cs5GYBX/2MoV8X8ynMLh7PqvfqNTS86lsUHv/Xh4nab6Tgm1inrqzcv6Vvl6bTWKVrrsVrrYK11W631M1pr14xg82TbtpnRwWA/wGM7RnjECJg/3wR0LAGePn3MCGBLmdbOnWasesuW4O9vrpbn5JieOu3bm30GlM/6WL8epk0zQaBrr3Xd71EIITyNvQyeygEegMmT4fRpkz0pGg1nBHjmATeXT9MaCpzWWjd8eoFo1HqfFwF47yStr5dH0DdwJ93Hdaz3uS4Zmsnqs4lkbm3YOOrG5eaNYsBljv0eugxtw4WRG/nP6p6UFjqnnGXZhnCGhCTTrJtjk4Fadg5j1mwfsnU491yY5pQ1OMOTY35l2cl+zLh1Jdd/erG7l+NxLkzKZktBPMe3178Pz/pjMSS1PVTzjg5SCqav6Eln/yNccV8bDq6zHzgsycnnrUnfMantJv540XZOZpz73f6b+5eSrqO475kIp62vziTAKFxh925THtW2bcUAT+USLTCj0S0sAR4wWTxr1phzbdxoDeCAmb4FkJRk/TccEWEyfGbMgPffh3vvtZZzCSFEU2Avg2f/fjO+3RIMB2vm417nXYwV7ufImPSZwGqgh1LqsFLqdqXUPUqpe8p3mQ+kAXuA94H7XLZaV5Mrlx4r7sLOXjtJ69ShHFaf7sml/Q875XyX3NmWMnz58fWGHcayaZs/UT6ZtO1Z9Yj0yu68tZRDZTEs/Ov6mneuweljeaw7E8fYxNp96U+YEstfJvzGN8eGsfhl14y4ro1NM3fy+oaR3N3zZ276Ty2mHDUhF17XCoAl0+sXlMtKzWRfSUcGJTq3tLNlbEvmfVVMYZk/F43K4fi2ioHn1HmpjGizmwd+vJS0jBb834IeJMZksvw1678/nX2Kf87tSrfQY1x4V2enrk8Ij1BWZno+dOoEcXEVv0DYy+A5/3x4+WXYtKni/VOnmn4R771nMoJsAzx3322amV5/fcXnvugik+2jFDz7rPN/b0II4cmaNz83wHPihCmH9bWZuNqpk3mdTPOci6Ci/hyZonV9eXqxv9a6vdb6Q631u1rrd8sf11rr+7XWXbXWCVrr+n+TE6KSwJYhdPM/wPa9zm3a2xCWv7WdMny54HrnlFUNuCqWaN90vv+xYScobTwazYDIg7W60D/5uf5E+mTy/vv1f/6V03dQhi9jr3A8wGTxyOyhdPE7yKPTWlBa5N4qiWmPnKKFyuHlBW6esODB+k3tRWuVyaL59cv8Wv+F+cAy6IKWzlhWBfGT45jz9z3sK2zLwL7FPNRjIfckrGJUm1R6TenGroKOzPrzFnYWxbL25Z8I1WcZ+1h/bo1ewId/3MmT569mXdlA/vRocYNMUxWiwaWnm74OHTuaUip7AR7bDB6l4PHHz50+066d6Wnx2mtQXGyydSwmTTIBoalTKx7z0ktw3XWwaBG0bviSZiGEcKsWLc4t0TpxwpSz2goIMBMJJYOnUZGPlZVJmrrH6h1xgpQM72vOvXheHqHkMvR2+2O9a8vHV3Fxj738eCyR4tPOaURbk4KMHFKKutI/rnbPFxDix++StvPd8UEc21y/HjhL5+YSRD5D76h9M9qgsEBeuu8w2wq6M+/Pq+u1jvrYNncvc08M5eHzNhPeyc0N+DyYT6A/49unsjgtFl1aVvMBVVj/k7l6NfBq1/S3Of+Pg1jx6SF6RGQyY/cIvtoeT1nWKR7v+yMpW0u59qW+KB/FgMcvYMOxdtwzchtfp4/kjn/E8/KWSVzRPZnb/1L/sk0hPJJlalanTqbnw/HjkFf+HmK5stzcsZ5uPFfenzo21vSMqEmLFjBzpskKEkKIpsaSwWNbnZKefm6AB8zrqmTwNCoS4BFeo1eXfPYUdaQg1zn9XBrK4t2dGROdSkCov9POecnVwZwmnFVvbXbaOauzbe5eSvBnwIjgWh97x/OdKMWP/z6xo15rWJLSlpGtdhDUsvZrALjq1aHE+h3k7++FocvcU475wdP7CaCQB6cnuOX5vcmFExTHy9qQ/EXd/92s2x5CXMA+wmLqPyK9KgNviGdZegI5Zc3ILItgVckQXtp8MW37VOyr06x1EG+vTOTkaT/SXprFjlfm8dXOPp6TvWO5uCGlysJZDhww244drU09LVOwzpyBkJCKpQLVGTDAXGFes8Y0VxZCCFG1Fi1MmWyezYVZexk8YCYYWl6vRaPgKR8thahR737+lOHLrqXOa5jqagd+PcLuklguGHHWqecd92Av/Cli/uycmnd2gk1LTwLQ/5KYWh8bd2FnxoRt4v2lsZSV1u3L49G1h9lWGMeFw+r++/UL8OGRy/fz29kENnySUufz1FXxmXw+357IpR23EhHnAU11PdzEh3ugKOObd9PrdLwu0/yWEUtSh+NOXln9+DUPpsufryP+T5NRPpIxKhoxSwaPpUQLrGUAZ85ULM9yRGyslFsJIYQjLNmRlmxJrU2AJ8rORNGoKMjMlAs8jYgEeITX6DXKfCnevjzDzStx3JL/mmDU+OudM6LZonlEAOdF7mRBSqcGeUHeuAnC1Glih9mJ/Dvgzutz2VfSkWWvb63T8Yv+bRpKX3Bn5zodb3Hjq30JpICP/ln/6Uy1teDFDWToSG65M6DBn9sbte0TwZjwLcxc3alOZVq7fkzjhG7DecO9K+NPiEbj4EHzJSMszJrBYykDyMmpfYBHCCGEYyyvr5Y+PLm5UFBgP4OndWsoLDT7iEZBAjy2JHLp0Xpc2AkfSknZVOjupThs6XJf2qpj9Jri/BGtk84vYFtJPAcX1q/0yREbDkbRv+X+OmccXPHXgbRSJ3n/jfw6HT9rQQs6+R0m8dJOdTreIrxTGFNiNjAzuQ9F+Q3bbPmjTxRRPhlMfKz2PYSaquuvLGRXcSwbPthU62NXfGLSjUff0sXZyxJCOOLAAeuElogIE+yxBHjOnHG8/44QQojaqZzBc6K8D6a9AE9keX/TzMxzHxNeSQI8lUmTZY8VGNGMbn7eNUnrl/3tOa9NKsrPwT4DtXDR/eaL64J3XVs3W3SmgC353UmKO1PzzlUIahXCTQmbmXNgABk7a5c9k7ogjcUnB3LjiP1O6Vdyww2aLN2K5W8k1/9kDsramcF3x5O4YcBO/IOc/2+hsbr6hb6EkssbL9e+xHHpygDa+GQQN7a9C1bWiMmFDuEsBw+a8iwwn61sJ2nVpURLCCGEYypn8FgCPPZKtCylrxneUyEhqicBHuFVekccZ3u6d0zSOph8mkPFbRk5sG5ZKzWJHxVJ54AjLFgZ6pLzWyR/u5ciAhk0vH6lRXc+35FiAvjoUccbQ6dty2PqNSWEcpaH3upRr+e3GP9Yf4LJ47tPTzvlfI6Y9fQ2ignglifaNthzNgbhbYO5vd9GPt8/jMOrHe+9VZCdzw9H+nJp3E6J2TtK/qCEs9kGeKDipBYp0RJCCNepnMGTXt7PsKoSLZAMnkZEAjzCq/TpVsCeoo7kn/L8Mq1fPt0PwMjJrmmoqxRMSjzCkpMDKDzqup4y6xeacw+aUvsGy7Z6T+nGyLBk3ljUg+K84mr31SWlTL9lFQmJsDs3mpmPrCOqt3MCeyGRoYyP3s53KfUbwV0bH/3Yhr5BqfS9sluDPF9j8vu3uqNRvHK34yM8f3xlC7k058qbXTc9SwhRjbNnISvLlGhZxMaaKVplZVKiJYQQrlRVBo+UaDUJEuARXiUxKZAyfEmZv9/dS6nRL0sKaM4ZEq7r7bLnuOjaFpylGSvf2eay51i3QdFKnaTLyPoFeAD+/HAeB0vb8+kjGyrcr0tKef2mDVzVO4UHh65lYss13P3xCIY3T2b7Vzu5+J/j6v3ctiZfXMqB0g5s+7xuTZ9rI+3X46w724sbx3jP9DdP0mV4W27v8QvvJQ8jba1jHz7+PT2IDj5HGP+IjKMXwi1sJ2hZxMaaRp5Hj8KpU6b5shBCCOerHOCxZPBE2rlYaq9E66efZHy6F5MAj/AqiRdGA7B1medHmX9Jbc2wFin4tnBdCdX5d3QlkAIWfO+6hsHrD0QyqFWaU0Y6T3o2if5BKfx1RlsKz5rpRrqklMf6LeaRTweyISWYGWt6sS6vN/+8cSMLs5LocOXgej9vZRf/sRcAc9895vRzV/bVK6bnxFWPSbPfunrug474UcKzN+ytcd8l/07hp+x+PDwxFb8gvwZYnRDiHPYCPJZR6Tt3mgCPvV4QQggh6q9VK7O1BG1OnDD3+fufu2+LFuZ+2wye2bNNcOfJJ12/VuF0EuCxJc0lPV7XsZ0IJo+tmxp2AlJtnUovYtvZLozsfdKlzxMa7s/oVtuYv6OzS85/+sApkgu6MzQhzynnU74+vPT4afYWd+JvV6yD0lJeGDyPf26fyIOD15BW2J6cPD8yi8N45JMB+Pi55iWqbY8WDA3fwZz17V3+//7LnyJICkqm87iuLn2exqzdyFgeHriKz/cksWL6zv/dr7WpBLH8FR7bfpLb/xBGrO8B7p8xyE2r9VKWHjzyPiicoaoMHoA1a8zWXqmAEEKI+vP3N9MLLaVZJ05U/ZqrlAn+ZNm0e8jONlvL67XwKhLgqUwaTXo030A/+oSksXW/Z9fur52VhsaHYRe4fp3jBp5iZ2EsGXuc3zR41Ud7KMOX0Zc47/cx8bmh3BCznGmLhjE8bBvPbbqcm/tu5vXVQ1AB/qjgIKdMy6rJFRfksLEogQM/uK687dCmTNbnxHPVCNdnCjV2f/5qIN389nPVva1567JFPNF3Ad0DD9CsGbT0O8Pw8BT6JpSRWRLOF29nEhQlDVyFcLmiIsjNPff+AwfA1xfatbPe17Ej+PjA6tXmZ8ngEUII14mKsgZ40tOrD6pHRFQM8KSmmu2+feZ1XngVCfAIr5MYc5Kt2R09+kLzmvlZKMpIuiHO5c817BLTxHnNx6lOP/fPP+bhTxFDb3bi70MpPljfj3u6LuZ0cQjPXbSOGRv7NUhQx9blf+wOwLf/cl198ZK3dwFw0Z3171/U1LXo3Irvvi4m0u8UD8y9kNe2jqdbeCYvDP2e6zutxrekkMGR+1j9aRoD7xro7uUK0TRceqn9ZskHD0JMDPjZlEkGBJimy6tWmZ8lwCOEEK7Tpo01wHPggHlNroptgKesDHbvNveVlZkgj/Aq0qBAeJ3EPmV8uDuCE9syiE7wzJHpazYHEu+fRlic66cmDbwhHt+HS1i9JJdLnnfuuX/e1prBzVIIiezn1PMGRYfzzp4LnHrO2uqW1JKEZmnM+iWGh7V2SfbekiXQRqXT+6qeTj93U9Rjcg+S8zT7N2fTKjac8JYSyBHCrRYtMtv9+01DTovKI9ItevWCH34wtyXAI4QQrtOmDWzYAHl55jW5R4+q942IgL3lfQ6zsswxU6bAzJkm2FPdscLjSAaP8DqJI03pxdYfPHMqkS7TrEnvzJCODVOWExIRTN+QPfyW4tyJJLnpeazPiWN0r4yad/ZSt044xm8F/dkya4fTz63LNEsOdmd8x10oX3mpdRYfX0XswJaEt5RyWpfw5NRI4Vny8623ly6t+NiBAxVHpFv06WO9LQEeIYRwnTZtTGnW7t3m5/j4qve17cFjacw8cqTZ7trlujUKl5BvHcLrJFxsrgpuXZXj5pXYt2/ZPjJ1a4YObbjnHNY9k7Wn4yjNK3TaOVe9n0Ipfpw3uaXTzulpbnm1D0Hk8860E04/97Y5u0kvi2T8eKefWgjnk/5zoraSk623t2+33i4thcOH7Wfw2AZ4WkifLCGEcJk2bcyY9E2bzM81ZfBkZZmLPJaR6vHxJvBjCRAJryEBHlty5dIrRPRoTYzPUbameGaF4ZpZplZ1yNV2Pty6yNDRgeTSnO1f76x5Zwct+OosQeQz6p7eTjunp2nVJYypPTbyceoQMnc5d+LZsk8OAzD2LteX6QkhRIM7YNO/7IRNkPz4cSgpsR/gGTUK2reH55+XoKIQQrhSz/L2AK+9Znqgde9e9b4REVBYaEqzLBk8kZHmGMng8ToS4KlMPnB4hcRWh9l6tLW7l2HXrytLCSGPPhc1XIBn2NQu5rm/TXfOCbXmh+2dOL91MiERwc45p4d67JVI8gnhzfudW6b182+BdPE/RMfB0U49rxBCeITMTLPt0qVigMcS+LEX4OnUCQ4dgmeecf36hBCiKbOkkG/bBlddBcHVfJ6PMANbOHnSmsFjCfBIBo/XkQCP8EqJsWdJKehCcV6xu5dSkdYsSevC6OhU/PwbLlgYO7g1Ub6ZrF7nnKymnXNT2VPcmYvGOa/ky1P1nBLH5IhVvLGsF2fPlDrlnGWFxaw4Ec/oroedcj4hhPA4lgBPr14ma8fi4EGztdeDRwghRMNo3hx+9zuTyfPUU9Xv26qV2WZlWTN4WreGuDgTlM/Lc+lShXNJgEd4pcRBARQTQOoi1424rotDS3exs6Q740fm17yzEykFw9sdYNWRzk4pNfzklSP4UMrlTzXe8ixbjz9SxMmylvzn0eSad3bA9i9TyCKC0WM9s4xQiHNYslelVFk4KivL9NHp0KFiBs+RI2Zb3UheIYQQrjdjBqSkmEB8dSwZPFlZJoOnVSvw87OWdVkmbAmvIAEe4ZUSx5nx6FuXOKkkyUm+/IcJOF30YMP3XRkxuJi9ZV048du+ep0nPz2HGWt6MaHNZmISWjlpdZ5t+BPnMTJwHa992oZiJySF/TzbXM0efVvX+p9MCCE8UWamucLbpo35UmB58Tx+HIKCIMy5kx2FEEK4iG2AJyPDOuUwLs5spUzLq0iAR3ilHhM6408RWzcUuXsp/1NSWMr0ZV0Z3CyF+PMafvzr8MvMc/76+f56necvUzZyTLfliWkhTliVl/D15U+3nOBAYVu+eLH+zeR+WhNCB/9jdB7QNAJkQogmyDbAo7U1rf/4cYiOlp6GQgjhLSr34Ik0F9L/l8EjjZa9igR4bElqutfwDw2gV1AaW/eGunsp//PCtcmkFnfl8btPueX5B17ZmQAKWfVz3VNQPn56F3//bTR391jOeXf3dOLqPN/F/zifXj47+fu/Aur1UlCUU8jijL5MjNsn32+EEI2XJcATXd5I3lKmZQnwCCGE8A6Ve/BYMniaNzev55LB41UkwFOZfCPzGoltM9ma1d7dywDg1Tt28vzcftwcuYDLXx7iljUEBvswqOVeft1Tt+yhXevPcNdfO3J+0GreWDXAyavzfD7NQ/nTxdvZerozP75V91rjn9/aRg4tuPRy6b8jvIj04KmWUqqFUmqaUmqtUuq0Uuq4UmqOUirOzr4x5Y/lKqUylVJvKqUaX0qkbQYPVAzwtG3rvnUJIYSoncBACA219uCxZPAAxMebSVzCa0iAR3itxF4lHClrS9buk25dx/Tb1/CnD+O5NnwhH27oh/LzddtaRvQ5zYb8XhQcrf2fyV9v24svpXz+TRD+ES1csDrPd/37Y2nvc4RXnsmt8xfd72bmEEQ+436f4OTVCSHcqCNwJ7AQuAq4G2gLrFFKdbDspJTyK9+nE3At8DBwNTC9oRfscllZ5qqvJcBjmaQlGTxCCOF9IiJMcOfkSWsGD0BSEmzeDIWNf7JuYyEBHuG1EoY3ByD5h4NuW8P8p3/l3v8MYlKrNXyyZxh+Hdx71XLEhOYUEcjaj3fW6riS3AK+TY7l+s6/ET2pv4tW5/kC2rTkD1P28vOpviyYtrbWx5cUa77Y1ouJ0VsIiQh2wQqFEG6yD+iqtX5Ga71Yaz0XuAjwB26z2e9qoCdwpdb6B631Z8CDwFSlVPcGX7WrlJZCbi6Eh1fM4CkuNpk9EuARQgjvEhFhSrG0rpjBM3QoFBWZII/wChLgEV4r8WJz0XTrytNuef4jq/Zz01/jSQzZw5e7+npE1svoW2PxoZQl39VuTPumt1dzhjDGX9faRSvzHvd+NJT4gL3c82IMucdza3Xswn8kc6IsiluuLXDR6oQQ7qC1Pqu1zq9030ngAGBbFzsJWKe1th1n+C1QBEx0+UIbypkzZhsWBs2amdT+EyfM1V+QAI8QQnibVq1gxw5z2zaDZ/hwU8Y9eza8/jqcds/3LuE4CfAIrxWdEElrlcnWbW74Z6w1915xnAICmfVDC0Ijghp+DXaEtwthcGgKi5Pb1Oq4n2abD+Vj7u/timV5lcDmAXzw+lkOlrbnmYnranXsjHcKaK0yuWiae/owCSEajlIqEugGpNjcHQ9USKHUWhcBe8sf82z5+Y6Vp1oCPC3KL2y0aWNKsyxlWhLgEUII7xIVBTk55rZtBk90NFx0Efzf/8Ejj8Cbb7pnfcJhEuCxJc0lvYryUSSGHyT5SMsGf+61r//Kd+lDeeqiTfQY41nNJC/oc4y1OT3JPnzW4WOWpbShV4tDRLeXxsAAI+5N5L6Elfxry2gWvrzJoWPSVhxmzqGB/K7fFgLCpDxLeBlpslwXrwG5wCyb+1oC9kYpZpc/dg6l1F1KqfVKqfUZllHj7nDsGISEwLvvmp+LiuD552HPnnP3tVzBDQsz2+hok8EjAR4hhPBOvW0u8kZVGtjy4ovwu9+Z299/32BLEnUjAZ7KZIqWV0nsnEPy2VhKi0ob7km1Ztrz0Monmwc/8bxMjQuubUUZvvz0VkrNOwNFu/bzS8Egzu+b7eKVeZdXlw6gT+Bupj7ZiQNrT9S4/7TfpeFHCY9Mb1rj5YXwVkqpMKVUfE2/qjj2XuBG4A6tdValh+1FyVQV96O1nq61HqS1HhRpe9W0oX32mdnOKo9Xff89PPcc9Oxpeu7YspfBIwEeIYTwXomJ1ts9elR8rF8/mDEDnnwS1qwx/daEx5IAj/Bq/Qb4kE8IqYsbrtHy2rfXM//UCB67dBfNW/k32PM6auidCTQjh8Xz8hzaf91HKZylGWMvD3PxyrxLSGQoX8/xpUT7Mml0Hhl7rDXHpTl5rP/nCt6c+itv3LSWB/ut4ON95/HYyDW0G9TOjasWQtTC1cAOB35VoJSaDLwBPK61nlPp4Wwg3M5zhWM/s8dzLFpktpYsrtmzzbakBLZurbhv5QyeyiVabWpXJiyEEMLNbAM8flVk9Ldvb94jMjMbZk2iTqQeQ3i1gRNaw4ew4cd0el3cpUGec9qzpbRS2Tzwft8Geb7a8m8WyNjoLSxIjUWXaZRP9VlpPy0oQFHG6Bs7VLtfU9R9Uje+++svTHhqIEN6ZnD9gHXsOBTK8mM9yOa8Cvv+rvsqnls43E0rFULUltb6A+CD2hyjlBqOKcl6V2v9qp1ddlKp145SKgCIBd6t41IbhqU8bPt28wH+l19gzBhYvhxWrID+NhMWK2fwREebsemHDkHLlhAY2JArF0IIUV8dO8KNN1pLseyxZJlmZEBbz2pRIawkg0d4tfhJXQgmjw1rShrk+da+v4X5J4fy2KTtNI/0jMbK9lw2MZ8DpR3YOGtXjfsu2xFN37D9RETKy4E95z05kqVvpdI8oJCX1o5nU0Z7LotP5dMntnHwt6Ok/5bG2d1HmbFrBAEhEjMXXkp68NRIKdUb+B74EXioinrKQ6sAACAASURBVN0WAElKqU42900GAsuP81yWK7InT0JqKhw9ahprdu5sgj227GXwACQnS3mWEEJ4I6Xgk09g3Liq97H05rFMTBQeSb6NCK/m1yyIfiFb2LC7YcqLXni6gFbqJA982L/mnd1o8hO98f1vCV+9cZSBU3tUuV/B3iP8WjCA+4Zsb8DVeZ/h9/Vjy31QVgY+Ph0AyXYSoilRSkVhAjS5wL+Bwcras++M1trS9Owr4CngG6XUM0AY8H/A51rr3Q276lqwpNz37QtbtljLsxISzH3btlXc314PHoDVq+GCCxpmzUIIIRqWbQaP8Fhyyd6WXLn0SgM7Z7LpVGdKS1z795fyfRrfpw/hoTHJNI8Odelz1VdEj9aMbb2Vr9Z3RpeWVbnf6o92UUgQY6e0aMDVeS8fecUUoqnqBbTHRHd/Albb/HrbspPWuhiYCBwCvgDeBL4G7mrg9dZOXh4UFMDo0ebnmTPNNiHBTFbZvRsKC637nz4Nvr5m6hZYs3a0hnjPnwYvhBCiDiSDxys49HVFKTVRKZWqlNqjlHrCzuNhSqnvlFJblFLblVK3On+pDUSmaHmdgYN8OEszdi0/6tLn+efjJwgin/vf6uXS53GW664oZk9JF1a9sbHKfZbOL8SHUkbd3DD9i4QQwhtprZdrrVUVv8ZU2vew1voyrXUzrXWE1vp+rbVjXe/dxVKelZBgyq5SU00zzXbtTICntNQEeSzOnDHZO5bPTLZNlStPXxFCCNE4tGxpgvuSwePRagzwKKV8gbeASZgrWNcrpSp/w70fSNFa9wXGAK+VNxUUwuUGXmSiyRvmHnbZcxRk5zM7pQ9Tu66hdU83jrGtheteSiRcneLNV6v+XrEwpQNDw3YSFiHVmkII0WRZAjyRkSbIAzBggAng9Cr/yLfDZqDY6dPW/jtQse+OZPAIIUTj5OMDrVtLBo+HcySDZzCwR2udprUuwkyPmFJpHw00V6YgvRlwEmiYrreiyet5STfTaHl1kcueY8lrW8ilOVff5j2lTCERwdw2dAdfHx1G2uK95zyeuecUG/J7MnGAvEgL0eRJk+WmzRLgad0annvO3L70UrPt2tVs09Ks+1syeCxCQmDaNHN8X8+cMCmEEMIJWrWC7Gx3r0JUw5EATwymltzicPl9tt4EegJHgWTgYa31OY0/lFJ3KaXWK6XWZ0hql3ASv9BA+obuYeNe1wVf5swqpAVnGPtwgsuewxX+8F4cfpQw7Z5j5zy2+N870PgwYWqEG1YmhBDCY2RlmW1EBIwfD0eOwK3l1fbNm5vMHtsAT+UMHoBnnzVXdSPkPUUIIRqt5s0hJ8fdqxDVcCTAY68pTeVLfBOAzUA7oB/wplLqnG/bWuvpWutBWutBkZHeUeYivMPAzifZeCqW0uKqGwrXVUleEXPT+nBJ7HYCQv2dfn5XapcQwQOD1vBp2jB2zKs4wOWbub5EqXQG3tzbTasTQgjhESxXY8PDzbZdO9NnwSI2tuYAD0gfQyGEaOxatLBOUhQeyZEAz2EqzgRuj8nUsXUr8I029gD7AO8rwpbUdK81YrQfuTRn48xUp5/7lzc3k6UjuPwa72wr9fhniYRylqfuyfrffWfSC/j+YALXxm3GN8C3mqOFEEI0Cvn58Ntv9h87fdps7QVt4NwAT+USLSGEEE2DZPB4PEcCPOuA7kqpLuWNk68D5lXa5yAwDkAp1QboAaThjeTqk1cad28cAEs+d34/mW8+ziGIfCb+wTszXVrHteLxseuZc2woy98xTTK/fGozBQRz/f2t3Lw6IYRHkB48jd/998PEidZgjq0zZ8DfH4KC7B/bpQscOGCmaUHVGTxCCCEaNwnweLwaAzxa6xLgAWAhsAP4Qmu9XSl1j1LqnvLdXgCGK6WSgaXA41rrTFctWojKovpE0TdoJ4vXOveKoi4p5dsdPbgwZjvNWlfxwdcLPDoziU4+B3n4MX/ysvJ57eNI+gbuYOh9A9y9NCGEEA3hgQdMYObdd899zBKwqeoiV4cOJrhz/Lj5WTJ4hBCiaZIAj8dzJIMHrfV8rXWc1rqr1vqv5fe9q7V+t/z2Ua31hVrrBK11H631p65ctBD2TEg8xsrsPmSmZtW8s4PWTt/MobL2XHm5d1/VDo5qzusP7GVrXje6ROawo6gr0x7LRfk69BIghBDC2w0YAMOHw6xZ5z5WU0ZOh/JK/UOHoKAAiookg0cIIZoiSw8eyfj1WPLtTjQaUx+LoQR/vngm2Wnn/GL6KfwpYvITvZx2Tne57F/nM33qT7QPzebvV69lyotJ7l6SEEKIhnTZZbB5sym3slWbAI+luaZk8AghRNPTvDmUlEBhobtXIqogAR7RaCReFUdi8C7emduWssLiep9Pl5bxZXI8E6K3Eh4T6oQVut+dn53Phpwe/PGLwe5eihBCiIY2ZYrZfvddxftrE+CpqSGzEEKIxqt5c7O1lGmdOgUPPSSTtTyIBHhsSaqZV1MKnrgvh21FPZh557J6n+/X95I5VBbD1ZeXOGF1QgjhwaTJctMQFwfx8TB3bsX7awrwhIdDaKhk8AghRFNXOcDzySfwxhvwwgvuW5OoQAI8lckULa92zcsDSApL5YFPBrPv++31OteMf50hlFwuf6aPk1YnhBBCuNkll8CKFWZsukVNAR6lTBbPoUPmai1IBo8QQjRFluC+Jdhv+e68cqV71iPOIQEe0aj4+ilmLmoNSnHJFf6c3lu3YW65J84ye1c/rum+ieZtmzl5lUIIIYSbjB5tmiSvXWu978yZmgM27dubAE96uvk5Ksp1axRCCOGZKmfwWKYrVu7tJtxGAjyi0ek6OIKv3zrBruIuXJOURkl+7fvxfPXUJnJpzu2/lxR0IYQQjciIEeaK688/m5/LyhwL8FgyeCTAI4QQTVdVAR4Zne4xJMAjGqWx9/bgndvWsyh7MI+OWlerY3WZ5u3Pw+kRkMbwexJdtEIhhPAg0oOn6WjZEhITTZkWmPIsrc391enQwXyQP3IEfH1r3l8IIUTjU1WA5+xZM11LuJ0EeESjdceHw3i492Le2DCc+S9vtbtPWUERq9/dwsoPd5GfWwrA4r+sYl1+Hx657jjKR3oyCSGEaGRGj4ZffzWlWpnlpcyRkdUf06GDCQRt3myyd3zkI6QQQjQ5lXvwWAI8tvcJt5J3Z1ty5bLReXn5MPoEpHLbU9Fk7sj43/1lBUV8dfdi+rXYy/B7+3LeHXFEtijg6s7r+N1fu9E14CC3vJnkxpULIYQQLjJqlGmyvGkTZJS/N7ZuXf0xllHp69dLeZYQQjRVlTN4jh2zBvxPn3bPmkQFfu5egMeRKVqNSlDrZnw6o4SkG8IZ33c3V43ZwdHsIBZtjmJvyQXEB+1nxp1riQg8y3dzSpizvx+tA84w+ys/gpr7u3v5QgghhPMNGWK2a9dCp07mdk0Bnu7dzTY7GwYNct3ahBBCeK5m5cNnLAGerCzo1g127ZIAj4eQAI9o9PpO7c1XR3fxwJMRPLO4N2GcYlDLvbx07ymunNYXX7/OAFz6T5heUgK+rSXQJ4QQovFq3x7atDHZOCEh5r6aSrQ6dzZXbnNyJINHCCGaKl9f876RkwMFBVBYaC4U7NoFp065e3UCCfCIJmLyY3Fc+gcoPnES/xB/VIuB9nf0k/8SQogmSJosNy1KQVISrFsHvXqZ+2rK4PHxMRO3AAZW8R4qhBCi8WvRwvTbyc42P1syQSWDxyNIDx7RZCgFAdGtUC2au3spQgghhHslJcHOnZCWBsHBEBpa8zFTppjtbbe5dm1CCCE8lyWb05Kx07mz2doL8MiFowYnAR4hhBBCiKYmKcl88F64sObsHYv334fDhyEszLVrE0II4bkqB3jsZfDs2wfR0XDttebnNWvg/vutmaC2li837y3CKSTAY0sijEIIIYRoCiyNkg8csH44r0lICMTEuG5NQgghPJ8lwFNdida8eXDiBHz5pQnqjBwJb78NW7dWPJfWcP750KdPw6y9CZAAT2XSXFcIIURTIz14mp7ISIiNNbfHjXPvWoQQQngPSw8eSwZPVBQEBVUM8GRlWW+vXAklJeb2okUVz3X8uNlK/x6nkQCPEEIIIURTdM01Zjt2rHvXIYQQwntULtEKDzfj08+ete5jG+B59VXr7dWrK55r3z7r7fR056+1CZIAjxBCCCFEU/TCC7BkCZx3nrtXIoQQwltULtGyBHhyc637ZGZCt24QEQE//GBKfMeMsWbsWNgGeDZvdvnSmwIJ8AghhBBC1IJS6vdKKa2U+srOYzFKqTlKqVylVKZS6k2lVIg71lkjPz8pzxJCCFE7YWGmpCo720xhDAw8N8CTlWVKgUeOND+PGmV6uFXO0rEN8Oze7fq1NwES4BFCCCGaOuk/5zClVBTwLJBh5zE/YCHQCbgWeBi4GpjekGsUQgghXCYyEgoLTZP+Vq3MffYCPBER8MgjMGIEvPOO6dVz4kTFcx05YiY5hoTAnj0N93toxPzcvQCPIs0lhRBCNGXyPuiIvwE/AB3sPHY10BPoprXeB6CUKgZmKaWmaa3l8qQQQgjvFhlptsnJZhQ62O/B07cvjB4Nv/xi7ouKMvucPQuhoea+nByTEdSunWTwOIlk8FQmVzGFEEIIYYdSKgm4Bniiil0mAesswZ1y3wJFwEQXL08IIYRwvagos01NhTZtzO2qMnhsWfa1LdPKzTU9fbp3hx07XLfmJkQCPEIIIYQQNVBKKeBN4O9a6yNV7BYP7LS9Q2tdBOwtf0wIIYTwbpYMHrBm8ISGWgM8+fmQl2dKr2xZAkOVAzzNmplm/2lpsGuX69bdREiARwghhBCiZrcC0cA/qtmnJXDKzv3Z5Y+dQyl1l1JqvVJqfUbGOW19hBBCCM9iCdRAxRItS4DHMiK9cgaP5TjbPjyWAM9ll5mff/97099H1JkEeIQQQoimzlKe3IR68CilwpRS8TX9suwLvAT8UWudX8Op7f0hqiruR2s9XWs9SGs9KNL2qqgQQgjhiexl8DgS4LH8bBmvDtYAT8eO8Je/wIIFMF3mEtSHNFkWQgghRFN0NfC+A/sp4EngELBIKRVefr8f4F/+c47WuhSTqRNu5xzh2M/sEUIIIbxLcLD1tm0Pnrw8KCurOsATXv72eMrm7dAS4AF49llYuhT+/W948EHXrL0JkAweW03oyqUQQgjRlGmtP9Baq5p+le/eAxiECeBYfo0AJpffHla+304q9dpRSgUAsVTqzSOEEEJ4rcmTzWjzxETzsyVIk5dnDfBU7sHTooXZVhXgUcqcd8+ec8epu4JSMLHxzT+QAE9lMkVLCCGEEBU9DZxf6dcWYEX57eTy/RYASUqpTjbHTgYCgR8bbLVCCCGEK82da4Iz8eXXNCxBmtxcyMw0tytn8Pj5mYlZVQV4AIYPN9vVq12z7soWLmyY52lAUqIlhBBCNHVycaNaWuttle9TSp0CMrXWy23u/gp4CvhGKfUMEAb8H/C51np3Q6xVCCGEaBC2nx1sAzxVlWiBKdOyBHiKi01DZdsAz4ABEBAAv/5qbbwsakUyeIQQQghhSKlyvWiti4GJmH49X2DGqn8N3OXOdQkhhBAuZQnS5OSYAE+zZiZQU1l4OJw+bW6fPVvxWICgIBg40AR4XKmkxLXndyPJ4BFCCCGEqCWt9Zgq7j8MyGVHIYQQTYelgfLp0ybAYy97ByAszJrBY5m6ZRvgAVOm9eabJrsnMNA167U8dyMkGTxCCCGEEEIIIYSom7Awsz11ygR4KjdYtrAt0crJMdvKAZ7zzjPBnZUrXbNW2+duhCTAY0tS04UQQgghhBBCCMfZjkDPzKw6g8c2wFNVBs8FF5j7vvjCNWsFOHPGded2MwnwVCaNJoUQQjQ1lvc+udAhhBBCiNqyDfBUV6LlSIAnOBiuuAI++wyOHXPNeiWDRwghhBBCCCGEEKKSFi3M1pEAz+nT5oJSVQEegGefhaIiePVV16y3qQd4lFITlVKpSqk9SqknqthnjFJqs1Jqu1LqZ+cuUwghhBBCCCGEEB7H19cEebKyTJCnuibLZWUmuFNdgKdrV7jmGvjgA9c0RG7KAR6llC/wFjAJ6AVcr5TqVWmfcOBtYLLWujdwtQvWKoQQQgghhBBCCE8TFgb79pnb1TVZBhMEqi7AA3DbbSYQ89NPzl0nVAzwlJU5//xu5EgGz2Bgj9Y6TWtdBMwCplTaZyrwjdb6IIDWOt25yxRCCCGEy0j/OSGEEELUR3g47NljbldXogWOBXhGjoTQUPjxR+euEyo2Wc7Pd/753ciRAE8McMjm58Pl99mKA1oqpZYrpTYopW62dyKl1F1KqfVKqfUZGRl1W7ErSXNJIYQQTZm8DwohhBCiLsLDYe9ec7s2AZ7QUPv7BgbC6NGwfLlTlwlUzOBpggEee5f1Kn8C9AMGAhcDE4BnlFJx5xyk9XSt9SCt9aDIyMhaL7ZByFVMIYQQQgghhBDCceHhUFJibjsa4AkKAj+/qs85eDDs2OH8njlnz1pv5+U599xu5kiA5zDQwebn9sBRO/v8qLU+q7XOBFYAfZ2zRCGEEEIIIYQQQnis9u2tt2MqF/yUCwsz29OnTYCnqvIsi6Qkk128caNz1mhhCURBk8zgWQd0V0p1UUoFANcB8yrtMxcYpZTyU0qFAEOAHc5dqhBCCCGEEEIIITxOQoL1dnS0/X0qZ/DUFOAZNMhsN2yo//psNeIATzX5UIbWukQp9QCwEPAF/qO13q6Uuqf88Xe11juUUj8CW4Ey4AOt9TZXLlwIIYQQTmIpT5YePEIIIYSoC9sAT1UsGTyOBniiosxErh1Ozh0pLrbebmQlWjUGeAC01vOB+ZXue7fSz68CrzpvaUIIIYQQQgghhPB4lgDP0KFV7xMQACEhjgd4AHr2hJ07nbNGi0acweNIiVbTIVcuhRBCCCGEEEKI2gkLg0WLYF7lbi6VhIfXPsDjygweCfA0cjJFSwghhBBCCCGEqJ0LLoCapmW3bAlZWY4HeOLjzf6Zmc5ZI1TM4LEN9jQCEuARQgghmjq5uCGEEEKIhhAVBRkZjgd4unY127Q0561BAjxCCCGEaPSkVFkIIYQQrhQVBenpkJ1tbbpcndhYs923r/bPdfw4fPLJufcXF1svbjWyAI9DTZaFEEIIIYQQQggh6iUqCo4cMdOr2rSpef8uXcy2thk8paXQtq25PWYMdOhgfaykxDR7Pnu20QV4JINHCCGEEEIIIYQQrhcVZR1N7kiAJzTUHFPbAM/Jk9bblfv3FBdDcLD1diMiAR5bkpouhBBCCCGEEEK4RlSU9bYjAR4wZVq1DfDk5lpv2wZ7wJrBAxLgafSk0aQQQoimxvLeJxc6hBBCCOFKdQ3w1LYHT00BHsngEUIIIYQQQgghhKgj2wBPdLRjx3TpAgcP1i4Yk5NjvZ2VVfExKdESQgghhBBCCCGEqIf+/a23a5PBU1oKhw45/jxSoiWEEEIIIYQQQgjhIsHBcOWV1tuOqMuodCnREkIIIUSTJP3nhBBCCNFQZs82I8odZQnw1KbRcnUBnuJiCAw0n38kwNOISXNJIYQQTZm8DwohhBDC1Xx9rSVSjoiJAX//ugV42ra1n8Hj52fOKQGeRk6uYgohhBDCDqVUJ6XUTKXUSaVUnlJqi1JqYqV9YpRSc5RSuUqpTKXUm0qpWnyKFUIIIUQFvr7QqVPdAjwdOtjP4PH3b5QBHj93L0AIIYQQwtMppToAq4EtwK3AWaAfEGyzjx+wECgCrgXCgX+Wb29s4CULIYQQjUdtR6Xn5prkjdat4fjxio9ZMnj8/BpdgEcyeIQQQoimTrJXHfEqsBe4WGs9V2u9RGv9D631HJt9rgZ6AldqrX/QWn8GPAhMVUp1d8OahRBCiMYhNtaawXP8OIwbB1u3mp9TUqBrVzh82Lp/bi40a2Z+5eVVPJeUaAkhhBCi0ZMePHYppcKAK4C3tdZl1ew6CVintba9xPgtJqNnov1DhBBCCFGjLl0gKwtOn4a334Zly+CKK8xj8+eb4M+6ddb9LQGekJBzGzo34hItCfDYkg+2QgghhDjXAMAf0EqpVUqpYqXUYaXUn5WqkP4UD+y0PVBrXYTJ/IlvuOUKIYQQjYztqPTPPjO39+6FgwetgR3bHj2WAE9oqGTwCCGEEEKI/4ku374HrAQuBP4DvAjca7NfS+CUneOzyx87h1LqLqXUeqXU+oyMDOetWAghhGhMLAGeX34xgZybbzY/r1xpDfDY9uj5//buPV6uqjz4+O8hMTkJuR0glchFYgURq7U1KF5eFREFb9RWBNRarIqoQH1ftYJWBYFWq1bbFxWDpV4RkYsigmi90NcLFqiXgtwiYokgJpAQQm4ked4/1h7PPpOZOSfh3Gbm9/189mf2rL1mZs2ac3Imz37Ws9euLcGdVhk8mzf3bAaPRZabWYdAkqSeVy27WjRSv8y8iaETYldk5snV/ncjYk/gFODj9Ye0erk27WTmUmApwJIlS0wlliSplcWLy20je+f44+ErX4GLLhoK7NQzeNavh1mzSpBnwwbYsqVcjQtKUKeRwbN588S9hwlggEeSpH7Xnyc3jgTOGUW/ABrXV/1u07HvAK+JiHmZuYaSqbOgxXMsoHVmjyRJGo3BQViwAK6+ugRtnvQkeMYz4JLqWgcLFw7P4Nm4EWbOLBk8UAI+c+aUfZdoSZKkntdHtegy81OZGSNtVfcb2zxN43ij8PJNNNXaiYgZwKNoqs0jSZK20+MfX25f/GKYMQOe9ayhY895TinA3NAI8Oy8c7lfX6ZlkWVJkqT+lJm3AzcAhzQdOgT4ZWaure5fARwYEY+s9XkJMBP4xniPU5KknnbOOSVr5x3vKPdf+MKSofO618Huuw8vprxxIwwMDGXw1I+ZwdMn+ujMpSRJ2i7vBl4WER+MiEMj4kzgL4H31vpcSMnUuTgiXhARxwBnAedl5q0TP2RJknrIYx5Tiio/8Ynl/uMeV4opn3NOqbfTHOBplcGT2TnAc+ut8PznD1/u1UUM8EiS1O/6swbPdsnMS4BXAy8Cvg4cBbw5M79Q6/MgcBhwB3ABJbhzEXDchA9YkqR+0PgOM3t2CdY0iiY3B3gawZ8tW8ptuyVaV10F3/wmHNKctNsdLLLczC+5kqR+ZSZrR5n5eeDzI/RZDvzZxIxIkiQBw4spz527bZHlRgZPIwDUyOCpZ/3AUB2f3/xm/Mc8DszgkSRJkiRJ3au51k67JVrNAZ7mDJ577im3mzaV5+gyBngkSZIkSVL3ag7wbNgwPIOn0d4I6LRborVy5dD+b387fuMdJwZ4JEmSJElS95o1q9w+1AyeeoDnzjvHb7zjxABPnbUHJEn9yPpzkiSpm9UzdbZuLYGcHcngueceGBws+11Yh8cAjyRJKjzRIUmSulG9yHKjds7MmTAwUPYbbaPJ4HnCE8q+AZ4e4FlMSZIkSZK6Rz1Tpx7gmTmz7G/YUG5HE+DZbz/YaSdYsWL8xz3GDPBIkiRJkqTu1SrAMzAAM2aU/UaAZ6QlWvfeC7vuCgsWwOrV4z/uMWaAR5Kkfmf2qiRJ6mb1Isv1DJ6IEugZTQbP5s1lmz271OFZtWrixj9GDPBIkqTCGjySJKkbtVuiBSXA02hrBHRaBXjWrx/q38sBnog4LCJujohlEXFyh34HRsSWiHjZ2A1xAvnFVpIkSZKk7lIP8DSydRoBnpkzt83gabVEq9Fn1qzeXaIVEdOAjwGHAwcAx0TEAW36fQC4cqwHKUmSJEmS1FK7q2jByEu0GokefZLB82RgWWbelpmbgPOBI1r0OxG4CPjdGI5v4lmHQJIkSZKk7jFjRrny1QMPjG6JViODB2DLlnJbz+Dp4QDPHsAdtfvLq7bfi4g9gJcCZ3d6oog4LiKujYhrV3ThJcckSepJntyQJEndrF5MuTnA02qJViODB4aCPvUMnl5dogW0+tbXXKzmo8A7MnNLpyfKzKWZuSQzlyxcuHC0Y5QkSRPBWnSSJKlbzZxZgjvbs0QLhgI8zRk8GzcOBX26xPRR9FkO7FW7vydwZ1OfJcD5Uc4A7ga8ICI2Z+ZXxmSUkiRJkiRJ7bTL4KkHeFot0WrO4GkEeKAs02pcgr0LjCaD5xpg34hYHBEzgKOBS+sdMnNxZu6TmfsAFwJv6srgjmcuJUmSJEnqPp0yeBpto8ngGRiAefPK/po14z/uMTRiBk9mbo6IEyhXx5oGnJuZN0TE8dXxjnV3JEmSJEmSxlVzBs/AQLmt1+BpBHM61eCZNQvmzCn7Dzww/uMeQ6NZokVmXg5c3tTWMrCTmcc+9GFNIgtNSpL6lZmskiSpWzUyeBrBnE41eFot0apn8Oy8c9lfu3b8xz2GRrNES5IkSZIkaepqLMXa0SLL9QyeRoCnyzJ4DPBIkiRJkqTu1liK1akGT6clWvUMni5domWAR5IkSZIkdbd2RZbrNXg6LdFqlcHjEq0uZu0BSVK/sgadJEnqZs1FlhsBnHZLtKZXJYnN4JEkST3HEx2SJKlb1TN4Zs4cOnnVWKKVORTMaZfBs9NOpd0Mnh7hGUxJkiRJkrpLPYOnsTwLyv7WrSV7p1OR5Q0bynNEDN2awSNJkiRJkjSBmjN4GgYGyu2GDZ2LLK9fX+rvQAnuzJljgEeSJHUhM1glSVI3a2TwbNjQPsAzUpHlRl8oy7RcoiVJkrqSNXjaioh5EfHRiLg9ItZFxI0R8ZaI4ZGxiNgjIi6JiLURsTIizoqI2ZM1bkmS+kY9g6ceqGnsb9w48hKtRgYPdGUGz/TJHsCU4hdbSZLU2qeBZwLvBJYBBwP/BATwEYCImA5cCWwCjgIWVH0WAK+a8BFLktRPOtXggaElWhFDxZRhKOjTAxk8BngkSZI6qDJwjgDekplLq+bvRMTjgKOpAjzAkcBjgUdndeOnRQAAIABJREFU5q+qxz4InB8Rp2XmrRM8dEmS+sfMmbBlC6xb13mJViOwM1IGz847d10Gj0u0mlmDQJLUj/z718l0ynem+5raV1MyeBoOB65pBHcqX6Fk9Bw2riOUJKnfNQI5a9Z0DvBMr/JcOhVZhq5comWAR5IkqYPMXANcAPxtRDwxIuZGxIuAlwMfq3XdH7ip6bGbgF9WxyRJ0nhpBHXuu691gGfjxhLM6ZTB0+VLtAzwSJKkwlp0nbyaErz5CbAGuBQ4PTM/U+szSMnqabaqOraNiDguIq6NiGtXrFgxxkOWJKmPtMvgqdfg2Z4Mni5comUNHkmS1HciYj6waKR+mdnIyPkI8BTgNcBtwDOAUyNiZWb+a/0hrV6uTTtVTZ+lAEuWLDHCJknSjhopg6dRZLldgKc5g6cLl2gZ4KnzzKUkSf3iSOCcUfSLiHgC8EbgeZn5rar9PyJiLvChiPi3zNxKydRZ0OI5FtA6s0eSJI2VkWrwNC6T3m6JVqsMHpdoSZKkrtNnRZYz81OZGSNtVfdG/ZyfNj3NTyjBm12r+zfRVGsnImYAj6KpNo8kSRpj9eDMjizRapXBs24dbN06fmMeYwZ4mvXZF1xJkjSiX1e3f9rU/iTgAWBldf8K4MCIeGStz0uAmcA3xnWEkiT1u7lzh/Z3ZIlWqwweKEGeLmGAR5IkFS5Vbufaajs3Il4bEc+JiPcAbwE+nvn7ibuQkqlzcUS8ICKOAc4CzsvMWydl5JIk9Yt6gKeeidN8mfTtuYoWdFUdHmvwSJIkdZCZWyLixcAZwHuAhZSsnlOBD9f6PRgRh1GCOhcAG4HzgbdP9JglSeo7I2XwNGrwNDJ4ImDatBLg2by5bPUMnjlzyq0BHkmS1FVcotxRZv4WeN0o+i0H/mz8RyRJkoZpF+Cp1+CpL9GCksXz4IPlGLTO4OmiQssu0aozNV2SJEmSpO4zb97Qfqciy42lWTAU4Fm/vtxvVYOnizJ4DPBIkqTCEx2SJKlbNQIyALvsMrQfUYI825vB01iiZQZPFzNFXZIkSZKk7rJTLbyx++7Dj82cOVSDxwweSZIkSZKkLvDwhw+/PzAwtESrnsHTaO+UwWOAR5IkdRUzWCVJUq9ozuBpBHKal2jNmlXaO2XwuERLkiRJkiRpErTK4Gm1RGtgoAR3XKLVgywuKUnqZ/4dlCRJvaB+RS1oX2R51qwS3Ol0mXQDPJIkSZIkSZOgeel5Y4nWpk0wY8a27evWlfuzZw8dmz69BIa6aInW9JG79BlrEEiS+pF//yRJUrf73vfgt7/dtr0RyNm4sQRtGmbNgjVrhrJ06pdah1JouYsyeAzwSJIkSZKk7vesZ7VuHxgomTgbNgxfhtVYotUI4tQzeKAEfLoog8clWpIkqbAGjyRJ6kWNGjzNGTyNzJ52GTw779xVGTwGeCRJkiRJUu/qtERr/frWNXig65ZoGeCp88ylJEmSJEm9pVOAp5HB87CHDb+EOrhES5IkdSGLLEuSpF41c2YJ4mzZMrwGz8DAUA2e5uVZ0JtLtCLisIi4OSKWRcTJLY6/MiJ+Xm0/jIg/HvuhThC/4EqSJEmS1DsGBuC++8p+uwyeVgGeOXN6K4MnIqYBHwMOBw4AjomIA5q6/Qp4VmY+ATgdWDrWA5UkSePMpcqSJKkXDQyU5VmwbYAH4N57t62/Az2ZwfNkYFlm3paZm4DzgSPqHTLzh5m5qrp7NbDn2A5TkiRJkiRpB9SXZTVfRQvgnnvaZ/D0WIBnD+CO2v3lVVs7rwWuaHUgIo6LiGsj4toVK1aMfpSSJGl8uURZkiT1qlZBHRjK4GkX4OnBIsutvvG1zOGOiIMpAZ53tDqemUszc0lmLlm4cOHoRzlRTE2XJEmSJKm3jCaDp90Src2bYdOm8R3fGBlNgGc5sFft/p7Anc2dIuIJwKeAIzLznrEZniRJmjCe6JAkSb2oXYCnkcGzcmX7JVrQNcu0RhPguQbYNyIWR8QM4Gjg0nqHiNgbuBj4y8y8ZeyHOYFMUZckSZIkqXeMFODZurV1gGf+/HK7atW2x6ag6SN1yMzNEXECcCUwDTg3M2+IiOOr42cD7wF2BT4eJUCyOTOXjN+wJUnSmPIEhyRJ6lXtavDU91st0Xr4w8vt3XfD0qWw667w9rePzxjHwIgBHoDMvBy4vKnt7Nr+64DXje3QJEmSJEmSHqJ2GTwLFgztz5u