{ "cells": [ { "cell_type": "markdown", "id": "a4f1f029", "metadata": {}, "source": [ "# XRF CuCrCo_1_factor_10 -- polychromatic GridBased model on measured lines\n", "\n", "2603 MaxIV, MOENCH014 at 150 V, full 400x400 chip flood-illuminated by the\n", "fluorescence of a Cu/Cr/Co sample under a 12 keV beam; slit factor 10,\n", "**1.28 % occupancy**, 2.0e8 photons in 100 000 frames. Cr 5.41, Co 6.93 and\n", "Cu 8.04 keV Ka lines 1.1-1.5 keV apart with their Kb lines in between (Co Kb\n", "0.39 keV below Cu Ka), plus the elastic line at 12 keV. Cr Ka sat 0.4 keV\n", "above the lower edge of the previous 5-30 keV model, which biased and\n", "compressed it; the 3-30 keV model puts it 2.4 keV inside its range.\n", "`XRF_AgMo_1_factor_10.ipynb` has the high-energy lines.\n", "\n", "Model `Results/260919_poly3to30keV_Moench014_c96_00`, the default since\n", "2026-09-19: `[32, 64, 96, 96]`, flat 3-30 keV, chosen from four sizes in\n", "`Results/overnight_poly3to30keV/report`. Reconstruction from\n", "`scripts/05_infer_measurement.py --config Configs/infer_measurement_poly_Moench014.yaml\n", "--run CuCrCo_1_factor_10 --save-photons` (FP16, masked column common mode). The previous\n", "5-30 keV model's reconstructions are kept as `_poly5to30`.\n", "Compared throughout:\n", "\n", "* **grid direct** -- the model output;\n", "* **grid corrected** -- $E = g^{-1}(E_\\mathrm{pred})$, where $g(E)$ is the MC\n", " position of a line of true energy $E$ (`scripts/07_energy_response.py`);\n", "* **classical 3x3** -- 3x3 sum around a local maximum on the same calibrated\n", " frames (first 10 000 frames), no model.\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "865cec36", "metadata": { "execution": { "iopub.execute_input": "2026-09-19T09:10:29.570680Z", "iopub.status.busy": "2026-09-19T09:10:29.570598Z", "iopub.status.idle": "2026-09-19T09:10:29.817584Z", "shell.execute_reply": "2026-09-19T09:10:29.817269Z" } }, "outputs": [], "source": [ "import json\n", "import sys\n", "from pathlib import Path\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "REPO = Path('/home/xie_x1/MLXID/GridBased')\n", "sys.path.insert(0, str(REPO / 'src'))\n", "from xrf_analysis import (EnergyCorrection, classical_and_model, fit_lines,\n", " line_centroid, load_reconstruction)\n", "\n", "CONFIG = REPO / 'Configs/infer_measurement_poly_Moench014.yaml'\n", "RUN = 'CuCrCo_1_factor_10'\n", "EXPERIMENT = REPO / 'Results/260919_poly3to30keV_Moench014_c96_00'\n", "RESPONSE = EXPERIMENT / 'energy_response.npz'\n", "GRID = Path('/mnt/sls_det_storage/moench_data/MLXID/InferenceResults/GridBased/XRF_2603MaxIV')\n", "EDGES = np.arange(0.0, 40.025, 0.05) # 50 eV bins\n", "CENTRES = 0.5 * (EDGES[1:] + EDGES[:-1])\n", "\n", "FIT_GROUPS = [\n", " # one joint fit; each Kb tied to its Ka with the tabulated offset. Co Kb\n", " # cannot be separated from Cu Ka, so its Kb/Ka ratio is fixed at 0.135.\n", " dict(label='Cr/Co/Cu K', alpha=['Cr_Ka', 'Co_Ka', 'Cu_Ka'],\n", " beta={'Cr_Kb': 'Cr_Ka', 'Co_Kb': 'Co_Ka', 'Cu_Kb': 'Cu_Ka'},\n", " ratio_fixed={'Co_Kb': 0.135}, fit_stretch=False, window=(4.85, 9.6)),\n", " dict(label='elastic', alpha=[], extra=[('elastic', 12.0)], window=(10.9, 13.2)),\n", "]\n", "SPECTRUM_ZOOM = (4.0, 13.5)\n", "LINES = [n for g in FIT_GROUPS for n in g['alpha']]\n", "PEAKS = LINES + [e[0] for g in FIT_GROUPS for e in g.get('extra', ())]\n", "COLOURS = {'grid direct': '#1f6fb4', 'grid corrected': '#10695f',\n", " 'classical 3x3': '#6b6b6b'}" ] }, { "cell_type": "code", "execution_count": 2, "id": "b782342f", "metadata": { "execution": { "iopub.execute_input": "2026-09-19T09:10:29.819386Z", "iopub.status.busy": "2026-09-19T09:10:29.819219Z", "iopub.status.idle": "2026-09-19T09:10:40.369835Z", "shell.execute_reply": "2026-09-19T09:10:40.369529Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CuCrCo_1_factor_10: 100000 frames, 1985 photons/frame, occupancy 1.29 %, 0.7 % of the photons below 3 keV\n" ] } ], "source": [ "reconstruction = load_reconstruction(GRID, RUN)\n", "summary = reconstruction['summary']\n", "n_frames = summary['n_frames']\n", "energy = np.array(reconstruction['photons'][:, 2])\n", "correction = EnergyCorrection(RESPONSE) # core-based g\n", "correction_mean = EnergyCorrection(RESPONSE, estimator='mean')\n", "\n", "reference = classical_and_model(CONFIG, RUN, n_frames=10_000) # cached\n", "classical, grid_subset = reference['classical'], reference['grid']\n", "n_subset = int(reference['n_frames'])\n", "\n", "energies = {'grid direct': energy, 'grid corrected': correction(energy),\n", " 'classical 3x3': classical[:, 3]}\n", "frames_of = {'grid direct': n_frames, 'grid corrected': n_frames,\n", " 'classical 3x3': n_subset}\n", "print(f\"{RUN}: {n_frames} frames, {summary['photons_per_frame']:.0f} photons/frame, \"\n", " f\"occupancy {summary['occupancy_valid_region']*100:.2f} %, \"\n", " f\"{(energy < 3).mean()*100:.1f} % of the photons below 3 keV\")" ] }, { "cell_type": "markdown", "id": "d8f721c4", "metadata": {}, "source": [ "## 1. The MC energy response\n", "\n", "The energy head is a regression trained on a flat 3-30 keV spectrum. On MC\n", "(occupancy <= 2.5 %) the **core** of the predicted energy -- what a line fit\n", "measures -- stays within ~25 meV of the truth from 4 to 28 keV and moves only\n", "within ~0.75 keV of the edges (+98 meV at 3.2 keV, -93 meV at 29.6 keV), where\n", "the energy scale is also compressed. The **mean** is pulled towards the centre\n", "by ~0.1 keV at 5-12 keV and more near the edges, because the few per cent of\n", "photons whose energy is off by more than 1 keV (the tails) are cut by the\n", "bounded range. That mean is the `energy_bias_keV` of `eval_summary.json`. It\n", "is not a line shift, and correcting with it moves lines at 5-12 keV by ~0.1 keV\n", "the wrong way. The correction used here therefore inverts the core position\n", "$g(E)$; with the 3-30 keV model it matters only below ~4 keV." ] }, { "cell_type": "code", "execution_count": 3, "id": "a9ff6281", "metadata": { "execution": { "iopub.execute_input": "2026-09-19T09:10:40.371116Z", "iopub.status.busy": "2026-09-19T09:10:40.370965Z", "iopub.status.idle": "2026-09-19T09:10:40.638231Z", "shell.execute_reply": "2026-09-19T09:10:40.637990Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cr_Ka: g - E = -7 meV, g' = 1.00, MC core sigma 0.256 keV\n", "Co_Ka: g - E = +0 meV, g' = 1.00, MC core sigma 0.264 keV\n", "Cu_Ka: g - E = +2 meV, g' = 1.00, MC core sigma 0.267 keV\n" ] }, { "data": { "image/png": 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MMVJSUnJsh9K7d2+d7x8dtxw7doz79+8zfPhwnfw0Gg09evTg1KlTJCUl6eTx6N/J7LHSo+OWAQMG5Ng7sGPHjjRq1EhnqfSSJUtQqVS8+eabj21/XuUXpg35/T338/MjOTk5xwF8NWrUoHPnzsU2Fn6c/fv3A+So08svv4ylpWWOOhXk/ZMQIm/lZ8dTIXKhUql4/fXX+f7770lJSaFOnTq0a9cu17TZf0xCQ0OpV69ekdYjeznx3r17cXV1JT09nc6dOxMZGaldmrt3717atGmDubm5znMrVaqUIz9TU1OSk5O130dGRvLXX3/luSH0o0sLq1atqvN9ZGQkAO+//z7vv/9+gfJ42MmTJ+nWrRsdO3bk559/1u5zt3XrVr744guduj6tR/sj+xCW7DKeti0xMTFUqVIlx96Ajo6OGBkZFdsyy0fvSWFkt7lZs2a5Pm5g8PjPhAr7+imOe/Bo+7P7uXLlyjmem9u1d999ly5durBnzx66devGDz/8QKtWrfJcDv4oBwcHmjZtWqC0D5s/fz6TJk1i7NixzJw5E3t7ewwNDfn0009zDcBVqVIl12tpaWkkJibqnPz4aFojIyMqVaqk7ZvC3PchQ4awb98+Pv30U5o1a4aNjQ0qlYoXXngh15/P3F6P69evZ9asWSxbtoxPP/0UKysr+vXrx9dff51ru4QQQpQvpWFcHRMTQ0ZGBgsXLmThwoW5pnnSccujHxI/7P79+1haWmq/L+i4Jftv96PGjx/PG2+8QXBwMG5ubvz8888MGDCgwH9P8xrLF6QN+f09z25LbmOBatWqaSc5lKSYmBiMjIxwcHDQua5SqXTqnK0g75+EEHmTQKEo90aMGMFnn33GkiVL+OKLL/JM1717d5YuXcrWrVv5+OOPi7QO1atXp06dOuzduxcXFxeaNm1KhQoV6NKlC+PGjePEiRMcP348131VCsLe3h4vL68821etWjWd7x8Ngtnb2wNZ+51k78P3qLp16+ZZ/rp16zA2Nmb79u06s6W2bt1akOoXqadtS6VKlThx4gSKouj0U1RUFBkZGdr8i1puh5Zk92VqaqrOqdSPDoCz6/THH3/g7Oxc6LIL+/opSH5QuHvwaPuzB3jZA9+H3b17N8esws6dO+Ph4cGiRYuwsrLi7NmzrF69ulD1fhKrV6+mY8eO/PjjjzrXExISck1/9+7dXK+ZmJhgZWWV47qTk5P2+4yMDGJiYrR9U9D7HhcXx/bt2/n88891frelpqZq91h8VG6vR3t7exYsWMCCBQsIDw/nzz//5OOPPyYqKoqdO3fmWb4QQojyQ9/jajs7OwwNDRk6dChvvfVWrmlcXV0LlWf239OFCxfSsmXLXNM8GgB83Lglt7/djxoyZAgfffQRP/zwAy1btuTu3bt5tic3eY3lC9KG/P6eZ7clIiIiRx537tzJdyxsamqaY89A4Kk+bK9UqRIZGRlER0frBAsVReHu3bt5fmgqhHgyEigU5Z6TkxMffPABly9fZvjw4Xmm69OnD56ensyePZsXX3wx1xPadu3aRbt27Z7ohLauXbuyYcMGatSood2ot06dOtSsWZPPPvuM9PT0HAeZFNSLL77Ijh07qFWrFnZ2doV+ft26dXF3dycgIEC7sXBhqFQqjIyMdJajJicns2rVqkLn9bSeti1dunRhw4YNbN26VWcz6ZUrV2offxJP8ilmdjDs/PnzOgOgv/76Sydd9+7dMTIy4tq1a0+0hPlpXz+Petp7ANCiRQtMTU1Zv369TrDx+PHj3LhxI0egELI+nR87dixxcXFUrlxZe5pecVKpVDpBXMi6X35+ftSoUSNH+s2bNzN37lxtEDghIYG//vqLdu3a6fz8AKxZs0bnFPQNGzaQkZGh3ei9oPddpVKhKEqOei5btizHcueCqlmzJm+//Tb79u3j6NGjT5SHEEKIskff42oLCws6derEuXPn8PLywsTE5Ina8bA2bdpQoUIFgoKCCrxlyaPat28PZM2+f3g1wx9//EFGRkaO9GZmZrz55pssWrSIY8eO4e3tTZs2bZ6sATx5G3L7e96qVSvMzc1ZvXq1zljq1q1b7N+//7GzFiFr/Hr+/Hmda/v37ycxMVHn2qMzOx+nS5cufP3116xevZr33ntPe33Tpk0kJSU98fhcCJE7CRSKZ8KcOXPyTWNoaMiWLVvo1q0brVq14n//+x+dOnXC0tKSGzdu8Mcff/DXX3/x4MED7XOMjIzo0KFDgfcpXLx4Mffu3WPBggU615cvX46dnZ1OUKAwZsyYwZ49e2jdujXjx4+nbt26pKSkEBYWxo4dO1iyZAnVq1d/bB4//fQTzz//PN27d2fEiBE4OTlx//59Ll26xNmzZ9m4cWOez+3Zsyfz589nyJAhvPnmm8TExDBv3rwcgYmS8jRtGTZsGD/88APDhw8nLCwMT09PfH19+fLLL3nhhReeOJjr6enJunXrWL9+PW5ubpiZmeHp6fnY57zwwgtUrFiRUaNGMWPGDIyMjFixYgU3b97USefi4sKMGTOYMmUK169fp0ePHtjZ2REZGcnJkyextLR87GzVonj9POpp7gFAxYoVmThxIrNnz8bOzo5+/fpx69Ytpk+fTtWqVXNdTv3aa68xefJkDh8+zNSpUwv15iEyMjLHnkaQdcpjgwYN8nzeiy++yMyZM/n888/p0KEDwcHBzJgxA1dX11zfGBgaGvLcc88xceJENBoNX331FfHx8bnen82bN2NkZMRzzz3HxYsX+fTTT2nUqJF2/6OC3ncbGxvat2/P3Llzsbe3x8XFhUOHDvHLL79QoUKFAvVPXFwcnTp1YsiQIdSrVw9ra2tOnTrFzp0785w1KoQQonzS97j6u+++o23btrRr147//e9/uLi4kJCQwNWrV/nrr7+0+9kVlJWVFQsXLmT48OHcv3+fAQMG4OjoSHR0NAEBAURHR+dYOfCohg0bMnjwYL755hsMDQ3p3LkzFy9e5JtvvsHW1jbXccu4ceP4+uuvOXPmDMuWLStUnZ+0DQX5e16hQgU+/fRTPvnkE4YNG8bgwYOJiYlh+vTpmJmZ8fnnnz+2LkOHDuXTTz/ls88+o0OHDgQFBbFo0SKd7VUAbfB46dKlWFtbY2Zmhqura67Lhp977jm6d+/ORx99RHx8PG3atOH8+fN8/vnnNG7cmKFDhz5V/wkhHqHfs1SEKHoPn872OHmdQhsbG6vMnDlT8fHxUaysrBRjY2OlZs2aymuvvaYcPXpUJy2PnL76OA8ePFAMDAwUS0tLnROHs08y7d+/f47nODs7Kz179sxx/dETgRVFUaKjo5Xx48crrq6uirGxsVKxYkWlSZMmypQpU5TExERFUf47eXXu3Lm51jEgIEAZOHCg4ujoqBgbGytVqlRROnfurCxZsiTf9v36669K3bp1FVNTU8XNzU2ZPXu28ssvv+iczpuXwpx6nFvdyeV0tadpS0xMjDJ27FilatWqipGRkeLs7KxMnjw5x8l9hTn1OCwsTOnWrZtibW2tANqT3LJPr9u4cWOuzzt58qTSunVrxdLSUnFyclI+//xzZdmyZbn269atW5VOnTopNjY2iqmpqeLs7KwMGDBA2bt3b771e9rXz5Peg8f9vGo0GmXWrFlK9erVFRMTE8XLy0vZvn270qhRI50ThR82YsQIxcjISLl161a+bX647nl9tWnT5rHPTU1NVd5//33FyclJMTMzU3x8fJStW7fmOK0vu++++uorZfr06do2NW7cWNm1a5dOntk/D2fOnFF69eqlWFlZKdbW1srgwYOVyMjIHHUoyH2/deuW8tJLLyl2dnaKtbW10qNHDyUwMDDHCYR53Y+UlBRl7NixipeXl2JjY6OYm5srdevWVT7//HMlKSmpwH0thBCibCmt4+rQ0FBl5MiRipOTk2JsbKw4ODgorVu3VmbNmqVNk9cYK/tv8vLly3WuHzp0SOnZs6dSsWJFxdjYWHFyclJ69uyp8/zsv9HR0dE56pSSkqJMnDhRcXR0VMzMzJSWLVsqfn5+iq2trfLee+/l2o6OHTsqFStWVNRqdYHand+4Mb82FObv+bJlyxQvLy/FxMREsbW1Vfr06aNcvHhRJ01uY/jU1FTlww8/VGrUqKGYm5srHTp0UPz9/XOMORRFURYsWKC4uroqhoaGOvfk0XGUomSdXPzRRx8pzs7OirGxsVK1alXlf//7n/LgwQOddIV5/ySEyJ1KUf49IlIIIYQo5bI3Rf/888/55JNPdB5LS0vDxcWFtm3bsmHDBj3VMHdhYWG4uroyd+7cPA94yTZt2jSmT59OdHR0se2JKYQQQojid+zYMdq0acOaNWsYMmSIzmNRUVE4Ozvzzjvv8PXXX+uphkIIkZMsPRZCCFEqBQQEsHbtWlq3bo2NjQ3BwcF8/fXX2NjYMGrUKG266OhogoODWb58OZGRkUV+GJEQQgghRH727NmDn58fTZo0wdzcnICAAObMmYO7u7vONh23bt3i+vXrzJ07FwMDA95991091loIIXKSQKEQQohSydLSktOnT/PLL78QGxuLra0tHTt25IsvvtA5ffDvv//m9ddfp2rVqixevFhnE3EhhBBCiJJgY2PD7t27WbBgAQkJCdjb2/P8888ze/Zs7SFmkHWY2IwZM3BxcWHNmjU6pyQLIURpIEuPhRBCCCGEEEIIIYQQ5Dx+qZRbvHgxrq6umJmZ0aRJE44cOZJnWl9fX9q0aUOlSpUwNzenXr16fPvttyVYWyGEEEIIkZ/CjO8edvToUYyMjPD29s7x2KZNm2jQoAGmpqY0aNCALVu2FHGthRBCCCHKnzIVKFy/fj0TJkxgypQpnDt3jnbt2vH8888THh6ea3pLS0vefvttDh8+zKVLl5g6dSpTp05l6dKlJVxzIYQQQgiRm8KO77LFxcUxbNgwunTpkuMxPz8/Bg0axNChQwkICGDo0KEMHDiQEydOFFczhBBCCCHKhTK19LhFixb4+Pjw448/aq/Vr1+fvn37Mnv27ALl0b9/fywtLVm1alWuj6emppKamqr9XqPRcP/+fSpVqoRKpXq6BgghhBBC6JGiKCQkJFCtWjUMDErH58VPOr575ZVXcHd3x9DQkK1bt+Lv7699bNCgQcTHx/PPP/9or/Xo0QM7OzvWrl2ba34yBhRCCCFEeVWYMWCZOcwkLS2NM2fO5DjNslu3bhw7dqxAeZw7d45jx44xa9asPNPMnj2b6dOnP1VdhRBCCCFKs5s3b1K9enV9V+OJx3fLly/n2rVrrF69OtdxnZ+fH++9957Ote7du7NgwYI885QxoBBCCCHKu4KMActMoPDevXtkZmbqnHQJULlyZe7evfvY51avXp3o6GgyMjKYNm0ab7zxRp5pJ0+ezMSJE7Xfx8XFUbNmTW7cuIGNjc3TNaIM0Wg03Lt3D3t7+zyjzXPnzuWDDz4o0XoVR5n6aEd+CtL/ovhI/+uX9L9+Sf/rX3Heg/j4eJydnbG2ti7SfJ/Uk4zvQkJC+Pjjjzly5AhGRrkPZe/evVvoMaOMAbPI7wD9kv7XL+l//ZL+1z+5B/pVWsaAZSZQmO3RpR+KouS7HOTIkSMkJiZy/PhxPv74Y2rXrs3gwYNzTWtqaoqpqWmO6xUqVHjmBolpaWlUqFAhzxfohx9+iK2tbYnWqzjK1Ec78lOQ/hfFR/pfv6T/9Uv6X/+K8x5k51faltIWdHyXmZnJkCFDmD59OnXq1CmSPLPJGDCL/A7QL+l//ZL+1y/pf/2Te6BfpWUMWGbuvL29PYaGhjk+CY6KisrxifGjXF1d8fT0ZPTo0bz33ntMmzatGGv67Fi5cmW5KFMf7RBCCCFE4cd3CQkJnD59mrfffhsjIyOMjIyYMWMGAQEBGBkZsX//fgCqVKnyRGNGIYQQQohnXZkJFJqYmNCkSRP27Nmjc33Pnj20bt26wPkoiqKzUbV4cp06dSoXZeqjHUIIIYQo/PjOxsaGCxcu4O/vr/0aO3YsdevWxd/fnxYtWgDQqlWrHHnu3r27UGNGIYQQQohnUZlaejxx4kSGDh1K06ZNadWqFUuXLiU8PJyxY8cCWXvL3L59WztD7IcffqBmzZrUq1cPAF9fX+bNm8c777yjtzaUJyEhIXh4eJT5MvXRDiHEsyczM5P09HR9VyNfGo2G9PR0UlJSZMmJnhTFPTA2NsbQ0LCIa1Y8CjO+MzAwyPE329HRETMzM53r7777Lu3bt+err76iT58+bNu2jb179+Lr61uibRNCCFF6lZWxWUmScaB+lZYxYJkKFA4aNIiYmBhmzJhBREQEHh4e7NixA2dnZwAiIiIIDw/XptdoNEyePJnQ0FCMjIyoVasWc+bMYcyYMfpqQrlibm5eLsrURzuEEM+WxMREbt26haIo+q5KvhRFQaPRkJCQUOr2sXtWFMU9UKlUVK9eHSsrqyKuXdEr7PiuIFq3bs26deuYOnUqn376KbVq1WL9+vXaGYdCCCGebWVpbFaSZByoX6VlDKhS5CfjseLj47G1tSUuLq7YNrJOCrtG9L5dGFeww+ml3A9ZKWkajYaoqCgcHR3zjGSfOnWKZs2alWi9iqNMfbQjPwXpf1F8pP/1q7z1f2ZmJiEhIVhYWODg4FDqB12KopCRkYGRkVGpr2t59bT3QFEUoqOjUavVuLu763yqXBLjmvLiWe2r8vY7uKyR/tcv6X/9Kqn+L2tjs5Ik40D9Ki1jwDI1o7C8Sr4Ryo1fFmNVt0GpCRQWhL+/f4kH2IqjTH20Qwjx7EhPT0dRFBwcHMrEDGYZIOpfUdwDBwcHwsLCSE9PLzNLkIUQQoiSUNbGZiVJxoH6VVrGgPIxSSlg4eYOgDrsOkpmpp5rU3C9evUqF2Xqox1CiGePDLZESZLXmxBCCPF48rdSlEdF8bqWQGEpYF6tOgYmpmhSU0iJuK3v6hTYsmXLykWZ+miHEEIIIYQQQgghRGkjgcJSQGVoiIWzKwBJ16/quTYFN3Xq1HJRpj7aIYQQQgghhBBClBafffYZ69ev13c1RCkggcJSwsKtNgBJ10P0XJOCmzVrVrkoUx/tEEI8mxRFISk1tVi/ytIZZffv36dt27Z4e3vzxRdf5HhcpVLh5eWFt7e39is2NrbE67lixQoGDBiQ5+MTJ05k3bp1JVKXjh07sn37dgAmTZrE2rVrS6RcIYQQQoBarebkyZOo1Wp9V0VHRkbGU+cxY8YMBg0aVAS1KVpF0TZROHKYSSlh6ZoVKFSHXtNzTQru/fffLxdl6qMdQohnkzotjervjSnWMm59+xOWpqbFWkb2JstPa8+ePdja2uLr65tnmmPHjmFlZfXUZT2sqOoPcPv2bf755x+++eabIsmvMD766CPatWvHoEGD5HROIYQQopip1Wq8vb0JCQnB3d0df39/LCwsiiRvPz8/PvzwQ+Lj41EUhZkzZ9KnTx9Onz7NO++8Q1JSEmZmZnz77be0adOGsLAwmjZtyvjx49mzZw/9+/dn8ODBjB8/nrCwMFJSUujbty8zZszIUdbx48d56623yMzMJCMjg7feeov//e9/jBgxgiZNmjB27Fji4uIYNWoUFy9epFq1ajg5OVG5cmXmzZvHtGnTCA4OJiEhgcuXL+Pj48PkyZOZNGkSYWFh9O3bl/nz5wMwf/581q5dS0ZGBsbGxixcuJAWLVrk2x8qlYp58+bx119/0axZM4YNG8a4ceNISkoiJSWFoUOHMnnyZBITE6lZsyaRkZEYGxvj4+ND/fr1WbNmDdevX+e5557j2rWyE2MpLWRUWUpY1vp3RmFo2Vl6vHDhwnJRpj7aIYQQ+uTn50e7du1o1KgRXl5ebNu2DYDTp0/TunVrfHx8aNGiBUePHgUgLCwMe3t7ZsyYQbt27Vi4cCF3795l4MCBNG/eHC8vLz777LNcy8rMzOT999/Hw8MDDw8P3nnnHdLS0ti7dy8ffPABR48exdvbm7179z51u0aMGMHo0aPp0qUL9erVY8SIEaSmpmofGz9+PD169KBRo0YArFq1ihYtWuDj40OHDh0IDAwEIC0tjTFjxlCnTh06derEiRMn8izz119/ZcCAAdqNo6dNm6bzAdSiRYsYMWIEkDUwb9KkCd7e3nh4ePDjjz8CkJCQwOjRo7V9OXbsWNLT0wEICgrS1vHVV18lJSVFm7ejoyOurq7s27fvqftOCCGEEI8XGBhISEjWCsCQkBDtuOFp3b9/n379+vHVV18REBCAv78/7dq1Iy0tjf79+zNt2jTOnz/P/PnzGTBgAElJSQDExMRQu3Ztjhw5wnvvvcfw4cN5++23OXnyJGfPnuXkyZNs2bIlR3mzZ89m0qRJ+Pv7ExgYyCuvvJIjzYwZM7Czs+Py5cts2rQpx4e6p0+fZs2aNQQHBxMcHMzHH3/MP//8w4ULF1i9ejVXrlwBYOjQoZw6dYpz587x/fffM2rUqAL3S2pqKgcPHmTu3Lm4uLiwd+9ezp49y5kzZ9iwYQOnT5/GysqKhg0b4ufnR0xMDJmZmZw6dQrI+kC6a9euBS5P/EdmFJYSFtkzCm+EomRkoCqimQ7FqW/fvuWiTH20QwjxbLIwMeHWtz8VexmPkz0Y3bx5M61bt0aj0RAbG6sdjC5dupQuXbpw/PhxBgwYwNWrWR9gZQ9GswOC3bt3Z8qUKbRv356MjAxefPFFtmzZQr9+/XTKW7p0KWfOnOHMmTMYGhrSu3dvvvvuOz744ANmzJjB9u3b+eOPP/Ksb+vWrbWz5ezt7fMNKJ44cYJjx45hbm5Ov379+O677/jwww8B8PX15fDhw1hZWXH06FHWrVvH4cOHMTU15ciRI7z66qsEBATw008/ERoaysWLF0lPT6d9+/a4uLjkWt7BgwcLPDM9e2A+ZMgQAB48eABkLSFu3749P//8M4qi8MYbb7B48WImTZrE0KFDGT9+PMOHD+f48eO0adMmR//s27eP5557rkB1EEIIIcST8fDwwN3dXTuj0MPDo0jy9fPzo0GDBrRu3RoAAwMDKlasyIULFzAxMaF79+4AtG3bFkdHR86fP0/VqlUxMzNj8ODBACQlJbF//34iIyO1+SYmJnL58uUc5XXq1IlZs2Zx9epVOnfuTNu2bXOkOXjwoHZCjZ2dXY73zN27d8fW1hYALy8vGjVqhKmpKaamptStW5fr169Tp04dzp07xxdffEFMTAxGRkYEBQWRlpaGST7jVYCRI0dq/5+cnMy4cePw9/fHwMCAmzdv4u/vT9OmTenatSt79+4lMjKS7t27c+nSJQIDA9m7dy8DBw7MtxyRU+mPRj0jzKpUw8DMHE1KMsm3wrFwcdN3lfJ15swZ3N3dy3yZ+miHEOLZpFKpin1ZcH4KMhjNyMgossHo3r17GTVqFKb/tnv06NEsWbKEDz74oED1LezS40GDBmnTjxw5ksWLF2sDhQMHDtQ+tm3bNgICAnSWv0RHR5OWlsaBAwcYPnw4xsbGGBsb89prr+W5PPrWrVtUqVKlQHXLa2C+detWjh8/rl2+nJycjLGxMfHx8QQGBjJ06FAAWrZsiaenp06eVapU4fDhwwXtHiGEEEI8IQsLC+0sPA8PjyJbdpwXRVG0KxYeln3N0tJS+3+NRoNKpeLUqVMYGxs/Nt8JEybQu3dv9u3bxyeffIKHhweLFy8uUNnZzMzMtP83NDTM8X1GRgZpaWm89NJLHDx4kCZNmhAfH4+trW2BA4UPj/8++eQTKleuzLlz5zAyMqJ///7aVRZdu3blgw8+ICoqiv79++Pk5MSePXs4dOgQS5YsybcckZMsPS4lVAYGWLrWAsrOyccFfWNU2svURzuEEKK0edLBqL+/P/7+/ly9epXJkycXKN/HDTyL2sNlPTzgVBSFkSNHauvv7+/PnTt3MDExKdSBMBYWFiQnJ2u/NzIyIjMzU/v9w0uFJ0yYwPbt26latSqffPIJ48aN09Zl69at2npcvnxZ+yl+fn2VkpKCubl5gesrhBBCiCdnYWFB8+bNizRI2Lp1ay5dusSxY8eArHHW/fv3qVevHqmpqezfvx/I+vA0Kioqx4eGANbW1rRr1445c+Zor925c4dbt27lSBscHIybmxujR4/mk08+4fjx4znSdOzYkd9++w2A2NhY7TY1hZGSkkJ6ejo1atQAcm75NWzYsFyXRufmwYMHVK9eHSMjI4KDg9mzZ4/2sRYtWnD58mX27t1Lu3bt6Nq1K9999x01atSgUqVKha63kEBhqZK9/Lis7FNYVBvB67tMfbRDCCH0paQHo8899xwrVqwgLS2NjIwMfvnll2LdL2bjxo0kJSWRmZnJ8uXL8yyrV69erFy5kps3bwJZ/XD69GkAunTpwqpVq8jIyCA5OZnff/89z/K8vLx0ZlLWqlWL06dPo9FoUKvVbNq0SftYXgPz3r17M2fOHO2pfg8ePODq1avY2Njg4eHBmjVrADh58iQXLlzQKf/SpUvaPReFEEIIUfbY2dmxZcsWPvjgA7y8vGjcuDG+vr6YmJiwadMmpkyZgpeXFxMmTGDjxo1YWlrmms+aNWu4dOkSnp6eeHp68tJLLxETE5Mj3cKFC2nYsCGNGzdm6tSpuR7I9tlnnxEVFUWDBg0YMmQIbdq00S41LigbGxtmzJhB8+bNad++vXZ1SbYzZ85QvXr1AuU1depUli1bRrNmzZg6dSqdO3fWPmZkZETbtm2pWbMm5ubmNGzYkPT0dNmf8ClIhKQUsayVtfw16WqwnmtSMKGhobnuZ1DWytRHO4QQQl+yB6OTJk0iISEBlUrFzJkz6d27N5s2bWL8+PEkJiZibm6uHYxGR0fnyGfNmjVMnDhRG0i0srJiyZIlOQZ8b775JteuXcPHxwfI+oR6/PjxBa7vw3sUAmzatIlatWrlmb59+/b07duXmzdv0rJlS955550803355Zf06dOHzMxM0tPT6dmzJ02bNuXNN9/k/PnzNGjQgOrVq9OuXTtu3LiRaz4DBgxg5cqV2n10XnrpJf744w8aNGiAi4sL3t7e2hmHCxcu5MCBA5iYmGBoaKgdmC9YsICPPvoIb29vDAwMMDY25osvvqBevXqsXLmS119/nW+//VZ7yEw2RVG0y4aEEEIIUXa1bNlSe4jcw5o1a4afn1+O6y4uLty7d0/nWpUqVR774Wa2RYsW5Xp9xYoVKIpCRkYGlpaWrF27FjMzM+Lj42nbti3Dhw8Hsg5ue/R5Dzt48KD2/x9++KF2CxhAu6/z/fv3qVatGs2aNcu1Lo+u7mjcuPFjD4/5888/db6/fft2nmlF/lRKYdbXPIOy19HHxcVhY2NTrGXFnj1JwNsjMa1SjZabdxdrWfnRaDRERUXh6Oio8wbtYTdu3MDZ2blE61UcZeqjHfkpSP+L4iP9r1/lrf9TUlIIDQ3F1dVVZ/+W0ip7gGhkZFSiS4SLwogRI2jatClvv/12iZWp0Who1qwZ27ZtK/Cn4vkp6D3YuXMna9asYdWqVTkey+t1V5LjmrLuWe2r8vY7uKyR/tcv6X/9Kqn+L2tjs5KUPQa5f/8+L7zwApmZmSQnJ/Pqq69qD7QTxacoxuFFMQaU336liFWd+gCk3r1DelysfitTAAX5tKIslKmPdgghhCgfDAwM+OmnnwgLCyvxsuPi4vjqq69KvFwhhBBClG+Ojo6cOXMGf39/goODJUj4jJGlx6WIkZU15tVrknwrnMQrl7Br1krfVXqsh6cQl+Uy9dEOIYQQT8bf358RI0bkuD58+PAcS19KStOmTfVS7qBBg/RSrhBCCCGEKL9kRmEpY1U3a1ZhQvAlPdckf7Nnzy4XZeqjHUIIIZ6Mt7e3zknF2V/vvfeevqsmhBBCCCFEmSeBwlLGqk4DABKDg/Rck/xNnTq1XJSpj3YIIYQQQgghhBBClDYSKCxlrOuVnUDhrFmzykWZ+miHEEIIIYQQQgghRGkjgcJSJvtAk+Rb4WQkJui5No+XfTx6WS9TH+0QQgghhBBCCCGEKG0kUFjKGNtWwKxadQASLgXquTaPt2/fvnJRpj7aIYQQQgghhBBClBafffYZ69ev12sdPD09iYiIKHD6sLAwOnbsWKC0iqLQpk0bbty4AcCKFSu4cuXKk1SzUA4ePFiog+9SUlKoVKkSgYG68aCoqCgsLS2JjIxk4cKFxXrWggQKSyEbj0YAxJ0/p+eaPF6dOnXKRZn6aIcQQgghhBBCCFEUMjIynjqPGTNmMGjQoCKozZO5evUq1tbWVK1atVjy37hxI3Xr1sXZ2RnIP1CYmZlZLPXIj5mZGYMHD2b58uU611euXEn37t2pXLkyY8aM4eeffyY+Pr5Y6mBULLmKp2Lj2Zio3X8Tf8Ff31V5rOTk5HJRpj7aIYR4NimKgialeH/nGJiZo1KpirWMkvL555+zYcMGbGxsOHHihM5jI0aMYO/evdjb22uvTZw4kWHDhpV0NVGpVCQkJGBlZVXiZQshhBDi6Qz+cQFh96KKJW8Xe0fW/m9Cvun8/Pz48MMPiY+PR1EUZs6cSZ8+fTh9+jTvvPMOSUlJmJmZ8e2339KmTRvCwsJo2rQp48ePZ8+ePfTv35/Bgwczfvx4wsLCSElJoW/fvsyYMSNHWcePH+ett94iMzOTjIwM3nrrLf73v/8xYsQImjRpwtixY4mLi2PUqFFcvHiRatWq4eTkROXKlZk3bx7Tpk0jODiYhIQELl++jI+PD5MnT2bSpEmEhYXRt29f5s+fD8D8+fNZu3YtGRkZGBsbs3DhQlq0aJFrH2zZsoW+ffvm+tiUKVNYv349lSpVon379hw4cIDTp09jaGhIxYoVC3QvfvrpJz755BMAli1bxunTpxk/fjxTp07lyy+/JCoqinXr1uHo6EhQUBALFy5k8uTJvP/++7z44osADBgwgBdffJERI0aQkJDAxIkTCQgIICUlhdatW7Nw4UKMjY3zrENcXBwDBgygffv2fPrpp+zatYuZM2eSnJyMkZERX3/9Na1bt2bUqFE8//zzzJkzR5vf8uXL+frrrwEwMTGhW7durF+/ntGjRxeo/YUhgcJSyNbTG4D4i+dRMjNRGRrqt0J5iImJKRdl6qMdQohnkyYlGd8uzYu1jLb7TmJoblGsZZSUr7/+mvDwcBwcHHJ9/OOPP+btt98u8nIzMjIwMpIhkhBCCCGK3/379+nXrx+bN2+mdevWaDQaYmNjSUtLo3///vz88890794dX19fBgwYwNWrV4Gs97G1a9fms88+A6B79+5MmTKF9u3bk5GRwYsvvsiWLVvo16+fTnmzZ89m0qRJDBkyBIAHDx7kqNOMGTOws7Pj8uXLPHjwAB8fH1566SXt46dPn+b06dNYWVnh4+PDxx9/zD///ENGRgaurq6MHTuWOnXqMHToUCZOnAhkBShHjRqVY0lttq1bt+aYRQfw119/sX37dgICAjA3N2fAgAHax2rUqMHmzZvz7eP09HSOHTtGq1atAHjjjTdYvXq1ThBwxYoV+Pr6cu7cOdzd3fPNc9KkSbRv356ff/4ZRVEYPXo0ixYt4r333ss1fXh4OP369eO9997jtdde4/r160yfPp2dO3diY2PD1atX6dChAyEhITRu3BgnJyf+/vtv+vbty/Hjx4mNjaVHjx7a/Fq3bs2OHTskUPissHSrjaGFBZlJiSSFXcOqVulcGtuoUaNyUaY+2iGEEPqkUqn48ssv2bJlC/fu3WPp0qXs27ePnTt3kpaWxpo1a7S/G1etWsWiRYtIT0/H2tqaH374AQ8PDy5cuMC4ceNISkoiJSWFoUOHMnnyZCBrtp+FhQVXrlwhPDwcDw8P1q1bh4mJSY667Ny5k08++YSMjAzs7Oz48ccfadCgAa1btyYlJYUuXbrQsWNHvv/++6dq88GDB3n33Xfx8fHh/PnzqFQqfvnlFxo1asTBgweZMGEC7du359SpU0ycOBFvb28mTJhAVFQUaWlpjBkzhnHjxgGwefNmPvnkE+zs7HjhhReeql5CCCGE0K+CzPgrTn5+ftqxD4CBgQEVK1bkwoULmJiY0L17dwDatm2Lo6Mj58+fp2rVqtolqgBJSUns37+fyMhIbb6JiYlcvnw5R3mdOnVi1qxZXL16lc6dO9O2bdscaQ4ePMjChQsBsLOzyzHTr3v37tja2gLg5eVFo0aNMDU1xdTUlLp163L9+nXq1KnDuXPn+OKLL4iJicHIyIigoCDS0tJyjAnv3r1LfHx8rtuCHThwgIEDB2JpaQlkHUY6c+bMAvVttnv37mFiYoKFxeM/TG/btm2BgoSQFdg8fvw433zzDZC1UjG3sS5AREQEHTp0YPny5do9FXfu3MnVq1dp3769TtqbN29Sp04dRo0axa+//krfvn359ddfGTFiBIYPTSKrUqUKt27dKlBdC0sChaWQysgI6/qexJ45QfwF/1IbKNy+fTt169Yt82Xqox1CiGeTgZk5bfedLPYyCsLGxoaTJ0+yceNG+vTpw4YNG5g9ezZfffUVc+bMYe3atRw9epR169Zx+PBhTE1NOXLkCK+++ioBAQG4uLiwd+9eTE1NSU5OpnXr1jz33HPazZr9/f3Zt28fJiYmtG/fnk2bNmkHs9mioqJ47bXXOHDgAJ6enqxZs4aBAwcSGBjIsWPHUKlUHDt2LM8lvXPmzGHZsmXa7xcvXqwdZOfm/PnzfPfdd3Ts2JENGzYwZMgQLl68qH1s0aJFfP/992RmZtKyZUtWrVpFvXr1UKvVtGzZkpYtW1K9enVGjx7NsWPHqFu3rnYJiBBCCCFEUVIUJdftZLKvWVpaav+v0WhQqVScOnXqsUtfASZMmEDv3r3Zt28fn3zyCR4eHixevLhAZWczMzPT/t/Q0DDH9xkZGaSlpfHSSy9x8OBBmjRpQnx8PLa2trkGCrdt20bv3r0L1Q+FYWFhQUpKSr7pHh1zGhkZ6exV+HAeiqKwdetW3Nzc8s3Xzs4OZ2dntm/frg0UKopCjx49WLlypU6e2ftNvvrqq0yePJnQ0FA2bNjA6dOndfJMSUnB3Lxg4/7CKnOHmSxevBhXV1fMzMxo0qQJR44cyTPt5s2bee6553BwcMDGxoZWrVqxa9euEqztk7P5d/lxXMBZ/VbkMf73v/+VizL10Q4hxLNJpVJhaG5RrF8FHUhlb1bt4+ODgYEBPXv2BKBJkyaEhoYCWYO2gIAAWrRogbe3N++88w7R0dGkpaWRnJzMG2+8gaenJy1btuTGjRv4+/tr8+/fvz/m5uYYGhrSvHlzrl27lqMOJ06cwNvbG09PTyBrQHTr1q0Cn3b38ccf4+/vr/16XJAQoHbt2trB2cCBA7l9+zZ37twBsg62yv5EPTg4mIsXL/LKK6/g7e1N69atSUhIICgoiOPHj+Pj46P9gOnNN98sUF2FEEIIIXLTunVrLl26xLFjx4CsoN/9+/epV68eqamp7N+/H4Bjx44RFRWlHTc9zNramnbt2jFnzhzttTt37uQ64yw4OBg3NzdGjx7NJ598wvHjx3Ok6dixI7/99hsAsbGxbNu2rdDtSklJIT09nRo1agBoZyjmZuvWrTmWSGfr1KkTGzduRK1Wo9FoWLVqVaHrYmtrS9WqVbl+/br2mo2NDXFxcY99Xq1atbT7ZIeGhuLr66t9rHfv3syZM0cb2Hvw4IF2WfijzMzM2Lp1Kzdu3GDs2LFoNBq6devGzp07dZZinzz534SCChUq0KtXLwYOHEjjxo2pXbu2Tp6XLl0qttWRZSpQuH79eiZMmMCUKVM4d+4c7dq14/nnnyc8PDzX9IcPH+a5555jx44dnDlzhk6dOtGrVy/OnSvdpwkD2Ho3ASD27CkURdFzbXKXvUFpWS9TH+0QQgh9y/7k19DQEFNTU+317E+BIetTzZEjR+oE4+7cuYOJiQmffPIJlStX5ty5cwQEBNCxY0edT1lz+2T5Ufl9Ul4Ssst6+BNkRVGwt7fXaXdoaCivvfZaqf2bLIQQQoiyyc7Oji1btvDBBx/g5eVF48aN8fX1xcTEhE2bNjFlyhS8vLyYMGECGzdu1C7BfdSaNWu4dOkSnp6eeHp68tJLL+W6H//ChQtp2LAhjRs3ZurUqdqlsw/77LPPiIqKokGDBgwZMoQ2bdpolxoXlI2NDTNmzKB58+a0b99eZ7z5sPj4eK5cuaJdlfKo3r170717dxo1akSnTp2oVatWoesC8NJLL/HPP/9ov3/zzTeZMWMG3t7e7NixI9fnfPTRR+zZs4cmTZowZcoUnYNYFixYgJGREd7e3nh5edG1a1fCwsLyLN/Y2Jh169aRmprKsGHDcHV1ZfXq1bzxxhs0atSI+vXr59hqZ9SoUZw+fZqRI0fmyG/nzp06+0YWKaUMad68uTJ27Fida/Xq1VM+/vjjAufRoEEDZfr06QVOHxcXpwBKXFxcgZ9TFDKS1cqh9t7KwVYNlaSw6yVatqIoSmZmphIREaFkZmaWeNlC+l/fpP/1q7z1f3JyshIUFKQkJyfruypagJKQkKAoiqKEhoYqlSpV0j62f/9+xcfHR9FoNMqhQ4cUZ2dnJTw8XFGUrHtz6tQpRVEUpX///sq3336rKIqiXL58WbGyslIWLlyoKIqiDB8+XPt/RVGUSZMmKZ9//nmOekRFRSn29vZKUFCQoiiKsnbtWqVhw4a51vNRj5aRnwMHDiiAcujQIUVRFGXjxo1KgwYNtI81adJEmzY9PV2pW7eu8ttvv2mvhYSEKDExMUpkZKRSqVIlJTg4WFEURZk7d+5j6/kkNBqNkpaWpmg0mifOI6/Xnb7GNWXRs9pX5e13cFkj/a9f0v/6VVL9XxrHZqVF9hgkNTVV2z9xcXGKp6ensmfPnmIpc+3atcpbb7312DTx8fGKomS9Rl5//XVlypQphS4nLCxMadq0aan++S7oGPDixYtKu3btcn2sKMaAZWaPwrS0NM6cOcPHH3+sc71bt27aKbr50Wg0JCQkPPb47NTUVFJTU7Xfx8fHa5+r0WieoOZPRmViio2nN3FnT3H/pB9mNZxLrGzIaq+iKI9t8xdffMGUKVNKsFbFU6Y+2pGfgvS/KD7S//pV3vo/uz3ZX6XFo3XKrW7t2rXjiy++oE+fPmRmZpKens4LL7yg/VR12LBhrFmzBhcXFzp37pwjv0f//2gZ9vb2rFy5kldffZXMzEwqVKjA+vXrddI9rt8e3aNw2LBheZ40pygK3t7erF27lokTJ6IoCmvWrMm1DwwNDfnzzz+ZOHEi8+bNIzMzEwcHB1avXo2TkxM//fQTvXr1olKlStpPcov6/j7uvhT0+dk/Rw//LJWXnyshhBBCFJ8HDx7wwgsvkJmZSXJyMq+++ipdu3YtlrJeeeUVXnnllcemGTZsGGFhYSQnJ+Pj48OHH35Y6HKcnZ356KOPuHPnDtWrV3/S6pYKN2/eZMmSJcWWv0opTe9aHuPOnTs4OTlx9OhRnT2IvvzyS3777TeCg4PzzWPu3LnMmTOHS5cu4ejomGuaadOmMX369BzXr1y5grW19ZM34AnE/LGGe78vx6pFW5w+mlaiZWs0GuLi4rC1tcXAIPcV6vfu3cPe3r5E61UcZeqjHfkpSP+L4iP9r1/lrf/T09OJi4vD2dlZZzluaaUoCpmZmRgaGpboEuDidujQIT766KNc9+EpbYriHqSkpHDjxg1sbW11NjVPSEigTp06xMXFYWNjU1RVLpeyN11/1vpKo9EQFRWFo6NjufgdXNZI/+uX9L9+lVT/p6SkEBoaqj37QPxH+fcwDSMjo3I1DiwriqL/83p9F2ZcU2ZmFGZ7tLOUAp6As3btWqZNm8a2bdvyDBICTJ48mYkTJ2q/j4+Pp0aNGtoDUUqSWYcu3Pt9OSkXA3CoVAnVQ0dhF7fsU5McHBzy/CW9ZcsWxowZU2J1Kq4y9dGO/BSk/0Xxkf7Xr/LW/ykpKSQkJGBkZISRUdn5s5vfiXllTXbQ7Vm5B0ZGRhgYGFCpUiWdQWJpfUO0ePFi5s6dS0REBA0bNmTBggW0a9cu17S+vr589NFHXL58GbVajbOzM2PGjNGZTbpixQpef/31HM9NTk4utX0ghBCiZJWROVNCFEpRvK7LzGjZ3t4eQ0ND7t69q3M9KiqKypUrP/a569evZ9SoUWzcuDHf6bKmpqa5brJpYGBQ4m9Ybet7YGhlTUZiAklXLmHT0KtEy1epVI9td4sWLUq8T4qjTH20oyDy639RvKT/9as89b+BgQEqlUr7Vdo9/AFcWajvo3r37p3jkDM7OzsOHDjA6dOn9VSrwimKe5D9env056g0/kxlH1a3ePFi2rRpw08//cTzzz9PUFAQNWvWzJHe0tKSt99+Gy8vLywtLfH19WXMmDFYWlrqnEJtY2OTY8WJBAmFEEIYGxujUqmIjo7GwcGhTI53iovMKNSvp+1/RVGIjo5GpVI93QfOT/zMEmZiYkKTJk3Ys2ePzrHZe/bsoU+fPnk+b+3atYwcOZK1a9fSs2fPkqhqkVEZGWHXrBX3Duwm5siBEg8U5iciIqJclKmPdgghnj3yqXXJ+PPPP/VdhVKhLL3e5s+fz6hRo3jjjTeArFMEd+3axY8//sjs2bNzpG/cuDGNGzfWfu/i4sLmzZs5cuSITqBQpVJRpUqVAtejtOxTrW/lbZ/Yskb6X7+k//WrpPpfpVLh5OTE7du3CQ0NLdayyiKNRlMqP1h8Vjxt/xsYGODk5IRKpXrifarLTKAQYOLEiQwdOpSmTZvSqlUrli5dSnh4OGPHjgWylg3fvn2blStXAllBwmHDhvHdd9/RsmVL7WxEc3PzJzpOWx/s23fm3oHd3DtyANex7+q7OjoyMzPLRZn6aIcQ4tlR1j61lk+S9a+0fJpcEorisLpz585x7NgxZs2apXM9MTERZ2dnMjMz8fb2ZubMmToBxkfNnj07132qo6OjSUlJKVBdyoPsfWIVRZE3inog/a9f0v/6VdL9b2NjI+8FH6EoCgkJCVhZWck4UA+Kov8NDQ1JSkoiKSlJ53pCQkKB8yhTgcJBgwYRExPDjBkziIiIwMPDgx07duDsnHUicEREhM5yo59++omMjAzeeust3nrrLe314cOHs2LFipKu/hOp2KodGBqiDr1K8q1wzKvnXIKjLy4uLuWiTH20Qwjx7DA0NKR69ercunWLsLAwfVcnX9mf5GcvmRYlryjugUqlonr16hiW4P7GT+LevXtkZmbm2EamcuXKObabeVT16tWJjo4mIyODadOmaWckAtSrV48VK1bg6elJfHw83333HW3atCEgIAB3d/dc8ytN+1TrU3nbJ7askf7XL+l//ZL+1z+NRqP9cFvuQckrzv4vzPYrZSpQCDBu3DjGjRuX62OPBv8OHjxY/BUqZsY2tlTwbkrsmRPE+B6k+ivD9F0lrSNHjuDlVbLLoYujTH20QwjxbLGyssLd3Z309HR9VyVfGo2GmJgYKlWqJANEPSmKe2BsbFzqg4QPe5LD6o4cOUJiYiLHjx/n448/pnbt2gwePBiAli1b0rJlS23aNm3a4OPjw8KFC/n+++9zza807VOtb+Vpn9iySPpfv6T/9Uv6X//kHuhXcfV/YfIrc4HCZ1Gldp2IPXOC6IN7SlWgMHswXtbL1Ec7hBDPHkNDwzIRuNFoNBgbG2NmZiYDRD15lu7B0xxW5+rqCoCnpyeRkZFMmzYtz7/pBgYGNGvWjJCQkKKpuBBCCCFEOVW+R5/lhEOn50ClIv78OZLv3NJ3dbQWL15cLsrURzuEEEIIoXtY3cP27NlD69atC5yPoig6B5Hk9ri/vz9Vq1Z94roKIYQQQjwLZEZhGWDqUJkKTVsQe+o4Ubu24/z6WH1XCYCpU6eWizL10Q4hhBBCZCnsYXU//PADNWvWpF69egD4+voyb9483nnnHW2e06dPp2XLlri7uxMfH8/333+Pv78/P/zwQ8k3UAghhBCiDJEZhWVElR69AYj8508URdFzbbI8erpgWS1TH+0QQgghRJZBgwaxYMECZsyYgbe3N4cPH37sYXUajYbJkyfj7e1N06ZNWbhwIXPmzGHGjBnaNLGxsbz55pvUr1+fbt26cfv2bQ4fPkzz5s1LvH1CCCGEEGWJSiktUadSKj4+HltbW+Li4vR64l2mWs2xFzugSUnGe8lKbL18irU8jUZDVFQUjo6Oee6PFB8fX+J9Uhxl6qMd+SlI/4viI/2vX9L/+iX9r3/FeQ9Ky7imLHhW+0p+B+iX9L9+Sf/rl/S//sk90K/SMgaUO19GGFpY4NilOwC3N/6u59pkefSU6bJapj7aIYQQQgghhBBCCFHaSKCwDHF6+TUAog/uITXqbj6pi1/Xrl3LRZn6aIcQQgghhBBCCCFEaSOBwjLEqk49bL2bQmYmtzev03d1uHz5crkoUx/tEEIIIYQQQgghhChtJFBYxlQflDWrMGLLBjIS4vVaF0tLy3JRpj7aIYQQQgghhBBCCFHaSKCwjKnUthMWrrXJSIjn5u8r9FqXihUrlosy9dEOIYQQQgghhBBCiNJGAoVljMrQENc33wbg1oZVpN2P0Vtdzp8/Xy7K1Ec7hBBCCCGEEEIIIUobCRSWQZXad8G6XkM0ycmELlmgt3o8//zz5aJMfbRDCCGEEEIIIYQQorSRQGEZpFKpqPXexwDc3b6FWP8zeqnHr7/+Wi7K1Ec7hBBCCCGEEEIIIUobCRSWUbaejanaewAAV+ZMIzNZXeJ1mDp1arkoUx/tEEIIIYQQQgghhChtJFBYhrmOew8TeweSw0O5+u3sEi9/1qxZ5aJMfbRDCCGEEEIIIYQQorSRQGEZZmxjS73PvwKVirvbtxCxfXOJlv/BBx+UaHnFVaY+2iGEEEIIIYQQQghR2kigsIyza9Ic55H/AyDkqxk8OOVXYmV/9913JVZWcZapj3YIIYQQQgghhBBClDYSKCwHnF8fi2O3niiZGVycPIH4oAslUu5LL71UIuUUd5n6aIcQQgghhBBCCCFEaSOBwnJAZWBA3U9mYuvTjEx1EuffHU38xfPFXu7JkyeLvYySKFMf7RBCCCGEEEIIIYQobSRQWArEJavxvXIJ3yuXnjgPAxMTPL/+AVvvpmQmJXL+3dHEBZwtwlrmVLVq1WLNv6TK1Ec7hBBCCCGEEEIIoT/+169x/MQJ1Gq1vqtSqkigsBTYdcGfXgu+4svtW54qH0MLCzy/WawzszD64J4iqmUu5RkaFlveJVmmPtohhBBCCCGEEEKIglOr1Zw8ebJIAntbTx2n07yZdBwzCm9vbwkWPkQChaVAvapOAFyOuI2iKE+Vl6G5BZ7zFlOpbSc0aakETZnIrfWriqKaOdy4caNY8i3pMvXRDiGEEEIIIYQQQhSMWq2m3vPP8dyP86n3fLenDuz9uOcfAEwauBMSEkJgYGBRVLNcMNJ3BQTUrlwFlUrFg6Qk7iUm4GBt81T5GZqZ03D2Aq7O/5I7W9Zz7buvUIdeo/Z7kzEwNS2iWkPbtm2LLK+iKDMzNYW06ChSoyNJjYokLSaa9Pg4MhLiyYiPIyM+noyEeDJTU9CkpaGkp6FJS8M0LoHDy+ajUhmAgerffw1QqVSoDA0xMDXF0MwcA3NzDM0sMDQ3x8DUDCMrK4xsK2BsUwFjW1uMbStgZFMBY9sKmFSshJFtBVQqVQn2jhBCCCGEEEIIUf6cOneOOLcaGJibEV/fjSV/b2Piy4OfKK8HSYn4R9wGwMDaitp16+Lh4fHEdVMUhcX7d+FSyYGe3k0AuBp5lwW7/+atLj2oX83pifPWBwkUlgIWJqbUrGjPjZhorkTceepAIYDK0JDa70/FtKoToT9+S8Sff5AQHESDL+ZjXq16EdQa1q1bx8cff1wkeRXU76tWMX7Qy6hvXEcdHkZyeBjq8DBS7t4hIy72ifLcczuaV50ceLq5nDmpjI0xtXfExN4BU4fK//7riIm9I6aOVTCr5oSpvSMqWfoshBBCCCGEEELk6eSDaAzMzUjxD8S8fh2+OrwPH08vOtZrWOi8Np46TlpmBvWqVOPy3Tv8sH4tFhYWT1y3aVs38v2eHQAMb9MBZ3sHFu/bxb3EBO7GxfLH25OeOG99kEBhKVG3ajVuxERz+e4d2tSpVyR5qlQqar42Eqs69bj0+YckBgdx9vWB1JrwEZV79H7q2W7vv/9+kdQzLxlJSSReuURicBAJwUEkXrlEi7DrnPlnfZ7PMTAzx9SxclZgrpJ91iw/a5usLxsbjKxts2YHmppgYGyCgYkpPgYGGJuZg6KgKBrQaLKWgGs0KJmZaFJTyExJJjM5Gc2//2amJJORmEBGXBzp8bGkx8WSEZf1b3pcLBnxcSjp6aRE3Cbl308qcqMyMsKsSjXMqjphVq36v/86YVqlGhkmZigODsXRtUIIIYQQQgghRJmQkJLMkkN7capQkZ++WYipQyUG/LiA1376nm3vfkQTF7dC5fe73xGszcyY+8pQei34ilPh1+nWqHGh66UoCnP+3sr3e3ZQvWIl7Cws+e3oIQAqWloBcDg4iDh1ErYWloXOX1/KXKBw8eLFzJ07l4iICBo2bMiCBQto165drmkjIiKYNGkSZ86cISQkhPHjx7NgwYKSrXAB1a1Sjd2BAVy5e6fI867YvDVNVmwkaOr7JFwMIHjmFKL37sT9w88wq/zkJ/7OmTOHqVOnFlk9MxLiiQ04S9y5U8SdO03ClUug0eik+f1WNKM86mBe0wWLmi6Y13TFoqYLZk7VMXWojJG1TaEDoLNmzSrSdgBo0tNJuxdN6r2orOXQ2f9GR5J6L4rUuxGkRt5Fycgg+VY4ybfCc80nzNIK82rVMXOqgZlTdcydamDuVCMrqFi5KiqjMvcjLIQQQgghhBBCFNiyQ/u4n5TIt0NG0KZVKwDWjXuP/t/PZcCib/i6Wy96tm1foFmBgbduEnDzBsPatKdlrTpYm5lxOPgSU3oVrk5Jqal8uH4Vvx/3pVENZ7aM/4AKFpYE3gonVq3G29mFLWdO8u6a5fxzwZ9XWrR5kqbrRZmKMqxfv54JEyawePFi2rRpw08//cTzzz9PUFAQNWvWzJE+NTUVBwcHpkyZwrfffquHGhdc3arVAAiOKPpAIYBZ5ao0/vE3bv6+nLBfFnPf7winXulF9cHDqfHqSIwsCx/dftrgWkZSIrHnThN75gRxZ0+ReDUYHjnMxbRyFazqNsC6bgOs6jbgx7oNMKlk/1TlPqqog4QABsbGmFWthtm/9zU3SkYGqdFRpETcIuXObZIjbpNy51bWLMQ7t0m7F0VmUiKJIZdJDLmc4/kqQyNMq1TNChw+EkQ0d6qJ4VNMnRZCCCGEEEIIIfQtISWZhXv/oUbFSgxp+d+ZBS1rufPz8NG8tnQhb6z+Bfv3P+DC8RP5Bgt/P34EgCEt22FkaEjr2nXZFxRIYkoKVmZmBarTmbDrjF2xlKtRd+nSwJPlb4zD2swcAM8aztp0L3g15r3fV/DXudMSKCwu8+fPZ9SoUbzxxhsALFiwgF27dvHjjz8ye/bsHOldXFz47rvvAPj1119LtK6FVbfKv4HCYphRmE1lZETNYaOp1K4zV76eTnzAWcJX/ETEto04DXyNav0GYWxjW+D8CjsTT5OaStwFf2JPH+fBmRMkXL4ImZk6acxrOGPr3ZQKjZti27hpjhmPxTH7rzjyLAiVkdF/wUQf3cc0Gg13b97EJjOd1IhbJN+6ScrtmyTfuZX1b8RtlLQ0Um5nXc+NsV1FzKrVwNypOubVa2DmVAPzaln/mlSyl4NWhBBCCCGEEEKUaksP7uVBUhLT+g7E5JEVdQ4ZCkn7jmDRtT3RDWtx4uwZOrXNfcUpQFpGBhtO+uFeuQrN3WoD0K5ufXYFBnDieghdGnjmW5/IuFgGLPqG5LRUZvYfxLjO3TEwMMg1rb21DW3c67Ev6AIJKcnaYGJpV2YChWlpaZw5cybH4RndunXj2LFjRVZOamoqqamp2u/j4+OBrMCN5pFlsEWptmMVAO7GxfIgMRHbYpwNZu7sitei5cQc3k/YjwtIvnWDsJ++J/y3pdh3fA6HLj2w8WmOoiiPbfOwYcMe+3jag/skXDxPwsXzxF8MID4wACUtTSeNWfWaVGjSAtvGTang3RQTe909+R7NP78yn0Rx5Pm0NBoNKhMTzBycsHBxw+6RxxWNhrR7USTfzgocpmQHEO/cIuXOraz9Eh/cJ/3BfRIuBuTI38DUDLNqTlnBw+ylzNlLnKtUw8DEpGQaWkpp/t2nsrS9Lp4V0v/6Jf2vf8V5D+S+CiGEEM+uXw7sYd2xI/w6+i1qOFbWd3XyFZ+czKK9O6lZyZ7BLXPOyPPw8MBFZUz4sdOYt2nGorPHad+6DYZ5BO52BwYQk5jA2117aCfOtKtTH4AjVy7lGyhUFIX3160iVp3Eijfeoo9Ps3zb0L9pC45cucTm0ycY3rZjvulLgzITKLx37x6ZmZlUrqz7Yq5cuTJ3794tsnJmz57N9OnTc1yPjo4mJSWlyMrJTWVrGyIT4jl+6SKNH5quWmzqe1Jj/k/EHz3Igz83khp6jaidfxG18y9UZmYY16rLPY9GmNVwwbhadYwrVcLAwkp7Su+mTZsY1LcvGQ9iyHgQQ3p0FGm3bpB28wap4WGkR0bkKNLQrhKWXo2x8GyMhac3xg7/3c9YjQJRUY+t8ubNm3nllVeKtBuKI8+npdFoiIuLQ1GUPD+dAANwqomBU00sgIdDy5lJiaTfjSA9MoK0u3dIj7xDemRE1rV7UWhSU1CHXkMdei1ntioVRhXtMapgh2EFu6x/be0wsquIoW2F/67b2mFgZV0uZyYWrP9FcZH+1y/pf/0rznuQkJBQpPkJIYQQ4smo1WouXLiAp6fnU524W1CXb4bz/sY1ALQcPoSQTX+VSLlPY+nBPcSqk5jRbyDGhjnDVxYWFvj7+3PhwgV+vXiODaePM/PPP5jWd2Cu+a3xO4KBSsWg5q211zycalDBwpIjwZfyrc/mMyfYHnCGfj7NCxQkBOjfpAVTN61l5dFDEigsLo8GJRRFKdJAxeTJk5k4caL2+/j4eGrUqIGDgwM2NjZFVk5uGjjVIPLyRe4mJ+Ho6FisZT2s8stDUAYMJiEwgOh9O4nev4v0+zGkXQzgfm6z0UxMUTIzMY2NJ2TjL4/N29zFDZsGXlg39MK2kQ/mzq5Pdb+aN29e5H1THHk+LY1Gg0qlwsHB4QnfJDqCa+4nP2nS00mNjMiagXj7Jim3s2YhJt/JWsasSUkhIyaajJjofEtRGRlhbFcRk4r2GFeshIldpax/K1bEuKI9JhUrYWxXCZOKlTCysS0zQcWn73/xNKT/9Uv6X/+K8x6YFXDvHSGEEEIUH7VaTb3nnyO+jgt2Z4O4eORosQbtFEXh3VX/vXdPrGzPuYAA7cEgpY2iKBy5colFe/+hqrUNvb188kxrYWFBixYt8PbxITQmmu9276ChUw1ebqbbtsi4WPZcPE+XBp5UrfDfmj0DAwPautdjx/mzxCWrsTXP/T6EREbw3u8rsLey5utBrxW4LTbm5vRv0oJVxw5z/uYNvEpiUthTKjOBQnt7ewwNDXPMHoyKisoxy/BpmJqaYmpqmuO6gYFBsb9h8qrpzIHLF7lw+6Ze3pxVaORDhUY+1J7wMQkhwdz2PQi3bmSdyhseRkbCv8uw07KWZidnZi1fMjA3x9TeERMHRyyd3bBwrYWFSy2s6tQr1J6HBZGUlFTkfVMceRYFlUpVLK87A1NTjGq6YFnTJcdjiqKQ/iCGlIg7pN2PyQoY348h7cFD/78fQ/qDGDIS4lEyMkiLzjrROd/2GBlhbFcJUwdHzKo6ZX1Vy/436xTn0rTkubj6XxSM9L9+Sf/rX7H9DZB7KoQQQujdyXNnSWjojgqItLUkMDCQ5s2bF1t5/5w/x8lbNzCNiCY27AbmrZoSrklHH8drJKQks+zAXoLDQmnv1Qgft9rUdqyCkaEhUfFx/H7cl1VHD3M9OhIUhTu7D9Fsy078/f0fG0w1NTZm5Zvv0OWr6Yxf9SvxdyN5uWMXbKytAVh/8hiZGg2vtsq5h2G7OvXYHnAGv6tX6OHpnePxpNRUhi1dRFJqKqvHjMfeunCTyEa07ciqY4dZtHcnS18fU6jn6kOZCRSamJjQpEkT9uzZQ79+/bTX9+zZQ58+ffRYs6LjVT0rsnz+5g291kNlYICVe13sbO1wdHTUvqnQZKSTmZREplqNysiQO9t30HbQoBI9XTc2NrZM5FlWqVQqTCraY1Ix/5OlNWlpDwUQ7/0XRNQGFO9p//9fUDGStOhIEoIu5MzQwABzpxpYuNbC0rU2lq61sXCrhYWzGwbGxsXQWiGEEEIIIYQoeUei/jvE1Ny1Jg0bNiy2spJSU/lo4xqszcw59OMyrl65wtA/VrH6xFEGt2lfbOU+Sp2WyrJD+1iw628eqJMAWH/hLABmxsa42jty5W4EmYoGeytrBjT05tcpn6OJiycEChRMrWJbgZ+Hjabnt3N4/5+tvP/PVipaWuFoY8vliNtYm5rSvnadHM9rWzdrn0LfK5dyBAoVReGdVb9wOeI2n/UZQPu6DVCr1QQGBuLh4VGgmaA+Lm50rNeQTaeP81HPPtT694yK0qrMBAoBJk6cyNChQ2natCmtWrVi6dKlhIeHM3bsWCBr2fDt27dZuXKl9jn+/v4AJCYmEh0djb+/PyYmJjRo0EAfTXisRjWzAoUXb98kIzMTo3/3AiwtDIyMMbCtgLFtBQAat2pVokFCAE/P/E8hKg15PgsMTEwwq1w1x8nUuXk4qJgadZfkO7dJjbhNcsRtUu7cJiXiNpqUZJJv3iD55g1iDu/XPldlYoKVe31sGnpi3cATmwaemDnVKDPLmIUQQgghhBAi2924WH46vI9aDpXxcqjMlqDzXI2JppGlZbGUN++fP7l1P4avXn4V1ypVca1Slb7Xg1l/8hhBd27RoFr1Yik324P4OOZu3sgfl84TnRCPg6UV6oPHyIiMxrBiBV5/bwJR6akcDjhHanQMlR4kcGrHLkyMjDj03WJC4uJxd3fHw8OjQOUZxSeS8NduTGq5oLIwo1rrVqgz0jFITSPy4DFa/N0sx+zE+lWdsLey5nAu+xQu2ruTLWdP0su7CRO69UStVuPt7U1ISAju7u75znTM9sELvTl4+SKfbV7PmrHvFrwD9aBMBQoHDRpETEwMM2bMICIiAg8PD3bs2IGzc1aALSIigvDwcJ3nNG7cWPv/M2fO8Pvvv+Ps7ExYWFhJVr1AXO0dsTYzIyElhSuREcX+A/u0/vnnH+rVq1fmy9RHO541DwcVrevn/AWvKAppMfdQh10j6fpV1KHXSAq9StL1q2QmJpBwMUDn9GYjG1tsvXyo4NMM28ZNsapdV3vIjhBCiLJn8eLFzJ07l4iICBo2bMiCBQto1y7n0iAAX19fPvroIy5fvoxarcbZ2ZkxY8bw3nvv6aTbtGkTn376KdeuXaNWrVp88cUXOqtShBBCPLsKOyOsKH3191aSUlOZ0X8QtuYWbAk6z67AABrlsjVUbuKS1Xyx7Q9i7sXwzgu98XarlWfayxG3WbR3J141nBnZvrP2+qgOnVl/8hi/Ht7PvFeGPW2T8pSYmEi9ka+R5lgJg9Q0vnhlKINbtKbFtt2E3I+lViUHvh0xmsDAQLZO+AiAJODK5cs0b94cf3//Qt8nDw8P3KxsCPE9gbu7O7u2fEpgYCAtWrQAyHV2okqlol2d+mw9d4oHSYnYWVoBcOhyENO2bqCmrR3zBryKSqUiMDCQkJCQrLxCQgq8bLx17br0b9qCzadPsPXsSfr6FN9S86dVpgKFAOPGjWPcuHG5PrZixYoc1xRFKeYaFR0DAwMaOtXk+LUrnL95o9QHCkePHl0uytRHO4QulUqFqb0DpvYO2DVtqb2uKArJt8JJCLpAQtAF4oMCSQy5REZ8HDG+B4jxPQCAoZU1tl6NqdC4KbaNm2Fdpz4qozL3600IIZ5J69evZ8KECSxevJg2bdrw008/8fzzzxMUFETNmjVzpLe0tOTtt9/Gy8sLS0tLfH19GTNmDJaWlrz55psA+Pn5MWjQIGbOnEm/fv3YsmULAwcOxNfXV/tGQQghxLPpYngY3d4cRdSlYFxNLQo8IwwgPiGB3X7HeK5Va2z/3fuuMK7cvcOqY4dpWasOz3s1JkOTia25Bbsu+PPhC/lvqXYq9Cqjlv3IzQcxAGwOCqClW21GdehKL+8mmP67ZVN6ZgYRsQ94f91KMhUN37wyTGfFYlOXWnjVcGb9iWN83vdlrM3MC92Wgvh8/WrSHCuRdjUU9f6jNB0zATsb2xwBQA8PD9zd3bWz9LJnD1pYWBR678bsk5ALkv/D2tapx5azJzkaEsyL3k0Ij7nHyF8Wo6SnE7jkV9pu+ht/f/8C5ZWXL14azOHLQby96hdqVLSniYsbR0OCUamyAomlhbyTLmUa1XDWBgpfaaGPrUULbsGCBUydOrXMl6mPdoiCUalUWNRwxqKGM5W7vwhkndqceOUSsedOE3fuFHHnz5GZmMD9Y4e5f+wwAIaWVth6N6GCT3PsmrTAsnYdVLKBvxBClErz589n1KhRvPHGG0DW3+Vdu3bx448/Mnv27BzpGzdurLNixMXFhc2bN3PkyBFtoHDBggU899xzTJ48GcjanubQoUMsWLCAtWvXlkCrhBBClBbZswczba356fA+/jx3GsWtBpau1blx5ESBZ4SFR0bSZML/yLCzQfXHarp4NqKrRyNaOLuRGn0PT0/PfAOOM7b9QaZGw4z+A1GpVBgbGtGloSebT58gMi6Wyv9u8/UojUbDd3t28MVfmzFUqVAf8iPzQSymDepwxsCA49eXUMnSisqWVjxITSEyPg7Nv5OmXqjTgAaPbBelUqkY1b4z765ZzoaTfox6aLZhXk5dvcLOE35UdHAgUwXJaWloMjNpbFOJ9s2b52j7keBLrDh7AsNENeoDx3B3c8szAJhbcO9pPEn+7f7dp/DIlUt0qNeAV35cwIOkRBL2HEYTG09IbLz2tZJbXgWZpVrFtgIr33yHvt9/zfPffIF3TVdOhV7FyMCQqIXLnqrNRUkChaWMV42sT871faBJQegjuFYcZUqQsGwxMDbGpqEXNg294LWRKJmZJIZc/jdweJq4gDNkJMRz/+gh7h89BGQtVa7QuCkVmrSggk9zLFxryR6HQghRCqSlpXHmzBk+/vhjnevdunXj2LFjBcrj3LlzHDt2jFmzZmmv+fn55ViK3L17dxYsWJBnPqmpqaSmpmq/j4+PB7LenGk0mgLVpTzQaDQoivJMtbk0kf7XL+n/3JXUMt3C9n9B6qVWq/Hs2J7oag4YV88KlnWq24DTm7cR6+SIRfuW7LwVSpMmTR77/uDi7ZsM+H4uGXY2pF0NxcDCggOXg9h7KRCAzNg4KgWHceHQkTzrcvzaFf4OOEvvxk1p4uymbWe3hl5sPn2C3YEBuZ7IGxZ5l1E//4D/3dvUrVKNRUNGMGTXEUIionCysmXP6g1sPH2CORt/J9ogGpO0TLq3aYOTXUXWLV3G70tXc2rxMs6ePatTt34+zfl08zp+ObSPEW06oFKp8rwHh4MC6bdoHuQy+UKTnILdxx8SuHe/Nv87sQ8Y9euPWJiasn3SVJLHTcTDwwMzM7M876+ZmRlNmzbNyrMYfgbzy9/N3pEqthU4cOki16LucunOLSY/34dle48RAri7u9OgQQM0Gk2OvNRqNT4+PtpZho/29cNauNXm7/cmM23LBgJuZcV9MjSZ3H5wnyo2tsX2O6gweUqgsJTJ3pcgIPxGqTzQ5GGzZs0q8SBbcZSpj3aIoqMyNMS6XkOs6zWkxuDh/wUOz54k9szJrMBhfBz3Du3j3qF9ABjbVaSCT3MqNGlOBZ/mmNdwlsChEELowb1798jMzKRy5co61ytXrszdu3cf+9zq1asTHR1NRkYG06ZN085IBLh7926h85w9ezbTp0/PcT06OpqUlJSCNKdc0Gg0xMXFoSgKBjIbv8RJ/+uX9H9OarWaDq++wt07d6hpZMqePXuKLVhYmP5Xq9V07d6d8IQ4alpaszePeu33O8Z9r7oYmRiTFnyN+W+Oo0+HTqh7DeDk+QC+CzjJt3v/ITIulik9emGgylnu3ssX+WjLetIyM7C8cIVYXz/c3NzYOmc+fx0/xqxlSzFpUIcHTRoye+0q3umVcz/c5PQ0Ply7EkOVitd9WhAVFaV9zMuhCgYqFX+eOclztXSXnyYmJdHy0w/IrGCD6c0Ifnl3MpWsbNi5cyfBwcHUrVsXU1Q0NDQlZuVG7fOGvjYKgHkHfYGsvfSOHDmiMyMfoI9nY1adPMY/p0/S1Nk113vwQJ3EqF9/RMnUoN53BEWdzPy58zAxNOSdT6dg0a4lsY3r887Pi5k16DUyFQ3Df1tKdEI83738KpUtLMHFksTERBITEx97X/WtcbUa/HPpAiGREbzUuClDm7ZkwEN9nVcbzp07p7NvYW59/bDq5pYsG/I6ACfDrhMSHUliXBxRKanF9jsoISGhwGklUFjK1KvqhLWZOQkpyVy6cwvPGs76rlKesk+bLutl6qMdovjoBA6HvI4mI53Ey0H/BQ7PnyP9wX2i9+0ket9OAEwcKlPBpxkVmmQtVTYpwEnOQgghis6jH9YoipLvBzhHjhwhMTGR48eP8/HHH1O7dm0GDx78xHlOnjyZiRMnar+Pj4+nRo0aODg4YGNjU5jmlGkajQaVSoWDg4MESvRA+l+/pP9z2rpvDwle9bBsVI8bf+4mKiqq0HvGFVRh+t/v+HGi6rpgXdOJiHMXcq2XoihsunkNAzNTknYewMXIlFd79tIGFF1cXOjxXDeG/byI30/58SBZTScnZ9xr1cbc3Jy01FQ2+h5ilf8p7K2s2Th6Il5Vq+vMYnStXoMVX37F9ZCd2PbsyuJzJ8DOls/7vIyRoSExiQn8cng/Sw/u5YE6idTzQbw5+FWdGWeOQHO32vhdv4qtnZ12n0GAn39fSWYFG1LPXyL26EkSpjygvru7tv7Z2rVrp7NvXvaBYI9eezSYOq5bT1adPMaSA3tY+9Z7mJub69wDjUbDO0vWcD8lGZsrocRdDcPd3Z3Xe/cF4JtPP+faxr+o2Ls7W0OCuLd+JS72DvjfCuetzt15rUOXQr8O9EWtVuO7cTN4uGN6J4pv5gzD2irrUJOH+zo3ufV/QQPqLzo6av9fnL+DzMzMCpxWAoWljKGBAc1ca7H/UiDHr4eU6kDhH3/8UeJBtuIoUx/tECXHwMgYG49G2Hg0ouaw0WjS0ogPuvBv4PAE8YEBpEVHErVrO1G7tgNgWrUapvU9oU0H7Jq2wNShcj6lCCGEeBL29vYYGhrmmOkXFRWVY0bgo1xdXQHw9PQkMjKSadOmaQOFVapUKXSepqammJqa5rhuYGDwzAUMVCrVM9nu0kL6X7+k/3X9feMqKkMDlIxMbJ/vTGUX5wL3zZMsWS5o/++LvIVxTScAzBp7ckPJoOUjz1l59BD7L1/kpSbNeXPEuFzrUcHSkg1vvceoZYvZccGffwIDcpRlmJDE9k9mUrd6DQBatvzv8EUrKyvtfnWONWswZvUvLN6/mws3w7EzNGb3tcukpKdTxcoG9eHjpF26QohGISgoSCew2d3Tm+PXQvC7FkLnBln7+MWpk1h5/gyq1DRSTp3D3d0dLy+vXPvm4Xo83M789uWrWcEO43sPOMp13IcO4vyvq3TuwYLdO9gbdIFXW7Xj63mL88zfvV5dvvznT5Yd2odvyGVauNbm834vl6mfo6CgIG76+mF45QqxkfcI/vfk5YLIq/+fRHH9DipMfmXnrj1DmrvVBuDk9at6rsnjPfwLsiyXqY92CP0xMDGhgncTXEb+D+8fVtBmtx9e3/9CzeFvYuPpjcrQiNSIO8Tv30XwzE843qcLJwf15PKsKdzeuIa4C/5kpiTruxlCCFEumJiY0KRJE/bs2aNzfc+ePbRu3brA+SiKorO/YKtWrXLkuXv37kLlKYQQz7rAWzfZcu40Hes24JMuPdCYmvDW78tJz8zI97lqtRqPNq3p8O44vJo1Ra1WPzbtyZMnH5vmYbsDA/h2zw48nWqwvP+r2FtZM2nDKi5H3NamCY+JZsofa6lWwY5vBg+neS6HbWQzMzbh7cYtSdp1ELXvSZKPnqJ3DTeS/U6jPnycmPVbibsTkWd9sg/OcKlSlb8mfMyrLdtyJOQyf16+QEbMAxa/NpITn36Bc5oGNEquJ+V29/AGYFegv/banL+3ci8xgW+GjeL4Ed98T2fOrsfDaXK79rDAwEDubfuH9PBbpFZzpMvXMwn6tx+PXrnMF39ton616nw96LXH5m9nY8v0Xi9hcz6YtGthhPy2lvTUtDzrWhp5eHjgXrs2mZH3Cn2aMeTf12WJzCgshVrUyppKfOJaiJ5r8ni3bt3C29u7zJepj3aI0sPQ1Ay7pi2wa9oCgEy1mgf+p4nwPURa8EUSg4NIvnmD5Js3iNyx7d8nGWLp7IZVvYZY12uAZS13LF1rY1zBTo8tEUKIsmnixIkMHTqUpk2b0qpVK5YuXUp4eLh2tv/kyZO5ffs2K1euBOCHH36gZs2a1KtXDwBfX1/mzZvHO++8o83z3XffpX379nz11Vf06dOHbdu2sXfvXnx9fUu+gUIIUUbN+vMPFEVhWr+BNKrpwgMDWHJgDzO2/cHM/q889rnbjxwmxrseZuZmRMUlsMP3CAO6dc+RTq1W49XEh2tXruBeqzY7d+58bL7hMdGMWbGUChaWrBozHmd7Bxyca9Lnu68Y+tNC9n70GdamZoxbuYzE1BR+G/02thaW+ba1kZcXLoYmhFy4hLu7O9+MHoff8tXapaQFDRqZGBkxrJ4XP30+A9LTybh9l1rjP8TG2vqxM87qVa1GjYqV2HUhgDkvv8qliNv8fGgfzVxrMbxdp2Kbmefh4UFtZxdC/t6HU5cORNavxSu/LubDF/rwy+H9mJuYsOKNcViY5Jxx/6jAwEDCjx4H4Pq/3xfXMvXiUNQnL5dlEigshZq4uGGgUnHzfgx3Yh9QrZQGH5R/j1sv62Xqox2i9DK0sKBiy7ZkuNXB0dERjTqJuIAzJFy6SMLlrMBhWsw9kq6HkHQ9hMgdW7XPNa5YCUs3dyzdamPpWhsLt9pYutXGyNJKfw0SQohSbtCgQcTExDBjxgwiIiLw8PBgx44dODtnbb8SERFBeHi4Nr1Go2Hy5MmEhoZiZGRErVq1mDNnDmPGjNGmad26NevWrWPq1Kl8+umn1KpVi/Xr19OiRYsSb58QomSo1WouXLiAp6fnM/0Gv6gcvxbCrsAA+vo00x64Ob3fIM6EhbJo704aOdWgpso414DK1ci7TN2/AwNTE1LPX8LUox7v79qKo3MN2tdtoE2Xkp7G1N9/417bJlh71iFk8w6Cg4Pz3A/uflwcAxZ8Taw6ifXj3sPZ3gGANu51mdl/EJ/8sZaxy3/C2dyKoyHBjGzXWbuMNz+5BYmeNGjk4eGBq7EZIWE3dYKM2TPOcqNSqeju6c2yQ/sIvnuHj9avRqMofDXwtWJdvvtoOy9FRjDyl8V88ddmABYNeZ06VaoVKC8PDw+dffoKOyOvNHjcPXqWqBSJkjxWfHw8tra2xMXFlehG1p3mTMM/PIwfh43mlZZtSqzcbBqNhqioKBwdHfP8xeTv71/iM/GKo0x9tCM/Bel/UXzy6//U6Kh/g4YXSbxymaTrV0m5cyvP/EwdK2PhUgsL11pYutTCwtUNC5daGNvYFmczyix5/euX9L/+Fec90Ne4pix6VvtKfgfol/T/k1Gr1dTp/TyJLk7Y+V/m4mHfJwoWFkX/57Yv35Ps1adPiqLQ89vZnLx+Fb9Pv8D9oYP+bj+4T4cvP+N+XCxxf/xNLXsHnSWxYfei6Dl/NpHxcSwZOoqaKmPumxjy5splJKel8dWAwTQ0t+YWmczcvoUbMdHavM3DbuG7aCkuLi45+j8pKYlar71MalVHLK7fJGTzXzp9qSgKI5f9wNZzpwEwUCdz+dsfcbCrWJxdlacnued7L57n5R/m07JWHY5fu8KwNu357tWRxVxTXRqNhotXgun+/rvcj7hLzYSUfJc8P6ysvdZLm9IyBpQZhaVUx3oN8Q8P48DlQL0ECgvCz8+vxANsxVGmPtohyjZTB0dMHRyxb9dJey1TrSYp7Brq61dJun41a8Zh6DXSoiNJjcr6enDymE4+JpXsHwogumHhWgsLl1qY6GlAI4QQQghRFh07fZpEdxdUKhVRdtZ6W/J4Py6OBq+/SrKdNUaoqFnNCQtTU64EBRF3JgAXxbBQQRd92Rt0Ab+rWYGqh4OEAE52FfmgTWc+2rkV60G9iYiIZPYf6xjfbwCx8fH0WvAV0epElr4+hpea/rcX/O7KVRi4aD6TNqwmM+YBhpXssDI1Y0a/QQxp1ornv/mC6wYGhMbexwWXHHWavGYFqVUdSQ8N587ugznusUql4vUGjdm0dzcGFSoQ989+QsddxUFPs8OeZGZa2zr1MDc24fi1K9iYmfNp7wHFVLvHuxUaRsTfWfv8hlC4JcQyI698kEBhKdWpfkMW7P6bQ5eDUBQFlUql7yrlMHDgwHJRpj7aIcofQwsLbBp4YtPAU+d6enwc6hvXUYdeIyn0Ouqwa6jDrpEaeZe0mHukxdwj9swJnecYV7D7N4Do9u8MxH8DiJXsS+XvAiGEEEIIfToYeUs7RjKp5YyTm2uJ1yE1PZ1XFn1DahV7lPsPSEtNw6BKVWITEki3ssC8dVNCVv5R6vdtS0xMZPLalZgaGfHhC31zTTO0Ww9mz55NdAVLTFxqsOj4YRafOILm38WK1hdDeL6Bl85z6lV1Ym63Xgz47msMKzuQeukK66Z9SfcOHQH4Zcw7dJ4znal/beKgpxemBiba5244eYxV/qcwik8kdu8R3GvXznVZa9PGjXE8f4XQiDvUcqxS5pa+atIzyLwdAY6VyAy4iIWhfsI1devWLfNLiMXTkUBhKdXCzR1zYxMi4+MIunOLhk419F2lHH788UemTp1a5svURzvEs8PYxhZbz8bYejbWuZ6RlIj6RmhWADHsGurQa6jDrpNy5xbpsQ+I8z9NnP9pnecYWdtg4ZK1bNny3+Chhasbpo5VJIAohBBClHOypC93UfFxLD96kHpVqvFi7XrM893P34EBvNmxa4nVIS0jg+E/L+LU7XDM7kRyd9tO3N3dObJmEwB1+rxAkrsLNVo1L9VBF7VaTcMezxHvVRfzG7exMzXLNZ2FhQVBBw4RGBiIS+3aHLoWzK97d3HsymVS/E4TG3wt14Bou2bNqXLxGtd2H6J2NSfaNfvvcc/qNXm32/N8s3M73+/5hw9e6APAsavBvLP6V6pVqMhfn37JvfEf5vkzYGFhwfkzZ8vsz0lgYCAxh45h7FqT2NMBegsqW1hYcPbsWYKCgspkP4qnJ4HCUsrU2JjW7nXZF3SBfUEXSmWgUB/BteIoU4KEQh+MLK1ynYGYmaxGHR72UAAxaxZi8u2bZCTEE3/Bn/gL/jrPMbSw/C+AWMsd67r1sXKvh5H1s7OnlhBCCFGeJSUlUaffi8RbW1Dl4jUCzp596jfvF8PDSIyILPOHfyzY/TfqtDSm9H6Jzg08+On0Mdb4HSmxQGF6ZgavL/uBXYEBvNKiDV+/NJhLjwRYjq1eT5OZk2n0Uu+n7uuCBoyfJLAcGBhITCUbjDIzubv/yGMDVQ8vMX25Yit6NmyEt7c3ISHX8pyFZmFhQcC5c3nWa1L3Xmw9fZJ5O/+id+NmALy65HtMDI1YN24CblWr4Vb18QdrlOWlrx4eHrjZVSLklL/eZ/KV5X4UT08ChaVYd89G7Au6wHb/M4x/7gV9VyeHWbNmlXiQrTjK1Ec7hMiLobkF1nUbYP3QiXAAmtRU1DezA4jX/52BeI3km+FkqpNICLpAQtAFneeYOdXAum4DrOrUx6pufazq1Jf9D4UQQogyRqPR8PavS1DXdsYICCuCmUaHgi7Qd9E3JO33xUVjUKh98y6Gh3H96jW6tGxV4Ockpaay+eQxDp8PYMYrr1G1kv0T1/1htx/c59fD+2lUw5mejXxQqVT0b9qS33wPcv7mDbxqOBcon+ygWoMGDfJP/JDExERGLPmefdevMKBZSxYNHYWhgUGOe1OzcmV6eTdly9mTXI+KxM2xcqHKyXY+7DpdJr9PilpNlcvXCTiX+31Tq9V4tmrB9QsXca9du8D316pKZYydqpIWEkrtGjULFagq6CnBjwtAmRobM7PXS7y6Ygljli8h4sF9ElOSWTfuPTyr1yxwXcqqpzlpWYiiJIHCUuzFRk34cP1qToVe4/aD+ziVsjf47777brkoUx/tEKKwDExNsapdF6vadXWuazLSSb4Vjjr0OkmhV0m6Gkxi8CVSIm6TcvsmKbdvEr1/lza9qWNlrOo0wKpufWwaemHdwFNOXxZCCCFKqYzMTMav+ZWtly5gmKgm08oCh4b1HxvAuXwznMjwmzRr3DjPQMOWo0cAMHGtScjOAwUOPF69c5t2M6eSER9PlbH/e2wASqPR4Hf1CmtPHGXr2ZMkpaYCsHX8Ec5//1ORBAu/2fkXqRkZTOn9knYblqGt2/Ob70FWHzvM14OG5pvHvQcPaDR4AJHnL+JmZcPOnTsLVLZarabOwL4ku1THJPo+3wx4FcPHnFI6vG1Htpw9ycpjh5jWN+ce6Y+bAagoCiuPHuKj9avJsLPByM6GGxcu5Xnfth46wP02TTCvaE3IQb8C39/N/257M2/cOwzv/kKhA1VFMQutcQ1nRrbpwC++B4Gs/Q5budR6qjzLEpnJV76U1S0jiva8ZVGkqlawo7lbbQD+9j+j59rk9Msvv5SLMvXRDiGKioGRMZYutXDo9BwuI/9Hwy8X0GLTLlrvPIrX98twe2siDl2fx7ymCwCpUZHE+B7gxi+LuTBxLMd6tOHkKy9yeeYn3Nm8joTgSygZGfptlBBCCCFITU/n9WWLWXv8KN08GhH8/VJsTc2o3aZlnm84b0VH0WrWFHot/gZvb2/UanXu6VKyrhs5VaV2nToFmjmmKApjf12CYmyEYaWKXL1zm8DAwFzTRifE03rmFF5cMIc1fkdwsrZFffg4KWcvkGFrTd8FXxGrTsq1jKOXg9i0Z1eedc924140q44epplrbbo+tJWLj7Mr9ao6sfHUcVLS0x6bR5w6ib7ffYXarQZWPbtw9UYYwcHB+fYFwBcb15LsUp2Mu1FEbd3B5UuXHpu+XZ16uDo48rufL2mPjLXUajUN27Wh8xefUmvwS/x+9BBR8XGo1Wr2HTnMa0u+Z8LvK7C3tsHmfDBKpoYKzRvned/23AoFwLR+HVwbNyrQ/c3UaFh73JfqFSvxZp/+eg1qvFijFumh4agPH+fm4WN5vs6EKM3UajXe3t60aNHisb+PSyOZUVjK9W7clJPXr7LpzAne7PScvqujo1u3buWiTH20Q4jiZmxji13Tltg1bam9lpGUSGJIMInBQSRcvkhC0AWSb94gOTyM5PAwIv/5EwADUzOs6zXE2sMLm4Ze2Ho1xqRi0SwREkIIIUT+YuPjGbBwHucibvFS05b8OPwNjA2N6NTQk23nTvMgKRE7S6scz1u9dzcYGmJoa8PVm+G5ziRTFAX/mzcAUJkY8+PG9QUKCi0/coAzd25iqE4m08Icp6Z5B6qWH9pHcGQEqZeuUCU2ib/37KP1uq2EnDhLxQoVuAL0+34uW8Z/QAULSwCC7tzikw1rOHQl60NLu08+4eKhI3nWbfZfm8nQZPJ+t546h7qpVCpea92OqZvWsSPgHP2btsj1+VHxcQxY9A0Xo+6iSksHE2Oqdm5H3bp1c03/sL/OnebHk74YJiUT989+3F3d8g3GGRgYMLxNR6Zt3cCO82fp6/PffTl88iT3G7pjbGVBCvDWmuUAGCaqSUfBwMqSF718WDhsFCaoePWH+RwMvcqN2AfUf6R/wmPu8VfAWewsLHmgTqLxiFcLdH8PXArkTuwDPnyhz2NnRpaEpo0bU+3aLTl1V5RpgYGBhISEABASElLqTzx/mMwoLOX6N2mBoYEBJ69f5XLEbX1XR8elfD41Kytl6qMdQuiDkaUVFbybUH3QUOp/Pofm6/+m9T++eHzzI84jx2LXvDWGVtZoUlOICzjDrTXLCfrkPfxe7MjJV3pxZc40Inf+RcrdCH03RQghhCi31Go1jfr14lzELcxuR/LtwNcwNsya39GuTv2sWXchuc96u5IYp/1/jTxmkoXdiyYmMYFmrlkrl3yvX8m3TqHRUXy2ZT3VK1bi6Kx5qIAOr7ycZwBq66njKGlpJB8+Qaj/ea5fv46/vz8nTpwgZPNffPRCH/zDw+j3/VyuRt5l4trfaPfFpxy6con02xGgUnHf050dvkdyzf/3o4dYf/IY6bcjePvlQTlm6gxs3hojA0PW+OX+/Jv3Y3hh/pdcuBXOp70HcGPBT9SsYIdSpxZJmszH9oXf1SuMXr4EB2trjsyay/FDhwu8B+CQVm0xNjTkN99D2mvpmRksOOWLgZUFSXsPU/HIaeYPGkoXtzqkq7KCueoDR3m7cQsqWFhiYWHBx/0HAbDs0L4cZSw5sJtMjYZlI//HgGYt2X/5Ir5X8n+/s/rY4aw6tmybb9rilr1X34kTJwq1f6YQpYmHhwfu7u4AZS7gLYHCUq5qBTu6eTQCYNXRw3qujS5ra+tyUaY+2iFEaWFsW4FKrdrh8sbbeC1YSpudR2n2+5/UnTKLqn1fxrKWO6hUJIeHEvHnH1yeMZkT/Z/jeP9uXJ4xmYg//0B9IxRFUfTdFCGEEKLEqNVqDvgeeaKlZLsDzrF17548n3vx0iXinBzRpKRwd8deLgUFaR9r/+9hZ4eCg3I8L1Oj4eCVIIz+nQ322oTxuQZYToddA2Bk+05UsrJmf9Djl3VmajSMW7mMpNRUFg99g7rVa+Dj4oZvSDAZmTmDalHxcVy+F4XZg3jQaLRvkLP3XrOwsODjF/tpg4XNpn/M8iMHaO7mzo53P6LapVCS/tmPgYkJ0w7uIiL2gTZvjUbDzG1/8Naa5WiSkkk+clI7U+dhDtY29PD05sDli9y8H6Pz2MmQYLrM/pxrUZHMHTSUiT1exNrKii8HvkZyehpLjuzPsy+CI+4wZMl3GBsasWHcROrXqKltU0E4WNvQs5EPBy9fJDQ6CoDPt2zgROhVRrXrhO/qdVw4cZLXO3Rh5bgJOPr5E/frOpwzVXh6/re8urlbbRrVcGb9yaPEJf/3OopVJ7Hy6CEaOtWgU/2GTOnVH2NDQ6Zt3fjYsVpMYgI7zp+jfd36ONs7FKgtxe3h14sQZVFZDnhLoLAMGNamAwBrT/hqNwEuDWxtS/4AhOIoUx/tEKK0UhkYYOHiRpWefanz4ec0XbWF1v/40vDrRVQfMgLrBp5gaEjq3TtE7vyLK3OmcWpwL4737sSl6R9zd8c2UqMj9d0MIYQQotio1Wrq9Hqefqt/pl6PrgUOFqZlZPDe6uUM+uk7hq1YQiMfn1yfG6pJw9DGmtTzl3B3ddWZhVLLsTJVbSvkOkPsTNh1HiQl8c5zL2BtZs7Zf5cX50gXeh2A5q616Vzfgwu3wrkbF5tnvX/cv4vj164wpuNztKtbH4DO9T2IS1Zz9kZojvS7AwNQFIW5EyY99g3y+M7dsQy5QUZ0DDbng/lj7Lu0qlsff39/jv6xhW8Hj+B27H1e/mE+cclqElNSGLp0IfN3bce7hjP2Zy+ieRCb50ydV1u3y6rHH+s4GRLM7O1baDXjE7p/O5uohHisA68wpFkrbfoXGvnQxMWNDWdOEHYvKkd+/tev0Xv+lySmJLNi9Fs0+nf/58Ia3rYjAL8dPcgfp47z4/7dtKpdh9kDX9UJjFlYWBDg78+J48dz9KFKpWJ0x64kpaay1s9Xe335kQMkpabydtceqFQqXOwdGdmuM2fCrvPXvweV5GbDyWOkZ2byWuv2T9QmIUTuymrAWwKFZcBzDb1wsXfgQVISK3wP6Ls6WhcvXiwXZeqjHUKUJcY2tti37Uitt9/HZ9la2u7yw+u7n6n5+lhsGzdFZWJCWsw9onZtJ3jWFI736cKpIb25Ov9L7vkeJCMpUd9NEEIIIYrM+n17SHR3RmVgQHwdF/b6Hcv3ORGxD+i1YA4rjh1Ck5iEoY01N61Mc8yEy9Ro+O3UMazNzNjx7aJcA0Rt69TncsQdouLjdJ6752IAAD08vWnuVotzN66Tmp6eoy6nw65R0dIKVwdHuvx7CMiBS7nPKgy8EcaMrX/g5uDIZ30HaK93/vd5+4Mu5HjOjvPnMDQw4EWfZo99gxwYGMjtvQdJ/GM74UePa8fk2W+sR3TozKe9B3Dx9k0GLZpPmxmT2XH+HC81bcmOSVO4cPLUYwORrV1qYZCaxir/U3T/djZf79hGxIP7pAZdIXHrTm4e8dPpf5VKxWe9B5Ch0TD77606eW07fYLOcz4nMj4e8/OXn+oU3vZ16uPq4Mh3u3cwdsVSKtvYsnzUOO3y8oc9LsjQv0kLKlpa8fOhfWg0GlLT0/npwB6qVbCjf5P/9mV8//leWJuZMXPbJtIzcx5YpygKq48dwcbcnBcbNXnidgkhyg8JFJYBhgYGTOz+IgDf79lBctrjT+8qKT169CgXZeqjHUKUZYYWFtg1a4Xr6Lfx/mFFVuBw4a/UGPYG1vU9QKVCHXad23/8zsUP3+ZojzacG/MaYb8sJuFSIIpGo+8mCCGEEE/kXkI8Xx87gEpRSD56EpWJCYvPHifzMX/bjoYE02nONE5ev8rYDl1xPHmBzAexmDfxokK1qjppt/uf4fq9aN5o34XO7drlGiBqV6ceAL5XLutc3xN4HjtLS5q4uNHczZ3UjAwCHplVmJqezoVb4TRxcUOlUtG5QdZMvL25BPzUajVdJr1DuiaT+zv2QcZ/y4yburhhY27O/kcCjOq0VA5eukirWnVyPWzlYQXZv+u97j0Z0boDJ0KvcuN+DJYhN/hu0FDMTUzynalz+dIlEv1OkxEdQ+r5IOb26MOFmfOofucemZHRuZbZtk492taqw6bTJwi8dRNFUViw+29e//VHMjMySNq+J0eAsbAMDAwY3Kw1AJmKhtR9R7D+f3t3HhdV9f4B/DMDzLCjyK4IqCgKKu7ikrnhkmv6S/Mbam5ZmVubpqWWRauplVqWaWpmpbYairknuKCouBAqiAsImjDs29zfH8AoAjIgw5nl8345L5w7597znHMHuDxzzzkWimofx0qhQEj3x3Al9Rb2XojBzycicUuVjum9g6Ewv5d0dLKzx0v9BuFSSjLW7f8bx44dK3Mna3RiAs7fvI7RHYNgpah+HERkfJgoNBBjunSHp2MDpKhUWBm+U3Q4AIB169YZRZ0i2kFkTORKJep36Iwm02ej/Tc/oNtfh9Hq3U/hPvIpWDb0BIqKoDobjavfrMLJyWMRObwPYt9diNT94SjMyhIdPhERkVaK1GpM+/ZLJKenYcUzk3Bw7Xo82704ifX5nrBy5QuKCvHWti0Y+mkoVDk5+GbS8wgd8wxOnzyJD556BjAzw3t//aopL0kSlu36A1YWFpjeu3+lcZTOU3jovuHHt9LTcPraVfRp2Rpmcjm6NClOwB29HFdm3zPXryK/sBCdfIrviHO2s0dbTy/sv3CuXLJz695w5Ls0QP6Vq0g4cbJMcszczAy9WrRCVMIVpGXf+11+4OJ55BTkY1CbdlX2pzbzd8lkMjzVrCVy/jmOzN9248ae/VqPBgoICIBXIZD58x9olJKGcf0GwM7Wtso6Z/cZAEmSMP+nTRj9yXtY8stPaOHmAaeocyi8mVwrixJ0rOeE/EvxyAo/iIQTp2qceJzUsw/kMhm+3L8Hn+/5C3aWVpqhzfd7vs8AONvZ443vN6Brz54IDAzUJAs3lixiEtKdw46JqBgThQZCYW6OJSOLV7datusP/Jt8U3BEwMKFC42iThHtIDJmFvYOcO7dH81ffQtdfvoLnX8OQ/PXF8OpV1+YWVsj/85tJP/5C86/MQdHBnXH6ZlTcP2H75BdyVxKRERE+uDjv37DvovnMKF7L4zv2RudO3fG0v8bh+au7nj39204ez1RU/ZySjKCP3wHn/29CwUpt2F5IBIDS4brWltb4/mRo/FE2/b49dQJHLhYvDDJrpjTiLlxDU+17wInO/tK4/BycoanY4MydxT+XXJHYH//NgCADt5NYCaX4+iVsonC0vkJO9w3dLZvq9b4LysT0YkJmm2SJGHL+TOAWkLu0ZMVJsf6tGoNtSRh/8V7ibu/zpwCAK0ShaV9UdX8XW3btEHjnAIUJd2qVpKuskRkVXX6uzfE0LbtcTguFnuvxEGR+h9+nfEKzkYcrbVFCbq0b4+GCUkouBT/SInHxg2cMKhNO+w5dwYXk27if126w97Kqlw5W0tLjPEPhFqpgP2Ep3CzmSc+3v4j4m5cx9bIf9DSvSHaeno9UpuIyHgwUWhARrTvhH7+bZBfWIhJ36xGZm6u0HiWLl1qFHWKaAeRKbHyaAT34aPhH7oC3XYeRpsVa9FwTAisGjWGVFiItBORuLzyQxwf8wSO/284EtZ+jtwrcVxJmYiIdO7m7dvYuW9vlQuS/HXqBD748xf4ezTC+0/9T7PdWqHEl88+B0kCpn37JXIL8rHpyEH0Cl2E09euIvfkWWTu+Avxp8+Wu2vs3VFPw9LCAvN+2oSCokJ88tdvUJibY5IWC0r0bN4Sl1KScbNkReDwc2cgk8nQt2Qosa2lJQIaeuLo5bK/T4+XrHjcwdtHs62vf3EC8+/7hh/vPH0SxxMuY3z3xxCxK7zC5FiflsV1/X2ueD+1Wo2ws9Hwc/eAj7NLlW3Q1qOsHFrThQRGNvFDYeod5J6IRsrPvyPh0qVaXZSgNldDHd+1p+b/Py59v9L38utPPgXb85dQmHwLFo0b4dMj+9H53YXILshH4v7DyMnJqXEMRGRcmCg0IDKZDMvHTYSLvT3O3biGSd+sEjpf4euvv24UdYpoB5GpkisUqN8pCM1mvY7OP+5Epx/+QNOZr6Fex66QmZsjO/4yrm34CldfeR7HnxqEyys/QvqZk5zXkIiIal1WVhbaznoO437cAJ/xY3DoQvkhrXcyM/DZrj/xvy8+hTovH0k//Qp1QdkFIQIbe+P1J4bjYtINuM+ahpc2rYODlQ1+nD4bnv9lAGp1hXeNeTk5Y2b/wbiYdBPjv/ocJxKuYFzXHnB5yN2EpXo2L159+FDsBRQUFWLvhRh08PIpcydil6a+uJ2ZgSuptzTbouKvoLmrOxysbTTbOvk0hZ2lJfaUJPwKigqx+JefYKNUYsHw0ZUmxxo3cIKvqxv2XoiBJEmIunoFqRkqDGrTvsr4q6uuVw7tH9QN7qdjkXv8dK0MNa5IbbXJITcfuSdOI2vPQVyJOVfpMGZbW1vE7tyNvQuXImbpx3i1Z1/kX7mKgqvXcePQkUead5GIjIvBJQpXrVoFHx8fWFpaokOHDjh06NBDyx84cAAdOnSApaUlmjRpgjVr1tRRpLrRsL4jNk6bCaW5OcLPncHwFR/iSsqtqnfUgWXLlhlFnSLaQUTFrBt7o9HY8Wi78mt0+/Mg/Ba9jwa9+kKmUCIv6Sau/7AB0dPHI3J4H8R99A7unjgKqaio6gMTEZFJy87OLrdow4M279mNQgc7SJlZyHdpgGGffYSBn7yL7ceO4PPtP+GZNSvQcv5svPXrT1BLUnEi5kxMhQmVaT16w/yuCgCguHUbu+fOR782gVXeNTYreDAaOTZA2NloAMDUCuaXq0gPzYImF3DsymWocnLQP6BtmTIPzlOYmqHC1Tup6ODTpEw5CzNz9Grhj6iEy0jLzsLGfw7iUkoyXuo3CC72Dg+No0/L1riZdhcXk27irzPFbRjUJlCrNuiz2rzjT9dat24Nz7QsFMRVPYy5NDnZ0MkZs4ePQsMrN5C182/4evvoJBlKRIap/Brsemzr1q2YPXs2Vq1ahe7du+PLL7/EoEGDcP78eTRu3Lhc+fj4eAwePBhTp07Fpk2b8M8//+CFF16As7MzRo0aJaAFtaNzk2bY9tKr+N+aFTgefwndli7A2C7dMbpTV3TyaQalhUWdxPF///d/dVLP/YaPHInUDBUyc3ORmZdb9mtuDjLzcpGVl4f8wkLkFxWioLAIeYUFKCgqRF5B8bb8wkIUFBVphmFk5Kpw4otl9w3LkHD/iEczuRwWZmawMDODmZkZLORmMDcreZS8Vvx/MyjNzWGpUMDS3KL4q4UFrCwUUJZ8tbSwKHkoYKWwgLKknJWFAhZmZpDJZHXep0T6wtzOHq4DhsC5/2AkJ16FeXwc7hz4G3f+OYD8O7dxc8dW3NyxFQonZzj3GQCXfoNg59+G3zdERFSGKiMD/sMG4z854J58B2eOn6gw0bPn2hVAkpD52254NfHBwFkvYlvUMUy+bwGQHr4tMKZTEJZMmY70xBuVJmIuXriA2z//DrP6DihKvYMbr8ejoZOzJjFTGWuFEm8PG41J365B3oU4jOgXjLCw8gujPKiRYwP4OLvg0L8X0cDODsC9+QlLdWlakii8EodxQT1xIr542HHH++YnLNXXvzX+OB2FP0+fxAc7f4GLvT1e7Duwyjj6tArAl/vDsffCWfx15iSc7ezRwatJlfsZgqrOnb4oTWrGxMQgICBA66RmTfcjIuNnUInCZcuWYfLkyZgyZQoAYPny5di1axdWr16N0NDQcuXXrFmDxo0bY/ny5QCAli1b4sSJE/j4448rTRTm5eUhLy9P81ylKv5kUK1WQ61HQ9+Cmvri79fewss/fIcDseex4Z8D2PDPASjMzeHr6gY/t4Zo7u6B5q7uaOriCh9nF1grlFofX61WQ5Kkh7b5n3/+gbe39yO3JSsvD7czVEjJUCE1Q4VUVTpSyzxXISUjHbczMpB6OgaK5rV78ZH/75VaP2ZNmMnlsFYoYaNUwlqhhEIuh72NDWyVlrBWKGGtVMBaoSx5roB1STmbSr5aK5WwKdnPwsygvtWF0+b9T7qjVqshU1rCsWcfOPXqB3VBAdKijuL2/nDcOfA38m+n4saPm3Djx01QunvAue8gOPcdCJtmzZk0rAV8/4uny3PA80qGJjs7W6tERmm5NKUF5v24EZktm0IBIAkSYmJiyiV8Lt1KRvj5sxgQ0BZzw1/UHH+oty9GvjIbkCTk/3sFb/69F507d8aTJ08+NI6AgAD4+vggLi6u2kNVG8IM6Rt/hpSTizi1GrGxsVpdYz/WvCU2/HMA6w7u1axeXOa49R3RyLEBjl6+BACISiheyKSjT/lEYel8gzM2fgMA+GTseNhaWlYZQ3dfPyjMzfHNwb2IT01BSLfHIJcb3KA1g1fTpKahJEOJqG4ZTPYgPz8fUVFRmDdvXpntwcHBOHLkSIX7REREIDg4uMy2AQMG4JtvvkFBQQEsKrjzLjQ0FEuWLCm3vUOHDjAzM3uEFuiOXUEBVLk5yM7Ph0pS4zaAiArKFd/9Zg5Fyd1xFmbmxXfJyeWQV/DHdVFR0UPbnJOTg3feeafC14rUahRJEopKEqxFkhqFanXx9gceami/YIFUUIjck2cghwwyuQxy2b2HTCa/938Uz+kogwzF/2SQPfC1lDwvD4p/E4DK8gsSIEEqjlIq/Xr/trKvq0vKSJJU/IdeyR2Kpc+lkudqSbOXxl2te6J6ZCjtI5R8lZX5Ki/pK7lM/vAyZcrKjDopU9X7n3Sr0v6XJKjzcqHOzoI6JweIvgT8dRDAfMjMzSG3toHc2gYyc4P59aaX+P4XT1fnoIhD98mAZGdnIzAwUJN8q2wIaHZ2NloHdUGyuxMUTbygMDeHdfx1qCwVULRohiIHu3L7rNm3GwDwUvAT6OzbQrO9V+cuaKzKKZfwq/LOwEe4OysgIADNPBpq6mzRokXVOwHoUZIozMjNxZDADhUm6Do3aYbtJ47iblYmTsRfhpWFAq08GpUr17iBE1zs7JGSoUJTZ1eEdK96QRUAsFEqEdS0OQ7EFq/crO1qx0REpL8M5i+p27dvo6ioCK6urmW2u7q6Ijk5ucJ9kpOTKyxfWFiI27dvw93dvdw+8+fPx9y5czXPVSoVPD09ERUVBXv7qicWFkmtViPxv9u4mHQTF5NuIDb5Ji6n3MKlW8lIz7k3P4sEIL/kUcpGqYSbQz242ddDPRsb2CiUkKnVaODgAKW5BSQAakldMiRXQnZ+PuLOnIWDd2Nk5eUhKy8XadnZuJOZgf+yMqF+yGqlZiWP+1laWMDZzh7OdvZwsXOAk51d8XP74uel/7905iwG9usPs1r8pPLgwYN47DHtLoZqmyRJyCssRG5BPrLz85Gdl4fs/Dxk5OYgKSUFFlZWyCnIR1bJ9uLX85GZl1vyPB/Z+cX9X7p/Vn6epnxRNe4ckQBU989HmUwGa4VCc9ejjVJZ4Z2ONpW8Zqu0hLVSAZv79y/5WpvnuLrUajVSU1Ph7OzMT8UFKCgsxI3kJNjXq4cCtRr5hQXIKygsnkKgsHj6gLzCAuRnZaHodBTkxyOgOHcGssJ7k8tnuXsgtWVrJDVviUxrm5L9CjT7FxQVlSTti5P7moT//Yn++5L89yf25TI5zOQymMnkMDMzK/4ql8FMLoeZ3Kzk673XzeVyzZQDSvPi6QeUFhbFUxWUbLe0KJ6KQGlhARuFEnZWlrBVWsLW0rLO7wjm+188XZ4DlUqF+vXr1+oxiXTl0PFjuOHpCssG9oiLjKrwzkAA2Pp3OO50aQuFuTnyLydgw2sL0S+oG/44dADP//Yj3v5jB3Y299N8wHk3KxNbIg8jsLE3ujVrXuZYj5Lwe5S7ukrrbNWqFTIzM7Xar3SeQgB4rJlfhWW6NPHF9hNHEXk5DievXkGglzfMK/gQIjs7G1knz0Bq2hip4ftR8Ho+LKy1+/3Tp1WAJlHYubFPFaWJiEjfGUyisNSDdzBJkvTQu5oqKl/R9lJKpRJKZfkhunK5XO//YJLL5Wji4oYmLm4Y3PbeamOSJOG/rExcupWMyynJuJRyq/jrrWQk3E5Bdn5xIupyyi1crsbCKPn/XoEiLbXS1x2srOFsZ48GdnZwsi1O/LnYO5R8tYeznYPmq52lpVZ3p53cdwAWtXyn0I0bN4SeW2szM1grlXC8b5tarUaKgyNcXFxqHJskScgvLER2fh4y8/I0Scisknkci897brnkYvHrJa+VJCczNa8VP88pyNfUUZwozqsimuqztLC4l2hUKjXJRGuFAjaWlprkoybJYmFxb27IkoRL6TalZm5IC01CRrOPhQXM5eXnh5TJZAbxff8oitRqTfKtoLAQ+UVFKChJwt2fkCud61OToCssSdgVFCD/weRdYcl8oIUFmjlBNUm6gpK6igofSNwVlOxTPI9odRLcAACZHNYtA9AlPQ097v6HwAwVbJJuwibpJrz37sI5G1scqu+II/XqQ2VeN3O41iZLCwtN0tDO0gq2lsVJRDsrK9hZWqG+tQ3qWdugvo0N6llbo761LerZlGyztoGNUlntu39N4f2v73R1DnhOSZ/dP8x4f9xFvPTHz1C0KB4mW79+vQqH8ybeScW7B8MhgwyZv+2Gj7Ut+gV1g7W1NZ4aMAgRd25h/eH9+O3UCQxv3wkAsP7wfmTn5+P5PsEV/nwUMRyztE61Wq11otDeQgEUFQFmZlg4ZRqGnYgql9jsWjJP4aYjB5GRm1vh/IQAEBMTgxt7DgAHLZCeX1BpUrYi/Vr4Y5FaQv6leAR17qz3i38QEdHDGUyi0MnJCWZmZuXuHkxJSSl312ApNze3Csubm5ujQYMGOotV38hkMjSwtUMDWzvNpMalJElCRm4uUlTpuJWehmRVGtKys5GVm4vUu/8B5uYoKCqCXC4rM2zXSqFATpe78PL2hq3SEjZKJeytrNHA1g5OdnZoYGurk7tggoKCDOKY+kAmk2mSZfVtbGv12EVqtSaJmHV/orHk7tKs+14rTlTmIvv+5ON9ycusBxKYpXej5hYUILegAP9laXex/CjksuL3tMK8eDi+udwMcsigVFjAwswc5mZyWMjNYV4ybN/cTK4ppxnCb3Zv0ZviIe/3hsCXDtO+f0i8THbv/3LZvSHykiShSCoZln//8P2SIfxq9X2vq9UoUktQlwztLywqTegVoUCzcE9hmeeli/zUKCEniNLcHApzC81XhbkZlOYWUJibl3nNwtwc0ebmuFxQiKaJ8fC6/C+cbl6Hf1Ym/LMy8dyN68ho6ovMtu2RExAIWFkVn4My56Y4kfLg9AX3D7VXl/R5kfrBKRWKSr5KKFQXac5bflER8guL3895BQXILSz5et8jr2RbTkF+SXI+F7kFBQDufS/czsyoUf+Zy800ScR61rbFyUQbG9S3ti35aoN6Njaob2OL+tY2cLCyRmF2Nhqo1UwqEVGd0QwzToiH26B+yG3oivo2Nljx9ASs2ROGCwB+PnUc47v30uyTkZuDsatX4L/sLHwz5Xk0mvJSubsA3xj6JLadOIpFO37EgNZtIZfJsXb/HnjUq48R7Q17braYmBikb94Oua010m7drjC518qjEWyVlth55hQAoKNPxfNyBwQEwNfXt0ZzLGYm30Lat1uAoiLEFamrlWQkIiL9YzCJQoVCgQ4dOiA8PBwjR47UbA8PD8fw4cMr3CcoKAi///57mW27d+9Gx44dK5yf0BTJZDLYW1nB3soKzVzdNNvVajVSUlIeekfbBx98gCkTJtdVqACAn376Ca+//rreH9PYmcnlsLMsvpupNhUPxS7Q3KX4YBLx/rsaS1e4zqs0AZNfbtv9ZfPuG6aq1uGdkYbEXG4GhblZmcRb2SSdeUmCzqyCbcVfLSpJ4ikqKKsos/3eNgu5GdLv3kVDd3coLSweaS7MvJRkpOwJQ8qenci8eB72l2JhfykWst+3oUG3x+DSbzAcuz8GM2XVE7bXtYKiQmTm5iIjNxcZuTllVnkvfa7KzUFadhbuZmXhblYm0nKykZaVVbwtOwv5hYUoVBcVLwyVoap2DA5WZZOK9UoSi2W2Wd9LMpY+V3COSCKqppiYGMRnZ8D+qeHItbdFBw9PbJwxF+716mNQYAf0+/BtvLzlO3g1cEYvv1YoUqsxdd0aXLh5HYtG/B+e7NytwuM629nj5YFDsfiXH/HV/j1wta+HpPQ0vDV8tMH/rHpwbsOKknvmZmbo6NMU+y+eAwB0qOSOwkedY9HXy7tGSUYiItI/Mkl6yGRyembr1q0ICQnBmjVrEBQUhK+++gpr167FuXPn4OXlhfnz5+PGjRv47rvvAADx8fEICAjAc889h6lTpyIiIgLTp0/Hli1bKl31+EEqlQoODg5IT0/X+zkKa5M2icLKFoTRJV3UKaIdVdGm/+nRqNVq5JUMly1NHuYU5KOgZPhtyu3bsLO3R5GkRkFREQpLHgXqIs3zyrZLDyxoc/8cn5XNgVf6XCYrmetOJi+Z6674UdF2eck8eHK5HGYyWcnddiULFt2XhFOYmZfcLWkOhblZydfi7RbmZsVfzcz05r2mq/d/dmICUvb8hdTwnci+Gq/ZbmZtA6fH+sC5/2DU79QVcgMcnlwRSZKQU5BfkkTMQnpJ8lCTWMwuSS4+8PxudhYyc3MfqW5bpeUDSUUb1Cu9Y9Haungodcnd6DYlX0uHVJdus3zEJLEh0+XvAFO9rqkJU+2ruroGuX+YsWRmhoU/fY/1Rw5AKiiA3aVEXPj9L9ja3hsRcTHpBoI/WgqZDPhtxiv4bOdv2HbuNMZ26Y5V46c89OdFbkE+ur69AP9lZcDSzByZ+fk4996yWh9xURuq2//arAr9/h878MHOXwEAd1etr81wqxWHIeA1uFjsf/F4DsTSl2tAg/oYbcyYMbhz5w7efvttJCUlISAgADt37oSXlxcAICkpCYmJiZryPj4+2LlzJ+bMmYMvvvgCHh4eWLlypdZJQnq4Dz74AAsXLjT4OkW0g8STy+WwUihgpVCUe02tViPF0pq/II2MdWNveE96Hl7PTkdWXCxSwnciZc9fyLuVhFthv+NW2O+wqFcfTr37w6XfYDi0bQ+ZAZ//4sWGihcIaljfseodSqjVatxISoLC1gbpOdmaJGJaVhbuZmfel1TMQtoDz9NzsiFJUvGdj3m5uP7fnRrHL5fJNPOQKkoWflGY35t3VGlu/sDXe/OPlpZXWljA6r55TEv/b6UoXljGSqG4b/5ShWbOUwuz8vOWEumbHyL/wY6TxxA6ehyauBRPw5Oek41rd+7Az92jwgUrHtWjJIPu3xeAZjVj747tUW9gHyTcSUXXJs0wvV0X9A/qXu74fu4NsWHqi/i/L5ah97tvQVJYwDxNhfdGPlXl96ulhQLzBw/H9I1fIwOA5bUkKGWG+/P9ftrMp9imsTcAwF5piezsbJ0k8kTM60hERLphUHcUisBPk5koEYH9Lxb7X6y67H9JrYYqJhop4X8hde8uFNz9T/Oa0sUVzn0HwqX/YNi2aGUyiaNH6f8itRqq+5KLpXco3i0dDp2VifSc7JKh/rnIzLs3tUBWybDq7Px8HbVMe2ZyORysrMssEtOwviNaujdCQCNPdG7iq9Mhi/ryabKp06e+iruVhBe/+wZ9Wvqjl58/fj15HF/uDwdQPEXAc737o0itxrqDe3E3Ows2SiW6NvVFt2Z+6ObbAp18msJMy/dSZe8/zRyCJcNLSxes0CZ5+OC+q7/8EsGjnoTCrxmUbVtBaW6OJSPHYNrj/ap8zy/etB4rjuxHUXoGMrf/icgDB7VKUB09ehT9Pl4Kc+cGSN/4MyL/3quXiS1dfP+nqVRo+b//Q2rkCTSp34CLjTwErwHFYv+Lx3Mglr5cAxrUHYWkX5YuXVrnd+Lpok4R7SAi/SCTy+HQpj0c2rRHs1mv4+7JY0gN34nUA38jL+UWrm/ZgOtbNsDK0wvO/QbBpd8g2PhUPL8TFSfY6tvYPtJwvtLFkkqTh7kFxatp3/uar1mZu3S+0bz7FoTJLVl9Oyc/XzO1QG5BAXLz85FbWIDc/OIyuQX5ZbaVruZeGsN/WZnFiymllo/RVmmJ/v5tMLlXX3Rr1txkksgkzqq/d+F4/CUcj7+kGULayacpxnfvhaW/bcOHJdvkuXnIu5wACw83HC4qwt/nYwAAXT298dNLr5QZyltdp06fxs2mjeDQuwtuJqfg7a2bEdK3P0b2Cy6XPHzQydOnkWhnBZtBfZBc3wFP/fwd7McWzzFunqbCntBP0NrLR6s4XnvyKaz//Asknj2HZp6NtZ4Pr3Xr1nA9dwnxSQfRzN3DpObR+/fiRST/sRsAEHf7Py42QkRED8U7CqugT58m1yVtMtk3b96Eh4dHncalizpFtKMq/CRHLPa/WPrQ/+q8PPwXeRgpe3bizuEDUOfdm7PPpqlv8Z2G/QbBqlFjIfHpkj70vwiSJGkSkdn5+Zph16V3QibcTsWFmzdwLD4OKap7C8N09G6C9596Bh28K15JtCb05dNkU6cvfVWkVsP/jTmwViqxZMRTiL+dAv+Gnnjczx9mcjnyCwtx+loCLpy/gAnDRgAlK9of+ucf5NvZ4Ol33kK+U33YXryC2D/CqryTrKL3nyRJeH79V9h6PALqrGzILZVAydDmortpKLicgNxTMTj6z5FyCajk9DT8b80KnLwaD6moCOY5eRgQ1B3NXFxhV6TGc4OHwa6aCcyaDoE2hHn0dPH9X9ndoFSeqf4O1Bfsf/F4DsTSl2tA3lFINRYWFoZJkyYZfJ0i2kFE+k2uVMKpV1849eqLwqws3Dm8D6l/h+G/yMPIuhyHrMtxSPjqM9j5+cO53yC4DhwChaOT6LDpEchksuK5Di0s4GBtA/d69Sssp1arEZ2YgO+OHMSPR4/gRMIV9PvwbczsPxgLhz0JCzNeWtXEqlWr8NFHHyEpKQn+/v5Yvnw5evbsWWHZ7du3Y/Xq1YiOjkZeXh78/f2xePFiDBgwQFNm/fr1ePbZZ8vtm5OTA0tL/Vvl/GH+ibuIW6p0vDpoGIa261judYW5OTr5NIO/qweWNm2qSQa1DwxETEwMUnbshN2YYcho6ondR/7BiH79yx0jNukmPvhjBzo7u+GZfgPKvf7prj+x9XgE+vj545XOPdHczw/HEuPxx6kT+OHgPph1DIRNyxbItS1OPpUm5ArtbTFlw1dISk/Di72D8YRnE7Rt0+aRk1Q1nQ/PVOfRe5QVjYmIyPRodTX75JNPVvvAa9asgYuLS7X3I8Ph7+9vFHWKaAcRGQ5zGxu4DhgC1wFDUKBKx52De5Gy5y/cjTqKjIvnkHHxHOLXLIdznwHwGDUW9gGBHIpqxORyOdp7N0F77yaY98QILPnlJ/xw9B+sDN+JE/GX8f30mXCwthEdpkHZunUrZs+ejVWrVqF79+748ssvMWjQIJw/fx6NG5e/a/fgwYPo378/3nvvPdSrVw/ffvsthg4diqNHj6Jdu3aacvb29oiNjS2zr6ElCQHg5+ORAIDRnbqW2f7g3XEVJYMCAgLg6+OD+P1HYDtsAL6KPoZhffqWuUshNukmhnwaituZGdgBYMk3X2HPRys01/G/nDyGd377Ga08GmH9tBmws7QCAAyq1w6D2rTD+6Oexjs/fo/voo9h5Bef4PnH+2PrwiW4KhXCpnd3WCqV+OrZ5/B/nYLqpsOoQqaaJCUiourT6l7GX375BQqFAg4ODlo9/vzzT2RmZuo6dhIsPT3dKOoU0Q4iMkwW9g5wGzISbZZ/haBf98L3lYWw828DqbAQKbv/RPRzITg15Wnc+ecAOLOH8XNzqIfVE6Ziw9QXYWdphSOXYjF0+Qe4naGqemfSWLZsGSZPnowpU6agZcuWWL58OTw9PbF69eoKyy9fvhyvvfYaOnXqBF9fX7z33nvw9fXF77//XqacTCaDm5tbmYehySsowK+njqOtpxeau92bJqV0KGmXLl0QGBiI7OxsAPeSQaV3jJUmD//Z/ivGB/VExJU4fHNor+Y4cbeSMHzFB7iblYXsw8dQeCMZuZ7uGPX15zh6OQ7H4y/h+Q1r4WrvgB9emKNJEt7PztYWH06ahv3zl6Ctpze+2LcbqY91hE2/nlDn5OCjgcOZJCQiIjIgWo+PWblypdZ3CP788881DogMR0ZGhlHUKaIdRGT4FI4N4PHkWHg8ORYZsedxc9sWpOzeiYwLMYh59UXYtQyAz/OzUb9j16oPRgZtWLtO8HF2xajPPsbZ64l4evVy/DZ7HqwUCtGh6b38/HxERUVh3rx5ZbYHBwfjyJEjWh1DrVYjIyMDjo6OZbZnZmbCy8sLRUVFCAwMxDvvvFPmjsMH5eXlIS8vT/NcVTIXpVqthrpk3r+6tjvmNFQ5ORjVsUuZGM6cOYO4uDgAQFxcHM6cOVPp3WKWlpbo2LEjWgT4Y1/seSzZ8RP6tgxAkVrC0OXv43ZmBlY/MwkLwg8j7rddaNi7J9ICmmPwp6HF+1tYYPNzM9GwXv2H9kNzV3f89fJ8fPTnr/gk7HcUJt2Ca1wiRqx6XFj/GSK1Wg1JkthngrD/xWL/i8dzIJYu+786x9QqUbhv375yF18P89dff6Fhw4ZalyfD1LJlS6OoU0Q7iMi42LVohRZvvAOf5+fg2vff4ua2H5BxIQZnZk6Bc58BaPLSK7B0dRcdJulQ60aN8ceceRj4ybs4kXAF0zd8hfVTXuQw9Crcvn0bRUVFcHV1LbPd1dUVycnJWh3jk08+QVZWFp566inNNj8/P6xfvx6tW7eGSqXCihUr0L17d5w+fRq+vr4VHic0NBRLliwptz01NRW5ubkV7KF73+zfA7lMhp5eTZGSkqLZ7uLigiZNmuDKlSto0qQJXFxcyrxemSWDR2LSpq8x5NP3UaRW405mJj4eNRY9fZohLCwMsbGxaN68Oc5ejceUr1eh0NYG5qfOo74k0+r4ADCla0882bINEi5fhp+fHzIzMznSqBrUajXS09MhSRIXEhCA/S8W+188ngOxdNn/1blBSqtEYa9evZCamgpnZ2etDtqjRw+tAyDDtXv3brRq1crg6xTRDiIyTor6jmj64svwfHoirq7/Eje3/4DUvbtwJ+Igmr74MtxHjmHiyIg1d/PApudmYuTKj/DbqRP4+uDfmNqrn+iwDMKD3xeSJGn1vbJlyxYsXrwYv/76a5mRL127dkXXrvfu5u3evTvat2+Pzz77DCtXrqzwWPPnz8fcuXM1z1UqFTw9PeHs7Cxk1eOrt1Nx8FIsBrUORJtm5ZObp0+frvbiFMNdXDAx/hLW/7MfAPD5uIl4uttjmte9vb2hVqsRGxuLO1t2AGZmSC8qQkpKSrXmt3NxcYFfJQlZeji1Wg2ZTAZnZ2f+kS4A+18s9r94PAdi6bL/qzNPs9ZDjxs2bIhhw4Zh8uTJGDhwIP/QIUyePNko6hTRDiIybgrHBvCd+wbchz6JuE/eherMKcR9vBS3D+1DizfehtLZteqDkEHq1qwF3h45BvN+2oy3tm/F437+8OXdpJVycnKCmZlZubsHU1JSyt1l+KCtW7di8uTJ+Omnn9Cv38MTsnK5HJ06ddIM162IUqmEUqmscF8RfyytL5nrdEqvvhXWb2trWyYZqq15g4bihx+34vbpGCzZcwQjo6PLJRr9/Pzg6+urWUG5TZs2/IOxDslkMmHvO2L/i8b+F4/nQCxd9X91jqd1yQ0bNkClUmHo0KHw9PTEm2++icuXL9coQDIOK1asMIo6RbSDiEyDra8fAldtQNNZr0OuUOLu0X9w4pmRuH3gb9GhkQ5Ne7wf+rQMQG5BAeb9uJkL2zyEQqFAhw4dEB4eXmZ7eHg4unXrVul+W7ZswcSJE/H999/jiSeeqLIeSZIQHR0Nd3fDSNqmZ2dh/eF9aObihl4tanfUw9VLl5H8WxgKr15HXFwcYmJiypWxtrbGyZMncfToUURXkEgkIiIi46V1ovDpp5/G7t27ER8fj6lTp2Lz5s1o3rw5evfujc2bNwubu4XEWbhwoVHUKaIdRGQ6ZHI5Go0JQfv1P8LOzx+FGSqcmz8Llz/7COrCAtHhkQ7IZDJ8NCYECnNz7L0Qg52nT4oOSa/NnTsXX3/9NdatW4cLFy5gzpw5SExMxPTp0wEUDwkeP368pvyWLVswfvx4fPLJJ+jatSuSk5ORnJyM9PR0TZklS5Zg165duHLlCqKjozF58mRER0drjqnvVu3dDVVODl4eNLTW7ygICAjQzNPo6+uLgICACss9uIIyERERmYZqX3l4enpi0aJFuHLlCnbv3o2GDRti2rRpcHd3xwsvvKCLGElPLV261CjqFNEOIjI9Nt5NEfjVJjQcU5zwuL5lA07PmIS81FuCIyNdaOLiihl9BwIAlv6+nasHPsSYMWOwfPlyvP322wgMDMTBgwexc+dOeHl5AQCSkpKQmJioKf/ll1+isLAQL774Itzd3TWPWbNmacqkpaVh2rRpaNmyJYKDg3Hjxg0cPHiwWvPsiZKTn4/Ve3ejqYsrRutg1XRra2tER0fzbkEiIqI6lp2djWPHjiE7O1t0KA8lk2phPMy2bdswbdo0pKWloaioqDbi0hsqlQoODg5IT08XMpG1KGq1GikpKXBxcan0k+w7d+6gQYMGdRqXLuoU0Y6qaNP/pDvsf7FMof9T94cj9t03UZSVCYt69eG3+AM4dq58mGVdMoX+ryvpOdlos/BlqHJysGHqixjWrpNW++nyHJjqdU1NiOqr04kJePz9xXh98HDMGzKyzuotxZ8BYrH/xWL/i8X+F4/nQHeys7MRGBiomf+3og/r9OUasMY1JyQkYNGiRfD29saYMWPQvn17bN68uaaHIwP0448/GkWdItpBRKbN+fH+6PDtj7Bt3hIFaXdxds5zSPhmFSQj+7DN1DlYWeO5x/sDAD7+63fOVUhaiU2+CQBo4d5QcCRERERUW2JiYjSLqlU2R7C+qFaiMDc3Fxs3bkSfPn3QrFkzrF+/HhMmTMClS5cQHh6OsWPH6ipO0kNBQUFGUaeIdhARWTVqjHZfboL7sNGAJOHqN6twdu505N/9T3RoVIum9w6GlYUCZ68n4tiVS6LDIQPwb3ISAKCFu4fgSIiIiKi2aDtHsD7QOlE4bdo0uLm5YerUqXB2dsaff/6JhIQELFmyBN7e3joMkfTVtWvXjKJOEe0gIgIAuVKJ5vMWw+/N9yC3tMLd4xGImvh/SD/DxS+MhaOtLZ7s2AUAsO7QXsHRkCH4N/km5DIZmjq7ig6FiIiIaokhzRGsdaIwMjISS5Yswc2bN7F161YMGDAAMplMl7GRnhNx/nVRJ9/HRCSa66BhaP/1Flg19kF+6i2cfnESrm3ZwKGqRmJSz94AgF9OHsedzAzB0ZC+i026CR9nFygtLESHQkRERLXI2toanTt31uskIVCNROGZM2cwa9YsODo6AgDy8/MRGxuLwsJCnQVH+q1Ro0ZGUaeIdhARPcimSTO0/+YHOPcbBKmoEFc++wjn35iNwgyV6NDoEbX3boI2nl7ILyzEryePiw6H9FhBUSGupKaghRuHHRMREZEY1V7MJDs7G5MnT4a1tTX8/f2RmJgIAJg5cybef//9Wg+Q9FdkZKRR1CmiHUREFTG3sUHLJR+i2csLITM3x+0Df+PE+FG4G3VMdGj0iEZ37AoA2HbiqOBISJ9dSUlBoboIzR9IFGZnZ+PYsWPIzs4WFBkRERGZimonCufPn4/Tp09j//79sLS01Gzv168ftm7dWqvBkX4bPXq0UdQpoh1ERJWRyWRoOGosAtdshKVHI+TdSsKZlybh0qehKMrNER0e1dDIDp0BABGX/8UNLlhDlfi3dMXj+xKF2dnZCAwMRJcuXRAYGMhkIREREelUtROFv/zyCz7//HP06NGjzNxurVq1wuXLl2s1ONJva9asMYo6RbSDiKgq9q1ao+N32+E+4v8AADd+2oyoiU9BFXNacGRUE40cG6Br0+aQJInDj6lS/94qXvHY181dsy0mJgZxcXEAgLi4OMTExAiJjYiIiExDtROFqampcHFxKbc9KyuLi0KYmIULFxpFnSLaQUSkDTNrazR/bRECPlkNhZMzchLjceq5ZxD3ybso5KIYBmd4u44AgLCz0WIDIb11OSUZANDM5d6KxwEBAfD19QUA+Pr6IiAgQEhsREREZBqqnSjs1KkT/vzzT83z0uTg2rVrERQUVHuRkd5bunSpUdQpoh1ERNXRIKgnOm76Ba4DhwKShJvbtuD4uGFI3buLKyMbkAGtAwEAEZf+RXoOh49SeZduJcPZzh4O1jaabdbW1oiOjsbRo0cRHR2t9yslEhERkWEzr+4OoaGhGDhwIM6fP4/CwkKsWLEC586dQ0REBA4cOKCLGElPzZ492yjqFNEOIqLqsrB3gN9boXAdPBxxH72DnGtXcX7hy3AM6ommM1+DtZeP6BCpCj7OLvB1dUPcrWTsv3AOw9t3Eh0S6ZlLKcnwc29Ybru1tTU6d+4sICIiIiIyNdW+o7Bbt274559/kJ2djaZNm2L37t1wdXVFREQEOnTooIsYSU+tXbvWKOoU0Q4iopqq37ErOn63HV6TpkNmYYH/Ig7hxDMjcWn5+yhQpYsOj6oQHNAWALCbc03SA+5kZuBuVhaaubiJDoWIiIhMWLUThWfOnEHr1q2xYcMGxMTE4Pz589i0aRNat26NX375RQchFrt79y5CQkLg4OAABwcHhISEIC0t7aH7bN++HQMGDICTkxNkMhmio6N1Fp8pGjRokFHUKaIdRESPQq5UwnvKDHT8bjscu/eCVFSIGz9uwrGnBuPGT5uhLiwQHSJVor9/caJw34UYDhunMuJulcxP6MpEIREREYlT7UThgAEDcOXKlXLbt23bhv/973+1ElRFxo0bh+joaISFhSEsLAzR0dEICQl56D5ZWVno3r073n//fZ3FZcrOnj1rFHWKaAcRUW2w9vJB64++QOvlX8GmiS8KVem49GkoTjzzJFL+DoOkVosOkR7QuUkzKMzNkZSehiupt0SHQ3pEs5CJq3sVJYmIiIh0p9pzFD7//PPo27cvjhw5Anf34guZrVu3YtKkSVi/fn1txwcAuHDhAsLCwhAZGYkuXboAuLd4SmxsLFq0aFHhfqWJxISEBK3rysvLQ15enua5SqUCAKjVaqhN6A8utVoNSZIe2mZ7e/s67xNd1CmiHVXRpv9Jd9j/YrH/q69ex65ot24rkv/YjoSvv0BOYjwuvPkKEpu1gNfUGXDs9phm8bGqsP91S2lujk7eTfHPpVgcvHgePk4u5cro8hzwvOqvuFtJAMqueExERERU16qdKHzrrbdw584d9OvXD4cOHUJYWBimTJmCjRs3YtSoUbqIEREREXBwcNAkCQGga9eucHBwwJEjRypNFNZEaGgolixZUm57amoqcnNza60efadWq5Geng5JkiCXV3zjaWFhIVJSUuo0Ll3UKaIdVdGm/0l32P9isf9rzqzb4/AO7IS7v2/D3d9+RtalWJx//SVYtmgFp3HPwqZ1uyqPwf7XvUCPRvjnUiz2nD2NQc1blXtdl+cgIyOjVo9HtefyrVswk8vhXUHymIiIiKiuVDtRCAArVqxASEgIunbtihs3bmDLli0YPnx4bcemkZycDBeX8hdNLi4uSE5OrtW65s+fj7lz52qeq1QqeHp6wtnZGfb29rValz5Tq9WQyWRwdnau9I+Uys6LLumiThHtqIo2/U+6w/4Xi/3/6NxfegUF46fg+uZvcXPbFuTGnsf1Ra/Cvm17NB4/FfU6d6v0DkP2v+4NaNcRXxz8GycS4+Hs7FzuXOjyHFhaWtbq8aj2XEpJglcDZyjMa3R5TkRERFQrtLoS+e2338ptGzFiBA4cOICnn34aMplMU2bYsGFaV7548eIK79673/HjxwGgwj9oJEnSeiiVtpRKJZRKZbntcrnc5P5gkslkD233gAED6rxPdFGniHZoo6r+J91i/4vF/n90yvqOaDrjZTQaOx7XvluLm7/+BNXpk4h5+XnY+rWC14RpaNCzD2QV9DH7X7c6NWkKpbk5UjJUSLiTiqYVrHKrq3PAc6qfitRqXElNweN+/qJDISIiIhOnVaJwxIgRlb62bt06rFu3DkDxRW1RUZHWlc+YMQNjx459aBlvb2+cOXMGt26Vn/A7NTUVrq6cx0WU9evXY+HChQZfp4h2EBHVFaWTM5rNfQOeIZNx7fsNSPr1J2RePI9z82fD2qcZGo+fApe+AyHjXUx1xtJCgTaeXjgefxkn4q9UmCgk03Ltv9vILyyEL1c8JiIiIsG0+qtAVxNfOzk5wcnJqcpyQUFBSE9Px7Fjx9C5c2cAwNGjR5Geno5u3brpJDaqmojkmi7qZJKQiEyB0tkVzWa9hsbjp+DG1o24sW0LsuMv4eKSeUj4+gt4/m8S3AYPB5gwrBMdvJvgePxlRCVcxpguvJYxdXG3iqfSYdKYiIiIRDOI8SctW7bEwIEDMXXqVERGRiIyMhJTp07FkCFDyixk4ufnhx07dmie//fff4iOjsb58+cBALGxsYiOjq71eQ1N1dKlS42iThHtICISRVHfET7TZ6Hr9t3wnvYSzB3qIffGNcR9uARHRw/A9e/XQ52TLTpMo9fRpykAICrhiuBISB9cKlnxmHcUEhERkWhaJQpXrlxZrRV/16xZU+ur6m3evBmtW7dGcHAwgoOD0aZNG2zcuLFMmdjYWKSnp2ue//bbb2jXrh2eeOIJAMDYsWPRrl07rFmzplZjM1Xz5s0zijpFtIOISDRzO3t4TXwOXbfvRtNZr0Ph7Ir826mIX7UMl5/7HxK+/gIFaXdFh2m0OnoXJwrPXk9EbkG+4GhItEslU+zwjkIiIiISTatE4Zw5c6qV+HvttdeQmppa46Aq4ujoiE2bNkGlUkGlUmHTpk2oV69emTKSJGHixIma5xMnToQkSeUeixcvrtXYTNXHH39sFHWKaAcRkb4ws7JGozEh6PLTX2g+fwmsGnlBnZmBa+u/ROSTwbi04gPkpfBO/NrWuIETnGztUFBUhDPXEkWHQ4JdSkmCrdISbg71RIdCREREJk6riYgkSULfvn1hruW8RTk5OY8UFBmGqhaiMZQ6RbSDiEjfyBUKuA8dBZeBw3Dl9+1I/+0nZP17ETe2bsTNbVvgOnAoPJ+ZDOvG3qJDNQoymQwdvJtgV8xpRCVcRucmzUSHRAJdunULzVzdIJPJRIdCREREJk6rzN+iRYuqddDhw4fD0dGxRgGR4Th8+DC8vb0Nvk4R7SAi0lcyMzPYdeuFJsNHI/14JBI3rkX6qRNI/mMHkv/8BU6P90fj8VNg16KV6FANXkefptgVcxonr8aLDqVafvnlFwwdOhRmZmaiQzEKWXl5uJn2H4KaNRcdChEREZFuEoVkGry8vIyiThHtICLSdzKZDI5du8Oxa3ekn43GtY1f487h/bi9bzdu79uN+p27ofGEqXAI7Mi7oGqodaPGAICY69cER1I9o0ePhpOTEyZMmIBnn30Wfn5+okMyaJdLhvZzIRMiIiLSBwax6jHpp6KiIqOoU0Q7iIgMiUPrQAR8+Dk6bNwOl+AnADMz3D12BKdffBbRzz2D24f3Q1KrRYdpcAJKEoVxt5IMakGTxMREvPTSS9ixYwf8/f3Ro0cPfPvtt8jKyhIdmkG6dKs4UciFTIiIiEgfMFFINZaUlGQUdYpoBxGRIbJt2hwtF3+Azj/8AY+RYyBTKKCKOY1zr81A1PhRuLXrD0iFhaLDNBge9eqjvo0NitRqxCbdFB2O1jw8PLBgwQL8+++/2Lt3L5o2bYqZM2fC3d0dU6ZMQUREhOgQDUr87RQAQBNnF8GREBERETFRSI+gc+fORlGniHYQERkyq4ae8H31TXTdthue/5sEM2sbZF2Jw8Ul83B83DCkhO/kHYZakMlkCGhYMvz4hmENPy7Vq1cvbNiwAUlJSVi2bBkuXLiAHj16wN/fX3RoBuPm3bsAgIb1Ob83ERERicdEIdXYtm3bjKJOEe0gIjIGigZOaPLiXHTdEQ7vaS/Bol595FxPxIVFr+HkpDH4L/IfSJIkOky9FtDIEwAQcz1RcCSPxtbWFr1790bv3r1Rr149/Pvvv6JDMhg30/6DudwMznb2okMhIiIiYqKQam7WrFlGUaeIdhARGRNzO3t4TXwOXX7eBe+pM2BmbYPMfy/g7NzncPqlSVCdOyM6RL3l37A0UWiYdxRmZ2djw4YN6NWrF5o3b46tW7di7ty5SEhIqNZxVq1aBR8fH1haWqJDhw44dOhQpWW3b9+O/v37w9nZGfb29ggKCsKuXbvKldu2bRtatWoFpVKJVq1aYceOHdVtXp24mXYX7vXqQS7nZTkRERGJp/UVSatWrfDff/9pnk+bNg2pqama5ykpKbC2tq7d6EivffTRR0ZRp4h2EBEZIzNra3g9Ox1dfg5DwzHjIbOwQPrJ4zg1dRwuLH4deam3RIeodwJKE4U3rhnU3Zf//PMPJk+eDDc3Nzz//PPw9PTEnj17EBcXhwULFqBhw4ZaH2vr1q2YPXs2FixYgFOnTqFnz54YNGgQEhMrvsvy4MGD6N+/P3bu3ImoqCj07t0bQ4cOxalTpzRlIiIiMGbMGISEhOD06dMICQnBU089haNHjz5y22tbUtpduNerLzoMIiIiIgCATNLyqlQulyM5ORkuLsUTLdvb2yM6OhpNmjQBANy6dQvu7u5QG9mcRCqVCg4ODkhPT4e9vekMCVGr1UhJSYGLiws/4RaA/S8W+18s9r9Ytdn/uclJSPj6C9z661dAkiC3soLXhGloNGY85EplLUVs2HIL8tFoznQUqdU4u/QTNHJsoNPvgdq4rmnevDkuX76Mdu3aYfLkyRg3bhwcHBxqHFOXLl3Qvn17rF69WrOtZcuWGDFiBEJDQ7U6hr+/P8aMGYO33noLADBmzBioVCr89ddfmjIDBw5E/fr1sWXLlgqPkZeXh7y8PM1zlUoFT09P3L17V2fXgEVqNXp/sBjtvZpg+biJOqmjutRqNVJTU+Hs7MyfwQKw/8Vi/4vF/heP50AsXfa/SqVC/fr1tboGNK9pJRXlF2UyWU0PRwZo6dKlWLhwocHXKaIdRESmwNLNHX4Ll6Lh6Kdxadl7UMWcRvyaFUj6bRuaznodTj17iw5ROEsLBZq5uCE2+SZik2+ikWMD0SFVaeDAgZg8eTLatm37yMfKz89HVFQU5s2bV2Z7cHAwjhw5otUx1Go1MjIy4Oh4bzGQiIgIzJkzp0y5AQMGYPny5ZUeJzQ0FEuWLCm3PTU1Fbm5uVrFUhM/T54BoHh0jj5Qq9VIT0+HJEn8I1EA9r9Y7H+x2P/i8RzUvezsbMTGxqJFixawtLTUWf9nZGRoXbbGiUKiSZMmGUWdItpBRGRK7Pz8EfjlJqTs/hNXvvgEuTev49zrL8Hp8X5oNncBlE7OokMUqrmbO2KTb+Lf5Jvo26q16HCqtHLlSs3/CwsLsX//fly+fBnjxo2DnZ0dbt68CXt7e9ja2lZ5rNu3b6OoqAiurq5ltru6uiI5OVmreD755BNkZWXhqaee0mxLTk6u9jHnz5+PuXPnap6X3lFYOheiqVCr1ZDJZLybRBD2v1jsf7HY/+LxHNSt7OxsPPbYY4iLi4Ovry9OnDihs/63tLTUuqzWiUKZTFbujkHeQWja/vrrL0yePNng6xTRDiIiUyOTyeA6YAga9OiNxA1f4fqWDbi9fw/Soo6hyUuvwO2JkSZ7XdHC3QO/R0chNumm6FCq5erVqxg4cCASExORl5eH/v37w87ODh9++CFyc3OxZs0arY/14LmXJEmr98OWLVuwePFi/Prrr5rpcWp6TKVSCWUFQ+LlcrnJ/bEkk8lMst36gv0vFvtfLPa/eDwHdef8+fOIi4sDAMTFxeH8+fPw9vbWSf9X53haJwolSULfvn1hbl68S05ODoYOHQqFQgGg+BNlMi1t2rQxijpFtIOIyFSZ29igyQtz4NJ/EGJD30LmxfP49723kLJ7J5rPWwwrj0aiQ6xzzd08AACxyUmCI6meWbNmoWPHjjh9+jQaNLg3ZHrkyJGYMmWKVsdwcnKCmZlZuTv9UlJSyt0R+KCtW7di8uTJ+Omnn9CvX78yr7m5udXomERERER1JSAgAL6+vpo7CgMCApCZmSk6LO0ThYsWLSrzfPjw4eXKjBo16tEjIoNx/yrYhlyniHYQEZk6W18/tP/qe1z/cSMS1n6BtBORiBo/Cr4vL4DLwKEmdXehnyZReMOgVj4+fPgw/vnnH82HxqW8vLxw48YNrY6hUCjQoUMHhIeHY+TIkZrt4eHhFV5rltqyZQsmTZqELVu24Iknnij3elBQEMLDw8vMU7h7925069ZNq7hEy87ORkxMDAICAmBtbS06HCIiItIBa2trREdHa37nW1paGnaikCgrK8so6hTRDiIiAmTm5vAc9yycHuuLi+8uhOr0SVx85w3ciTiE5q++CXM705gXrpmrO2QyGe5mZeF2ZgYa2FQ9t58+UKvVKCoqKrf9+vXrsLOz0/o4c+fORUhICDp27IigoCB89dVXSExMxPTp0wEUzx1448YNfPfddwCKk4Tjx4/HihUr0LVrV82dg1ZWVprVl2fNmoXHHnsMH3zwAYYPH45ff/0Ve/bsweHDhx+12TqXnZ2NwMBAzd0F0dHRTBYSEREZKWtra3Tu3BlA8bWVPuCgc6oxPz8/o6hTRDuIiOgeq0aNEfj5t/Ce9hJgZobUPX/hxPgnkRYdJTq0OmGlUMCrgRMA4F8Dmqewf//+ZVYRlslkyMzMxKJFizB48GCtjzNmzBgsX74cb7/9NgIDA3Hw4EHs3LkTXl5eAICkpCQkJiZqyn/55ZcoLCzEiy++CHd3d81j1qxZmjLdunXDDz/8gG+//RZt2rTB+vXrsXXrVnTp0uXRG65jMTExZeYriomJERwRERERmRKuekw1tmfPHrRq1crg6xTRDiIiKktmZgavic+hfqcgXFj8OnJvXMPplyahyfNz0OjpCUY/FPm90eNgrVCitaeX6FC09umnn6J3795o1aoVcnNzMW7cOMTFxaFBgwbYsmVLtY71wgsv4IUXXqjwtfXr15d5vn//fq2OOXr0aIwePbpaceiDiuYrIiIiIqorvKOQamzixIlGUaeIdhARUcXs/dug44ZtcAl+AigqwpXPP8b5BXNQmCV+vhZdGtSmHXr5tYK9lZXoULS2d+9eREdH45VXXsFzzz2Hdu3a4f3330d0dDQ++ugj0eEZrNL5io4ePcphx0RERFTnmCikGlu5cqVR1CmiHUREVDkza2v4LXofvq8shMzcHLf378HJSWOQeflf0aHRfWbMmIG///4bkyZNwueff45Vq1ZhypQpWLBgATZt2iQ6PINWOl8Rk4RERERU1x4pUXj9+nW9mWyR6t7ChQuNok4R7SAiooeTyWTweHIsAtdshNLVDTnXruLUlHFI+TtMdGhU4ocffsAzzzyDgwcParbNnDkTP/zwA/bt2ycwMiIiIiKqqUdKFLZq1QoJCQm1FAoZmqVLlxpFnSLaQURE2rFv1Rodvv0J9Tt3gzovFxfefAUJX38OiR9UCjdw4ECsWbMGI0aMwIkTJ/DCCy9g27Zt2L9/PxcKIyIiIjJQj7SYiSRJtRUHGaDKJh03tDpFtIOIiLRnUa8+Wn+yGldWLcP1LRtwdd0aZF25DL8334WZFYdmijR27FjcvXsXPXr0gLOzMw4cOIBmzZqJDouIiIiIaoirHlONbdmyBS+++KLB1ymiHUREVD0yMzM0felV2Pg0w78fLsHt/eGIvnEN/h9+BktXd9HhmYy5c+dWuN3FxQXt2rXDqlWrNNuWLVtWV2ERERERUS15pEThG2+8AUdHx9qKhQxMz549jaJOEe0gIqKacRsyElaNvXBu3mxkxl3EycljEfD+StgHtBUdmkk4depUhdubNm0KlUqleV0mk9VlWERERERUSx4pUTh//vzaiqNKd+/excyZM/Hbb78BAIYNG4bPPvsM9erVq7B8QUEBFi5ciJ07d+LKlStwcHBAv3798P7778PDw6PO4jZmCQkJaNOmjcHXKaIdRERUcw5t2qP9Nz8gZt5LyIqLRfSMZ9Hyrffh3CdYdGhGj4uUEBERERm3R1rMpC6NGzcO0dHRCAsLQ1hYGKKjoxESElJp+ezsbJw8eRJvvvkmTp48ie3bt+Pff//FsGHD6jBq42ZmZmYUdYpoBxERPRpLdw+0W70RDXr0hpSfj/Nvvoxr36/n/MlERERERI/AIOYovHDhAsLCwhAZGYkuXboAANauXYugoCDExsaiRYsW5fZxcHBAeHh4mW2fffYZOnfujMTERDRu3LhOYjdm7u51PyeULuoU0Q4iInp0ZtbW8A9djssrPsCNn7/Hlc8/Ru7N62g2ex5k5gZxiUNEREREpFcM4io6IiICDg4OmiQhAHTt2hUODg44cuRIhYnCiqSnp0Mmk1U6XBkA8vLykJeXp3muUqkAAGq1Gmq1umYNMEBqtRqSJD20zUePHkVgYGDdBaWjOkW0oyra9D/pDvtfLPa/WAbX/zIZfGa9DqVHQ1z57GPc3P4DcpNvwm/xhzCzNswVkXV5DgzmvBIRERGREAaRKExOToaLi0u57S4uLkhOTtbqGLm5uZg3bx7GjRsHe3v7SsuFhoZiyZIl5banpqYiNzdX+6ANnFqtRnp6OiRJglxe8Qj1nj17IiUlpU7j0kWdItpRFW36n3SH/S8W+18sQ+1/i8cHwMPSGknLQ/HfkYOIeu4ZNFqwFOaOTqJDqzZdnoOMjIxaPR4RERERGZcaJQqvXbuGhIQEZGdnw9nZGf7+/lAqldU+zuLFiytMyt3v+PHjACpePU+SJK1W1SsoKMDYsWOhVquxatWqh5adP38+5s6dq3muUqng6ekJZ2fnhyYYjY1arYZMJoOzs3Olf6SsXbsWCxYsqNO4dFGniHZURZv+J91h/4vF/hfLkPvfZdgoODf1xfnXX0Je/CVcf2M2/D/+AjZNfEWHVi26PAeWlpa1ejwiIiIiMi5aJwqvXr2KNWvWYMuWLbh27VqZycIVCgV69uyJadOmYdSoUVpf1M6YMQNjx459aBlvb2+cOXMGt27dKvdaamoqXF1dH7p/QUEBnnrqKcTHx2Pv3r1VJvuUSmWFSU+5XG5wfzA9KplM9tB2v/nmm3UckW7qFNEObVTV/6Rb7H+x2P9iGXL/12sdiHZrv8fZl19ATmI8Tj8/Af7vfYr6nYJEh1YtujoHhnhOiYiIiKjuaHW1OGvWLLRu3RpxcXF4++23ce7cOaSnpyM/Px/JycnYuXMnevTogTfffBNt2rTR3AVYFScnJ/j5+T30YWlpiaCgIKSnp+PYsWOafY8ePYr09HR069at0uOXJgnj4uKwZ88eNGjQQKu4SDtLly41ijpFtIOIiHTHqqEn2n21CQ6BHVGUlYmzc59H8h87RIdFRERERKT3tEoUKhQKXL58GT///DPGjx8PPz8/2NnZwdzcHC4uLujTpw8WLVqEixcv4sMPP8TVq1drNciWLVti4MCBmDp1KiIjIxEZGYmpU6diyJAhZRYy8fPzw44dxX8IFBYWYvTo0Thx4gQ2b96MoqIiJCcnIzk5Gfn5+bUan6m6f4i2Idcpoh1ERKRbFvYOaLP8K7gEPwGpqBCx772J+C9XlhkRQUREREREZWmVKPzoo4/g7Oys1QEHDx6M0aNHP1JQFdm8eTNat26N4OBgBAcHo02bNti4cWOZMrGxsUhPTwcAXL9+Hb/99huuX7+OwMBAuLu7ax5Hjhyp9fhM0erVq42iThHtICIi3ZMrFPBb9D4aT3wOAJC44StcXPw61PzAkIiIiIioQlrPUZiSklLhysOlCgsLcfLkSXTu3LlWAnuQo6MjNm3a9NAy998l4O3tzbsGdGzIkCFGUaeIdhARUd2QyWTwmfYSLD0aIu6Dt5ESvhN5Kbfg//4KWDjUEx0eEREREZFe0XpGa3d3d6SkpGiet2zZEomJiZrnd+7cQVCQYU0UTo/m9OnTRlGniHYQEVHdch/yJFovWw0zG1ukn47CqWn/Q871xKp3JCIiIiIyIVonCh+8O+/69esoLCx8aBkybiIWh9FFnVzkhojINNTvFIR2X26C0tUdOdeu4uTUcUg/e0p0WEREREREekPrRKE2ZDJZbR6O9JyVlZVR1CmiHUREJIZNk2Zo//UW2Pn5ozA9DadfmoyUPX+JDouIiIiISC/UaqKQTMu///5rFHWKaAcREYmjaOCEtl98iwY9ekPKz8eFt15F4ndfc2QEEREREZk8rROFMpkMGRkZUKlUSE9Ph0wmQ2ZmJlQqleZBpqVv375GUaeIdhARkVhmVtbwD12Ohk89AwCIX7Mc/76/GOrCAsGRERERERGJU605Cps3b4769evD0dERmZmZaNeuHerXr4/69eujRYsWuoyT9NCGDRuMok4R7SAiIvFkZmZoNnsems2ZD8jlSP59G86+/DwKM/jhJxERERGZJnNtC+7bt0+XcZABWrhwoVHUKaIdRESkPxr+3/+gdG+IC4teRdrxSJx67hkEfPQFrBp6ig6NiIiIiKhOaZ0o7NWrly7jIAO0dOnSOk+y6aJOEe0gIiL94tTjcQSu+g4xr81AdsIVnJo6Dv4frIRD63aiQyMiIiIiqjNaDT3Oysqq1kGrW54M0/z5842iThHtICIi/WPXoiXaf/09bJu3REHa3eIVkXfvFB0WEREREVGd0SpR2KxZM7z33nu4efNmpWUkSUJ4eDgGDRqElStX1lqApL8+/PBDo6hTRDuIiEg/KZ1dEbhqw70VkRe/hoR1q7kiMhERERGZBK2GHu/fvx8LFy7EkiVLEBgYiI4dO8LDwwOWlpa4e/cuzp8/j4iICFhYWGD+/PmYNm2aruMmPTBu3DijqFNEO4iISH+ZWReviHxl1TJc37IBV7/+AjnXrqLF/LchVyhEh0dEREREpDNa3VHYokUL/PTTT7h8+TLGjh2Lmzdv4ueff8batWuxf/9+NGzYEGvXrkVCQgKef/55mJmZ6Tpu0gMHDx40ijpFtIOIiPSbzMwMTV96Fb6vvQWYmSFl1x84PWsKCtLTRIdGRERERKQzWiUKSzVq1Ahz5szBjh07cOrUKVy8eBGHDx/GZ599hiFDhkAur9bhyMD5+PgYRZ0i2kFERIbBY8RTaP3JapjZ2EJ1+iTOvvw8inKyRYdldFatWgUfHx9YWlqiQ4cOOHToUKVlk5KSMG7cOLRo0QJyuRyzZ88uV2b9+vWQyWTlHrm5uTpsBREREZHhY2aPaqywsNAo6hTRDiIiMhyOnbuh3ZqNMLd3QMb5szi/8GVI/N1Ra7Zu3YrZs2djwYIFOHXqFHr27IlBgwYhMTGxwvJ5eXlwdnbGggUL0LZt20qPa29vj6SkpDIPS0tLXTWDiIiIyChoNUfh/ebOnVvhdplMBktLSzRr1gzDhw+Ho6PjIwdH+i05Odko6hTRDiIiMiw2TX0R8NEXODNzCv6LOIT4rz5DkxfmiA7LKCxbtgyTJ0/GlClTAADLly/Hrl27sHr1aoSGhpYr7+3tjRUrVgAA1q1bV+lxZTIZ3NzctI4jLy8PeXl5mucqlQoAoFaroVartT6OoVOr1ZAkyaTarE/Y/2Kx/8Vi/4vHcyCWLvu/OsesdqLw1KlTOHnyJIqKitCiRQtIkoS4uDiYmZnBz88Pq1atwssvv4zDhw+jVatW1T08GZAOHToYRZ0i2kFERIbHoXUg/N58F+cXvoxrm76BQ2AHNOj2mOiwDFp+fj6ioqIwb968MtuDg4Nx5MiRRzp2ZmYmvLy8UFRUhMDAQLzzzjto165dpeVDQ0OxZMmScttTU1NNasiyWq1Geno6JEnitEICsP/FYv+Lxf4Xj+dALF32f0ZGhtZlq50oLL1b8Ntvv4W9vT2A4k9cJ0+ejB49emDq1KkYN24c5syZg127dlX38GRAfvnlF7z66qsGX6eIdhARkWFy7jMAHqOjcPPn7xG7dCE6/fA7LOwdRIdlsG7fvo2ioiK4urqW2e7q6vpId/z7+flh/fr1aN26NVQqFVasWIHu3bvj9OnT8PX1rXCf+fPnlxk5o1Kp4OnpCWdnZ801rylQq9WQyWRwdnbmH4kCsP/FYv+Lxf4Xj+dALF32f3WmX6l2ovCjjz5CeHh4mQsme3t7LF68GMHBwZg1axbeeustBAcHV/fQZGBeeuklo6hTRDuIiMhwNZ3xCtKijiI7/jKufPYRWixYKjokgyeTyco8lySp3Lbq6Nq1K7p27ap53r17d7Rv3x6fffYZVq5cWeE+SqUSSqWy3Ha5XG5yfyzJZDKTbLe+YP+Lxf4Xi/0vHs+BWLrq/+ocr9o1p6enIyUlpdz21NRUzVwu9erVQ35+fnUPTQbm448/Noo6RbSDiIgMl1yhQPPXFwEAkv/8BWmnjguOyHA5OTnBzMys3N2DKSkp5e4yfBRyuRydOnVCXFxcrR2TiIiIyBhVO1E4fPhwTJo0CTt27MD169dx48YN7NixA5MnT8aIESMAAMeOHUPz5s1rO1bSMwsXLjSKOkW0g4iIDJtDm/ZwH/F/AIArXyyDJEmCIzJMCoUCHTp0QHh4eJnt4eHh6NatW63VI0kSoqOj4e7uXmvHJCIiIjJG1U4Ufvnll+jbty/Gjh0LLy8vNG7cGGPHjkXfvn2xZs0aAMXzwnz99de1Hizpl6VL636olS7qFNEOIiIyfN5TXoTcygoZ58/i9oE9osMxWHPnzsXXX3+NdevW4cKFC5gzZw4SExMxffp0AMVzB44fP77MPtHR0YiOjkZmZiZSU1MRHR2N8+fPa15fsmQJdu3ahStXriA6OhqTJ09GdHS05phEREREVLFqz1Foa2uLtWvX4tNPP8WVK1cgSRKaNm0KW1tbTZnAwMDajJH01JQpU4yiThHtICIiw6dwdEKjsROQ+O0aJHy5Ek6P9YWM8/lU25gxY3Dnzh28/fbbSEpKQkBAAHbu3AkvLy8AQFJSEhITE8vsc//qxVFRUfj+++/h5eWFhIQEAEBaWhqmTZuG5ORkODg4oF27djh48CA6d+5cZ+0iIiIiMkQ1vpq1tbVFmzZt0LZt2zJJQjIdv//+u1HUKaIdRERkHDzHTYS5nT2yr8bjzj8HRIdjsF544QUkJCQgLy8PUVFReOyxxzSvrV+/Hvv37y9TXpKkco/SJCEAfPrpp7h69Sry8vKQkpKCXbt2ISgoqI5aQ0RERGS4+LE31ZiIO0d1USfvgCUiopoyt7HVzFV4fcsGwdEQERERET0aJgqpxu7cuWMUdYpoBxERGY+Go/8Hmbk50qNPQHX+rOhwiIiIiIhqzGAShXfv3kVISAgcHBzg4OCAkJAQpKWlPXSfxYsXw8/PDzY2Nqhfvz769euHo0eP1k3AJiAnJ8co6hTRDiIiMh5KZxe49B8MALi5favgaIiIiIiIas5gEoXjxo1DdHQ0wsLCEBYWhujoaISEhDx0n+bNm+Pzzz/H2bNncfjwYXh7eyM4OBipqal1FLVx8/X1NYo6RbSDiIiMi/uIpwAAqXt3oTArU3A0REREREQ1YxCJwgsXLiAsLAxff/01goKCEBQUhLVr1+KPP/5AbGxspfuNGzcO/fr1Q5MmTeDv749ly5ZBpVLhzJkzdRi98dq3b59R1CmiHUREZFzsA9rC2ssH6twcpP4dJjocIiIiIqIaMRcdgDYiIiLg4OCALl26aLZ17doVDg4OOHLkCFq0aFHlMfLz8/HVV1/BwcEBbdu2rbRcXl4e8vLyNM9VKhUAQK1WQ61WP0IrDItarYYkSQ9t8zPPPFPnfaKLOkW0oyra9D/pDvtfLPa/WOz/mnN9YgTiV32KpD92wHXIkzU+ji7PAc+r/snOzkZMTAwCAgJgbW0tOhwiIiIycQaRKExOToaLi0u57S4uLkhOTn7ovn/88QfGjh2L7OxsuLu7Izw8HE5OTpWWDw0NxZIlS8ptT01NRW5ubvWDN1BqtRrp6emQJAlyecU3nn766aeYM2dOncalizpFtKMq2vQ/6Q77Xyz2v1js/5qTdwgC5CuQEXMa189EQ+HmUaPj6PIcZGRk1Orx6NFkZ2cjMDAQcXFx8PX1RXR0NJOFREREJJTQROHixYsrTMrd7/jx4wAAmUxW7jVJkircfr/evXsjOjoat2/fxtq1a/HUU0/h6NGjFSYeAWD+/PmYO3eu5rlKpYKnpyecnZ1hb29fVZOMhlqthkwmg7Ozc6V/pISGhtZxVLqpU0Q7qqJN/5PusP/FYv+Lxf5/BC4uuNOuE9KijkI6exIubQJrdBhdngNLS8taPR49mpiYGMTFxQEA4uLiEBMTg86dOwuOioiIiEyZ0EThjBkzMHbs2IeW8fb2xpkzZ3Dr1q1yr6WmpsLV1fWh+9vY2KBZs2Zo1qwZunbtCl9fX3zzzTeYP39+heWVSiWUSmW57XK53OT+YJLJZA9t99KlS7Fw4cI6jUkXdYpohzaq6n/SLfa/WOx/sdj/NefcJxhpUUdxZ/8eeIVMqfFxdHUOeE71S0BAAHx9fTV3FAYEBIgOiYiIiEyc0EShk5PTQ4cBlwoKCkJ6ejqOHTum+ZT16NGjSE9PR7du3apVpyRJZeYgpJqbMWOGUdQpoh1ERGScnHr1RdzHS5FxIQa5STdh6V6z4cdkGqytrREdHc05ComIiEhvGMTHyi1btsTAgQMxdepUREZGIjIyElOnTsWQIUPKLGTi5+eHHTt2AACysrLwxhtvIDIyElevXsXJkycxZcoUXL9+Hf/3f/8nqilGZdOmTUZRp4h2EBGRcVI4OsEhsAMAIHV/uOBoyBBYW1ujc+fOTBISERGRXjCIRCEAbN68Ga1bt0ZwcDCCg4PRpk0bbNy4sUyZ2NhYpKenAwDMzMxw8eJFjBo1Cs2bN8eQIUOQmpqKQ4cOwd/fX0QTjE6vXr2Mok4R7SAiIuPl1KsfAOC/fw4IjoSIiIiIqHoMYtVjAHB0dKzyzi9JkjT/t7S0xPbt23Udlkm7fPkyWrdubfB1imgHEREZrwbdHsPl5e8j/cxJFGZlwdzGRnRIRERERERaMZg7Ckn/KBQKo6hTRDuIiMh4WTVqDMuGnpAKC5F28pjocIiIiIiItMZEIdVYVStOG0qdItpBRETGzbFrDwDAf5GHBEdCRERERKQ9JgqpxqKiooyiThHtICIi4+bYtTsA4G7kP2WmRiEiIiIi0mdMFFKNDR8+3CjqFNEOIiIybvXad4bMwgK5STeQc+2q6HCIiIiIiLTCRCHV2Nq1a42iThHtICIi42ZmZQ17/7YAgPRTJwRHQ0RERESkHSYKqcYWLlxoFHWKaAcRERk/h8AOAIC0U8cFR0JEREREpB0mCqnGli5dahR1imgHEREZv3rtOgIA0qNPcJ5CIiIiIjIITBRSjb388stGUaeIdhARkfGzD2gLmZk58lJuIffmddHhEBERERFViYlCqrFVq1YZRZ0i2kFERMbPzMoadi39AQDp0VGCoyEiIiIiqhoThVRjw4YNM4o6RbSDiIhMg0PJ8OM0LmhCRERERAaAiUKqsZMnTxpFnSLaQUREpsGhTXsAQMa504IjISIiIiKqGhOFVGPOzs5GUaeIdhARkWmwa9UaAJB9NR6FGSrB0RARERERPRwThVRjSqXSKOoU0Q4iIjINivqOsPRoBABQXYgRHA0RERER0cMxUUg1dvnyZaOoU0Q7iIjIdNj7twEAZJw7IzgSIiIiIqKHY6KQauzxxx83ijpFtIOIiExH6fBjFROFRERERKTnmCikGtu4caNR1CmiHUREZDo0dxSePwtJkgRHQ0RERERUOSYKqcbmz59vFHWKaAcREZkOW18/yMzNUZB2F7k3r4sOh4iIiIioUkwUUo299957RlGniHYQEZHpkCuVsGnWHACQGXtBcDT6adWqVfDx8YGlpSU6dOiAQ4cOVVo2KSkJ48aNQ4sWLSCXyzF79uwKy23btg2tWrWCUqlEq1atsGPHDh1FT0RERGQ8mCikGnvjjTeMok4R7SAiItNi69sSAJAZd1FwJPpn69atmD17NhYsWIBTp06hZ8+eGDRoEBITEyssn5eXB2dnZyxYsABt27atsExERATGjBmDkJAQnD59GiEhIXjqqadw9OhRXTaFiIiIyOCZiw6ADFdoaCgWLFhg8HWKaAcREZkW2+YlicJ/eUfhg5YtW4bJkydjypQpAIDly5dj165dWL16NUJDQ8uV9/b2xooVKwAA69atq/CYy5cvR//+/TXTi8yfPx8HDhzA8uXLsWXLlgr3ycvLQ15enua5SqUCAKjVaqjV6po30MCo1WpIkmRSbdYn7H+x2P9isf/F4zkQS5f9X51jMlFINRYSEmIUdYpoBxERmRbb5i0AAJlxsYIj0S/5+fmIiorCvHnzymwPDg7GkSNHanzciIgIzJkzp8y2AQMGYPny5ZXuExoaiiVLlpTbnpqaitzc3BrHYmjUajXS09MhSRLkcg4+qmvsf7HY/2Kx/8XjORBLl/2fkZGhdVkmCqnG9u/fj/Hjxxt8nSLaQUREpsW2aQtAJkP+7RTk/3cHCscGokPSC7dv30ZRURFcXV3LbHd1dUVycnKNj5ucnFztY86fPx9z587VPFepVPD09ISzszPs7e1rHIuhUavVkMlkcHZ25h+JArD/xWL/i8X+F4/nQCxd9r+lpaXWZZkopBpr2rSpUdQpoh1ERGRazKytYeXphZzEBGTGXYRjl+6iQ9IrMpmszHNJkspt0/UxlUollEplue1yudzk/liSyWQm2W59wf4Xi/0vFvtfPJ4DsXTV/9U5Hs881dj98/gYcp0i2kFERKbH1rdk+PG/XNCklJOTE8zMzMrd6ZeSklLujsDqcHNzq/VjEhEREZkCJgqpxlJTU42iThHtICIi08OVj8tTKBTo0KEDwsPDy2wPDw9Ht27danzcoKCgcsfcvXv3Ix2TiIiIyBRw6DHVWPv27Y2iThHtICIi02NTckdh1uV/BUeiX+bOnYuQkBB07NgRQUFB+Oqrr5CYmIjp06cDKJ478MaNG/juu+80+0RHRwMAMjMzkZqaiujoaCgUCrRq1QoAMGvWLDz22GP44IMPMHz4cPz666/Ys2cPDh8+XOftIyIiIjIkBnNH4d27dxESEgIHBwc4ODggJCQEaWlpWu//3HPPQSaTPXS1O6qe3377zSjqFNEOIiIyPTY+zQAAOYlXoS4sEByN/hgzZgyWL1+Ot99+G4GBgTh48CB27twJLy8vAEBSUhISExPL7NOuXTu0a9cOUVFR+P7779GuXTsMHjxY83q3bt3www8/4Ntvv0WbNm2wfv16bN26FV26dKnTthEREREZGoO5o3DcuHG4fv06wsLCAADTpk1DSEgIfv/99yr3/eWXX3D06FF4eHjoOkyT8sILLxhFnSLaQUREpkfp6gYza2sUZWcj51oibHy4mFapF154odLfx+vXry+3TZKkKo85evRojB49+lFDIyIiIjIpBpEovHDhAsLCwhAZGan5JHjt2rUICgpCbGwsWrRoUem+N27cwIwZM7Br1y488cQTVdaVl5dXZnELlUoFoHiZarVa/YgtMRxqtRqSJD20zR9//DEWLFhQh1Hppk4R7aiKNv1PusP+F4v9Lxb7X7esvZog40IMMq/EwcrLp8IyujwHPK9ERERE9DAGkSiMiIiAg4NDmeEiXbt2hYODA44cOVJpolCtViMkJASvvvoq/P39taorNDQUS5YsKbc9NTUVubm5NWuAAVKr1UhPT4ckSZUuoz116lSkpKTUaVy6qFNEO6qiTf+T7rD/xWL/i8X+1y2Ze0PgQgxSY85A8g+ssIwuz0FGRkatHo+IiIiIjItBJAqTk5Ph4uJSbruLiwuSk5Mr3e+DDz6Aubk5Zs6cqXVd8+fPx9y5czXPVSoVPD094ezsDHt7++oFbsDUajVkMhmcnZ0r/SPl3XffrfM78XRRp4h2VEWb/ifdYf+Lxf4Xi/2vW/l+/lDt3QVZ6q0Kr20A3Z4DS0vLWj0eERERERkXoYnCxYsXV3j33v2OHz8OAJDJZOVekySpwu0AEBUVhRUrVuDkyZOVlqmIUqmEUqkst10ul5vcH0wymeyh7Z42bVqd94ku6hTRDm1U1f+kW+x/sdj/YrH/dcemqS8AIDv+8kP7V1fngOeUiIiIiB5G6NXijBkzcOHChYc+AgIC4Obmhlu3bpXbPzU1Fa6urhUe+9ChQ0hJSUHjxo1hbm4Oc3NzXL16FS+//DK8vb113DLT8OuvvxpFnSLaQUREpsnGu3gBk5xrCVz5mIiIiIj0jtA7Cp2cnODk5FRluaCgIKSnp+PYsWPo3LkzAODo0aNIT09Ht27dKtwnJCQE/fr1K7NtwIABCAkJwbPPPvvowRM6dOhgFHWKaAcREZkmpZv7vZWPrydqEodERERERPrAIMaftGzZEgMHDsTUqVMRGRmJyMhITJ06FUOGDCmzkImfnx927NgBAGjQoAECAgLKPCwsLODm5vbQVZJJexXd5WmIdYpoBxERmSaZTAZrryYAgOz4K4KjISIiIiIqyyAShQCwefNmtG7dGsHBwQgODkabNm2wcePGMmViY2ORnp4uKELTk5+fbxR1imgHERGZLmufZgCArPhLgiMhIiIiIirLIFY9BgBHR0ds2rTpoWUkSXro6wkJCbUYETVtWvfDpXRRp4h2EBGR6bL28gEA5CQmiA2EiIiIiOgBBnNHIemfAwcOGEWdItpBRESmy8qzMQAg59pVwZEQEREREZXFRCHV2DPPPGMUdYpoBxERmS5rT28AQM71xCpHQxARERER1SUmCqnGPv/8c6OoU0Q7iIjIdFk28gQAFGaoUJB2V3A0RERERET3MFFINbZw4UKjqFNEO4iIyHSZKS2hdHUDAORc5/BjIiIiItIfTBRSjS1dutQo6hTRDiIiMm1WjbwAADnXEgVHQkRERER0DxOFVGMvvfSSUdQpoh1ERGTauKAJEREREekjJgqpxr777jujqFNEO4iIyLRZlS5owkQhEREREekRJgqpxnr37m0UdYpoBxERmTYrz9Khx0wUEhEREZH+YKKQaiwuLs4o6hTRDiIiMm3WjYqHHmdfvwpJkgRHQ0RERERUjIlCqjErKyujqFNEO4iIyLRZNvQE5HKoc3KQf+e26HCIiIiIiAAwUUiPoEGDBkZRp4h2EBGRaZNbWMDSzQMAkHMtQWwwREREREQlmCikGouOjjaKOkW0g4iIyKpk+HHO9UTBkRARERERFWOikGps6NChRlGniHYQERFZNmwEAMi9eUNwJERERERExZgopBr7+uuvjaJOEe0gIiKydC9JFCYxUUhERERE+oGJQqqxhQsXGkWdItpBRERk6V48RyEThURERESkL5gopBpbunSpUdQpoh1ERESW7g0BMFFIRERERPqDiUKqsVdeecUo6hTRDiIiIiuP4qHH+bdTUZSXKzgaIiIiIiImCukRfPbZZ0ZRp4h2EBERmTvUg5m1NQAgL+mm4GiIiIiIiJgopEcwYsQIo6hTRDuIiIhkMtm94cfJTBQSERERkXhMFFKNRUVFGUWdItpBREQE3Lfy8c3rgiMhIiIiImKikB6Bm5ubUdQpoh1EREQAYOlRfEdhjokvaLJq1Sr4+PjA0tISHTp0wKFDhx5a/sCBA+jQoQMsLS3RpEkTrFmzpszr69evh0wmK/fIzeVckEREREQPw0Qh1Zi5ublR1CmiHURERMB9Kx/fNN1E4datWzF79mwsWLAAp06dQs+ePTFo0CAkJiZWWD4+Ph6DBw9Gz549cerUKbzxxhuYOXMmtm3bVqacvb09kpKSyjwsLS3roklEREREBouJQqqx+Ph4o6hTRDuIiIiA+xKFSaY79HjZsmWYPHkypkyZgpYtW2L58uXw9PTE6tWrKyy/Zs0aNG7cGMuXL0fLli0xZcoUTJo0CR9//HGZcjKZDG5ubmUeRERERPRwvJWKauyxxx4zijpFtIOIiAi4N/Q410RXPc7Pz0dUVBTmzZtXZntwcDCOHDlS4T4REREIDg4us23AgAH45ptvUFBQAAsLCwBAZmYmvLy8UFRUhMDAQLzzzjto165dpbHk5eUhLy9P81ylUgEA1Go11Gp1jdpniNRqNSRJMqk26xP2v1jsf7HY/+LxHIily/6vzjGZKKQa+/777zF//nyDr1NEO4iIiIB7i5kUpqehMCsL5jY2giOqW7dv30ZRURFcXV3LbHd1dUVycnKF+yQnJ1dYvrCwELdv34a7uzv8/Pywfv16tG7dGiqVCitWrED37t1x+vRp+Pr6Vnjc0NBQLFmypNz21NRUk5rbUK1WIz09HZIkQS7n4KO6xv4Xi/0vFvtfPJ4DsXTZ/xkZGVqXNZhE4d27dzFz5kz89ttvAIBhw4bhs88+Q7169SrdZ+LEidiwYUOZbV26dEFkZKQuQzUZr732mlHUKaIdREREAGBuYwNzh3ooTE9DbtJ12DZrITokIWQyWZnnkiSV21ZV+fu3d+3aFV27dtW83r17d7Rv3x6fffYZVq5cWeEx58+fj7lz52qeq1QqeHp6wtnZGfb29tVrkAFTq9WQyWRwdnbmH4kCsP/FYv+Lxf4Xj+dALF32f3XmaTaYROG4ceNw/fp1hIWFAQCmTZuGkJAQ/P777w/db+DAgfj22281zxUKhU7jNCWhoaFYuHChwdcpoh1ERESlLF3dkZmehrxbySaXKHRycoKZmVm5uwdTUlLK3TVYys3NrcLy5ubmaNCgQYX7yOVydOrUCXFxcZXGolQqoVQqK9zX1P5YkslkJtlufcH+F4v9Lxb7XzyeA7F01f/VOZ5BJAovXLiAsLAwREZGokuXLgCAtWvXIigoCLGxsWjRovKLaqVSWa3Jqzk/TTFtxsa/8cYbdd4nuqhTRDuqwrkhxGL/i8X+F4v9X/eUrm7I/PcCcpJvaq439GF+mrqgUCjQoUMHhIeHY+TIkZrt4eHhGD58eIX7BAUFlfugePfu3ejYsaNmfsIHSZKE6OhotG7duvaCJyIiIjJCBpEojIiIgIODgyZJCBQPKXFwcMCRI0cemijcv38/XFxcUK9ePfTq1QvvvvsuXFxcKi3P+WmKaTM2/tNPP8WcOXPqNC5d1CmiHVXh3BBisf/FYv+Lxf6ve0V2DgCAu/GXYZ6Sojfz09SVuXPnIiQkBB07dkRQUBC++uorJCYmYvr06QCKhwTfuHED3333HQBg+vTp+PzzzzF37lxMnToVERER+Oabb7BlyxbNMZcsWYKuXbvC19cXKpUKK1euRHR0NL744gshbSQiIiIyFAaRKExOTq4wuefi4lLpRNcAMGjQIPzf//0fvLy8EB8fjzfffBN9+vRBVFRUhUNLAM5PU0qbsfEvvPDCQ5OuuqCLOkW0oyqcG0Is9r9Y7H+x2P91L9+7CdIAmGVmwMXFRW/mp6krY8aMwZ07d/D2228jKSkJAQEB2LlzJ7y8vAAASUlJSExM1JT38fHBzp07MWfOHHzxxRfw8PDAypUrMWrUKE2ZtLQ0TJs2DcnJyXBwcEC7du1w8OBBdO7cuc7bR0RERGRIhCYKFy9eXOHde/c7fvw4gPKTVgNVT3Q9ZswYzf8DAgLQsWNHeHl54c8//8STTz5Z4T6cn+aeqsbG79u3DxMnTqzTmHRRp4h2aINzQ4jF/heL/S8W+79uWbp7AADybyVr+lwf5qepSy+88AJeeOGFCl9bv359uW29evXCyZMnKz3ep59+ik8//bS2wiMiIiIyGUIThTNmzMDYsWMfWsbb2xtnzpzBrVu3yr2Wmppa6UTXFXF3d4eXl9dDJ7Im7TVv3two6hTRDiIiolKWru4AgNxbSYIjISIiIiJTJzRR6OTkBCcnpyrLBQUFIT09HceOHdMMGTl69CjS09PRrVs3reu7c+cOrl27Bnd39xrHTPfk5OQYRZ0i2kFERFRK6Vq86Fpe6i1IRUXAQ0ZLEBERERHpkn6OP3lAy5YtMXDgQEydOhWRkZGIjIzE1KlTMWTIkDILmfj5+WHHjh0AgMzMTLzyyiuIiIhAQkIC9u/fj6FDh8LJyanMqnpUc3fu3DGKOkW0g4iIqJTC0QkyM3OgqAj5d1JFh0NEREREJswgEoUAsHnzZrRu3RrBwcEIDg5GmzZtsHHjxjJlYmNjkZ6eDgAwMzPD2bNnMXz4cDRv3hwTJkxA8+bNERERATs7OxFNMDpt27Y1ijpFtIOIiKiUzMwMSpfiqVQ4/JiIiIiIRDKIVY8BwNHREZs2bXpoGUmSNP+3srLCrl27dB2WSfvjjz/K3NFpqHWKaAcREdH9mrz0CmTmFrD2aiI6FCIiIiIyYQaTKCT98/zzzxtFnSLaQUREdD/nx/tr/q9WqwVGQkRERESmzGCGHpP+WbZsmVHUKaIdRERERERERET6holCqrGFCxcaRZ0i2kFEREREREREpG+YKKQaW7p0qVHUKaIdRERERERERET6holCqrHnnnvOKOoU0Q4iIiIiIiIiIn3DRCHV2Pbt242iThHtICIiIiIiIiLSN0wUUo116tTJKOoU0Q4iIiIiIiIiIn3DRCHVWFJSklHUKaIdRERERERERET6holCqrGioiKjqFNEO4iIiIiIiIiI9A0ThVRj3t7eRlGniHYQEREREREREekbJgqpxg4dOmQUdYpoBxERERERERGRvmGikGrs6aefNoo6RbSDiIiIiIiIiEjfMFFINbZq1SqjqFNEO4iIiIiIiIiI9A0ThVRjCxcuNIo6RbSDiIiIiIiIiEjfMFFINbZ06VKjqFNEO4iIiIiIiIiI9A0ThVRjM2fONIo6RbSDiIiIiIiIiEjfMFFINbZ+/XqjqFNEO4iIiIiIiIiI9A0ThVRj/fr1M4o6RbSDiIiIiIiIiEjfMFFINXbx4kWjqFNEO4iIiIiIiIiI9A0ThVRjNjY2RlGniHYQEREREREREekbJgqpxhwdHY2iThHtICIiIiIiIiLSN0wUUo2dOXPGKOoU0Q4iIiIiIiIiIn3DRCHV2KBBg4yiThHtICIiIiIiIiLSN0wUUo2tW7fOKOoU0Q4iIiIiIiIiIn3DRCHV2MKFC42iThHtICIiIiIiIiLSNwaTKLx79y5CQkLg4OAABwcHhISEIC0trcr9Lly4gGHDhsHBwQF2dnbo2rUrEhMTdR+wCVi6dKlR1CmiHURERHTPqlWr4OPjA0tLS3To0AGHDh16aPkDBw6gQ4cOsLS0RJMmTbBmzZpyZbZt24ZWrVpBqVSiVatW2LFjh67CJyIiIjIaBpMoHDduHKKjoxEWFoawsDBER0cjJCTkoftcvnwZPXr0gJ+fH/bv34/Tp0/jzTffhKWlZR1FbdxeffVVo6hTRDuIiIio2NatWzF79mwsWLAAp06dQs+ePTFo0KBKP9iNj4/H4MGD0bNnT5w6dQpvvPEGZs6ciW3btmnKREREYMyYMQgJCcHp06cREhKCp556CkePHq2rZhEREREZJINIFF64cAFhYWH4+uuvERQUhKCgIKxduxZ//PEHYmNjK91vwYIFGDx4MD788EO0a9cOTZo0wRNPPAEXF5c6jN54rVixwijqFNEOIiIiKrZs2TJMnjwZU6ZMQcuWLbF8+XJ4enpi9erVFZZfs2YNGjdujOXLl6Nly5aYMmUKJk2ahI8//lhTZvny5ejfvz/mz58PPz8/zJ8/H3379sXy5cvrqFVEREREhslcdADaiIiIgIODA7p06aLZ1rVrVzg4OODIkSNo0aJFuX3UajX+/PNPvPbaaxgwYABOnToFHx8fzJ8/HyNGjKi0rry8POTl5Wmep6enAwDS0tKgVqtrr1F6Tq1WQ6VSQaFQQC6vOJ/cv39/rYZ/1yZd1CmiHVXRpv9Jd9j/YrH/xWL/i6fLc6BSqQAAkiTV6nFrKj8/H1FRUZg3b16Z7cHBwThy5EiF+0RERCA4OLjMtgEDBuCbb75BQUEBLCwsEBERgTlz5pQr87BEIa8Bi/FngFjsf7HY/2Kx/8XjORBLX64BDSJRmJycXOFdgC4uLkhOTq5wn5SUFGRmZuL999/H0qVL8cEHHyAsLAxPPvkk9u3bh169elW4X2hoKJYsWVJuu5eX16M1goiIiEhPZGRkwMHBQXQYuH37NoqKiuDq6lpmu6ura6XXeMnJyRWWLywsxO3bt+Hu7l5pmcqOCfAakIiIiIyfNteAQhOFixcvrvCC7H7Hjx8HAMhksnKvSZJU4XYAmk9+hw8frvlEOTAwEEeOHMGaNWsqTRTOnz8fc+fOLXOc//77Dw0aNKi0LmOkUqng6emJa9euwd7eXnQ4Jof9Lxb7Xyz2v1jsf/F0eQ4kSUJGRgY8PDxq9biP6sFrrIdd41VW/sHt1T0mrwGL8WeAWOx/sdj/YrH/xeM5EEtfrgGFJgpnzJiBsWPHPrSMt7c3zpw5g1u3bpV7LTU1tdynxaWcnJxgbm6OVq1aldnesmVLHD58uNL6lEollEplmW316tV7aIzGzN7enj8gBGL/i8X+F4v9Lxb7XzxdnQN9uJOwlJOTE8zMzMrd6ZeSklLpNZ6bm1uF5c3NzdGgQYOHlqnsmACvAR/EnwFisf/FYv+Lxf4Xj+dALNHXgEIThU5OTnBycqqyXFBQENLT03Hs2DF07twZAHD06FGkp6ejW7duFe6jUCjQqVOncoud/PvvvxxCQkRERKQHFAoFOnTogPDwcIwcOVKzPTw8HMOHD69wn6CgIPz+++9ltu3evRsdO3aEhYWFpkx4eHiZeQp3795d6XUjERERERUziNkpW7ZsiYEDB2Lq1KmIjIxEZGQkpk6diiFDhpRZyMTPzw87duzQPH/11VexdetWrF27FpcuXcLnn3+O33//HS+88IKIZhARERHRA+bOnYuvv/4a69atw4ULFzBnzhwkJiZi+vTpAIqHBI8fP15Tfvr06bh69Srmzp2LCxcuYN26dfjmm2/wyiuvaMrMmjULu3fvxgcffICLFy/igw8+wJ49ezB79uy6bh4RERGRQTGIxUwAYPPmzZg5c6Zmlbthw4bh888/L1MmNjZWs0IdAIwcORJr1qxBaGgoZs6ciRYtWmDbtm3o0aNHncZuiJRKJRYtWlRuCA7VDfa/WOx/sdj/YrH/xTO1czBmzBjcuXMHb7/9NpKSkhAQEICdO3dqRoAkJSUhMTFRU97Hxwc7d+7EnDlz8MUXX8DDwwMrV67EqFGjNGW6deuGH374AQsXLsSbb76Jpk2bYuvWrejSpUudt8/QmNr7T9+w/8Vi/4vF/heP50Asfel/maTN2shERERERERERERk1Axi6DERERERERERERHpFhOFRERERERERERExEQhERERERERERERMVFIREREREREREREYKKQ7rN48WLIZLIyDzc3N9FhGbWDBw9i6NCh8PDwgEwmwy+//FLmdUmSsHjxYnh4vnROlQAADDZJREFUeMDKygqPP/44zp07JyZYI1RV/0+cOLHc90TXrl3FBGtkQkND0alTJ9jZ2cHFxQUjRoxAbGxsmTJ8/+uWNueA3wO6s3r1arRp0wb29vawt7dHUFAQ/vrrL83rfP9TXeN1YN3iNaBYvAYUi9eBYvEaUCxDuAZkopDK8Pf3R1JSkuZx9uxZ0SEZtaysLLRt2xaff/55ha9/+OGHWLZsGT7//HMcP34cbm5u6N+/PzIyMuo4UuNUVf8DwMCBA8t8T+zcubMOIzReBw4cwIsvvojIyEiEh4ejsLAQwcHByMrK0pTh+1+3tDkHAL8HdKVRo0Z4//33ceLECZw4cQJ9+vTB8OHDNReCfP+TCLwOrDu8BhSL14Bi8TpQLF4DimUQ14ASUYlFixZJbdu2FR2GyQIg7dixQ/NcrVZLbm5u0vvvv6/ZlpubKzk4OEhr1qwREKFxe7D/JUmSJkyYIA0fPlxIPKYmJSVFAiAdOHBAkiS+/0V48BxIEr8H6lr9+vWlr7/+mu9/EoLXgeLwGlAsXgOKx+tAsXgNKJ6+XQPyjkIqIy4uDh4eHvDx8cHYsWNx5coV0SGZrPj4eCQnJyM4OFizTalUolevXjhy5IjAyEzL/v374eLigubNm2Pq1KlISUkRHZJRSk9PBwA4OjoC4PtfhAfPQSl+D+heUVERfvjhB2RlZSEoKIjvfxKG14H6gT8D9AN//9UdXgeKxWtAcfT1GpCJQtLo0qULvvvuO+zatQtr165FcnIyunXrhjt37ogOzSQlJycDAFxdXctsd3V11bxGujVo0CBs3rwZe/fuxSeffILjx4+jT58+yMvLEx2aUZEkCXPnzkWPHj0QEBAAgO//ulbROQD4PaBrZ8+eha2tLZRKJaZPn44dO3agVatWfP+TELwO1B/8GSAef//VHV4HisVrQDH0/RrQvM5qIr03aNAgzf9bt26NoKAgNG3aFBs2bMDcuXMFRmbaZDJZmeeSJJXbRroxZswYzf8DAgLQsWNHeHl54c8//8STTz4pMDLjMmPGDJw5cwaHDx8u9xrf/3WjsnPA7wHdatGiBaKjo5GWloZt27ZhwoQJOHDggOZ1vv+pLvE6UP/wZ4A4/P1Xd3gdKBavAcXQ92tA3lFIlbKxsUHr1q0RFxcnOhSTVLrS4IOfHKSkpJT7hIHqhru7O7y8vPg9UYteeukl/Pbbb9i3bx8aNWqk2c73f92p7BxUhN8DtUuhUKBZs2bo2LEjQkND0bZtW6xYsYLvf9ILvA4Uhz8D9A9//+kGrwPF4jWgOPp+DchEIVUqLy8PFy5cgLu7u+hQTJKPjw/c3NwQHh6u2Zafn48DBw6gW7duAiMzXXfu3MG1a9f4PVELJEnCjBkzsH37duzduxc+Pj5lXuf7X/eqOgcV4feAbkmShLy8PL7/SS/wOlAc/gzQP/z9V7t4HSgWrwH1j75dA3LoMWm88sorGDp0KBo3boyUlBQsXboUKpUKEyZMEB2a0crMzMSlS5c0z+Pj4xEdHQ1HR0c0btwYs2fPxnvvvQdfX1/4+vrivffeg7W1NcaNGycwauPxsP53dHTE4sWLMWrUKLi7uyMhIQFvvPEGnJycMHLkSIFRG4cXX3wR33//PX799VfY2dlpPjVzcHCAlZUVZDIZ3/86VtU5yMzM5PeADr3xxhsYNGgQPD09kZGRgR9++AH79+9HWFgY3/8kBK8D6xavAcXiNaBYvA4Ui9eAYhnENWCdra9Mem/MmDGSu7u7ZGFhIXl4eEhPPvmkdO7cOdFhGbV9+/ZJAMo9JkyYIEmSJKnVamnRokWSm5ubpFQqpccee0w6e/as2KCNyMP6Pzs7WwoODpacnZ0lCwsLqXHjxtKECROkxMRE0WEbhYr6HYD07bffasrw/a9bVZ0Dfg/o1qRJkyQvLy9JoVBIzs7OUt++faXdu3drXuf7n+oarwPrFq8BxeI1oFi8DhSL14BiGcI1oEySJEk3KUgiIiIiIiIiIiIyFJyjkIiIiIiIiIiIiJgoJCIiIiIiIiIiIiYKiYiIiIiIiIiICEwUEhEREREREREREZgoJCIiIiIiIiIiIjBRSERERERERERERGCikIiIiIiIiIiIiMBEIREREREREREREYGJQiIivZeQkACZTAaZTIbAwEDN9okTJ2LEiBE6r9/b21tTf1pams7rIyIiIiJeAxKRGEwUEpHRmzhxouYi5/7HwIEDtdpfJpPhl19+0W2QWtizZw/+/vvvWjnWJ598AgcHB2RnZ5d7LTc3F/Xq1cOyZcsAAMePH8e2bdtqpV4iIiKiusJrwPJ4DUhEVWGikIhMwsCBA5GUlFTmsWXLllo7fkFBQa0dqzINGjRAgwYNauVY48ePR05OToUXf9u2bUN2djZCQkIAAM7OznB0dKyVeomIiIjqEq8By+I1IBFVhYlCIjIJSqUSbm5uZR7169evcj9vb28AwMiRIyGTyTTPFy9ejMDAQKxbtw5NmjSBUqmEJEnw9vbG8uXLyxwjMDAQixcv1jxPT0/HtGnT4OLiAnt7e/Tp0wenT59+5DZGRUXBxcUF7777bpX1ODs7Y+jQoVi3bl2546xbtw7Dhg2Ds7PzI8dEREREJBKvAXkNSETVw0QhEdFDHD9+HADw7bffIikpSfMcAC5duoQff/wR27ZtQ3R0tFbHkyQJTzzxBJKTk7Fz505ERUWhffv26Nu3L/77778ax7l//3707dsXS5YswYIFC7SqZ/LkyThw4ADi4+M1x0lISMC+ffswefLkGsdCREREZOh4DUhEpoqJQiIyCX/88QdsbW3LPN55550q9yv9RLVevXpwc3Mr8wlrfn4+Nm7ciHbt2qFNmzaQyWRVHm/fvn04e/YsfvrpJ3Ts2BG+vr74+OOPUa9ePfz88881atuvv/6KYcOGYfXq1Xj++ee1rmfAgAHw8PDA+vXrNcf69ttv4eHhgeDg4BrFQkRERKRPeA3Ia0Aiqh5z0QEQEdWF3r17Y/Xq1WW2PeqcK15eXtUemhEVFYXMzMxy88zk5OTg8uXL1Y7h6NGj+OOPP/DTTz9h5MiR1arHzMwMEyZMwPr167Fo0SLIZDJs2LABEydOhJmZWbVjISIiItI3vAYsXw+vAYnoYZgoJCKTYGNjg2bNmtX6MR8kl8shSVKZbfdPcq1Wq+Hu7o79+/eX27devXrVjqFp06Zo0KAB1q1bhyeeeAIKhaJa9UyaNAmhoaHYu3cvACAxMRHPPvtsteMgIiIi0ke8Bqy4Hl4DElFlmCgkIqqChYUFioqKtCrr7OyMpKQkzXOVSlVm/pf27dsjOTkZ5ubmmkmxH4WTkxO2b9+Oxx9/HGPGjMGPP/4ICwsLretp2rQpevXqhW+//RaSJOHxxx9H06ZNHzkuIiIiIkPHa0AiMkWco5CITEJeXh6Sk5PLPG7fvq3Vvt7e3vj777+RnJyMu3fvPrRsnz59sHHjRhw6dAgxMTGYMGFCmSEc/fr1Q1BQEEaMGIFdu3YhISEBR44cwcKFC3HixIkatc3FxQV79+7FxYsX8fTTT6OwsLBa9UyePBnbt2/Hjh07OIE1ERERGRVeA/IakIiqh4lCIjIJYWFhcHd3L/Po0aOHVvt+8sknCA8Ph6enJ9q1a/fQsvPnz8djjz2GIUOGYPDgwRgxYkSZT2dlMhl27tyJxx57DJMmTULz5s0xduxYJCQkwNXVtcbtc3Nzw969e3H27Fn873//g1qt1rqeUaNGQalUQqlU4sknn6xxDERERET6hteAvAYkouqRSQ9OpEBERHolISEBPj4+OHXqFAIDA4XEsH//fvTu3Rt3796t0Tw6RERERFQ9vAYkIhF4RyERkYHo1q0bunXrVuf1+vv7Y9CgQXVeLxERERHxGpCI6hbvKCQik7Z582Y899xzFb7m5eWFc+fO1XFE5RUWFiIhIQEAoFQq4enpWaf1X716VbNqX5MmTSCX8zMmIiIiMmy8BqwarwGJTBMThURk0jIyMnDr1q0KX7OwsICXl1cdR0REREREusZrQCKiijFRSERERERERERERJyjkIiIiIiIiIiIiJgoJCIiIiIiIiIiIjBRSERERERERERERGCikIiIiIiIiIiIiMBEIREREREREREREYGJQiIiIiIiIiIiIgIThURERERERERERATg/wHHvFIbAVK/XwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "response = np.load(RESPONSE)\n", "centre = response['table_centre']\n", "figure, axes = plt.subplots(1, 2, figsize=(13, 4.2))\n", "for curve, colour, label in ((correction, COLOURS['grid corrected'], 'core of E_pred (used)'),\n", " (correction_mean, '#c0392b', 'mean of E_pred')):\n", " axes[0].plot(curve.grid, curve.g_grid - curve.grid, color=colour, lw=1.5, label=label)\n", "for name in LINES:\n", " axes[0].axvline(line_centroid(name), color='k', lw=.5, ls=':')\n", "axes[0].axhline(0, color='k', lw=.6); axes[0].set_ylim(-0.6, 0.3)\n", "axes[0].set_xlabel('E_true [keV]'); axes[0].set_ylabel('g(E) - E [keV]')\n", "axes[0].set_title('MC: where a line of true energy E appears'); axes[0].legend(fontsize=8)\n", "axes[0].grid(alpha=.3)\n", "axes[1].plot(centre, response['table_core_sigma'], 'k.', ms=3, label='core sigma, raw')\n", "axes[1].plot(correction.grid, correction.mc_sigma(correction.grid) / correction.slope(correction.grid),\n", " color=COLOURS['grid corrected'], lw=1.2, label=\"core sigma / g' (true keV)\")\n", "axes[1].set_ylim(0, 0.4); axes[1].set_xlabel('E_true [keV]'); axes[1].set_ylabel('keV')\n", "axes[1].set_title('MC: energy resolution'); axes[1].legend(fontsize=8); axes[1].grid(alpha=.3)\n", "figure.tight_layout()\n", "for name in LINES:\n", " e = line_centroid(name)\n", " print(f\"{name}: g - E = {(correction.forward(np.array([e]))[0] - e)*1000:+.0f} meV, \"\n", " f\"g' = {correction.slope(e):.2f}, MC core sigma {correction.mc_sigma(e):.3f} keV\")" ] }, { "cell_type": "markdown", "id": "2d694291", "metadata": {}, "source": [ "## 2. Spectra\n", "\n", "Per frame, 50 eV bins; grey = outside the 3-30 keV training range." ] }, { "cell_type": "code", "execution_count": 4, "id": "88a7f95b", "metadata": { "execution": { "iopub.execute_input": "2026-09-19T09:10:40.639432Z", "iopub.status.busy": "2026-09-19T09:10:40.639337Z", "iopub.status.idle": "2026-09-19T09:10:49.511881Z", "shell.execute_reply": "2026-09-19T09:10:49.511595Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "histograms = {name: np.histogram(values, EDGES)[0] for name, values in energies.items()}\n", "figure, axes = plt.subplots(2, 1, figsize=(14, 8.5))\n", "for axis, log in zip(axes, (True, False)):\n", " for name, counts in histograms.items():\n", " axis.plot(CENTRES, counts / frames_of[name], lw=1, color=COLOURS[name], label=name)\n", " for name in LINES:\n", " axis.axvline(line_centroid(name), color='k', lw=.4, ls='--')\n", " axis.axvspan(0, 3, color='0.9'); axis.axvspan(30, 40, color='0.9')\n", " axis.set_xlabel('energy [keV]'); axis.set_ylabel('photons / frame / 50 eV')\n", " axis.grid(alpha=.3)\n", " if log:\n", " axis.set_yscale('log'); axis.set_xlim(2, 33); axis.set_ylim(1e-4, None)\n", " axis.legend(fontsize=9); axis.set_title(RUN)\n", " else:\n", " axis.set_xlim(*SPECTRUM_ZOOM)\n", "figure.tight_layout()" ] }, { "cell_type": "markdown", "id": "02b8297f", "metadata": {}, "source": [ "## 3. Line positions and energy resolution\n", "\n", "Grid lines: Gaussian core + a wide Gaussian at the same position (the tails of\n", "section 1) + an erfc low-energy step, on an exp(polynomial) background.