37eN2373cXn89fOADZX8KB3hGs0RLkiRJkiSpO7UL8Oy559D+XvXSw5VGgOeTnxxq27BhbMc2hgzw1FlcUpLUz/w7KEmSelE9qFPfbyzBAth7720ft3BhWcZ+3XVDbb/4RefXWrgQTj99x8b5EBngkSRJkiRJvatd3Z2daiGRVgGe6dNLwAbgEY8ot50CPBs3lityTZu242N9CAzwNLPIpCSpH/Xx37+IOCoiLo6IuyIiI+LYNv32iIhLImJtRKyMiLMiYpuKjBHx+oi4NSI2RMR1EXHIuL8JSZLUXrslWnWtAjwAu+1Wbp///HK7cmX711m9utzWa/tMIAM8kiSp370M2Ae4rF2HiJhOuaLoI4GjgL8BjgSWNvU7Gjgb+CxwOHADcFlE/NF4DFySJI3CaAI8jUBOs0MOgblz4Zhjyv1Ol0yf5ADPqK6iJUmS+kD/1uA5KjO3RsQc2l8V9EjgscCjM/NXABHxIHB+RJyWmbdW/U4DPpOZp1d9rgL+BDgZeNV4vglJktRGuxo8AN/5Tqmx0y6b+V/+pWwA8+dP6QCPGTySJKmvZebWUXQ7HLimEdypfAXYBBwGEBGPAvYDLmh67i9Xj5ckSZNh0aKh/eYAz8EHw9veNrrn2WWXzgGexrHBwe0b3xgxg6euf89cSpL6XR/X4Bml/YFhVRUzc1NE/LI6Ru32pqbH3gjsEhELM3PF+A5TkiRtY/58+O534bLLYNasHX+ewcEpncFjgEeSJGlkg8DqFu2rqmPUbpv7raodHxbgiYjjgOMA9m5X3FGSJD10z3522R4KAzxdxjOYkiR1tYiYDywaqV9mNmfajPiQVi/Xor35frRpJzOXUhVqXrJkianEkiRNZYODcOed7Y8b4JEkSVNC7yxVPhI4ZxT9tuesziqg1be1BQxl7Kyqtd3X1AdaZwBJkqRuMVIGz6pVMGPG8Kt2TSCLLEuSpJ6SmZ/KzBhp286nvYmhGjsARMQM4FEM1dxp3A7rV92/1/o7kiR1ucFBuPfe9ifFVq8u2TuTtDLIAI8kSXKJ8siuAA6MiEfW2l4CzAS+AZCZtwG3UDKIAIiInar7V0zcUCVJ0rgYHIRNm2DDhtbH77uvFHSeJC7Rquud1HRJkjRKEXEAcADQyKdeEhFrgRWZeVXVdiHwLuDiiHg3MB/4CHBeZt5ae7pTgc9HxO3AD4C/AvYFXjHe70OSJI2zuXPL7f33t74a19q1Q30mgRk8kiSp6N8THS8Hvgx8rrr/5ur+aY0OmfkgcBhwB3ABcBZwEdUVsGr9vggcDxxLyex5AvCizLx+XN+BJEkaf/UATytr18KcORM3niZm8DQzRV2SpL6SmadSMm9G6rcc+LNR9DuH0RV5liRJ3WTevHK7Zk3r4/ffD4tGvJDnuDGDR5IkeYJDkiRpJFM8g8cAjyRJkiRJ0kgaAZ52GTwGeCRJkiRJkqa4xhKtdhk8999vkeUpo3+LS0qS5N9BSZKkTjpl8GSawSNJkiRJkjTldarBs25dCfKYwTOFWGRSktSP/PsnSZLUWSM7p1WAZ+3a4X0mgQEeSZIkSZKkkey0UwngtFqi1QjwmMEjSZImnTV4JEmSOps7t3UGT6PNDB5JkiRJkqQpbt68oQyeBx6A228v+y7RmmI8cylJ6lfW4JEkSRrZggWwenXZf9/7YPFi+OxnhzJ4XKIlSZIkSZI0xQ0OwqpVZf8HPyi3F10E995b9nfZZXLGhQGebXkGU5IkSZIktVIP8CxbVm5vuQVWriz7u+02OePCAI8kSWpwqbIkSVJnjQDPPffA3XfD9Onwy1+W/Z12Kku4JokBHkmSJEmSpNEYHCw1eG66qdx/yUvgwQfhuuvK8qydJi/MYoBHkiS5RFmSJGk0Bgdh61a44YZy/9BDy+0Pfwi77jp548IAz3CmpkuSJEmSpHYGB8vtz35Wbp/73HK7du2k1t8BAzzb8gymJKlfeaJDkiSps3qAZ/58+MM/LLdgBo8kSZIkSVJXaAR4fv5z2HvvkiTy6EeXNjN4JEnSpDODVZIkaWSNLJ377y8BHoBHPKLcPuUpkzOmyqgCPBFxWETcHBHLIuLkFscjIv6lOv7ziPjTsR+qJEmSJEnSJNp336H9/fYrt//8z3DppfD610/OmCrTR+oQEdOAjwGHAsuBayLi0sz8Ra3b4cC+1fYU4BPVrSRJkiRJUm8YGBjaf9rTyu3ixWWbZCMGeIAnA8sy8zaAiDgfOAKoB3iOAD6bmQlcHRELImJRZt415iMejZNOgh//ePsfd+ON8Md/PPbjkSSpG3zpSzv29/PUU+Hww8d8OJIkSVPS7Nmwbh089amTPZJhRhPg2QO4o3Z/Odtm57TqswcwLMATEccBxwHs3VirNh7mzoVddtn+xz396fDyl4/9eCRJmupOOgmuvnrHHjtz5tiORZIkaSr79rfhsstgjz0meyTDjCbA06rqYvN1VEfTh8xcCiwFWLJkyfhdi/XMM8ftqSVJ6knvfe9kj0CSJKk7HHRQ2aaY0RRZXg7sVbu/J3DnDvSRJEmSJEnSOBhNgOcaYN+IWBwRM4CjgUub+lwKvLq6mtZBwH2TVn9HkiRJkiSpz4wY4MnMzcAJwJXAjcAFmXlDRBwfEcdX3S4HbgOWAecAbxqn8UqSJI2piDgqIi6OiLsiIiPi2BZ9nhsRX4qIX0fEuoi4PiJOqK422tz39RFxa0RsiIjrIuKQCXkjkiSpr42mBg+ZeTkliFNvO7u2n8Cbx3ZokiRJE+JlwD7AZcDr2vQ5DpgN/B3lwhLPAD4MLAbe2ugUEUcDZwOnAt8HXgNcFhEHZub14zN8SZKkUQZ4JEmSethRmbk1IubQPsDzpsxcWbv/vYiYDfzviHhnZm6s2k8DPpOZpwNExFXAnwAnA68ap/FLkiSNqgaPJElSz8rMraPos7JF80+AAWAeQEQ8CtgPuKDpub8MHD4mg5UkSWrDAI8kSdKOeRqwMjNXVPf3r25vaup3I7BLRCycsJFJkqS+Y4BHkiRpO0XEAcDxwMdqzYPV7eqm7quajtef57iIuDYirl2xYkXzYUmSpFGzBo8kSeopETEfWDRSv8xszrQZ7fMPAhcBPwf+vtVTNz+kTTuZuRRYCrBkyZJtjkuSJI2WAR5JktRrjgTOGUW/GLlL0wMiBoCvAjOBl2TmptrhRqbOAuC+WvuC6rY5s0eSJGnMuERLkiT1lMz8VGbGSNv2Pm9ETAPOAx4HHJ6Zdzd1aWQE7d/Uvj9wb61WjyRJ0pgzwCNJkjQ6HwcOA16cmTc3H8zM24BbKBlEAETETtX9KyZqkJIkqT+5REuSJPW1qmDyAZRLngMsiYi1wIrMvKrq807gOOAfgK0RcVDtKX6RmWuq/VOBz0fE7cAPgL8C9gVeMd7vQ5Ik9TcDPJIkqd+9HHhv7f6bq+0q4NlV2/Oq21Oqre5g4HsAmfnFiJgDvAN4N3AD8KLMvH48Bi5JktQQmZNzwYaIWAH8elJevL/sBqyc7EHo9/w8phY/j6nFz2NqmSqfxyMzc+FkD2IiTMB3o6nymU4258E5AOegwXlwDsA5aOimeWj5/WjSAjyaGBFxbWYumexxqPDzmFr8PKYWP4+pxc+j9/iZFs6DcwDOQYPz4ByAc9DQC/NgkWVJkiRJkqQuZ4BHkiRJkiSpyxng6X1LJ3sAGsbPY2rx85ha/DymFj+P3uNnWjgPzgE4Bw3Og3MAzkFD18+DNXgkSZIkSZK6nBk8kiRJkiRJXc4AjyRJkiRJUpczwNPFIuLIiLghIrZGxJKmY6dExLKIuDkinl9rf1JE/Hd17F8iIqr2mRHxpar9xxGxz8S+m94WEYdVn8WyiDh5ssfTqyLi3Ij4XURcX2vbJSK+FRG3VreDtWPb9Xui7RMRe0XEdyPixurfqr+p2v1MJkFEDETEf0bEz6rP47Sq3c+jh0XEARHx7YhYFxF3RsT7ImLaZI9rrETEoyPik9XP9ZaI+F6LPhER74yIOyJifUT8R0Q8sUW/rpyr6vvgpRHxm4hYGxHXRcQxTX16fQ5eFhE/jIh7ImJD9W/W30XEjFqfnp6DZhGxR/XzkBExp9be0/MQEcdW77l5O77Wp6fnACAipkfEydXf9o0RsTwiPtLUp6fnISK+1+ZnISPiqVWf3puDzHTr0g14LPAY4HvAklr7AcDPgJnAYuCXwLTq2H8CTwUCuAI4vGp/E3B2tX808KXJfn+9sgHTqs/gUcCM6rM5YLLH1Ysb8EzgT4Hra23/CJxc7Z8MfKDa3+7fE7ft/jwWAX9a7c8Fbqnm3c9kcj6PAOZU+w8Dfgwc5OfRuxswCNwJ/DtwKHA88ABwxmSPbQzf4xHAHcCXgRuB77XocwqwHjgBeC5wObAS2L0X5gr4EXAe8HLgOcCHgARO7KM5eANwJvBS4GDgHdX7Patf5qDFnJwH/Lb6WZjTL/MAHFu954Orv3GN7Q/6ZQ6q8X+uGv8bgGcBrwL+vqlPT88D5XvMQU3bN4EVwPRenYNJH4DbGHyI2wZ4TgFOqd2/kvJFfBFwU639GOCT9T7V/vTqBzsm+731wlbN/ZXtPh+3MZ/vfRge4LkZWFTtLwJubvU5jOb3xO0hfzZfrf4w+plM/mcxG/gv4Cl+Hr27VZ/hKmBere1vgXX1tm7egJ1q+xfSFOABBoD7gPfU2nauvuCfUWvr2rkCdmvRdh7wq36ZgzbzciawmhKI7qs5AP4XcC/wNmoBnn6YB4YCPHPaHO+HOTgMeJAOJ5T7YR5avOcZ1e/FJ3p5Dlyi1Zv2oJzNalhete1R7Te3D3tMZm6m/LDvOu4j7Q/tPg9NjIdn5l0A1e0fVO078nuiHRRl2eefULJG/EwmSURMi4ifAr8DvpWZfh697XDKCYY1tbbzgVmUM7pdLzO3jtDlacA84ILaYx4AvkaZn4aunavMXNmi+ScM/S73/By0cQ/lP3TQR3NQLRv5v8D7KCds6/pmHjrohzn4a+A7mfmLDn36YR6aHUbJxvlidb8n58AAzxQXEf8eEde32I7o9LAWbdmhvdNj9NA5t1PTjvyeaAdUa/8vAt7S9Mdxm64t2vxMxlBmbsnMJwJ7Ak+OiD/q0N3Po/vtD9xUb8jM/6Gcddx/UkY08fYHtgC3NrXfyPA56LW5ehrQ+M9d38xBFcSeHRHPAE6inKlP+mgOKMtHBoCPtTjWT/Pwy4jYXNVjekOtvR/m4CnALRFxVkSsqerGXBwRj6j16Yd5aHY08Bvg/1X3e3IOpk/2ANRZZj53Bx62HNirdn9PyrrB5dV+c3v9McsjYjown5LCpoeu3eehiXF3RCzKzLsiYhElcwF27PdE2ykiHkYJ7nwhMy+umv1MJllmro5SjPYw/Dx62SBliUqzVdWxfjAIrM3MLU3tq4DZETEjMzfRQ3MVEYdQahP9ddXUT3PwAKVuGMBngbdX+30xBxGxK3A68KrMfDC2rX/fD/NwF/BuSq24aZRlxGdHxOzM/Aj9MQe7U5aq/YwS1JhLqbd3SUQcVAU9+2Eefi8iZgMvBpZW7x96dA7M4OlNlwJHR7ky1mJgX+A/q9T7+yPioCj/4r+aUhOj8Zi/qvZfRknr84zs2LgG2DciFke5msPRlPnWxKj/bP8Vw3/mt/f3RNuhmr9/BW7MzH+qHfIzmQQRsTAiFlT7syjFBG/Cz6PXtfpbHm3ae1W7OWg+1vVzVS2HPQ/4amZ+unaoX+bgaZT6M2+lBLnOqh3rhzk4E/hxZl7eoU9Pz0NmXpmZZ2TmNzPzisx8NWUJzt9FROP/vj09B5QxBnBEZl6emV8C/hJ4MqUQe0Ovz0Pdi4E5DC3Paui5OTCDp4tFxEspa2wXAl+PiJ9m5vMz84aIuICSmrsZeHMtMvlG4NOUNYNXVBuU/4R9LiKWUTJ3jp64d9LbMnNzRJxAKVA6DTg3M2+Y5GH1pIj4IvBsYLeIWA68F3g/cEFEvBb4H+BIgB38PdH2eTrlC8V/V3VfAN6Jn8lkWQR8pqrPsBNwQWZeFhE/ws+jV60CFrRon0/rs5G9aBUwNyKmNZ2lXQCsy8wHa/26eq4iYhfK7+L/UK6Y09A3c5CZ/1Xtfj8iVlL+zfswfTAHEfE4StbWMxvBfEpBfYD5EbGFPpiHNi6kXGVuH/pjDlYBt2XmPbW27wObKFeW+jb9MQ91RwPLMvPaWltPzoEBni6WmZcAl7Q5diYlit/cfi2wTc2FzNxA9aVeY686k9LpbIrGQGYe0+bQIW36b9fvibZPZn6f1vVawM9kwmXmzymFrpvb78HPo1fdRFN9gIjYi3KVkJtaPqL33EQ5ufJoyhXjGpprKnT1XFXLDy6jFBV+YVUotKEv5qCFRrBnMf0xB/sCDwN+1OLYcsrJ3PPo/XnoJOmPn4UbGVqqWBdAozB9P8wDABExn1Io+R+bDvXkHLhES5IkqTddATw/IubW2o4C1gNXTc6QJtwPgTXUTmLVajHUM8+6dq6q2olfpvwH//DM/F1Tl56fgzaeXt3+iv6Yg+8DBzdtH6iOvQD4IP0xD638BeWKYr+mP+bgMuAJEbFbre2ZlADgz6r7/TAPDS+lBLyal2f15hzkFLhWu5ubm5ubm5ub29hulOKPdwHfotRcOg5YC5wx2WMbw/c4m1I78GWUzIUbavdnV31OoVzt5M2UbLWvU/6z9/BemCtgKSUz4STgoKZtZp/MwTeAt1HO0j8POK0a+/m1Pj09B23m5djqZ2NOv8wD5cIO76h+Fl4EfK6agxP7aA7mUZZq/ogSrHgFcAfwraZ+PT0PtffwDeCnbY713BxM+gDc3Nzc3Nzc3NzGZ6PUW/gO5UzjXZQr7Eyb7HGN4fvbp/rPW6ttn6pPAO+iLFNZT7lE7p/0ylwBtzsHnA5cX/2nazVledaJwMNqfXp6DtrMy7FsG+Dp6XkA/p6y3GZdNfbrgL9s6tPTc1CN/dGU8hAPUGrIfBoY7MN52A14EDi5zfGem4OoBixJkiRJkqQuZQ0eSZIkSZKkLmeAR+oCEXFqRGSL7d/H6Pn3q16j1SUAx0X1eisn6vWaXvvZ1fyN6VWAIuLY6nnnjOXzSpIkSdJIvEy61D3uAw5r0TYW9gPeS1mfu3qMnnMknwK+NkGv1ey/gKcCv5yk15ckSZKkMWWAR+oemzPz6skexFjJzOWUgmaT8dprgJ6ZS0mSJElyiZbU5SJiUUScGxG3RcT6iLglIs6IiBlN/U6JiGURsSEi7o6Ib0TE7hHxbIYyaX5VLTG6vcPrPTUiLo2IOyPigYj4aUS8sqnPZRFxU0TMqrW9tXrtx1X3hy3RioiHRcSHIuJ/ImJj9fyXNL+PUczH7dXzvDsifhsRayPiCxExv9Zn2BKtiDgyIrZGxCG1PvtExJqIOKPW9oyIuCoi1kXEPRFxTkTMHWE8Led9e96TJEmSJI3EDB6pi0RE8+/sFsrl/+4F/g/lMoj7AacCC4E3VI97NfBO4B3ADcCuwHOAnSnLld4GfAj4c8ql/zZ2GMYjgR8AZwMbgKcD/xYRWzPzi1Wf11MuV/oPwFsi4rHAGcB7M/OGNs97CvBK4GTgV8DuwAuAaR3G0s4xwLJqHIuAf6QsCTuyVefM/HJE/DlwbkQ8HrgfOLcax/sAIuLpwLeBrwAvo8zh+4HB6v42Rph3SZIkSRozBnik7rEr8GBT26GZ+e+UAA0AEfED4AFKsOLEzNwEPBn4ZmZ+vPbYi2uPubna/Ulm3t5pEJl5fu1xAfwHsCclmPLFqs9dEXEC8IWI+Bol0PMTShCpnScD52XmZ2ptF3QaSwezgBdm5tpqnA8An4uIx2bmjW0e82ZKUOojwM+AZwAHVvMHJZjzw8w8qvGAiPgN8O2I+KPMvL7Ne2o775IkacdExKmU+oHNvp2Zzx2D598PeAXw0cyckPqE1Xs6ITN3m4jXa3rtZwPfBR7f5jvNjj7vscC/AXMb38skjR8DPFL3uA9o/sJycxVk+RvgOGAxMFA7vjclk+WnwGsj4jTg68B1mbllRwYREYPAacARwB4MZdj8pt4vM79YZcV8HdgK/PEIr/lT4I0RcTfwDeC/MzN3ZIzAt5q+RFwMfB44EGgZ4MnMeyPi9cBlwCbgtMz8GUBEzKYUZT6xKYvq+5Sg25MowaFW72lM5l2SJG3DC1CMHS9AIfUAa/BI3WNzZl7btN0PvAX4MHAJJejyZEo2CgwFe86lLBV6OfBj4O6IOD0idmT506eBo4APAs+jBE3OZXhgqeGLwExKwOXWEZ73DOBjwJsoGTR3RMTf7MD4AH5Xv5OZ64G1lOVanXwHuJvyb+M5tfZBSiDr45SATmPbCDwM2KvN843lvEuSpOE2Z+bVTVu7TN0pLzOXZ+Z1k/Taa6r5Wz8Zry9pbBjgkbrfkcCXM/NdmfnNzLyGskTr9zJza2Z+JDMfS8nq+RAl8PD67XmhiBgAXkippXNWZn4nM6+lxb8lETGPstzpJ8BLIuL5nZ47Mzdk5nsycx/KWbMvAR+NiOYzc6PxB01jmQXModQX6uT9lEDOb4GP1tpXA0k5k3dgi+3cVk82VvMuSZJGzwtQbDM+L0Ah9QmXaEndbxbbFkV+ZauOAJl5B/D+iHgNcEDV3Kgz0yoLp24mJQDy+9er/oi/hBIAqfto1fc5lMycT1W1akZMnc7MWyPibZRMpAMoS7a2x6ERMae2TOvPq/Fd2+4BEfEs4ERKts0a4MqIuCgzL8owWFGPAAADpklEQVTMByLiauAxmfm+7RwL0HbeJUnSQ+AFKEbNC1BIfcAAj9T9vgWcFBE/pqybfiXw6HqHiPgk5YvO1ZS16QcD+1L+uAI0iiy/ISLOB9Zl5n83v1Bm3hcR1wDviYg1lNo6J1fPOa/2ei8CXgMcnpmrI+JEypeafwaObfUmIuIS4DpKxs96yheD6ZQizo0+SamNc+oIc7Ie+HpEfJDyJeaDwCWZ+Ys2rz2HUgDwS5l5YdX2SeATEfEfmbkC+FtKQeWtwIWULzp7UzKa3pWZt7R43pHmXZIk7TgvQDF6XoBC6gMGeKTu9z7KGalGuuzFwEkML9L3I8qXjDdQsnSWAa/PzK8AZOavq4yZkyhZLMuBfdq83iuApcBngXuAs4DZwAkAEbFLdfyczPxG9fy/L2BcZcW0KiD4Q0ptn7dTlnz9AviLaglYo9AxNNXXaeN8SgDmXylLsy4F3tih/4cpX3xOqLW9jVJj6OxqHN+PiGdSCkx/jnL27NeU7KK72zxvx3mXJEkPiRegGD0vQCH1gdjxfyMkaeJExMGUFOC9MnNNh363Axdm5tva9ZEkSd0tOlxSPCL+NyUz5v3AVZRlWgdSlow/PjOvj4idGAoC7U85afUJ4NTM3FJlI38NWDxSBk9EfBU4CDidcoJqDeXE0hHN46sCPBcBl2bmEZ3eU5Tah+8EXk1ZBvYb4IOZ+c+jmKL6894OfC0zT2xqvx84IzM/EG0uk17VDPoVJVtqj8z8XdW+B+WEYDvvzswzouky6SPN+/a8L0nbMoNHUrd4GvCpTsEdSZIkahegaDRExLD6d5m5lbL06CMRsRdlifuZlCDK2aN9oRi6AMUJmXl2rX1UF6DIzCvbPXdmbgDeQ1kavy9wPOUCFDc3sqS3w1hdgOIVVXvjAhSnApe3eNydrZ5srOZdUmteRUtSV8jMMzPzrZM9DkmSNOVt9wUoMvP9lKVbY3kBimb1C1CcR7kAxfwW/VqN8VbK8vGN7NjFGg6tag42bM8FKN4IvBY4JiL+ohrPA5Qag4/JzGtbbC0DPE3vqdW8S3oIzOCR1FOqy6xLkqT+5QUotuUFKKQ+YIBHkiRJUi/xAhTb8gIUUh+wyLIkSZIkdRkvQCGpmTV4JEmSJKn7eAEKScO4REuSJEmSukxmnjnZY5A0tbhES5IkSZIkqcu5REuSJEmSJKnLGeCRJEmSJEnqcgZ4JEmSJEmSupwBHkmSJEmSpC5ngEeSJEmSJKnL/X+UVZaGteqKnAAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "# axes[0].plot(st_res0.reference_image[0], 'g')\n", "axes[0].plot(np.arange(I0.shape[1]) - m0, I0[0], 'r')\n", "axes[0].plot(np.arange(I.shape[1]) - m, I[0], 'b')\n", "axes[1].plot((u0 - st_obj.pixel_map)[1, 0], 'r', label=\"Newton's method\")\n", "axes[1].set_title('Pixel deviations', fontsize=20)\n", "# axes[1].plot((st_res0.pixel_map - st_obj0.pixel_map)[1, 0], c='g', label=\"Ideal\")\n", "# ax.plot(u_newton, 'g--')\n", "for ax in axes:\n", " ax.set_xlabel('Fast axis, pixels', fontsize=15)\n", "# ax.legend(fontsize=12)\n", "ax.tick_params(labelsize=15)\n", "plt.tight_layout()\n", "plt.show()\n", "# plt.savefig('figures/upm_results.pdf')" ] }, { "cell_type": "code", "execution_count": 506, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "slice(202, 4503, None) (1, 4773) 202 4503\n", "slice(200, 4501, None) (1, 4773) 200 4500\n", "slice(200, 4503, None) (1, 4773) 200 4502\n", "slice(200, 4504, None) (1, 4773) 200 4504\n", "slice(200, 4506, None) (1, 4773) 200 4506\n", "slice(200, 4507, None) (1, 4773) 200 4507\n", "slice(201, 4509, None) (1, 4773) 201 4509\n", "slice(200, 4509, None) (1, 4773) 200 4508\n", "slice(200, 4508, None) (1, 4773) 200 4509\n", "slice(200, 4508, None) (1, 4773) 200 4508\n" ] } ], "source": [ "n_iter = 10\n", "ls, ls0 = 3., 15.\n", "sw_max = 200\n", "\n", "I_n = st_obj.data\n", "W = st_obj.whitefield\n", "di = st_obj.dss_pix\n", "dj = st_obj.dfs_pix\n", "u0 = st_obj.pixel_map.copy()\n", "\n", "I, n0, m0 = dev.make_reference(I_n, W, u0, di, dj, ls0, sw_max=sw_max)\n", "\n", "for i in range(n_iter):\n", " u = dev.upm_search(I_n, W, I0, u0, di, dj, 1, sw_max, ls)\n", " I, n0, m0 = dev.make_reference(I_n, W, u, di, dj, ls0)\n", " fsr = (u[1, 0] - dj[:, None])\n", " fs0, fs1 = int(fsr.min()) + sw_max, int(fsr.max()) + 1 + sw_max\n", "\n", " roi = slice((sw_max - m0), (I.shape[1] + sw_max - m0))\n", " print(roi, I0.shape, fs0, fs1)\n", " I0[:, roi] += gaussian_filter(I - I0[:, roi], (0, ls0))\n", " u0 += gaussian_filter(u - u0, (0, 0, ls))" ] }, { "cell_type": "code", "execution_count": 181, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "h_arr = np.linspace(1, 10, dtype=np.int)\n", "ddmse = np.array([np.max(np.abs(mse_ls[2 * h:] + mse_ls[:-2 * h] - 2 * mse_ls[h:-h]) / h**2) for h in h_arr])\n", "ddmse_var = np.array([np.var((mse_ls[2 * h:] + mse_ls[:-2 * h] - 2 * mse_ls[h:-h]) / h**2) for h in h_arr])\n", "dmse = np.array([np.max(np.abs(mse_ls[h:] - mse_ls[:-h])) for h in h_arr])\n", "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "axes[0].plot(h_arr, ddmse * h_arr**2)\n", "axes[1].plot(h_arr, dmse)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 2 0.05880158429513793 0.1407617183968477\n" ] } ], "source": [ "h0 = int(np.sqrt(np.mean(mse_var / 2 / ls))**0.25 + 1)\n", "ddmse0 = np.max(np.abs(mse_ls[2 * h0:] + mse_ls[:-2 * h0] - 2 * mse_ls[h0:-h0]) / h0**2)\n", "h1 = int((np.sqrt(np.mean(mse_var / 2 / ls)) / ddmse0)**0.25 + 1)\n", "ddmse1 = np.max(np.abs(mse_ls[2 * h1:] + mse_ls[:-2 * h1] - 2 * mse_ls[h1:-h1]) / h0**2)\n", "print(h0, h1, ddmse0, ddmse1)" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x432 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "h_arr = np.linspace(1, 50, dtype=np.int)\n", "dmse_var = np.array([np.mean(((mse_ls[h:] - mse_ls[:-h]) / h - np.gradient(mse0)[:-h])**2) for h in h_arr])\n", "%matplotlib inline\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "ax.plot(h_arr, dmse_var)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "dfs_arr = np.linspace(1, 60, 60)\n", "st_data = loader.load('results/test/data.cxi', roi=[0, 1, 620, 1310])\n", "uvar_vdfs = []\n", "for dfs in dfs_arr:\n", " st_obj = st_data.get_st_objects()[0]\n", " st_obj.dfs_avg = dfs\n", " st_res, errors = st_obj.iter_update(150, l_scale=1., verbose=False, n_iter=5)\n", " uvar_vdfs.append(np.mean((st_res.pixel_map - st_res0.pixel_map)**2))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "ls_arr = np.linspace(1, 50, 50)\n", "st_data = loader.load('results/test/data.cxi', roi=[0, 1, 620, 1310])\n", "uvar = []\n", "for ls in ls_arr:\n", " st_obj = st_data.get_st_objects()[0]\n", " st_obj.dfs_avg = np.abs(st_obj.dfs_pix[1] - st_obj.dfs_pix[0]) / ls\n", " st_res, errors = st_obj.iter_update(150, l_scale=ls, verbose=False, n_iter=5)\n", " uvar.append(np.mean((st_res.pixel_map - st_res0.pixel_map)**2)**0.5)\n", "uvar = np.array(uvar)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x432 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "ax.scatter(ls_arr, uvar**2)\n", "ax.plot(np.linspace(1, 50), uvar[0]**2 / np.linspace(1, 50))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x432 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "ax.scatter(dfs_arr, uvar_vdfs)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Simulation results" ] }, { "cell_type": "code", "execution_count": 273, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(726,\n", " array([1.e-07, 0.e+00, 0.e+00]),\n", " array([[ 0.0e+00, -5.5e-05, 0.0e+00],\n", " [ 5.5e-05, 0.0e+00, 0.0e+00]]))" ] }, "execution_count": 273, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_dir = 'results/test'\n", "with h5py.File(os.path.join(data_dir, 'data.cxi'), 'r') as cxi_file:\n", " roi = cxi_file['/speckle_tracking/roi'][...]\n", " I_n = cxi_file['/entry_1/data_1/data'][:, :, roi[2]:roi[3]].sum(axis=1)[:, None]\n", " M = cxi_file['/speckle_tracking/mask'][roi[0]:roi[1], roi[2]:roi[3]]\n", " W = cxi_file['/speckle_tracking/whitefield'][roi[0]:roi[1], roi[2]:roi[3]]\n", " basis = cxi_file['/entry_1/instrument_1/detector_1/basis_vectors'][...]\n", " z = cxi_file['/entry_1/instrument_1/detector_1/distance'][...]\n", " x_ps = cxi_file['/entry_1/instrument_1/detector_1/x_pixel_size'][...]\n", " y_ps = cxi_file['/entry_1/instrument_1/detector_1/y_pixel_size'][...]\n", " wl = cxi_file['/entry_1/instrument_1/source_1/wavelength'][...]\n", " dij = cxi_file['/entry_1/sample_1/geometry/translations'][...]\n", " df = cxi_file['/speckle_tracking/defocus'][...]\n", "\n", "di, dj = pixel_translations(basis, dij, df, z)\n", "I_n, W = I_n.astype(np.float64), W.astype(np.float64)\n", "I_n.shape[-1], (dij[0] - dij[1]), basis[0]" ] }, { "cell_type": "code", "execution_count": 274, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10.427397332159957 29.94749999999999 726\n", "3.327842474933766e-06\n" ] } ], "source": [ "u = np.indices(W.shape, dtype=np.float64)\n", "di, dj = pixel_translations(basis, dij, df, z)\n", "I0, di, dj = make_reference(I_n, W, u, di, dj, ls=20.)\n", "K = I_n.shape[-1] / (dj[0] - dj[1])\n", "N = I_n.shape[0]\n", "dI0_avg = np.mean(np.gradient(I0[0])**2)\n", "p_var = np.mean(I_n)\n", "u_var = np.sqrt((p_var / N + p_var / N / K) / dI0_avg / np.mean(I_n**2))\n", "print(u_var, K, I_n.shape[-1])\n", "print(dI0_avg)" ] }, { "cell_type": "code", "execution_count": 275, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x360 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "ax.imshow(I_n[:, 0])\n", "ax.set_title('Ptychograph', fontsize=20)\n", "ax.tick_params(axis='both', which='major', labelsize=15)\n", "plt.tight_layout()\n", "plt.show()\n", "# plt.savefig('figures/ptycho.pdf')" ] }, { "cell_type": "code", "execution_count": 345, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "28 0.00038678518249739865\n" ] } ], "source": [ "params = st_sim.parameters()\n", "\n", "fx = params.ap_x / 2 / params.focus\n", "z_bar = params.defoc * params.det_dist / (params.defoc + params.det_dist)\n", "th_max = abs(params.wl / 2 / np.pi * params.alpha * 3e9 * fx**2 / (params.defoc + z_bar))\n", "sw_max = max(int(2 * th_max / params.pix_size * params.det_dist), 10)\n", "print(sw_max, th_max)" ] }, { "cell_type": "code", "execution_count": 346, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1, 3126)\n" ] } ], "source": [ "#---------------------------\n", "# Initialise\n", "#---------------------------\n", "\n", "# generate pixel map\n", "u0 = np.indices(W.shape, dtype=np.float64)\n", "di, dj = pixel_translations(basis, dij, df, z)\n", "l_scale = 5\n", "dss = np.mean(np.abs(di[1:] - di[:-1]))\n", "dfs = min(np.abs(dj[1] - dj[0]) / 5, 40) / 10\n", "\n", "I0, di, dj = make_reference(I_n, W, u0, di, dj, ls=10)\n", "I0_avg = make_reference(I_n, W, u0, di, dj, ls=30)[0]\n", "u_stars = upm_search(I_n, W, I0, u0, di, dj, wss=1, wfs=150, ls=10.)\n", "print(I0.shape)" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "updating pixel map: 6.32e-01: 100%|██████████| 8/8 [00:00<00:00, 10.78it/s]\n" ] } ], "source": [ "#---------------------------\n", "# Intialise\n", "#---------------------------\n", "u0, dij_pix, res = st.generate_pixel_map(W.shape, dij, basis, x_ps,\n", " y_ps, z, df, verbose=False)\n", "I0, n0, m0 = st.make_object_map(I_n, M, W, dij_pix, u0, subpixel=True, verbose=False)\n", "u = st.update_pixel_map(I_n.astype(np.float32), M, W, I0, u0, n0, m0, dij_pix,\n", " search_window=[1, 100], subpixel=True,\n", " fill_bad_pix=True, integrate=False,\n", " quadratic_refinement=True, verbose=False)[0]" ] }, { "cell_type": "code", "execution_count": 347, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "axes[0].plot(1e6 * np.arange(I0.size) * x_ps * df / z, I0[0])\n", "axes[0].plot(1e6 * np.arange(I0.size) * x_ps * df / z, I0_avg[0])\n", "axes[0].set_title('Reference image', fontsize=20)\n", "axes[1].plot((u - u0)[1, 0])\n", "axes[1].plot((u_stars - u0)[1, 0])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "9.505362250980015 29.94749999999999\n", "4.004767062859411e-06\n" ] } ], "source": [ "K = I_n.shape[-1] / (dj[0] - dj[1])\n", "N = I_n.shape[0]\n", "I0 = make_reference(I_n, W, u, di, dj, ls=20)[0]\n", "dI0 = np.gradient(I0[0])\n", "dI0_avg = np.mean(dI0**2)\n", "p_var = np.mean(I_n)\n", "print(np.sqrt((p_var / N + p_var / N / K) / dI0_avg / np.mean(I_n**2)), K)\n", "print(dI0_avg)" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "calculating errors: 100%|██████████| 100/100 [00:00<00:00, 2226.52it/s]\n", "building object map: 100%|██████████| 100/100 [00:00<00:00, 1784.31it/s]\n", "updating pixel map: 6.32e-01: 100%|██████████| 8/8 [00:00<00:00, 10.73it/s]\n", "updating object map and translations: 6.27e+01: 1%| | 1/100 [00:00<00:19, 5.15it/s]\n", "calculating errors: 100%|██████████| 100/100 [00:00<00:00, 2230.80it/s]\n", "building object map: 100%|██████████| 100/100 [00:00<00:00, 1777.65it/s]\n", "updating pixel map: 6.03e-01: 100%|██████████| 8/8 [00:00<00:00, 21.93it/s]\n", "updating object map and translations: 6.16e+01: 0%| | 0/100 [00:00<?, ?it/s]\n", "calculating errors: 100%|██████████| 100/100 [00:00<00:00, 2301.54it/s]\n", "building object map: 100%|██████████| 100/100 [00:00<00:00, 1707.19it/s]\n", "updating pixel map: 5.94e-01: 100%|██████████| 8/8 [00:00<00:00, 16.22it/s]\n", "updating object map and translations: 6.11e+01: 0%| | 0/100 [00:00<?, ?it/s]\n", "calculating errors: 100%|██████████| 100/100 [00:00<00:00, 2232.49it/s]\n", "building object map: 100%|██████████| 100/100 [00:00<00:00, 1667.11it/s]\n", "updating pixel map: 5.89e-01: 100%|██████████| 8/8 [00:00<00:00, 17.50it/s]\n", "updating object map and translations: 6.08e+01: 0%| | 0/100 [00:00<?, ?it/s]\n", "calculating errors: 100%|██████████| 100/100 [00:00<00:00, 2058.42it/s]\n", "building object map: 100%|██████████| 100/100 [00:00<00:00, 1570.75it/s]\n", "updating pixel map: 5.87e-01: 100%|██████████| 8/8 [00:00<00:00, 13.60it/s]\n", "updating object map and translations: 6.07e+01: 0%| | 0/100 [00:00<?, ?it/s]\n" ] } ], "source": [ "st_res = st_update(I_n.astype(np.float32), W.astype(np.float32), dij, basis, x_ps, y_ps, z, df)\n", "ph_res = phase_fit(st_res['u'], x_ps, z, df, wl)" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "axes[0].plot(st_res['I0'][0])\n", "axes[0].set_title('Reference image', fontsize=20)\n", "axes[1].plot(ph_res['pix'], ph_res['u_pix'])\n", "axes[1].plot(ph_res['pix'], ab_model(ph_res['pix'], ph_res['fit'].x), color='red')\n", "axes[1].plot(ph_res['pix'], gaussian_filter(ph_res['u_pix'], 20))\n", "axes[1].set_title('Pixel map', fontsize=20)\n", "plt.tight_layout()\n", "plt.show()\n", "# plt.savefig('figures/st_results_simold.pdf')" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "axes[0].plot(ph_res['theta'], ph_res['angles'])\n", "axes[0].plot(ph_res['theta'], ab_model(ph_res['theta'], ph_res['ang_fit']),\n", " label='2nd order coeff = {:.3f} rad/rad^2'.format(ph_res['ang_fit'][2]))\n", "axes[0].set_title('Deflection angles', fontsize=20)\n", "axes[1].plot(ph_res['theta'], ph_res['phase'])\n", "axes[1].plot(ph_res['theta'], ph_model(ph_res['theta'], ph_res['ph_fit']),\n", " label='3rd order coeff = {:.3f} rad/mrad^3'.format(ph_res['ph_fit'][3] * 1e-9))\n", "axes[1].set_title('Phase', fontsize=20)\n", "for ax in axes:\n", " ax.tick_params(axis='both', which='major', labelsize=12)\n", " ax.legend(fontsize=12)\n", "plt.tight_layout()\n", "plt.show()\n", "# plt.savefig('figures/st_fits_simold.pdf')" ] }, { "cell_type": "code", "execution_count": 271, "metadata": {}, "outputs": [ { "ename": "UnboundLocalError", "evalue": "local variable 'u' referenced before assignment", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mUnboundLocalError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m<ipython-input-271-2475507b310c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mstr_res\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstr_update\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mI_n\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mW\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdij\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbasis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx_ps\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_ps\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mz\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m 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\u001b[0mmake_reference\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mI_n\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mW\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mu\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ml_scale\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 66\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 67\u001b[0m \u001b[0mes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mUnboundLocalError\u001b[0m: local variable 'u' referenced before assignment" ] } ], "source": [ "str_res = str_update(I_n, W, dij, basis, x_ps, y_ps, z, df, l_scale=7.5)\n", "phr_res = phase_fit(str_res['u'], x_ps, z, df, wl, u_var=20)" ] }, { "cell_type": "code", "execution_count": 143, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([2.66944410e+06, 2.21464247e+04, 5.74266905e-06, 2.88281300e+07])" ] }, "execution_count": 143, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fit = phr_res['fit']\n", "cov = np.linalg.inv(fit.jac.T.dot(fit.jac))\n", "np.sqrt(np.sum(fit.fun ** 2) / (fit.fun.size - fit.x.size) * np.diag(cov))" ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "axes[0].plot(str_res['I0'][0])\n", "axes[0].set_title('Reference image', fontsize=20)\n", "axes[1].plot(phr_res['pix'], phr_res['u_pix'])\n", "axes[1].plot(phr_res['pix'], ab_model(phr_res['pix'], phr_res['fit'].x), color='red')\n", "axes[1].set_title('Pixel map', fontsize=20)\n", "plt.tight_layout()\n", "plt.show()\n", "# plt.savefig('figures/upm_results_5it.pdf')" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "axes[0].plot(phr_res['theta'], phr_res['angles'])\n", "axes[0].plot(phr_res['theta'], ab_model(phr_res['theta'], phr_res['ang_fit']),\n", " label='2nd order coeff = {:.3f} rad/rad^2'.format(phr_res['ang_fit'][2]))\n", "axes[0].set_title('Deflection angles', fontsize=20)\n", "axes[1].plot(phr_res['theta'], phr_res['phase'])\n", "axes[1].plot(phr_res['theta'], ph_model(phr_res['theta'], phr_res['ph_fit']),\n", " label='3rd order coeff = {:.3f} rad/mrad^3'.format(phr_res['ph_fit'][3] * 1e-9))\n", "axes[1].set_title('Phase', fontsize=20)\n", "for ax in axes:\n", " ax.tick_params(axis='both', which='major', labelsize=12)\n", " ax.legend(fontsize=12)\n", "plt.tight_layout()\n", "plt.show()\n", "# plt.savefig('figures/upm_fits_5it.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Experiment results" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([0.00e+00, 1.89e-07, 0.00e+00]),\n", " 715,\n", " 90.57126011243658,\n", " array([[-5.5e-05, 0.0e+00, 0.0e+00],\n", " [ 0.0e+00, -5.5e-05, 0.0e+00]]))" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "roi_dict = {1511: (0, 1, 340, 1230), 1512: (0, 1, 340, 1230), 1513: (0, 1, 340, 1230), 1595: (0, 1, 360, 1050),\n", " 1596: (0, 1, 360, 1050), 1597: (0, 1, 360, 1050), 1598: (0, 1, 360, 1050), 1654: (0, 1, 360, 1050),\n", " 1670: (0, 1, 300, 1440), 1723: (0, 1, 370, 1195), 1727: (0, 1, 370, 1195), 1738: (0, 1, 350, 1065),\n", " 1739: (0, 1, 350, 1065), 1740: (0, 1, 350, 1065), 1741: (0, 1, 350, 1065), 1856: (0, 1, 330, 1030),\n", " 1857: (0, 1, 330, 1030), 1986: (0, 1, 350, 1200)}\n", "filename = 'Scan_{:d}.cxi'\n", "exp_dir = 'results/exp'\n", "scan_num = 1740\n", "\n", "with h5py.File(os.path.join(exp_dir, filename.format(scan_num)), 'r') as cxi_file:\n", " roi = roi_dict[scan_num]\n", " I_n = cxi_file['/entry_1/data_1/data'][:, roi[0]:roi[1], roi[2]:roi[3]].sum(axis=1)[:, None]\n", " basis = cxi_file['/entry_1/instrument_1/detector_1/basis_vectors'][...]\n", " z = cxi_file['/entry_1/instrument_1/detector_1/distance'][...]\n", " x_ps = cxi_file['/entry_1/instrument_1/detector_1/x_pixel_size'][...]\n", " y_ps = cxi_file['/entry_1/instrument_1/detector_1/y_pixel_size'][...]\n", " wl = cxi_file['/entry_1/instrument_1/source_1/wavelength'][...]\n", " dij = cxi_file['/entry_1/sample_1/geometry/translation'][...]\n", "\n", "df = 1e-4\n", "I_n = I_n.astype(np.float64)\n", "M = np.ones((I_n.shape[1], I_n.shape[2]), dtype=bool)\n", "W = make_whitefield_st(I_n, M)\n", "(dij[1] - dij[0]), I_n.shape[-1], np.mean(I_n), basis[0]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "ename": "TypeError", "evalue": "'int' object is not subscriptable", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m<ipython-input-25-e9b176e015fa>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mdi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpixel_translations\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbasis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdij\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mz\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mI0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmake_reference\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mI_n\u001b[0m\u001b[0;34m,\u001b[0m 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np.mean(np.gradient(I0[0])**2)\n", "p_var = np.mean(I_n)\n", "u_var = np.sqrt((p_var / N + p_var / N / K) / dI0_avg / np.mean(I_n**2))\n", "print(u_var, K, I_n.shape[-1])\n", "print(dI0_avg)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x360 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "ax.imshow(I_n[:, 0])\n", "ax.set_title('Ptychograph', fontsize=20)\n", "ax.tick_params(axis='both', which='major', labelsize=15)\n", "plt.tight_layout()\n", "plt.show()\n", "# plt.savefig('figures/ptycho.pdf')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x360 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(10, 5))\n", "axes[0].plot(I_n[1, 0] / W[0] )\n", "axes[1].plot(I_n[-1, 0] / W[0])\n", "ax.tick_params(axis='both', which='major', labelsize=15)\n", "plt.tight_layout()\n", "plt.show()\n", "# plt.savefig('figures/ptycho.pdf')" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1, 3136)\n" ] } ], "source": [ "#---------------------------\n", "# Intialise\n", "#---------------------------\n", "df = 1.5e-4\n", "u0 = np.indices(W.shape, dtype=np.float64)\n", "di, dj = pixel_translations(basis, dij, df, z)\n", "l_scale = 5.5\n", "sw_max = 300\n", "\n", "I0, n0, m0 = dev.make_reference(I_n, W, u0, di, dj, ls=l_scale, wfs=0)\n", "I0_avg = dev.make_reference(I_n, W, u0, di, dj, ls=30, wfs=0)[0]\n", "u = dev.upm_search(I_n, W, I0, u0, di - n0, dj - m0, 1, sw_max, l_scale)\n", "# u = dev.upm_newton_1d(I_n, W, I0, u0, di, dj, sw_max, l_scale)\n", "u = u0 + gaussian_filter(u - u0, (0, 0, l_scale))\n", "print(I0.shape)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "axes[0].plot(1e6 * np.arange(I0.size) * x_ps * df / z, I0[0])\n", "axes[0].set_title('Reference before', fontsize=20)\n", "axes[1].plot((u - u0)[1, 0])\n", "plt.show()\n", "# plt.savefig('figures/reference_1595.pdf')" ] }, { "cell_type": "code", "execution_count": 357, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "calculating errors: 100%|██████████| 91/91 [00:00<00:00, 4158.30it/s]\n", "building object map: 100%|██████████| 91/91 [00:00<00:00, 3230.02it/s]\n", "updating pixel map: 3.68e-01: 100%|██████████| 9/9 [00:00<00:00, 13.17it/s]\n", "updating object map and translations: 3.89e+01: 2%|▏ | 2/100 [00:00<00:07, 13.21it/s]\n", "calculating errors: 100%|██████████| 91/91 [00:00<00:00, 3911.47it/s]\n", "building object map: 100%|██████████| 91/91 [00:00<00:00, 2996.87it/s]\n", "updating pixel map: 3.30e-01: 100%|██████████| 9/9 [00:00<00:00, 26.36it/s]\n", "updating object map and translations: 3.78e+01: 0%| | 0/100 [00:00<?, ?it/s]\n", "calculating errors: 100%|██████████| 91/91 [00:00<00:00, 4104.06it/s]\n", "building object map: 100%|██████████| 91/91 [00:00<00:00, 3102.62it/s]\n", "updating pixel map: 3.12e-01: 100%|██████████| 9/9 [00:00<00:00, 18.16it/s]\n", "updating object map and translations: 3.74e+01: 0%| | 0/100 [00:00<?, ?it/s]\n", "calculating errors: 100%|██████████| 91/91 [00:00<00:00, 3452.73it/s]\n", "building object map: 100%|██████████| 91/91 [00:00<00:00, 2833.84it/s]\n", "updating pixel map: 3.07e-01: 100%|██████████| 9/9 [00:00<00:00, 11.79it/s]\n", "updating object map and translations: 3.72e+01: 0%| | 0/100 [00:00<?, ?it/s]\n", "calculating errors: 100%|██████████| 91/91 [00:00<00:00, 3934.78it/s]\n", "building object map: 100%|██████████| 91/91 [00:00<00:00, 3058.84it/s]\n", "updating pixel map: 3.05e-01: 100%|██████████| 9/9 [00:00<00:00, 12.36it/s]\n", "updating object map and translations: 3.71e+01: 0%| | 0/100 [00:00<?, ?it/s]\n" ] } ], "source": [ "st_res = st_update(I_n.astype(np.float32), W, dij, basis, x_ps, y_ps, z, df, u_max=300)\n", "ph_res = phase_fit(st_res['u'], x_ps, z, df, wl, u_var)" ] }, { "cell_type": "code", "execution_count": 358, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "axes[0].plot(st_res['I0'][0])\n", "axes[0].set_title('Reference image', fontsize=20)\n", "axes[1].plot(ph_res['pix'], ph_res['u_pix'])\n", "axes[1].plot(ph_res['pix'], ab_model(ph_res['pix'], ph_res['fit'].x), color='red')\n", "axes[1].set_title('Pixel map', fontsize=20)\n", "plt.tight_layout()\n", "plt.show()\n", "# plt.savefig('figures/st_results_andrew_1727.pdf')" ] }, { "cell_type": "code", "execution_count": 359, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "axes[0].plot(ph_res['theta'], ph_res['angles'])\n", "axes[0].plot(ph_res['theta'], ab_model(ph_res['theta'], ph_res['ang_fit']),\n", " label='2nd order coeff = {:.3f} rad/rad^2'.format(ph_res['ang_fit'][2]))\n", "axes[0].set_title('Deflection angles', fontsize=20)\n", "axes[1].plot(ph_res['theta'], ph_res['phase'])\n", "axes[1].plot(ph_res['theta'], ph_model(ph_res['theta'], ph_res['ph_fit']),\n", " label='3rd order coeff = {:.3f} rad/mrad^3'.format(ph_res['ph_fit'][3] * 1e-9))\n", "axes[1].set_title('Phase', fontsize=20)\n", "for ax in axes:\n", " ax.tick_params(axis='both', which='major', labelsize=12)\n", " ax.legend(fontsize=12)\n", "plt.tight_layout()\n", "plt.show()\n", "# plt.savefig('figures/st_fits_andrew_1727.pdf')" ] }, { "cell_type": "code", "execution_count": 410, "metadata": {}, "outputs": [], "source": [ "def str_update(I_n, W, dij, basis, x_ps, y_ps, z, df, u_max=100, n_iter=5, l_scale=2.5):\n", " \"\"\"\n", " Robust version of Andrew's speckle tracking update algorithm\n", " \n", " I_n - measured data\n", " W - whitefield\n", " basis - detector plane basis vectors\n", " x_ps, y_ps - x and y pixel sizes\n", " z - distance between the sample and the detector\n", " df - defocus distance\n", " u_max - pixel mapping search window size\n", " n_iter - number of iterations\n", " \"\"\"\n", " I_n = I_n.astype(np.float64)\n", " W = W.astype(np.float64)\n", " u0 = np.indices(W.shape, dtype=np.float64)\n", " di, dj = pixel_translations(basis, dij, df, z)\n", " I0, di, dj = dev.make_reference(I_n, W, u0, di, dj, l_scale)\n", "\n", " es = []\n", " for i in range(n_iter):\n", "\n", " # calculate errors\n", " es.append(total_mse(I_n, W, I0, u0, di, dj))\n", "\n", " # update pixel map\n", "# u = dev.upm_search(I_n, W, I0, u0, di, dj, 1, u_max, l_scale)\n", " u = dev.upm_newton_1d(I_n, W, I0, u0, di, dj, u_max, l_scale)\n", " u_max = int(np.max(np.abs(u - u0)))\n", " u0 = u0 + gaussian_filter(u - u0, (0, 0, l_scale))\n", "\n", " # make reference image\n", " I0, di, dj = dev.make_reference(I_n, W, u0, di, dj, l_scale)\n", " I0 = gaussian_filter(I0, (0, l_scale))\n", " return {'u':u0, 'I0':I0, 'errors':es}" ] }, { "cell_type": "code", "execution_count": 423, "metadata": {}, "outputs": [], "source": [ "str_res = str_update(I_n, W, dij, basis, x_ps, y_ps, z, df, u_max=300, l_scale=10., n_iter=5)\n", "phr_res = phase_fit(str_res['u'], x_ps, z, df, wl, u_var)" ] }, { "cell_type": "code", "execution_count": 429, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "axes[0].plot(str_res['I0'][0])\n", "axes[0].set_title('Reference image', fontsize=20)\n", "axes[1].plot(phr_res['pix'], phr_res['u_pix'])\n", "axes[1].plot(phr_res['pix'], ab_model(phr_res['pix'], phr_res['fit'].x), color='red')\n", "axes[1].set_title('Pixel map', fontsize=20)\n", "plt.tight_layout()\n", "# plt.show()\n", "plt.savefig('figures/st_results_robust_1896.pdf')" ] }, { "cell_type": "code", "execution_count": 430, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "axes[0].plot(phr_res['theta'], phr_res['angles'])\n", "axes[0].plot(phr_res['theta'], ab_model(phr_res['theta'], phr_res['ang_fit']),\n", " label='2nd order coeff = {:.3f} rad/rad^2'.format(phr_res['ang_fit'][2]))\n", "axes[0].set_title('Deflection angles', fontsize=20)\n", "axes[1].plot(2 * phr_res['theta'], phr_res['phase'])\n", "axes[1].plot(2 * phr_res['theta'], ph_model(phr_res['theta'], phr_res['ph_fit']),\n", " label='3rd order coeff = {:.5f} rad/mrad^3'.format(phr_res['ph_fit'][3] * 1e-9))\n", "axes[1].set_title('Phase', fontsize=20)\n", "for ax in axes:\n", " ax.tick_params(axis='both', which='major', labelsize=12)\n", " ax.legend(fontsize=12)\n", "plt.tight_layout()\n", "# plt.show()\n", "plt.savefig('figures/st_fits_robust_1896.pdf')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "df_arr = np.linspace(1e-5, 2e-4, 20)\n", "dI0_arr = []\n", "for df in df_arr:\n", " u, dij_pix, res = st.generate_pixel_map(W.shape, dij, basis, x_ps, y_ps, z, df, verbose=False)\n", " di = np.ascontiguousarray(dij_pix[:, 0])\n", " dj = np.ascontiguousarray(dij_pix[:, 1])\n", " I0_gk, di, dj = make_reference(I_n.astype(np.float), W.astype(np.float), u, di, dj, 100)\n", " dI0_arr.append(np.mean(np.gradient(I0_gk[0])**2))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "df_arr[np.argmax(dI0_arr)]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "ax.plot(df_arr * 1e6, dI0_arr)\n", "ax.set_ylabel(r'$E\\left[\\left(\\frac{\\partial I_0}{\\partial x}\\right)^2\\right]$', fontsize=20)\n", "ax.set_xlabel(r'$z_1$, um', fontsize=20)\n", "ax.tick_params(labelsize=10)\n", "plt.tight_layout()\n", "plt.show()\n", "# plt.savefig('figures/defoc_scan_1723.pdf')" ] }, { "cell_type": "code", "execution_count": 352, "metadata": {}, "outputs": [ { "ename": "AttributeError", "evalue": "'STData' object has no attribute 'st_process'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m<ipython-input-352-dcc42e69dc1d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 6\u001b[0m defocus=1.6e-4, roi=roi_dict[scan_num])\n\u001b[1;32m 7\u001b[0m \u001b[0mst_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mst_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmake_whitefield\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mst_proc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mst_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mst_process\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 9\u001b[0m \u001b[0mst_res\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrors\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mst_proc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miter_update\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m120\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ml_scale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2.5\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mverbose\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0mres_dict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mscan_num\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mst_res\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mAttributeError\u001b[0m: 'STData' object has no attribute 'st_process'" ] } ], "source": [ "loader = st_sim.loader()\n", "res_dict = {}\n", "ph_dict = {}\n", "for scan_num in np.arange(1738, 1742):\n", " st_data = loader.load(os.path.join('results/exp', filename.format(scan_num)),\n", " defocus=1.6e-4, roi=roi_dict[scan_num])\n", " st_data = st_data.make_whitefield()\n", " st_proc = st_data.st_process()\n", " st_res, errors = st_proc.iter_update(120, l_scale=2.5, verbose=False)\n", " res_dict[scan_num] = st_res\n", " ph_dict[scan_num] = phase_fit(st_res.pix_map, (0, st_res.data.shape[-1]), st_data.x_pixel_size,\n", " st_data.distance, st_data.defocus, st_data.wavelength, u_var)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "for scan_num, st_res in res_dict.items():\n", " ax.plot((st_res.pix_map - np.indices(st_res.whitefield.shape))[1, 0],\n", " label='Scan {:d}, {:d} frames'.format(scan_num, st_res.data.shape[0]))\n", "ax.legend(fontsize=12)\n", "ax.set_title('Pixel map', fontsize=20)\n", "plt.tight_layout()\n", "# plt.show()\n", "plt.savefig('figures/pix_map_1738_41.pdf')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "for color, scan_num in zip(mcolors.TABLEAU_COLORS, ph_dict):\n", " ph_res = ph_dict[scan_num]; st_res = res_dict[scan_num]\n", "\n", " axes[0].plot(ph_res['theta'], ph_res['angles'], color=color, linestyle='dashed', alpha=0.7)\n", " axes[0].plot(ph_res['theta'], ab_model(ph_res['theta'], ph_res['ang_fit']), color=color,\n", " label='{:d} frames, c2 = {:.3f} rad/rad^2'.format(st_res.data.shape[0],\n", " ph_res['ang_fit'][2]))\n", " axes[0].set_title('Deflection angles', fontsize=20)\n", " axes[1].plot(ph_res['theta'], ph_res['phase'], color=color, linestyle='dashed', alpha=0.7)\n", " axes[1].plot(ph_res['theta'], ph_model(ph_res['theta'], ph_res['ph_fit']), color=color,\n", " label='{:d} frames, c3 = {:.3f} rad/mrad^3'.format(st_res.data.shape[0],\n", " ph_res['ph_fit'][3] * 1e-9))\n", " axes[1].set_title('Phase', fontsize=20)\n", "\n", "for ax in axes:\n", " ax.tick_params(axis='both', which='major', labelsize=12)\n", " ax.legend(fontsize=12)\n", "plt.tight_layout()\n", "# plt.show()\n", "plt.savefig('figures/st_fits_1738_41.pdf')" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "44\n" ] } ], "source": [ "i = 0\n", "sw = np.arange(-400, 400)\n", "print(int(dj[0] - dj[1]))\n", "mu = min(int(dj[0] - dj[1]), 40)\n", "\n", "fs = sw[:, None] + (u[1, 0, i] - dj)[None, :]\n", "\n", "mse = np.sum((I_n[:, 0, i] - I0[0, fs.astype(int)] * W[0, i])**2, axis=-1)\n", "dmse = np.gradient(mse)" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x432 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "ax.plot(I_n[:, 0, i])\n", "ax.plot(I0[0, fs.astype(int)[0]] * W[0, i])\n", "ax.plot(I0[0, fs.astype(int)[int(dj[0] - dj[1])]] * W[0, i])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "image/png": 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EREQB7Q4I98HrL3gxgAsB/BzAZ0Tkb/zrhwHMqKpTcbtxAGkRSQSOm6hy/+P+dUcQkUtEZKuIbB0dHa3z0yAiIiKiqEQkJiKXicjjIpITkd0i8vGKY0INrCMiIiKi2rW1B6Gqfh/A9wMX3SQiSQD/KCLXmMOq3FSqXLfQcdUuh6peB+A6ADjzzDOrHkNERERETfXvAF4K4P3wdoNsBHBKxTFLDqwjIiIiovp0ypCSoK8DeD2ATfAqAPtFxK6oIhwCMKeqBf/f4/5llQZRvbKQiIiIiNpIRH4bwO8BOFVVH1rgmLAD64iIiIioDu3eYrwYhfcusQ1gS8V1lT0HH0FFr0ER2Qigt+I4IiIiIuoMbwFwy0LhoC/swDoiIiIiqkMnBoSvAzAG4CkAdwCYAnCRuVJE0vD6Fd4UuM1NAF4uIv2By94AIAPgJ81ecBi/3juJa25+HNlCZTtFIiIioq70XACPici1IjIlInMi8j8icnTgmLAD6zpOrujgO/fthSo72RAREVHna2tAKCLfEJF3isj5InKBiFwPL9i7QlVdVc0CuBrA5SLyFyLyUgBf89f9ycBdfQZADsD/iMjLROQSAO8D8DFVnWrpJ7WAX++dwsdvfgyj07l2L4WIiIioE6wH8CYAp8HbavxmAGcA+KaImH7TYQfWlXTKILrP3/4k3v7f9+CG+/e1bQ1EREREYbW7B+Gj8LaXbIQ3UOQhAH+kqtcHjrkaXiD4LgCrAGwFcJ6qHjAHqOq4Hx5eC2/LyQSAj8MLCTvCmr4kAGB0JoeNI+k2r4aIiIio7cT/82pVPQQAIrIP3u6PcwH8yD8u7MA674IOGUSn/tLu3zWBV5169BJHExEREbVXu6cYXw7g8iWOUQBX+n8WO+4heE8mO9JqPyAcYwUhEREREeBVAW434aDvdgB5eJOMf4TwA+s6ztGDPQCAHWOzbV4JERER0dI6sQfhirS639sBMzaTb/NKiIiIiDrCwwtcLgBc/+9hB9Z1LAaEREREtBwwIGyRVb1+BeEMKwiJiIiIANwI4Fkisjpw2YsAxAHc5/877MC6juP6w0l2jc+1eSVERERES2t3D8KukYhZGErHOaSEiIiIyHMdgLcDuEFEPgSgH8CHAdysqrcDgKpmReRqAO8RkXF4VYPvwJED6zqO43oBYdHlFGMiIiLqfAwIW2h1X5IVhEREREQAVHVKRM4F8AkAX4bXe/DbAP6m4tAlB9Z1IlNBqMwHiYiIaBlgQNhCq/sSDAiJiIiIfKr6BIBXLHFMqIF1nYaFg0RERLScsAdhC430JjA+t/CwPVXFFTc8hN/88C04OJ1t4cqIiIiIqJEcJoRERES0jDAgbKHhdALjswtPMX5wzxQ+/7Md2D2ewadueaKFKyMiIiKiRnK5t5iIiIiWEQaELeRVEObhLvCO8q2PHgQAnLVpBD98qKPb6hARERHRIhZ6vkdERETUiRgQttBQOgFXgelsser1d2w7hGdsGMArnrkeeyez2D0+1+IVEhEREVEjOMwHiYiIaBlhQNhCI71xAMDhuerbjJ8YncEpRw3gOZtHAABbnxxv2dqIiIiIqHFYQUhERETLCQPCFhpOJwAA41UCwulsAaPTOWxa3YuT1vUjZgkeOzDd6iUSERERUQOwByEREREtJwwIW6gUEFYZVPLUIW878fGrexG3LRy7Ko3to7MtXR8RERERNYYTCAhZTUhERESdjgFhC430egHh4SoB4fYxLwzctLoXAHDCmj5sG51p3eKIiIiIqGGCoWCRASERERF1OAaELTSU9noQTswVjrjuSRMQrioHhE8dmkPRcVu3QCIiIiJqiOBTOGcZBISOq5jOHvkclYiIiLoDA8IW6kvGELel6pCSHWOzOHowhVTcBgAcv6YXecfF7vFMq5dJRERERHUK9iAsup3/hu97vv0gnvm+HyyLMJOIiIgajwFhC4kIhtOJqj0Id4zNYvOa3tK/T1jTBwDcZkxERES0DAUDwuUQun1t6y4AQLbgtHklRERE1A4MCFtsOJ2oOsV4x9hsaXsxAJzgh4UcVEJERES0/ARDwYLT+QGhJQKAASEREVG3YkDYYsO9cYzPzu/vMj6bx2SmgM2rywHhUDqBVb0JVhASERERLUPBosHlUEFoAsIMA0IiIqKuxICwxapVEJoJxsGAEPC2GT9xkAEhERER0XKz3HoQ2papIOz8tRIREVHjMSBsseHeIwPCJxcKCNf2sYKQiIiIaBkKVg0uhwpCv4CQW4yJiIi6FAPCFhtJJzA+V4AG3lXeMTYL2xJsHEnPO/aENb0Ynyvg0Eyu1cskIiIiojrMryDs/ICwXEHIgJCIiKgbMSBssaF0HI6rmMoWS5ftODSLjcM9iNvzvx1b1nqTjLnNmIiIiGh5cZdZBaEt3GJMRETUzRgQtthIbwKAN5jE2DuRwTHD6SOONQHhNk4yJiIiIlpWnGAF4TKYYiwcUkJERNTVGBC22HDaDwgDfQgn5woYSsePOPbowR70xO0FKwh/seMwPvS9hzE6zS3IRERERJ1kuU0xNhtZuMWYiIioO8XavYBuM9x7ZEA4kSlgsOfIgNCyBCes7cUTCwwqufRLv8LB6RzW9ifx1rOPb86CiYiIiCiy4BbjwjKYYmyxgpCIiKirsYKwxUb8CsLDswUAgKpiMlO9ghAATljTh21VKggn5vI46FcOPrBnskmrJSIiIqJaLLcpxiYgzDEgJCIi6koMCFtsqNcLAif8CsKZXBGOqxjqSVQ9/sS1fdgzkcF0tjDv8gf3TAEAehM2HtjNgJCIiIiokwQzweXQg9DyXxWwgpCIiKg7MSBssf5kDDFLcNgfUjKZ8YK/aluMAeBZxwwBAO7bNT8ENFWDb3jOsdg+NotMnk/miIiIiDqFq8uzgpBTjImIiLoTA8IWExEMpROlHoQTc35AuMAW49OOHYIIcPdT4/Muf3DPJI4Z7sEpRw8AAA5MZZu4aiIiIiKKIhgKFpdBD0KzXlYQEhERdScGhG0w0hvHuN+D0FQQDi1QQTiQiuNp6/qx9anD8y5/YM8knnXMINYPpAAA+xkQEhEREXUMZ5lVEOaLXojJKcZERETdiQFhGwynE0duMV6gghAAzjhuGPfunCg9uZyYy2Pn4Tk8Y8Mg1g8mAQD7JxkQEhEREXUK1WAF4TIICB0TEHZ+tSMRERE1HgPCNlg/mCpV/Jmtxgv1IAS8gHA6V8TjB6cBlAeUPHPDINYP9gBgBSERERFRJ3Fchd/Wr6UVhN+5by82XfbdyJWArCAkIiLqbgwI22D9YAr7J7NwXcXeiQxsS7CmL7ng8c/ZNAIA+Pl2b5uxGVDyjKMH0ZeMoS8ZYwUhERERUQdxXCBhe0+1C07rqvI+9oNHAQB7JjKRbseAkIiIqLsxIGyDowd7kHdcHJ7LY+fhDDYM9SBmL/yt2DiSxnGr0rjtsVEA5QElw70JAMC6gSSHlBARERF1EFVFIuY9v2tlBWEyZgMoB35huK6WtkEvh+3QRERE1HgMCNtg/aA3WGTfRBY7D83iuFXpJW/z4pPW4I5th5AtOLj7qXGcunGodN1Rgz3YxwpCIiIioo7hqJYqCFsZuplQMhchIMwHKhxdBoRERERdiQFhGxzt9w3cO5nBU4fncOzI0gHheaesQ6bg4LrbtmP/VBZnb1ldum7dQIoVhEREREQdxHEVybZUEHrnjFJBGAwTg9OXiYiIqHswIGyDo4e8CsJf75nExFwhVED4/ONXYXVfEh/74WMAgLNPWlO6bv1gEgency198klERETUSCKyQURmRERFpC9wuYjI5SKyS0QyInKbiJzWzrWGoVqu5mtHBWGUgDB4LJ9PEhERdScGhG2wqi+JowZT+Pc7ngTgTSNeSsy2cNn5JwMA3nDmRmwY6ildt34gBcdVHJrJNWW9RERERC3wEQAzVS6/DMB7AHwYwIX+MTeLyPoWri0yx1XE/S3GTguHlJQqCJ3ww0bmbTFmBSEREVFXYkDYJqcfO4TpbBFxW3D6scOhbvO7ZxyDW/72xfjQa5857/L1/pZl9iEkIiKi5UhEzgbw2wA+WnF5Cl5AeJWqXquqNwO4CIACuLTlC43ACQwpaUcFYbZQWwVh0al9rZNzBfzB/7sLeyNOUCYiIqL2Y0DYJmceNwIAOG3jEHoSdujbHb+mD7Yl8y5bP+BtWd7PPoRERES0zIiIDeCTAK4AMFZx9QsADAD4qrlAVWcB3ADg/FatsRbtnmKcLYSvICw2qILwxgf24mdPHMInb3m85vsgIiKi9mBA2CZvfO6x+OJbzsJ1F59Z932tG0wCAAeVEBER0XL0NgApAJ+qct3JABwAlYnTw/51HSu4xbgdFYSZCAFhcDBJPWHmcDoBADg8m6/5PqizPLJ/Cud97CeYzBTavRQiImoyBoRtkorbePFJazDcm6j7vlb3JhGzBPu5xZiIiIiWERFZBeADAN6hqtUSiGEAM6pamXaNA0iLSP1PpJrE0XI/wHq27UZVCgjzEQLCQChYz1LNLpfxOYZJK8U1Nz+Oxw/O4KePj7Z7KURE1GQMCFcAyxKsG0gxICQiIqLl5koAP1fV7y1yTLXISha6TkQuEZGtIrJ1dLR9oYbrKmKWIG4L5grFlp03YZsehOEDQtcN/r32hNCckxWEK4cJnAstHLRDRETtwYBwhVg3kGQPQiIiIlo2ROTpAN4C4P0iMiQiQwDS/tWDItIDr1Kw3+9TGDQEYK5a1aGqXqeqZ6rqmWvWrGnmp7AoVxWWCI5b1Yvto7MtO6+p4qtli7FtSV1bjHP+YJRxBoQrhtkmXyhyujUR0UoXa/cCqDHWD6bwyP7pdi+DiIiIKKwTAcQB3Fnlut0A/g3AlwDYALYAeDRw/ckAHmn2AuvhuArLEpy0rg8P7Z1q2XnNkJFMPnzFlwkF47bUNaQkW/RCyfE5BoQrhQkI86wgbIl9kxnkCi42re5t91KIqAuxgnCFMFuMtY4ndUREREQtdDuAl1T8+bB/3SsAfATAHQCmAFxkbiQiaQAXAriplYuNylWFLYIta/vx1OG5SFt+62GeCkapIDShYMK26hqoYioIWziThZosyS3GLfX8q27BOR+9td3LIKIuxQrCFWLTql7M5R3sn8riqMGedi+HiIiIaFGqOgbg1uBlIrLJ/+tPVXXGv+xqAO8RkXF4VYPvgPcm9ydbtdZauOpt2T1hTS9UgZ2H53DSuv6mn9dUA0YJJM0QlUTMbkgPQgBQVYjIIkfTchC3ve9hvsiAkIhopVsxFYQicoqI/EhE5kRkr4hcUaVfzYr1zGMGAQD37Zps80qIiIiIGupqeMNM3gXgRgADAM5T1QNtXdUSXFchAvQmvPfjW1VBaKoBIw0pKVUQSqkfYS3MFmMAdVUiUuco9SBkBWFL5Yqt+X1BRBS0IgJCERkGcDO8SXavBnAFgL8F8P52rquVTjlqADFLcN/uCQDAjrFZ7JvMtHlVREREROGp6hdUVUz1oH+ZquqVqnqMqvao6tmqek871xmGowrbEsRbvEXThH1z+QhDSkwPwphV15CSbKH8OeZaVHF24/178f9+ur0l5+pG5R6EDHybLVi9e3Aq18aVEFG3WilbjN8GoAfAa1V1CsAPRWQAwPtE5J/8y1a0VNzG6ccO4XO3bcdd2w/hnp0TiNuCL1/yfJxx3HC7l0dERETUVUwPwoQfsLQqMHP90xTdCENK1AwpsVAoFms+d7BqMV90gWTNdxXapV/ysuK3nn1880/WhRLsQdgyweE+B6ez2DiSXuRoIqLGWxEVhADOB/D9iiDwy/BCwxe3Z0mt938veDpitmBsJoe/ftmJGEjF8YkfPd7uZRERERF1HdcFRASJWGt7uJmwL0oloOuWA8K6thjPqyDkFsmVoNYehHc/dRjn/vOtmMnVHjh3m9GZctXgAVYQElEbrJQKwpMB3BK8QFV3isicf90NbVlViz3zmEE8+L6XI+a/Uz02k8O37tkLx/W2uBARERFRa3jPv4CE7bXELrRoi6bZYhxlp7AJExO2oJ5CsWAPwlyBFWcrgcB7DRG1gvCff/AYto/OYuuTh3HO09Y2Y2krzuh0ORTcP5lt40qIqFutlArCYQATVS4f952a5IwAACAASURBVK87gohcIiJbRWTr6OhoUxfXSjHbAnZvBfbcjedsGsFMroiH9634HdZEREREHcX1exCaLZqtqiA01YBRphGXhpTELDgRtiZXCoaCeW5JXRFMRWnUgHDdQAoAcHCalXBhHZopbzFm5SURtcNKCQgBb0BJJVngcqjqdap6pqqeuWbNmuaurJWcIvD1twDffBtOW+/9x/zQXgaERERERK3kqkJESls0WzekxPsYZauwWVrcrm9ISa7FFYRax3ZoCseEx1F7aK7t9xpQHmAlXGjBwUKtmnpORBS0UgLCcQBDVS4fRPXKwpXLjgEXfAwYewzHPPgpWALsGp9r96qIiIiIuorj+kNKWlxB6NSwxdgMNInbVqTbBY3N5HDX9kOlf7eiB+FshEnNVBtTiRp1i7zltzfaO5lp+JpWqmAo2KqhRkREQSslIHwEXq/BEhHZCKDXv667bHkZcOobYd9xDV7Uvx+7DjMgJCIiImol0wPaBIS5FlUQmqq62rcY15YQ/sl/bEXBUcSs1g1lmcwUmn6ObmceDoWI308Tdu3k65DQMv7XrD8ZYwUhEbXFSgkIbwLwchHpD1z2BgAZAD9pz5La7OVXAj0j+KD7Lzg4Ntbu1RARERF1FVVABEj4w+OiBiy1MgGfW8MW40QdU4z3jHuVYkW3ti2ptZiYyy99ENXFPJ6i9pQ03/+ZHIOusHIFByJAfyrGCkIiaouVEhB+BkAOwP+IyMtE5BIA7wPwMVXtzgZ86RHgdZ/D0cXdeOuhj3jPUomIiIioJRyt2GLc6h6EUSoI/WPjtkSqPAw6+aiBef9uRcDBCsLmK/cgjBb0mQq4IofVhJYtukjFbKTiNisIiagtVkRAqKrjAF4KwAZwA4D3A/g4gPe2c11td/w5+Nnmt+Nc/TmKt/1zu1dDRERE1DVKW4ztNk0xjlJBqCYgrL2C0Gwtfvu5WwC0pgfhVCAg5MCS5jCPo2zEoTNmSE0xYu/CbpbJO0jFLSTjNisIiagtVkRACACq+pCqnquqPap6lKq+R1W7/q2Xfb/xx/i28wLYt14JbPtxu5dDRERE1BVUvUENtiUQaeUU4+hDSky1YSJmQTVa/0JjNlfEczeP4KIzNwJoTQVhMbDOeqYv08LMwzZqRZs5vlWP+5UgW3DQE7eRjFmsICSitlgxASFVt26oB5cV3ors4BbgG38MzB1u95KIiIiIVjxHFZYAIl4VYeumGHsfaxlSEverHWupIpzNF9GXjCEZb13FZPBTLDIgbApTmRk16Mv6FaQFlwFhWJmCg1TcRipusYKQiNqCAeEKt34ghQxS+MUZHwEyE8DN72v3koiIiIhWNFX1txh7T7UTttWyHoSlKcaRhpSUKwiD/45iLucgnYwhadsAWlNBGNxWzICwOcxjIepjIsstxpFlCy5ScRvJmI0cKwiJqA0YEK5w6waSAIDHcSzwvD8DfvVFYM+v2rwqIiIiopXLZCmmL18i1sIKQhPo1BAQxm1vvVHCRWM2X0Rvwi5VELaiB2FwnQ6DqKYwj+Wo+Su3GEeXLXg9CFNxK3LPRyKiRmBAuMIN9sSRjFk4MJUFzrkMSA0Bt3203csiIiIiWrGK/rZKO2JA6LiKi//t57jtsdGaz13qQRghXyhVEPrVf7VUEM7mHPQmYy0dyhL8HIvcytoU5vEUvYLQBIQMbsPKFhz0JPwKwhYE7ERElRgQrnAigvWDKeyfygHJfq+K8NHvAgceavfSiIiIiFYkE6aYCsK4bYWqpJqYy+Onj4/hT6+/u+Zzm5yspinGMZl3H2GpaqmC0LIEcVtassXY5Rbjpqt3izErCMPLFBykYjYrCImobRgQdoF1AymvghAAzroESPQBP7sGAPD523fgdz71Mxw01xMRERFRXUxYNa+CMERQMpf3qoaydVQP1VLx5ZYqCL2XBlGr8bIFF6pAOhkDACRjdksqCIMZKAPC5nBr6GkJlLeYswdheFl/SAkrCImoXRgQdoH1wYAwPQKc/ofAg9/AfY88iitufAj37prAVTc90t5FEhEREa0Qph9eqQdhyCnG09kigPnBV+RzlwKdCLfxl1YaUhJxATM5b929fkCYiFnsQbhC1LrFOGcqCF133jAZWpgZUsIKQiJqFwaEXWDdQBL7J7Pl/5yf8yeAW8C93/wXHDuSxktPXotbHjlYU78ZIiIiIpqvVEHoV+TFYxbyIQIsE7TVw1QD1rLFOOZPXY66xXgu7weECa+HYcK2SgFRMwWfuhbYg7ApylvWo93OVMGq1tbTshuZISWmgpDBKhG1GgPCLrBuIIVc0cVkpuBdsHoLsOU8nJ+9Cb/1tBG85tkbMJkp4N5dE+1dKBEREdEKUNmDMGlbyIeoqJttRECo89cQ6jauwhLAzzMjVxDO5rzPLZ3wKgjjMWnJlt95FYRdEEJNzOXx6P7plp7TqWGLseMqCo4i7QfG3P4dTrbgoMevIHS18QNeVJWhIxEtigFhF1g/mAIA7A/0Gcyf8VaslXE8J3s7nrt5FQDgnp3jbVkfERER0UpSmmIs5R6EYV7sTwcCwlpfyDs1VhDalsASM6Qk4kAKP/xMxf2KSSvcUJZ6Bb9G3TAM42+/eh9e/i+3ld/0b4FathibCcZmy3mY/pvdTlW9ISV+D0IADd+m/9nbtmPzu763LPsb/ujhA3jJR2/FwWn2zSdqJgaEXWD9gB8QTpZ/oY6uPxvb3fV49r6vYE1/EhuGelhBSERERNQATsWQkrgtoXoQzmTLAWGtIVBpqETECkLbktJ6o1bjmUEUcbOlOuTU5noFl9kNFYRjMzkAwI33723ZOUtb1iN8fc1jvc8PCDmoZGkFR+Eq0JOwS0F7o/sQXu33nG9lwNwIqoo//uJW7BibxcP7WltBS9RtGBB2gWOG0wCAXYfnSpcdni3iP5zfwpqJ+4A9v8KpGwdx/+7Jdi2RiIiIaMUobTG2A1OMwwSEufIL97oDwgiZTNFV2BIICCNWL5qKSbOlOmZLS0KhYJVkN2xjPWldPwDgnp2te1PffBujPCZMP8ieuL/FmBWES8r4VZfJmFWqIDSVmI0WfCNiOTg8my/9/cAUKwiJmokBYRdYN5BEOmFj+9hs6bJDszl83XkRnFgv8Ivr8KxjhrDz8Ny8X8BEREREFN2RFYThKuqCL9xr7T/m1hDoOK7CakAFoQlE47aFQkt6EB65hpXMPIams529xdg8dnv8HoTcYry0nB8G9iTs0jTxRlbhBt+gmF5mAeGu8Uzp7wcmGRASNRMDwi4gIti8uhfbR8sB4eHZPGaQxsxvXAQ8+A2cscr7j+K+3dxmTERERFSPYsWQEi8wW/rFfrAHYbHGqby1bAl1/R6Epmdi1ICwHIiaLcaCQoiKyXrpvArClR9CmeCtlQFPLVOxTcVgaUhJF4S39TIVhKmYXdqq38ghJcHKu0ZMS2+l4C64A+xBiE/86HGcf81PsXt8bumDm2zvRAY7AkVItPwxIOwSm1f3zvvhNZWC1ll/Cjh5POvgNyEC3Mc+hERERER1qR6YLf1iP1hBWGuo4tY4ddYWgVVrBWGVQLQVgd28LcZdEELliqaCsIUBYU0VhPO3GHfDAJl6mX6DqbiNuF+J28iv21y+vF15+VUQekHYxpEe7J/MtXk17fexHz6Gh/dNtXyieTUvuPoWvOSjt7b8vPmiiwd2Tzat9+yd2w5h56H2B7DtwICwS5y4th+7xucwOedtSRidziFmCfqO+Q3ghHORvOcLOHlNin0IiYiIiOpUGZjFQgZmwcqeWrdlOoEehGEnIbvqbzE2U4yj9iD012q2GMdsC/mW9CAs/70bhpSYwKiVFWDmYRjl8WQq30wFYSMr4VaqTGmLsYW4v8W4kVuzM4F+hsuvgjCDkd4Ejl/dxynGAY0eYlOPsL8boprMFKo+Xn//c3fhwmtvx80PH2j4OVUVv/+5u/CKT/y04fe9HDAg7BIv2LIKqsDPto0BAO5+ahxPP3oAIgI8923A9D68ceA+3Ldromk/4ERERETdwPHDQNPTL2FboUKSYJVPzRWEgdeMYZ/SOZVDSmquIPReWiRsaclgim4bUtKOHoTB1wVhv8TFUg9Cf4pxF2z/rlc2sMU4YbYYN3Cb/ly+HLK08vHTCLsOz2HjcA9W9SVwaKa7++UHfx6bNcSmFmNN+r686trb8Yz3fv+IlhkP7pn0z9v4ilKz03K5BemNwoCwS5y+cQj9yRhuvH8v5vJF3Ld7As87YZV35ZbzgOHNePnMt3BoNofdgUawRERERBSNCUhM4BazJNR2weAggVoDtmBoFnZQieN6azVbjCNXEFZOMbbCDWWpV3CZ3TAp1zw+plq4RdSZFxCGe1zkK3oQcovx0ko9CBPN6UGYCbz5sNymGO8an8MxI2mkE/a8SsiVZDJTKIVei8kF/o/IFtv7tQiGlTsPN2c77lP+Nt8fP3qw4tzex7lc478GT3bp1mKDAWGXiNkW3vybm/G9B/bjvI/dhoKjOPdpa70rLQt4/l9g7cR9eKn1q9DbjLvhiRgRERFRVJVTjGO2FaoiMO+45b5tNVbEzQsIQ96Ht8UYgSEl0c5ZGYjGY+E+33oFq0q6qYIwX3SRa1E4EHwMhX08FY/oQbjyvzf1ys0bUuL3IGxg5eVy3WLsuIq9ExlsHE4jnYjNq4QM444nxrDpsu9iz0RnF8C87fq7ccEnb5/3JlE1waC33VuMg4+jXU0ICIMVksFhq6paelNqNuLjIYynDnnnWtOfbPh9LwcMCLvIpS/Zgrf+5mb0JWN49yt+A889flX5yjPeBF39NPxj/L/wwM7RRe8nk3fwimt+igs+eTu3IxMRERFVMFVXsdIWY0HBdZd83pQvuuhNmsmvNfYgrGGLcdFVxCyrFPBF3RJqgiNT+RS3JHT/tHd+/X689tM/i3Q+o9t6EAarh1pVBRZ8DIWtICyUthhzinFY5R6EgQrChm4xLoctraxArdf+qSwKjmLjSA964jayBTfShPZv3bsHAPCDX+9v1hIb4p5d4wCWrsQLBr3t3mIc3O7djAB2b+A+RwNbiXNFt/S7PxiYNoqpIFzVm2j4fS/mihsewtuuv7ul56wm1u4FUOskYhb+8YJTql9pxyEv/xA2/9frcMIjnwEu+PSC9/OTxw7ioX1TAIDd4xlsHEk3Y7lEREREy1KxSgWhqhdimUEe1eSLLtKJGIB8zdsytYYtxq6rsKS83qiFS4WKzzcesmJyNlfEV7buinaygGBg1Q3bWIOf43S2iFV9za9wqaWC0FS+cYtxeOUpxhYKTuO3GJswabAnvqwqCE1l2sbhdCkUzxQc9CbDxRhr+1MAgCcOzjRngQ0y1JPA/kIWO8ZmsWVt34LHBYPeXLsDwtlyaBe1sjOMYOg4Ol0+11Sgh2YzKggP+WFkq39vPbxvqiN+V7KCkMpOfBnuG/ltvGb6v5F98pcLHrYtUOL7yycPt2JlREREtMKIyEUi8h0R2SMiMyJyt4j8fsUxIiKXi8guEcmIyG0iclq71hyW48wf2mFCwaW2weYdt+7Jr7X0jHNchW0J/MKl0MFi6fZORQ9CO1zPxXt2TkQ6TyWtYTt1O2ULTl2VNnnHRZ8fjEy3qAos+BgKGxwXj5hi3P4XvY00Pptv+BZvE+D1xIM9CBtfQbimP4mZZTSkZKdfzXXcqnSpIjVKH8KJjFflFraFVrsMpeMAgCfHZhc9Llg1mG1ghWktgoNJZpvQC9BUEK7pT84bRhL83deMHoQmrJ9rQnXiYg5MZ7FuINXSc1bDgJDmyZ53FQ5iCMVvXAIUqj+B2XZwBusGkuhPxup+YkdERERd6x0AZgD8DYBXAfgxgC+JyF8GjrkMwHsAfBjAhf7xN4vI+havNZLKCkIzlXSpbbfeFuP6Jr8Gt9+F3YrnqMISgSWmgrDGKcZ2uYIwTLhR7xa54DJr7dnYSn/zlXvxwqtvqXn7eKGoGPG3vbVqEm0tQ2/M995MMV5JPQhVFad/4If48//8VUPvtzSkJF7uQRh2m36o+/fDjqGe+Lyt6p3uyUOziFmCDUM9pZ6WUbaVmom0ezu8B6H5Odu+REA4l++cLcZTmfLvoGZs9TUB5ClHDcyrIAwGhM2oIDRf19kWV9oenMph7UD7+x4yIKR5znzaZlwZuxR909uBWz5Y9ZgnRmdw0rp+HL+2D9vHOrtcm4iIiDrWhar6RlX9qqreoqp/B+C/4QWHEJEUvIDwKlW9VlVvBnARAAVwadtWHYJTEZiZyrqltt3mivVXELqKUsAQekhJqYIw2u2MUkDoV0zGbQm1/mAAUktfa0UgvFoGVWo3Pej1QZvM1BbuFRwX/SkvdMu16POtpc9joWJISa1hdyeaynihwY8eObjEkdGYqqVkzCq9odDICsJMwUEqbqEnYS+rgPCpQ3PYOJJGzLb89gvRKrtMn7xDTaj6bKTxOe93wsRcftHjOqkHoXkc9adiTQnqprIFJGIWNgz3VFQQln9/NqPKz3yN5/JOy+YtzOaKmMkVWUFInce2BKef8xpcX3wZ9M5PAU/decQxO8ZmsXl1L05Y3TtvohARERFRWKo6VuXiewCs9f/+AgADAL4auM0sgBsAnN/0BdbBBCLBqb7A0oNH8kUHvf6L4FoHO7iqpaAubM7nqBcQmgrCyFuMKwNR2woVCgVfsNcyhTh4k+U0xdhUNUWVL7p1Pz6iCoaCUYeU1Bt2d6Jd442f1gp4YU8qbkFEmjKkJJN3kE7EkIxZbQ+Wonjy0CyOW+X1uzePpyj97oI/awencosc2T6qWgoGlwpvO2mKsVnrSG+iKUHddLaIgVQMa/qSODSbL/3/aSoIm3Ve8zUuuhq6ive+XRPYdNl3sX20tuKpg36F5NoOmJzMgJCOcPHzj8P3j/pz7NY1yH39T4F8OQSczRUxnS3iqMEeHL+mF/sms01pSkpERERd6QUAHvL/fjIAB8DjFcc87F/XsUyoYvuBW9wKucXYcZFO1ld1FRyEEqUHoSUSGFISLdAxlU6lz9e2UHA01NTmyvuIIvj5dUVA6LiBycCtqiCM3uexWNpivPJ6EO5uakDofb3MGwqNDFbn8g564jaSseVTQaiqeHJsFptW9QJA6esTdYvxxpEeAN5E5E40kyuWvtdLhbeZgve6uxOCXnP+4XSiKdtxZ7JF9CVjGE7HoVoOBs2wmnUDqaacNxt44ypsj8Mv/XwnAOAHDx2o6ZwH/McmKwipIyVjNq75P7+JqxKXIjn9FHDHJ0vXmV+s6weT2Lzam7C0Y4leCURERERLEZGXAng1gE/5Fw0DmFHVymfo4wDSIpJY4H4uEZGtIrJ1dHS0eQtexJFTjMNtMQ5WiOVrfBGvilIFUtiA0PUrCEtboSOGbY4/BdkyFZMh7yf4Odby+aqWt2/fs3M88u3bZXyJbYTVqHrVLL1+gNyqnotuDUNvzNpKW4xXUEC467DXyy4Ra+zL6Iwf4AFoSg/CbMFBT8JGMmZ19FbboLGZPGbzDjZVVBCGHVLiuorxuTxOOWoAALB/sjMDwom58pbZJQPCfLlqr91DSkzQPJSORxocE9Z0toD+VBwDPd4AFzO92HxcP5BsagUhEL7HoRmGU+sbCKaCcA0rCKlTrepL4swXvwrfdc6Cc/s1wLTXM+WA/4t1XX8Kx6/x3s3hNmMiIiKqh4hsAvAlAN9W1S8ErqqWSMgi10FVr1PVM1X1zDVr1jRymaG5VYZ2AItXBTquwlUEKghrn2Ici9hLsOh4AaFItMrD0u1dRcwuv6wob6leuueiUUsY4rpa+tp+/9cHsOtwc6q7Gu3wbPQehI6rUAV64maLcWvCgeBpwha1mq2xJtDJr6AtxmYKteNq5ErbxWSLbrmC0GrGFOMi0gkbybiFXJu2pt7xxBj+4ev3hQ5RnjrkvcY8brX3mrO8xThcKJQrunAVOGGNV9Syb7IzB5UEe5IutW3Y7NwbSifaXkGYKzpIxiz0JmNNqeSbzhbRn4qhPxUv/RvwKi4BYG1/qikBYbbglP4PDXv/D/hTsh/YM1XTOc3AlyE/DG0nBoS0oAuedRT+qfh7gJMHbr0aQLmCcN1gCpv9X9asICQiIqJaicgIgJsA7ATwh4GrxgH0i4hdcZMhAHOq2poxrjWorCAsVQQVFw4UTAVdX6K+AMjVcmgWNtBxVWEHtxhHDQgdt/SCCihX9YXZUl36ew3VMK5fQfjq044GML8Sp9MEv5+HZ6P3QjNfq3Rpi3FrQjetYYqxCcJN4NXIIK3dzAt5x1VM1DhspppswQtbAK8SN2ZJE4aUNG+L8WSmsGRg9bW7d+OrW3fjmpsru0ZU9+QhL0g0W4zNlvWwW4zN75TVfUn0J2PYM96ZAaH5ug2kYvO2ty527HA6jly7A8KCF2qn43bTehD2JWOlwUzmZy+T935W+lOxprQ6yxbc0rT4MMGn62opI6n1TSoTfpowtJ0YENKC1g6k4Axtxu0DrwTuuR44vAMH/Oau6wdSSMVtbBjqqbkZJxEREXU3EUkDuBFAAsAr/SEkxiMAbABbKm52sn9dxyoN7fArgczHxSoIzYvZnjoGO6h6VWa19CC0LSn1EIza/rDo6ryAMBF6KEuwB2EtQ0oUIsDvnnEMACz54rqdxgPhZS0VhAU/XE6Xthi3qoIweg9C871Mxeurhu1Ewa2Uh2YaN/QiX3RLASFQ7uPZKJmC6/cgbM4W41Pf/wO86d9/segxB6e9EOWpQ+ErCG1LsGHI6yFotmCHDYXM55mMWzhmJI1dHRsQej/Lw72JJas7MwUHtiXoT8U6YEhJuYJwoYCw4Lh44+fuwlU3PRx5IvBMruhtMU6ZLcbe933Wr4ZN++dt9BsQmYJTCgjDBJ8z+SJc9R6fE3P5mtYzlS0gZglS8fbHc+1fAXW0M44bxkfmLgSsGPCTf8KBqSz6kzH0Jr0k//g1vdjOCkIiIiKKSERiAL4G4EQA56vqwYpD7gAwBeCiwG3SAC6EV3HYsY6oIIwtvWUw55gXszZsS2oaUmJel5S2GIcNCNWrWvLzwchTjIvO/C3GMSvckIX6exAqLEuQjHnBQbu2ToYxEeg7WFcFYby1U4xr6kHomApC73HgtCjMbIVgldx4AytWC45bqvwFvKrjWvuQVpPzpyQn414FYdSwZjEm+Ltr++FFjzM9AHeGrLJ66tAcjh5Kld5wSPvV1ZmQP+emUjJhWzh2pCf0eVvNhM5DPfFQPQh74jZScbvtb4jkCi6ScQvphL1gaLt/Mos7th3CZ3+yPfKuw6lswd9i7H3fp/3eg3P+RG7z+6WRvToB7/th+h6Gue9J//fAptW9cLXcIzGKaf9zNW0+2okBIS3qlKMG8OB0GrnT3gzc/2Xo6GNYN1ierrN5dS92jM429D8ZIiIi6gqfBvAKAB8AMCIizwv8SapqFsDVAC4Xkb/wh5h8Dd7z108ufLftZwKRWMXQjsUCMxMGJG0LMUtqCoBMhZcJGsI+P3NdhS2oeYpx0a9ANMyW6qW2SNY/xRiwpFx10cnDF4KVZ7VsxzMvVEtDSlo2xdgLWIDoPS3jpcrZlfM6IVNwSo/vRvZdKzjuvMEniZjV0O9xrugiGfMqCFUbOyH53p0ToY4zO9H2T2VD9c/bO5EpVQ8CXuAsAmRCVhCan5lEzMLG4TR2HZ5r2GvWsZkcvnXPnobcVykgDNFX0FTtpWJ2qK/httEZfOPu3U35fZEtOkjFbPQmYyg4WjXQHgtU2YatHAW8/4O8CsLYERWEczkHvUm79HupkVvmHdf7PMw5w/w/bHpImmE6tUyp9/ottn97McCAkJawZa3X1PWRLW8BYj146cF/x/rA+O3jV/diOlfEaANL7ImIiKgr/Jb/8RoAd1b8Ocq/7moAVwJ4F7ytyAMAzlPVA61dajQLVRAu9mLDvLhKxCwkbKu2oR06fzhK2LsobTEu9SCMdl7HdUshKFAOKJcMCAPX1/Iiz1VverKpIGz3lrvFBNdWy/TRQsUW9FaFbo6rgcdT+ArCmCWwLIEl4W+3HGQLLlb1epNGZxoYEOYdraggbGxAmDUVhLHGh+kP7i0PZliokmwmV8RMroiT1/cDAHaH2O7rBYTp0r9FBMmYFfrnx1QUJ2M2No6kkSu6pWmx9fq/334Qf/2Ve/Ho/um67ytbCgjjS/4ezPlb0VNxK9Tvu2tufhx/+7X78Jlbt9W9ziPW4lcQmq3f1XpDjs2Uw7InD4WvIJzNF6EK9Kdi6KuoIJzNF9GTiJUeyw2ttC2W+0EC4d6IMb0Rj/N7ZdZSWWwGsnQCBoS0qFJAOJ0CnvuneFHuJzg1UX635Hh/KhQnGRMREVEUqrpJVWWBP0/6x6iqXqmqx6hqj6qerar3tHnpS3Kc+QFhzFq6oi5Y7RKza6sgNAFhPGLFlxe01bfF2LaPDAiXCrEaUUEoy6SC0IQACduqabhAqYKwziE2Uc0behN6i3H5Nt52+ZUUEDpY3W/6kzWwgrBYucW4sT0ISxWEfpizWBB1aCaHnz4+Gvq+g1vmdx2uHvwd8Ic4PPu4YQBe+LeYguNi/1QWG4ZS8y5P2FboQMj8zCRjFjb5wzUb9ZrVhI9bn1p8W3UY2cAW46Kri/5s54suknE7dIWpGaTz4N7JutdZyTymTFXzTJWfh1orCE343peMw7YEfckYpjLeZZm8g96EXaq4beQWYxNy9kcICE0F4ebVXpg9XlMFYYEBIS0PxwynkYxZePzADJzn/yWmtQe/M/6F0vWcZExEREQ0X6mCUMwU46Ur6vKBflkx26qrB6HZ2ln7kJLoW4zNOYFyBeNSL+Qb0oNw2VQQ+pUpPfGaKggbMcSmFq6rkQNnr5+e9xiwLVlhFYROoIKwcYG0t8V4/jb9RgYflRWEi21P/fuv34+L/+0XS4Z4xmzg67DQFNcxv3Lvaeu8CsKltmEemMrCVeDo5F5dIAAAIABJREFUwBZjAH4PxWhTjBMxq1T08kSDhmuaqral+i6GYUKpobQXPC/2+yFXdJCwrdAVpmaQzp6Q38sozGMqtUgF4aj/fd+yti9aBaH/mDLh40AqFqggdJAOBoQNrCDMBH5PA+F+z5qeg2ba9uE5bjGmFcy2BMev6cMTozM45KRxXfGVOHH8J8CO2wAAG4Z6kIxZeOIgJxkTERERAeWtr5Y1PyBcrJIq+GI2bklNAVBpenLUKcZaucU4akDozutBmAhZQZhz6q0g9Cofm7FtMtI6QgRg5kX/YE+srgrChG3VPMSmFq6We0qGfVwUXbc0tCZmWS0bqNIKmYKDVX1ekNPIHoT5I4aUWKVt5Y0Q7EFo/r2Q3eNeyPeDX+8Pdd/T2SL6/QGWC4Ujpu/msSPh+rTtnfAqDisDwoRthW5HUJpiHLNw9GAK6YSNbQ16zWrWbyoj62He2BhKx/1/L/z7IVf0tvWaCtOleiqaCr49TZjgbB5TZotxtXWPzeQw2BPHplXpUg/KMEx1rhlM05+KYzprKgiLSCdiSNjeeRsZEJrvhelBGKWC0FSpTtQcELKCkJaJE9f24YmDM9g/lcV1zgXIpDcAN70TcIqwLMHTjx7AvbvCNaclIiIiWumKrpYm+QLlwC5UBWHMryCsITDTUg9CU0EY7namgtBMUIxa8WWGUhhhPl/A+5zNtuZaXuSVh5S0r4Jw2+gMjr/8e/jxo5VDuOfLBqqEavlcTcgWr2OITS0c1UDgHO42+aKWQmLbksiBcyfL5B30J2NIxKzGDimp2GLcyCElBceF46pfQbj0xG/z7bpz+6FQ9z+bK2LjyOLbK01AuG4gBUuWDghN5dnageS8y5OxCFuMA79TRQQnrOnDtgZVEJreeo3YZp4peFWBpn3AYgFh3u9BWB4EtfDPlqrikL/O8blCQ7fEA4GBKUsEhKv7EhjpTZSqGcMwj5dev2K6PxUrVerN5v0hJU2oIDSfQ9QtxrYlWNufRMK2cHg2eg/CqWyhFEq2GwNCWtKWtX3YPZ7Bw/umkEMCYy98L3DwIWDr5wEAZxw3jAf2TDb0h5OIiIhouTKBm2G23y72Ys5U08VtrwdhoYZtmaUpxla0oM9xFbbUXkHouEcOWADCBYR9/oviWoeyiKCtFYSf/YnX/P/ObYuHKVl/bYM98VDTRyuZisGYLQ3vT7cY1fL28dBTjF23FCrGWljt2ArZootUwkZvwsZsAwOX6kNKGvM9NhV3Xg/CxX9WHFdLveKCAyYWM5MrYu1AEomYtWDwZ7Zu9iZtDKcTS27DNNeP+NtujUQsfAVhMCAEykUvjWDCrrkGbDPPFhwk41bpe7PYGx25ojftOszv2MlMAUVXceoxgwAaX0WYLbhIxe1S24Nq656YK2A4ncBIbxLjc/nQU6RNmGnue6CnXEE4lyuiJx4rfV8b+Xs/UwoIw28xnswUMNgTh4hgoKccZIYVnNjcCRgQ0pJMz4bvPrDfS8fPeh1w/DnAjz8IzI7h2ccOI190cf9uVhESERERFR0tDSYBgHgsfAVh0p9iXMv2QpPfRN1i7LpamjgbvJ+wCpWBqH/+parc8kW31Murth6EXgWhZQkSdripno32wB5vgqupollIcBBBLRObzdcyZok3xKZFoVsw/A3bm7JYMaRkpfQgdFxFvuiiJ26jNxmb13uvXgXHLQXdQGN7EJrH3vwpxtXve+9EpnTepar8jNlcEX3JGEbSiYUDwkDgM9KbWHKQw4R//VBFQBilgjAYjALACWv7sG8yW/f0adfV0uc5V6XvXlTZgoOeuB3opbrYFmMHyZhdbluxyO9YE/CecrQXEDZqgvP8tVhI+evOVFm316fQxqreBAqOYiob7mtfqiBMmi3GXg9CVcVcwa8gtJvQgzBvehBWryDMFR187rbt+OWT5d6Tk5liaerxQCpemmoc1sHpHFS96tpOwICQlnTqxiEAwG2PjeL41b1IxmPAb38YyM8CN78XLzhhNWKW4JZHFt9aQURERNQNHNedN9XXbDdeajolEJhiXEcFYSxioOOoV0Fo1bjF2HHdeYFozApZQei4pReAtVRLmV6PgBcctKOCcCbnvRicXKIiqtTbqsYKQvM9sS1BzApfXfbXX74HX/nlzsjnC57XBM5hp1vnnfLjoZXboZvNPL5ScRt9yVjdQVNQcLAL4FUQNmpS9bwKwtjiU4xNP7UNQz3zJtAaZ37wZrzjK/fOu2zaBIS9CYwv8HNgwqN0Iobh3gQOLREQHp7Loy9ZrhIzkrHahpQA5aKXevsQTmULpd/PjagizRQc9CTswDT2JaYYxyzEQ0zwNVWOJ6zxeuNNRgyulpLz19KTWHjwjVdlaGGk1wt6w4bOJiA0/Q29LcZFZAsuVL2guVRB2OBhPt75/ArCiu/FL3YcxpXfexgXfebO0mWmghAA+nvioUNQw/T8PGa4Z4kjW4MBIS1pw1APjhr0Eu2T1nuTp7D2ZOD5lwL3/CcG99+BszaP4H9/vT902TARERHRSuX1IDxyaMdioU4hMITCC4DqmHTrv6gKG+g4rjdQxVQBRn0+V3DKIRIQ3GK8xJCSooO+pKkgjB6amR6EgDfdtB0VhFMZ78XgxBIvvrMFBzFL0Ju0a6sgNNvHba//WJjwyHUV37p3L975jQdwcLq2YQqqiDzFuBgYuGHbtVcQ3rX9EL59756G9eKrVyYQWvQmYw3t6VaoNqSkQcGqCT2SwQrCBUJq01dx40gPprPFedVZuaKDsZkc/ueePUfcxgSECwVAwcBnVZgKwrkChnuP7MmWiFRB6J3T/P4tTTKuMyA0lXkbhnqQyTt1v/7N5B2kYnapCnmxIUZmi3EiRJ/XmdL30usPOTHX2IDQVAeWphhXWXeu6CAZt0uDfQ7PhqtinPPXbt5AGkjFMZ0tlALZ3kSs9FhuxhTjvmT1CsKZQPhnvu+TmUJp6nFw2vJSVBX/9L+P4Mb79wEAjhlO17f4BmFASKG8/syNSCdsvOWFm8sXnnMZMLwZuOGv8LpnrcL20dnQzWyJiIiIVqrKHoRhhnaUAsKYCYCiv+jMO/OrLsK+bnVVYVsIVBBGO69TMZQlHmFISV+dFYTSxgpC19XSi8GlXnybfl3JmI2iq5Grw8zxdmmL8dJfr5lAgLV9dDbS+QxHywNHwm5ZLzhaegzELCtSNewdT4zhfx/cj9HpHH7vurvwV1++F997YF/0hTeBmUSdiltIJ2zMNGiLsar6X7P5P0ONCkbNQJJkMIRaIFQxAUy1acPbDh75GHJcxVzeQV/KqwxcrAdhIuZN4F7sOOPwbP6I/oOAHxCG/LqUKif9yrzjRtKwLcGOsdp+FgxTmXfsSBpFV+veCm76WpaGfSzyeyxX8Kr2wlRpm7Dr6EGvMm0iE3267kJUtVRBuFiwmfXXu6rXGzZzKGRfy7lSxampIIyj4JS3dgcrCJsxpKQn4W1hruwFHKwanvb/Ph2oIIyyxfjwbB6fvnUbvnDHkwBYQUjLzF+99EQ88L6X44zjhssXxnuAV30C/5+98w6XoyzY/m9mZ/vp5yQnyUkHQu+hKAoISpEiihTFgg2xoCivCvj6SVEQUFGpYgdEBCkWhEhJkBpKkBJI7+Xk9LZ9Z+b7Y+aZtrPtJCF5ce7rypWTPbO7z848M5vnnrswuJoPDd1BezLCjU+sCFSEAQIECBAgQID/ahTN0g8BQRBWIkryImMuJJmkSv2LHrEgFsHu9ZaUCE6zVuWhQFHzVxBW+wxOgnA8i2xd1y1SMxauvbxgWyGVL1p5jVUVhEWhtqluI/SDrSCUCNeoMB12kJbjsTWDQQpaFuMah1xQNcvmXk8GYe9ojo//eiHn3/kydy20bdG1kgrbG0JBKCzG26rFOO+4OSAQDtVOhFVD1rJGV88gFLmKgiDsdyi+lnSPlG5vEooNUYX2SgRhXrVuXLQlDCtypQiEwXS+JH8QzBsBNSqF8w5VNhjRC10tcdYNpGt6fjmIzzitzSB0MluZQ5jNq8Rd6s4KFmPVLClRaiAIreb0MFFFdl0PthYFVUfXDeV2vIqCMBYO0dZQp8U4p7oKqEQm4MYho2ilKaZUzCDMFtRxWfSFCj0eDhllYZ7XdmZOiv3ptBgbJSW1XRe8RHW1HNu3CwFBGKAmOG0nLsw6Eg78JMrzN/L/5hZ5dmV/1Ra3AAECBAgQIECAdzI0TXdlEIZrUHuIhUgkZCz+8uNREFoKp/osxqKkRDJJwnpv9hZVTwahUBAWq5eUJKPjLynRNIfFWAlVtOZtDzgXgtUzCFWToKms4CoHQbaGZDOjssZ2Tef7jweaNg6LsWarDutpMXa2f67tT1nq0G2Z9bc1sNRFVknJthmXUM86MwgjofHFDPjBqSCs1mKc8thSnYSOIDQUWbKuEcJy2RBVaE1EGMkWfcedyauWGqwtGUHTK2fiDabzVm6dE3UpCK3PbVMe09sSrN1KgrDP3CeCRE1tLUFokmiW8rrCeZYrGCUltsW4/LZONVxLIrxNLcaCdHYqCP0iHrIFjZgSosUk0GrNQUznVZIRBcm8CIhMwA1mE3NTPGwrCH3mwxm3Psd7rplfQhIedtVjXHL/a2XfN+M4x8M+56DzWjSUNkpTXBmEphW6FghV90n7Tubcd8+s6TlvBwKCMMDW47grIdHOKWuvpjMZ4ranVu3oEQUIECBAgAABAuwweBWE4kZrpQW/IFHCIRlFllDHoSDMOyyQUDvR58xMlKX6M+O8lmorc7GaglDViIblcTe2uizGO0BBKKxkExqjVRWEOdNiLI5NvYSdq8W4RoWp0+rmp+6pBZpu24VrtxhrFklcj4LQuU82DWdoT0aIh0M1L7i3N+w24JDZqrqNCMKife4LhENyVYK9VrgVhOXJHLDJLpGH5iQIBTlS1HRru5QjK67NzAz0I6LSBYeCUBRWVCDVh1IFWhI+GYSh2jMI86pGJCRbJBPA9PYE67eSIBQW465WoSDcunkg1JVWdmulkhKz7drOea1uMY6HQ7TEI9vUYmyRr+EQIbNFvryC0LDkS1LtZH86X7SU8GCUlIBd6NEcD1fMIHx94zDdI1kWLO21HhtK59kykuNPL6x3batqunVzQqguxT72krXOmwKD6TzpvEpR0x0WY4VsQasp7mJl3xjhkMQvPnYgl526d9Xt3y4EBGGArUe8FT54HXL3q1zd9TRPL+/bae70BQgQIECAAAECvN3wEmZQvc3VVhHJJklX//sKks0qKanxNVTdUBCCQWaOz2JsLyuUGha6YCzsIiG5rkW/E86SkpgSGrdKbrwQBNH0tgTDmUJFy+TWKwhtC7qRT1f9GDlJy0x+fOSpqut1KwgLqp1JaSgIayUI7TFuHs7SFA/TGNu2bcFbAzG+WDhEUyzMWK447gIWJwp+FmNl+2QQ2hZj/3NFlENMbDQy41KOnEWnlXbAtH2LHDaRQQj+NtJMXrUIH0EQlisqUTWd0VyRplgpQVjPjYC8WejhxPS2BAOp/FaRzv1jeVoTYWt8qa3MoswU3ARhOfJf1YysykiNBGHaYYlv3sYKwpxDQQjGcfFef8V4Y+EQkiTV1fxtKAhtgrDJqyCMhctmEDqvw5tH7HKmV9YP+b7XWb98joOvfBRd18kWVKKKjCyb19kKFuOhTMFSRFolJebftdw8WD+QZlprwt+luQMREIQBtg32+hDsfhJHbfwV0/RNLAzKSgIECBAgQIAA/6XwIwgjVTLF8paKSCIkU5FsKoecg8CA2hVfmkPxGJKkmstNBLwW43ANmYtgl1koIXlcRIuu64hulB2pIOxqiaPrdh6bH7JF0VQ6TgWhuX+MkpLaFIRbazHWdSNnTBC+9SgII0r9CkKnRXzzcJbmeJiGWO2ZXtsbTlJEEAFj22Bs4rrgVRBuqwzCnF8GYRkF4Vi+SESRLfWeUzHlJEdENqHTYtxWhSBMeAjC/jIEoSCRhGrMiUgoVFeLcdRDEM7qSAKwcpylPWB89vaGqEV4prfWYlzQiDoIwnLxEuJzR5WQpdDNV1CZOothWuLhmu29tSDnibOIh0tv0Fjt2eYxaIgqNZ8vhoLQPv5NQkFoqj+bE+Utxk5yzklCv7Z+2PpZkN1Lu0d5ae0gBVVnKF0gW7CJ7HIWY/G+w+m8tU9ti7FSMoZyGM0WafZRye5oBARhgG0DSYKTfowciXNT5AZeXLFztI0FCBAgQIAAAQK83VAd5RkC1XLjCibJJkmGHbleFR+UKghrJRlV3SY0Zal2pZhAQXUTovZCt/JCvqhplqV6PGopzVlSUoeCsKhqvoUL9ULY0iY1x4Dytk3xO9FiDPUrCFVBIslif9WXQTgei7GYB/VajA3CWCgI5ZobuZ3trfmiRlMsTGMsvE1IuG0BQdBEFNkiLEa2gf1ZHMuIgyDcLhmEppIropQn09M5Q7mVNMmZsXIEoakgFASikyAc9LEOpwuqRSZVUxAKdZ+fgjCi1GEx9lEQ7t7ZCMDSrTj/+8bytCcj1j5Kb6XFOGspCEV2q//nswlC2Y5xqDBHsg5Stjm+jTMIPeRfLBwqKWtxWvKBrVIQCnXqmv40kgQNEbukxDuXnfPPSVb3jdmFO6KoZmXvmPXY+sG0peYEs0nc812Yzhfpaomb71OwbhI5W4yBmpqMR7NFK1txZ8IOIwglSVogSZLu8yfm2a5LkqQHJEkakySpT5KkGyVJSvi83hckSVouSVJWkqSXJUk69u37NAEAaJqCdNot7CWt4aCl1+/o0QQIECBAgAABAuwQaD4KwnAV1VdRs62csiSNS0EoFpBWi3ENhI5QiQmiTa5D8SWQKajWYhkcLcYViCFdN+xnSsgo3RiPglDTsfLF6lEQ/vzx5Zzws6dY0TNa93s6IRaBwo5ZiaDM5FWPgmucCsKQZMylGsijoXTBJJ3HpyAUxFWsTsu6oQw157JcO+HsJVib42Eao8pOk0GYcxA0TXWWLlRCoYyCsBYSuBZYGYTCDqrIFUtKklEFWZZIREIuBWGmUKRVKAtNUmzUSRAmyisInWRVa6KyglCorxp8FIRRs6SklutjOYtxPBxiSff4z/3+sRwdDVHr82xtSUmmoBKPVLcNi2PmtBhX+k5xkl0NsW1XqmOMxV0AYygI3WPJejJxG+qIC0g5LOlgNF8rssRwpkBTLGyVavnFUzizLZ1zzHmuCoJwo2lZBlg/kCFj3sgBkQPqVRCqhrI5qjCULpQoCMV1oZYbB6PZAo3R0jm+o7GjFYTzgXd5/ljUriRJCjAPmAGcBXwdOAO4zfkikiSdDdwK3A6cCCwG/iFJ0j7b/yMEcGH3E1nQ+lGOG3sQlvxzR48mQIAAAQIECBDgbYdTkScQDskV7WD5omYpSMatIPTYvmrhZVSHdVX8XU+Lsa7rjGQKNMXthU7IJKUqtjZbqimjdGM8ZIihIDR+rkdB+NoGw2q2um/rygoEMdDRYBCElVR62aJKNBwiKho/x5lBGBYtxjUcXNGuGfdR99QCUTIjSIBaSeuCas/lWgtVoJTEbDYzCLdVGUgtWNEzVvZ3bgVh7URANTjjBQTCpu2+Erk6kMpz5/Nrq56vltrLnHtRJVSWTE/lixbZn4wqLtt8Oq/Sbs51QfQ4FYSVMgjThaJFVsUjIeLhUAUFYQWLcYXmWi9yZsapE7IsMaezgd8/u4bz73iZtzbXryTsT+Vpb4hYBJZfSclQOl/TdbSgaqiaTkxxZhD6P89Jylkq7QrfKem8gyA0j2W9DfVO3PvSeqvgxRtnEQuXlpTkfBSEtZ7LGcc8BOO4TTBvxDi/a/wUpWJeyRIMpGzV4HCmQEeDmKPG4xuHHAThYNrMii1vMTYI9JChyMxsncV4LFekISAISzCg6/rznj/OWXsGsCdwuq7rD+m6/kfgAuDjkiTt5tjucuAPuq5fqev6fOBcYAVw8dv0OQI48NY+F/G6NhP9wS/D8May2+m6znXzlvCdv7y2VRerAAECBAgQIECAnQmqVsZiXIEoMUgV47/moXE0CQPkxmExFkSkbTGuj5zMFIwWR68dsJoCSuwLW0FYv51S10Hs5XoUhELl4bScjQeZvEpIlqxFYSUSLlfQiDlLIupuMTY+W0iunVAdyxVpjCkGQTgeBaGHcK51XhilNeNpMS5VENZjS9xazF/Sw/t/+iR//Y//+iXnKBMRJMVIZhtmEHpKSqAyyX7e7S/xvw++YamhykFYg+MWQSiXzSBM51USUX9CJ5NXmWAShGmzmEPYv5NRhXBIpjGmlMkg1FyZcm3JiO92AGM5g3Txs1/aJSvVz3UjC7OU7jjtwC50HR5Z3M137nut6ut4X3MoXaA9GbXOC+9Yrn74LQ644lFXg245WE3DEdtiXM5CbRGE4ZCV8VnRYuwguxIRBU2vHINQCav7UnzrL69Z+ytbLLUYl2YQ2pmJQF2FQ2mH4lRAKLUFGQcmQai633fQtFLvOrGBgZRN4A9nCsxsNzIoxeMbBjPs3tlISyLMBpMgjJuKx7DPjZhUziAuW5Nhl4KwaRwW47Fs0Vclu6OxownCajgReFHX9dWOxx4E8sAJAJIkzQbmAPeIDXRd14B7zecHeJsxq7ONCwoXoBVzcP95oPn/h2T+0h5umr+SP7+0nsff6nmbRxkgQIAAAQIECLB9oGq6q7QDTItxlQxC25a5dRZjYemqJTNO8HKWxbjOBmVBkHgX82FZqmiDLRTt1uaQXJr1VAtcGYQ+C9RyEFbL9VWIlWoQCh1LSVTh/XNFw2Ic20oFoWK2a9ZiMRZ20ZiP/a+e9xQkQM0txkV7Lit1qGH9FYTht01BuLrPKK5YtHbQ9/eC1I2GQhYRsC3sz4KI9WYQQmUC6CVznE4bZa6o8rnfv8jvnrGXz8LeLm4CxMLlLcZOVVMy6rUYq7SbCiyhLBSlJoKIa09GfK3DmbytIASTIPTJKoTKCkIxF2vJIRQRBl586l0zufSDe3DsHhNZ0j1a07kkINRp7Q2Rsi26