\n", "Classical lines: Gaussian + step. Ka is fitted as the tabulated doublet, so the\n", "position is the intensity-weighted centroid. `sigma` is the core width; FWHM is\n", "that of the whole line shape." ] }, { "cell_type": "code", "execution_count": 5, "id": "e00064c3", "metadata": { "execution": { "iopub.execute_input": "2026-09-19T09:10:49.513200Z", "iopub.status.busy": "2026-09-19T09:10:49.513104Z", "iopub.status.idle": "2026-09-19T09:10:54.511973Z", "shell.execute_reply": "2026-09-19T09:10:54.511727Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " table | position [keV] | core sigma [keV] | FWHM [keV] | MC sigma\n", " | direct corr. 3x3 | direct corr. 3x3 | grid 3x3 ratio |\n", "Cr_Ka 5.41 | 5.42 5.42 5.46 | 0.245 0.245 0.398 | 0.58 0.94 0.62 | 0.256\n", "Co_Ka 6.93 | 6.95 6.95 6.99 | 0.265 0.264 0.408 | 0.62 0.96 0.65 | 0.264\n", "Cu_Ka 8.04 | 8.08 8.07 8.11 | 0.305 0.305 0.441 | 0.72 1.04 0.69 | 0.267\n", "elastic | 11.99 11.99 12.05 | 0.311 0.312 0.470 | 0.73 1.11 0.66 | 0.279\n", "grid FWHM: direct output\n" ] } ], "source": [ "fits = {}\n", "for variant, counts in histograms.items():\n", " for group in FIT_GROUPS:\n", " fits[variant, group['label']] = fit_lines(\n", " CENTRES, counts, group['alpha'], group.get('beta'), window=group['window'],\n", " beta_ratio_fixed=group.get('ratio_fixed'),\n", " fit_stretch=group.get('fit_stretch', True), extra_peaks=group.get('extra', ()),\n", " tails=variant != 'classical 3x3')\n", "\n", "\n", "def peak(variant, name):\n", " group = next(g for g in FIT_GROUPS\n", " if name in g['alpha'] or name in [e[0] for e in g.get('extra', ())])\n", " return fits[variant, group['label']]['lines'][name]\n", "\n", "\n", "def fwhm_of(variant, name):\n", " \"\"\"FWHM of the line shape; for the extra peaks (no doublet) from sigma.\"\"\"\n", " line = peak(variant, name)\n", " return line.get('fwhm', 2.3548 * line['sigma'])\n", "\n", "\n", "print(f\"{'':8s} {'table':>6s} | {'position [keV]':^26s} | {'core sigma [keV]':^26s} | \"\n", " f\"{'FWHM [keV]':^20s} | MC sigma\")\n", "print(f\"{'':8s} {'':>6s} | {'direct':>8s} {'corr.':>8s} {'3x3':>8s} | \"\n", " f\"{'direct':>8s} {'corr.':>8s} {'3x3':>8s} | {'grid':>6s} {'3x3':>6s} {'ratio':>6s} |\")\n", "for name in PEAKS:\n", " table = f\"{line_centroid(name):6.2f}\" if name in LINES else f\"{'':6s}\"\n", " positions = [peak(v, name)['mu'] for v in energies]\n", " sigmas = [peak(v, name)['sigma'] for v in energies]\n", " grid_fwhm = fwhm_of('grid direct', name)\n", " classical_fwhm = fwhm_of('classical 3x3', name)\n", " mc = correction.mc_sigma(line_centroid(name)) if name in LINES else \\\n", " correction.mc_sigma(peak('grid corrected', name)['mu'])\n", " print(f\"{name:8s} {table} | \" + ' '.join(f'{p:8.2f}' for p in positions) + ' | ' +\n", " ' '.join(f'{s:8.3f}' for s in sigmas) +\n", " f\" | {grid_fwhm:6.2f} {classical_fwhm:6.2f} {grid_fwhm/classical_fwhm:6.2f} | {mc:.3f}\")\n", "print('grid FWHM: direct output')" ] }, { "cell_type": "code", "execution_count": 6, "id": "d7c0b45e", "metadata": { "execution": { "iopub.execute_input": "2026-09-19T09:10:54.513111Z", "iopub.status.busy": "2026-09-19T09:10:54.513023Z", "iopub.status.idle": "2026-09-19T09:10:55.229598Z", "shell.execute_reply": "2026-09-19T09:10:55.229316Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shown = ('grid direct', 'classical 3x3')\n", "figure, axes = plt.subplots(2, len(FIT_GROUPS) * 2, figsize=(4.4 * len(FIT_GROUPS) * 2, 6),\n", " gridspec_kw=dict(height_ratios=[3, 1]), squeeze=False)\n", "for column, (group, variant) in enumerate((g, v) for g in FIT_GROUPS for v in shown):\n", " fit = fits[variant, group['label']]\n", " x = fit['centres']\n", " axes[0, column].plot(x, fit['counts'], 'k.', ms=2.5)\n", " axes[0, column].plot(x, fit['model'](x), color=COLOURS[variant], lw=1.3)\n", " for part, curve in fit['components'](x).items():\n", " axes[0, column].plot(x, curve, lw=.7, ls='--', label=part)\n", " axes[0, column].set_yscale('log')\n", " axes[0, column].set_ylim(max(fit['counts'].min() * 0.5, 1), fit['counts'].max() * 2)\n", " axes[0, column].set_title(f\"{variant}: {group['label']}\", fontsize=9)\n", " axes[0, column].legend(fontsize=6)\n", " axes[1, column].plot(x, (fit['counts'] - fit['model'](x)) / np.sqrt(np.maximum(fit['counts'], 1)),\n", " '.', ms=2.5, color=COLOURS[variant])\n", " axes[1, column].axhline(0, color='k', lw=.6)\n", " axes[1, column].set_xlabel('energy [keV]'); axes[1, column].set_ylabel('pull')\n", "figure.tight_layout()" ] }, { "cell_type": "code", "execution_count": 7, "id": "48f4f57f", "metadata": { "execution": { "iopub.execute_input": "2026-09-19T09:10:55.230821Z", "iopub.status.busy": "2026-09-19T09:10:55.230692Z", "iopub.status.idle": "2026-09-19T09:10:55.331040Z", "shell.execute_reply": "2026-09-19T09:10:55.330825Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure, axis = plt.subplots(figsize=(7.5, 4.4))\n", "for offset, variant in zip((-0.08, 0.0, 0.08), energies):\n", " axis.errorbar([line_centroid(n) + offset for n in LINES],\n", " [peak(variant, n)['sigma'] for n in LINES],\n", " [peak(variant, n)['sigma_err'] for n in LINES],\n", " fmt='o', ms=5, capsize=3, color=COLOURS[variant], label=variant)\n", "e = np.linspace(min(line_centroid(n) for n in LINES) - 1, max(line_centroid(n) for n in LINES) + 1, 200)\n", "e = e[(e >= 5) & (e <= 30)]\n", "axis.plot(e, correction.mc_sigma(e), 'k--', lw=1, label='MC core sigma (raw)')\n", "axis.plot(e, correction.mc_sigma(e) / correction.slope(e), 'k:', lw=1, label=\"MC / g' (true keV)\")\n", "axis.set_xlabel('line energy [keV]'); axis.set_ylabel('core sigma [keV]'); axis.set_ylim(0, None)\n", "axis.set_title('energy resolution'); axis.legend(fontsize=8); axis.grid(alpha=.3)\n", "figure.tight_layout()" ] }, { "cell_type": "markdown", "id": "32c28598", "metadata": {}, "source": [ "## 4. Reconstruction efficiency\n", "\n", "Without truth, three handles on the 10 000 frames of the classical reference:\n", "\n", "* **isolated photons**: classical clusters with no other cluster within 4 px\n", " that have a grid photon within 1.5 px. Above 5 keV the 2.5 keV classical\n", " threshold finds every isolated photon, so this is the absolute efficiency.\n", " The MC equivalent is photons with no neighbour within 4 px.\n", "* **pile-up**: classical clusters holding two or more grid photons within 2 px.\n", "* **energy balance**: summed reconstructed energy / deposited energy per frame\n", " (calibrated frame minus its baseline)." ] }, { "cell_type": "code", "execution_count": 8, "id": "045ab180", "metadata": { "execution": { "iopub.execute_input": "2026-09-19T09:10:55.332205Z", "iopub.status.busy": "2026-09-19T09:10:55.332119Z", "iopub.status.idle": "2026-09-19T09:10:56.819582Z", "shell.execute_reply": "2026-09-19T09:10:56.819355Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "isolated photons >= 5 keV found: 99.99 % (3-5 keV: 100.0 %; MC: 99.96 %)\n", "grid / classical photon count: 1.067\n", "classical clusters with >= 2 grid photons: 10.2 % (Poisson, second photon within 2 px: 15.0 %)\n", "energy balance: grid 0.9961, classical 0.9991\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "match = reference['classical_match']\n", "found = match >= 0\n", "isolated = reference['isolation_classical'] > 4.0\n", "above5 = classical[:, 3] >= 5\n", "edges_e = np.arange(2.5, 30.01, 0.5)\n", "which = np.digitize(classical[:, 3], edges_e) - 1\n", "fraction = np.array([found[isolated & (which == i)].mean() if (isolated & (which == i)).sum() > 200\n", " else np.nan for i in range(len(edges_e) - 1)])\n", "\n", "mc = json.load(open(EXPERIMENT / 'eval_summary.json'))['1%']['pair']\n", "far = [i for i, edge in enumerate(mc['edges']) if edge >= 4.0]\n", "mc_isolated = sum(mc['n_match'][i] for i in far) / sum(mc['n_true'][i] for i in far)\n", "\n", "figure, axis = plt.subplots(figsize=(7.5, 4.2))\n", "axis.plot(0.5 * (edges_e[1:] + edges_e[:-1]), fraction * 100, 'o-', ms=3,\n", " color=COLOURS['grid direct'], label='isolated classical clusters found by the grid')\n", "axis.axhline(mc_isolated * 100, color='k', ls='--', lw=1, label='MC, isolated photons, 1 %')\n", "axis.axvspan(0, 3, color='0.9'); axis.set_ylim(90, 100.5); axis.set_xlim(2.5, 30)\n", "axis.set_xlabel('classical 3x3 energy [keV]'); axis.set_ylabel('%')\n", "axis.set_title('detection efficiency'); axis.legend(fontsize=8); axis.grid(alpha=.3)\n", "figure.tight_layout()\n", "\n", "multiplicity = reference['grid_per_classical']\n", "occupancy = summary['occupancy_valid_region']\n", "balance = reference['balance'][:, 1].sum()\n", "low = (classical[:, 3] >= 3) & ~above5\n", "print(f\"isolated photons >= 5 keV found: {found[isolated & above5].mean()*100:.2f} % \"\n", " f\"(3-5 keV: {found[isolated & low].mean()*100:.1f} %; MC: {mc_isolated*100:.2f} %)\")\n", "print(f\"grid / classical photon count: {len(grid_subset) / len(classical):.3f}\")\n", "print(f\"classical clusters with >= 2 grid photons: {(multiplicity >= 2).mean()*100:.1f} % \"\n", " f\"(Poisson, second photon within 2 px: {(1 - np.exp(-occupancy * np.pi * 4))*100:.1f} %)\")\n", "print(f\"energy balance: grid {grid_subset[:, 3].sum() / balance:.4f}, \"\n", " f\"classical {classical[:, 3].sum() / balance:.4f}\")" ] }, { "cell_type": "markdown", "id": "4e5818b8", "metadata": {}, "source": [ "## Conclusions\n", "\n", "* **Lines.** The grid separates Cr, Co and Cu Ka cleanly; the classical 3x3\n", " sum shows Cu Ka only as a shoulder. Grid positions within 0.04 keV of the\n", " tables, classical 0.05-0.07 keV high (the LUT reads ~0.9 % high at\n", " 5-8 keV). The pile-up continuum at 13-25 keV is 5-10x lower than in the\n", " classical spectrum.\n", "* **Cr Ka and the training range.** With Cr Ka 2.4 keV inside the 3-30 keV\n", " range, the model puts it at +0.01 keV with a 0.245 keV core (MC 0.256)\n", " straight away. The previous 5-30 keV model, whose edge sat 0.4 keV below the\n", " line, gave +0.03 keV with a compressed 0.18 keV core, and its MC correction\n", " overshot. Here the correction changes nothing (<= 7 meV).\n", "* **Energy resolution.** FWHM 0.58 / 0.62 / 0.72 keV for Cr / Co / Cu Ka and\n", " 0.73 keV for the elastic line, against 0.94 / 0.96 / 1.04 / 1.11 keV for the\n", " classical sum: 31-38 % narrower. The core widths agree with the MC within\n", " +-5 % for Cr and Co; Cu and the elastic line are 12-14 % wider.\n", "* **Efficiency.** 99.99 % of the isolated photons above 5 keV and 100 % at\n", " 3-5 keV (MC 99.96 %). The grid finds 6.7 % more photons than the classical\n", " finder (pile-up), and the energy balance is 0.996." ] }, { "cell_type": "code", "execution_count": 9, "id": "403d0ea6", "metadata": { "execution": { "iopub.execute_input": "2026-09-19T09:10:56.820785Z", "iopub.status.busy": "2026-09-19T09:10:56.820668Z", "iopub.status.idle": "2026-09-19T09:10:56.892665Z", "shell.execute_reply": "2026-09-19T09:10:56.892382Z" } }, "outputs": [], "source": [ "output = dict(\n", " run=RUN, epoch=summary['epoch'], n_frames=n_frames,\n", " photons_per_frame=summary['photons_per_frame'], occupancy=occupancy,\n", " lines={name: {variant: dict(mu=float(peak(variant, name)['mu']),\n", " sigma=float(peak(variant, name)['sigma']),\n", " fwhm=float(fwhm_of(variant, name)))\n", " for variant in energies}\n", " for name in PEAKS},\n", " efficiency_isolated_above5keV=float(found[isolated & above5].mean()),\n", " efficiency_isolated_mc=mc_isolated,\n", " grid_over_classical_count=len(grid_subset) / len(classical),\n", " energy_balance_grid=float(grid_subset[:, 3].sum() / balance),\n", ")\n", "with open(GRID / RUN / 'xrf_energy_analysis.json', 'w') as handle:\n", " json.dump(output, handle, indent=1)" ] } ], "metadata": { "kernelspec": { "display_name": "pytorch_nightly", "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": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 5 }