971sEMyV1KgCWUfTsCRJFfNYLYtxSLYyPivNj4yjcKPBJH3HS7Y/8kY3QEnJjSD/fAlCQSKa30fJSO02ZydRLTCxyUiic96M8rMYi2O0y4QGl4JwJFugszlGLCy7FIRdrXEmNETpG8272rbDPq+dyhvX1JZ4hKF0npFMAUnCsgrXajFWNZ1UXg0UhD44TpKktPlnniRJ+3l+vwewxPmArut5YKX5Oxx/u7YD3gLaJEmasK0HHaAyprbGWaNPZvGB34e1T8NTP/Xd7smlvUQUmeZ4mH++HpSaBAgQIECAAAHeGVA1HdlDECqyVNEWV1R1SzUUqlPFJyAWkHErM676a1hKPkdJST3ODqtQIO5e6ISVyiULwr5qWIwl1HFbjM0MQrN4oZaxC9VHNeVVNYgFuNjfFS3GVknJeBWEhp1atlqMa1MQGgShPM4MQjcJUHOLseZQw8qVy3mcyHpIq+ZE2FIdjYcwrxeJKq204vyNhmUHEbD15KVlt3cqCC2C0P9zO8+t3lGbBFk/kObxJT1c/vc3rccNNZZ9flayGKdztnLLIHTsfZHOqzTGjPkk9tFYtsjekR6491y45Qi+xt0Mjrhtu7quky64FWFtyUhZi/HINrIYFzWNsOc6DMacPO/IXThhn0nkixpr67gO9JnlLB0NkbJqxrw5j/tS1RXKWY9VN1zh3HZZjJUaCEKHCi9pElHjzSF8ZZ1BRgvyzNmMDWUyCIXFWLFzEOtpMXbOWbAt+HPMohnwtxgPZwrIEkxvTzCQsq3eI2bkQnsyapHY3cMZJjfHLMI6U1Ct8fpZjMX50ZwIM5QpuDIRAZKRELJU3WIsCHa/Ob6jsSMJwicxMgWPB84DpgNPSZI007FNKzDk89xB83c4/vZuN+j5vQuSJJ0nSdJLkiS91NtbXf4boHZMNpvcXm4+DvY9ExZcDeueL9nu+VUDHDarjXfv0s6Lawfe7mEGCBAgQIAAAQJsF2i6TkjyUxCWX8zlPQrC8RSYlmYQ1qEglOu3hIKtlPBajBVZrqgKFAsvxVTD1JpT54Sug9jNsXAIXS9PqDgh2jyd+VPjgVBFiUVztoLF2LD7bZ2CUKiGwjW2PqdMNVg8Mk6LsVVSUp+CsKjqdgZhHQU0XtvrrI6kpbBJbWVTbC0QxzFdZl/lHUq/xqiCJNVmJayGciUlzt95sWUka/3stMr3jNg/bxg0iC9nFh1UtuM7Mwi99u5MXiUeVlxKsF16H+eP2rdhxRMQb+Ujqbv5Uu8PjZPThEHc4y6dKKM0hMotxlYLeA3z2VAQlhKEArtPMoim5VtqLyzpN0m/9oaob4tuQdUsgrNv1P/zOWFZjB3NueXUkc5WYKvxuML1Lp23LcbJrTyPxDwYNK25zmZsY0w+GYQeRXtjVGEsX53sVzWdbEFzzVnAIgzPPnSa9VjELK1xQpSztMQjFFTjtXRdtzJZW5NhBlN5ckWVwXSBzqaYZXnPFlRiEftYeMnaXNG40dOaCDNsWoydN8ckSaIxFq56XRirQILvaGwzglCSpGZJkvao9kdsr+v693Vd/52u60/pun4n8D5ABy70vLTfDJJ8Hvf+WyrzuHj/23Rdn6vr+twJEwKR4bZEW9KQXG8eycFJP4GWaXDf5yE7bG2Tyass3TLK3BltzJ3ZxvqBjOuLLkCAAAECBAgQ4P8qVN8WY6niYq6gaoRlobqqXa3lRL6oociSpbKphSyzMgjN4cqSVFO5iYCwGDfFvRmEUkkDpBNCVRYO1V664YWzfVmoebwqND8MZYyFezpXP2nmRMZURVVTEBZVjaJZRCDsdvUqCFVNc+X61aLKExbj8ZaUFD0KwpsXrKy6uNd13UVmhmS59gzComodRzAsgoLYGM/4BQ644l98857/VN1OkCnl3kucX7L5pzGqMFTGJlsPrAxCV0lJ5Ty6/jH7fZ0Kwh7Hz5uGjLXNhBYXAAAgAElEQVSVocZyEIRKeUWpmDPgLinRdd16nUQ0RDqbg399j89u+j7rQjPgy8/Cuf/gka6vcURxITzzc+s1M54MRKisIBzNFlFkyTUXBMopCG9ZsLKkcKTouOnih10mNACwsjdVdhsvxH5vT0Z8W3QHXQ261RWEdgahyL0rr7zOOvIKa7GgZx0txoL0TY3zmmcRhObny3kyCOORUotxSUlJTEHXyxPwAmKfJD0W4/89aU9u/+yh7DGpyXrMz2IslN1WTmi2QKagUlCNrNy2ZJSBVN46byY2Rh0EoeZSEHpfW9zIa4lHLAVhs+e7rzGmVFUWj1nlPqUk+I7GtlQQnoFh6632xxe6rncDzwAHOR4eBFp8Nm/BVgwOOh7zbgP+CsQA2xGSJDG5Ocbm4SzEmuD038DwBph/lbWNsHTMmpBkv6nNALw5jhapAAECBAgQIECAnQ2qTqnFuMLCDwwyz2UxHmcGYUSRHVbJ6moRb4uxXCc5KRSEXiVEJascuEkRpU7VooCm65g8VEk2ViWIEPvxqOqcEAqdagRh1ioXkOsqWXCioNqks2Exrv78sZxKQzREbJwlJZal1hxz72iOV9b75/M5xwk2waXItZO/OdOGLdCWjFgkQWqcBKEolbh/UfniRAFBfpYjCHNFzUVadTbF2DKydUU3YozgySCsYiF1kk9ugtAWXGwcshWEboKwUouxnf2WjNpKwVxRQzNVgA1hmdM3XQfP/oJHEydxRcd10DwVgJW7fIp/qIehP34FrH8RsM8Lr8U4lVd9icrRTJ6mqIwklar/xD5yEjepXJFrHlnCWb98zrVtQS3NgnUiGVVoSYTZPFy7kljsa9HmbEQb2J/BWbziJHHLwWvDrUwQ2iVU1RSmYCvpwCbbxmsxFoSWUF/nPGr1qFJ6jbFLSswMQpN4rmYzTpvvFfdYjFsSEY6c4xZ2RZRSNWzWvC4L4m44U7BuZBkW4wjp1Aj687dwS/h6Duq+h/ZEiKF0noFU3nqe91joum4V37QkwqiazsahTAlB2BQLV80mFb9/R5eU6Lr+a13XpWp/ankpx89LsDMGAZAkKQLMxs4cFH+7tjP/PaDreuAf3gGY3Bxjs7BtTJ0Lh3wOXrgNNhvNR2v6jTs1M9sT7DbRuHtTj7w7QIAAAQIECBBgZ4Wm6XidbZEqhNk2KSkxFy9CLTJWg1pEkIGWxbhOclIoJUosxqHqmYtgKgjlyuRpObgyCIV1twoRpuu6pfpyLmifWt7LE0u21PX+WVNBKCxp5YglpzUwEpKRpPEoCHVrflRTowqkckaOV7yOAhcnxDESqkegqrrUa5etr8VYteyIAoLgGC+xUamI5tE3t7Ck2xYoiPOzksXYmRM4qTnG5m3ggBKkdj0ZhCILLxEJlViMY2HDAi0UhE3p9Vw8dg3ceAjceCgnjd3vO/8Kqka+qDksxiGLGLJUgIrM1/O38Z7RR+DIb/Pz+JeIxRPWa0xoinFp4fOoDZPhT2fD0z9DWfRbOhh2WYxbE0bZyWA6z80LVnDh3a8YkuD//IlvvHkGz+mfgD9/AlbOh3ULYdk8GFpnK3AdpJBQTXpVWwVV8y0pcWJSU4zu4dqP4ebhLIlIiCaT2PFm4A2Yx2VaW7ymlnRxDbJsrUp5dXDGKjSRLTVxpeuAKKcBLKv+eEtKBKkn1NfieuJUEHpvzmQ9CsJab1yJfMukp8XYD34EoSBGnY3Cw5kCUfLsMvI8H+u7gXvS5zFt4RUcJC9nzqIrOXH9T9F0dxGP12Ksajq6buTmClJwbX+6lCCMK1XbzUVG4c5YUrLTjEiSpE7gCOC3jocfBj4uSdIMXdfXmo+dCkSBRwB0XV8lSdIyDAXjPPO1ZPPfD79Nww/gwZTmOAtXO3IFj/lfWPwgPHQRfHYea02CcEZbkuZEmAmNUZZtqd70FCBAgAABAvy34s1NI3Q0RKwmvwA7L/wsxkpIopCtpCB0FDuMs6QkX9SIhGRkWSIRCVlKjGpjFe8JJjlZj4Iw468gjFTJXLQyCGXJ2DfjIgixVEa1KvOE1QzchN4nf/MCAGt+dFLN75/Oq0xqClvqn3Lv7VQJSZJkFarUg6Km2QpCufK+BeO4Zgqqo8V4HASh5rYYQ/XWXkFuCGLGUBDW9lkNgjDEPy54j0WWCdVRueKQaihnH9U0nS/c/hJgH3PVUhD6nzclBGFTjOVb+sY1Lie8OXRQPYNQkE9zOhtdSrWe0RydTTHi4RAbBjPQt5yr+y9ARodZx8JoN2duuIVl0QRwpOs1heW+ISLBxpc5uuc+DuU5tHv+DFOPpo0o71lxLXMyD/FA/HQ+/L5LSS16kmSHfe5PaIwyQpIlH/gD+zz1FXjs+0wE5kUbeTN3P9AFGArCKfSxasGdbHnhdXaTBtHGtiBvWMhQZA+eix7Myav/DW/93TFCiV32/gIyR7pIORFTJUnA4gfg1T9D22yi6hFEQg0V9/2UlrhFpNaC7pEMk5pjruuO81wWuYpzJjby1PI+dF33VUIKWC3GQkEol2bqCTjniYijqNTmLPLyABLWeTQ+glAQ9NmCRragkitqyJJdbhVTQuRVzfXd5yUI4+HazmVha0/UQBBGFbmkECRrWYwFQZij89UbeSl6M43PZCjIMR7T9iV98Je46Pkoi9/zDHu+dDOnyJ38XXs3HRZBKLtiMvKOmx+C4M4VNR+Lcdh1Y0KUpDjngSBqd8YMwh0yIrOt+GrgXmAtRkHJJYAG/Myx6V+A7wL3S5L0PaAZuB64S9f15Y7tLgPulCRpDYZN+dPAbsDHt+sHCVAWk5pjdI9k7YtEvBWOuxIe/BK8djdr+velNRGmOWGcUHM6GwIFYYAAAQIECFABl9z/GtFwiHu++K4dPZQAVeBLEMpylQxC3SII6i0KEcg5CAxnfli1sYKtIDQyCOuzGEcU2WUNBZMQrfB5rcWWIhOSJdL58WQQGs2+YC9CqxFhYnHaFFNI5dWSBXwmr7qUTpWQMQPtwyGJkCxVtKaCrcQbD2FXVHWrkTUckkoKYG5ZsJJfP7WKe89/F7MnNFjH3rAYlxYI1IJ80XgPJ3FVrZ0zb9ll6y+9Eflf+3Q1W48JkmC85Qqrev0FCOsHS5WFgowrR2DkiqqLLJ3UHKN3LEexBqVaJWQ9KjJwZBCWsxiP5UlEQnQ0RF1lO72jOSY0RElEFYZGhuCeC1CRuW7GLVx+1imgFln74/fylcyvIP1Vjr7pVfaa0sTN5xxMKpvjgtD9nPPvR+HxYY4AlkldsL6b1jcfYFEMWAuPNp/BLfon+LAkMZotulRQE0zr7abQVPb58vOQGWTx4teY8o9zOGDhhTD3SQiF2Wf9XTwVvYLQKzpHhKGgh1BHupBP+TmXvrAbUkjm5E//EtYvNPyF0Qb4z11MWXQbvwq/iJr5LdABGKRoCJXvK3fAvf+Cpi5Y/i+ulh7lN9INFff9pOaY1dBbCzYNZZnSHLf+XaIgNAnCXSc28PiSHlJ5taJKTGSmxiO1WIzteSLLUkXyXdd1lyW+oQ5V+ctrB9llQpIWkwTTNJ1UXqWzKcqWkRyD6bxFPoprp8hQzJo3JaC0pETYnKtdi8R1NBFRIDcK3W9AxxxItpdsWy6DMKbYKs+ZCy9j2pq7eUQ7hN0/+GUWRw/gq/e8xfGjncjSFmInXMHImmf5Ye9veTk3h/akMYeVkEze8R1WKNqq9ykt9hyY0Oi+adscD/OGo6Tks79/kVRedf3fzS+Xc2fBjmox7scoEbkaQ/X3U2Ax8G5d19eJjXRdLwAnAOuBe4AbgfswWo9xbPcn4HzgXAxl4X7Aybquv7G9P0gAf0xuiaNqultavd/Z0DUXHrucLb29zGhPWr/abWIjy3vGxmWnCRAgQIAAAd7pGMsVeWPTCIfNatvRQwlQA1S9lCCMKFJVRZ2wjdWr4hNwKpyMBtLaLcZCQVivxTjn0zYJlRe64LAYyzLhUO1FFk5oPiUlVRWE5sKsNRlB1fQSAmZZHTesM3mVhLlIjlfI+fMqacanINQJOZqBvXPpmkeW0J/K8+zKfsBW/CSjitmgXf/+tRSEYZmrP7IvUL21VzzHrSCsvaTEazG2FITjLFdwrkWcRIK30AKcCsIyFmPVrSDsbIqZ652tKyrxIwusEoqyJSU52hsiNERDLlXYSNYoTZjQEOXcwZug5y2+r1xIOjnd2CCk8Ndp36aRFIV532NNf5p/vt4Nuk7isYu5KPwXBjvmwum/4cFj53Nc/jq6P/syK059kJ8UPsqiI3/Dw11fJZU3xjWWK9DgKJNoMcUfQ+mCIelLtNHbtBcXF75A48Bi+Nf34LHLmLrwch7XDuKk3FUclL2VObk/sOCEx+DgcxnOqTTGwhBthF3fD7u9H6YfDqf+gs3v+SFHya9y8LzT4JU/QmaIsZ51/DFyFZ8K/Qve/TW48HU48w/spS3jw72/rLjvpzTHGEwXaibsu4ezTGq2CSEjz9F+rjg/uloNAqla3l4mb+cKQm0WY7vxuPxNJys/tM4MwhdWD3D6Lc9y7byl1mOCnO8ySbHhjLG/nHmcVsGPYz/aGYRei3GFfT24BnreZKrUw4xVd8PP9oPfnQDX7QI3HQY3v8t47IEvweiWMi3GGjFTQXhWaD6z19zNsl0+w/mFC5HnHE9nm1FV8fyqAbpa44SUMIMn3IyMxi8iNzIxnIFChpm5Jby3+JyhSh3rtW9+KDKzJ9g8xpxOt0q1oyFK/1geXdd5bcMQ85f28oLTWYm7cGZnww5REOq6vhH4YI3bbgBOq2G7XwG/2sqhBdhGmGJeODcNZegUVihZhhOvgV8fy1GZO1m02wXW9nM6G0nnVTYOZZjWlvB7yQABAgQIEOC/FovWDqJqOocGBOH/CWianY0nUC1nL1/0WIzHqSB0LsZqyW0T7+MmJ+t5T9W3bTRc5fPaWXWG+q7ctgOpPKPZguvGsoDmoyCslu0nFvOtiQhr+9Nk85pFjgIs6R5h/2l+HYmlEG2Z4v3LE4Slgf7jIQhFM7Aiy2i6Oc88ykVBfKVydsZVNbK2HJx5gh8+sItL7n+9ajunM1sSzBbjGsnJbEG1CA2BrVUQOo/JUDpvRTS8tdkmgoW1WagyyxEYwsIvMNlc72wezrhIo/GMUZElV+Nu2DynypGr/ak87UlDKehsph3LFWmIKRyTeYSTtCfQj/wW85/ajw87VGxDjbtzu34Sn331TuZKs3lJ3wNe+BUtb97BrcVTmHPUT5i0RyehVzcBm0nlVQZa9uMG9SMcPv0wkiPdpPJFiqpGtqC5mlid2YIC2YLKPO0QBuecSevCW4wHD/o0Vy4+hfXDeQ6b1cbC1QOs7hsDOhnNFstaL1P7ncs3n0hzq/wX+OuX4a8SHwOyUphvFr7Ede+/wrg5s+cp3CWfzMcH74fXT4J9P2q8gFoEOWT6kbGUYBsG0+w6sbHicSqqGj2jWWudC6UKwlReJeKwoI5mCxXnhn3zwG4xLqcazRZVQo55Eg5JZS3GlmrZnEdKyChIqnYe3fm8kerm/O4QdtiJplIunVfJFTSXmtZPwZ0tqtb1HRwWY7/vpWIO/v51ePVPzAWejgLPAzOOgMO+CL1LYeMi49jJIXjjPlg+j3c3f5GWLHDnDdD9OnTuze7pYxhuPIzmnpe4Qvkda1sO55mZX4XFS2mOh63v5uFMgQPMa/3U2XtxQeE8fh6+CeVPB4Ou8UXd3Lf3Ap/+O/nWQwCDvHcq5nfvdM+bjoYIeVVjJFPk1fV2X66zITxtqSQDgjDAfwkmWV+YWQ50/mLqXNR9z+as1/5CMfkJ62HBvC/vGQ0IwgABAgQIEMCDf73ZTUSROWh6644eSoAa4KcgrGa5LWq6RT4Ikq5afpUXToVTMqrUFEhvWYxFBqFEXY6OXEFzlVgIhBWpYqNwwWExrtRi/JGbn2FNf5rVV3+wZF+MK4PQVOy0J40FfKagumx69ajB0g47cjwiW3liXgjSMqYIi7E8DouxZuV9CftpQdOIyiFXo+2bJkEo1KPJiFJzqYkX4jmKbOQmhkNSzRbjsFPtWIfF2EsMicKMWvI0/SCONxikmiAINwzattxNQxlmT2hANcdejujNeTIIp5trlrX9aQ6scG1etG6Q2R22ZbNkjI62WQFBApUji3pHc0xtTZCMhAjnB+Gf34Yl/+A3qRDZzbPYa/gpnlL3Yb9D/4f040+4lEqxsMwNxQ9zeuPL3KDfyJ/Vo9Ef+SuDXcdyzcqz+JNVUmIXW6QdiifRbiyIyaRDQZgwLfeiKRxsMmTo/T+h9YCTIZyEXY+l8MYTAJx96DSWdI+yzsxtG80WaCxjy40qMs9pezPvvWdx5sRNsPpJHnmjmx9t3Je1+iQuSeWZ0GhYRH/BORyRXMuM+z4Pz90I6X4YWm9EX03eH2YcwX7x/QihsrI3VZUg7BnNoekwyWsxdhyjTL5oND2b83jUM281Teenjy5jzqRGTt1/il1SIlSBFW6sZPJaSU5luW3zHoIQ3K3U5SCIXee1Wzynsylq/TvnUfv6EoSm1VegrIIwPWAU0qx9Bt79NZ7PzeT+59/im2ccx6T9P2CRuS70LIH7v8AnN19l/HvLZJh9NKxawLWpx9m8YSbhP25mDRO4b9ZlyGb+b2MsbFiXTczqMG48hWSJf2qHszbfyYNH9xCOxLl/YxO3L5F48IKjoXUGhRHxneUez8wO980rMf96x7Ks7bejDHpGc8wy57V13JWAIAzwXwKRzbBpqLQ2fv3B32LCaw9wwqabgGMA2M1k3pdtGeOYPTrftnEGCBAgQIAAOztSuSIPvrKJk/ebbN19DrBzQ9V0lyoNDNVBNUWdIFXEczWdkjbkSsgXVaIh22K8pYaGVVGGIgjNkFxfQYpTteiEIsuMqeUXowWHxVipYDFeYy6wVvelmD3BbeUaTwahyPwSZE06X3TZuUeqlHAIqJpOvmgv2CtajItei/H4FIRWSYl5jIuqTlTBKqnoaomzwiz9S3ssxuNREAo1YESRkSSJxli49pISU+0o16GGLahaiRo1IayR4ywpcc6HwZRN/naPOAnCLLMnNFQlMp2ZbgDT2xNIkjE3yyGTV/nIzc+y/7QW/vqVI8qO0cof1HVY9ggzX7qXc0NJCoUDfJ8jjXVzQnIF+696ga9Lz6G/WEDa82Q2v7Ga/TJL2DDtVL64/FTuH8tTUHUSDmIpqoQYVKP8ccYP+fCSb3Khcj/FrsN5Ze616CuXWsSg+L5J5VSXvbUxplBQdQZMMslJ6kqSREsiYjWFg02GJGIR2OtD1uNXnrYPz67s47QDurhp/koGUoYtcyxXNCzGPhD7P68CM94FM97FvWteZK3eAxgElyBo0lqIP+56PZc2PQIbXoT2XWG/s2Bsi6FGm/9DdkXnX5HJrHjzm7DXF/zJKBObzbbjyS6Lsewi09J51dVy7CXU735xPTfOX8GExiin7j+FbEFFkuzPFVYkS3HsRcZUugpUOq9tBaG9fTIacqlN/TBsWqQHHMdPfAZBrqdyKtmCmywX18FMXjNyA/uWEcmMuBTB4lxuXz8PXn/AmOttM2HN0zCyCU7/Dez7UZY/v5Z71En8zy5Hlj8eE/eALzzB7/54OwvXDHHrhV+DUBgKWa69+lI+EnkF5hzJl14/iv0KSeKZAo0xhZAsuW7eOa3CXS1xFg/NInz8VwFYOW8Jr7+5Cjr3AqCgGqpjQd7/5tNzeX3jsEv5C3YOZ+9onrWOspItI1mLkMyYFm1ZruML/m1C8L/MANsFLYkwsbBsXUidWJVt5J7iaXx7859h1QKYfTTN8TCdTdG6cl8CBAgQIECAdwqeW9lPRJE5eEapCuVvr25iLFfknMNm7ICRBRgPhPXTiWpKqkLRLjoQ6w2/spNKyORVmk3iKxlVamp+LVUQbiOLcYV8LMDK0AsrRth+oUrT7cLVAyUEoWExHl8GYVvSICAyBdWVEzaSqU2pZpEekRoIQpHFFR6/glDVdGshKpSEgowTCsIDprXw0OubGckWLKKzKW5mEGp63YpUZ9M0GMUu1SzGBa+CsI4W44In4w8MYl2RpXG3r2YKhuUzr2oMOfITu4ezzO5IsqovZe2ragRhvuhWOEaVEF0t8YoE4ZJuQ9HptBqWjDFvKghXzocnroSNL9OkxLksnGH9C6Ow9+9soqRvOfrjV/Jw8a+wEcainfxNfTenff5ywlP24ZOLHuabR81h7oxW0ssXss4k2J0KQjEPF+Wn8fPcT5kkDfDrkz/K6GaDXBZzWigDx3JFlyVSEIibhw2S1WkxBmhNhF0WY3HOeYuMPrBXJx/YyxCGtCUj9I3lSeVVNL18u6uYHy5br0MV5yTrCqqOHknCsd/zfS3SA7DyCfT7L+f4xd8C9Uk46SfQOMl3c/F5J7e4LcZOpXbajB0QBKeXUPcWoozlijREFOu8DIfksrmFRjuv04ZePq9QqJad6u5kpLqqXBCEToJXkIoiNiydL5ItOlSvm/7DzLVPcWZoLZPn3wdr/gFqjkuAI+W5sGUKdO5FIhzi66H7OPo/9xlkbaIdljwEjZPhU38zCF/smxtOpZ8vQmHWtR7O0ys3GOQgQDjGHerxZHb/HN8/ZW+0lf9mMJ2noCk0OUjna0/fj2seWeKKbfn7Be9xiZsU2bhxJa6bdgGTsU+P3bOTY/csFTZ1WArCHGv7U9Z1xnnDLmMSyTsjAoIwwHaBJElMaYlbF1In1vSl+Y16Ihd1PEfokUvgi09BSGFOZyPLt/g3jQUIECBAgADvROi6zk/+tYwb568A4KaPH8RJ+012/f7O59eyx6RGDppeWy5agB0PVS9VEFZTceVVmwAS5KK3qOSzv3+RkCzxq0/N9X2N4Yyd1dcQDdVkMRbcjSAi67YYF0tVX2AQRJWIobxFPpkWY5+Frq7rFrmzsqf0/4jOkhIrg7BYRUFYsEtKwFioOcmMWhWE3sKAWDhUttwi67GTRZXyZGI5FFTNOkZinghSVdii953azEOvb2bTUMYiOpvjYduSrOpElPoJQvF+tSgIvc8J1WGXd+ZwCkiSZOZpjk9BmMmrdDRE2DScdZ0P3cNZ3r1rB6v6Utbj1ZSOeZ+5PqsjyZr+8gThm44ylLFc0bfRNpfPcXnhp3DHv6F5Opx6I+u6TuGvN1zI19c9AI/PhP0/Bs/dBK/cCUqMG4qnMe095zDWPIf//eti3t88h4gjd1KQFMLi6CRbmuMGUbK6b4wcEdbqk+gZK1j7QSgHGywFYZGMSdAa5JdJEA5lze3dREdLPOKyGGdqyFvraIiwtHvUIsfKKwjFee7M/Sta1wnn+V/UqrRLJ9pg349y5cIp7LH6dr655D7CG45C/sw/oX0Xe7vhjfDQRRzU28ce0ulMbrItxlFFpiW3CR67DJb9i8v7e3k2fDgNof2B0pISMVd6R3OM5YqMZYuWHRmM62G+QkmJ05JaKa/Qm0EIxvGsRrQLgtB5/MZyxs8TzTmVyqt2vML8q+DJa9gNuDYM6toEHPgJ2OUYHnr0UY4auBduPQIOOIdkZohvhP/OmxNPYq8v3g4hfypqNFtEliBZA4EWVUK+LcbiutyWjDCQyqPpujXvAc48ZBpnHjLN9by2ZIS2pB0D4L1uivcJ+3zfOdFhKgh7RrKsG0jzof27WNWXomfEjoKwbgrshNhRLcYB/gvQ1RJn42ApQbi2P0UkmkA+/gfQ8ya8/DvAaDJeETQZBwgQIECAdzh0XWfhqn5+/dQqPv+Hl7hx/gpO3X8KczobuOqfb7kWqa9tGGbxphHOOWx6XcqfdxIkSdpLkqTHJUlKS5K0SZKkKyRJ2jn/Z21CdTTOClRt9dU0Ih6LsXMurO1P8cSSHh59c0vZHKmhTMFaBCUj1fOmwGkxxvy7vgZlb1i9QHUFoWlfDclGPqPP//8GUnlrAexH3Gm6bgmrxEK4nD1PQBBzbQk7g1AshjubolVbegWylkJHZBCGyqoCvSUl41cQ2rl+4FAQCoKwqxkwIn7EQr8pHrYJxTptxkJRZxOEStUMQu9zhPqwFptxwUGSO5Gsgdgoh0xBtSyngqwZzRZI5VV2nWgoUsV54lRj+a1HDLWse67P6kiyujeFXuaceXOTTRCu7vUnEs/o+QXvK/wbjr4ELngJDvok4WiU64sfZdW0D8PT18NNh8J/7oJDv8Cac57hJ8UzkSfvQ4NJpKXyqkXwNUQVOs1CiTc2DQPQ3mATH61m0/DKXkPdBAZhJfZx0msxzhcdilnFIu+6TUWUV+3Xkggz7Mwg9Clh8aI9GaXfLCTye00BPwVhOqfSaiqCBTGm63rZ+eTFtz+4N79UT+FDuSso5LPwp7Mhax63fAruOA1WLaB1ZAl3Rq6mSbUbaXcpruCm0QvhmV9AwwRWhnfj1OzfmPjPzxNCLTlfVvelrc+2pi9FKl90RYdElPKFTdmi6lKCVoqtEPvBqchNVGq21zT0kc2MZgwSayidt+a0UI9a1u1ckUxe5f25x+DJa2D/j7P07Gd4T+5nPPGhhXDyT2HPk7m/6RN8ruXXcPBn4NW7kVY+wc/UM3lwxnfLkoNgE+m1/J9HZECKsRZUjaKmW+Rbe0OE/lSeYcd3Y62wohzMGzEFx3dWJbSYN2VeXjtItqBx4PQWIiGZPkdWbMYZK7CTISAIA2w3dLXE2ThUajFe059mRkcCac9TYdaR8PgVMLiW3Sc1kCmoVkBtgAABAgQI8E6Drut8577XOOu25/nBQ2/xyvohvnX87vz87AP4+rFz2DiU4d/Leq3t71q4jng4xIcO7NqBo95xkCSpFXgM0IEPAVcAFwGX78hxVYNfBqEil7eDgWExdqquAFcW4FPL+6yfn1/VX/J8TdMZyRRoMRf/CdNiXO3Gq9diLNXZoJwrqr4lJUYpS/WSEiUkWVYuL7odliw/Ykp3KAijW6EgFATRlJZ4VQutgFiAWyHFth8AACAASURBVKRfBVVgzsogNPbTuDIIVdtuHpbdhF//WI54OGQRXhuHsgxnCsgSNEQUa15Vmn9+cB4jEARhFQVh0f0cQZTXUlSS97EYg9nIPc4MQkNBaBKE5nEWVr9dTMu6IA6dilc/y7vf+Ga2JxnNFelP+ZfbeBWEJXj59xwz9hB/azgDjr4YFGOsYVkCJJ7b+zI45z44+WfwtVfgxGvoVpsA6EhG7JbnXNEmCGMKTXGFZCTEf0xrs1B/ATTHbbJQZKKNZgsWeSTIFaEgHM3aFmORQQi25dabjduaiJRYjONVyJD2hghD6YJF1pcjCEWGXF6150MqX7RagwVxKK4n4RoiGvae0szKqz5If8Nu3DLh+9C/Eu7/Amgq/PNb0LccPv5nftJ1PY1SBunBLxnS640v89X1FzEqJQ1i91N/5YcNl/L7tq+jrHqMS5W7XCUlo9kCfWM5jt59ImCoO0ezblVpOCRb8QteZPLuDMJKxVeWxdhBaDdEyzTbj3bDL49E+uke/Dvyda6O38mHWEC6Z7XxvuKamYggSQYZPSvzBp8e+Lmxlj/1F4TaZrJBn0hatd8vW1QpRlsMwvDSjfCdNdweOZN0lZs4I9lCWQWpF3YmpfGa4vou5ltHQ5S+sdz4CELZVhAaf7vV0eUgyxK7TGjg4Te6Adh9UiPJqFthvjNbjAOCMMB2w5SWOH1juZI7pGv7U4b9RZLg1BuM/93d/wX27zK+pBd5shkCBAgQIECAdwoefqObe17awHlHzmbR9z7Aou99gK+8b1ckSeIDe3XS0RDljwvXAobV52+vbuJDB0xxZef8l+F8IA58RNf1R3VdvxWDHPymJElNO3Zo5eGXHejMgfNDQdUtxYIgvZzknpMgW+YTyTKaK6Lptn2wwSp3qEx4ad6SEqlOBWEZi3HVUhaH0iwk+5OJgsgJyVJZBaFVUlKjglD8vs3RYizIj0lNMUZrVBAK0k+oSQwFYRnlj0dBGFXkqkSmF0VNs4o/FA/pNpot0hRXmNAQJRySDItxtkBTPIwsS5bysJwdsRycRTIATbFwVQWhfVztDEKoTUGYL2q+6pxkVKnaYrx5OON7bmUKKo0xhVjYzopb02eIEWZ1JI0MubwgCO3n+xEvfuObZZYc+OUQqprOks2jHDLTyJa1CMLsCLx2Dzx+JTz0PywKH8SDbZ9zPddWfeqw2/th7megxbBEiszJjsaoRc6l83aWplBfdbXGLYuxKJgALLUdYEUSjOaKpHNF4uGQdS2IKsa5mTIVY+LfgtDqNrPmvbbplkTYlfdYCxnSbpK4woJbiSDyFoOkcqp1PovzShzLihZjB0KyxNwZrfx9ZDaceA0sewSu3xv+80c48lsw+yheSE/mrtbzYeXjRuvu7R8mqzRynnw5tM0GjOPwQvuH4LAv8TnlYfZf/RsoGsdLHIvDzNy73tEsoUwfZ+QfhAU/gmXzmFZYza6FpbD5VYOgdCDrabuuVlLyHvl1dnvx+/DwxfDqn2kL5V0E4XcfeJ0FS7bAP74J/SsYfte3WaZN5SP64/w4/Evit70LljxkXb8S0RCJcIjGgcX8IH0Fw8pEOOMPEApbNz+cxyVX0OymYyUKSoR4OFQ1G3c0WyxLEHshzkdBDGc8yu72ZITRbJFNQ1naGvxbxMvBe+2yMgirWIzBVnODUcaa8OQ/+jWX7ywICMIA2w1TWox8hm5HUUm2oLJhMMMs88uI1plw8vWwfiG7L7mVxpjCi2sCgjBAgAABArwz8aunVjGrI8l3TtjDlXUDxn86zzpkKk8s6WHjUIYHX9lIpqD+t5eTnAjM03V9xPHY3Rik4VE7ZkjV4czGE3DmGXmh67qhThKqKx9SZSxXICQbhR5+ZNmIw1IK9sKpks3X+R5C8Sgy42pF2RbjUHXFJBj7JRzyVy0OpozPNL0t4Vse4iwpUUIy4ZBUNdvPqYYBg7xI51UiikxrMlIxg/Ch1zZbCjor48sqHqlUUiLUPKaCMFyeTCyHoqZbxKDdYmwvihMRBVmWmNQcsyzG4sZCJYvxaxuGXIUETliKGUUoCMNVLdj2cRVqWGHTq8ViPD4F4eJNw7zr6if49VOrS36XMUsjGqJha4G+otcg2Hed2EBjVLEVhI7946fiyhVLxyfWNC6CUFNhyT8ZmncVc9VXOHxGIwDZsQF44ofwkz0MhdpTP4aGiVwZu4hY1P19IHLO/M5fsbaa2Bj1VRAK0rCrxc7KE82qYM99gCktMcIhidFskVRedakBJUkiGTFUZ2mHClDMq01D/gRhQ1QhX9Qs0iZdAxnSbn4fLu0eLRmvF8JWCsa1M5UvWopgcV56y3JqweTmOJuHs+hzPwcf/DG0ziTz3u/yxOTPoes6q3pTrJlxJhz0KVj6ELRM4w9zbmKt2m69RjpXNPIej/sBC+TDOHbTrfDjOTD/Ktb0GGvcA6e3GOre9U9yff+XOGf4NoMgvOtM/mflZ/h1/jvwyyPhhoNg3ULrtY0WY0dJSTmCUNeZ+sqPuTNyNe2r/gqLbocHzuPiFR9jn9wiANYPpPnjwnX86fabjc/yvkvYsO9X+UzhO1y6x8O8P3ct2dY58MD5REaMm5bxcIgDIus5Z9kFpIjzh11/buQ44mgxdlwDs0V3ZiIY53K5rFaBsXoIQo/lPJvXXONpd6iHnedDLfBeZ/PF2ufUPiZB2JII0xBVSEZDpB32bm8j9c6EgCAMsN0wxWx42uhoA3pj4zBFTWe/qTarzn5nwP4fQ3rqOj7WuYFnV/aVvbseIECAAAEC/F/Fqt4xXlk3xCcOn1G2mfbsQ6ajA79/ZjW/fWY1+3Y1s6/zO/O/D3sAS5wP6Lq+Dkibv9spYSgI3Y9584y824NNqsh+BKFpRWuO+5M0Q6Y1r8UkCAXBUM6u5n1vMSclqTa1l0DOs2gVqBSgD267VkiWfclEkaM3tTXuryDUcOVUxSsUhQhYFmPTip3Oq6TzRRKREE2xMCOZou//Q9f2p/jKXYu46J5XAXuxGBUKwnCIbLmSErPpWXI0LufqzCAsqrqlaAl7rG/OxWZXS9wsKbEtdeUsxiPZAqfe+Azn3f5ymfe0i2TAsH2m8mrF+SHmt6V2rFNB6Lf4TkYqZxD+7dVNAFz3r6Ul75M1bZmNMZsIXL5ljImNUZrjYZJRO6uzmoKwq7COc1dfBL8/GZbNA4y5eWhoGYf++1y46TC44yMGsXP3x2hfeC13RH7E1xedyAOR/8fx846Ff18Lc46Dz86Dk6/nvn1v4ZVeqYQsqKT6XNEzRnsyQksi4soJFAShIFeEWKM1EXYRm06r5YTGKA0mSZrKFUsKRxrM3Lp0XiVhjlG8vogA8FqMRemGGI9hMa5M+Ih8O5HZ2NFYXu0VCckuxZiu25migiAUc12pwWIsMKUlRjqvMpwtwqFfQDv3Yd638GA++4eXmbe4m7FckV07Gw0H3HfWwPlPk01OccUFpAumWjKkcFXDpfxi8jUw673w5DXs/+TnaWKM2Y06P4rdzkeXfJ0Bmvnx7N/BpZvg03/n7lk/4ALpYvjwbYbL7ncnwsLbAEOJ7CRaI56c18fe3MLK3jFY8CNmv3Urfyq+j5WfeRUuWQ+fnUcm3MZN+tXor9/Hc6v6aSLFFeHfw6R94fCvWNfbya0NrNCnsuyom0CS+MDi7xCXi4R73+Tm4uVkpTifUP8fucap1nvH/AjCglYSP1FLXMBoruBb5uOHiMdiLN7fmUEoUC9BaN3U09wW42oZhAAn7DOJk/ebzF2fPxwwzhGnmn9nthgHLcYBthumtiQAN0Eo7MMHTm91b/zB62D9Qi4cupr7h69g8aYRi3kPECBAgAAB3glYsNTIFjxur86y20xrS3DiPpP4lamEuf2zh74tY9uJ0QoM+Tw+aP6uBJIknQecBzB9+vTtN7IKUHXdIvkELBVXUQfP2jdvKbU8pIqDqBo1g9sjiuybkycWdxYpJLsXTmXH6iEI6y4pKaMgNLK0KhFJwgJoqCL9iFNBCk5tTfDGxuGS3+sOizEYNt9qBGGmYKgFBakhLMaJcIimuGI2oWolhI0gARabBIZXQRiPyOUzCAvu14uFQ2TrzCBUNd1hMXaTzYb10HhsSkuchasG6GyK0hRXzO39yaZnVxhZli+sGcAPlsXYkUEIBlndnPC3gFpB/opbDVup0RoMO31R8y+VSEQV0n3lj+uji7cABsH4+sZhDphmN75nTMIm6Wj1XtEzym6dRrRRMqr4thh7x6unB/i9fAUNKR3kNrjrTNjndJRoI3eH/8BQugOmHAYjG6FlOuoxl3Hc3xWOS67gohkrGXv5FZZPPI69T7kQphxgvOj0w7no4ocASmz63pxJJ1b2jln5iYJkSOdUdHTrM4HxfQLuRlrANRf3ntJMQ8zYB+l8kaSHyBMEqizbuW6CABxI5YmHQyXHTNiDx7JF2pIRMoWiNT/LYXKzISx5feMwiUjI1brsRTQsW+efaLcuURAKorpGizHYhOqmoSwtiQir+1MWCXrtI0sBO7eSuPH1EzXJStHS7VRaNsYjLAwdAGedD6/ezeQHvsLTsW8Qv0nho/oIjzZ9hEtHPsJJLbMhkoBZR7J8cQfzV62H/Y+H3U+EB74ID38LNr3CLuk5HJHWYN5fQJI4Pq2zodAEb3SjFbI88ZeXODC0il3k+ayZ9mEuXX46C6IxkEMw/XD+etBv2Pep8zn0vs8xte007oi8ShujDBxzHW0hxVJpTzKPxWB4EnzoZib9+RzuC38ffj9AQYpwXeePWblS4WTHPBKEnNM+nC34KQgVqxG7HMayRWZ3NNR0zMpZjOMR4/H2pFMtW6eCUHbfZKs1gxCgsynGjR8/yPq3cZPDrSDcWS3GAUEYYLuhszmKJBlNagKvbxyhqyVu3SWyEG2EM+8g/uv3c2PkBh56dT8XQajrOjcvWMkLqwe46ZyDar6rECBAgAABAuwsmL+0h10mJK1FWzlc+9H9mdgY46AZrRw5Z8LbNLqdGn4sk1TmcXRdvw24DWDu3Lk7xJKg+ZSU2GoEn/KDoluZ4NdiLGxX0XDIIgOdGMoYNtEWU0kjbKFVLcYmGShv4wxCpUyuoIBl15KNFmNNN/abk1gdzhhKktaEkX0nFuECXit3IqKQrqLMyxU0YopsKvqMRWw6XyQRVSzr5EimUEIQCpWZ2PeWgtBcAMfDIYqaTkHVShaQ2YLq2kexsEEq+GVVlkNB06zCD8VjV3eSEl0tcbpHskQU2VroR8pYjJ9eYRciDacLJaRfQdVQZMna58K+PpIt3db5HKhfQSjOCz+LcTISKpul2TOaZVVfivOP2oVbn1zJ08t7LYLQ2WgqVHK6rrOiZ4wz5hp5fo0OgtB5rhSK7vFqj15GK6P8Zb87OPuDH4Anr4Xnb4ZijgWNp3CDfA4PnH2Ctf2zy3tZOfIC+55yNqF9JvGZFx7mvBmz2XuKLXx27pPNw+5iR9mME/AnCFMcv/ckwLb3pvJF6/XEYx85qIsfPbyED1S4KTW7I0ljNGyWlJQqCIXyKSRLFmkXDslmE7dmzTEnrHKTnHGuGGqpymu3zqYYkmSoDme0V/6OdCoIxXnZZs7HvGUxdpPbtcAmCDPsNaWJFT2GFX1WR5JVpoV81043ceVUsIUkiXxRIxE2PmtjTGFQlNfsfzaXPpnlpMzfOWr3SVyx6RBe0XejPzfk2udKSLKJ/FgTnHUnzL8K/Zmf8TuKsA7YFANd55Oq2Yr7F8MWelUYNF2Cw87n+bbz0Ze/6bp5E2lo5VP5i3n14Ec4fPE9DEkJLihcwLnKHA537MtJZl5lKl+E/U7mvqkXc9iG38GUg7h85JOsy3cAQ67iGVmWTAW3fZ4aCsJSi3H3SOWYgroyCD0WY3GDSFy/d5vYaG0r3I21wnudFdeEWjIIvUhEQvSNOVqMayju2VEILMYBthuiSogJDVEXQbiuP8VsM8y3BJP2QTrlZxwuv0nXoh+77B0re1NcN28pTy7rZf6Snu099AABAgQIEGCbIp0vsnDVAO8z2wsroSGqcNmpe3Pq/lPehpHt9BgEWnweb8ZfWbhToKjpJda2Sk2yFlmmuC3GTi5xzFQQNsUUX4uxV0HoVT+UgyhCCblajCs+xYVyLcbVSlmM0g3JIkKMx9zbiubJpniYoqaXKPQ0XUd2vHWsBouxWJhJkkTCDMxPm3YvJwHmhVB/CDLJKilR7AxCwFdFmPXkTTlJnVqharplLQ57jm0mrxIP27ZSVdNZ3ZeqajF+ZZ19Cq3qKy2+ceYeAjSZi/ZKOY2WtdOTp1mtQdlLkjuRiCiu/C4nXjKzy4/fu5O9pzS52r7FsYiFjQzC0VyRzcNZWvLdHMnLMNbjUhaq5VqM1z1P6JU/8Fv1RMZa9zIKF479Hnx7FVyygWd2v4S3BnRXqdDDb3TTEFU4Zo+JSJJkqfScWD+Qtn5e7lM8FHZYSPNFjWN+vICZFz/EQCrP7p1CQegoKREtxub8mtgYY/Hlx/OLsw/03XdgXGsaYorVVOwl8hqiQl3oJjSESnBSUynpIsgdUWiTzlfPWwuHZCt3sKNC/iCIFnDj2IpzqNVbUuIhqmvBFJPsFO3MK82sym8dvzsAsyckmdjo/ryCgMsXNevmhCD8GqKKq9Tn8eEuHtnt+3DaTQy3H8CGgTSaDg1Rm2wvKXeSQ3Ds99j02UV8Ov8dHnnvX+CSjfDdbi6ZdR9fSPwMvvw8L576BIdmb2Kf3G/gxGsQb+u8MZGIKOSI0HPM9ZzceA9nJH/PI9qh9I/lXftyYpOx/8U590zjiXwscSt86kFGk9PoN4kur0U2EXEXkOSKpfETtai8R7NFS6VaDeL6K5SjWY/FuDkRptP8PJ0+c7USwh6ldq4OBaEXfhZjcc3e2RAQhAG2K6a0xF0W4w2DGaa2VrgrtP/ZrJhxJp8oPsCap++xHv73MvsO57zF3dtlrAECBAgQIEA92DiU4bUNtXFUz63sJ69qHF0DQRjAhSV4sgYlSZoGJPFkE+4sECSB12KsWLlxPgpC1Z1nJ9YfTovxWM5YNDVVyyBMuEmh+i3G7vbkas8tqHoZi3FlBaPR2uwu3fCqzEYyRhOvrexzEyya7s4gTERCZAqVSbds0SYr4hGjWCSdMwlCc1E67FOI4iV3RFunWIAL8sQvhzDrbPPEbdWtFUVVtwo/vC3G2YJbQSggyAw/i3G2oLK0e5RDZxolA37txEYmoHPc4bLbCohFtFi4i/euqiC0FF9+LcaGgtBLNmcLKj9/bDntyQj7dDXznt06WLRu0FJCiWMRj5gZhLkCPa8/xqPRb3PMogvgJ3vwtf4fMD39JuAmqC1CUy3AP76B2tjFz4qnu9Wy4ThEEszsSJItaGwZtVWAq3tT7D6p0ZprQsHoxLIto9bP3z1pz5LPHQ5JFnG6aShjqdgAPnygkf8WUYxynlTOyBB0thAb+07xVSr96xtHsuB/jgYM4nfUzCD0urSSUaOkJFtwZ6YJMs9PQeid397nloOwGVcqKAHjM5dYjE3ltFdBqNShIGxviCJLsGXEIMBW9qTobIpy/N6TuOgDc/jDZ0ojP5wKtoxjvoFZ6mPug5Fsgf5U3mqN7miI0G+qC51kWDgko+vu86V/LMfabJIntf2Jdu0PIQVkmUy0nWXSTJi4J2/l2umhlaJirLPF/nGq3USz/ViuyIZRjd27jHNftGKLfSmuG1aGpMMO2xBV6DH3j5f0TUQ9BGGhNKrBSyJ6kSuq5FXNuuZXQ9kMQsd8e+TrR3Lv+e+qm9hTPDc3ChVuYlRDIlJaUiJs0Dsbds5RBXjHoKs1zoZBgyBM5Yr0p/JMba3s/59w+vW8ps1m8oJvQP9KAJ5Z0cesjiSnHTCFF8vkpAQIECBAgABvJ86/42VOvfEZ7n1pfdVt5y/tIREJccgs39i8AOXxMHC8JEmNjsfOAjLAkztmSJUhSL1Si3H5TLG8ZzEnl7EYWyUlZVqMI4psLchEBlw15ZawE8uuFuPaCELbZuuvIITy2XNOK65Fnnq2NRSEipWl57VWl2QQhisvPkEoN4x9FDOLRdIFo3m0koIw5SAIi6pmk7oOizH4KwhzRa+C0Mxoy9VOEGYLtlLTJl/tRbHIeNtrSpP1nD0nGz/7WYzf2jxCUdM5YtcOwJ/0K2pugrCpBoLQLm8xPm+tLcYFtZTQEEhEFDQdVxkEwL0vrWfpllF+fMb+hEMy79m1g4Kq89JaQ1Uo5oKwGO+dfYV95n+eDXoHI6ffDe/6MrtnXuEXmUtg9b9d54q1r569AXreZODIH5AmVmKZBJhhxkas67cVgZuGM67Ms4aowqjneA+YBNFzlxzDB/edXPK6EcVWk20yVW0Xn7gH933p3S6LdyKiWC3GtSqv5nQ2MrMjaY1tLFcklSsl8owMQltlK7C3Oc/8VFmCZBTz2/vccphgElNCwVYOEcVhMc7bxSzhkGSXlGj1kzkhWaKjIUrvqEGAre4bY1ZHkpAsccGxu/nGg0QdCjYx3xIWQWiQ0gBrTHJ3pkkQTm52zg23xRjc5+oHf/EUH/+10Wbs3DfhkGyRVmv6jLknrqU5n2uzIPh7RrOMZIvsOakJSYI+oSDMFZElaDPVmKIYyEkQtiYi1rWvREEYtsuEVE0nr5bGTyQiSkXltLi21GoxFjfVvBZjZ75fazLCIeaNkHrgvRHjbXWvBw0OBaEz+mBnREAQBtiumDOxkXUDaeNOhUkUVsteam5q4M7pV5JXQf/7heiaxn/WD3HwjFb26Wpmy0iOntFsxdcIECBAgAABtide2zDE62Zpwv2LNlbcVtd1Fizt5d27dPgqrQJUxK1ADrhfkqT3mwUklwE/1XV9ZIeOrAzUMgpCmzDzsRh7yBGhANI8JSWNMSMnbzhTKFFTDaULVoMx2Na6SjmAxnhxvackSS7lYiUIO59vBqGzlMUHfgSh+v/ZO+8wO8pC/3+mnL59N703kpAACSEIEimGqpGOFAVFiqDX3hDRKzbUy7Vi16t4RSEgJYAXEJSfIC10CAQCpPds31Nn5szvj5l32qmbbLJJmO/z8JA9O2fmnXLm7PudbwmQmcJinKpgyS2api+DsN6SEkHyCDVLJm8p8LwZhEF4mzf7crrTQlyfxbjoC+tvCFgwa8E0TedYgNc+7skgtLfvtWceaBOEbqO1e3xX2flqCye32mMp3WdvczJ4raOVLcbONREZXAahY7OvoCAEP0kLcMvT6zlkfDPHzrSyWkXe2PquDJgm5oanOV95iKmb7+XYntv4kXEd26PjuFy+lqaDToETv8XPD76NNeYYuOVC2nPrnHVrRhG2vAT//A7MPpXeSSda+1XmWhck2TabWCoWTTb35HyZZ94WZQFBRFdSS0U8dtMtdkbhSXNGs2CS/0FTym6GHcgbO5XTLuzP6YJe2khsk4d9WY1GjxVWkJ/lIgSc69vTYlzLYgxw+vyxnHDgKC5dNLXqcjGfgtDaRiqmElMV5zpyre6DoztGNMaceeamnlx15xt+BaEYi7CONsZUcloRzSiy2iYIp9ikrPg/wCiPbTlaRvktFI2Az+IcUWUK9n6KaylTMMgWDPK6gSJLvv0X6vKVWyzl6tiWBK3JqGMZtjIorSKsqCIzYCvevOevxUNMBwkur4JQ3AfKKQir3aOFEt7btF0NJRZjvZQg3FlUKinZOQWhdS0YRdN9cFEjl3O4EBKEIXYr5o5rwjStp5RCRj+xBkEIcMSh8/i+9n6kNf+i86mldKYLzJvQwkF2cYlokAsRIkSIECGGAyL64vzDJ7J8TVfVTK43t6fZ0J11JrEh6odpmt3AYkAB7gauBX4I/OdwjqsaBKkXLJ9wbJ5l2mvrLSkRCkLNMMlp5dR27qTKVSzWV1Ii5jyKJNVtMXabfEsnY9EqpSxgEYdCCaeIsZZVEEZcdV5gYhksKUlElIpNws6YtaKjthPLZwoGqajiKBXLtURncu4kvaB7FYTuusqNEaxJqzenMaiwqoVMwUAvmi5B6ChbPApCz2RTEHnCtVPO3m6ufoTFyvPMGmkRDkrn63Dfl+F/ToEHroFChoIRtBjbx6cMgSpQci3X02Lcv5XYips5XHq1ooJQHAcvNnRnOXh8i2Mz72iIIknQ2dsHSy9kyp2ncl3kd8xb/kUWr/khK8zJfCp6Lc0j3HxXNdXKxYXPYcoKH910Nc1YxGl0+0uYSy+CZBss+ZGTbVaO6Bpply8KgrAzXaBgFH12b0G0edGXFeUf5ckMbwahKDEpl/mXjFnKrYGctlMEYWPcKinJFIzyJSV53fosesihI6e1A65K1bc+oZDNuQq0ehSESw4ey28uOoyJNUpKYh4FobBtWgSh7BBTTlnOICzGYJ3L7QN5NMOyjNdqvhUP/fJ60bn3iGPotVoLhZ8oYPEShF7Vr9t27yelBNo8rbwRT4mNlzzvTOfJa6XqPWHDXrnZmkePaorT0RB1yjO8FnOL7HMt4sKyK0qwgBLrutc+LCIY4iUKQqvMqdz3IOCQle2p6ipSgUolJeW+kwaLYElJQS8iSaXf7fVAXBOZgl6Sk7i3Ye+kLUPsN5gz1iL0XtrQy30rtjCuJcHcsaVfJEGccOAorr79BD6e+DctD3+NJNcxb0KLc1NdsbG3rqD3ECFChAgRYnfg2XU9TB/ZwHsPGsNfnlrHC+t7eNeM8gTgw69Z5VohQbhzME3zFeDdwz2OeuFk+lVoMS6rIKxQUiLWpRvW5LMhFvGpuLwTtN6s5lN3BG2oleCUlMguoVMnP1iSw+eFUK5UsjjndcOZXFdSmQmCUJALpQShifcw11KngEVWdDRYk1xRapIu2BbjcgrC9A5YehEf3vA8/5I/yb+LB5HXjZJ9F8RRkLgVr3U0lJaU1JtBGCyg8ZK/hj3Z9k427//00WzpyznXUYm9/bEbOHfFVzg3AuYv/4e/R2PMeHIjyBEYSrG38AAAIABJREFUc7Blq+1ei178rK8Ftp4MwoLuls9AebLbhxdvhXs/y8h8H0tj8MbKLjjkO75FUlGFWdI6Muk+aJRhx2toa57g8sKjtMvnAnMB65prT0U5+tVvQM8DrJv/Bc59fCI/e/9sMpk0F97Tj7lN5rR5LgHVEFNZb44ifcaNtN90BndFv8oKcxKzli2nS26h7cN/QUq1k99hRRyVu9ZbkhGiiuxRnlmuqbEeG2kqprLGY0EGS/XVFFd9OZpeRDyNtpt7s7QkI2XzBF0bcGmGYD1oikccEqRcSYleNNGLppPRCXDE1HYe+eJxZaOj4hEZVZboz2kU9KG3U0ZV2TkugnRNRRUrm1ATFmM703IQJSVgF7ts6mNLbw7ThHE1mm+9BFXQYtzg+bys6Uwztjnu3Ce8x81LugWV5kJR9/7DxjN3XLOPnPIqTL0K5y6boK5IENoKwtHNMdpTMV9JiVCQpqIuoZ3T3PuLV6VeoiCMqnSlrWs/V0FBKB5kZAtG2YcBIpexvSFa8rtyCBKEQ0m+BWMyCoZJRJErfl6rQXyu0nnDk5O4d2r19s5RhdhvMKopxtQRKb5xzys8tbqLy941pS6pd2M8wtEHjOIa7cMkclv5YuIuZo9pojEeYUpHipc3hgrCECFChAgxPDBNk+fWdTPfo2wXduNyuH/FFmaMbKhpVQqxf0AIpSpZjKuVlAQVhEKNKCZ/qZhSYqkS6KmoIKxOEOoBQlOSattBBVyLcbmSkurbLxhFt8iiTNNtXjfIaUWaExEate18R/0t05d/FXascpYxgwrCOghCb6Nw0i4pydoZafGIdXwdRXB+AG46B9Y/hVzU+U/1j/bYiuT1IrLkEqFOSUm5DMJgi3FcZZq0kTlPfh7+eBqs+ru7cOeb8OgPLRXfXy+FP5+HsWIZMkVncq56VHk5zaCJNAu23Qb3fg6euZGxDTKHTnRtqOI4a4YJ+X741/d5PjKP/26/FmnyIrZKHdw3/lPw2Vfgsn/AMVfBq8voyK32/d1uZVzKlsW4azVsfJZVa9Zx6Y3LHbVRXvcTE0oVYpwnfgm3XwojD2TVacu43ziM6a/+DF692zoOukUWTNz6IPfFrmLm72bCt0fBr44mcv8X+Zi6jHOe+5BFMto4I/Y083segGOuYvXsj7KZdsz2aTRMmodpT31FUQS4ZG3fiMO4fuR19JDicPk1/micyHHZ77O5eZ59Dm1FVBniQZIkRjTG2G5bQbf02Wo/T4FHOfJalPBUgjdjbktvrqx6ECxyLFPQGcgbJRbhetDhIWOCBKP356Dtc0JbsixZ4m1tLlcasauIq4rzORPXXTJqKQjFvVQct8EqCEc0xuhMF1jfbZG5tRSEbkmGQSZoMXas1hqrd6SdzEdrXNb7go3NQaV5b9b6DCyaMYKLjpzsWzbiyajM5HXn+6Mno1mZpWqQnFOIR2SHIBzZFKfdpyB0r59UzC3V8GUQpvzZl14ko17VoVCXlyoIATKeMimvTd0hCFN1EoSKe/zFWBVZ8j3Y2FmUlJQYxZ2yF4MnJqGge3IS906t3t45qhD7DSRJ4hPvns5nbnmBY2eO4MLAja0azpg/jitfmcwt6rFcqN6DsmMljJzNnLFNPL++vtbIECFChAgRYqixpjNDd0bj0EmtNCcjTGpP8tKG8gThixt6WL6mm2vKNFSG2D8h1AZq0GJcJRMwWFKiBBR13gKHmFp+PX1Zzcmcg/otxm7rsvWzIkllc8XKoVxTprv96grGgu5OtoJh8OCq5lpjMP7uC3i/8gasjcIv7oAzfwNzTrczCN11Bi3GRtFkTWeaaSManNe8k91EVKEvp6EXTUYWt8Oq9YyP5ay25GwP3HYxbH4BzruJ+/75b9635adMkLaS14q2QkfxbXuhtJKWtzZB4wIopKF7NWR7WJhLMyk/Fp5+Dra9yqgtK7gv+gTmlgSkWiwSctGnrcbcJ38JRR0iSYg3g5Zhwuv/x68iC2iI/sk+tq4NsfjEr3gk9i2aX89AtAGW/9b677yboGWidXy9FuNn/wi5Xq6Xz2Pi+EVwxqf5wnUPcVRzByc32O6cwy+DR3/Ioq47eEK93D3Aep7zo49w8UtXw/K3AJgBXFmcwbPLr2fRUcda51VcD6ZJ245nuEi5nxEvvgjyiTB+gfW7526C+74Es5bAOX+gb0M/P9NP4yTlabjlg9YykgyJVuZkOtFNmU1zr2DiqDZom8oLxWlc+OfX+Nek39Fyx0dBjcH4w/hE9pesUqYz4+gvkFu5A7AIbC8RM9ljYRV5eQN5nZejB/E7/du+6/DFDb2MbUlUVEQJjGyKOS3G3TbJ4bWDlrO/9+X0qm2t3pKSoELYi2RUZVNPloG8RmO8sewy1TDSQzwGiTwv4ViNzAxCtDYHm32HAvGoSxAO5A2iimzl5nkUhJpQEA7WYtwUwyiaznd6bYux/cBGK1NSEnOzRtd0pkuKaJ66enGJFTZYKOS005c59sKCbpom6YLBiMYYG3uyZAo6Wa1Y9pi3JqNs7s2RjCo0xlTaUlG67W2k8zop+z0pT6lGVjOI2683J9xruiOg8vNajB1LvhpUGYo8Uev3379vJb99dDU3nD+fE+eMdizGrfUShCUWY0vtuDMqvyCCD7l897ZBIiViEvKGQ2IP5WdiKBEShCF2O86YP56Fk9sY15IY1If1pDmjWTi5lZ9t+SBnxZ63nop++F7mjmvmnhc305Mp+CTZIUKECBEixJ7Ac+ushsz5E1sAOGhcM8+tK31w9db2AT59y/N0NEQ557AJe3SMIYYPItMvqCCs1iocbAOWAyUl4j0RRXYmLYUA8daTKQQUhPVZjI1AZqI8iJISMYZyk/BaBGVe9yoIrf8bnpw6YfM9aOsdRLpe5xLtcxx/zHs4/80vwbJPwPTjbYuxu21vvlVUlbn16fVcffsL3PTBmRw59wDAUraISXkiorKjP89J8nI++PTP4ak896Gy8fUZsHIDaBl4349h5ik887jO+/gp71f+HwXjdPKaP1dwzBPf5NbYr+AprP88+B7AGvu/aCPKyNn81jiJ4js+xUdPOMTan0d/aC0874Ow+KvQONr62dB59a7rOeHF6+h84Xsw88eoikQEnYXPXUXjpnv5V/Eg8sdcwwmLT4KV98KdV8JvFsOH7oaRs1yrnJaHx3+GOWkRj742kU/ZpFljXPUXj6Q6YO5ZvPPF22lpu9B6be3jcOuH+U9jCxuVqfCe66FpLEv/7+8c13M7Df+4EGb+w51EGzrcfimHrLiDQyLA08DT34VDzocx8+D+q2HqsXD2/4ASIa8XedGcxoqTbmbOqAT0bYLuNdC3kc3JmZzy0Ei+O/tYJs61jsvaFzbRx0a2L7mRlvsvgls/DLFGouT5qvwf3KyoDoEdj8g+MsNb8pHy5EHqhmWF9bYNv7Sxh5Pnjq5qpweraOLN7VZ+oSBcvIRePFqGIMxqTu5lOXgzCAfyRkW7ayqmkC7otgJs8KTDCA95Gmwl9jbs1lscAXauoUdBWE8GYb1IRFw1ZqagO/scUxXnniSKJdRBWoxFVv4/X9uGLOHLkSwHR9FtFMmIfXUyCK3jtb4rQ09GY4pHuQp+YlagksW4HDkc9TxYyRR0RjZZBGE6b1QshhEE4eimOJIk0ZKI0JfTMIomA3mdCSlr/1N2MzZArmA4RF+rZxztAfVjMqo6KspKmZ1Jj8UY4M7nNlLQizzwylabICzQkoyULSsqhxKCUKuvEKcelHtQt7PKxKRHQSi+z/fWDMLQYhxij2B8a3kJejXIssQfP/IO/vblM1BPvBbW/hteuJm5dq5haDMOESJEiBDDgWfXddMQU53GzIPHN7OxJ0uXrRoBeHTVDt7zk0foHChwwwWHDmpiFWLfhuC4ghmEVRWEwRZjJ7cN33tUWXIVJp52YM0oki4YZS3GVcshKM1MlGWJGpyiAy9xGUS5YgwvvFZUd1m/glCmyIw3b6Q44QgeKh5Kt9wCJ30H8n3wwl8omvgyCOOBopC+9S/zYPTzHHnbQrj1YjAs652rIJSZpr3OjyM30Ns0Ez7wV/4vsYSMGYe5Z8Dl/4RDLYJsrTmKu4x3crlyL3SvtQhOsd8r7qTp+V/xJ30x9xx1G5z7J7hoGXzyOfjSGs4rfos/z/gBfPpl+PJ6pEv/zg/lD7G92ASRBJz1W/jEs/CZV+D0n7nkIICi8tKED/A/+sm0v/IHWPMoqixzivwkUzbdS+eCT3GRdhWFkYdYB2P2Erj0QUt9d+MS2Paqc37Gbfgb9G0kc9jHAVcRZpVUBHIFD7+MuJnjeO0f0LcZbj4foim+1vwtrhr5C0tlOOu9/FQ7lTMK11IwZfjTWai5TuKKBHd9HFbcwYZ5n2Fh7uc8ec4z8K7Pw4tL4b4v0dN6EJx7k6X885z73NgjLOJw3gVw3NVw2s8oHHoJPTT6ihi22TbekR0d8IFbYd75MO5Qbpv9E5anR2GaptM0HVMVn1W6nMV4IKdjFE1HKWVdTzJvbrPaZ2spCNsbos53QE+2QFSVfQRAImI17Hrt+1YGYTWLsb+EolK+YDJqZRBaRUaD/64Z2eQSPVM7/CTWzioIG2OqXXzit90OBYQa0zQtUkuQTlFfSYloMR7c/FOojZ94q4vJ7amaZJNXQZj12J3BJVSF821y4NiWQ9Bi3J2xrqmWRKkoRvUo3NJ5wyF603YRRiJSel8WFmFxzluSUUzTIqvTngxLrxrQKkGSneUrIRlVyNjnxS2wqmAxLuj05TQ22eU7T67uBKz8xLY61YMAMcUtiQFRqDI0FJfzkM3+zAZLmwYDR0FY2D2k+VAiJAhD7NVIRBXrRjX/Ihi/EB64hoParJvvy5sq5z2FCBEiRIgQuwuPvdHJgkmt1tPlzjc5Y/W1xCg4OYTpvM6nb3mOiW1JHvjM0RwxtX2YRxxiTyLYCiwQbET0wikpUYSC0F6XZ2IC1gQ44sm8EuhzSizcSbizPb2GxTigeFRk6rYY6x7iMohIBSu0gNeuJSa6RsBifKz8PIn0BqR3XIEkSRbxN+FwGH84/Ot64mbel0HoqFM0A9KdnLXyczRKWZapJ8KK2+Hh62yFibW90cVt/Cb632w3W3j56F/DjOP529hP8InI1+HUn8KYQ5x1p/MGP+ADGMhMePo7FPSiNfkd2A53fwpjzKF8Xf8QW+LTYPb7YOox0DYVEq0s16exqWMRtExwGM0Gj4UPgPZp0Dyu7LHqyRb4L/39FFsmw7JPEClmOVF5mky0nQ2HfBqQ/JPiETPhw/eApMBvj6fpqR9yuPQqh6z8IYw+iK6xxwBuRpqlIAwQhOMO5TV1JmcP/Bn+dCZoObhgKaubDqc/79oI13dl2WCO5KrYV2BgK1es+xzf0r4PL94Mx13D1vmfYjst5CLNljLy0y9xgf41Fmz6HMs3uw9VNL2yQs8pj/GoHLvSBRRZsoozEi1w2s/gwjvoH7EAo2iS1QxyAZJi2X8cxaNfOs63bkGIpPM6WtF0rg2AWaObWNuVsfe1uoLQsmoWKBZNetIaLYlIiboV8KkI+7K6cw7KwVdCkdcr5gumogo9GauYomEnFIRtHtInqJhLVckgrAYng3A3WIwTUYWiad0XMx7VZMxXUuK/p9aLsS0J5740Y1RDjaXd66Fgk3TgKsNGNVsk3GNvWuTXlI7aOcRBi7FTUFRGQRjxPCzKFHRG2G3a6bzhax72QhSVCMu9IAy7MwWfAlW0bgdLZsQ18MnFM0rWnYyqmKZF1lVSECacDEKD1+0sxKOmt7O+K8u2vhzbB/J15w+CNwPSbTEeKmWeeKgnvuc0w9zlDMIBT0nJUCkdhxohQRhi34Asw5IfQa6X5ge/wPiWOC9XCYQPESJEiBAhdgfWd2V4a0eaYw4YAasehN8cR/uWR5gqbealDZZK4PZnN7BjoMB3zjioxK4VYv+Hk+kXUBBGqyj6tAoKwnIWY7Eeb0mJm33lTuajFazIulF0QumhjIJwEBZjoawoV0An2kPLllNgEYSlCkJ3rL1ZjYuUv6OnRiPNXkIiYitaJAkWfw0GtnCK9Jg/g9AmyTLZDCy9iEZtO5cVPsdX9Eth/gcxH/kBh5qvWhPI9U9x8auXkqDAJdrnSbaNAmD2mCZWd6Yd5ZNAVjMoJMdwg34aIzc8wNzuB0nJupWjVxigePov0FFLiig0w1KNxQNKmqZExKc6roberEZBTiCd+mPoeovGv5zKSfLTvDViMRnNOr4lk82OGXDJAzD1WJL//i5LY99ENXJw+i8cgq/JIQgjfouxjZ8nryRm5mHbq3DqT6BjOk2eZYW6KarKPJabDOf+iTZ9G+/Un4Jjr4ajP+9pqLbPbfM4npUOxEBx4hrAa1cvvZYEidaXdc9Jf84i14IOJW+moFdBCHDw+JaSsihBEPbndYyivw169phG1nWmfWrESpP6lmSUommNqztTcIgYgURA3Qq1FYRRn8W4soIwZTcNe/dnMPDGIQSjEbz248FZjK0MQmHX3plxVYI4lrlC0de86y0pqaZurgZFlhyb8QGjauc5Rm0FW0EvOg8fhDU1piqMaoqxekcaSaKuorJgNENPRkOW3DxD/7at7eQNg0zBoD0VRZZclVo5ouz0edZDiEPGWxEpQhHYndEY8JDQyZh1vxX3QfG6Ikusvu49fOb4cgShyBfUKxLq3iy+17ZaBOFZh44HYMXmPtZ1ZpgwiEK3chbjISMIhYXbPhcF3dhpBWHS2W/dUZrurRmEIUEYYt/B6Lnw7q/Aq8v4aMtynnirs+6WvRAhQoQIEWIo8Jen1gEmp6dvgZvOhuaJyJc/TL7jQF60Q81venIdB49v9uVchXj7wCHcgiUl1VqMRdmHaDGuUFKiypKTZWjkM/DgtfDANRQyFjnttXM5FuPA9r5+9woO+9aDjsJDbEP2ZhDW+feV7pA65TIIhYLR3v7ax+GOK+GFW6x99rYYK/79BVA3P8exygsU5n0YlIjTOAzA5EXQMZP3y//wEbHW5NOk+eFrYO2jfC/6MZ43p9Of0ymccB1my2R+HL2Bo9fdAH9Ygq4kOaNwLa+bExzy48AxTZgmJYV4Oc2ycP/OeA9drYfwkS3f5O6B8+Hlv8LRXyQyahYRRSrJmaukpJnSkWLVtoG6jnNvVqMpriJNPRZO+Cby9ld5yZzC45M/5qy/7KS4dRKcdxO5y/7Nxwqf5M+H3w6jD3KUeCIjLRlx7YRevMJUrp70F/jsq3Dw++33uGpDkY82pT1Fb1ZDn7qYj4+9mQ+0L4VjvwSS5FzLYpJdLJoO+eEl/IIkuReqItMQUx01FUB/TiurvhMKunTecG2OVYoFvApCkUEoMGNkI+mCwY6BgqNGDBK9Am22EqsrU6CnTKGIOP/ifBV0q9SiZouxUUQzrNbsigpCj2qwXK5dPRjXkuAdU9pKXp/Q5pI11cjMIIQCTVwrTVWUkoNFwqPGtIo1PBZjUVJSRd1cCx85agrHzRzBkoPH1lxW3HPzukWmBZt9BSk4tjlRl2Is4pBStnK0YO1fkLi1lrW2LRTkqZhKKuq2R5fb3vEHjuKNb5/CJYumAK6icEtvjoJedO6DKfv8pe37QsqzX5IklY0Oc+3DhmP1Ls0gdC3GG7uzqLLE4lnWw5nlq7vY0pdj2sjayk0BRZZQZcn5Ds1V2O+dgUPWFj0Kwp0tKRH3mYLhPCRIhgrCECGGAO/8JEx8J+ft+AnJ9HonryBEiBAhQoTYnSjoRb5/30r++K9XuGPEb2h7/DqYe6al0GmdxEHjmnlpYy+vbeln5ZZ+zpw/bkha9ELsewiWfgiUy9kTCLYBi8mgWJeY7EZU2VGsTH3q6/DoD+Cxn9L66DcA/2SskqX5z0+uA2Bbn6UiFCpF1bEYS1QVEPZtspp9Vz9CtPsN+73lSR2wVYavLIM/ngov/BnuuBxevp28bjjKLsV7bEwT1vybo166hh1mE5GjrgQsUsBRX0kS5qEXsUBexYjMm842G2IqFyp/p33lTRSP+gw3DhzhTHi79Sg97/0lKkUOWfsHmPZu/vaOP/GmaSlqREvonHFW1vUFv3nSR0hlNYvMyRPln4f/hj+1XMG9iVPhQ/dYZBhWY2cpQShsrv7J4KzRjazZkXYIo2rozepu9tdRn6R49RbOLHyDtJTy5FlVJmDU0Qfyt+IR9KkWAeSSNtY+J8oUaIB13WmxVmhy21cb46pDMIrjM8XOVuvJamQMBTPqTvCD5G9nuuD823t883plstkaq+qzGPfndBrL5O0JIiPtUxBWnvKmvARh0fR9hibbltB1XWlPSUllBSFYqkqrSNE/tkTAYtxjqy+rtbVGbEWcyF6sRBB6lX2jm3eOIPz3Ve/m5suPKPu7ez+5iKtOmTUocqQhrtKX0x21aeMgyMVacNSYmuGzxUZVxblXCkXlzii+LnjHRH5/8eHMHF2PgtBVsGXK2FvH2Odj6oja+YPg3jeFEtKJMigDsW+CqE/FVEv5lzesYpEKBJSqyM53jLjvrelM2z9b12MqqlLQi/Ta607WYV1v9Kl3BaFeiSA02NSTZVRTnOZkhIltSZa9sAmAaXUeK4GoKvsIwqFS5qmBhxu7VFIi9jtvNUxDqCAMEWJoICtw5q9Q1Qi/iv6YpY+tGu4RhQgRIkSItwGuvXsFdz78JA80fot5A/+CE74JZ/0OotYE8qBxzWzuzfFf979GRJFYckht5UGI/ROVFITRKpl8YjIYC1qMHQWhPdmVZSKqxFzpLcat+Sss+gy84wpaX7uF0XT6JmNB9YO9Qk6UnuIwaSXb+q1weD0wXlmivILQ0GHph+AHs+FXR8ONS1j0wBJOlR+roiA0GfvSL2HpRVae3xfehNEHwwNfxdAKzuRaEIzKwCb47fHwh/eQKHTyWfMzRJKWFc6yGLuKM+Og88ibERZs/rPz2tjND/Cf6h/ZPvbd9B55FXrRdCb5nQMFBtoOZlH+xyw78RG44GYSLSOd9wol17iWBFccMw2wCokEclrRmUxniLEscTp/abkcprzLWSYeVUoIP0dBGCBXZo5upGjCG3WoCHsyBZ/STFEUJMmauDoZb1XUKIos2ctb14JL2lgTeh/56oE3J1KgKR4hp1mqNkFMiPKFnkyh5D3OJNu+psR1B36C0FEQViB0mhKRgIKwfH6fYxnO6U4RTrWHNVFVJqrKtsXYTxCOtfP4NvfmyOkGEUUq+VwLiBy/7nSB7oxWYjH2EiPgNh23VSl9ECUlA45Nt/w59paujN6FWItKx2nO2GbnM1EvGmMWwdQ1YBGh1bIWBwtvGZFQ2IF1vApGQEG4k4ROvXAVhFYeYrB4QlyP5y2cWNf6ogGLsXUNVyL6rH1zCUKFlJ1tWq/VVlynq3ek7Z9dBSHAdjuOIlXlAYSAKMgZyOtuqU/w/pFwMw839eYYazdzL5zcxobuLABTR9SvIASbIBQZhJrbuLyrCKr+C/rOl5REFOs+YykIdSSp+oOL4cTeOaoQIaqhZSLSmb9mtrSGI17/Hq/ZAad9OY2tfbkabw4RIkSIECEGhxfW9/DCUw/zQOO1jGU70gdug6M+6atPPWmO1Tr64Ktbed/BY50A8BBvPwQz/QSCagQvRJFIpIbFOKJYLcb/od5FIdIEiz4Lh12CZBY5SXnaNxnzBtg7uOfT/DL6I26LfQNp5T1AaWaiLFfIIHzwP+GVOy03x7k3wUXL6G2eycfUu8pnECoyX1BvYcZL11tq24uWQarDaqbt28BR+pM+i3Erfcx56CLY/hq87yd8Y8ZtrEq4JSGJqOqzwerxVv7XOJ7ZW++FJ34Jj/w3k/7xcV4wp/HkvO/Rk7OWFWqUrnSBnG5QIILc0AHAdI+VzUsMfeLd05EleG6tSxDmNbclOq8XGcjpJWRAIqI4ikGBShbjg8dZxOejb+woPdYB9GW1kvy3iCyjFYtkxPqrNHdKkkRElik41l4/QZiMKOhFs4S89trABcR7+nM6vVmL/BHNt11pzddODaDI/gKabf1u/qVXEagFVLRBNCUizrjFe8up0ryKwOBYKqEhZuXlaUbRZyEe02QRhFt6c+Q0oyJRAy7R0pUWCkI/8Rds2Bb5k6Ikohyiioymm075RSUFobd5WBRVDDfEudncl0OWhraxtcRibB+XqKfUxftQZXfCpyDUDJKBc/SZEw7gx+fN4z0HjS739hJEVL/FOF+GpA9uu8f+XCSjlsVYZADWo1BrjKvIkksQijKUlP1e0RZez/lz8j9zesX7XkSRabbzVzf3Zh0S/pS57vGZUkfbsxdRxVUQpsuQtDsLNfA9XO5+OBikogrpvEve7q0uk5AgDLFv4oCTyB7xGc5T/sn9N13PLx5+k8O//SBHXPcQtz69frhHFyJEiBAh9iPcec8ybol9i2QyaVmKpy8uWWZCW5IvnTyL9xw0mqtOmTUMowyxtyCY6SdQrdW3YBgosuRR8flLSrwW42TP65ysLGfV5Asg3gQjDmCgaTqL5Wd9kzFFlpAlz/bWPg7P3sjN+rGsKE5i5vPfAUND/NqxGEuS1WK8YxU8/F144WZ47AZ4/AY4/HI48ZswewlMPYbV409nlrye5JblJfs04sVf8HF1GWsmv9+ntmXGidAykbOL9zmTrag+wB+i3yee3ggX3AILPsSGtMRID9mRjPjVeUXT5Cf6mexonG0VhTz0DbSxC7mw8GV6ijHHwjm1wyIBO9P5ErXdtApKlVRMZeboJp7f4BbiZT0EYV9OZ9W2fg4IWBATkVIlnqP+CiioJrYnWTi5lVuW1/67tbcMQagqErphkqtDQQiuGg1ci3Gjx2IMlOQQ5vViiaJPvKc/p5UoCLvSBQq6n0gLKgi329b2ye1JnyKwWkkJWDbaoIKwXK6dOM7pgk5ery+PbFRTnE09WYyiP4OwKaGSiCiWglArVswfBGixib71XRk0w6SjoXxJibjzdhx2AAAgAElEQVSGRcFLWzWLsU14DdQo+vCSgjurcBpqiLFu7snSECstk9kVeI9lumA49ldVkRxiUN9DCkJVsUpJ8rqlDAvmyo1qinPavPojR4SaWnwe8ppRkeR2LcbWtZSKqqRiCmm7Kbeea1+WJUY0xpxGYUF0J4MKwjpKZryFP9Vav9tTUToHCmzpzTGm2SII33VAB+csGM+y/zhq0New12KcHUqLseK/d2lG6f1wMEhGB6fuHC7sHXeQECF2AokTv8qOEUdyRd9PefyBW5g/oZWZoxr59t9erSvPJUSIECFChKiFl597gk9u+TJ6vAP5kr/DyNkVl73y2Gn8/AMLdjokPsT+AUHqBRWEQslSLoOwECBiXAUhvvdEJGh99Fr6zCQrJlzgLN/ZNp+D5bdK7FwRRXYtxk/8HCPextf1D/ED/Wwacpvh1WUYxSKS5CkpAc7iH/DLd8HD18EdH4UHvgKT3wUnfce3/tWjT2aT2caIuy6A7a+7v9j4DB2Pf4dlxpE8e9A1PrUtsgILL+Ud0itMzL8O+QGm/P1SDpTW8vwRP4HJRwGWasvbAp6M+os09KJJHynuPuz38NFH4LMr0S68lwxxBvK6o6qZNtKjIAyoWqpNJMe3Jhz1jG4U0YumQ469tKEHzTAdFaBAvEyWnyB3yrWQHjdrJKt3pJ1lKqE3qzn2ZgFVltCNorO9mgShKrsW47xOPCI7BK04DsG/nwtlFHheBWFPViOiSIxrtSb53ZlCicrGvZatbQvV4ES72ERAq9E6a7Une1uMK5WUuDloOa1yfpsXU0ekeHN7moGc7rNyS5LEmOY4W3pzNRuHG2Mqqizx+lbLMt4eJAgDGYRCQVjdYuzPIKxEEO6NSiRB1G7uzQ1p/iC413q3bWkX5yWiyI4SVZA6u5sgBFfBNhTqtfIW4woEoeovKUnGFFJRlc60RerVS0KNbk44bdOCIBR2dpFVWw9B2BhQEKqyVFZd3paKsnJLH5phOhbjmKrwX+ccwsHjW0qWr4WoKpO3721WUcwQlZTI/od6mm7uEgHfEFPJ5K3G6b01fxBCgjDEvgxZoeOSWzA6ZvP7xI+56aitfG3JgfRkNO5fsWW4RxciRIgQIfZxmD3rGXv3BehShOjFd/mC+kOEqITKLcZ+65gXwdw2MQcRVl/rPSYTH/kcsbUPc71+DmmlyVm+s3EWLVLaIv08iNgWRdI74LX/o2v6meSI8Y/ifLoio+HZ/0Uvmm7TZ66XJW9cw3cjv8GccDh8diV85H44+/fwwb+C4p/op9UWzspfC2oCbvkA5PqsX7x8O6YS5WrtEvRi6XSjOP8iOs1G3vvmtfD7k0luWc7ntCvZPOpoZ5ktfTlf4UI8kJPnWKPVKIw5GJrGkIypSJJlLxXh+hPbRD6e5pAzXmXN4ZPbOHRi6aS0LRl1VF6iwTYRlYmpMk/b1uOD7EITgURELiUIc+UVhODmxQkiUjOKPtJM7Gc5BWFUldGKJlnNIKrIZSfiXqgBi7GXtBFEgpeANU2zrKVOEGh9WUtB2JyIuvl7IoPQM5agglDYZcc0xX0txoVaJSUJ1SFCTNNkIK/XYTGubgsWmNaRYl1Xhv68zqzRTb7fjW6Os7k3S19Wq9o4LEmWEmvlFusz0J7yW32TEWtcTgahTRAGrcheRFRL9VmrpATg1iuO5NYrjqz4+z0NQRZt7MkOaf4gWJ9DsB4igFvSElXkkgzC3W0xBlfBlinodRFp1VBqMa58DYvPingYkoqqJGMqnfa1VU3x6sUYz4MYUa4jSo/cDMI6LMYOOW9FDVRSMLamory53bI0e/MzdxaCoC0WTdtaPTTXm2yr8H0lJbtgMU7GFNIFvWxW5d6EkCAMsW8j3kziI3ehjDkY+daLOHLtL2hLyDz2RthuHCJEiBAhdh7p3i62/fJUVCPDk0f9hsSo6cM9pBD7CISCMGgxdlqMyxSABIkYOVBSYk16JbT2Aykc8xX+aJzoECoA21IHAJDqXuFbb0SR0ItFeHEpFDU2TD4TABOZfyVPgLceJpXdbJGZWg5+/14O2PEPvq+dS/GDd1ik+MQjrAxBtTTbTDNMNtNO5tRfQ+ebcNM5sOZReOlWChOPZoCkM2H37W+kiau1S2nObYKu1Ww9+dcsK77TIVczBZ3+nO5TECYCFmNHIeQ5zpIk0RBVLXWbTe61p6I0xKzXcmXUdkuvOJLbP3ZUyRhbUhG60xqm6RaBxCMKMVWmP6eTiipMaEv43hMcI+Aoc8qpv8T+bbVVOl+49QUOufYBy+JtY6CgUzQpJQjtSXG2YNRFBEQ9FuN0wfBN+MVkNRtQaJpmqaJPkD19dgZhSzJiqREV2S0G8YxHDuR4ZQqWerE1FaUvqzn7WrDte5XUcM2JiFMkki4YFM3yxRfC4jmQs5pU6zk2UzytqXPHlRKEW3pzNhlaXQk3qinOms4MUKogFBmRjoIwU6AxplbNNLMy9cyaFmOwSh4WTm6rOr49CWGdtqzgQ6wgtAkgkT0vzouwZINF6iiyVHIf3h2IqbKVS+ppVN5ZONmxdbQYC2WhIARTMYWGmOJY/+tXEFr3oXhEdkg9ca2JSIBgtmI5JKNWeZJQEFb67LV7bPWT25N1jbEaYjZB6za6Dx35pnpU+Hl951uMwSJwMwWjphp5uBEShCH2faQ64EN3w/wPIj1yPX+OXcebq98Y7lGFCBEiRIh9FM++tZWXf3Qabdm13DXze7z3+OOHe0gh9iEIPixoMZYkyZcD50VBNytYjP0txpnDPgbv+jzgX8/m+HTyZoTE5qd861XFhPn5P8PYQ9kat5pIG2Iq/4wfD5jM2X6PlXv1j2/C1pf4vznX83PjNAyz9kRItydO0tRj4Ozfwebn4Q/vhVwf+UVXWcuU2d+8VuT+4kJuetdD8IU3KUx/j28/hTJojEdBKCbhApWyHlMxK6RfqGqaEhEa4yr9Oc3JxaqHNGpLRi17Z8HwWZNj9gR6+qjGEjKrXBuwUBA2xkonhKOaLNJVNPve+fwmwJ3wA44SMkhOxSIKeZsgrMeu5rUY5wL5ZE6BhuYq+pxW4TItxuBmELYkIkiS5Cj8KioI7XObLugkoypNCZWCUXTOqValjCG4XbeFufSYyrJEKqowkDfI1akgnD+h1fn3AaP8uZJjmuNs7c/TlS446qpKEOcTKCmqcnLzPArC1ir5g2CRRUbRpC9XW0G4t0EUvEB59eyuQBzLzb2lBGHRtO4NWrHoe3iwO+FTEO6iei3iZBC6FuNKuXdC5bej320a9qpc67WxivusV20pSDahIKyHbJQkyXoYI+z9FT57gjxWZIlxLYmyywwG7vEfeoIwIks+BeGuNA8n7ZKSvlx1NfJwY9+5y4QIUQ2ROJz2M5i0iGnLPs0vjE/R/2oLjbPfPdwjCxEiRIgQw4hHV+3grR0DnLtwQl0TxZ50nk3/ezlLzBdZc/T1XLj4Q3tglCH2J1SyGINl8yxrMa6gIPRbjC37mVAweBWEGTPKk8VZLFr9D996o4pM28AbsPUlOOW/HGKloyHKerMBpr2bhWtvY7HUZpWQLLyUdaljgJXOflSDIPRURYI5Z8DY+ZaCcNI7kVMTgfvLZi7mDWsipyQaIRJHVbLW/tqEo1DUjW7yEoRKWYIwSAI0xFUrgzCj0RRXUWTJJgh1zwSy9hRIkDfd6QJ53a8gBJgxsrTgJB5xMwi39eWIKLKj/iqnLBrpWIzzvtc39WQdgklYjpsD5FRMlclpBhL1Td5V2S1wCBKE4nhkC+7xFddXaUmJJ4MwoznkQmM8Ql9OL2OXDygIbXudW3aiE48oFIzq6hxBAvVmNec6qGRdbYhbJHFeq29CP7kjxR0feydb+3IltsjRzQmMosnGniyLEyOrrsd7vQbLR4I27i19uZqNwyKWwCmh2EV12p6EKHjJasbQW4ztYykUhIK4FfZczSiiG7uWFzcYxFQrWiBTKG0xHiy8+wCUKHK9CJJ4yZjiy7Ssp6QE3Hvd4VNcBaogo7f350lElLLfZ+XQKNTaulFx3O32vU2RymcUDhZRVSanFZ2HM/Xc3+uFIkueB3XFXbqmGuNWE7uiSMwY2Vj7DcOEUEEYYv/CvPN59uTb6TYbSd16Lqx6cLhHFCJEiBAhhgmdA3ku/J8n+dpdK/jfx9fWfoNpsuqmz7HEfJitCz7L5MWX7f5BhtjvUI0gjHhaNr0o6EZZBWHRMzEBi2CUJMnO2nLXk9MMHjEPRt7xGvRu8G1vfs8DICkw5wyHrOpoiFkky3FfIaX38GO+D+3T4YRvOoSb4bG5ru1M84HfPsHqHWnfuIWyQjRv0joZ5n8Q2qZ6LNXlMxcBYvY+O8va6xMTXi+BEo/IPvuuoyCUShWEA3ndKvawJ8uN8Qj9eY2BvJ3VVQfRIibaXemCQ5zFVdnJg6tEEOY0g3Re5/DvPMSH/7Cc/pxGIqKUnQg3xiwSRRAd4pLZ2J11lnEIwkoKQs2oK3Mr4slnywVaNF3yqjQTMKjqE9bDvpxmZSPa5ExTXKUnU0AvmoEWY+v94nrKFAxSUdUp1BHntNbk280+1D0KwvL7nYqpDBT0qjloQcyf2MrJc62c2bMOHc9/nX0w4M9nq2UxFoRvTJVL9kVVrPxKcYw39mRrqqfEPaE7UyCiSHU95NpbIEmSQ5J6s0SHAoL0DSoIox57rmYU90hBCUBUdW29DUNkMa4ng9DJCezPo8rW94KXmK7XYnzigaP42LHT+NF585zXUp6yn8EQ0w1x1bX3Vxj3afPG8s5p7Vy8aHLd662GqCKT1w0ytgJ6KBWEUdW9bxb0XSMI21IRujMafdnyDex7C0KCMMR+hzHT5nNO4T/paZgGN18AG54Z7iGFCBEiRIhhwG3PbMA0oTUZ4TePvOWQLZWg/eO7LNz0v/yz8VRGLfnaHhpliP0NgggpN4/wZmR5EWxbVQIknSDOxARYWKrc9xs8Ic23fnjjIXd7Mhza9xBMXwwNI5wW2PaGqEXMjD+MP0z+Hkvlk+GiuyCadLftISDP//UT/PuNTp5e0+Ubt243IJcnQ+3Jul6+tVnsh29/7c9op00QtntsmjFVQS+azsS5UktpQ8yycXktoY1xlb6szoBdkFGPDdBREGYK5GwFYSKq0G0TAUdN7yh5TyJiWYyXPr0egBfW9zCQ1ytaLCVJYmRTjG22RVAQARt7ahOEcVUmrxmWxbieDEKPxTgbyAcLNuwCjkovSBCqikwqqtCfs0nYhHWcmhIRttv7UU1BmC7oJGOKQ9wJgrCgm1Utxl4FobDcVmrHbbBt5jnN2ClL4H+//xDOOWwC4Ce3ahGEIlutvYJ1uDGuOjmKW3pzTvtzJUQcglCrmj+4t2KH/TleMLG1xpKDgyxLNMVVNthEutdiDNb9UjNM98HFbkY8IjvNwbuqXhMPSxyLcRUVrCDu+nO6nf8n+QjCei3pLckoXzx5lu/zlIwoTvn8YPapwX5Ak9X0ihbnjoYYf77sCL58yuy611sN4vtQFCANZUNwRHHvm9ouqlJbklGymlG2dGpvQkgQhtjvMK41QVZt4sZpP4LGUbD0QhjYPtzDChEiRIgQexiPrNrB7DFNfO19B7K1L8+LG3srL/zYT4k88l1u1Y+m4cwfQoWg/BAhaqFYQdkGYrJRSpgFs6sci3FQQWiTYcEsw5xWZIM6ERrHwhuue2IOb9Kmb4O5ZwOWGiQekUnFVCePb0XqSH4UuRyaxwMuoaN7lH+bbKVOTveTm3rRrNgSqogGyDIKwiD5JNR1ukMQFpAlaPFMogShJd7rKjUDFtiYZXXtTOcdm25jPEJ/TmPALhepp7igzUsQlmk/nhtoMAYcS+VrW/qdY9CVtsooKqE5EaEvZ5V1iGNVD0EYiyjkHAXhYC3GRd97EmVKSoRqphw50RiP0J0uMJDXHRK2KR5hi62E9Cp4ghmEQkHoZPLZ16EoKamEpoSrXBREdyUVTipqqZiyASv1zmDMIAjCI6a2s2BSK3+85B1lf29dhzrb+/NohllTQSjIiJ5MYZ/KHxQQn9UFk4aWIARXrQkuUewt+NBrWNaHEg0x1clN3VUiN5hVW6iSexdXXRJPXB/eXMtgidJgIMuSc/9srZG96UWDfa/dkyRYVFWcwiZwi4qGAhG7KKhSq/tg4CVv9+YMwpAgDLHfQZElpnakeLlbgXP/BJlOuPNKMKsrR0KECBEixP4Do2jy3LpuDpvUynEzR6LIEg++srVkuXWdGV698/vwwDU8IL2T28Z9icMmtw/DiEPsL6iaQVihpCQdaL9U5fIEYaSKgjAeVS2l4Fv/DwyLQDlSX46BDDNOAKyCh8Z4hHhE8RFtimciHVQveht1hbVTQK9h4/PaWr1wLMaCIHRIJOv1znSBtlTMR+SJZUsIwgAR294QpXMgT9dAwZmQiQzCdBU1XxBiUtyV1twWY1XhkS8ex2NXlc+4TkQViias2jbgjHHFpr6q2xRj681qDoG3Y8BTUmIThMGCDL+CsI6SkoDF2Gv/ExNqr4KwUgahGLNQbzkEYUJ1bJbescqyhCS5+ZLpvKV2chSEtjpTq2HfEyUlvVnNLX6poCAUNvN0Xt9lwsY7qa9FeEzuSPHXK9/J9DL2c7DVVTmNjT1W03FNi7F9zXel900F4Y0fOZxLF03xKYGHCiPt+AGRMwr48ln1ornHLMZNiYijah0Ke6tXtZbXKpNSsiw5n11BEHozCEfs4nEX1+f4tvqbhtuSEboyhT1LECpuSQwMbQZhRJEoGEXn4VV0F66pVs+5CVuMQ4TYw5jUnmRtVwbGHAInfgve+Ds89evhHlaIECFChNhDeG1LP+mCwYJJrbQkoxw2qZUHX/UThI+t2s7ffnwFs5//NvcZC/m88XG+fvrBJc2kIUIMBoJYq6Qg1MpY3bOa4ZvUyCUEoWm/X0yE/VblnMham74Y8r2wYTkYGscUHua16FxIWuHz/TmdxphqNQLbZJBe9FvxgpbQ/rybSyeIGQHLxledICynmBRElasgFKpF12Lc0eC3aYr2YFEYUomI7WiI0Z3R2NKXo73BTxBaeVr1TR4FIdOf0xzlZCIqM6EtydgKxM4oW9X0zNpupnakANjQna1K7jTGrOB6YccEyHqyAHsyGhFFKiEBRQZhsHCkErwW45xmOMfT2i9/gQa4BGE50q4pEWF9t0VyCRLAO+FtSfrPnSpLzrnNFAybIJTtfXUzCOuxGPdltZoZhA0xhXRhcOe7EiRJ4uwFlrq20nmvF8J+KcjVWhZjcd1s6c3ukwrCYw4YwTVLDtwt6xafNW95j7h+RAZhJXXzUMOrZB0KIterWquWQQg4pSgp+zPc5rlv7urfMkI9O3EQBGFrKkrXQIHezJ5UEFoPP8QDjqG2GGt6ser9sF6ECsIQIYYRE9uSrO/KWE+9F14KM06CB74KW19h1dZ+54/LECFChAixf+KZtVZWmrA2HT97FCu39LPBntQa6W60Wy7iCvkuth5wPvqZ/8O9n343s8c0DduYQ+wfKNYoKSnXYpwOBME7JSWmqyBUZcmZ8EVVmbzhVxDGVBmmHgdqAp75Azzxc0YbW7gzeZaz3EBepzGulioI5VIFoSD2utOumq0/QBDqxeqqr6AV2jtecDP3BEEpttmZLjjknoAglIQltVKLcYetLCqa0JESKqMIBaNIZzpf1e7rharINMSs7MLgeCthgofwOWbmCOff1VpcBXkp1HeAk6UFOEqc4GRfKAgF4VZzf4IWYw9BGFNlJMlvMdYCJG5wzMGCCO+EtyUw+fU2gWYKOsmYWppBWMMSmoxaTarCYqzIUsX9boir9KQtReZQNOhef84hPPWVxWVt5YNBg32uhYW8loJQ2Kq7M9o+SRDuTggF4QGeNlhvBqFu7EEFoTe7b0gIQle1VjTL2/wFBDEoHjDVe3+rByL6YXwNItuL9lSUdMGgL6fvMRIspsrk9aKnpX5oS0oE4Qy7RhB6rdris703IiQIQ+yXmNiWJK8XrbBkSYLTfgbxJrr/90KW/PBBTvzhv+jNaLVXFCJEiBAh9kk8s7abEY0x5w/b4w8cBcBDr26DtY9RuOFI3qk9yStzPs+o83/BkvkTmTCIp+QhQlSCUBCWU9apcvmSEovkcScMipNBaP2sF/3h6FFb1SDgqMgSLXD4pfDizfD3r/F04iieUBY4y/XnLIttzFZcGEUr9847VjVATnZ7/l4qtRhXn4SrthImCCdDzp4kKQEbaudAnvaU3x4nyDnxkFfk9QWJ2BEeYtFrMQbY0psbFNHSFFfpy2llMwjLwWvFmzO22bHazvCQGEGIfESh1GyKq7424b6sVnaiHYuISbFel6XOqzoNlpRIkkRDVCVdR4sxuOQMuGpBr4oqaIdWZdmnIEz5LMZuQ2g1BaEkSTQnIvTaCsKGmFpRIZWKqc7xTA0RWTCycdebeAUZvLE7S0syUvNa9BJPu9qOu79B3A+9dm63Db1Y8+HFUKLRpyAcGouxphedhzixKiVE4rMvHjBJksTccU184aSZuzwO8bCr3jZkgDbPfXtPNfWKyI3dQRAKNWdQ9b4z8OZDinKnvREhQRhiv4T4A21dl6UUoWEE2vtuoHXgDb4aX8razgw/euj1YRxhiBAhQoTYnXjGzh8UE8gpHSmmd8RpfPy/MP/wXrrz8B+J7zLzrGvCQpIQQwqhlCpXhGEp6vyEmWmapAu6j8gQzjhB0hV0f9afsFQJ5HVPkP1xX4FjroJ3fZ4/jv4yeU+L8EBOpzEWcciZgl6srCAslioIB/LlLMaVpxPRMq3NpmnSZ+fqeQkQVZYc+3WnJz9QIKggLJqVLcYCQoUoVG617L5BNCUs+69Q9KVqTP5He4oT3jGlzbkWDhxbWZnclFBJFwznwfXo5rjP6ms1BZcShHHVKkQZqDNnL+JRwhhFs2TSn4qpPgt5vsqEeFyLS4SKzLMRZUhDAaEgLBZNhwx3zmfBqyCsPjVtstuo+3N6VWVgg4cwbdiLsr4abYvxpp5sTfUg+Imnepq3304Qn+lDJrQ4r0Xsa7VgFCkYpqOA293wEvhDkX8XUSxC3c1qrXzfEfck73bv+cS7+Phx03d5HFceO42xzXGOPmBE7YVtDCazc6gQtfNVRTTD0FqMLTWn+N6uVqRUC977+MzRlR8aDTfCO02I/RIiK2F9d4bDJlu5Ow/p89isn8TF6t9IzziWG55W+eJJs4b0JhIiRIgQIYYf2/pyrO/K8qEjJ7sv9m7k99I3mdD/HG+MWcJpq8/ga6ccXtYGGiLErqBSeQaUZgeCRXiZpt+appRpMfZOTILr0YyiSxJFEnDclwEw//IcBcNt7+7PaY6C0Nq2UZIj6NibBUGYsQjCMc1xJ4hfwFLpVFMQ+i3VH7vpGf65cjunzx8L+CfWqixjFK3crYGCXqI+cRSEIjvRqE0Qin+LsH69aA6eIMxpDOQ1FLk0BzAI71gmtCWdMVaLLhBFG8KyO6opzlvb087ve7KFsmUDsYjsEIn1FK9EbItxJTVkQ7yCgrDMhNibnSf+PaXDVXIFbY5WBqGbEZaKKW6Lse7JIKwx+W5ORunOFIipStXz6FXm7U3Ku4a4RRBu7MkyqT1Vc3mfgnAPqbH2FXz4qMlM7khx/OyRzmvi+tF0u8V4D32/+4jcIbD4qjYpJdTS1SzGCUdBOPTXx9xxzTz25cWDeo83GmJPEYSJqIJpwvb+PDFVrhkFMRhEFJmBvO5mEKo7f02pisyvLlzAQeOa9+q/PUMFYYj9EuKp3LrOrPPao29s56fKhZgjZnPx9u8TzXfywCtbhmuIIUKECBFiN+HZdd0AHGrnD7LqQfjVuxife40vFT/G8asvoKWljTPmjx/GUYbYX1GrxThY2pEulLZfBotCdKPUYuxtMdYrlIUEl+u31WbeBtmgglANKAi7bAXhhLZkaQZhDZWON/cO4G8vbSGrGTz2ZieKLPlUk9ayxbKEKVRpMQ5ajD1KtqkjLBKmw/PaYIiWpniEXluxVs3S6sWPzp3Hby86DIDfXHQYJ80ZxaQq8QWCXNhk59KNbIz7iLpKbaDeSXBdCkKbVM46BKH/vFnNv6UlJeXIibEtrlJSHP9J7e4+BtWzQkGY9rSMBjMINd2sad8b0RBle3+e/pxWtQW0wUcQ7kUKwngEo2jyxraBuhSEDUNcfrE/IaLInHDgKN9ncm/IIBwKW62IkMhrtW2tPfYDnAPH7B2KtOFQEIrtrO7M+JqChwJCBT8UGYQAJ80ZvctlR7sb4Z0mxH6JeERhdFPcaVgDeHpNN3MmjkRa8jsivz6OnyR/xy+WT+W0eeOGcaQhQoQIEWKo8eTqLqKqzJzRSXjoG/DIf8PIA5HOuZEz+tvJPbWOTy2esUtZMiFCVIKwvpa3GMsM6H6SLZMXuUnun+WSZGXy+UpKPJNdVZHIeazD1u9Lr2crp85af7FoMpC3lHkO2aYV7QxC971yQL3Ym9WQJRjbHOeZ3m7f+kV5SiV4lY5exePazgytSX/xhqIESSS/CiRIKFXKekzFVL575kEsnNLmHFOvAm9QGYQJlVc3azUtrV6cPt/9u3LRjA4Wzeiovg0PQShL0NEY9VmMe9KaL7tKwEvw1TM2y2JsOqRDiYIwpjDgyZgUhSXlnDbjW0oJz2r5jKpsEePute5mEGYLdgZhHRbjjoYYz6/vRZIkxjZXzgRs8Cm69iIFoX3tFc36mmG9xyMkCGtDqJm1YhGtWKQhsmeOWaOHINzV5mBwLcb5OizGKzf3A54HosOMDk8GYXNyzxCEghRcsyNdkn+6q7DyIM2qiur9Dfv/HoZ422JCW8LJIOzJFHhtaz+HTWqDUXOQTriWo4pPc8ja3zlNYiFChAgRYt9HsWhy38tbWDJFJnbTmRY5eOhFcOlDMOIAjpjazo/Pm8/UEQ21VxYixE5A8GD1WowFIRYsU1Akt8m00n8AACAASURBVPlVK5q+iYkgXAQq2TOjiuxMMjOagWla5ElVBaHiJwj7czqpmEpTIlKmxdisSuqIiS7gy7cDSoo3RJFFOcIUShWEYr3liNjzDp/INM9n3KtkGZTFOB5xWnMbd1OWnVjvxh4rH7EhqlLQLcVKQS/Sn9ednD8vBq0gtBWa2UoW45jqa0/OeNR+QYyxFYRfOnmW7/VxLYmyqqFS8ldFkSWiiuxYjAt6fQRhVzrP1r6cTykahJcEHooW46GCdyxC3Vov6rEkv90R8VmMy6uqdwcECT2mCmk9GIj293osxodNtojBWaMrxxjsSTQnI5x6iBUh4c1k3Z0QpOC6rszQE4TBFuO3wYPlveeOGSLEEGNCW5LH3+wE4O4XN2OasFjkVLzjCtKrn+QLry3loXsPYNwHvjCMIw0RIkSIEEOFh1ZuY2zfC3yHn4GRhjN+BYecN9zDCvE2guEoCEt/FyT2wEPEBEgeWZacdWkB8kQNEI16sbydLqa6FmPRQNwYjzjqM0tBaBKPuO8VCkJBwKVtW3JDoMQCSpWNQYiJrrV9/3uDRJJ1bIpktPKEqSC0BEEoMhLrIQG8JOLsQVjxmhIRBvI6fVmtJFdvqCDsiZt6sjTGI45iL1MwnLzFWgrCwViMhQKzbEmJp4QmU2E5sa41331vyev//PyxmJS2ViuShF40HVWiIFRiEdm1GBvVW4wBOhqiFE3L9j6qCvngzR3cHdlsOwsvaT1tkA+pDhgVPtSqBXH9aIZZUVW9OyAUypcsmjIk61PtaIh6Wox/deECejLaXpVp95Pz5/P9sw+u2fo+VPB+l+wOi3HBflgjft7fsf/vYYi3LSa0JtnSlyOvG9z38mZmjGxgjmiRkyRS5/yaF+OHceyqb9P3zK3DO9gQIUKECLHL6M1q/OuvP+cvsW8TTTbBZQ+F5GCIPQ6XuCr9MzsSaB8G3IbcMgpCsa4Si7HsqgtBZBCWsRirloLQNE2H3GuIqY76LKdZCkLVl0ForUesP12wFIQxVUEvmiXbjVRpMfYSmX0e+ypQkiGnKhaJJI5H0NrqLVYBl8Ac7MR4waS2updtiquYJmzqze42JVpryjoOfbaNWRBa2YJBl50vFmx0Br+CsB4SLKLK6IZL0pVTEHoJwlzBQJJKswqrIVqhIMDNIPSrQ+MRxTmfBaNItEZmnDdLcnQVtZaXPNybrLkHespqBptDFioIa8PNICza6uY9Q5qNbIrz0tdPHDKCUOTe1dNi3BiPMKEOu/qexp4iBwGfajDYoL6riKrWQ67CEGUQ7gvYLXsoSdK5kiTdLknSZkmSTEmSPlxhuXGSJN0hSdKAJEk7JEm6QZKkkitckqTLJElaJUlSTpKkZyRJKqnTqXddId4+mNiWxDRhY3eWjd1ZZo1p8udCqFESH/wzz5kHkLr7cnqfvmX4BhsiRIgQIXYNpsljv7+Kbxo/ojB6AfJlD8GoOcM9qhBvQzjEVRmLcSxQGgI4eXNBK6dFqlj/1or+MhDVY90Fa0JcbjLsVdSIBuLGuOqQPjnbiqd4SL5gQcpA3iAVU511+cpRitUVhNZE11qPIAhnjGzwbcfZJ5FTJyzXJSUlfgVhtTKYcpjSYREsgwnOFy3IG7qzu61F1tu63BhXnezFdEF3CmLKqWIGnUEoW82oOfv4JaL+aaBlMdYxbdVqpmCQiChDkqlm2ceLZPLi3Fr7mIgo5OxMRE2vR0HoIQirKAjHt7pTwFQZi/RwQZYljpzazsjGWN3Xrcio3JsUYnsrxD2wYFgtxuUemuwuNMYjQ/JZAWs/rAxC67shzEuuDi8p2Lo7MggNN4NwMA9M9lXsrjvm2cBk4B7g0nILSJKkAvcDBeBcoAX4gf3/D3qWOw/4JfB14FHgYuAeSZIWmqb58mDWFeLtBfE0ZX13lu39eV9AtcCM8aN4/NylPHfLucy/5wp6TWheeO6eHmqIECFChNgV6AV23Hwlp2y7jRUdpzDn0htBrZxPFSLE7kSxWNliHFVLMwiF9TeodJI9JSVGsUjEQxCIPDmBShZjh9Qzio46rDHuKgjzZRSEJQRhzrLXeglCoe7TDLOEaPJCVST0nN9ifPFRU7j6jpdKMqBVRcYomh7CNKAgjPgVhMYgLMYA93xikWPZrhcjm/zk3e5APKI46r3GeMQhtDJ5g+60dW3UUhDWazEGNwsyqEpKxVSnGCEeUchoRsk52FkIslsoCFOOglD2KQhrqXO8pGA1izHAsv84ikdW7SibUTmc+NOl73BI2HrwyBffjV4s1l4whGP/tDLjquej7s1wLMZa5SbxEC686vuhthhHRKN0HWrO/QW7iyA81zTNoiRJDVQgCIFzgNnAdNM0VwNIkqQBN0uSdK1pmqvs5a4FbjRN85v2Mv8PmA9chUv+1buuEG8jiHaw17b0kS4YFcOMjzxwMs9d+Fee++OZzL/3SkioMPesPTnUECFChAixs8j2wNIL6Vj9L37BOXzosl+Aumea80LsPCRJagI+B5wCzASywOPAl0zTfD2w7DjgBuAEIAfcDHzRNM3MHh10nRAkVDnFT6SMgnDHgKUS62j0T2wUj43YUvlJZX8Hok24nMXYJQIHHAVhBLGqnG61GCtKGYLQFBmE1t9QgiDMGwZgfcasBuTqLcYFwy07AVg0vYOvLjmQQye2+JZVbdKzUjlGsKRE7L9cp2pnZ7LoRja6JNTuKikBK1tPNEwnnQxC3bEYCxuyF95csnrUjSJcXxDSQQugIEAH8rpl/S0YQ2YTVBUJo+ieW0EwxyMKWc3ANM26CJ1J7a4ysJrFGODg8S0cPL6l6jLDAevzVT9puaeaYPcHeEtKKqmq9wUIi7FLSoUEYTV4lZu7o8U47ymMeTuoOXfLHpqmWc9jjlOA5YLQs3EnlgrwZABJkqYCBwBLA+u+1X5/3esK8fbDSPuP2WfX9gBUbTubP3089x78U54tzsD862Ww8t49NcwQIUKECLGz6F4DvzsRc+3jfFH/GNsWfIZkLJxM7SOYCFyG5QA5G/goMAZ4UpKkCWIhj0tkEpZL5FNYD4Z/vacHXC+qEVdRtZQg3N6fJxVVyluMHQWhXyGoeqy7YGcB1lAQepWK1RSEqqMgtMY5kLczCJUyFuMaTaERxSoeAejLWttvSqhcsmgK8ye2lu6vJ4MwmMkoSRJRVXYmarqjINx9E7ZRHgXh7syyE0TctBENTllNuqDTNVDZYuxtLa1H1SLOkyBqgxmPQtWXtpWmmcLQKgh137n1ZxCKa7nW5FuSJO78+FFcsmjKkFsJQ+z7iHgiFSqpqvcFBC3GsT2Y57evQpQpHTW9Y0jXGxWN0m8jNedwhjLMAl7xvmCaZkGSpDft3+H5/8rAe18F2iRJGmGa5vY61xXibQZZlhjfmuCZdd1AdYIQ4MwjZnHu01/kkVE/pP2vl8LFf4Ox8/fEUEOECBEixGCx4Rn4y7lgFFi+6LcsfSDCXw4cPdyjClE/VgPTTNN0fKaSJD0CrAM+guUggX3QJVKsko0XCRB7ANsH8mX/RpE9JSV60STpIcKsCaRL1GkV7JlRD6knLMYNcdUpqijYYf5BdSLgtC2nC1aLcfkMwuqqr4inpOT/s3ff4W2VZ+PHv4+m907sLGfvhIRsNkkYgYZACwTC3qXs0l1KS19a2l+Bl5fVwd4zJOy9SgJJCIFMSMhw9rITx9uWdM7z++NI8rEtyU6QLY/7c12+YkuPznlkO5Z06x4VtiEpkbicDvy2SbeNpzpDwx6O4e9zKwYB7Hs9mN6FByvUa3B4j4zwOStqA+yvqiM9yRXxe5yT6mFMnyxWbDvQonN4GmcQNnqhG7p/+6p89M1NpdpvkByn/n2hoTo1vkCDwSdJbiflNf7wAICWTAgd2yeLsX3aX2agSLxQENxnmFGzqjsCV7Cs1ScZhC32ys+OJM3rOujhP81xOx1oXd8ruCv8LBJ5D7OBSI9opcHrsP3beF1po+tbcqwGlFJXKaW+Ukp9VVxc3OJNi45lWEE6xRV1ABF7ENqN6pVBt9wcbk35A6TkwXPnQtn2ttimEEKIg/HNs/D4KeBOgcs/ZP6BgaQnuZjQL+JDvmiHtNZV9uBg8LL9wBagu+3iDlclEi4xjpZBaJgNepAVV9RGDBDay4gj9Qk0ggE8rUPZMhFKjN31ZbmhISVpHleDwGG0HoRmuMQ4NMW4PhsxJGDEHlLictQHRCtq/aR4nBH3aa21ylCrQmWoEbJm7BmYsYbBxIu9dO3Ywd1a7TzFldZz1WE90sNDKSpqAxRX1tE9xhvcc68+ghV/OqlF5wgFGcujZBD2y7PKd7fsqwKgxhcgJU6ZS87gAJoqn0GqxxX+via5rB6E/kBoQmjHzPgS7YP971q0rOqOINSaIVRi3BXKWn+oET0zKMyN/3zaUFZq6A22rpDN2aLfNqVUplJqWHMfh3D+SB1aVYTLG3+tIlze0mNZi7V+SGs9QWs9oVu31nvAF4llfzJnbzQdiVKKmYf14N3NBqU/fgb81dQ9dTY3PbWABesliCyEEAkX8MFbv4DXroHCyXDlx9BtCF9t3s/4vtkdtiG5sCilugGDaFgVMoxGlSRaax/QbqtETFOjFBGHI0QKshVXRM8gDAUbG2f5uZ0O/GbDQJk7wvkaZBDWWpmADodqkA1oHbvpFONQiZvf0FEzCP2Gjpml43HVD1Op8hkx+wDWTzE2SHI7ImZgWiXGwR6EMXo9xtOQ/DTSk1yt8uIz5K9njKZHZhK9spLDvQ4ragNRfzdC3E5HizMbG5cYJzUqSy7MScWhoKg4GCD0G02CiIfKCnhYPQjtZcvJHqvEOPT/wS2BEPEDOBwKt1MFM6PNqG9GtHfhslbJIEy48HCnUICwC/wsWnoPz8Yq623u42CUYk0ZbiyL+mzAUttljdfQaF1zxxJd0NRhVhLCzMN6kNdMBqG1riemhjd3Z+H7yeM4963l9PW3cOUTi9mwtxLT1Ly0dBv3fbQ+XKIhhBAiPspr/dz2+hoe/mxTuHwwrGI3PHkaLH0EjrweLpgPqXkcqPaxfm8lE/pK9mAncDdQiTWEJKTDVYkETB01qy2U0WIvMy6uqItY5eB01JcYG42GgYSCaVBfChzpxbDHNtijotYfHkRhD/bFmmJs7wcYucQ49iAAl8MRDmDWNAoONVkb7LtV7QuEe9Q15rVlEBrBoFJLpxgfqtevO5qlt5zQquc4b3Ihi343HaUUSW4HLoeiotYfDBDGHsbRUvYSY4/T0SSA7XE56JOTwqYSK0BY7YtfgDDUa7CqrmGQOMnlpNZf39+rcdBSiINl/U5Zb2xEetOkI3A7HQQMk7rghO+WlN6L1uFx1r+xolTrP960By1qLKG1fgR4JM7nXkujd36VUh5gAPBv2xqC67bYlg4D9gf7D7b0WKILys9IYuVtJ5HRwslzwwrSGdQ9jTdX7KRmeH+K/JfyN/ej3OZ8ij++msfQHhk8/vlmAD5eu5cXfzqlS4w7F0KItvCH+at5fcVOwMosuWBKX9AaVrwA798C/ho467EGk+a/DvaZndAvJyF7FvWUUplYg0Zi0lo37i2NUupnwAXAmVrrfY1vEul0US5Ha/0QwSEmEyZMiLimNRlaR8wehIYZfXihLmBQXhuIXmIc3H3jDEJXcOiD1jqcSRgpUBceRhIwqKwLhPvbuRwKpazAYcAwmxwbQgFCK2si1duwLDkkYMQeBOAO9tKCYEZajPIsK5hoUF1nkOKNvC5SiXG073W8xGuSb0sppUhPclFRG2BvlODxoQhlwlTUBsI9ABvrn5fKmyt3ceKIHdT4jLiVGIcCu9W+QIPfgSS3gxq/QW1wGENbf69F5+N1O6gOvrHRUTMIQ0Oo6gImXpejQasD0bZCfzer6gJd5meRyP817wATlVJ9bZfNArzAuwBa603A91gZjAAopRzBr985mGOJrqulwUGwnpSdPqYnS4r2c8fba9k96Fw48gbO5X1O2XoXT3y+iUuO7Me/zh/H8m0H+NNra1px50II0XVsLK7k9RU7ueb4gUzsl839H6+nbvdaK2vw1ashZ4BVUmwLDgIs3VyKy6EY01ua1rcDh1RxopSaBdwP/EZrPb/R1R2uSsSMkUHoCQbsQkGukuCU2sglxtgyCBtNGg6+aDFMXZ9BGKUkN3S+itpAOINQKYUnWPbZ+Nih6csBU9cPNrGVGNcFGg5HiVVi7HaqcACzxm/GDABZWZFWD8IUd+QchlAPR6jvkdgZMzrSk9zsLq+l2mc02yKnpcIlxnX+qD+H66cNAuDZJVvjOsW4YQahLUAYLDEODaaJFrgUoqW8LidlwYnpHfX3yRMskw4FCEXi2EuMu0pSUKtMMVZKjQBGAKGc+AlKqUqgWGv93+Blc4FbgHlKqVuBTOAe4LlGE+luA55RSm0GPgcuBgYD59nWtPRYQjTrymMHsKRoPxW1fm6bNRJyJqJxcOEX/8cxvV0UzngChyeZa6cO5MFPNnJ4YRbnTCxM9LaFEF2A1prbXl/Dd7sreObyyR2ucbXWOuq7r++s2gXAhUf05biBGSx+8hZc/3kDvCkw8x4YdwlECEQs21zKyF6ZcSuFE4fuUCpOlFJHYpUU/1trfWeEJR2uSsQwo/fFqy8xtoJc4UFqzQwpCRgN+wSGsvYCpiYQKrWNNKTEHiCsCzToVxfK6gqYusEk4NCxTVOHJzcm20qM65pMMY5RYuysL4Wu9TWTQei07m+1L0YGoTPCkJJOGSB0sam4Emh+yF5LhX5+ZTX+qH8vx/fN4Ybpg3ng4/WY2grgxYM32Duy2m+QZfsdTHI5qQuY1Pglg1DEh9flsAUIO+bvUygoVe0LdImhGO1ZeEhJbaDLBGtb617OBl4Gng5+fW3w6z+HFmit/VjT57YBLwEPAK8AV9kPpLV+HrgauAQrG/AwYKbWevXBHkuIlkhyO3nmism8dt3R9M1NBaVQJ/0ZTvgz/Xa/i+PJmVCxm5tPHMqUATnc8fZaSqt8id62EKILWLihhCcXbeHLov08s3hL8zdoR15bvoPDbnuf389f1bS/IPDumt1M6J1Kj6L5TH7nR9zomse7ejLlly+CCZdFDA76AiYrth+Q/oMdlFJqJPAm1vO7G6Is63BVIqbWRItZNQ6yhQKEkfok24eUNMkgtA0SCWXURepT5bWdr9LWg9DaixWcadKD0JZBWBsM3KR4ok0xjjw9OcTtdIRLoZsbemFNPDapDk66jcQaUmLtKTTFuTMGCNO8LjYGh4XEK4MwJfg93V/pi9nr76iBuYT+ROemeuJy7lAGYXVdoGEGYTD40dEzvkT74XXbMgg7aMaXy5a1Jv0HEyvcg7AugLeL/H1qlXuptb5Na60ifBzfaN12rfUZWus0rXWu1vparXV1hOM9rLUepLX2aq3Haa0/irCmRccS4pAdfRPMfhr2fgsPHY9z1zfcNmskZTV+XvxqW6J3J4ToAhasL8HjdNAvN4VP1u1N9HZarLzWz+/nraKiLsBzS7by6vIdDa7fvruYybtf4ImKq+DVn4E7hS2nPssNvmv51bu7whlSja3eWUZdwJQAYQeklOqOFeCrBO4DJimlpgQ/RtiWzsXKIpynlDpVKTUH643gdlslYjTqF2jnbTToo7kMwlAwvUmWXzBgHjBM25CSFpQY2wZENMggjDDF2LBnELqdeJwNy6MB/KYZcxBAKBPGb+hmexCGMiar6gJRA4kel7N+SEloinEn7AmVbmuP0zs7PtOTQ+XCVcEp0dEM65ER/nxUz8y4nDucQegzwoFKgOTgPg5U+4LrOmZAR7Qf9gzCjhrQcdsGY3TU+9BZ1JcY+7tMsLZr3Esh4mXELLj8fXC44fFTGFb8PhP6ZjN32Xa0bvM+6EKILmbxpn2MLczi6MF5fL2lNGrgrL159ZsdVPkMXr/uKEb2zOChzzZZV9SWw6d/J++RcdzqfgZX7gA4fy5cvZC+k2byu1OG8d6aPfz06WVU+wJNjrtsszWgZHw/CRB2QCOA3kAf4BNgke3jn6FFHbFKxNANA2529QGzhgHC3NRoQ0oiTzF220uMzeglxqGAXLW/4ZASsIKHoQzBhtmJ9f0NQ6WfyRGmGBumRuvYgwDsJdU1PiN2D0Knwm/oYAZh5HWhQFPo/Eq1/pCSRMgI94qEnlnxmWLcYHpwjJ+DvQx9ZJwChEluJwFTU17jb/CzDe3jQLUV0JFWEeKH8roclNcGA4QdNOAc+lvblfretVf1Q0qMLvOzkAChEAerYDRc9Qn0HAevXM6fUuaycW85RSVVid6ZEKITK6/1s3pHGVMG5DKhbw5VPoN1eyqirq8LGFzy+Jfc++H6hL+BsWjjPnpnJ3NY7yxmT+hD0e597HnvLrh3DHz6N1Y5R3JT2p0kXfUuDD7RelUMXHHMAG4/YxSfrNvLnIeXsK+yrsFxP99YwoC8VLqnx+cFtGg7WutPo1SbHHLFSXthGJpoMTNPozLd4spaslPcEfuJOpStB2GjrERnOINQ4w9mEEbK5AtlopVV+6j2GQ0y0zxORzjwbj92KLZpmJqa4PUpDQKEVtDQH+59GKMHoW2ftf7YQy/cthLjFG/zQ0oal0Z3JqFS8O7p3ri9KI0UmIsmK8X6PclMafmgv1hCmbMVdQGSPU0DlQc6eM840X543U4qaq2/Wx21ZL3x5FyROKHHvYpaf5fJ5uwa91KIeEvNg4teg3EXM7roUR5y/y8L12xO9K6EEO3Q+2t2c/f76yL23TsYS4v2Y2qYMiCHUb2sErDvdkUPEL60dBufrivmng+/54uN+5o9vmFq7npvHTe+8A3bS+MXe9Fas3RzKRP75UDAx5nme3zqvZn8RbdDz7GUnv8+s8uvp9/Y4yPe/sIpffnXBeNZu6ucK576KhyUqPUbLN60j2OHdIvbXoWIB0PHmGLsbJiFV1Lhi9h/EBoOKWk6xbg+M6++xLjp0/oktwO3U7GzrBaAtKSGGYRVvhgZhLpRiXGj4GZoSIg71hRj222qfbF7ECZ7nNT4Dap9AVKiBIq8tiElsUq5O7pQme+e8rpmVracPegaq9Qb4KObj2PBr6fG7dz2wF/kDEKrxDhJgiHiB7L/DnXUgHPo77GVtSb/JxIp1A/Xb+gu87PoGvdSiNbg8sBp98KpdzHNuZxTFvwE1n+Q6F0JIdqR1TvKuOrpZdz/8QYe+7zoBx1r8aZ9eFwOxhVm0y83FY/Lwbrd5VHXv7FyFwO7pZKe5GLusu3NHv/hBZt44JMNvLZ8J+f8Z3GTbL1DtXV/NaWV1Zzt/AweGE/ah7+mMqmA693/g3n+PN7Z3wOtYcaogqjHOHlkAXfPHsM3Ww9w30dW27n/fl9Mrd/kuKESIBTti2nqqGWv7kZBtrIaf4OSTrsGU4wb9QkMle4apsZvRs/kU0qRnuRmR2kNQKMhJQ5qggHAhtmJ9cduUGLcKLgZaEEGYSir0W9Yk2pjvWBP9Tqpqgs0n0Fom2LcGfsPApw+ticAk/rlxO2Y9qBgc5lVuWle+uTEp/ch0OCFdUqDUmfr8tIqySAU8eF1tzxTtr2yZ61Fyi4Xbcc+VElKjIUQzVMKJl3J00P/SVnABc+eBa9fD4Y/0TsTQrQD87/ZgdupGNkzgye+2PyDsggXb9rP4X2ySHI7cTkdDO6extrdkTMIA4bJqu1lHDO4G7PG9OSd1bvCPXkiMUzNYwuLOHZIN1699iiKK+s4/cHPueixLzn13gU8tWjzoW3aV03Jp//hfc+vOXL1rZCcA+e/wpqTX+aNikF8uXk/76zeRb/cFIbmp8c81MzDenLW+N488MkGFq4v4fHPiyjISOKYQXmHtjchWonVg7BlGYSVdYEGQTs7p1KYUaYYh0uMzfoMwmiZfBlJLjbvs9qg5KXVT6X1uupLjF0RAoQBQ1PjM1DKWut2KpSqn8Dsj5G5GOK2TeOE2JlrKR5XeHputB6EnkY9CDtrBmGKx8WCX0/loYvGx+2YTocKf//bOnDSbAZhjS8h+xKdjz0Y3VEzvsIlxr6u0/euvWqcdd8VRH5GIoQ4KIMmnMipK5J5//DP6ff1Q1C+C859FlyRy4aEEJ2faWreXrWL44Z0Y+ZhPbnpxeUs3byfyQNyAaj2BXhp6TZ6ZCVz0oh8VIxMmLIaP2t2lnH9tMHhy4YWpLNwfUnE9d/vqaTGb3B4YRaFOSk8u2Qrb6/cxbmTCiOu/7JoP3sr6rh1Zm/G9sniqcsm8bd31rK3vBanQ/HH19aQmezm9LG96m9kBGDXctizBswAOD3gTgZtQukW2L0SNn3K+LpyvnX0x5z9NI7hp4FSnOwzSH11Nb95ZSVb9lVz0wmDY97/kNtmjeTrraVc8OgSAP48a2TM4IQQiWDEyGxrPMW4otZP/7zUiGudDkVdQKO1bhIMq8/M0+Gye3eUTL70JDerdpQBDYeheFyOcAmx0/b/KHSaUIlxitsZ/v/pcdoz+MwGe4nEFZ7GGRxCESNzzR44itar0OvqGiXGQFwz+EJSgmXcbR2Ii5ZBmGwbUuJ2qk798xRtw9uJSowNU3eZvnftlX2wV0cNOB8sCRAKEQcT+2fj8iTxiPci/jJzBLx5E8z/KZz5WH23b2DD3ko8TgeFufF/0ieEaF++3lrKrrJafjNjGCeNzCfV42Te1zvCAcKfv7ic99bsAeDWmSO4/Oj+UY+1aGNJsP9gbviy4QUZzPt6B/urfOSkehqs/2abNd13bB8rQDioexpzl22PGiB8Y+VOkt1Opg/vDljnee3aowArG/HMf33BnW+vZkbWNrzbF8HmhbB1Mfgqo38DMgthxCxuWjeKA3njeGLE5PBVyR4nVx47gP/7cD0ep4MLp/SNfhybNK+LV64+ksc/L6JHVjLnTuzTotsJ0ZZMHaPEuNEU44raQIMMBTuHQ2FowmXGDXsQ1k8arh8WEiWDMLn++Hnpj7nmdAAAIABJREFUtgChsz5AaD+2UipY3myVBduHStgz+EKZi7GCOqGMyfKaYAZhjB6EKbbz2D9vcDzbkJLGZdeieaHfv4woZe2tpfkehH6SJFNKxIE9467DDinpBFmQnUWy24lDgam7TomxBAiFiAOvy8mRA/P4ZG0xxqxLcNaVwwd/hLR8mPF3UIoNeyuYef9Cav0mT18+iWMGS98sITqzN1fuwutycMKIfFI8Lk4Z3YO3Vu3iz6ePZOH6Et5bs4efnzCE1TvLuOPt7xjVMyMcPAwYJos27aNbupdhBRm8uXIX3VMUE1P3wneLoOR7Ttu8hoHuDbgfvxPS0sCdYg1QSsklc6OfC5OdFO73oOq6cfFIN7d/spfrnvuaofnpXHXcAOuJTk0pgT1r8ax8jXu7lZPy2gsQ8FntE1xJ4E3DheJJ1zrcdcvwPmH1JfTnDGFzwY/IH3MiGQMmWdnShg/81iAEMnuDJ4UD1T5eXfQBv5qY2+T7c93UQeRnJDFlQC65UYY0RJKd6uHmk4b+8B+QEK0k1nRdT5MMwlglxlYmcmgYiNOWIeiy9fYLlxhHySDMsE0uzrW9mRCtB2Ho64BplRgnexq+WG0ypCRGFm8oaBlqcRAroyfF1uvJ3vfJzuN0YphWRqXZiacYt5bQz6F3VnKbntce5LAHiZNtJcZp3rYNWorOyR4U7KhBZ4/tb6r977doe0op0rwuymsDUmIshDg4Z47rxc+e3cOlTyxlSLcT+P3k3TiW/NN6oXzk9dzzwXp8ARO3U3HH22t5+4a8FpXUCSE6HsPUvLVqF1OHdg+XJ/xkXC/mLtvOy8u28+9PNzKyu5drhlUSyPyO57YvYtPTTzNgeD4Op5OFG/azq8JHqqrFl1bBzdVb6av24vy3ET5Ht5RudFOplJv5pGsTKnbBntVQVcxMw8dMgGcfAOBC4MIkqFiXzIG1aVQtceF1B6CqGBdwG2CWuoBCcKdaZcL+avBVgRkgK7svH2XM4K2Kgfz4jLO55tVtVOwMMLA0lbfH9I76ruqyLVYm4/i+2U2uczkdzImS0ShER2aYGke0Kca2ISV1AQOfYUZ9ARgaUhI5gzDYJ9DU4VJfV5RsulAAMs3rahCgs2fjNQ60uRwKMxggTHHbMgjtJcYtGVISvK68tvkehKktzCAEK8Aa6OQlxq0hlDHas60DhA0yCG1DSoLB51q/SV5a13jxLVqX/flIRy3Ptb/pkhZlYJNoOykeK0CYndI1grXyGydEnMwYVcDJI/N5b80ePvu+mJRpF3PziJ3w/h+oTi7gg+/SuOiIfgwrSOe381axbEspE+I4nU4I0Xq01qzaUcYbK3byxcZ9zBhZwHXTBkUN8i/cUEJxRR0zx/QIXzalfy79c1OY/9o8fun6kNP9X+J4xIcbuByoIAVzDTgxOVFpPB6FT3nYWJXDVnc/CiaeS0qP4ZA3CHIH4/Cmc/kdHzGlWy73zTk8fJ6yah9H3/4avzwql4sPS4Wq4uBHCenVJWz6voilJdXMGNqXlIIhPPydh1e3pzDvd+fi9UTP5Ouzp4LX713AvBeK6JWVzI3TB/OXt77jxaXbuOiIfhFv88XGfXicDsb0zjqUb7sQHVKs3nhu25CSimDQLFoGoSM4pCScQWgLANoHifhbmEFoH1ACDbO6GmdGOJWVQVjtN0jyNAoqNh5SEqPMN3R/wz0IY5YYN9+D0B4gNGMMgxGx9cpOXAahPTvUHhzvqP3iRPvi7QQZhPY3XaI9Poi2E3ojrSAzKcE7aRvyGydEnCil+M+FEzBMzZVPfcUrX+/k57/4N6pyD943fsYY43eccfgRDO6exu1vfsvzX26TAKEQHcB3u8r5xUsr+HZXOW6nojAnhbs/+J7KugC/O3V4k/Vaax7+bBPd0r2cNKLAurCuEseql3kv+WE83jUEXGk4xl4I/Y6G/FGQ1QfD7+TNlbswtWbmYT1JSfXgAvrW+hnqcjZ5Aa+AIwbm8vmGfWitw8HKZVtLqdApDB5+GBQ2nfCbObGKm+/6lO1ZQ7hq0gDuff9DTh1dEDM4CDAkP52Xrz6CJUX7OXNcb7qle3l1+Q6eW7KVC6f0RSlFSWUdD3y8gcKcFC45sh8fr93LEQNzYwYFhOhsDE3UHoReWwZhcwHCWBmEocBbwDTrMwijlPqmB4MwmSkNA4T2MrbGATmnM5RBGCDFFrhxOx3hnofhISUxMwitcxyotgKEqTGyYexZg9HaDoT+DtYFDMkg/AF6tPELXXvwz/5zTnI7SXaHBqd0zGwv0b7Yg9HR/g63d/bAZrQetaLtVAYfq/MzJEAohDgETodixqgCPl67lw/Xl3Piuc+x++5jeNT7v6Q7p6O8Y5k1thfzv9nOn2aNiFpaVFRSRXFFHZP6SxBRiETZW17LBY8swelQ3PHj0Zw6uoDMZDe3vb6G/3y2ifQkF9ccPwifYeJyKFxOBy8u3cbCDSX89YTueDa8A9++Dt+9Af4qPPmjYOY9uEbPBm9ag3NlueGCCMM6YvWfOWpgHq8t38k32w4wrtAq4/2yqBS3U3F4n6ZlvQD98lI5ZnAez3+5lT45yVTWBZg1plfEtY0dXpjN4YX1x50zqZBb5q9m+bYDjO2Txa/nruTjtXsBeGbJFopKqrj0qH4tOrYQnYVpaqLFzBpmEFpBs2i916whJfUlxPZgmMueQRhoGkC0O7wwi4KMJE4MDiEKsb/pkOxu+JLAFepB6DfIT6/fnz1AGM4gjNGDMBR43FteG7yvMQKEtsyygigvxLzhAKFJwDBjBidFU6EM0EROMc5tlMmaneKmpsyIWX4uREt1hkxU+/+RdOlBmHChDMK2fmMlUSRAKEQrOHV0Dx5bWMSNL3zDM1dM5obqX/JOxt9QT/wIZj/FnEnjef7Lrby2fGfE6Z1rdpYx64HPMUzNn04bwaVHRZ9uKoRoPbe/9R0VdQHeuv5oBuenhy//02kjKa32c9f73/N/H64nYGo8DpMzUlYyre4Tvk4tImdhibU4KRNGnwljz4c+k60BIHFyyugC/t+7a/n5i8u56tgBnD62F2+u3MnEfjkxs/YuObIflz/5FT9/cQUD8lI5YmDTISItMWtMT/7y5nc8u2QrJZU+Pl67l1tOHc6usloe+7yI/nmpnD1eJg2LriVWibHToazhIH6j+QxCZWXxRexB6AhlEGr8wQBitAbqxw7pxuLfT29yub1XV+MMQoeysherfQ1LjN0uB75gYDDUg9AdI0snFBDcHQwQxsogtPemi/b3y56B6TfMmANSRFMf/+I4Sip9bX7eUNmn26ma9KzNTPGws6w2at9JIQ5GZ5j6m23L9k6XHoTtRrQ3rjob+Y0TohWkeV3cedYYTntgIT/55xd4XAX4L/0A5p8Hz81m9Cl3MqLHYJ5bspULJhc26WP21BdbcCgY1SeLv771HRP65jC6d2aC7o0QXdOC9cW8sWInN04f3CA4CFZmz/+dM5YThndn98YVjCv7iKG7XifdX0xlcneSh0yFnmOh13joNc6a8tsK0pPc3DV7DLe9voZb5q/mlvmrAfh9hNJnu2nDuvOjw3qwaOM+/jRr5CGX6aUnuTl3Uh8e/3wzc5dtZ2h+Opcc1Q+XQ3H2hN7kpnmkvFh0OYaOPqQErEEdtb4WBAhDGYSGDn8dEh5SYptifLATfe0BxcYBQlewvNkaUmJr+u904A80nGIcK4MwFBDcU25NQG9pBmHUPdsyMH2Gjnlu0VTv7BR6Z6e0+Xm7pXm5dupAzorwhlFWspUh1daDU0Tn1C29dZ5vtSX732bpQdh+RGt90dnIb5wQrWR070xOHV3A26t288eZI8gp6AuXvgNzL0O99XPuK5zNKd/P5JN1e5k2LD98O79h8taqXZwxthe3/Gg4p9y7gBtf/IZ3bjwm6qRQIUR81QUM/vjaGvrlpvCz4wc2vHLfRlj7Jo6ti5m17UuoLgHlgIHTYeLlpA06EZxt9/A6dWh3jv9lN77aUspjC4sYWpDOjJEFMW+jlOLB88bF5fw3nTCEVdvL2F5aw4Pnjwtn9AzvkRGX4wvR0Zimjjk9M9RzLVRiHK2NgEMpTJP6DEKnvQeh9bnf1OGS34MNltmDgo0D+Y5QgNBvNFjndinq/KES4+anGKeFA4TBDMJYQ0paUBpoH1LiD5h4pMS4Q1BK8auTh0W8LvR/pXcbD04RndMRAw6tIqK9kh6EiXfHj0fz3prdXabnrfzGCdGK/nn+eCrrAvXvmCdlwHkvwse3M2jhPcxNWcVd793C1KEzw1mEK7eXUVkXYOqw7mSlePj7mYdx8WNf8sTnm/npcQNjnE0IES+PLCiiqKSKJy+bVN/PZusS+PQO2PSp9XXOQBh8EvSZBENPgfTYQbnWpJRiYr8cJiZg8FFmspu5Pzuyzc8rRHsVMDXJMTIIUzxOqm0ZhNGy6pwOKzgYeYqx9blhmuHrD7YfX0ZyfWCycXlnqAdhkxJjpyPcsD2UueiOMcU4ye3AoaDaZ/WYixXEbEmA09OoxDhaWbXoOKrrDEAChCI+XE4Hz105mfKaQKK3EhfSgzDxzptcyHmTCxO9jTYjAUIhWlmTJ/4OJ5xwG+SPYuT8a/n7/hv5ekka46dMBWDxpn0ATAm+A3bckG4cOTCXpxZt4YpjBnSZdy+EOFSrtpdx44vfMLJnJvedO7ZJCX9zdh6o4YGPN3DyyHyOG9INDmyFd34D696G1G4w/Y8wZg5k9GyleyCE6MhMHXu6bpLbSa2tB2G0DJFQiXHkHoTBDEJDh3sBumIE6iKxZy42mWLsUPgNE1/AJMU2wMTttPUgNJvPIFRKkep1UVEbiNl/MOT2M0ZxeJ+sqNeHSozr/FaAsCXHFO1bZZ31/6CXlBiLODlyYF6itxA3sdoyCNEa5G03IRJl9Fnoy97DoRSj35sNq+YCsGjjPoYVpJOTWt+gds6kQnYcqGFJ0b5E7VaIDuOu99exqbiKN1bs5O1Vuw/69v/+70YMU/OHU4bCon/Cg1Ng039h+p/gxhVwzC8kOCiEiMowNc5mMghr/AaVdX6S3c6ogzYcwSEloUCcva9h6DYBQ4enCR98BmH9C8/Gjf09LidlNVYJdLKn/jpPhCnGzZ031GS/Jb20LpzSl1G9ovdc9gYzun2Ggc/QMqSkE8gL9ozrnt41BgAIcTAkQCjamjyqCpFA7t5jeWncUyw3BsArlxN47w98vaUknD0YMm1YdzxOBx9/tzdBOxWiYyiuqOO/3xdzw7RB9M9L5dGFmw7q9pV1AeZ9vYPLh9XRZ95p8N7voN9RcO1iOOZm8KS20s6FEJ2FYWocMTIIk20lxrGCZrEyCEMZioZpZdI5Heqgs6XtGYSNb5vkdrC/yhfcrz2DUIUDhOEMwmYyF0NZfqktGELSHPuQkoBh4nFJVUVH97+zx3D32WMozG374SlCtFf3zzmc6cO6S+WYaHMSIBQiwc44aizn+37PyoKzcC26n3/y/zimT8MXDKleF1MG5vLxWgkQChHL8m0HADhuaDcumNKXr7ceYPWOshbffv6yrZwVeJNfbb7KKi0+6zE47yXI6jq9R4QQP4ypY2cQJrud1AQDhLEa0DuUatiDMNKQEsO6/mCzB8HqHxprj6EAoX14iNs2xTiUQRirxBjqA4TxyIQJ9RysC1iBUckg7Pjy0rycOb53orchRLty2piePHrJxERvQ3RB8qgqRIL1zU1lyuACri49j5d6/IKjHKuZumAOFK9rsG76sO5sKqliU3FlgnYqRPu3fFspLodiZM9Mzhrfm2S3k6cXbQGsycSfrN3LzgM1kW9cvpORH1/Gbe6nUAOOh2sWw6gz4SCzcoQQXZthxu5BmBwsMS6v9cdsQO90WCXGEXsQhkqMgxmEsQaFRBNtejJYAcLS6lAGoX2Ksa0HYbjEOPa50+IYIPTapxhLibEQQggRV/KoKkQ7cP7kvuwsq+XXReN5bNB9OOrK4eHpsO6d8Jppw7oDSBahEDEs33aAYT3SSXI7yUx2c8bhPXltxQ5Kq3xc/9w3XPrEUi57Yila64Y3XD0P48EjGOb/loVDb0Gd9yKkdU/MnRBCdGimJnaJsS2DMOMgSoydEYaUBExNwNDNZvFFEit7McnjDGcI2gOE9h6E9SXGzWUQWrePZwahzzDxSQahEEIIEVfyqCpEO3DyyHz+8KPhnDuxD+fPPheu+hRyB8Lzc+C/d4Jp0icnhSH5aRIgFCIK09Ss3FbGWNsEzAun9KPWb3LsnZ/w/rd76JmZxNrdFXxZtN9a4K+BeT+FuZdS4unNj3x30G/GdZI1KIQ4ZAHTjBk0Sw4PKYndg9AaUoItg7D+aXs4QGhYQ0xchxAoizlp2VUfFExuUGKsmgwpaa4H4YFqa9hJbpr3oPfYWOMpxp5DCIwKIYQQIjIJEArRDiiluOKYAfz9zMOsd9gze8Nl78Los+GTv8ALc6B6P9OG5fNl0f7wZEEhRL1NJZVU1AUY07s+QDiiZwa/njEUl0NxyZH9+PAXx+F0KBasL4HacnjmLFj5Ihz3W6723EF6r2H0zpZG6UKIQ2eaDScON1afQegn3RurxBgMbetBGGFIScC0phi749zI3j65OMXTqAdhKIMw+G9z2YsDulnDnS47uv8P3pfXXZ9B6A9IBqEQQggRT/KoKkR75U6GnzwEp/wDNnwE/zmWs/J3EzA1jy44uMmsQnQF32y1BpQcXpjV4PJrjh/EN388idtmjSTF42JofjqbtmyGJ2fCtsVw5iPsHvdzvtlRyYxRBQnYuRCiM7F6EEa/PsXjJGBqSqv8Mct8ncEhJUaEUl6lFC6HImBY03wPJYMwFnvWoD1A6HE58BsabQtcNhcgvHXmCL747TR6ZSX/4H3Zpxj7DY3bJS9lhBBCiHj54c1AhBCtRymY/FPoPQFeuoRBb57F3wqv47bPHMye2EcynYSwWb7tAOleFwPy0mKuOybfxzlrf4527UOd+xwMOZnF3+wA4NjB3dpiq0KITszQsYeUJAWDbz7DjF1iHDyGL9A0gxCswFwog/BQehACfParqeGsPDt7gDCp0RRjCE5PDg0paabEOMXjIsUTn5ccLqcDh7IChNKDUAghhIgveVQVoiPoNR5++l/ofyxz9t7D7Y6HeOSTtYnelRDtyortBzisT2bM4QDs28gNm68lT+9n96znYcjJACwp2kd6kovhPTLaaLdCiM7KNHXsEmNbRl639Oh9+ZzBY/iilPK6HQ4Chg724ju0p/SFuSnkZyQ1udzbIIOwPrjnCQcITQKmiUPFHsjSGjwuB1W+QHA/0oNQCCGEiBcJEArRUaTkwPkvwzG/YLbjY85eeQW+Yik1FgKg1m+wdldFgwElTexcDo+djJc65vj+wHI1PHzVkk37mdgvJ2bWjxBCtERzGYT2kt2CCMG5kPoMwsjTgp1ORcA0CZiHnkEYjT2DsPGQErAChFbmYtu/lPA4HVTWBoL7kZcyQgghRLzIo6oQHYnDCdP/yIqjHqSP3oXjoWPh29cTvSshEm71jjICpmZsn+woC16Bx2aAKwnj4rf5jv58t6scgL0VtWwqqWJy/5w23LEQorMymskgzE+vDwpGyt4LcTYKEDoblfK6HFY/QL9hNjtJ+GDZsxyTbCXIoZ5/voCJL2DiTUSA0OUMZxBKgFAIIYSIH3lUFaID6n/MOfzIdwcl3j7w0oXwzm8gUJfobQmRMMu3WQNKxvTJbHiFacJHt8Pcy6DHGLjyE7w9hjOwWxrfBgOEXxbtB2DygNw23bMQonMyTN0k289uYPf6PqndM5ovMa4LGEDTDEK3U2GYJgFDhzP74sWeNahswc5QQM5nmPgMA08ChoR4XQ4q66zviQwpEUIIIeJHHlWF6IAyktyk5g/kt1l3wpRrYMm/reyo0s2J3poQCbF82wF6ZSXT3ZaZQ10FvHgBLLgLDr8QLn4D0qwhJMN7ZPDdrgrAKi9O8TgZ1VP6DwohfjhrinH0gF13W9/BvNQYAcJGGYSNe/05HYqAoQmY8c8gDGUN2gOFYO9BqPEFEjMkxOtyUFUXzCCUthBCCCFE3EiAUIgOakK/bL7aVoVx0h1wzrOwbyP8+1jY8CFgZRyEnkAL0ZlprVm6eT/j+trKi8t2wGOnwPfvwin/gFn3g8sTvnpEzwx2HKjhQLWPJUX7GN83OyG9tIQQnY+pdczBHfaMvFjrQgHCumCAsHEwzO104P+BU4yjCU0uzk5xNzknWD0IfQEzIRmEHnuAUP5uCyGEEHEjj6pCdFAT+uZQWRdg7e5yGD4Trv4Msgvh+Tmw7l1+9fJKDvvz+3y8dk+itypEq9qyr5o95XX1PQR3rYBHplsZtee/BJN/Co36gY0ITiteuKGE7/dUMkXKi4UQcdJciTHAHT8ezQ3TB8dc43A0KjFuFAxzOqwSY78R/0y+UIAwM8XT4PJQKbMvYA0pSVSAsDIUIJQSYyGEECJu5FFViA5qfDBbatmWUuuC7H5WCWX+SPRLF1Ky6n0MU/PQZy2bdPzH11Yz8a8f8snava20YyFax5KifQBMGZAD25bC46eCcsLl78GgEyLeZlSvTBwKbn11NQBTh3Zvs/0KIZpSSt2klNJKqbkRruullJqvlKpUSpUopR5QSqUkYp/NMU2NqWl2Ivp5kwu5+cQhMdeEexD6g1OMG2UJuhwKv6FbpQdhwNBAhAxCV30GYV3ADJcctyWPsz5A6Inz/RZCCCG6MgkQCtFB9c5OpiAjKTxgAYDkbLhgHuUpfXnYfTdX9N/HkqL97C2vjXmsTcWVPL14C8UVdTy5aHOr7luIeFu8aT95aR4GGkXw7JmQ1h2u+BDyR0a9TU6qh+OHdqe02s+AbqkM75HehjsWQtgppboDfwSKI1znAt4D+gLnADcCZwMPteUeW8rQVmDNGWOKcUuFYm/1JcYNn7a7nQ4ChonfNOPeIiE0POWkEfkNLm/Qg9CQEmMhhBCiM5FHVSE6KKUUUwbksHjTfnTwBQkAKTk82v9/2Ucmv93/BwazjU/XNXnN1cALS7fhVIqzxvdm4foSyqr9rbx7IeJDa82STfuY2asK9cxPwJMGF70GGT2ave310wZx0oh87jp7TIOeYEKINvc34C3g2wjXnQ0MB87UWr+ltX4WuB44TykVu0Y3AQwzGCCMQ2abMxgQrC8xjjCkxAxmEMZ5WMeQ/HQ+/+00Lj6yX4PLPS57D8LETTH2BzMcJUAohBBCxI88qgrRgU0ekEtJZR0bi6saXL54r5s78v6O053Mc96/sX7lF1GPETBMXlu+g+OHducnh/ciYGpWbD/Q2lsXIi42lVRB2XZ+tec3oLUVHMwqbNFtDy/M5qGLJjCuMLv5xUKIVqGUmgjMBn4bZckpwFKtdZHtslcBHzCjlbd30EIBwuZ6ELZEqGy4JlRi3GRISXCKsRH/DEKAXlnJTd48CQXkfMEhJd4EZRA23o8QQgghfjh5VBWiAwsNVgj1YAOr/9GanWV0LxyKuuhV3G43N2+9jsDKV8JrDlT7KK3yAfDemj3sKa9j9oTejOqdiVKwYpsECEXH8MWKb3nGcwfJZjVcOB/y2l1CkRAiCmVFnx4A/qG13hFl2TBgrf0CrbUP2Bi8rl0JBAOEjjhkJbuCGYQ1PgOXQzUJ1rkcDgKmid+Mfw/CaOxDSnxGYnoQel3O8Ocel2R/CyGEEPHiSvQGhBCHrl9uCvkZXhZv2s/5k/sCULSviiqfwehemdC9D1/PmE/Ga5cyft5l6J1fc6cxh/98vhWtNaeM6sHXW0vpl5vC9OH5OB2KAXmpkkEoOobq/Ry7+EryHaU4LngDehyW6B0JIQ7OpUABcFeMNdlApAel0uB1TSilrgKuAigsbFlGcbyYccwgDJUU1/qNJuXFoetrA8EMQkfbBOpCwbm6gJVBmIgS47Sk+pcvkkEohBBCxI8ECIXowJRSHDEglwXrSzBMjdOhWLW9DIDRvTMBmDRqOJPn/5H7Ml9m2uIHmGq+T83IO3Bk9uLZJVvwupz864Lx4YmLY/pk8dn3JWitpS+baL/qKgg8fRYF/u28MfL/OKtwcqJ3JESXp5TKBJptAKq1Xhtcewdwg9a6prmbRDpdlMvRWj9EcIjJhAkTIq5pLYFwD8IfHriqLzE2mgwoASsIGTA0fkNHDCC2hlBJcZ3fSFiAMCOpfrKyBAiFEEKI+JEAoRAd3PTh+by6fCfLtpQyqX8Oq3aUkeR2MKhbGgCpXheXHTuUyz4+l1mOQu5KepQJO36KmvIIvzr5JJwO1eAJ9tg+Wcz7ege7ymrpmZWcqLslRHT+WnjhPBy7l3ON/wauPeK0RO9ICGE5G3i4BesU8HtgG/C+UioreLkLcAe/rtBaG1iZglkRjpFF5MzChIpnD8IGJcYRMwgd+A0TfxuW+ia5G2YQJiJAl27LIMxMdsdYKYQQQoiDIW+7CdHBTR3WHY/LwWvLrfZNq3aUMbxHRoOG5TdMH8y9547lnMt+judn/0WldoOnf0LSonuaTD48rLf1Okz6EIp2yfDDy5dA0Wc8mPFz1uccz2HBbFkhRGJprR/RWqvmPoLLhwITsAKAoY+jgFnBz48IrltLo16DSikPMIBGvQnbg4BpDRRxxqMHYYMS48gZhIapCZhtmEHodoT35DMSlEFoCwpmp3ja/PxCCCFEZyUBQiE6uDSvi1ljejL/mx3sr/Lx7c5yq/+gjcvp4PSxvThqUB50GwpXfgyjzoSPb4cPbrWmvwYN75GO26lYESxVFqK92FJcxpZHLoDv36Fo0p+5e8845kzqI6XwQnRMfwCmNvpYAXwW/HxVcN07wESlVF/bbWcBXuDdNtttCwXjg+G2HT9EKDvPKjGOnkFomLoNexAGS4wDJnWBxAwpybBlECZ7nDFWCiGEEOJgSImxEJ3AlccM4NVvdnDa/QuprAswqlczGVWeVPjJw5CjioG4AAAgAElEQVScDV/cD4E6OOUfoBRel5PhPTIkg1C0K19u2E3JUxdzqmMxfw/M4T8LBtMrK5kLp/RL9NaEEIdAa7268WVKqQNAidb6U9vFc4FbgHlKqVuBTOAe4Dmt9fq22OvBCGUQxiOjL1SmXOM3GvTdC3E7FLV+63xtNcXY43SglBUg9BtmOGDYluwlxkIIIYSIH3mEFaITGFqQzm9mDOOvb38HwLjCSO2aGnE44NQ7weWFRQ+AcsKMv4FSjOmdxfxvdoQHnwiRSMuK9nLgmYs41bGEHRN/j8fzY2aX1XLN1IGSPSJEJ6e19iulZgAPAC8BdcALwK8SurEoQj0IHXHIbA5nEPoMclKbltI6HYoavwEQsQS5NSil8Loc7WZIiRBCCCHiRwKEQnQSVx47gLGFWSS7nQzqnt6yGykFJ/0FTAOW/Aucbjjxf5jQL5unF29hyaZ9HDkor3U3LkQUWmse/+x7en10LSc7lnLgmNvoNf3n3JzojQkhWoXW+vgol28Hzmjb3RwaQ8dxSEkwK7AuYEaeYux01AcI2/DNPK/LSZUvgKlJSIlxugQIhRBCiFYhAUIhOpGJ/XIO/kZKWZmDhg++uA9cXk4+5nfkpHq496P1TOiXk5AMASHu/+Bbhi24npOcy6iZ9leyjr0u0VsSQoiYAoYVIIxH9r29r2CkkmW3U+ELhEqM2+5xOsntoKI2AJCgISXy8kUIIYRoDfIIK4SwgoSn3gWmHz67kySnh9/OmMOvX1nJ1Ls+pV9eCgrFz44faA06EaKVbdyxl5ELrmW68xv0Kf8gefJPE70lIYRoVqjEOD5DSuqPEamE2H6OJHfbBeq8LmdCA4SSQSiEEEK0jlZ5VFdKnaOUmqeU2qWU0kqpSyKsOT54XeOPv0dYe6VSar1SqlYptUwpNT3Cml5KqflKqUqlVIlS6gGlVEpr3D8hOiWHA2beC2PmwCd/Zfaee3jq/BEMLUinqs5g3Z4Krn5mGSWVdYneqejsKvfifmYWUx3LqTrxTpQEB4UQHUQgjgFCe1AwUgmxPWswyd12/Vi9LgflNX4gMQHC1GDv2ZNH5rf5uYUQQojOrLUyCM8C+gFvAlc0s/Z8YJPt6x32K5VS5wL/Bm4DFgKXAm8qpSaGJuAppVzAe4APOAfIAv43+O8FP+yuCNGFOBxw+oOQkguLHuTY9R9w7Cl/h6GnsqG4khPv+YxnF2/lxhMGJ3qnorPa8y36+XPoVrObJ/v8hUuPuirROxJCiBYzwz0If3jgzG0LCkYKENov87raLkCY5K7PIGzL0uYQpRRf3jKdzGTJJBRCCCHiqbUe1c/RWo8Dft6CtSu11ottH9saXf9n4Emt9e1a60+AS4ANwG9ta84GhgNnaq3f0lo/C1wPnKeUkkiGEAfD4YST/wqXvgOeVHjhPHjuHAa5ShhfmM07q3cleoeis/r+fXj0JPx1NZxTdys9ppyV6B0JIcRBiWsPQlvwLVIgzpWwEmMHFbX+8OeJ0D09qU2DokIIIURX0CqP6lprMx7HUUoNAIYALzU69svAKbalpwBLtdZFtstexcoonBGPvQjR5fQ9Aq5eACfeDpsXwj+n8LuU1yjavY/tpdWJ3p3obL57E54/F3L68+CgR1jrHMwxg6XfpRCiY4lnD0JXgx6EETIIE1Vi7HZQHupBmIAMQiGEEEK0jvbwqP6xUspQSm1WSv1BKWV/hjMs+O/aRrf5DshRSnWzrWuwRmvtAzbajiGEOFhONxx1A1y3FIbMYHzRv3nP8xuKvpiX6J2JzmTDhzD3Uuh5OPqSt5i30eToQXmkemWOlhCiYzF0HIeU2KcYRyhZtgcN2zJAmORyUlkXaPPzCiGEEKJ1JTJAWAb8Hatk+GSsjL8/Y/UODMkO/nug0W1LG12fHWFNaF12hMtRSl2llPpKKfVVcXHxQW9eiC4lsxfMfhJ94avgcHLM0mvh+TlQujnROxMdlNaaGp8Bmz+HFy6AvKFwwVy+P6DYtr+GE4ZL83khRMdjmFYRTaSegQfLHgB0R8ogTFSJse1cGcnyRo4QQgjRWbToUV0plQn0aG6d1rpxpl+std8A39gu+lApVQfcrJS6XWtdYl/eeEsRLm+8JrQu0uVorR8CHgKYMGFCxDVCiIbUwKn87+AnGLLpaa7dNA/14GQ47T4Yc06ityY6kJ0HarjsiaW49q5kXvIdeLL7wIXzITmbDxdvAGD68O4J3qUQQhy8uPYgtA8pidiD0FZi3Ib9+Oy9/9KTZFCIEEII0Vm09O3Gs7HKepv7+KHmYgUtDwt+HcoUzGq0LvT1Adu6xmtC6yJlFgohDtGkgQXcVXUK287/L/SeCPOvgqWPhq/fW17Lim0HMM2Wx90/+76YX7284qBuIzomw9Rc8+zXBEq38VTSXRQHkvn2xKchzeoY8f63exjTJ4v8jKQE71QIIQ6eGccSY6VUOEjojnA8d6JKjO0ZhBIgFEIIITqNFgUItdaPaK1Vcx9x3FcoShDKSGzcR3AYsF9rXWxb12CNUsoDDKBp/0IhxA9w5MBcABbu8cL5c2HIDHjrZlj2BMu27Gfa3f/l9Ac/56YXl6N18wG/Wr/BRY99ycvLtvPR2r2tvX2RYK9+s4MN23bySsY9ZLsNrle/5+5FFUB9cPlEyR4UQnRQgeAbXfEoMYb6MuNIQ0rSkuoLgdpymrA9g1BKjIUQQojOoz0MKbE7EwgAKwG01puA77EyGAFQSjmCX79ju907wESlVF/bZbMAL/BuK+9ZiC6lf14q+RlevthYAu4kmP0UDD4J/cZNvPXUXWSluJkzqQ+vr9jJp+ua7++5cntZ+PO5y7a15tZFO/Dogk3cn/4UGZWbULOfYtqxx/LR2r2s2l7G26t2AXDiiIIE71IIIQ5NaIqxI04BwtCgkkglxpnJ9dl7bTrFOBiMdDkUyTKkRAghhOg0WuVtP6XUCGAEEKoRm6CUqgSKtdb/Da75F1AMLAV8wKnAdcD/aa332Q53G/CMUmoz8DlwMTAYOM+2Zi5wCzBPKXUrkAncAzyntV7fGvdRiK5KKcWRA/NYsL4YrTXK5YXZT7P8HzP4g++fnD8+n8KTr2fB+hL+89lGpg6LnQ22fq+VPTa+bzarbMFC0fms3lHG0L1vM9XzGUz9AwycysW9/Dy8oIi7P1jHrgO1jO6VydCC9ERvVQghDkmoB2G8MwgjlRjbA4RtmUGYm+YBrHIfpeJZQCSEEEKIRGqtZxOzgZeBp4NfXxv8+s+2Nd8BZwDPAa8DJwC/AH5lP5DW+nngaqxpx+9i9SecqbVebVvjB2YA24CXgAeAV4Cr4nu3hBAARwzIpaTSx/q9ldYF7iRu4tesTZ/CwC//iPvdXzP78AKWFO1nd1ltzGOt31NJisfJySPz2VlWy77Kuja4ByIRliz7itvdj+PvPQWOuRmwGtxfcXR/Pl1XzLo9FVxxTP8E71IIIQ6dEccehFCfOdhcBmG8MhZbok92ClCfLSmEEEKIzqFVMgi11rdhZf7FWnMfcF8Lj/cw8HAza7ZjBRyFEK3siGAfwkUb9zEkPx2tNTur4Y3D72aE6wX44j6u6P0dj+kLeXPlTq44ZkDUY20srmRQ9zRG97LmDK3aUcbxQ6UHXadj+Dlqxe9QDifusx4BR31Z2k+PG4jX7SDZ7eT0sb0SuEkhhPhhjHAPwvi8Bx/KHIzUgzAz2ROXcxys3sEAoRBCCCE6l/bWg1AI0QH0yUmhd3ay1YcQKK8J4Dc0uenJcNLtcMa/SNm1lPdSbmX1ss9iHmv9nkoGdUtjZK8MACkz7qQq37udYcY6vhhxK2T1aXCdx+XgqmMHcuER/RKzOSGEiJNAuAdhfI4Xyhx0RzigPYOwLfXJSU7IeYUQQgjRuiRAKIQ4JJP657BsSylaa0qqrLLgvDSvdeXY8+Cyd0h1O/h76S/Z/ukjEY9RXutnd3ktg/LTyEhy0z8vlVU7JEDY6Wz4iNQv7+OFwPH0O/aCRO9GCCFajRnnDEJnjAxCTxv2HbRLVGBSCCGEEK1LAoRCiEMyvm82JZU+tu6vpqTCChCGGpcD0Gs85lWfspyh9P70F+i3fgkBX4NjbAz2MBzc3RpKMapXJqslQNi5lO+CeVex3d2XR9N/xqDuaYnekRBCtJpQBmG8ehCGjuKO0IMwUZRSXHJkP+46e0yityKEEEKIOGo/zzaEEB3K+L7ZACzdXMq+KivwF84gDMrI7cHqqY/zn8CPUEsfJvD4j6CyOHz9+nCA0Aoaje6VIYNKOhPTgHlXon1VXF51DSeP7S8TL4UQnZphmkD8AoShCGHcjhcnt80ayVnjeyd6G0IIIYSIIwkQCiEOyZDu6eSkeli4vpi95dak4gYZhEGXHzcY/7Q/c0PgBgI7VmA+MROqrN6FG/ZW4nE56JNjNTwf1SsTQMqMO4G3V+3izbsvh80LeCL7Ojbo3vxknAwgEUJ0boFwiXF8AnqhDP3Gb8AJIYQQQsSbBAiFEIfE4VAcPSiPBetL+GLjPgoykugW4QWMUorrpg3mxxdez6W+X2LsL4InZ0HVPjbsrWRAXmo4MyIUIJQy445tw94KFr10FzOr5vNE4GT+vO1wLj+6PwO6SXmxEKJzM+NcYlxeGwBgWEF6xOsX/W4ai343LS7nEkIIIUTXJgFCIcQhmzGqgH1VPt7/dg/ThnePWT46dWh30oZN4xrzN+j9G+Hp09m1ZxeD8+tf9GQkuRmQl8pXW0rbYvuilSx59xn+5HgMX//pHH3dQ7xw1RR+d8rwRG9LCCFaXbgHYZzbKUTr39ojM5kemTJVWAghhBA/nAQIhRCHbMbIAsYVZpGT6uG8SYXNrr/oiL58UDuMZVPuRxev4+9Vf2Jkjm6wZuqw7nyxYR8Vtf7W2raIs11lNdT6DQDqVr/B7I23sCN5KJ5znmBQQRZTBuTiaGf9s4QQojUYpkYp4v43L8ntjOvxhBBCCCEacyV6A0KIjsvhULxw1REo1bIJi0cMyCUvzcNjewrIOv5Bhn94NQPWXAWT50GWFWCcMaqARxcW8ebKXcxpQdBRJNYjCzbx17e/Y2C3NOYet4+MN69khe6Pccbz9E3KSPT2hBCiTRmmjlv/QYA3rz+auoAZt+MJIYQQQkQjGYRCiB/E43K0KDgI4HI6OHV0Dz76bi8vVYzmEv9vSavbA4+cADu+BmBC32zG9Mni3g/XUyLTjNu1HQdq+Md76+iXm8qw0k9Je+MK1jCA2zJvZ/zQfonenhBCtDnD1HGdODyqVybj+2bH7XhCCCGEENFIgFAI0aZOH9uTuoDJQ59toqLHkajLPwCnFx4/Fda8ilKK208fyYEaH7P/s4hdZTWJ3rKIYu5X2/EbJnOP3ct9rvtYYQ5gTs2vufFH42P2oxRCiM4qYOq49x8UQgghhGgLEiAUQrSpcYXZnDwyH4CrjxsI3YfBlR9DwWh4+WJYcDeH9crkyUsnsbe8jquf+RqtdTNHFW1Na81rK3Zwff4act+5Gkfv8SRd8irPX3cS04blJ3p7QgiREPHOIBRCCCGEaCvSg1AI0aaUUtw/Zxw7DtTQPy/VujCtG1z8Brx+HXz0P1Cynsmn3cutM4fzm1dWsWjTPo4cmJfYjYsG1uwsZ9i+j7jJ+yD0nggXzGWkN735GwohRCdmmBpXC9tuCCGEEEK0J/IMRgjR5jwuR31wMMSdBD95GKbeAiueh2fP4vRh6WQkuXhl2Y7EbFRE9f1HT3Cf+wHMXhPggrkgwUEhhCBgahxSYiyEEEKIDkgChEKI9kMpOO7X8OOHYMsXJD39I07rG2Dxpn2J3pmwMZc+xhmb/sTG5FG4LpwnwUEhhAgyTDOuU4yFEEIIIdqKlBgLIdqfMedAWnd46SL+tO8qymsuYeeBI+iZlZzonXVJW/ZVcc8H3zMwL5VrPW/g+Ph/+Mg4nNqTHmOoNy3R2/v/7d13nBXlvcfxz28rLG3pvQioSxEsEBXEgFiwRwWJxkSMicYklqtRg50k3tyoyb32mkRjiUEUaxCNvYuIKE2QLiKy7AKyLGw5z/1j5rizh7Ns4WyZne/79Tqvs+eZZ+b85rfLOT+emXlGRKTJKI+hOQhFREQklHQGoYg0TQPGwS/eprTjvtyedQdMPxu+3VBl951l5cRiuplJquRv28kLn67nP4s2MOme93j1k6Xs9caFpL36O97NGcdVWVdy5LC+jR2miIScmfU1s3+aWYGZbTez+WY2IaFPTzObaWbbzCzfzO4ws5zGinl3ymMxDRCKiIhIKOkMQhFputr3JeNns7jldxdyyfqZcOdIOPpGOOAs73Jk3/y1mzn3oTnkZGXw93NGMqCzzmrbE0U7yzj93vdYsbEIgAmtlnJ7x3tJK/qGm0onc3fBiVx13L5kZ6Q3cqQiEmZm1ht4D5gPnAMUAfsDLQN9MoDZQAkwGcgF/uI/n9XAIVertNyRlaHj7yIiIhI+GiAUkSYtOyubVzr/mI0tjuFPmQ94dzr+bDqceCt06I9zjqtmfsaO0hjbdu7gksc/4dlfj8Y0SXydzV74NSs2FnHzqYMYueIu+i55AGsxgLIfvkyPdZ24pizGT0f3a+wwRST8bgaWA8c752J+238S+kwCBgEDnXMrAcysFHjczKY555Y1WLQ1UFIeI1N3MRYREZEQ0gChiDR5g7u35dVlO2HqCzD37/Dy9XD3aDj+z7yVcxQLv9rKTROHkWbGb56YzxtLNzJ23y6NHXZovbRwA/u02cnEhRdiq9+Gg86BY24kI6sVZ/Vu7OhEpDkws3bAqcDZgcHBZI4F5sQHB31P451ROAFoUgOEpeUxstJ1gEpERETCR4c4RaTJG9yjLRu/3ck3RSUw8lz41QfQ4wB4+gIynr2AXjnlnLx/D04a3oNOrbP515y1jR1yaMVijs+Wr+Kh9D9gX87x7ih94v9BVqvGDk1EmpcDgUzAmdk7ZlZqZl+a2VSrfAp4HrAkuKJzrgTvzMO8hgu3Zkp1BqGIiIiElCoYEWnyhvRoC8Cir7Z6De16wtnP8e3Bl3HIt//hmaxryM5fRFZGGscM6cobSzeyo7S8ESMOrzUb8rkt9ke6lKyBMx/37igtIpJ63fzne4G3gKOBvwF/AC4I9GsPbE6yfqG/rEkoK48RizlKy5wGCEVERCSUVMGISJM3qLs/QLh+a0VjWjr3p0/mR6VXkZu+A+4fD3Me4OjBXdleUs57yzc1UrQhVraTnJk/YX/7gnXj74ABRzR2RCISImbWzszyqnv43eM16Czn3G+dc685564DHgKmJmw62S3qrYp2zOw8M/vIzD7auHFjSvZtd15etIGBV89i0fqt3hyEukmJiIiIhJAqGBFp8tq1zKRX+5YVZxACm7eX8MgHa2i5zzjSL3gH9hoDL1zGYfMupXv2Tl5a9HUjRhxC5WXw5M/o8s27XB07n+6HnN7YEYlI+EwCFtfgAVDgP7+WsI1XgV5m1tZ/XYh3x+JEuSQ/sxDn3H3OuRHOuRGdO3eu467UXMtM747u20vKNQehiIiIhJYGCEUkFIb0aPvdAOGO0nJOuetdCopKOGd0P2jdGc58Ao76HelLZ/Fc5lS+WfgmsVjSk0skUSwGz18Mi5/lobbns7jribpETkRqzTn3gHPOqnv43RdXsZn48viNS5aQMNegmWUB/UmYm7CxtMyKDxCWUVbuyEjT56eIiIiEjyoYEQmFwd3bsXJTEUU7y3jsgzWszC/itjMOYMze/tkhaWkw+mI450VaZmVwX9k1bHj6aigradzAm7r44OC8R3CHX8HNW8azX692jR2ViDRzzrlVwEJgfMKi8cBy59w2//UsYKSZ9Q30OQnIBl6s7zhrIier8hmEusRYREREwkgVjIiEwuAebXEOFq/fyvSP1rJ/71xOGt5j1469R1J23ls8GRtL90/vhAfGwzdN4iSTpqe8FJ75JXz8Dzj8clYOvYhtO8vYr6cGCEWkQVwLTDSzm83sKDO7EfgxcH2gzwy8MwWfMrPjzOwM4A7gMefcsoYPeVetsjIAb4CwpDxGpi4xFhERkRDSAKGIhMKIvu3JTDf+OGsJS77+llMO6Fll33a5HXhln2v4r7QrcFu/gnsPh/fv9s6Wa0a27ijlj7MWs2bT9tqvvGk5/PVomP9PGHc1HHENc9d403nt37vJ3BhURJox59xM4CfACcALwGTgV865RwN9SoEJwFpgOt7g4JPAeQ0ecBXilxgXl5T5cxCqvBYREZHwyWjsAEREaqJ9qyyOHNSVWQu+pkOrLE49sOoBQoCzD+3HmQv3p9fQh/iv4ttIe/G3sOJ1OPV+aNF2t+uGxW+mz+elRRt454t8nvv1YZjV4KwV57xBwX9fDmkZcPo/YPDJAMxZVUC7lpns3aV1PUcuIuJxzj0CPFJNny+BHzRMRLVX+RJjpzlcRUREJJRUwYhIaFx/4hCmjOrHLZOG0aZF5m77jhrYiTMP7sPtH25h+LKf8mjHCylb+jLrbhnNbU/M5otvtu12/aauaGcZr33+DW2yM1iwbisfr0l6M8/KigvhyXPh6Qug+/5wwTvfDQ4653h/RQEj+rYnLU2Xx4mI1FT8LsZFJeWUlsU0QCgiIiKhpApGREKjW7sW3HDSEI7I61qj/jf+YCh/PXsEJwzrwQM7j2Rqq2m0KS/kJwvO4aY772L1pqJ6jrj+fLiqgNJyx82ThpGdkcZz87/a/Qqfz4I7D4FFz8AR18LZz0K7XhXbW1nAmoLtHDO0Wz1HLiLSvKSlGS0z0ykuKfPmIMzQQRYREREJH11iLCLNlpkxflBXxg+KDyiOhYITKHn0h9y36UY+fvBd+v70Vmjfd3ebaZLmrS4kzWDsvl04Iq8Lz3+6nmtPGEx64tl/W7+Cl6+Hz6ZDlyHwo+nQfTgAC9Zt4U8vLmFrcSlrC4vJzcnkhGHdG2FvRETCLScr/bu7GGsOQhEREQkjVTAiEi0d9iLr/Nd4tdu5DNr6Du72g+DZC6FgRWNHVivL84vo3SGHFpnpnDi8B/nbdvL+ik0VHUq2wxs3we0HUbZgJreWncrve9yF6zYMgPVbijnz/vdZvP5bWrfIIK9bG/4+ZSQ5WTpuJCJSWy2z0tm2s4yYQ5cYi4iISCjpf4IiEj1ZObQ/7lrG3bU/jw56jwHz/wXzHoGhE2HMZdAlr7EjrNaKjUX079QKgCPyutA6O4NnP/mK0b0y4eOH4f27YOs6NvaewClfTGBzVg+2vb+OgwZ0ZcKQblz+xKeUxRzP/uJQ+vnbERGRummVlcHm7aWABghFREQknDRAKCKRNLxXLrTtyU1p53LvJdfDe3fAnL95l+L2GQX7ToC9j4HO+0JN7g7cgGIxx8r8bYwa0BGAFpnpnDmwlL4LbiT2+VuklRZB39HsPOleJs0sI6ujMeeiMUy8511ueHYh89du5u0v8rnxlKEaHBQRSYGWWelsKY4PEDat7wwRERGRmtAAoYhEUlqacdTgrjwxdy3F2QdQ/v0beCLtFA7Jn0le4WvYy9fBy9dR3qYn87JHsKHPCRx3wmlYWnqt32tlfhGvLN5Au5aZnDi8By0ya7+NoK+37mBHaYy9OrWCdXPhzVuYunwWZaQxc8coZrX6AW1bjWDF7CJWF2zn4Z8eTMusdP546n6cdve73PvmCo7I68KZ3+uzR3GIiIgnJyudr7fsACArQ2cQioiISPhogFBEIuuYId14+P3VvLlsIzPmfsnLizYAhzLxoEnceHou5Uv/w8evPsH+W2czIv8ZCpbeTIcTpsG+x9b4rMIZc79k6lOfUlruAHjovVVMP//QPZrrb8XGInrbBiYsfhRefAFadsAO/w0bBv6IwtWOtJUFvL0sn/Q046bThnHY3p0AGNYrl1kXj2Hphm2MH9QFa2JnRoqIhFVOVkbgDEINEIqIiEj4aIBQRCLr4P4d6NQ6i/MfngvANccPYuuOMm57ZRnvfpFPSXkfthRfxINnDWXByw9xTMGjdHj8DIp6jmH5iGsZdsDBu93+Z19u4YoZ8xk1oBM3TRzGx2sKufCf87j1lWVMPXZQ3YIuLqT92zfwStZjZK7LgsOvgNEXQXYbegE/6wM/G9O/ytUHdmnDwC5t6vbeIiKSVE6lS4w1QCgiIiLhowFCEYmszPQ0bpo4jEunz+f0Eb0597C9MDOG9WzHvz5aS2a6cc7ovRjZrwMdci/myNuGc+c+n3DIqrsZ/OUEytefR/q4qdAyN+n2b5q9hA6tsrnrrANp2yKTHrkteWnhBh5+bzXnHz6ADq2yah7s1vXw4X3w0V8ZvGMrTzKW0y66C9r2SFE2RESkrnKy0imLeWeKaw5CERERCSMNEIpIpB2R15VPrju6UtuRg7ty5OCuldoGdW/LDw7syy/nZdA29hd+k/EEZ354Lyx4AsZdDcMmQ3br7/qv31LM21/kc9ERe9O2ReZ37RceMZDnPv2K+99awZUTktwtubQYigth8xrY+DnkL/XmGVz7gbc87wSuKTye+aU9majBQRGRJqFlVsXcslk6g1BERERCSAOEIiI1dNnR+zBj7pcU0pary87l+axjuL3F43R64VKYfRV0GQytu0JaOiUFxdyesY2xG7rCk9lg6WBp7G1pPNHpK7a9t5nSdS3ILCuCnd/idnxLbMcW0mMlld80owV0zoMxl8H+Z0KH/rzxp1c5sE/r5EGKiEiDaxWYV1aXGIuIiEgYaYBQRKSGurdryZ9O24///vcS7v7Rgdw0O5cRay/jirxNXNBtCfbNYti6DlyMjM1FDMkopXXhJiiIQawcXAxcjGFpWSx1ji82tKF9+/bszO7BJ1tjrC/JZGdmW34ybn/ad+sHnfaB3D4QuHPyjtJy1m0uZuJBvRovESIiUknwDMJM3cVYREREQkgDhCIitTB5ZB9OH9EbM+Op/h35y8tLuek1o03eL/jxhL4AxGKO437/MjUuaKMAABjISURBVEcP7srNk4bvso0sYOGcNVz3zEJ2bo0B0K9jDuccsRd/eWExhZv7cMPhQ5K+/+pN23EO9urUqt72UUREaicnOECoOQhFREQkhDRAKCJSS2bef/7S0ozLjt6HeWsLuWX255xyQE9aZ2ewaP1WthSXcuiAjlVuY/LIPpw4vAfrt+wAoG+HHDLS05izqoCZ89Yx9bg8sjPSd1lvxcZtAAzorEuMRUSaCl1iLCIiImGnCkZEZA+YGVcck8eW4lIe+2A1AO+v2ASw2wFCgJysDAZ0bs2Azq3J8P9DecoBPdlSXMq7yzclXWe5P0CoMwhFRJqOSpcYa4BQREREQkgVjIjIHhreO5dD+nfgoXdXU1Ye4+0v8unXMYfu7VrWelujB3aidXYGsxd8nXT50g3b6JnbklbZOgFcRKSpCF5iHPxZREREJCw0QCgikgLnjN6LdZuLefLjL3nni3yOHtKtTttpkZnOuLwuvLRoA+Uxt8vypRu+Zd9ubfY0XBERSaHgGYQdW2U1YiQiIiIidZPyAUIza2tm08zsQzPbYmZfm9lMM9snSd+e/rJtZpZvZneYWU6Sfj83s2VmtsPM5prZ+LpuS0SkPhw5qCu92rfkyic/o7Tccfx+3eu8rQlDulFQVMKHKwsqtZeWx1ixsYi9u2r+QRGRpiQ4B2FujgYIRUREJHzq4wzCPsDPgdnAROB8oDvwgZn1jncyswy/T19gMnAxMAm4L7gxM/shcA/wD+BYYCHwvJkNre22RETqS3qa8cdT96NNdgZTRvVjeO/cOm9r7L6daZ2dwb/mrKnUvmzDNkrKYwzq1nZPwxURkRQKXlacnqa7GIuIiEj41MckViuBAc654niDmb0FrAF+CkzzmycBg4CBzrmVfr9S4HEzm+acW+b3mwY85Jz7vd/nDeAA4LfAWbXclohIvRmzd2c+vu6oPZ6gvlV2BhMP6sWjH6zmquMG0aVtCwDmrPLOKBzRr/0exyoiIqnTUvMOioiISMil/AxC51xRcHDQbysAVgNdAs3HAnPiA3q+p4ESYAKAmfUH9gGmB7YVA57w16/xtkREGkKq7l45ZVQ/ymKOh99f/V3bhysL6Jnbkl7tNXuCiEhTErzEWERERCSMGuQmJWbWGRgILAo05wFLgv2ccyXAcn8ZgedK/YDFQAd/uzXdlohIaPTr1IpjBnfjr2+vZO7qAlblF/HG0o2MHtixsUMTEZEEOoNQREREwq6hDnf+GdgGPB5oaw9sTtK30F9G4DmxX2Fg+cYabktEJFSuOWEQx9+2idPufu+7tlMO6NWIEYmISDLZGQ1yzF1ERESk3tRogNDM2uHdaGS3nHOJZ/phZhfgzRV4mnNuU+Iqyd4uSXvia0vSXtNtxeM6DzgPoE+fPsm6iIg0ql7tc5h18Rhe+/wbikvKKSgq4eC9OjR2WCIiksDMuPaEwfqMFhERkdCq6RmEk4D7a9Cv0m3bzOwk4HbgSufczIS+hUCy23zmUnE2YGGgbUtCHxL6VbetSpxz9+Hf5XjEiBFJBxFFRBpbj9yW/Ojgvo0dhoiIVOPcw/Zq7BBERERE6qxG10M45x5wzll1j+A6ZjYK75Lie5xzNyfZ7BIS5gc0syygPxXzCcafE+cRzAMKnHMba7EtERERERERERERSVAvE6aY2RDgeeBF4KIqus0CRppZ8NSYk4Bsfz2ccyuApXhnMMa3nea/nlWbbYmIiIiIiIiIiMiuUn6TEjPrgjcotw24Dfie2XcnF251zsXvZDwDuBp4ysyuBdoB/ws85pxbFtjkDcAjZrYKeAc4G9gbODPQp6bbEhERERERERERkYD6uIvxYCB+m83XEpa9AYwFcM6VmtkE4A5gOrAT75Lky4MrOOf+aWatgSuBa4GFwAnOuQWBPjXaloiIiIiIiIiIiFSW8gFC59zrJNysZDd9vwR+UIN+91PNTVJqui0RERERERERERGpUC9zEIqIiIiIiIiIiEg4aIBQRERERBqcmbU1s/8zs1Vmtt3MFpvZJRaYvNrv19PMZprZNjPLN7M7zCynseIWERERaY7qYw5CEREREZHqPAgcDlwFfAGMA/6CN1XN/wKYWQYwGygBJgO5fp9c4KwGj1hERESkmdIAoYiIiIg0KP8MwJOBS5xz9/nNr5rZEOCH+AOEwCRgEDDQObfSX7cUeNzMpjnnljVw6CIiIiLNki4xFhEREZGGloFXh25JaN9M5ZvdHQvMiQ8O+p7GO6NwQr1GKCIiIhIhGiAUERERkQblnNsKTAeuMLP9zayNmZ0AnA7cGeiaByxJWLcEWO4vExEREZEU0CXGIiIiItIYfgI8CszzXztgqnPuoUCf9nhnFSYq9JftwszOA84D6NOnT8qCFREREWnONEAoIiIiInvMzNoB3avr55yLnxH4v8DBwDnACuAw4AYzy3fO/TW4SrK3q6Idf07D+wBGjBiRtI+IiIiIVKYBQmDu3Ln5Zra6Ad6qE5DfAO8TBsqFR3mooFx4lAeP8lBBufAoDxUaKhd9a9l/EnB/DfqZmQ0DLgCOds697Le/aWZtgFvM7O/OuRjemYK5SbaRS/IzCytRjdcolAuP8lBBufAoDxWUC4/y4FEeKjRqjacBQsA517kh3sfMPnLOjWiI92rqlAuP8lBBufAoDx7loYJy4VEeKjTVXDjnHgAeqGH3+PyBnyS0z8Mb/OsIbMSbf7DSXINmlgX0B+6pQUyq8RqYcuFRHiooFx7loYJy4VEePMpDhcbOhW5SIiIiIiINLX5W34EJ7QcBRVQcPZ8FjDSz4JHuk4Bs4MV6jVBEREQkQnQGoYiIiIg0tI/8x9/M7DpgJd4chJcAtzrn4nMHzgCuBp4ys2uBdnhzFz7mnFvW8GGLiIiINE8aIGxY9zV2AE2IcuFRHiooFx7lwaM8VFAuPMpDhdDnwjlXbmYnAn8ArgM6451VeAPw50C/UjObANwBTAd2Ao8Dlzd0zNUI/e8khZQLj/JQQbnwKA8VlAuP8uBRHio0ai6s4gCtiIiIiIiIiIiIRI3mIBQREREREREREYkwDRCKiIiIiIiIiIhEmAYI65GZXWJmzsxmJFnW08xmmtk2M8s3szvMLCdJv5+b2TIz22Fmc81sfMNEv+fM7B4zW+LvY6GZvWlmRybp12xzYWZtzWyamX1oZlvM7Gt/X/dJ0rfZ5iHOzCab2VNmtt7/tzGlin7NPhdBZjbYzF4xs+1m9pWZ/c7M0hs7rlQys4Fmdq+ZzTezcjN7PUkfM7OrzGytmRX7nxn7J+kX2nyZ2SQze9bM1vl/33PN7IyEPlHIw0Qze9fMNvn/fj83s2vMLCvQp9nnIZH/2bfN/3xsHWiPXC7CwCJc55lqPNV4CUw1XlJR+Fw21XiAarw4U42XlIWlxnPO6VEPD6ALUAB8A8xIWJYBLAA+Bo4HfgRsAB5J6PdDoBy4FhgH/AMoBoY29v7VMAcPAb8GjvL38ymgFDgkKrkAhgJfAb/383Ay8D5QCPSOSh4C8T/h7+P9gAOmJOkTiVwE9qO9/zfyH/9v5BdAEfCHxo4txft5MrDW/xtYDLyepM9U/3f4a+BI4N9APtCtueQLeA94DDgdOAK4xf+3cGHE8nA+cCNwiv/v90p/n++IUh6S5OUx4Gv/b6J1lHPR1B9EvM5DNR6oxkvMh2q8Xfc3Ep/LqMaLx68az6nG201eQlHjNXqimusD+CvwMPA6uxaOZ/hfensF2k4HYsDegbbPgb8FXqcBnyV+iYblAaQDa4DbopILoBXQMqGtA7ANuD4qeQjG6z+3puriMRK5CMQ9Fe8/E20DbVcA24NtYX/Ef/f+zzNIKB6BFsAW4LpAWytgY/DLL+z5AjolaXsMWBmlPFSRmxuBzYBFMQ/AGLwBp98QKB6jmIswPFCdl5gP1XhONZ7/rBqvIu5IfC6jGi8eq2q8qnOjGi8kNZ4uMa4HZjYS78vut1V0ORaY45xbGWh7GigBJvjb6A/sA0yPd3DOxfCOzBxbD2HXO+dcOd4HQ1aguVnnwjlX5JwrTmgrAFbjnX0Q16zzEOfHW51I5CLgWGC2c25roO1xoCXw/cYJKfVq8LsfBbSl8u+0CHiOyr/TUOfLOZefpHkeFZ8HkchDFTZR8f0QqTz4l4jcDvwO76hxUKRyEQaq83alGu+7NtV4uxeJXARE4nNZNZ5HNd5uqcYLSY2nAcIUMzMD7gBucs6tq6JbHrAk2OCcKwGW+8sIPFfqh3fadgcz65yaiOuXf019hpl1NLP/AvYG/hboEplcxPnxDgQWBZojl4fdiFouku3vGrwjQnlJ12ie8vDOKliW0L6YynlojvkaRcXnQaTyYGbpZpZjZocBFwF3O++waKTygHepSAvgziTLopaLJk11XgXVeLtSjVetqOVCn8ueKH+PqcZTjReqGk8DhKl3DtANb86BqrTHO8qaqNBfRuA5sV9hwvKmbjLenDT5eHO0THbOfRhYHqVcxP0Z7/KTxwNtUcxDVaKWi5rsbxS0B7b5Z6EEFQI5gYmNm1W+zJt0/WQqioao5aHIf7wFvAFc7rdHJg9m1hHv+/FS51xpki6RyUVIqM6roBpvV6rxdi9qudDnsieS32Oq8VTjhbHGy0jlxpojM2sHdK+un3Nuid/3v4GLEi85SLZKsrdL0p742nazfr2qTS4CL2cDI4FOeBMRP25mxznnXg+ukuztkrQ3iVzUMQ/xdS8AzgJOc85tSlwl2dslaW8SeYA9y0V1qyR7uyTtTSYXe6im+9vcVZWHxGXNIl9m1g9vbppnnHMPBhZFKQ+jgBzge8B1eGdm/dJfFpU83Ah84Jz79276RCUXDU51nv+mqvG8N1WNV/HGqvFSRZ/Lnkh9j6nGA1TjQQhrPA0QVm8S3t24qmPAVXh3cHrJzHL99gwg03/9rT86XAjkJtlGLhUjw4WBti0JfSD5CHJ9q00uAHDOFQIf+S9fNLMeeNffH+63hTEXtc4DgJmdhDf/wJXOuZkJfcOYB6hjLqoR1lzUVVX7245w7ceeKgTamFl6wlG0XGB74Khbs8iXmXUAZuFN6n9WYFGk8uCc+9j/8W0zywceMrM/E5E8mNkQ4KfA4YG6Icd/bmdm8Zqh2eeiEanO86jG86jGq6Aab8/pc9kTqe8x1Xge1XjhrPF0iXE1nHMPOOesuofffV9gBN4vMP4YDZzk/3yo328JCdeK+6eP9qfi2vL4c+I15XlAgXNuYwp3s0ZqmYuqzMPbz7jQ5aIueTCzUXiXm9zjnLs5yWZDlwdI2d9EolDmYg8k29/eeHewqu1R+TBbgncXzIEJ7YlzboQ+X2aWAzyPN1nz8f5kxHGRyUMS8UJyL6KTh72BTOA9KuqG+KVIX+INOEQlF41CdZ5HNZ5HNV4F1Xgpoc9lT2S+x1TjVUk1XkhqPA0QptY1wLiEx3zgTf/nz/x+s4CRZtY3sO5JQDbwIoBzbgWwFO/oHQBmlua/nlWve1FP/Im9DwWCdy5r9rnwjx48j7c/F1XRrdnnoRailotZwDFm1ibQNhkoxpuvIyreBbZS+XeaA5xI5d9pqPNlZhl4d2LcGzjWOfdNQpdI5KEKo/3nlUQnD2+za93wJ3/ZccDNRCcXYaA6rwqq8VTj1VDUcqHPZU8kvsdU4+2Waryw1HjOOT3q8QG8DsxIaMsEFgBz/T+OM4CvgUcS+p2Bd1ebeEH6oP9HMLSx96sG+z0GeBr4CTAWOA141t+f46KSC7zb2q/FO8V8LHBI4DE4KnkIxD8YmIh3ur3Dm4tiIvD9qOUisB/tgfXAy8CRwHl4E5z/obFjS/F+5vi/64l4R9IWBl7n+H2m4t2N61fAeOAFvMnvuzaXfAH3+X/7FyV8HhwCZEcoDy8CvwGOBY4GpvnxPx7o0+zzUEVupvh/I62jnoswPIhgnYdqvHjcqvEqx68ab9ecROJzGdV48fhV4znVeNXkZgpNvMZr9CQ19wdJCke/vRdecbUN2IR3umlOkn4/B74AduKdmju+sfephvvdD5iBd/rsTv/5eeDQKOUCr2B0VTxej0oeArHfoFwkzctg4FW84nc93t2u0hs7rhTvY7/d/Fvo5/cx4Gr/86IY765nBzSnfAGrlAeHH+sC/9/4Zv/f74VAZqBPs89DFbmZwq7FYyRzEYYHEazzUI0Xj3nsbj7PX49KHgKx36BcJM1Ls/9cRjVePPZVyoNqvGpyM4UmXuOZ/2YiIiIiIiIiIiISQZqDUEREREREREREJMI0QCgiIiIiIiIiIhJhGiAUERERERERERGJMA0QioiIiIiIiIiIRJgGCEVERERERERERCJMA4QiIiIiIiIiIiIRpgFCERERERERERGRCNMAoYiIiIiIiIiISIRpgFBEJOTMbKyZucBjSQq3fam/zTPqsG6nhLhcquISERERae5U44lIQ8po7ABERCRl3gBeB/JTuM0R/vPcOqy7HZjm/zwF6JuKgEREREQiRjWeiNQ7c06D/SIiYWZmY4HXgGnOuRtSvO0+QA7wuduDLwwzex34vnPOUhWbiIiISHOmGk9EGpLOIBQRkSo559Y0dgwiIiIiklqq8UQkkeYgFJHQMbOr/PlOTkmyrK+/7Kmox5QQwyg/htvM7Awze8vMtpjZDjP70MzGJVlnnL/OTYG2l/y2UxP6mpk96C/7n4bYJxEREWlemmI91RRjSohBNZ6IpIQGCEUkjA70n5PNmRKfT2VeA8US1xRjCorHdxTwMFAA3Au8BYwE/u1fapJsnWDclwMx4A9mlh5ovwU4G7jfOffbFMcuIiIi0dAU66mmGFOQajwRSQkNEIpIGB0E5FdxaURjFWpNMaageCHYAxjrnDvZOXeFc+4o4HagBXBRFet8HG9wzs3HKz4HAT8G78g6cCkwHfhFve2BiIiINHdNsZ5qijEFqcYTkZTQAKGIhIqZdQD6UfUd1+KF2sdVLE+5phhTEvFC8NfOubcTlj3gPw9Oss42YFlC+zXADuAGM/s1cCMwG/ixcy6WupBFREQkKppiPdUUY0pCNZ6IpIQGCEUkbOJF0Ee7Wf6Nc+6rqjZgZqv8eVRq+ngk1TGZ2S/NbKU/P8xcMxtTzXvUmZll4xWGa4FHk3TZ5D9nBtZpBewDfJJYEDrnvgT+D+iLd2T6XeBU51xJ6qMXERGRiFCNV0uq8UQklXQXYxEJm4P8512O5JpZf6AD8GI121iOd3S0pqosROsSk5lNBm4Ffgm87T/PMrPB9XRHuf3wCsPZVRz97ec/B997ON5BpKqOiG8M/Hyuc277ngYpIiIikaYar/ZU44lIymiAUETC5gD/OVlRc5z/vNt5YJxz41MaUe1juhR40Dl3v//6QjObAFwATE1xbFBx9HtVFcuP959fSrLOLrk0szPwJqz+GugGXIwXu4iIiEhdqcarPdV4IpIyusRYRMImDyh1zq0ONvqXWJzvv2zoeWBqHJOZZeEdjX6Jyl4CRtVTfPFCMDdxgT+3znnAl8AzSdb5OKH/ccBDwEJgGLAE+JmZ5aU4ZhEREYkW1Xi1pxpPRFJGA4QiEjYlQKaZ7RNv8OdS+Rsw1G9q6DvJ1SamTkA6sCFhGxvwjtRWYmYP+nPkTNmD+OKXx0z044pvuzXwGNARuNg5F7wk50C8S3QWBfofBszAKzSPds5tBK7FOxv9f/YgPhERERHVeLWnGk9EUkaXGItI2MwGRgJvmNlMoDUwHvgUWA/kACtCEJNLeG1J2qDiQE5ZXQIzswy8AnY+0A741MyeBbKBk4EewFTn3FOBdeITXn/inCvz24YDzwNbgKOcc+sBnHMzzOwj4GQzG+Oce6sucYqIiEjkqcarBdV4IpJqOoNQRMLmRuA2vEJrCl6R8zvgDLyjs58455IVYU0lpnygnF2PJHdh1yPO4E0+/S3wQh1jGwK0AN4DjgaWAucCPwYWA8c45xKPDA/Fm/A6fsnMQLwC2fn9lyf0j8+pc3MdYxQRERFRjVc7qvFEJKV0BqGIhIp/icTF/iNRoxz0qE1MzrkSM5sLHAU8EVh0FPBksK+Z5eLNAfNn51xhHcP7biJq59wy4NjqVnDOzcU72h1//QVJLo0JLP9PsL+IiIhIbanGqzXVeCKSUjqDUESk4f0FmGJmPzOzQWZ2K95lIPck9BsDlPr9a+J6fy6bJYG2Ku9UV9/MrJMfjwO+39DvLyIiItLAVOOJSGjpDEIRkQbmnPuXmXUErgG6AwuA4xLvkOecew7v0pHqrAKmBV7nB34+EO9yl8/2JOY62k7luERERESaLdV4IhJm1vDTOIiISEMwszRgK7DKOTe0uv4iIiIi0vSpxhOR+qABQhERERERERERkQjTHIQiIiIiIiIiIiIRpgFCERERERERERGRCNMAoYiIiIiIiIiISIRpgFBERERERERERCTCNEAoIiIiIiIiIiISYRogFBERERERERERiTANEIqIiIiIiIiIiETY/wM02CpjcSQffgAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 1296x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(18, 6))\n", "axes[0].plot(sw, mse)\n", "axes[0].plot(sw[mu:-mu], mse_mu)\n", "axes[0].set_title(r'$\\varepsilon(x_0, u)$', fontsize=24)\n", "axes[1].plot(sw, np.gradient(mse))\n", "axes[1].plot(sw[mu:-mu], (mse[2 * mu:] - mse[:-2 * mu]) / 2 / mu)\n", "axes[1].set_title(r'$\\left.\\frac{\\partial \\varepsilon}{\\partial x}\\right|_{x_0}$', fontsize=24)\n", "# axes[1].set_ylim(-20, 20)\n", "for ax in axes:\n", "# ax.set_xlim(-100, 100)\n", " ax.set_xlabel(r'$u - u_0, [pix]$', fontsize=20)\n", " ax.tick_params(labelsize=15)\n", "plt.tight_layout()\n", "plt.show()\n", "# plt.savefig('figures/new_pm_update.pdf')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "root_folder = 'results/n_frames_p3e+06'\n", "roi = [0, 1, 612, 1387]\n", "loader = st_sim.loader()\n", "ab_fit = st_sim.AbberationsFit()\n", "data_dict, fit_dict = {}, {}\n", "for scan_folder in os.listdir(root_folder):\n", " st_data = loader.load(os.path.join(root_folder, scan_folder, 'data.cxi'))\n", " st_data = st_data.crop_data([0, 1, 615, 1370])\n", " n_frames = st_data.get('data').shape[0]\n", " st_obj = st_data.get_last_st()\n", " st_res, errors = st_obj.iter_update(150, verbose=False)\n", " st_res.update_data()\n", " fit_res = ab_fit.fit(st_data)\n", " data_dict[n_frames] = st_data\n", " fit_dict[n_frames] = fit_res\n", "data_dict = {n_frames: st_data for n_frames, st_data in sorted(data_dict.items())}\n", "fit_dict = {n_frames: fit for n_frames, fit in sorted(fit_dict.items())}" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x360 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "ax.imshow(data_dict[100].get('data')[:, 0])\n", "ax.set_title('Ptychograph', fontsize=20)\n", "ax.tick_params(axis='both', which='major', labelsize=15)\n", "plt.tight_layout()\n", "plt.show()\n", "# plt.savefig('figures/ptycho.pdf')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "for n_frames, st_data in list(data_dict.items())[1::3]:\n", " axes[0].plot(st_data.get('reference_image')[0], label='{:d} frames'.format(n_frames))\n", " axes[1].plot(st_data.get('deviation_angles')[1, 0], label='{:d} frames'.format(n_frames))\n", "axes[0].set_title('Reference image', fontsize=20)\n", "axes[1].set_title('Deviation angles', fontsize=20)\n", "for ax in axes:\n", " ax.legend(fontsize=12)\n", " ax.tick_params(labelsize=15)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", "for n_frames, color in list(zip(fit_dict, mcolors.TABLEAU_COLORS))[1::2]:\n", " theta = fit_dict[n_frames]['pixels'] * st_data.x_pixel_size / st_data.distance\n", " alpha = ab_fit.to_ph_fit(fit_dict[n_frames]['fit'].x,\n", " fit_dict[n_frames]['pixels'],\n", " data_dict[n_frames])[0] * 1e-9\n", " axes[0].plot(theta, data_dict[n_frames].get('deviation_angles')[1, 0], color=color,\n", " label='{:d} frames, c3 = {:.3f} rad/mrad^3'.format(n_frames, alpha))\n", " axes[0].plot(theta, ab_fit.angles_model(fit_dict[n_frames]['fit'].x,\n", " fit_dict[n_frames]['pixels'],\n", " data_dict[n_frames]),\n", " color=color, linestyle='dashed', alpha=0.7)\n", " axes[1].plot(theta, data_dict[n_frames].get('phase')[0], color=color,\n", " label='{:d} frames, c3 = {:.3f} rad/mrad^3'.format(n_frames, alpha))\n", " axes[1].plot(theta, ab_fit.phase_model(fit_dict[n_frames]['fit'].x,\n", " fit_dict[n_frames]['pixels'],\n", " data_dict[n_frames]),\n", " color=color, linestyle='dashed', alpha=0.7)\n", "axes[0].set_title('Deviation angles', fontsize=20)\n", "axes[1].set_title('Phase', fontsize=20)\n", "for ax in axes:\n", " ax.legend(fontsize=12)\n", " ax.tick_params(labelsize=15)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }