From f3e19c24ebc5f70ffef174d994c01937963e7a03 Mon Sep 17 00:00:00 2001 From: Kristian Date: Sat, 7 Feb 2026 00:12:44 +0100 Subject: [PATCH] add method to postprocessing class to ask for closest time point to given time, fix issue, that time_index was used for led_params instead of experiment time --- examples/postprocessing.ipynb | 211 ++++++----------------------- ledsa/postprocessing/simulation.py | 34 +++-- 2 files changed, 66 insertions(+), 179 deletions(-) diff --git a/examples/postprocessing.ipynb b/examples/postprocessing.ipynb index 69c0359..2440670 100644 --- a/examples/postprocessing.ipynb +++ b/examples/postprocessing.ipynb @@ -26,14 +26,10 @@ "collapsed": false, "pycharm": { "name": "#%%\n" - }, - "ExecuteTime": { - "end_time": "2025-05-20T13:54:35.999710Z", - "start_time": "2025-05-20T13:54:35.996489Z" } }, "outputs": [], - "execution_count": 11 + "execution_count": null }, { "cell_type": "markdown", @@ -53,14 +49,10 @@ "collapsed": false, "pycharm": { "name": "#%%\n" - }, - "ExecuteTime": { - "end_time": "2025-05-20T13:54:36.020724Z", - "start_time": "2025-05-20T13:54:36.018696Z" } }, "outputs": [], - "execution_count": 12 + "execution_count": null }, { "cell_type": "markdown", @@ -70,29 +62,15 @@ } }, { - "metadata": { - "ExecuteTime": { - "end_time": "2025-05-20T13:54:36.185764Z", - "start_time": "2025-05-20T13:54:36.033101Z" - } - }, + "metadata": {}, "cell_type": "code", "source": [ "# Input Dir (Simulations)\n", "path_simulation = '/Path/to/simulation'\n", "sim = SimData(path_simulation)" ], - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "config.ini loaded\n", - "config_analysis.ini loaded!\n" - ] - } - ], - "execution_count": 13 + "outputs": [], + "execution_count": null }, { "metadata": {}, @@ -105,12 +83,7 @@ "source": "## Plot normalized LED Intensities as a function of height for a specific point in time" }, { - "metadata": { - "ExecuteTime": { - "end_time": "2025-05-20T13:54:36.329226Z", - "start_time": "2025-05-20T13:54:36.198623Z" - } - }, + "metadata": {}, "cell_type": "code", "source": [ "# Parameters for LED line analysis\n", @@ -119,42 +92,23 @@ "window = 1 # Size of moving average window for smoothing\n", "time = 100 # Time point to analyze in seconds\n", "\n", + "# Find closest time point to given time\n", + "closest_time = sim.get_closest_time(time)\n", "# Get normalized LED intensities at specified time and line\n", - "extco_red = sim.get_ledparams_at_led_array(channel=color_channel, led_array_id=led_array_id, window=window, yaxis='height').iloc[\n", - " time, :]\n", + "extco_red = sim.get_ledparams_at_led_array(channel=color_channel, led_array_id=led_array_id, window=window, yaxis='height').loc[\n", + " closest_time, :]\n", "\n", "# Create scatter plot of LED intensity vs height\n", "fig, ax = plt.subplots()\n", "ax.scatter(extco_red, extco_red.index, color='red', s=5, label=\"channel 0\")\n", "ax.grid()\n", - "ax.set_title(f\"Time: {time} s, LED array: {led_array_id}\")\n", + "ax.set_title(f\"Time: {closest_time} s, LED array: {led_array_id}\")\n", "ax.set_xlabel(\"Intensity / -\")\n", "ax.set_ylabel(\"Height / m\")\n", "ax.legend(loc='best')\n" ], - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "text/plain": [ - "
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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 14 + "outputs": [], + "execution_count": null }, { "metadata": {}, @@ -162,12 +116,7 @@ "source": "## Single LED analysis" }, { - "metadata": { - "ExecuteTime": { - "end_time": "2025-05-20T13:54:37.651314Z", - "start_time": "2025-05-20T13:54:36.345227Z" - } - }, + "metadata": {}, "cell_type": "code", "source": [ "# Configuration parameters\n", @@ -177,11 +126,13 @@ "vmin = 0 # Minimum value for color scale\n", "vmax = 200 # Maximum value for color scale\n", "\n", - "# Get RGB channel arrays around LED\n", + "# Find closest time point to given time\n", + "closest_time = sim.get_closest_time(time)\n", "\n", - "red_channel_array = sim.get_pixel_values_of_led(led_id=led_id, channel=0, time=time, radius=radius)\n", - "green_channel_array = sim.get_pixel_values_of_led(led_id=led_id, channel=1, time=time, radius=radius)\n", - "blue_channel_array = sim.get_pixel_values_of_led(led_id=led_id, channel=2, time=time, radius=radius)\n", + "# Get RGB channel arrays around LED\n", + "red_channel_array = sim.get_pixel_values_of_led(led_id=led_id, channel=0, time=closest_time, radius=radius)\n", + "green_channel_array = sim.get_pixel_values_of_led(led_id=led_id, channel=1, time=closest_time, radius=radius)\n", + "blue_channel_array = sim.get_pixel_values_of_led(led_id=led_id, channel=2, time=closest_time, radius=radius)\n", "\n", "# Create figure with 3 subplots for RGB channels and colorbar\n", "fig, (ax1, ax2, ax3, cax) = plt.subplots(ncols=4, figsize=(28 * cm, 20 * cm),\n", @@ -223,37 +174,8 @@ "cax.set_axes_locator(ip)\n", "fig.colorbar(im1, cax=cax, ax=[ax1, ax2, ax3], label=\"channel value\")" ], - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/x3/ws8n0j052hzgsdtmvtyyq7fm0000gn/T/ipykernel_1652/2412729535.py:50: MatplotlibDeprecationWarning: The InsetPosition class was deprecated in Matplotlib 3.8 and will be removed two minor releases later. Use Axes.inset_axes instead.\n", - " ip = InsetPosition(ax3, [1.05, 0, 0.05, 1])\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "text/plain": [ - "
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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 15 + "outputs": [], + "execution_count": null }, { "metadata": {}, @@ -266,12 +188,7 @@ "source": "## Plot extinction coefficients as a function of time for a specific LED array and height" }, { - "metadata": { - "ExecuteTime": { - "end_time": "2025-05-20T13:54:37.805901Z", - "start_time": "2025-05-20T13:54:37.666308Z" - } - }, + "metadata": {}, "cell_type": "code", "source": [ "# Parameters\n", @@ -302,19 +219,8 @@ "plt.tight_layout()\n", "plt.show()" ], - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ], - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 16 + "outputs": [], + "execution_count": null }, { "metadata": {}, @@ -322,12 +228,7 @@ "source": "## Plot extinction coefficients as a function of height and LED array for a specific point in time" }, { - "metadata": { - "ExecuteTime": { - "end_time": "2025-05-20T13:54:37.973139Z", - "start_time": "2025-05-20T13:54:37.818844Z" - } - }, + "metadata": {}, "cell_type": "code", "source": [ "# Parameters\n", @@ -335,23 +236,15 @@ "channel = 0 # RGB channels\n", "window = 20 # Size of moving average window\n", "\n", - "extco = sim.get_extco_at_time(channel=channel, time=time, window=window, yaxis='height')\n", + "# Find closest time point to given time\n", + "closest_time = sim.get_closest_time(time)\n", + "\n", + "extco = sim.get_extco_at_time(channel=channel, time=closest_time, window=window, yaxis='height')\n", "sns.heatmap(extco, cmap='jet', vmax=0.4, cbar_kws={'label': 'Extinction Coefficient / $\\mathrm{m^{-1}}$'})\n", "plt.tight_layout()" ], - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ], - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 17 + "outputs": [], + "execution_count": null }, { "metadata": {}, @@ -367,13 +260,16 @@ "led_array_id = 2 # LED array to analyze\n", "color_channels = [0, 1, 2] # RGB channels\n", "\n", + "# Find closest time point to given time\n", + "closest_time = sim.get_closest_time(time)\n", + "\n", "# Create figure\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "\n", "# Plot extinction coefficients for each channel\n", "for channel in color_channels:\n", " # Get extinction coefficients at specified time\n", - " extco = sim.get_extco_at_time(channel=channel, time=time, window=window, yaxis='height')\n", + " extco = sim.get_extco_at_time(channel=channel, time=closest_time, window=window, yaxis='height')\n", "\n", " # Plot with different colors for each channel\n", " colors = ['red', 'green', 'blue']\n", @@ -383,7 +279,7 @@ "\n", "ax.set_xlabel('Extinction Coefficient / $\\mathrm{m^{-1}}$')\n", "ax.set_ylabel('Height / m')\n", - "ax.set_title(f'Extinction Coefficients at Time {time} s, LED Array {led_array_id}')\n", + "ax.set_title(f'Extinction Coefficients at Time {closest_time} s, LED Array {led_array_id}')\n", "ax.grid(True)\n", "ax.legend()\n", "plt.tight_layout()\n", @@ -393,45 +289,20 @@ "collapsed": false, "pycharm": { "name": "#%%\n" - }, - "ExecuteTime": { - "end_time": "2025-05-20T14:08:09.126241Z", - "start_time": "2025-05-20T14:08:08.970013Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ], - "image/png": 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P43Xq1MmyvPpCOY2zWrVqPseXLFmSAwcOZCvO5s2b88UXX5CYmMhdd91FixYtuPnmmy97XHh4OJ9//jm//fYbycnJmM1mzp49S2pqKidOnPCJ3R+ioqJ8vi5evDg2m837IQZ4kqML78dNmzaRkpLCjTfe6HNsxhzyNWvWeMu+s+OPP/7gl19+YcaMGX4p5S5ZsiTXXnstI0aMYPv27dx5553Ur1+fPn365Gsco0aNolmzZt6ve/Xq9a/Ol52fERs3bqRevXreDzYsFgs9evTgvffeY9++fVku8VerVi2fry/8sOJS27P7Xrjnnnv48ssvWbBgAT169AA8K0i89tpr2XzmHoZh8Morr1CvXj369++fo2NFpOhR0i0iV4WMJW+yMmLECJYsWULJkiWpVKlSrl3zwuV3Mn4Bdbvd3sdOnz7t88FAbsgYUStevLjP4yVKlADwGZ3LbpxZyXidTp48mSmZzEpCQgJut9sbx8Viq1atGqdPnyY5Odk7+pUhMTGR4sWLk5CQkGtNuS72emX32JzE+c/lmDLmlWbHCy+8QK1atZg9ezaPP/44ISEhdOvWjaFDh15yNPTFF19k+fLlfPrpp1x33XWAJ4F4/vnnsdvt2X2qeeafr4nJZMrysX++bwBmzpyZaVQ7IiKC9PT0bF9/3bp1vPLKK/zvf//zJu0ZMj6AyqoJWlJSks+HZRn7JiUl+dxLGaOlGduzYjKZmDFjBp988gnz5s1j+vTplCtXjj59+vDII4/k+AOu3JLTpRUzZIxwZ+dn6dy5c9mwYYPPe8jpdGI2m/nmm28YPnx4pmOyqjzIzvbsvhfq1q1L7dq1+fbbb+nRowd79uzB6XRy7bXXXvb5XGjUqFGcOXOGyZMn+3yIJCJXJ/0UEJGr3qJFi7j++uvZtGkTU6dOpV+/fvly3ZIlS3LmzJlcPyd41km+sJwx4zq5tWZ2+/bt+eqrr9i0aZO3ZPqfDhw4wNGjR2nRogXh4eGYzeYsn+8/YytZsiQRERHMmzcvV2K9lAtfrys5Nr/iNJvNdO/ene7du7N//35mzZrFjBkzSE5O5u23387ymLS0NBYuXEiPHj28SUZRkPE9e/TRR3nkkUeu+DwrV67k5ZdfZsqUKVkmVHXq1MFkMnHo0CGfx91uN3FxcT73fZ06dViwYAGHDh3ySbozjs1q/e8LFStWjMGDBzNo0CDWr1/P1KlTeeONNwgNDc31db7dbjdOpzPHpdLZtXTpUgBviffFJCcnc+DAgSzX5e7bty/ff/89Tz/9dK5UteT0vXDvvffyxhtvsHfvXr799luf5omXYxgGI0aM4Pjx40yZMiXPXmcRKVw0p1tErhpHjhzh7rvv9nns0KFDzJw5k6lTp3LvvfcyYcIE/v77b599rFard86fYRgsXrw4R6NpF9O6dWtiY2MzjT5PnDiRadOmZXn9lJQUfvvtt0ueE2DLli0+j2d83aZNm38dN0C7du1o3rw5c+bMyfK1cLlc9O/fn/nz5wOeedKNGzdm165dOBwOn303b95M5cqVvSPmrVu35uDBg5lGGDdu3MjIkSNzJf4MGa/X1q1bfR7fsWMH//nPfy45Ep0XcV7sXnvhhRdITU0FPNMBXnjhBdq1a8fu3bsvei6n04nL5co0XSKrqQMZI3EZ116/fj1Hjx69oueQ1xo1akRISAi7du3KtG3SpElZJnH/tGTJEu8Id0bCffz4cR5//HHvPhERETRp0iTTvPtt27aRnJzs0438tttuw2KxZNr3zz//JCws7JLvu5MnT3p7GphMJpo0acKkSZMIDw/nr7/+uuxzyal169blaNm8C0vOL+evv/7im2++oVmzZpf9WfPTTz95u/z/00033cTJkyf5448/sn3tS8nJewGga9euBAQEMHv2bBYtWpTtZRldLhfDhw/n7NmzTJgwwZtwz549m9mzZ/+7JyEihZqSbhG5arhcLp8RTbfbzfPPP89LL71EWFgYL7zwAhERETz33HM+iWFkZCSnT5/Gbrdz4MABhgwZkivzvvv3709oaChvvfUWTqcT8PxC/9VXX3mTwYzrHzt2DMMw2LBhA2PGjLnoObt06UKjRo2YMGGCN5k/ePAg06ZN484778zWGsvZNX78eIoVK8aTTz7JkSNHvI+fOHGCIUOGYDKZeOaZZ7yPP/vssyQlJTFx4kRvcjdz5kz27t3LSy+95N2vf//+2Gw2xowZ4/0+HD9+nNdeey3X18lu1qwZt912G9OmTfMuzZaUlMS7775Lo0aNLvl9zos4L3avrV69mhkzZnhft1OnTrF3715atmx50XOFhYXRtGlTFi5c6B1xPXLkSJZz1TOmORw7dgyn08nQoUMzjfAWFGFhYTzzzDMsWLCA5cuXex//7bff+PLLLzPNz/+nhQsXMnDgQO666y62b9/O999/z/fff8/ChQszfeA2bNgwYmNj+fLLLwFPb4J33nmHhg0b0rVrV+9+VapU4ZFHHuGzzz7zvm7bt29n3rx5PP3005ecApCamsqsWbN81nHesWMHycnJPst1zZkzh2uuuYadO3dm41XKPdmpxrHb7Xz//ff07t2bevXq8cEHH1z2mLlz59KxY8cst3Xs2BGTyXTJhmo5kZP3Aniqbtq1a8eXX35JgwYNspwW808Oh4MhQ4awbt062rdvz8KFC7331vLly7Ns5ikiVw+TURDal4qI/Eupqal06tSJhIQEEhMTKVeuXKZ5dE6nE6vVypIlS/j111959913iYuLo2nTpnzyySdMnTqVadOmcfLkSapWrcrgwYO58847OXnyJEOGDOHo0aNYrVb69OlDq1atvOt0g+eX7g8//JA33niDzZs3Ex8fT506dXj55ZeJj4/ngw8+YN++fVSoUIGbb77Zm2RmrNO9ZcsWSpQo4S0zvbB09cCBAzz77LMkJydjtVp55plnKFmypHed7pCQECpUqMDXX3+NzWYjKSnJu063zWbD7XbTrVs3n3W6n3rqqRzFeTHp6el89dVXLFiwALvdjtlsxmw2c/PNN9OrVy/v2uMZtm/fzrhx49i/fz8mk4ny5cszYMCATGsBR0dH895777F582ZKlSqF1Wqle/fu3lLbC9ftjYiIICIigscee4yyZcvy+uuv+7wud999N7fddluW36/IyEjvOt3z588nICAAi8VCp06d+L//+z/MZrPPOt0VKlSgadOmjB07NltxLl++nHfeeccbZ/PmzXn33Xf5z3/+w86dO0lJSaFGjRq8++671KxZM8t77b777uPbb79l3rx5nD59GovFgtPp5Oabb+bJJ5+8ZPnq8ePHGTNmDOvXr6dixYqULl2aypUrM336dGrUqEG/fv28TcdefvllVq5cSXBwME2bNmXEiBGX/N4nJCTQq1cv4uPjiY+Pp0aNGtx0000MHTrUu8+F63RXqVKF2267jWbNmvm8Jk2aNGHUqFE+a9JXqVKFL7/8kpdeeol169Z579OhQ4d6R1AXLFjAJ598QkJCAuHh4ZQvX57BgwdzzTXXXDLupk2bXnQ6QaVKlTL1f9i4cSPvvPMOZ8+exel00rRpU5599tlM97bb7Wbq1Kl899133vdZ7969L1senpaWxtSpU1myZAkulwvwNBTr3bu3T0O4d999lxkzZrBy5cpLzmu+++67OXz4MGfOnCEiIoLAwECf7enp6VSvXp0ZM2Zcdl/wzNHOGHF/6623WLp0Kfv27fO+79xuN6mpqdSsWZMuXbpw++23Y7FYLhrf6dOn+c9//sPu3bupU6cOzz//vM+I965du3juuefYs2cP4GmM9uCDDzJz5kyf9/ubb77prVL45/vsn9shZ+8F8FRDPPHEE0ydOjVbFUK//fYbTz755EW39+/fnwEDBlz2PCJSNCnpFhERESnAkpKS6NSpE506dfpXqxtI9h09epTu3bvz+++/59qKFiJy9dJPEREREZEC7J133qFJkyY8/fTT/g7lqrFw4ULuuusuJdwikis00i0iIiJSgKWnp2dZ+i256/XXX+f222+nfv36dOvWjWnTplGxYkV/hyUiRYCWDBMREREpwJRw54+wsDAGDx5MyZIleeSRR5Rwi0iu0Ui3iIiIiIiISB7RRBURERERERGRPKKkW0RERERERCSPKOkWERERERERySNKukVERERERETyyFXbvfzkyUQKUgs5kwlKly5W4OISyQ7dv1LY6R6Wwkz3rxR2uoelsMq4dy/nqk26DYMC+aYuqHGJZIfuXynsdA9LYab7Vwo73cNSVKm8XERERERERCSPKOkWERERERERySNKukVERERERETyyFU7p/ty3G43Lpcz365nMkFaWhoOh11zWfKQxWLFbNZnTSIiIiIikj+UdP+DYRgkJJwiNTUp36996pQZt9ud79e92gQHhxEeXgqTyeTvUEREREREpIhT0v0PGQl3WFhJbLbAfE3MLBYTLpeGufOKYRjY7ekkJZ0GoHjx0n6OSEREREREijol3Rdwu13ehDssLDzfr2+1mnE6NdKdl2y2QACSkk5TrFhJlZqLiIiIiEieUsZxAZfLBZxPzKRoyvj+5uecfRERERERuTop6c6C5voWbfr+ioiIiIhIflHSLSIiIiIiIpJHNKe7CElLS2PmzBmsW7cGi8WCw+EgMDCINm3a0rHjrZQsWYo333ydVatW0KxZC158caS/Q76kTZs2MHnyBHbu3M7XX8+nQoWKF913y5bNfPjheGw2G3a7naeeGkSDBo3yMVoREREREZHMlHQXEWlpaQwY8Bj16zfkgw8+wmr1fGuXLfuDV155jrNnz9K372M899zLjB490r/BZlOjRjfy6qtjuP/+rpfc7+jRIwwbNoixY8fToEEjNm3awLBhg5k+fRbly1fIp2hFREREREQyU3l5ETF16kc4nQ769x/sTbgB2rZtzz333O/HyPLe11/PJCqqundku1GjG6lSpSpffz3Lz5GJiIiIiMjVTiPdRYDT6eSHH76jV69Hs2wS1qPHwyQlJfo85na7mTTpA3bu3M6pUycZNGgozZq18J5vwoT32LFjO0FBQdjtdnr3fpTWrdsB8Pvvi5k+fRp79/7NW2+NY/78bzl4MJpmzVowZMiwbO+Tca2PP57E2rWrCQsLIyAggAEDhlC9es1sP//169fRsKFvKXmdOtezfv3abJ9DREREREQkLyjpzg7DgJSUvL+O1QxON4SEQA46bMfERJOcnExUVLUst5ctW46yZcv5PLZq1Qo++mgaTz45kLlzZzN27Gjmzl0AgN1uZ9WqlUyfPpOQkBBiYg7Sr98jTJ06g8jIynTocDPFi5dg4MDHiY7ez1tvjeP06VPce29n2rW7iRtuaJytfQA++WQKO3du5+OPP8Nms/Hrr4sYOPBx5sz5npCQ0Gw9/8OH4+jQoaPPY6VLl+bIkcPZfg1FRERERETygpLuyzEMSnS+lYB1a/Ltko6mzTnzw8/ZTryTkpIACA4OyfY1ate+hqpVowBo0OAGxo17m4SEBMLDwwkKCmLixCmEhHjOV6VKVapWrcb69WuJjKzsc56bb74NgJIlSxEVVY09e/7yJtSX2yc9PY3Zs7/i5ZdfxWazAXDLLbczduwYliz5lc6d78rWc0lPT/MenyEgIID09LRsvx4iIiIiIiJ5QUl3dhTwdZ3DwooBkJqamu1jIiIivP8ODfWMKKekJBMeHo7ZbGbjxvX89NMCnE4nZrOZgwcPcOrUySzOU8b775CQUJKTk7O9T2xsLHZ7OjNmfMbcuXO8+5QqVYqEhMRM57mYwEBPCfyFMjq3i4iIiIiI+JOS7ssxmTyjzvlQXm61mnFeQXl51apRhIWFER29n9at22brGLPZkukxwzAAWLJkMW+++Toffvg/6tatD0D//v282y9ksViyPEdO9unff3Cm0fGcqFixEqdPn/J57OTJk1SsWOmKzykiIiIiIpIb1L08O0wmCA3Nvz85HFm3WCzcddd9LFmyOMvtw4YNYeLE8dk+35YtGylXrrw34QZPw7PcFhkZic0WSExMtM/jc+fOZvPmjdk+T+PGTfjrr90+j+3evZPGjZvmRpgiIiIiIiJXTEl3EdGnTz+CgoKYNOl9b4JsGAbffDOLAwf207Nnr2yfKyqqOidOHCcm5iAAcXGx7N37d67HHBgYRPfuPZk7dw4JCQkAHDoUw9dfz6JaterZPs/99z/IgQP72Lp1MwBbtmwiJiaa++7rnusxi4iIiOSXhPSzLDqwkBeXD6PtrGY0/qI+h5Pi/B3WVSE1FdatMzN1agD9+wfRpk0IdeuGsm2b0qdcYxiYjx7BuvpPAmd/RcjYMRR78v8o0ekWStWtRakm9TGdOOHvKHOFysuLCJvNxrhxH/LVV58zYEA/LBYrDoeDatWqM3HiFEqVKg3A+++/y5o1fwIwadL7dO7cjVGjRgIwYsQLDB/+El263MW+fXsZPPhJoqKqU65cOSpVqsxPPy0gODiY6tVr8tFHEwFP2fmYMW8zceJ49u79m6NHj2R7n549e9O372MYhsHjjz9KqVKlsVqtjBw5muLFS7Bp0wYmT57gjW3gwKd9Rt8zlC9fgbFjxzNx4ngCAgKw2+2MHTue8uUr5PXLLiIiIpJr0pxprD26muWxS1ke+webT2zCbbi928MCimF32S9xBrkS6emwa5eZzZstbNliZtMmC3/9Zcbl8q0+tdkM0tSnN2dSU7HEHMRy8ACWg9GYoz1/Ww5GY4k5iOkSPancxUtgcjrIPHm18DEZWU3CvQrExyfyz2fucNg5efIIpUtXICDAlvWBecg7p1vylL+/z0WRyQQREcWyfF+JFAa6h6Uw0/1beDndTrac2HQuyV7K2qOrSXel++xTvXgN2kS2p21kO1pXakvJoFJ+ijbv5Oc97HDA7t1mtmyxsHmz5++dO804HJmnd5Yp46ZRIzcNGrho2NBFo0ZuIiL0JvNhGJiOHz+XSB/AckFSbT4YjeXokUsfbrHgrlQZV9UoXFHVzv0dhTuqGs7qNSEsLJ+eyJXJuHcvRyPdIiIiIiL5wDAMdp/axYo4T5K98vAKEu0JPvuUD61Am0rtaBPZjjaV2lGpWKSfoi38XC7Ys8fsTa43b7awY4eZtLTMCXapUm4aNHDTqJGLBg3cNGzoonx5o6AvYpQ/0tKwHIrBcvCA70j1uT+myzScdhcLxxVVDXdGUp3xJ6oa7kqREBCQT0/Ef5R0i4iIiIjkkZiEg56R7Lg/WB67jBOpx322Fw8sQauKbWgT2Y62ke2pWaIWJmV6OeZ2w4EDJjZvtpz7Y2bbNgspKZlfy/Bwwzt63bChZyS7cuWrOME2DEzx8VmPVEcfwHLk8KUPN5txV4o8P1JdNQr3BSPXRomSBX4J5rympFtEREREJJfEp8azInYpy+OWsiz2Dw4mRPtsD7YG06xCC1pXakfbyHbUi2iAJYulXOXiDAMOHjR5R6+3bPGMZCcmZk7sQkMN6tc/P3rdsKGLqCgD89XWDy09HUtsjCeRPnDBaPW5JNuUknzJw91hxTwj0/8YqXZVjcIdWRlsmrJ5KUq6RURERESuUJI9kVWHV5wbzV7GzpPbfbZbTBZuKNfYM5JdqT03lm9CoCXQT9EWPoYBhw+bvMm1528Lp09nTrCDggzq1s0oEfeMYteo4cZyNXymYRiYTp3yGa02X5BYmw/HYbrEhHnDZMJdsdL5RNonsa6GUarUVT9a/W8o6RYRERERyaZ0Vzrrj65leewfLItdyqbjG3AZLp99ritd91yS3Y4WFVsRZrt8oyXxOHbMxObN55PrzZvNxMdnHpa22Qyuv/58k7MGDdxcc40ba1HObux2zLGHfErAvUn1wWjMSYmXPNwICfUpAXdVjcJV7dzodWQVCNSHQXmlKN+WIiIiIiL/isvtYlv8FpadW8Zr7dHVpDp9lzmKCq/m7TDesmIbyoSU8VO0hcvJkybv6PWuXbB2bShHjmROsK1Wgzp13N452A0buqhTx130KpoNA9OZ01mOVFsORmOOi8XkvvRKR64KFX3LwL1JdjWMiAiNVvuJkm4RERERkXMMw2DP6b9ZHucZyV51eAVn08/47FMmuKy38VmbyHZULlbFP8EWImfOwNatFp8y8UOH/plgmzGbDa65xtNJPGMU+7rr3AQH+yPqPOBwYI6L9R2tPjdSbTkYjTnh7CUPN0JCfEeqq0ad6wpeDVflKhAUlE9PRHJCSbeIiIiIXNXiEmO9jc9WxC3jaLLv2sLFbOG0qtjas4xXZHuuKVlHHcYvISkpI8E+v1TXgQNZdy6rWdMzet2qVQA1a6Zw/fWugr4082WZzp45n0hH/3O0+hAml+uSx7vKV8iiYdm5TuBly2q0uhBS0i0iIiIiV5WTqSdZGbfMUzIe9wcHzu732R5kCaJJhea0Pbdedv0yDbGa9WtzVlJSYPt2s08n8T17zBhG5sSwatXzHcQbNnRTr56L8HBPDhkREUB8vItL9PoqOJxOz2j1BfOqz69ffQDzmTOXPNwICvIdqb4wsa5cBUJC8ud5SL7RT48iJC0tjZkzZ7Bu3RosFgsOh4PAwCDatGlLx463UrJkKd5883VWrVpBs2YtePHFkf4O+ZI2bdrA5MkT2LlzO19/PZ8KFSpedF+3282cOV/x8ceTeeed97nhhsb5GKmIiIgUZEmOJNYcXnUuyV7KjvhtGJzP7swmM43K3kCbSp5y8SblmxFkVZnuP6Wnw86dZp+1sP/6y4zbnTnBjox0ezuIN2jg6SZesqQfgr5CpoSz55LpC0eqz41Wxx7C5HRe8nhX2XJZjla7o6Jwly3H1bdm2dVNSXcRkZaWxoABj1G/fkM++OAjrOdaNy5b9gevvPIcZ8+epW/fx3juuZcZPXqkf4PNpkaNbuTVV8dw//1dL7lfQkICL788nIoVI7Hb0/MpOhERESmo7C47G46tO7eM11I2HFuH0+2bJF1b6jraRLajdaV2tKzYivDA4n6KtmByOGD3brM3ud6yxcKuXWYcjswJdtmybho18iTXjRq5qF/fTZkyBXzI2uXCfDjuH/Oqz8+zNp86dcnDjcBAXFWqZh6prhqFq0pVCA3NpycihYGS7iJi6tSPcDod9O8/2GeOUdu27bnnnvv9GFneS0tL5YknBlC8eAl++OE7f4cjIiIi+cxtuNkev9XbYXzNkT9Jcab47FOlWNVzc7I9iXbZkLJ+irbgcTphzx6zt8HZ5s0Wduwwk56eOcEuXdrtHb3OKBMvX75gJtimpMSsR6oPRmM5FIPJ4bjk8e6IMheMVEfhiqruHb12l6+g0WrJNiXdRYDT6eSHH76jV69Hs2zq0aPHwyT9Y90+t9vNpEkfsHPndk6dOsmgQUNp1qyF93wTJrzHjh3bCQoKwm6307v3o7Ru3Q6A339fzPTp09i792/eemsc8+d/y8GD0TRr1oIhQ4Zle5+Ma3388STWrl1NWFgYAQEBDBgwhOrVa2b7+ZctW46yZctx5MjhHL92IiIiUvgYhsH+s3vPJdlLWRm3jNPpp332iQiOoHWltrSJbE+bSu2IKl7NT9EWLG437N9vYtOm8+tgb99uISUl8++QxYsbPutgN2zoIjLSKDh9vNxuzEcOZzlSbYk+gPnkyUsebgQE4KpS9YLltapfMM+6KkaY1leX3KGkOxsMw8j0aWlesBpmnE43IdaQHHXEjImJJjk5maiorP8zyUhKL7Rq1Qo++mgaTz45kLlzZzN27Gjmzl0AgN1uZ9WqlUyfPpOQkBBiYg7Sr98jTJ06g8jIynTocDPFi5dg4MDHiY7ez1tvjeP06VPce29n2rW7iRtuaJytfQA++WQKO3du5+OPP8Nms/Hrr4sYOPBx5sz5npAQleWIiIiIx5GkwyyL/YPlcUtZEbuMw8lxPtvDAorRsmIrb4fxOqWuxWy6ukciDQOio00+Tc62bLGQlJT598zQUOPc3Gs3jRp55mBHRRWABDspCUvMQZ/Rau/61TEHMdntlzzcXbr0BU3Lqp1bXutcYl2hIlgs+fRE5GqmpPsyDMOg83e3su7omny7ZtPyzfnh7p+znXgnJSUBEByc/U6HtWtfQ9WqUQA0aHAD48a9TUJCAuHh4QQFBTFx4hRCznVOrFKlKlWrVmP9+rVERlb2Oc/NN98GQMmSpYiKqsaePX9lamJ2sX3S09OYPfsrXn75VWw2GwC33HI7Y8eOYcmSX+nc+a5sPx8REREpWk6nnWJl3AqWx/3B8til7D2zx2e7zWyjSflm3pLxhmVuIMAS4Kdo/c8wIC7O5E2uN22ysHWrhTNnMv8+GRxsUK+e64IycTc1arj9Uy3tdmM+fhR2HSdw844LuoCfG62OP3HJww2rFVflKudGq6udm1t9wWh1uObqi/8p6c4GE/7+iO/Sws6VvqSmpmb7mIiICO+/Q881ekhJSSY8PByz2czGjev56acFOJ1OzGYzBw8e4NSpzCU6ERFlvP8OCQklOTk52/vExsZit6czY8ZnzJ07x7tPqVKlSEhIzHQeERERKbpSHCmsOfIny+M8JeNbT2zO1GG8QZmGPh3GQwKu3qWVjh41sXmz+VyS7Um04+MzZ802m0Hdum6fMvHatd1Y8zMLSEnxjFb/c6Q6+oBntDrd0wj3YsXc7pIlsxypdlWNwl2xEvn7ZERyTnfoZZhMJn64++f8KS+3Xll5edWqUYSFhREdvZ/Wrdtm6xizOXMpjXFuYcQlSxbz5puv8+GH/6Nu3foA9O/fz7v9QpZ/lORcyT79+w/WEl8iIiJXGYfLwcbjG1h+rmR8/dG1ONy+ja1ql7zGM5JdqT0tK7aiRFAhWnMqF8XHm7xNzjL+Pno0c4JttRpce63b2+CsYUMX11zj5lxBYd4xDMzHj2E+cL5Z2fl51tFYjh+79OEWC6aqVbFXroqryrlO4FFR3rnWRvESefwERPKWku5sMJlMhAbk/fxiq9WM0+TO8XEWi4W77rqPJUsW8/DD/8m0fdiwIVSpUpX+/Qdn63xbtmykXLny3oQbPA3PcltkZCQ2WyAxMdE+SffcubOpUaMWDRvekOvXFBEREf9wG252ntzhWcYr9g/+PLKKZEeSzz6VwiLPJdmekvHyoRX8FK3/nDmDdw52xlJdsbGZE2yz2eCaa3w7iV93nZugvFpePDX13NzqCzqAZ5SCxxzEdJmKS3d4cVxR1S5YXuv8aLVRuTIR5UuSEJ9IFuM3IoWeku4iok+ffmzduplJk96nX7+nsFqtGIbB3LmzOXBgP88991K2zxUVVZ35878jJuYgVapUJS4ulr17/6ZJk2a5GnNgYBDdu/dk7tw53HTTrYSHh3PoUAxffz2LKVM+zdVriYiISP4yDIMDCftZHutpfLYibikn03ynqpUKKkXrcwl2m8h2VAuvnqNqv8IuMRG2bj2fXG/ebCE6OnOCbTIZ1Kzp9nYQb9jQxfXXu3N3KWjDwHT8+LlR6gMXNC47l2AfPXLpw81m3JGVz3UBr3Z+/epzXxslLl6lcBV9y+UqpaS7iLDZbIwb9yFfffU5Awb0w2Kx4nA4qFatOhMnTqFUqdIAvP/+u6xZ8ycAkya9T+fO3Rg1aiQAI0a8wPDhL9Gly13s27eXwYOfJCqqOuXKlaNSpcr89NMCgoODqV69Jh99NBHwlJ2PGfM2EyeOZ+/evzl69Ei29+nZszd9+z6GYRg8/vijlCpVGqvVysiRoylevASbNm1g8uQJ3tgGDnzaZ/T9Qi+88Czx5xptfPDBe4SFhfH++5MzlbaLiIhI3jmWfNQ7J3t57FJikw75bA+xhtKiYkvPMl6R7bi+dN2rpsN4cjJs327xKRPfu9eMYWTOOKOizncQb9jQTb16LorlxupVaWlYDsWcn1cdHe1TDm5KufR0SndYsaxHq6Oq4Y6sDAFXbyM7kUsxGVlNwr0KxGdRvuJw2Dl58gilS1cgICCvJ79kljGnW/KWv7/PRZHJBBERxbJ8X4kUBrqHpTDz5/17Nv0Mqw6v9MzLjl3KX6d3+2wPMAfQuHzTc+Xi7WlU9gZslqL/f29aGuzY4dvk7K+/zLjdmRPsypXPdxD3LNnlokSJK7ywYWCKj896XvXBaMxHDmO6xE1imEy4K0WeT6QvKAF3RVXDKFkqT4al9TNYCquMe/dyNNItIiIiItmS6kxl7ZHVnpHsuD/YcmIzbuP8gIEJE/XKNPDOyW5WoUW+9MXxJ7sddu/2bXK2a5cZpzNzclq+vG+Ts/r13URE5DDLTE/HEhtzfqT6giW2zAejMScnXfJwd2iYT9m35+8oT1fwSpUhMDBn8YjIZSnpFhEREZEsOd1ONh/feC7JXsq6o2tId6X77FOzRC1aV2pLm8j2tKrUmlJBpf0Ubd5zOuHvv83e5HrzZgs7dpix2zMn2BERvk3OGjRwU758NhJsw8B06pTPvGrvElsHozHHxV5+tLpCxYuMVlfHKF1ak6hF8pmSbhEREREBPM3Pdp3a6S0XX3V4JUmORJ99KoRW9OkwXjGskp+izVsuF+zbZ/ZpcrZ9u5nU1MwJa4kShje5rl/fMx+7UiXj4rmt3Y459pBPCbi3YdnBaMyJCZeMzQgJ8a5b7fm7qmekOqo6rsjK5F0LcxG5Ekq6RURERK5iBxOivct4LY9bRnzqCZ/tJQJL0KpSW9pEtqNtpfbUKFGzyHUYNww4cMDkTa63bPEk2snJmZ9nWJjhnYPtGcF2UbXqPxJsw8B05vT50ekLSsAtB6Mxxx7C5L50Hx9X+QpZzqt2Va2GUaaMRqtFChEl3SIiIiJXkeMpx1kZt4zlsUtZFreUmIRon+0h1hCaVWhBm8j2tI1sx/Wl62ExF53VQAwDYmNN3nWwN2+2sHWrhbNnMyexISEG9eq5fMrEq1c3MJsBhwNzXKwnkV7qO6/aEn0Ac8LZS8cRHOyzVrX7gqTaVbkKBAfn0SsgIvlNSbeIiIhIEZZoT/DpML7r1E6f7VazlRvKNvaMZEe254ZyjQm0FJ1mWkeOmHyanG3ZYubkyczLlAUGGtSt6zsH+5pyp7DFnhupjo7G8ucFHcHjDmFyuS55bVe58lmOVLujonCXLafRapGrhJJuERERkSIkzZnG+mNrWR77B8til7L5+EZchm9yWDei/rk52W1pXqElYbbcWATa/06cMF2QXHtGso8dy5xgBwQYXHedmwb1nTSqGs+NxfdyvbGdoNj9npHqTw541rI+c+aS1zMCA7MYra7u+bpKVQgJyaNnKiKFiZJuERERkULM5XaxNm4t87cvZHnsMtYe+ZM0V5rPPtWKV6dNJU+5eKtKbSkdXPg7jJ8+jU9yvWWLhbi4zAm2xWJQp2oKjSoe4cbwv7nRtJEGCcsJPbQH88xDmJzOS17HXaasT2LtiqrmaVpWNQp3ufJ4as1FRC5OSbeIiIhIIWIYBn+f/sszkh23lFVxK0iw+84fLhtSjjaVPOXibSLbEVmssp+izR0JCbB1q8Wnk/jBg5mTXZPJoHbJ49wYuovG7nU0TVhMo8TlhOxPhf1Zn9uw2XBVqZp5XnXGaHVYWB4/OxEp6pR0FyFpaWnMnDmDdevWYLFYcDgcBAYG0aZNWzp2vJWSJUvx5puvs2rVCpo1a8GLL470d8iXtGnTBiZPnsDOndv5+uv5VKhQMcv91q1bwzffzCI1NZW0tDTCworx5JMDqVmzVj5HLCIikjdiEw95Gp/F/sGKuGUcSznqs714YHFaVWxzbimv9tQqWbvQdhhPToZt2zxzrzdt8oxk79uX9WhyrYADNHauobGxlsasp5GxiWKnkuCU737uiIjM86ozSsIrVNRotYjkKSXdRURaWhoDBjxG/foN+eCDj7BaPd/aZcv+4JVXnuPs2bP07fsYzz33MqNHj/RvsNnUqNGNvPrqGO6/v+sl93vnnTd46KFH6Nr1bgA+/ngSgwc/yYwZcyhZsmR+hCoiIpKr4lPjWRm3jGXnlvKKTjjgsz3IEkTTCi1oG9mOtpHtuOnaNpw+lYJh+CngK5SaCjt2mNmyycyW1els3mLh70OhuI3MSXAUB2jMeu+fG9lACYdnhN8ICMBVuQruqs1IvXCkumoU7qgojLCiMWddRAonJd1FxNSpH+F0Oujff7DPJ9tt27bnnnvu92Nkea9OnWvp3Lmb9+sHHujJ559PY/36Ndxyy+1+jExERCR7khxJrD688lySvZQdJ7f5bLeYLDQqeyNtItvSJrI9jcs1JcgaBHgaYBeGJb3sp5L4a2k8W/9MY/O2ADYdKMXO0xVxGhm/jp5fIqsSsTRmPU1Y502wS5UyLhipvgF31Xs4kzHHukJFsBT810BErk5KuosAp9PJDz98R69ej2ZZStajx8MkJSX6POZ2u5k06QN27tzOqVMnGTRoKM2atfCeb8KE99ixYztBQUHY7XZ6936U1q3bAfD774uZPn0ae/f+zVtvjWP+/G85eDCaZs1aMGTIsGzvk3Gtjz+exNq1qwkLCyMgIIABA4ZQvXrNbD//V199w+drm80GgMPhyPY5RERE8lO6K50NR9exLM6zjNem4xtwun0bel1b6nraRrajTWQ7WlRsRTFbuJ+izSa3G/Oxo1gORuPeF82eTals3hHIxpiybDxdna3O67BTIdNhZTlGE9Zxo2kjN5SJoWGNs5StXfzcSPW1uKLuxF21KifDi/vhSYmI/HtKurPBMCAlJe+vY7WC0+lZXSIn07BiYqJJTk4mKqpaltvLli1H2bLlfB5btWoFH300jSefHMjcubMZO3Y0c+cuAMBut7Nq1UqmT59JSEgIMTEH6dfvEaZOnUFkZGU6dLiZ4sVLMHDg40RH7+ett8Zx+vQp7r23M+3a3cQNNzTO1j4An3wyhZ07t/Pxx59hs9n49ddFDBz4OHPmfE9ISOgVvY47dmwlMDCQli3bXNHxIiIiuc3ldrE9fivL4jzl4muO/EmqM9VnnyrhUbSt5EmyW1dqR5mQMn6K9hJSUrDEHPSsVX3wAOboAxAdw949JjYdLs8GRwPW05hN9CbtgpHrDKVMp7gx7C8alT9Mo9oJNLzBoFyDsp51qyu28vwyBCTl9/MSEclDSrovwzCgc+cQ1q3Lv5Klpk2d/PBDarYT76Qkz39NwcHZXwuydu1rqFo1CoAGDW5g3Li3SUhIIDw8nKCgICZOnELIubUlq1SpStWq1Vi/fi2Rkb7dT2+++TYASpYsRVRUNfbs+cubUF9un/T0NGbP/oqXX37VOzp9yy23M3bsGJYs+ZXOne/K9vPJYBgG06dPo1+/JylRokSOjxcREckNhmGw98welsd5ysVXxi3jTPoZn30igst4RrIrtad1ZFuqhkf5JVYfhoH5+DHM0Z6k2hJ94FyCHY35YDSmY8fYR40LZlY/yEZuIInMc6bDA1JoVOkYDesk06CJhfrtw6lcNxyTqS5Q17vfpRfsEhEp/JR0Z4PJVLC7koSdaw6Smpp6mT3Pi4iI8P47NNQzopySkkx4eDhms5mNG9fz008LcDqdmM1mDh48wKlTJ7M4z/lP4UNCQklOTs72PrGxsdjt6cyY8Rlz587x7lOqVCkSEhIznSc7pk37mHLlytG9+0NXdLyIiMiVOpwUx7JYT7n4irhlHEk+7LO9mC2clhVb0aZSO9pEtqdOqWv902E8NRXLoRhvUm0+l1Rn/DGd+33CAA5SlfU0Zh13sZ7GbOBGzlIi0ylDA53UuzaNBk2sNLzBoGFDF9WqGZjNEUBEpv1FRK4mSrovw2SCH35IzafycjNOpzvH5eVVq0YRFhZGdPR+Wrdum61jzFk0XDHOtTxdsmQxb775Oh9++D/q1q0PQP/+/bzbL2T5R9OSK9mnf//BmUbHr8S8ed/w99+7GT367X99LhERkcs5nXaKFXHLWR77B8vjlrLvzF6f7YGWQJqUb3YuyW5Hw7I3YDXnw69ehoHpxAlPUn0w2jtabc7499EjmQ8B4qjEem5lHU1YH9SaDc6GnHRmnkcdFGRw/fVuGjZ0nfvjpmZN97k+ZuqnIiLyT0q6s8FkgtArm16cIxlzunPKYrFw1133sWTJYh5++D+Ztg8bNoQqVarSv//gbJ1vy5aNlCtX3ptwg6fhWW6LjIzEZgskJibaJ+meO3c2NWrUomHDG7J9rl9/XcTvvy9h7NhxWK1W4uJiOXw4jiZNmuV63CIicnVKdiSz5sgqlp0byd52YgsG5z9INpvMNCzTiDaR7WkT2Y4m5ZsRbM08rzlXpKf7jFZz/DDFdv+NJfrcaHVK5sqzCx0Jqc7aMnew3taSDfb6bDxVjWOJF/yyk+b5KyDAk2A3aOBJrhs0cHHNNW4CAvLmaYmIFEVKuouIPn36sXXrZiZNep9+/Z7CarViGAZz587mwIH9PPfcS9k+V1RUdebP/46YmINUqVKVuLhY9u79O9cT2MDAILp378ncuXO46aZbCQ8P59ChGL7+ehZTpnya7fOsXLmcjz6ayIsvjuTAgX0A7N69i5Mn45V0i4jIFXO4HGw4vt4zkh27lA3H1uFw+47kXlOyDm0iPeXiLSu2onhgidy5uGFgOnnSZ161tww8+gDmI4cx/aNyLPDCw00m3JUicVWN4nj5umwIaM761OvZdKIKm/aX5PBRKxz0vaTFYlCnjmcEu0EDz9/XXusmMBAREfkXlHQXETabjXHjPuSrrz5nwIB+WCxWHA4H1apVZ+LEKZQqVRqA999/lzVr/gRg0qT36dy5G6NGjQRgxIgXGD78Jbp0uYt9+/YyePCTREVVp1y5clSqVJmfflpAcHAw1avX5KOPJgKesvMxY95m4sTx7N37N0ePHsn2Pj179qZv38cwDIPHH3+UUqVKY7VaGTlyNMWLl2DTpg1MnjzBG9vAgU/7jL5neOONVzlz5gwDBz7u8/ijj/5fnrzWIiJSNLkNNztObmd5rKfD+J+HV5Hi9B0xrlysirdcvHWltpQLLX/lF7TbscTGYI4+4B2h9ibVB6MxJ1+6h7c7NAx31ShcUVEEXnsNSWUrcjKiFptSrmHjkUps2W5j82YLMSvNmY41mQxq13bToIGbRo1cNGjg4vrr3QTn0cC8iMjVzGRkNQn3KhAfn8g/n7nDYefkySOULl2BgABbvseUMadb8pa/v89FkckEERHFsnxfiRQGuoevToZhcODsPpbFLmV5nKfD+Km0Uz77lA4qTetzSXabyHZEhVfLfvMzw8B0+lSmDuDekeu42Eyj1T6Hm0y4K1T0rFcdVc2TYGf8iapOYlBptm+3smWLmZ07g1izxs3+/ZkTbIAaNTJKxD1l4nXruggLy/ZLJZKn9DNYCquMe/dyNNItIiIiV42jyUc8I9nnlvKKS4r12R4aEEbLiq28ifZ1pa/HbMo6kQXA4cB8KMan+/eFHcHNiQmXjMcICTmXSFc7l0xHnRu9ro4rsjIEBQGQmgrbt5vZssXC5t8tbNli5u+/zRjGhR8AeOKsUsW3RLxBAxfh4Vf0comISC5Q0i0iIiJF1pm006w8vIIV55Lsv0//5bPdZrbRuHxTz0h2pfY0KnsDARbfLmGmM6czdwDPSKpjD2FyX7pKzVW+QhYj1dVwVa2GUaZMpiVL0tNh1y4zm2d5kuvNmy3s3m3G5co8wl6xoiexbtUqgFq1Uqhf30WpUlf4YomISJ5Q0i0iIiJFRoojhbVHV3vnZW+N34LbOJ8UmzBRv0zDc0l2O5pVaEGIyYY59hCWv6Ox/PpF5tHqs2cueU0jOPh8Ml01Y6Tak1S7KlfhUhOlHQ746y9PYr15s2cke+dOMw5H5gS7TBk3jRqdLxOvX99NuXLGufLGAOLjXSrNFREpgJR0i4iISKFlGAbb4rew+OAvLI9dyrqja7C77T771CpRmzaR7Wgb1pB2MWYiDp3AsvoAloMfYDk4xDNa7XJd8jqucuWzHKl2R0XhLlsu02j1xaSkwA8/WM8l2RZ27DCTlpb52FKl3BeUh3uanZUvb2T3MiIiUoAo6c7CVdpb7qqh76+ISOF3Ou0Uc/+ew5e7ZrDj5DafbRVDK3lGssu1osPxUKJWbMb2v9+w7vjfRc9nBAZmMVpd3fN1laoQEvKvY7bb4Z57Qti40eLzeHi44dPkrEEDF5UrK8EWESkqlHRfwGLx/Cdot6djs2lRyqLKbk8HwGLR7S8iUpi4DTcr45bz5a7p/Lj/B9Jdnp/ngZZAbq56G20rtaO9UY06a/YQOG0JtpXPYkpJ8TmHo259XNfUOd8RPMrTwMxdrjyYL9EwLRe8/nogGzdaKF7c4MEHHeeSbBdRUUZeX1pERPxIWccFzGYLwcFhJCWdBsBmC8z+siC5wO024XJpFDavGIaB3Z5OUtJpgoPDMOs3HBGRQuFI0mFm7f6Sr3bP4GBCtPfx60vX4+HqD/DgkXKUXbwa2x8fYIk56HOsu0xZ7B06ev60uwkjIiKfo/f48UcrU6Z4lqn88MNUbr310uXsIiJSdCjp/ofwcE/Lz4zEOz+ZzWbcl+mAKv9ecHCY9/ssIiIFk8Pl4NeDP/Plrun8FvOrtxlaMVs495dsz6MxZWj6xQ4C1o/0mY9t2Gw4mrXA3t6TaLuur5vt+dZ55eBBE4MGeZb+euopuxJuEZGrjJLufzCZTBQvXppixUricjnz8bpQsmQop08nq/NoHrJYrBrhFhEpwPae3sOXuz5nzl8zOZF63Pt4K2st+uwvzgML9hF2fL7PMc4aNbF36IijQ0fsLdtAaGh+h31Rdjv06xdMQoKJxo1dvPBCur9DEhGRfKak+yLMZjNmsy3frmcyQVBQEAEBDiXdIiJyVUl2JPPDvnl8tWsGq4+s8j5e1hXCI3+H8N/F8dQ+ucf7uLtYOI427Twl4+1vwl01yg9RZ89rrwWyaZOFkiUNPv44lYCAyx8jIiJFi5JuERERyXeGYbDlxCa+2Pk53+39hkR7AgBmA+7cZ+a/69zcuSeFAHcKhsmEo1Gjc0n2zThvbExhyF5//NHKxx97PsCfMCGVyEh9qi4icjVS0i0iIiL5xrvU1/ZP2XFml/fxGqegzyZ4ZDNUSnTjKlcexwMdSe3QEXvbDhilS/sv6CugedwiIpJBSbeIiIjkKbfhZkXMH8xc/QEL4peSbvIkoIFOuG8n9N0IbQ8H4GrWCvuQjpy66WZc117n9wZoV0rzuEVE5EJKukVERCRPHN2/kTl/vMMXZ5cQHXhuvWwTNDwC/90IDyRXJ7TVrTjGdORUi9YFqgHav6F53CIiciEl3SIiIpI70tJg1VJ++3Man6cu4+fyybjNQCAUT4MHd9t4JKA51ze7F3u/jrgrVyHZ3zHnMs3jFhGRf1LSLSIiIlfGMLDs+Rvb74s5sHo+n7vW8nldF8dLAiU9u7SND6NXaDvuaPkYtoGtwWolza9B5x3N4xYRkawo6RYREZFsM505TcDypdh+/w3H8l/5tuRhPmkEK5qc36ecM4ieJW6ie7uhVK/a2H/B5iPN4xYRkYtR0i0iIiIX53Jh3bQB2++/Yfv9Nywb17GhvMHUG2BmT0gM9OxmxsStpVvxYJMnubnqbQRYrq6JzJrHLSIiF6OkW0RERHyYD8dh+/03An7/Dduy3zGfOcOpYPikPkx9DLaVO79vVLEoHrruEbrX6Un50Ar+C9qPFizQPG4REbk4Jd0iIiJXu9RUAv5c6RnN/uM3rH/tBsBtgiXVYOrtAcyr7SLd7AYgyBJEp+pdefi6R2hRsRVmk9mf0ftVdLSJwYM1j1tERC5OSbeIiMjVxjCw/LX7XMn4YgJWr8KUdr692aHiJqbdUZFPaydx0HwWcABQN6I+D13bm3tr3U+JoJJ+Cr7gSE/XPG4REbk8Jd0iIiJXAdPpU9iW/eEpGf9jCZbDcT7bUyMrMu/OWnxW/QyL07fhNjzbw23Fubf2/Tx0bW/ql2noh8gLrtdeC2TzZs3jFhGRS/Nr0r148WJmzZqFw+HAbreTlpZG37596dy58yWP+/XXX/noo48IDAzEbDYzYsQIatWqlU9Ri4iIFAJOJ9aNG7D9vthTMr5pIya327vZCArC0aIV29rX47PK8cw68TPxqUvJWM+rZcXWPHRtbzpV70pIQIifnkTBtWCBlf/9T/O4RUTk8vyadM+cOZMuXbpw1113AbBkyRKefPJJatasSZ06dbI8ZuvWrQwfPpxvv/2WqKgo5s2bR9++fVm4cCFhYWH5GL2IiEjBYo495O0yHrB8KeazZ3y2O+tci719R063a8W3ZY7zxd6ZrD06HmI828uGlKPHNQ/R89qHqV6iZr7HX1hoHreIiOSEX5PuIUOG+CTXTZs2xTAMYmNjL5p0f/zxx7Rv356oqCgAunbtyttvv813331Hr1698iNsERGRgiElBdufKzwl47//hnXP3z6b3SVKYG93E44OHUlv14EN1qN8uWsG3+3pR9JfiQBYTBZurnorD137CB2r3HLVLfWVU5rHLSIiOeXXpLtu3brefzscDqZNm0bNmjVp0aLFRY/5888/eeqpp7xfm81mrr/+elatWqWkW0REijbDwLJr5/nR7DWrMKWfT/oMsxnnjU2wd+iIvUNHnA1v4JTjDN/8NZsvl9/PrlM7vPtGhVfjoWt7X9VLfV0JzeMWEZGcKhCN1F599VV++OEHatasySeffEJoaGiW+50+fZqkpCRKly7t83hERATbtm3L0TVNpisON09kxFPQ4hLJDt2/UtgVlns4vMe92JYs9nnMFVkZx7kk29G2HUbxEt5tG46u5Z7vu5DqTAU8S311qdGNh67rfdUv9XUlfvnF4p3HPXFiKpUrF4x53IXl/hW5GN3DUlhl954tEEn3iBEjePHFF5kwYQIPPvggs2fPpmzZspn2Szu3nInNZvN53GazebdlV+nSxa484DxUUOMSyQ7dv1LYFfh7OOHM+X9brTBhApbHHsNiMhGUxe7WBMObcNeJqMOKR1dQOqR0FnvK5aSlwcsve/49ZAj07FnwmssV+PtX5DJ0D0tRVSCSbgCr1cqgQYOYN28en376KcOHD8+0T1CQ51cKu93u87jdbvduy66TJxMxCsYH1IDnU5LSpYsVuLhEskP3rxR2heYe/uYHgj+aSPCE9zEnJ8ETT2D/7nuSX34VV51rM+3eMLwZ77X/gGf+GMTu+N3837zHmNhxCjaLLYuTy6WMH29j//5Aypd3M3BgMvHx/o7ovEJz/4pchO5hKawy7t3L8WvSbbfbfUatzWYzUVFR7Nu3L8v9S5YsSbFixTh58qTP4/Hx8VSuXDlH1zYMCuSbuqDGJZIdun+lsCvw93BIKClPDyf14UcJffdNgj7/FNsviwhY/AtpPXuRMuwF3OV952c/fN1/KGYL58nF/8d3e+aSkJ7AJ7fN0DJgOXD0qIlx4zy/r7z8cjqhoQXzPinw96/IZegelqLKr5O57rnnnkyPnThxIsvS8gzNmzdnx47zjWAMw2Dnzp20bNkyT2IUEREpaIyyZUl66z1OL19LeqeumNxugr+YTqlmDQl54zVMiQk++3ereQ8z7pxFsDWY32J+pceCe0hIP+un6AufUaMCSUkxceONLu691+nvcEREpJDxa9K9d+9e/vjjD+/X33//PQcOHPCu2w3w4IMPMm7cOO/X/fr1448//uDgwYMAzJ8/H7PZ7HOMiIjI1cBVsxYJn37B6QW/4mjSDFNqKqHj3qFU0wYEfTIFLpiOdVOVW5jT5XvCbcVZfWQVd3/fmRMpJ/wYfeGwYYOZOXM8LcpHj07DrN5zIiKSQybD8F8Rx4wZM/jxxx8xmUxkhPH444/Tvn177z533303zZs395nj/euvvzJ58mSCgoIwm82MGDGCWrVq5eja8fEFa86IyQQREcUKXFwi2aH7Vwq7InEPGwa2n34k9PVXsO7bC4CzWnWSXxqJvXM3b4vVbfFb6f7D3cSnnqBGiZp83eV7IovlbIrW1cLthjvvDGHjRgs9ejj44IOcNW3NL0Xi/pWrmu5hKawy7t3L7ufPpNufCtqbWj9spDDT/SuFXZG6hx0Ogr78nNCxYzDHe0ayHTc2IXnE6ziae6Zi7Tuzh/vn30Vs0iEqhUXydZfvqVkyZx9eXw1mz7YyYEAwoaEGq1cnU65cwbw5itT9K1cl3cNSWGU36VaRlIiISFESEEDaf/pyau1mkoc+hxESQsCGdZToejvhvR/EsudvapSoxQ93/0ytErWJS4ql67zb2HZii78jL1CSkjxzuQGGDLEX2IRbREQKPiXdIiIiRZARVoyUYS9was1mUnv3wbBYCFz0IyXbNiNs6GAqp1j5/u5F1C/TkPjUeO76vhOrD6/yd9gFxvjxNo4dMxMV5eaxx+yXP0BEROQilHSLiIgUYe5y5Ul6Zzynl64m/fZOmFwugj+fRqlmDanywRTmdZxFi4qtSLQn8MAPd7H44M/+DtnvDhww8dFHniXCXnstjcBAPwckIiKFmpJuERGRq4Cr9jUkfD6TM/MX4bixMaaUFELffYuqbdoy73RXbql8K2muNHr/9CDf7fnG3+H61ciRgdjtJtq1c3LbbS5/hyMiIoWckm4REZGriKN5S84s/I2zn3yOs1p1zCeOU3b4cL5/Yx/3h7TE6Xby+K99mb5jmr9D9YulSy389FMAFovBqFHpGU3fRURErpiSbhERkauNyYS9y12cXr6WxDfexl26NMF79zFr+CoeO1gWA4Nnlw7mg43v+TvSfOV0wssve2rJ+/RxcM01bj9HJCIiRYGSbhERkauVzUZa38c4tXYLyUOGYgoKZvKnx3lhmWfzqNUjee3PV7haVhedPj2A3bstlCrl5tln0/0djoiIFBFKukVERK5yRrFwUp5/hVOrN5H28COM+sPM2794tk3cNJ6hi/rhchftuc2nTsFbb3lGuYcPt1OihH/jERGRokNJt4iIiADgrlCRpPcmcPqPPxkQdjv/mw9mN8w4MJunJrbEnnDa3yHmmbfeCuTMGRPXXuuiVy+Hv8MREZEiREm3iIiI+HDVuZaEL+Zw38s/8uX6KAJc8K11F31H18I9fYpn8nMRsnOnmenTAwAYPTodq9XPAYmISJGipFtERESy5GjVho7TNjOrzNOEOEz8XNXOvbuexXRzE2yLFkIRmOttGPDSS4G43SY6d3bQunXRLqMXEZH8p6RbRERELs5spk2Pkcy5ewHFCWJlFbilzT7SnuhB8W53YN2wzt8R/isLF1pZscJKYKDBiBFqniYiIrlPSbeIiIhcVtMqbfjugd8oExTB5grQpq+JI7tWUfKOjhT77yOY9+/zd4g5lpYGI0Z4mqc99ZSdqlUL/8i9iIgUPEq6RUREJFvqRtTjh3t+oXKxKuwpZdCqfwi7IiBo/neUat2E0BeexRQf7+8ws+2jj2zExJipUMHNgAF2f4cjIiJFlJJuERERybbqJWryw90/U6tEbeICUmgzpASruzbF5HQSMnUKpZo2IGT8O5CS4u9QL+nIERPjx9sAePnldEJD/RyQiIgUWUq6RUREJEcqhlVi/t0/06BMI046znBLs138+NkYHPUaYE5KJHTMa5Rq3oigr2aAq2A2Jhs1KpCUFBONG7u4996i1Y1dREQKFiXdIiIikmOlg0vzbbcfaFmxNUmORO479BoLPnudhMlTcVWuguXoEYoNfoqSHVpi+fsvf4frY8MGM19/7VkibMyYNEwmPwckIiJFmpJuERERuSLFbOHM7DyXGiVqkuZKY+ZfX5F+7wOc/mUprqhqAFh37yLw26/9HKmvhQs9C3F36+agYUO3n6MREZGiTkm3iIiIXLFdJ3ew/4ync/kj1/fFtnABJTu2xhJ9AIC0e+4j9Yn+/gwxE6sn56ZMGXUrFxGRvGf1dwAiIiJSOLkNN88vH4qBQffK3bh5+HgCF/0IgKtqFIljx+Ho0NHPUWYWHOz5OzXVv3GIiMjVQUm3iIiIXJGZu75g0/GNFCOQcc/9QuCJVAyrlZT+g0kZ8uz57LaACQnxjHCnpGgyt4iI5D0l3SIiIpJjZ9JOM2rFiwC8uiidCifA0bQ5ie+8j6vOtX6O7tI00i0iIvlJSbeIiIjkiCkxgfcm38nJsLNcdxye/Ks4ie+NIq1nLzAX/HYxGSPdycka6RYRkbxX8P9nFBERkYLBMLAtmM+hLg35OGQHAO8mtSNx+QbSHn6kUCTccOFIt5JuERHJexrpFhERkcsyH4oh7Pmh2H5ZxKBHwW2Gu8JbceM7P1DYeoCfn9Pt50BEROSqoKRbRERELs7pJPjjyYSOHY0pJYUvG1pYXtVFiDWYV7p97O/orohGukVEJD8p6RYREZEsWTeso9jQwVh3bAPgZKtmPNNpH9jjGXzjs0QWq+znCK+MRrpFRCQ/KekWERERH6aEs4SOeY2gT6diMgzcJUuSPGIUI6r+xbEta6hWvDpPNBzg7zCvmJYMExGR/FQ4Op6IiIhI3jMMbD/Mo2SrJgRP+x8mwyDtgQc5tXID2+5oxpRtkwAY3fotAi2Bfg72yoWEeP7WkmEiIpIfNNItIiIimGMOEvbcMwQu/gUAZ/UaJL09HkebdhiGwQs/9MXpdnJr1du5ueptfo723wkO9ox0O50m7Haw2fwckIiIFGlKukVERK5mDgfBUyYR+vYYTKmpGAEBpAx8mpRBz0BQEAALDyxgaezv2Mw2Xm/9pp8D/vcyRrrBM9qtpFtERPKSkm4REZGrlHX9Wk+jtJ3bAbC3bE3S2+Nx1art3SfFkcIrK58HoH+jQVQrXt0vseamgACwWAxcLhMpKSaKFy9si56JiEhhoqRbRETkKmM6e4bQ0a8SNH2ap1FaqVIkjRxNeveeYPJtLjZh0zgOJcYQGVaZgTc846eIc5fJ5BntTkzUvG4REcl7SrpFRESuFoZB4PffEvrSc1iOHwMgrcdDJI0YhVG6dKbdo88eYOKm8QC82moMIQEhmfYprIKDDRITTSQnmwCNdIuISN5R0i0iInIVMB+Mptjwp7EtWQyAs0ZNT6O01m0veswrK58n3ZVO28gOdK7eNb9CzRfqYC4iIvlFSbeIiEhR5nAQPHkCoe++5WmUZrORMngoKQOGQODFl/367eAvLIpeiNVsZUzrsZhMRWtN64wO5lqrW0RE8pqSbhERkSLKunYNxZ4dhHXXTgDsrduSNHYcrpq1LnlcuiudF1cMB+D/6j1B7VLX5Hms+e38SLeSbhERyVtKukVERIoY05nThI56leDPpwF4GqW9Oob0Bx7M1CgtK1O2fMj+s/soG1KOoU2G53W4fhESkjHS7edARESkyFPSLSIiUlQYBoHffUPYy89jPnEcgNSevUh+5TWMUpkbpWXlcFIc760fC8CIFq9TzBaeZ+H6k0a6RUQkvyjpFhERKQLMB/Z7GqX9sQQAZ63ankZpLVvn6DwjV71IijOFZhVacF/t7nkRaoFwfk63nwMREZEiT0m3iIhIIWY6c5rgzz4h5L2xmNLSMAIDSRnyLClPDbpko7SsrIhbxry932I2mRnT5u0i1zztQhnl5RrpFhGRvKakW0REpJAxH4ohcNGP2BYtJODPlZicTgDsbdqT9PZ7uKrXzNH5kh3JfLjpfSZt/gCAR67vQ72I+rket7+5XLB8uYVZswJYuNDzK1B6up+DEhGRIk9Jt4iISEFnGFi3b8W2cAGBixZi3bHNZ7OzzrWkDBhC+n3ds9UoLYPL7WLOXzMZs+Y1jqUcBaB5hZa80OyVXA3f3/bvNzFrVgBz5gRw+LDZ+3idOi66dnX6MTIREbkaKOkWEREpiOx2AlatIPDnhdh+/glL7CHvJsNsxtGsBfbbO5F++524q1XP8emXxf7BiJUvsuOkJ4GvGh7FKy1eo3P1bkWirDwxEb7/PoBZs6ysXXv+153ixQ3uucdBjx4OGjZ05+QzChERkSuipFtERKSAMCUmYPvtV2yLfsS2+FfMCWe924yQEOztO5J++53Yb7kdo3T2upH/057Tf/Pqqpf45eAiAMJtxXm68TD61utHoCVnc8ALGrcbVqzwlI//+KPVO1/bbDbo0MHFgw86uPVWJ0FBfg5URESuKkq6RURE/Mh8OA7booUELvqRgJXLMTkc3m3uMmVJv+0O7Lffib1NewgOvuLrxKfG8/a6MXy+41Nchgur2cqj1/+XZ5oMp1TQlSXwBcWBAyZmz/aUj8fGni8fr1XLRY8eTu6/30H58oYfIxQRkauZkm4REZH8ZBhYdu443whtyyafzc5atb1l484bm4DZfJETZU+aM43/bfuI8RveIdGeAMDt1ToxosVr1ChR61+d25+SkmD+fCuzZgWwevX5X2fCww3uvttTPn7DDSofFxER/1PSLSIiktecTgJWr8K26EcCFy3EEnPQu8kwmXA2aUb67Z2w33Enrhq5kwgbhsG8vXMZvfpVYhI916sX0YDXWo2hVaU2uXKN/OZ2w6pVnvLxBQuspKR4MmqTyaB9e0/5+O23q3xcREQKFiXdIiIiecCUlEjA778R+NOP2Bb/jPnMGe82IygIe/ubPCPat9yOUaZMrl573dE1vLLyBTYcWwdAhdCKvNDsFe6/pgdm078bOfeH6GgTc+Z4ysdjYs7HX6OGmwcfdHDffQ4qVlT5uIiIFExKukVERHKJ+dhRbIsWehqhLV+KyW73bnOXLk36rXdgv70T9nYdICQk169/MCGaUX+O5Pt93wIQYg1lwA2DeaLBAEICcv96eSkpCRYs8JSPr1p1/teVYsUM7rrLUz7euLHKx0VEpOBT0i0iInKlDAPLX7vPzc/+kYCNG3w2O6tV94xm39EZZ5OmYLHkSRhn088wbsM7TN36EXa3HRMmel7bi+eavkS50PJ5cs284HbD6tWe8vH5833Lx9u29ZSP33GH89/0kxMREcl3SrpFRERywukkYN0abD/9SOCiH7FEH/DZ7LixsWd+9u2dcNW+hrwcinW4HHy+cxpvr3uDU2mnAGgb2YFXW47m+oi6eXbd3BYT4ykfnz07gIMHz5ePV6/upkcPB/ff76BSJZWPi4hI4aSkW0RE5HKSk7H9scQzov3rIsynTnk3GYGB2Nu085SN33YH7nJ5P7JsGAY/R//Ea3++zN4zewCoXfIaRrYcRccqt2IqBDXXycnw44+e8vEVK87/OhIW5ikf797dSdOmLpWPi4hIoaekW0REJAum48cJ/OUnz/zsZX9gSkvzbnOXLIn95ts8I9odOkJYWL7Fte3EFkasepEVccsAiAiO4NkmL9Druv9gNRfs/9YNA9assTBrlpXvvw8gOfl8+Xjr1i569HDQqZMzL6a7i4iI+E3B/t9ZREQkH1n2/E3AQk/ZuHXDOkzG+ZJmV5Uo0u+4E/vtnXA0awHW/P0v9EjSYcaseY05f83EwCDQEshj9Z9i4A1DCA8snq+x5FRsrKd8fNasAKKjz5ePR0WdLx+vXFnl4yIiUjQp6RYRkauXy4V1/ToCf/4RfvmJkn//7bPZ0bCRpxHa7Z1wXXtdns7PvpgkRxIfbnqfSZs/INWZCsA9te7jxeYjqVysSr7Hk10pKReWj1swDM9rFxpq0K2bgx49nDRrpvJxEREp+pR0i4jI1SU1FdvS37Et+pHAXxZhjj/h3WQEBOBo3fZcI7Q7cVeo6LcwXW4Xs//6ijfWvM6xlKMANC3fnFdbjebGck38FtelGAasXWth9mwr8+YFkJR0PqNu3dpJ9+4OOnd2EhrqxyBFRETymZJuEREp8kzx8dh+XUTgTz9iW7oEU2qqd5s7vDj2W24l6IH7ONWkFe6wcD9G6rH00O+MWPUiO09uB6BqeBSvtHiNztW7FcgmaXFxJr7+2lM+vn//+fLxKlU85eMPPOCgShWVj4uIyNVJSbeIiBRJlv17sf200DM/e90aTG63d5srsjLpt5+bn92iFSZbAEERxTDiE8GPueHfp/7i1T9f4teDPwMQbivO042H0bdePwItgf4LLAupqfDTT1Zmzgxg2bLz5eMhIQZduzrp0cNB8+YuzObLnEhERKSIU9ItIiJFg9uNddMGAhctxLboR6x/7fbZ7KjXAPvtd3rmZ9et55f52RdzIuUEb68bw4ydn+EyXFjNVh69/r8802Q4pYJK+zs8L8OA9evNzJoVwLx5ASQmnn8NW7b0JNqdOzvzs5m7iIhIgaekW0RECq+0NGwrlmL7aSG2X37Ccuyod5NhteJo2cbTcfy2O3FHVvZjoFlLc6bx8dbJvL/xXRLtCQDcXq0TI1q8Ro0Stfwc3XlHjmSUj1vZu9fifbxyZTcPPOCge3cHUVEqHxcREcmKkm4RESlUTKdPYfv1Z8+I9pLFmFKSvdvcYcWw33wL9ts7Ye94C0bxEv4L9BIMw2De3rmMWj2SQ4kxANQv05BXW46mVaU2fo7OIy0NFi3ylI8vXWrB7T5fPt65s2dUu2VLlY+LiIhcjpJuEREp8MwHowlc9CO2RQsJWL0Kk8vl3eaqUNFbNu5o1QZsNj9Genlrj6xhxKrn2XBsPQAVQivyQrNXuP+aHphN/s1gDQM2bjxfPn727Pny8ebNPYl2164qHxcREckJJd0iIlLwGAbWLZs8y3r9tBDrrh0+m53X1fU0QrujE876DQvU/OyLiT57gNdXj+CHffMACLGGMuCGwTzRYAAhASF+je3oUU/5+OzZVv7++3z5eGSkp3z8gQccVK+u8nEREZEroaRbREQKBrudgBXLPCPaP/+E5chh7ybDYsHRvCX2OzqRftuduKtG+S/OHDqbfob31r/NJ9umYHfbMWGi57W9eK7pS5QLLe+3uNLS4JdfrMyaFcCSJefLx4ODDTp18oxqt26t8nEREZF/S0m3iIj4nWXfHorf1cm3EVpIKPabbvaMaN9yG0bJUn6M8MocTT7CTXNaE596AoB2kR0Y2XI010fU9W9cR03ccksIx46dz6ibNnXSo4eTrl0dhPt/qXIREZEiQ0m3iIj4XfDE97EcO4o7ogzpd3TGfsed2Fu3g6Agf4f2r+w5/TfxqScoZgvn41umcVOVWzAVgFL4v/82c+yYmaAgg8cft9O9u4MaNVQ+LiIikheUdIuIiF+ZEs4S9N03AJyd9gXO5i38HFHuCQ0IBaBEYAk6Vr3Vz9GcV7KkJ8EuXtzghRfsfo5GRESkaNNMLRER8avAb+ZgSknBeU0dnM2a+zucXBUa4GnznWRP9HMkvkqU8CTdp0+bMDTALSIikqeUdIuIiP8YBsHTpwGQ1vvRQtGFPCfCziXdyY7ky+yZvzJGuu12E8kFKzQREZEiR0m3iIj4jXX9Wqy7dmAEBZF2fw9/h5PrMsrL7W47dlfBKeMODYWAAE/ifeZM0fqgQ0REpKBR0i0iIn4T/PmnAKR3uwejREk/R5P7MsrLAZIdSX6MxJfJdH60+/RpJd0iIiJ5SUm3iIj4henMaQK//xaA1N6P+jmavBFgCSDQEghAUgFKugFKlfIk3adOKekWERHJS0q6RUTEL4K+noUpLQ3ndXVxNm7q73DyTEGd153RTE3l5SIiInlLSbeIiOQ/wyDoXGl5ahFsoHahgtrBPKO8XCPdIiIieUtJt4iI5DvrmtVY/9qNERJC+n0P+DucPJXRTK2gjXRnlJdrTreIiEjeUtItIiL5Lnj6JwCk3X0fRnhxP0eTt7wj3QVsTneJEp6/lXSLiIjkLSXdIiKSr0ynThK44Hvg3NrcRdz5ke6ClXSre7mIiEj+UNItIiL5Kmj2TEzp6TjqNcDZ8AZ/h5PnwmzFgII30p1RXq5GaiIiInlLSbeIiOQfwyBohqeBWtojfYp0A7UMBXVOd0b3cjVSExERyVtKukVEJN8ErFqBde8e3KFhpN9zn7/DyRfeJcMKWPdyNVITERHJH0q6RUQk3wR9Pg2A9HsfwAgr5udo8kdogV+n279xiIiIFHVKukVEJF+YTpwgcMF8ANIeKfoN1DKEFdDu5ReOdLvdfg5GRESkCFPSLSIi+SJo1peYHA4cjW7AWa+Bv8PJNwW1e3nGSLfbbSIhwc/BiIiIFGFKukVEJO+53QRnNFDr3cfPweQvb/dye8FKuoOCICRE87pFRETympJuERHJcwHLl2KJPoC7WDhpd93r73DylXek21mw5nSD1uoWERHJD0q6RUQkzwV/7hnlTr+/O4SG+jma/OWd013ARrrhfNKttbpFRETyjpJuERHJU6Zjx7D9tACA1KustBwu7F5ecJNurdUtIiKSd5R0i4hIngqeOQOT04mjcVNc113v73DyXaitYHYvB5WXi4iI5AervwNYuHAh33zzDS6Xi6SkJCpVqsSwYcOIjIzMcv8JEyawePFiwsPDvY8VL16ciRMn5lfIIiKSXW43QV9MByC199WzTNiFzncv15xuERGRq5Hfk+5hw4YxefJk2rRpg9vt5rnnnuO///0v8+fPx2azZXnMCy+8QLNmzfI5UhERySnTqVNYYg4CYO9ws5+j8Y+Nx9YDYDX7/b9cH6tWWZg3LwDwdDIXERGRvOH38vKbbrqJNm3aAGA2m+nVqxcHDhxgx44dfo5MRET+LaN0aZy1rwHA9vtiP0eT/06mnuTlFc8B8ESD/n6O5ry5c6088EAwZ8+aaNzYRe/edn+HJCIiUmT5Pen+4IMPfL4ODAwEwG7XLwAiIoWeyUT6PfcDEPTt134OJv+NWPUCJ9NOcm2p6+jfaLC/w8Ew4IMPbDzxRDB2u4nOnR3MnZtCiRL+jkxERKToKli1bsDmzZspW7YsN9xww0X3mTt3LhMnTsThcFC1alWeeuopqlSpkqPrmArY9LWMeApaXCLZoftXLiX9nvsIfXMUAcv+wHziOEbZsv4OKZO8uId/j/mNOX/NxISJcR0mEGjNespUfnE6YfjwQD7/3BPHE0/YGTkyHbPfP36Xf0s/g6Ww0z0shVV271mTYRhG3oaSfXa7nS5dujB06FBuueWWLPf55ptvSEpK4uGHH8ZsNvPhhx8yffp0fvzxR8qVK5fPEYuISLY0bw5r1sD778PAgf6OJs8l25OpN7keB84cYFCzQYy/fbxf40lMhO7d4aefPL8gjB9/VXwbRERECoQClXQ/99xzlC9fnsGDB2f7GJfLRdu2bbnvvvsYMmRIto87eTKRgvPMPb8ElS5drMDFJZIdun/lcoI+nkzYi8Nx3NiYs4uW+DucTHL7Hh6x8kUmbZ5AZFhllj+4hrBzy4b5w9GjJnr2DGbbNgvBwQYffZTGnXc6/RaP5D79DJbCTvewFFYZ9+7lFJjy8nfeeYegoKAcJdwAFouFSpUqERMTk6PjDIMC+aYuqHGJZIfuX7mYtG73Evry8wRsWI9p/37c1ar7O6Qs5cY9vPn4Rj7a8iEAb7cbR2hAmN/eF7t3m3nwwWDi4sxERLiZMSOVG290631aROlnsBR2uoelqCoQM7k+/vhjjhw5wiuvvALA9u3b2b59e5b7jho1KtNjx48fp0KFCnkao4iIXDmjbFkcbdsDEPTdN/4NJg85XA6G/D4At+Hmnlr307HqrX6LZflyC507hxAXZ6ZGDTc//pjCjTe6/RaPiIjI1crvSffMmTOZP38+vXr1YseOHWzbto3ff/+dv//+G4AHH3yQcePGefdfsmQJv/32m/frr7/+mlOnTnHvvffme+wiIpJ9aee6mAfOnVNkhzImb5nAjpPbKBVUilGt3/JbHF9/baVHj2ASEkw0a+bkxx+TqVataL7mIiIiBZ1fy8uTkpJ47bXXcLvddO/e3WfbG2+8AUBaWprP8mFDhgxh+vTpfPbZZzgcDgICAvj000+pUaNGvsYuIiI5Y+/UBePZwVj3/I1l+zZc9er7O6Rctf/MXt5e5/m/67VWbxARHJHvMRgGjBtn4803PctvduvmYMKENIKC8j0UEREROcevSXdYWBi7du265D7fffedz9ddunShS5cueRmWiIjkAaNYOPZb7yDwh3kEffs1yUUo6TYMg2f+GES6K532lW/i/to98j0GhwOGDQvkyy89S4I99ZSdl1/WkmAiIiL+pv+KRUQk33hLzL/7BtxFZ37xV7tmsPLwckKsIbzdbjymfF5sNjERHn44mC+/tGE2G7z5ZhojRijhFhERKQj037GIiOQbe8dbcIcXx3I4joDVq/wdTq44lnyUkX++BMBzzV6ianhUvl7/yBETXbqE8PvvVkJCDKZPT6VPH0e+xiAiIiIXp6RbRETyT1AQ6Z27AhA492s/B5M7XlgxjLPpZ2hYphH/V++JfL32zp1m7rgjhJ07LZQp42bevBRuu82VrzGIiIjIpSnpFhGRfJWeUWL+w3dwQaPMwmjh/gX8sG8eFpOF9zpMxGK25Nu1ly610KVLCIcPm6lVy8VPP6XQsGHRKdkXEREpKpR0i4hIvnK0aoOrXHnMZ85g+/23yx9QQCWkn+W55c8A0L/RYOpG1Mu3a8+aZeXBB4NJTDTRooWTH39MoUoVLQkmIiJSECnpFhGR/GWxkH7XvQAEfjvHz8FcuddXj+Ro8hGqF6/B042H5cs1DQPeftvGwIHBOJ0m7rnHwZw5qZQokS+XFxERkSugpFtERPJd+r3nSswXLYSkJD9Hk3OrD69i+o5PAHiv/QSCrcF5fk27HQYNCuLttz1rcA8alM6kSWkEBub5pUVERORfUNItIiL5ztmgEc7qNTClphL40wJ/h5Mjac40nvljIAC9rvsPLSu1zvNrJiRAz57BzJoVgNls8Pbbabz4ol1LgomIiBQC+u9aRETyn8l0vqHat4Wri/n4je+w58zflA0pxystXsvz68XFeZYEW7bMsyTYF1+k8sgjWhJMRESksFDSLSIifpGRdNv+WIIpPt7P0WTPzpM7+GDjewC80eYdigeWyNPrbdvmWRJs1y4LZcu6mT8/hZtv1pJgIiIihYmSbhER8QtXzVo4GjTC5HIROP87f4dzWS63i2f+GIDT7eSOap3pXL1rnl5vyRILXbuGcPSomWuu8SwJVr++lgQTEREpbJR0i4iIfxgG7sjKANh+XeTnYC7tbPoZHl30EBuOraeYLZw327yDyWTKs+tt326md+9gkpNNtG7tZMGCFCpX1pJgIiIihVGuJt3z5s3LzdOJiEhR5XIRNnQQgT/OByC9691+DujidsRv55av27EoeiGBlkDGd5hIhbCKeXa9tDR48skg7HYTHTs6mTUrleLF8+xyIiIiksesV3JQXFwcu3fvJjEx0efxjz/+mLvuuis34hIRkaLK4aBY/34EfTcXw2wm6b0JpD/4sL+jytLs3V8xbNkQUp2pVC5WhWm3zaBB2UZ5es3RowPZvdtCRISbDz5Iw2bL08uJiIhIHstx0v3xxx8zfvx4ihcvTnCw77qkJ0+ezLXARESkCEpLI/z/HiHw558wrFYSJ08lvds9/o4qk3RXOi+veI7Pzq3FfVOVm5l08/8oFVQ6T6+7dKmFKVM8Wfb776dRpoxKykVERAq7HCfdc+fOZcGCBVSvXj3Ttr59++ZKUCIiUgQlJVH8kQexLV+KERREwrQZ2G++zd9RZRKXGEvfn3ux8fgGTJh4pvFwhjZ5DrMpb9ugnD4NAwcGAfDII3ZuuUVdykVERIqCHCfdNWvWzDLhBhg3bty/DkhERIoe05nTFH/wPgI2rMMdVoyEL2bjaNna32FlsvTQ7zz2Sx9Opp2kRGAJJt88lY5Vb83z6xoGDBsWxJEjZqpXdzNyZHqeX1NERETyR44/tu/VqxczZ87k2LFjGIZv2Vv//v1zLTARESkaTMePU+KuTp6Eu2RJzs6dX+ASbrfhZszyMTzww92cTDtJ/TIN+fX+ZfmScAN8842V778PwGIxmDw5ldDQfLmsiIiI5IMcj3SHhoby1Vdf8dprr+VFPCIiUoSYYw9R/L6uWPfvw1W2HGe//h7Xtdf5OywfZ9PP0P+3x/g5+icAHrq2N2+0eYcga1C+XP/QIRPPPee51tChdho10lrcIiIiRUmOk+4XXniBm266iaFDh/o0UjMMgzfeeCNXgxMRkcLLsn8vxe/tiiUuFlflKpz5+nvc1Wv4Oywf2+O30WfRw0QnHCDQEsgbbd/h4Wsfybfru1zQv38QiYkmGjd2MWiQPd+uLSIiIvkjx0l3eHg4Q4YMyXLbc889968DEhGRws+yYzslHrgL84njOGvU5Ow383FXivR3WD4uXA6sSrGqfNtjLlVttTHysWH4hx/a+PNPK6GhBh9+mIr1ihbyFBERkYIsx3O6GzVqxKFDh7LctmLFin8dkIiIFG7WDesocfednoT7+nqcmf9zgUq4013pPLt0CAOWPE6qM5WbqtzM4geWcmPFG/M1jm3bzLz1lmd5sNGj06hWTcuDiYiIFEU5/kz9xIkT3H///Vx33XWUKVMGs/l83r58+XKGDh2aqwGKiEjhEbByOeEPd8ecnISjcVPOfvU1RomS/g7LKzbxEP/9uXem5cAs5rxdDuyfUlPhiSeCcDhM3HmngwcfdObr9UVERCT/5DjpXrlyJR06dMiLWEREpBCz/bqI8L69MaWlYW/TnrPTv4KwMH+H5bX00O889uujnEo7la/LgWVl1KhA/v7bQtmybt59Nx2TyS9hiIiISD7IcdLdvn17Ro0aleW2MWPG/OuARESk8AmcN5diT/4fJqeT9NvvJOHjzyAof7p/X47bcPPBxvd4c+0o3Iab+mUa8sltn1M1PMov8fz+u4X//c9TVv7BB2mULq2ychERkaLMZPxzse2rRHx8Yr42y7kckwkiIooVuLhEskP379Ut6MvPCXt6ACbDIO2e+0mc8BEEBPg7LCD7y4Hl1z186hS0axfKsWNm+vSx8+ab6Xl3Mblq6GewFHa6h6Wwyrh3L0d9UkVE5IoFT/mQsJefByC116MkjX0PLBY/R+Xxz+XA3mzzLg9d19tv8RgGDB0axLFjZmrVcvHKK0q4RURErgZKukVEJOcMg5B33yJ0rGdaUcqTA0ke8ToFZXLy7N1f8ezSwaS50qhSrCqf3PY5Dco28m9Ms60sWBCA1WoweXIaISF+DUdERETyiZJuERHJGcMgdORLhEyeAEDycy+RMuTZApFwp7vSeWnFc0zf8QkAN1W5mck3T6VkUCm/xnXwoIkXXvCUtA8fbqd+fbdf4xEREZH8k62kOzo6mqioqDwORURECjyXi7BhQwie8RkASaPeJLXfk/6N6ZyLLQdmNuXvcmD/5HLBU08FkZRkolkzJ/372/0aj4iIiOSvbCXdPXv2pFixYrRp04a2bdvSvHlzbDZbXscmIiIFicNBsf79CPpuLobZTNJ7E0jr2cvfUQEFazmwf5owwcbatVbCwgwmTkwrKFPeRUREJJ9kK+leuXIl27ZtY9myZUyYMIFBgwbRpEkT2rVrR9u2balcuXJexykiIv6Ulkb4/z1C4M8/YVitJE6eSnq3e/wdFW7Dzfsb3uXNtaMwMPy+HNg/bdliZuxYz4fUY8akUbWq2vKKiIhcba5oybBTp06xfPlyli1bxooVKyhZsqQ3AW/atCkBBWSpmEspaEsSaKkEKcx0/xZtpqREwns/iG3FMoygIBKmzcB+823+Divby4FlR17cwykpcMstIezZY6FLFwdTp6YVhGnvUgTpZ7AUdrqHpbDK0yXDSpUqRbdu3ejWrRuGYbB582aWLVvGu+++y8GDB3nhhRe49957r+TUIiJSgJhOn6J4z/sI2LAed2gYCV/OwdGytb/DYnv8Nh5d9BAHE6ILxHJgWXnttUD27LFQvrybt99Wwi0iInK1+tfdy00mE40aNaJRo0YMGjSI+Ph4EhMTcyM2ERHxI9Px45R44C6sO7fjLlGCs7O+xXlDY3+HVSCXA/un336zMG2ap6z8gw/SKOXf5ukiIiLiR7m+ZFhERAQRERG5fVoREclH1q2bCf/vI1iiD+AuU5YzX3+P67rr/R0WY9eO4Z31bwIFZzmwf9q82cyAAZ4S93797LRv7/JzRCIiIuJP/l1HRURECha3m+CPJlLijo5Yog/gqlyFMz8sKhAJ93d7vvEm3M80Hs5Xnb4pcAn3F18E0LlzCPHxZq67zsWLL6b7OyQRERHxs1wf6RYRkcLJdOIExQY+TuBvvwKQfmcXEsdNwCjp/8R264nNDP79KQCeajiI4U1f9HNEvlJT4fnnA/nqK09J+e23O5g4MY3gYD8HJiIiIn6Xa0l3SkoKISEhuXU6ERHJRwG//0Z4/8cwnziOERRE0mtvkPZIHwpC96/jKcfpvfBBUp2pdKxyCy81H+nvkHzExJjo0yeYrVstmM0Gzz9vZ8AAO2bVkomIiAhXUF4+YsSITI+lpKTwwAMPMG7cuFwJSkRE8ondTuirL1Oi+92YTxzHWedaTv/8B2n/6VsgEm67y06fRQ9zODmOmiVq8dEtn2AxW/wdlteSJRZuuSWUrVstlC7tZs6cVAYNUsItIiIi5+X414IDBw5keiwkJIQFCxawbt26XAlKRETynmX/Xkp0voWQD98HIPU/fTn98x+4rr3Oz5F5GIbB88uHsvboasJtxfn8jlkUDyzh77AAcLvhnXdsPPhgMKdPm7jhBheLF6fQtq2apomIiIivbJWXr127lrVr1wIQFxfHxIkTM+2TkJDAmTNncjU4ERHJG4FzZhI2/BnMyUm4S5Qgcfwk7Hd29ndYPqZt/x8zdn6GCRNTbvmEmiVr+TskAM6cgSefDGbxYs9/oY88YmfUqHQCA/0bl4iIiBRM2Uq64+LiWLNmDeBJrjP+ncFsNlOqVClef/313I9QRERyjSkxgbDhzxD0zWwA7C1akTjpf7grRfo5Ml8r45bz0orhALzU4lU6Vr3VzxF5bNtm5tFHg4mJMRMUZDB2bBo9ejj9HZaIiIgUYNlKuu+++27uvvtuAIYPH85bb72Vp0GJiEjus27aQPhjfbBEH8CwWEh59nlSBj0DloIzRxrgYEI0fX/uhctwcW+tB+jfcJC/QwJg1iwrw4YFkZZmokoVN59+mkq9em5/hyUiIiIFXI7ndF8q4f7zzz//VTAiIpIH3G6CJ4ynRKdbPGtvR1bmzLyfSHl6WIFLuJMcSfRe+CCn0k7RsEwj3uswAZOfG7qlp8PQoYEMHBhMWpqJW25xsnhxshJuERERyZYrWjIsJSWFmJgYkpKSMAzD+/jYsWP57rvvci04ERH5d8zHjlLsqcewLfsdgLSud5P0zniMEiX9HFlmbsPNgN8eZ9epHZQJLstnd3xFsNW/C13Hxpro2zeYTZssmEwGw4bZGTJE3clFREQk+3KcdM+bN49XX32V1NTUTNv8PRohIiLn2Rb/TLEBj2M+eRIjOJik0WNJe6h3gVgKLCvvrR/Lj/vnYzPb+PT2L6kYVsmv8SxdauHxx4M4edJMiRIGH32Uyk03qTu5iIiI5EyOk+7Jkyczbtw4GjduTFhYmM+2Xr165VpgIiJyhdLTCR01gpApkwBwXl+PhCnTcNW+xs+BXdyP+39g7LoxAIxtN46mFZr5LRa3GyZMsPHGGzbcbhP167uYNi2VKlWMyx8sIiIi8g85TrorVqxI+/bts9w2efLkfxuPiIj8C5a9eyjW71ECtm8FIOX/Hif55dcgKMjPkV3czpM7eGpxPwD+r97j9LzWfx/gnj0L/fsHsWhRAAAPPWTnjTfSC/LLJyIiIgVcjmeltW7d2rtm9z+NGjXqXwckIiJXwDAI+moGJW9uQ8D2rbhLleLsF7NJHj22QCfcJ1NP0vunB0lxJtMmsj2vthrjt1i2bYNbbgll0aIAAgMN3nsvjXHjlHCLiIjIv5Otke7evXv7fD1p0iRKly5N2bJlMV/QTWb37t25G52IiFyW6ewZwp4dTNC8bwGwt2lH4ocf4y5fwc+RXZrD5eD/fnmEmIRoqoZH8b9bP8VqvqL+nv/aN99YefppSE01ExnpZtq0VBo2VHdyERER+fey9dtNbGws99xzj/frpk2bZrlfXFxc7kQlIiLZYl23hvAn/osl5iCGxULy8y+T+tSgArcUWFZGrHqBFXHLCA0I4/M7ZlEqqHS+x2C3w4gRgXzyiQ2A9u2dTJ6cRunSmr8tIiIiuSNbSXfXrl3p37//Zfez2Wz/OiAREckGl4uQD94jZOwYTC4XripRJEz5BOeNTfwdWbZ8ufNzpm6bAsCkm//HtaWvy/cYjhzxLAe2fr3nA4qXXoL+/VO1HJiIiIjkqmz9ajF48GDvvzdu3HjR/fr16/evAxIRkUszHzlM8fu6EvrG65hcLtLuuY/TS5YXmoR7zZHVDFs2BIDhTV/kjmqd8j2GlSstdOwYwvr1FsLDDb78MoXXXy8UBQIiIiJSyOR48tzYsWMZN24chpG59M5qtVK2bNlcCUxERDKzLVpIsUFPYD59GiMklMQ33yG9e88Cu/b2P8UlxtJn0cM43A661LiLp28clq/XNwyYNCmAUaMCcblMXH+9Zzmw6tVVTi4iIiJ5I8dJ9+bNm7npppsuut1ms9G5c2deeOEFQkND/1VwIiJyTloaYa++RPAnHwPgqN+QxCmf4KpRy8+BZV+qM5X/LHqIE6nHua50Xd6/aRKmfPywICkJBg4MYsECz3Jg99/v4O230wgJybcQRERE5CqU46T79ddfZ9myZfTs2ZOKFStiMpmIi4tj7ty5dOjQgYoVKzJz5kzeeecdRowYkRcxi4hcVSx/7Sa836NYd+0AIOWJASS/8AoEBvo5suwzDIMhvz/FlhObKB1Ums/vmElYQFi+Xf/vv808+mgQe/ZYCAgwGDUqnf/8x1FYCgRERESkEMtx0r1o0SKmTp3qMzpRpUoVmjVrxhNPPMGUKVNo0KABPXv2zNVARUSuOoZB0IzPCHv5OUypqbgjypAw8SMcN93i78hybMKm8Xy75xusZiuf3DaDKuFV8+3a339vZdCgIFJSTFSs6OaTT1K58UYtByYiIiL5I8dJ94kTJ7IsBzSbzRw5csT778BCNAIjIlLQmE6fotjTAwn8cT4A9g4dSZgwBaMQ9s1YfPBnRq8eCcDo1mNpWal1vlzX4YDXXgtkyhTPyhpt2jj56KM0ypTR/G0RERHJPzleGCU0NJTRo0dz+PBh72NxcXGMGjWKsDBPqWBMTAyJiYm5F6WIyFXEsmM7JW9qTeCP8zECAkgaOZqzM+cWyoR735k9PPZrXwwMel/Xh0fr/jdfrpuQAPfdF+xNuAcOTGf27FQl3CIiIpLvcjzSPWbMGPr3788XX3yB5dzaKi6Xixo1ajBx4kROnTrFsGHD6Nq1a64HKyJS5BkGxZ4ZgCUuFme16iROmYaz4Q3+juqKGIbB0D8Gk2hPoHmFloxpMzbfrj1mTCB//mklLMxgwoQ0OnVy5tu1RURERC6U46S7WrVqLFiwgJUrV7J//34AatSoQcuWLb1l57NmzcrdKEVErhIBK5YRsHEDRlAQZ+b/jFGunL9DumIL9n/PysPLCbIE8eHNH2Oz2PLlutu3m/nsM0+H8s8+S6VtW1e+XFdEREQkKzlOugFMJhOtW7emdWvfeXm//PILt956a64EJiJyNQoZ/y4AaT17FeqEO8WRwoiVLwLQv9FgKherki/XNQx44YVA3G4T3bo5lHCLiIiI32Ur6bbb7QQEBGAymVi3bt1F95s8ebKSbhGRK2TduB7b8j8wrFZSnhrk73D+lQ83v09s0iEqhUXSv9HgfLvut99aWb3aSkiIwciR6fl2XREREZGLyVbSfeutt1K9enWmTZtGr169LrpfVl3NRUQke0Lefw+A9HsfwF05f0aG80Js4iEmbhoPwMiWowgJCMmX6yYlwauvelbOGDTITqVKapomIiIi/petpHvChAmEhoYC0KRJE2bMmJHlfpdKyEVE5OIsu3cR+NMCDJOJlAFD/B3Ov/LqqpdJdabSsmJruta4O9+u+957No4eNRMV5eaJJ+z5dl0RERGRS8lW0l2vXj3vv0eOHHnR/S61TURELi5kwjgA7Hd2wVX7Gj9Hc+VWxa3g+33fYjaZGdX6rXyrgNq71+RdHmzUqDSCgvLlsiIiIiKXleN1umvUqEFKSgpz587l008/BWD9+vWcPXuWGjVq5HqAIiJFnflgNIHffg1AyqCn/RzNlXO6nbywYhgAva97lLoR9S5zRO4wDHjxxSAcDhO33OLk1lvVPE1EREQKjhwn3Xv27KFjx46MHj3auzTYX3/9xQMPPMDOnTtzPUARkaIu5MP3Mblc2Nt1KLRrcgPM2PkZO09up0RgCZ5r9lK+XXfRIiu//27FZjN4/fW0fLuuiIiISHbkOOl+8803eemll9i4cSNly5YF4KGHHmLKlCm8++67uR6giEhRZjp2jKCZXwCQMnion6O5cqfTTvHmmtcBGN70RUoFlc6X66amwssve5qnPfGEnerV1TxNRERECpYcJ912u51OnToBvt3Ko6KisNvVuEZEJCdCpnyIKT0dR+OmOFq29nc4V2zsujGcTj/NtaWu45Hr++bbdT/80EZMjJmKFd0MHqz/g0RERKTgyXHSnZiYiNP5/+3dZ2AU1dfH8e/2BBJqpJeAEEUBRQEpIr33IkVBUVRULCjWx/ZXsXdsiCIoKFICAaR3RDqCdOkdpJOebfO8WEmIgGRDym7y+7zRzJ29c3ZzdtmTuXPGfdH22NhYTp06lSVBiYjkB6azZwgZPRKAxCeHQJDednHrqS2M2vwdAENvfw+rOUM9Oq/agQMmhg3zNU/73/9S+OcmGyIiIiIBxe9vRg0bNuS+++6jX79+JCQksGbNGvbs2cPYsWNp2bJldsQoIpInhX7/Leb4ONzVbsTZsnVuh5MphmHw8rLn8RpeOlTuTKNyjXPs2K+95iA52UTDhm46d774j8EiIiIigcDvovvpp5/ms88+49lnnyUlJYV+/frhcDjo378/TzzxRHbEKCKS9yQkEDriK+CfjuVmvxceBYRf90xj2eGlhFhC+F+DoTl23MWLLcyYYcNiMXj77ZRgXSQgIiIi+YDfRbfFYuHpp59m0KBB7N+/H4CKFSvicDiyPDgRkbwq9KcfMJ8+jadiJCmduuZ2OJmS5E7if8tfAuDRWk9QoVDFHDmu0wkvveT7N2fAABfVqnlz5LgiIiIimZGhUyubNm26aJvD4SAqKoqoqKjUgvtS+4mIyL84nYR+9TkAiY8/BdacuQY6q321YRgH4w5QpmBZHq/1VI4d97vvbOzcaSEiwsuzz6bk2HFFREREMiNDRfcHH3yQockyup+ISH4WMmk8liOH8ZQsRXKvu3I7nEw5FHeQYX98DMBrDd6koC1nupj9/beJDz7w/aH35ZdTKFw4Rw4rIiIikmkZOr2yevVqqlWrlt2xiIjkfR4PocN8xWrSI49DkF6a88aKV0hyJ1GvdAO6VOmec8d9w0FCgolbbvHQu7eap4mIiEjgy1DRXalSJR566KHUnw3D4Ntvv73kNhERuTzHr1Ox7tmNt0gRku65L7fDyZQVR34nZtdkzCYzbzV6H1MOdTFbtcrCxIk2TCaDd95JDtbecyIiIpLPZKjo7tChA127pm/0ExMTc9G2o0ePZl1kIiJ5jWEQ+tk/Z7kffATCwnI5IP95vB7+77fnAOhbrT81ImrmzHE98OKLvlUBd9/tolYtNU8TERGR4JCh8wSDBg3K0GQZ3U9EJD+yL5yHbfNGjAIFSXpgYG6Hkyljt/3AllObKOwowou3vZJjx/3xRxubN1soXNjg//7PmWPHFREREblaWpwnIpJDUs9y33s/RtFiuRyN/84mn+GdVW8A8FydFykeWjxHjnv6NLz7ru8s9/PPpxARYeTIcUVERESyQoaK7i+++CJDk2V0PxGR/Ma2cjn2lcsx7HaSHnkst8PJlPfXvM3p5NNcV/R6+t/4QI4d9+23HZw5Y6JaNQ/9+7ty7LgiIiIiWSFD13TPnDmTcuXKpdt28uRJYmJiLtrvsceC88ukiEh2Cv3sIwCSe92Nt1TpXI7Gf9tObWXU5u8AGHr7e9gsthw57p9/mhkzxnesd95JCdZbmouIiEg+lqGvL3v27OGFF164aPu/t+VUB1sRkaCRkkLBN17BsWAehtlM4mNP5nZEfkl2JzNy0wg+/eNDPIaHtpU60Lh802w/7pEjJr76ys6YMTYMw0S3bi4aNPBk+3FFREREslqGiu46deowZsyYK+7Xr1+/qw5IRCSvsOzaSfhD92HbvBGAxGdfxFupci5HlTFew8ukHeN5d9VQDsUfBKBasRt5+/b3s/W4e/aY+OILO+PH23C5fH/IveUWD6+/npKtxxURERHJLhkqup999tkMTZbR/URE8jTDwDH+Z8JfeAZTYgLe4sWJG/Y1zpZtcjuyDFl0YAFvrnyNzSd9fywoXbAML9R9mZ7X9cFitmTLMbdtM/PZZ3ZiYqx4vb5iu359N4MHO2nSxIMWUomIiEiwylDRXbNmxu7DmtH9RETyKlNcLGHPPkXI5IkAOBs1Ju7LEUFxHfemE3/y+opXWXpoEQDh9kI8ecvTPFjzEUKtodlyzD/+MPPpp3Zmz067Rrx5czdPPumkXj0tJxcREZHgp5Y0IiJZxLp+HYUeug/L/n0YFguJz79E4uNPgSV7zg5nlQOx+3ln1ZtE75wAgM1s4/7qDzL41mez5bZghgG//27h00/tLF3q+2fIZDLo0MFXbNes6c3yY4qIiIjkllwvumfOnMmkSZPweDzEx8dTtmxZnnvuuYu6pV9o3rx5DB8+HIfDgdls5rXXXqNq1ao5GLWIyAW8XkK/+pyCb7+Oye3GU74CsV+PxF33ttyO7D+dST7Np+s+YuSmb3B6nQB0q9qDF+q+QmThSll+PMOA+fMtfPKJg7VrfX+IsFgMevRw8/jjTqKiVGyLiIhI3pPrRfdzzz3H119/TaNGjfB6vbzwwgs88MADTJs2DbvdftH+Gzdu5Pnnn2fy5MlERkYSExPDgAEDmDlzJmFhYbnwDEQkPzMdP06hxwdiX7QAgJSOXYj7eBhG4SK5G9h/SHYn892mb/jsj484l3IWgEZlG/Nq/Te4qUStLD+exwO//mrl00/tbNniK7YdDoO77nIxaJCTChWMLD+miIiISKAw53YAzZo1o1GjRgCYzWb69evH3r172bJlyyX3HzFiBE2aNCEyMhKATp064fF4mDJlSk6FLCICgG3RAoo1bYB90QKMkBDiPvyM2O9+CNiC2+P1MH77z9T/+RbeWPEK51LOUq3YjfzSIZpJnaZlecHtcsG4cVZuv70gDz4YypYtFgoUMHj0USdr1ybw3nspKrhFREQkz8v1M93Dhg1L97PD4QDA6XRecv8VK1YwaNCg1J/NZjM33ngjy5cv1y3LRCRnOJ0UfHcoBb74FAB3tRuI/WYUnuur5W5cl2EYBosOzueNFa+x9dRmAMoULMsLt73MnVG9s7wjeVIS/PyzjS+/tHPokO9vu0WKGDzwgJMHH3RStGiWHk5EREQkoOV60f1vGzZsoESJEtxyyy0XjZ05c4b4+HiKF0/f2CciIoJNmzblVIgiko+Z9+2l0MP3Y/tjHQBJ/QcQ//rbEJo93b2v1sYTG3h9xav8dmgxAIXshXny1iE8UGNglnckj4uDUaPsDB9u4+RJX7F9zTVeHnnESf/+LnQFkIiIiORHAVV0O51ORo4cyauvvorNZrtoPDk5GeCia73tdnvqWEYF2j1fz8cTaHGJZER+yV/7lEmEDRmMOS4Wb+EixH/6Bc4OnQjEp70/dh/vrHyT6J2+W5fZzXYG1HiIwbWHUCwkazuSnz4N335r59tv7Zw753s1ypf38thjTu66y0VISJYeLlvklxyWvEn5K8FOOSzBKqM5G1BF96uvvkrbtm1p2bLlJcdD/vnm9u+l506nM3Uso4oXD89ckNksUOMSyYg8m78JCfD44zBqlO/nhg0x//wzhSpUyN24LuFU4ine+u0tvlzzJU6P77Py7hp3M7TZUCKLRGbpsY4cgY8/huHDfS8RwHXXwYsvwl13mbHZQoAgqLgvkGdzWPIF5a8EO+Ww5FUBU3R/+OGHhISEMHjw4MvuU7RoUcLDwzl16lS67SdPnqR8+fJ+He/UqTiMAOrfYzL5PmgCLS6RjMjL+WvZtJHwh+7DumsnhslE0tPPkvjMC2C1wsm43A4vVZI7iW83DuezdR8T6zwHwB3lmvBqgze46ZqbwQ0nsyje/ftNfPGFnZ9/tuF0+v7EW6OGh8GDnbRv78ZigXPnsuRQOSYv57DkfcpfCXbKYQlW53P3SgKi6B4xYgRHjx7lgw8+AGDzZl+jn+rVq1+0b7169dJ1NjcMg61bt/Lwww/7dUzDICDf1IEal0hG5Kn8NQxCRn5D2P9exuR04ilVmrivv8PVsNE/47kb3nker4eJO37h3VVDOZJwGIAbi9fglfqv07R8c0wmU5b9Tv76y8ywYXYmT7bi8fiK7bp13Tz1lJNmzTypS6yCOQfyVA5LvqP8lWCnHJa8KteL7nHjxjFt2jSGDh2aWkwvXryYsmXLUr16dfr06UPdunV56qmnAHjooYe477772L9/PxUrVmTatGmYzWa6dOmSi89CRPIS0+lThA8ehGP2TABSWrcl7tOvMIpn7bXQV8MwDBYemMcbK15j22nfZ2fZsHK8eNsr9IjqhdmUdXeE/PNPM59+amfmTCuG4ausmzTxFdv16nl0DZ6IiIjIf8jVojs+Pp433ngDr9dLr1690o298847gK952oXXcNesWZN3332Xp556ipCQEMxmMyNHjiRMbXFFJAvYli8j/JEHsBw9gmG3k/DamyQ98HBAdXf58/h63ljxKr8dXgJAYUcRBt/yDANqPESINeuuoV650sInn9hZtCjtn4p27VwMHuzk5pu9WXYcERERkbzMZBj5cxHHyZOBdc2IyQQREeEBF5dIRuSJ/HW7KfDRexT45ANMXi/ua6sQN2IU7ho35XZkqfbH7uOdVW8weeckwNeR/IGaD/PkLU9TNKRYlhzDMGDRIl+xvWqVr9i2WAy6dnXzxBNOrr8+bxbbeSKHJd9S/kqwUw5LsDqfu1eS68vLRURym/nQQQo98gC2VSsASOrTl/i33idQbix9KukUn677gO83f4vL68KEiR5RvXjhtpcpH541HdS9Xpgxw8pnn9nZuNECgN1u0Lu3i8cecxIZqW9BIiIiIpmholtE8jX7jOmEPzUI89mzeMPCif/wU1K63ZnbYQHnO5J/zWd/fEycMxaAxuWa8mr9N6hxTdacgXe5YPJkK59/bmfHDl+xXaCAwT33uHjkESelS6vYFhEREbkaKrpFJH9KSiLstf8jdPRIAFy1biF2+Pd4K1XO5cB8Hckn/DWOd1cP5WjCEQCqR9Tk1fpv0KR8syw5RnIyjBtn48sv7Rw44Gu6VriwwYABTh580EXx4iq2RURERLKCim4RyXcsf22n0EP3Yd3m6/qdOOhJEl58Bez2XI3LMAwWHJjLmyteY9vprQCUD6/AC3VfpntUzyzpSB4fDz/+aOPrr+38/bdvvogILw8/7OK++5yEX/myJBERERHxg4puEck/DIOQsT8Q9vLzmJKS8EZcQ+wX3+Bq1iK3I2P93+t4Y8Wr/H7kNwCKOIow+NZnub/6g1nSkfzMGRg50s6339o5c8bXib1sWS+DBjm56y4XBQpc9SFERERE5BJUdItIvmA6d5awIU8SMm0KAM7GTYn9YgRGyZK5Gtfec3t4Z9UbxOyaDIDD4uCBGr6O5EVCil71/MePmxg+3MaoUXYSEnzFduXKXp54IoUePdy5fXJfREREJM9T0S0ieZ51zSoKPTwAy8EDGFYrCf/3GkmPPg7mq1+unVmnkk7x8dr3GL1lZGpH8juv680LdV+mXHj5q57/4EETX35p5+efbSQn+4rtG27wMHiwk44d3VgsV30IEREREckAFd0ikvcYBpbt27AvWoB90Xxsy5Zi8njwVIwk9pvvcd9SO1fCOpN8mgUH5jFn7yzmH5hLgisegKblm/NK/TeoHlHjquY/cMDEvHlW5syxsmyZBbfbV2zfequHp55KoWVLDybTVT8NEREREfGDim4RyRNMp09hX7oY26IF2BcvxHL0SLrx5G49iH//E4xChXM0rj1ndzF73yzm7pvFqqMr8Bie1LEaETfxav03aFy+aabm9njgjz/MzJ1rZe5cK9u2pT993aiRm6eectKwoYptERERkdyioltEgpPbjXXtGuyL52NftADrhvWYjLTbXBkhIbga3I6zSTOczVriibouZ8Lyull7bDVz9s1izr6Z7Dq7M914tWI30qZSW1pFtqVWiVv97kgeHw+LFlmZN8/K/PkWTp5Me7zZbHDbbR5atXLTqpWHqlW9WfKcRERERCTzVHSLSNAwH9j/z5LxBdh+W4I5LjbduLvaDTibNMfZtDmueg0g5Oq7fmdEnDOWRQcWMGffLObvn8OZlDOpYzazjQZlbqdNpXa0rNiGCoUq+j3/wYMm5s71LRtfvtyC05l22rpQIYNmzdy0auWmeXM3Ra++95qIiIiIZCEV3SISuOLjsS//zVdkL1qAdc/udMPeYsVwNm6Ks0lzXE2a4S1dJsdCOxh3gLn7ZjF770yWH1mGy+tKHSvqKErziq1oE9mOphWaE24v5NfcHg+sX29OLbT/vWy8UiXvP2ez3dSr58Fmy5KnJCIiIiLZQEW3iAQOrxfLls2+s9mLF2BbtQKTK62YNSwW3LXr4mzqO5vtrnkzOdWG22t42XD8D+bsm8mcfbPZempzuvEqRarSKrItbSLbUbtUXaxm/z5e4+Nh8WLftdmXWjZet65v2Xjr1h6qVPHqGm0RERGRIKGiW0RylenECeyLfUvG7UsWYT5xPN24p0LFtCXjje7I0UZoia5Elh5azNx9s5i7fzbHE/9OHTObzNxWuj6tI9vROrIN1xap6vf855eNz51r5fffL79svFkzN8WKZclTEhEREZEcpqJbRHKW04ltzarUJeO2TX+mGzYKFMR5eyNfkd20OZ5K15KTp3WPJRxl7r7ZzN03i6WHFpPsSU4dC7OF07xCS1pFtqF5xZYUCynu19xeb/pu41u3pj9LHxnppXVrLRsXERERyUtUdItI9jIMLHt3+27ltWgB9mW/YUpMSLeLq8ZNuJo08xXadW4DhyMHwzPYfGoTc/fNYs7emWw4sT7deIXwirSKbEPryHbUL9MQu8Xu1/zx8bBkia/Injfv0svGW7b00Lq1m6pVtWxcREREJK9R0S0iWc4UF4vtt6WpncYtB/alG/dGXOO7lVfT5jgbN8MoUSJH40vxpPD74d+Ys28mc/fN5nD8obTYMXFLydq0jvTd1qtasRsw+VkJHzpkYs6cSy8bDw9P321cy8ZFRERE8jYV3SJy9bxeWLOG0MnTsC1eiG3takxud+qwYbPhqlsvdcm4+8YaYPbv/tRX61TSKebtn83cfbNZdHABCa741LEC1gLcUb4pbSLb0aJia0oU8O+PAF5v+m7j/142XrFi+mXjdv9OlouIiIhIEFPRLSKZYj52FNvihdgXzce+ZBGcPk3BC8bdla/F9U+XcWeDRhAWlqPxGYbBzjM7mLPft2x87d+r8Rre1PFSBUvTqmJbWke24fZyjQm1hvo1/5WWjdep46FVKy0bFxEREcnvVHSLSMYkJ2NbuRz74oXYFy3Aum1L+vHwcFIaNU7tNO6tGJnjIbo8LlYfW8nsfTOZu28We8/tSTdeI+Kmf67PbkvNa27GbPLvbPuhQ+m7jaekXLxsvGVLN82beyhe3MiS5yQiIiIiwU1Ft4hcmmFg2bnDdyZ70QJsK37HlJSUNmwy4b65lm/JeJPmFGnTjLhzyRg5XGueSznLwgPzmbNvFgsOzONcytnUMbvZzu3l7qB1ZDtaVWxD2fByfs2tZeMiIiIicrVUdItIKtPZM9iWLk49m205fCjduKdU6dQu4847mmIU990yy2QC3/2tki+eNBvsO7c3tQnaiqO/4/amXT9ePKQ4LSPb0KpiW5qUb0qYPdyvuRMSzi8btzBvnpUTJ9IvG69dO23ZeFSUlo2LiIiIyH9T0S2Sn7ndWNevS+0ybl2/DpM37bpnw+HAVa8BzqYtcDZphqfaDTl6z+zzPF4P6/5e67ut176Z/HVme7rx64peT6vItrSObMetJWtjMVsuM9OlHT7s6zY+b56VZcvSLxsPC7uw27iWjYuIiIiIf1R0i+Qz5sOHUots29LFmM+dTTfujrrOdya7aXNc9RpCgQK5Eme8K54lBxcxZ99M5u+fw8mkk6ljFpOFBmVup1VkG1pFtqVS4cp+ze31woYNacvGt2xJX6RXqJC2bLx+fS0bFxEREZHMU9EtktclJmJfsQzb+bPZO3ekG/YWKYLzjqapy8a9Zf277jkrHYk/zJx9s5i7bxbLDi8lxZOSOlbYUYTmFVrQOrIdzSq0oLCjiF9zn182Pm+eb9n48eNaNi4iIiIi2U9Ft0heYxhYtm1NO5u9ajmmlLTi1TCbcd9SO/VstrvWrWDxbzl21oVqsPHEBubsm8WcfbPYdPLPdOORhSrRulI7Wke25bZS9bFZbH7Nf/hwWrfxSy0bb9rUdza7RQstGxcRERGR7KGiWyQPMJ06hX2Jr/mZbfFCLH8fSzfuKVsubcl4o8YYRYrmUqSQ7E5m2eElzN47i3n7Z3M04UjqmAkTdUrdRqvItrSJbEfVolGY/DjlfOGy8blzrWzerGXjIiIiIpK7VHSLBCOXC9u6Ndj+uZ2X9c8NmC64V5cRGoqzwe24mjbH2bQFnipVc6UB2nnHE48zf/8c5uybxZKDC0l0J6aOFbAWpGmF5rSObEuLiq2JCI3wa+6EBFi6NK3b+OWWjbdq5ea667RsXERERERylopukSBh3rc3bcn4sqWY4+PSjbtvqI7zn+uyXbfVh5CQXIrUt2x8++ltzNk3kzn7ZvHH32sxSPujQJmCZWldqS2tI9vSoEwjQqz+xXrkSNqy8d9+07JxEREREQlcKrpFApjlr+2EjP0B+9xZWPfuSTfmLV4cZ+OmOJs0x9W0Od6SpXIpSh/DMPjz+Hom7pjArL0zOBC7L934zdfU8t3Wq1I7qhev4deycYCdO81MnWpl5sxLLxtv1cpXaDdooGXjIiIiIhI4VHSLBJqUFBwzpxMyeiT2Fb+nbjasVly16/6zZLw57po3g9l8+XlyyIHY/UTvnMCU3RPZfjLt/tkhlhAalWtM68h2tIpsQ6mCpf2ee88eE9Om2YiJsbJ1a1qhbTIZ1K6ddn22lo2LiIiISKBS0S0SIMz79xE6ZjQhP/+I+aTvntSG2YyzdTuSe/bBdUdjjPBCuRylz9nkM0zbHcPEHb+w6uiK1O0hlhDaVmpP5yrdaVy+KQVtBf2ee/9+X6E9daqVjRvTCm2r1aBJEw+dOrlo0cJDRISWjYuIiIhI4FPRLZKb3G7s8+cS8sNI7AvnpzZD85QqTXLfe0nuey/eMmVzOUifFE8K8/bNYdKO8czfPwen1wn4Oo43KteY+2/tzx0lWhBm8/8PA4cPm5g2zcrUqTb++COt0LZYDBo18tCli4u2bd0Uzb2m6yIiIiIimaKiWyQXmI8dJeSnHwkZMxrLkcOp251NmpF07wCcrduCNfffnl7Dy6qjK5i0YzzTdsdwLuVs6tiNxWvQI6oX3ar2oEx4GSIiwjl5Mg4jgyegjx0zMX26lZgYG2vWpBXaZrNBw4YeOnd2066dW2e0RURERCSo5f63epH8wuvF9tsSQkePxD57BiaPx7e5WDGS+/QjqV9/vJWvzeUgfXac/otJO8YTvXMCB+MOpG4vU7As3aN60j2qJzcUv9HveY8fN/Hrr1amTrWycqUFw/BdiG0yGdSr56FTJzcdOrgpWVKFtoiIiIjkDSq6RbKZ6fQpQn75mZAfv8e6Z3fqdtdt9Um6935SOnTO1dt7nfd3wjGm7JrEpB0T2HhiQ+r2cHshOlbuzJ3X9aZ+mYaYTf41bzt1ysSMGb5C+/ffLXi9aR3P6tTx0Lmzi44d3ZQurUJbRERERPIeFd0i2cEwsK5ZTejo73BMj8GUkgKANyyclJ69Sbrnfjw3+H+mOKvFu+KZuWc6k3aMZ+mhxXgNLwBWs5UWFVrRI6oXLSPbEGoN9Wves2dh5kzf0vHffrPg8aQV2rfc4muG1qmTm3LlVGiLiIiISN6molskC5niYnFMmkDo6JFYt21J3e6qcRPJ/QeQ3LUHhIXlYoTg9rpZemgRE/8az6y9v5LoTkwdq12yLnde15tO13aleGhxv+Y9dw7Gj/cV2kuWWHC50grtmjV9S8c7d3ZRsaIKbRERERHJP1R0i2QBy6aNhP7wPY7oCZgT4gEwQkNJ7tKd5P4DcN98C7l5I2nDMPjzxHom7RjP5J2TOJl0InWscuFr6RHVi+5RPalUuLJf88bHw5w5vqXjCxeC05l2RvyGG3zN0Dp3dlG5sgptEREREcmfVHSLZFZSEo6pkwn9YSS2dWtTN7urRpF87/0k9+yDUSR373G1P3Yfk3dMZNKO8ew8uyN1e0RoBF2qdKdHVC9qlbgVkx9/EEhIgPnzrcTEWFmwwEpyctpjo6LOF9puoqK8WfpcRERERESCkYpuET9Zdu0k5IeRhIz/GfPZswAYNhsp7TuSfO8AXA1uz9Wz2meSTzNtdwyTdoxn1dEVqdtDLCG0rdSeO6/rTeNyzbBZbBmeMykJFiywMm2alblzrSQmpj2/ypW9dOni4r77HJQsmfgfs4iIiIiI5D8qukUywunEPnuG73Zfy5ambvaUr0DSPfeR3KcfRokSuRZesjuZefvnMGnHeObvn4PL6wLAhIlG5ZrQI6on7St3JNxeKMNzpqTAokUWpk61MXu2lYSEtEK7YkUvnTu76NzZTfXqXsxmiIhwcPIkGb5Pt4iIiIhIfqCiW+Q/mA8eIGTsaELH/oj5xHEADLMZZ8vWJPcfgLNJc7BYciU2r+Fl1dEVTNoxnmm7YziXcjZ17MbiNegR1YtuVXtQOqxMhud0OmHpUl+hPWuWldjYtEK7XDkvnTq56dLFxU03eXPzZL6IiIiISNBQ0S3ybx4P9oXzCBk9Evv8uZj+OXXrKVGS5L73kNy3P95y5XMtvL9Ob2fSjvFE75jAofiDqdvLFCxL96iedI/qyQ3FM347MrcbfvvNwrRpVmbMsHH2bFo1Xbq0N7Xr+K23qtAWEREREfGXim6Rf5j+/pvQcWMIGTMay8EDqdudjZqQ1P9+nG3agy3j10Fnpb8TjjF55yQm7RjPppN/pm4Ptxei07Vd6BHVi/plGmI2mTM0n8cDy5dbmDrVyowZVk6dSntciRJeOnb0NUOrW9eDOWNTioiIiIjIJajolvzNMLD9/hshP3yPY8Y0TG43AN4iRUju3Zfke+/Dc23VXAkt3hXPzD3TmbRjPEsPLcZr+LqBW81WWlRoRY+oXrSMbEOoNfQKM/l4vbB6tYWYGCvTp1s5cSKtmo6I8NK+vZsuXdzUq+fJrRXzIiIiIiJ5jopuyZdMZ04TMmEcIT98j3XXztTtrtp1Seo/gJSOXSA0Y8VsVnJ73Sw5uJCJO8Yze+8MEt1p3cDrlLqNHlG96HRtV4qHFs/QfF4vrFtnZupUG9OmWTl2LK3QLlrUoH17XzO0hg09WPVpICIiIiKS5fQ1W/IPw8D6x1pCR4/EMXUypuRkALwFw0jp0Yuke+/HU71GLoRl8OeJ9UzaMZ7JOydxMulE6ljlwtfSI6oX3aN6Uqlw5QzOBxs2mImJ8RXahw+nFdqFChm0a+drhtaokSe3VsuLiIiIiOQbKrol74uPJ2TyREJ++B7bprTrod03VPed1e7REyMsPMfD2h+7j+gdE5i0Yzy7zqadbY8IjaBLle70iOpFrRK3YspA9zLDgM2bzcTEWJk61caBA2mFdliYQZs2vkK7cWMPDke2PB0REREREbkEFd2SZ1m2biH0h5E4Jo7HHB8HgOFwkNK5G0n9B+C+tQ453Y77TPJppu6awqQd41l9bGXq9lBrKG0rtadHVC8al2uGzXLlU9CGAdu2mZk61Vdo79mTVmgXKGDQurWvGVqzZm5CQrLl6YiIiIiIyBWo6Ja8JTkZx/QYQkePxLZmVepm97VVSL73fpJ73YVRtFjOhuROZt7+OUzaMZ75++fg8roAMGGiUbkm9IjqSYfKnQizZ+xs+44dvjPa06ZZ2bEjreNZaKhBixa+QrtFCzcFCmTL0xERERERET+o6JY8wbJnFyE/jCLkl7GYz5wBwLBacbbtQFL/AbhuvyNHz2p7DS8rjyxn0o7xTNsdQ6zzXOpY9Yia9IjqRdcq3SkdViZD8+3ZYyImxsbUqVa2bUsrtB0Og2bNfIV2q1ZuwsKy/KmIiIiIiMhVUNEtwcvlwj5nFqGjR2Jfuih1s6dsOZL79Sf57nvwliyVoyH9dXo7E//6heidEzgcfyh1e5mCZeke1ZMeUb2oVvyGDM21f7+JqVN9hfamTWmFts1m0LSph06dXLRt6yY85y9HFxERERGRDFLRLUHHdPoUod8OJ2TsD1j+PgaAYTLhbN6S5P4DcDZvRU7eaDrRlcgPW75n0o7xbDqZ1qgt3F6ITtd2oUdUL+qXaYjZZP6PWXzi4mDMGBtTp9pYvz7tOVitBnfc4aFzZ1+hXaRIdjwTERERERHJaiq6JeiEDx6EY/ZMALwR15B89z0k9euPt0LFXInnrZX/49tNwwGwmW00r9iKO6N60bJiG0Ks/nUw+7//C2H8eF8TNbPZ4PbbPXTu7KZ9exfFcvZSdBERERERyQIquiXoONu0xz53NiavF2+xYiR375lrBTdAjWtuSv3/H9r+TIuKrTM917XXegGw2w1++y2BSpWMq45PRERERERyz5XXu4oEmOS7+nFu8q94SpbCuuMvirZpiuOXn3Itnl7X3UXHa7sA8MLSZziXcjbTcz38sJPISC9Op4nRo+1ZE6CIiIiIiOQaFd0SlFwNbufMgmU472iKKTGRQk88QvgTj0BCQo7HYjKZ+LjJMCoUiuRA3H6eWvQ4hpG5M9QhIfDOO8kAjBhhY9s2vUVFRERERIKZvtFL0DJKlODc+MkkvPAyhtlMyC8/UbRNUyx/bc/xWAo7ivBty1HYzDZ+3TOVUVu+y/RczZt7aNvWhcdj4oUXHGSyfhcRERERkQCgoluCm8VC4tPPcS56Op4SJbH+tZ2irZvgGP9zjodSq+StvFL/dQBeXfYim05uzPRcQ4emEBpqsGKFlehotV4QEREREQlWKrolT3A1bMSZhb+nLTd//GHCnnwUEhNzNI6BNQfRqmIbnF4nD865l3hnXKbmKV/e4KmnnAD8738OYmOzMkoREREREckpKrolz0hdbv78SxhmM6HjxvqWm+/4K8diMJlMDGv+NWXDyrHn3G6eWTI409d3P/KIk2uv9XL8uJn333dkcaQiIiIiIpITVHRL3mKxkDjkec5Nmob3mhJYt2+jaKvGOCaMy7EQioUUZ3jL77GYLEzeOZFx28dmah6HA95+29dU7bvvbGzerLeriIiIiEiw0bd4yZNct9/B6YW/42zUxLfc/LGBhA0elGPLzW8rXY8Xb3sFgBd/e4btp7dlap6mTT107OjC6/U1VfN6szJKERERERHJbiq6Jc8ySpbk3IQpJDz3fxgmE6E/j6Fo22ZYdu7IkeM/VmswTco3I8mdxINz7iXRlbmC/403UihQwGD1aisTJqipmoiIiIhIMFHRLXmbxULiMy+kLTfftpWiLRvjmPhLth/abDLzZfNvKVGgJH+d2c7//fZspuYpW9ZgyBBfU7U33nBw7lxWRikiIiIiItlJRbfkC65Gjf9Zbt4YU2IChQY9RNjTj0NSUrYe95oC1zC85UhMmPh5+xgm/pW5Yn/gQCdRUR5OnjTzzjtqqiYiIiIiEixUdEu+4VtuHkPCsy/6lpuP/YGibbJ/ufntZe9gSO3nAXh2yVPsPrvT7znsdnjnnRQARo+2sXGj3roiIiIiIsFA39wlf7FYSHz2Rc5NnIo34hqs27b4lptPGp+thx1S+3kalmlEojuBB+b0J9md7PccjRp56NrV11Tt+edD1FRNRERERCQIqOiWfMl1RxPOLPod5+13+JabP/ogYUOeyLbl5hazha9bfkdEaARbTm3iteX/l6l5/ve/FAoWNFi3zsK4cbYsjlJERERERLKaim7Jt7wlS3Fu4lQShjzvW24+ZrRvufku/5d/Z0SpgqX5ovkIAEZt/o7pu2P8nqN0aYPnnvMtM3/zTTtnzmRlhCIiIiIiktVUdEv+ZrGQ+PxLnJsQk7bcvMUdOKInZMvhmlVowRO1ngZg8KLH2Hdur99zPPCAi+uv93D6tJm33lJTNRERERGRQKaiWwRwNW7qW27esJFvufkjDxA25MlsWW7+fN2XqFPqNuKcsQycdx9Oj9Ovx9ts8N57vrPdY8bYWL9eb2MRERERkUClb+si//CWLMW5SdMuWG4+iqJtm2PZnbXLzW0WG9+0/J4ijiKsP/4HQ1f+z+856tf30KOHC8PwNVXzeLI0RBERERERySIqukUudH65+fgpeCMisG7dTJEWjXFMnpilhykXXp5hzYYDMPzPL5izb5bfc7z2Wgrh4QYbNlgYO1ZN1UREREREApGKbpFLcDVpxpmFv+NscDvmhHgKPTyAsGcGZ+ly8zaV2jGw5qMAPLHgYQ7HHfLr8SVLGrzwgm+Z+VtvOTh1ypRlsYmIiIiISNZQ0S1yGd5SpX3LzZ9+1rfc/MfvKdquBZY9u7LsGK/Uf4Obr6nFmZQzDJx3P26v26/H33efixtv9HD2rIm33rJnWVwiIiIiIpI1VHSL/BerlcQXXuHcL5N9y823bKJI8ztwxERnyfR2i50RrUYTbi/E6mMreX/12/6Gx7vv+s52jx1rZ+1avaVFRERERAKJvqGLZICraXPO/joX7zUlfMvNH7qPkFHfZcncRRxFaFWxDQCf/fERf/y91q/HFypkUKmSF4DXX9ctxEREREREAok1twMQCWSm+Djsc2fj+HUa9gVzMV1wTbcp9lym5413xjF730xidkaz6OACXF6Xb06TiUR34hUff+iQicmTbUyebGXrVkvqdqve0SIiIiIiAUVf0UX+xXTuLPbZM3HMmIZ90QJMKSmpY54KkaR07ExKh064b6nt17xJ7iTm759LzK5o5u2bTbInOXWsWrEb6VKlG12qdqdS4cqXfPyZMzB9uo3oaCsrVqS9dW02g+bN3fTo4aZlS/+uCRcRERERkeylolsEMJ0+hWP2TOzTY7AvXYzJ5Uodc1e+lpROXXF26IS7xk1gyniXcKfHyeKDC5iyM5rZ+2aS4IpPHatc+Fq6VO1Olyrdub5YtUs+PjER5s2zEh1tZcECKy5X2rEbNHDTrZubjh1dFC2aiSctIiIiIiLZTkW35Fum48dxzPoVx/Sp2H5fisnjSR1zX1+NlA6dSenQGU+1G/wqtN1eN78f/o2YXdHM2DONsylnU8fKhZWnc5VudK3anRoRN2G6xLxuN/z2m4XoaBszZlhJSEjb54YbPHTv7qZbNxdlyxqZe+IiIiIiIpJjVHRLvmI+dhT7jGm+Qnvlckxeb+qYq3pNnB06+QrtqOv8mtdreFl9dCUxu6KZtjuGk0knUsdKFChJ52u70qVqd24tWQez6eL+hYYB69ebmTzZxpQpVk6cSNunfHkv3bq56NbNTbVq3oseKyIiIiIigUtFt+R55kMHcfw61Vdor1mVbsxV6xZS2vuu0fZWvtaveQ3DYMPxP5iyK5qpuyZzNOFI6lixkGK0r9yZrlW7U790QyxmyyXn2LPHxKRJNiZPtrFnT1qhXayYl06dfMvH69b1YNZ9BkREREREgpKKbsmTzHv34Ph1Go4ZU7H9sS7dmKvObb6l4+074q1Q0a95DcNg66ktTN01mSm7JrE/dl/qWLi9EO0qdaBr1e40KtsEm8V2yTn+/ttETIyV6GgbGzakFeOhoQZt2rjp3t1FkyYe7Ha/QhMRERERkQCkolvyDMuunTimx2D/dRq2TX+mbjdMJlz1GpDSsTPO9p3wli7j99y7z+5kys5oYnZFs+PMX6nbC1gL0CqyDV2q9KBZhRaEWEMu+fi4OJgxw1do//abBa/Xd522xWLQuLGH7t1dtG3rJizM79BERERERCSAqeiW4GUYWLZvwzE9BseMaVi3bU0bslhwNWjku71X2w4YJUv6Pf3BuAPE7JpMzM5oNp1MK+LtZjvNK7aia5XutIxsQ0FbwUs+3umEBQt8ncfnzrWSnJzWEO3WWz306OGiUyc311yjhmgiIiIiInmVim4JLoaBdfNG7P9co23dtTNtyGrFdUcTUjp2IaVNe4zixf2e/u+EY0zbPYUpO6NZ+/fq1O0Wk4XG5ZvSpUp32lXqQCFH4Us+3uuFlSstREdbmT7dxtmzaYV2lSppnccrVVKhLSIiIiKSH6jolsBnGFjXr/Ndoz09Bsv+fWlDdjvOps1J6dAZZ+u2GEX8v2H1qaRT/LpnKjE7o1l+ZBkGvoLYhImGZRvRuUo3OlTuTPHQSxfxhgFbtpiJjvZ1Hj9yJK3rWcmSXrp2ddOjh4saNbz+3HlMRERERETygFwvup1OJ8OGDeP7779n7ty5lCtX7rL7Tp48mREjRnDNNdek2z5y5Ejs6jqVt3i9WNes9nUdnzENy6GDqUNGSAjO5q1I6dAJZ6s2GOGF/J4+NuUcM/f+SsyuaJYcXITHSLtHd+2SdelatTsdr+1CqYKlLzvHgQMmpkyxER1tZfv2tIZo4eEGHTv6bvHVsKEHy6Ubl4uIiIiISD6Qq0X3oUOHGDJkCJGRkXg8nis/AHjooYfo1q1bNkcmucLjwbZqha8Z2ozpWI4dTR0yChQkpVVr3xntZi3JTMexBFcCc/fNYsquaBbun4fT60wdq3nNzXSu0o3O13alQqHLdzQ/dcrEtGm+67RXr057+9jtBi1auOne3U3Llm5CLt1PTURERERE8plcLboTExN5//33OXbsGDExMbkZiuQWlwvb8mU4pk/FMXM65pMnUoe84YVwtm7rK7SbNofQUL+nT3Yns/DAfGJ2TWLuvtkkuhNTx6KKXkfXqj3oUqUb1xapetk5EhJgzhxf5/FFiyy43b414iaTQcOGvuu0O3RwUfjSl3mLiIiIiEg+lqtFd1RUFADHjh3LzTAkpzmd2H9bjH36VByzfsV85kzqkLdIEZxt2vtu73VHU3A4/J7e5XGx9NAiYnZNZubeX4lzxqaOVSwUSdcqPehStTvVit2A6TIXWbvdsGSJhehoGzNnWklMTNuvRg3fLb66dnVTurQaoomIiIiIyOXl+jXd/lq8eDExMTG4XC5KlCjBwIEDueGGG/yeJ9AaWp2PJ9DiyjLJydgXL8Q+PQb77FmYY8+lDnmLF8fZriMpHTvjuv0OsNkA8Oel8Hg9rDjyO1N2RvPrnqmcTj6dOlYmrCxdqnSja9Xu3HRNrcsW2oYB69aZmTTJxtSpVk6eTGuIVrGil+7dXXTv7iYqyuvfc88H8nz+Sp6nHJZgpvyVYKcclmCV0ZwNqqK7ePHiVKxYkQ8//BC73U50dDQ9e/Zk4sSJVKtWzc+5wrMpyqsTqHFlSmIizJoFkybBr79CfHzaWKlS0K0b9OiBuVEjQqxW/L0M2mt4WXloJeM3j2fC1gkci09bMVGiYAnuvOFOelfvTYPyDTCbzJedZ/t2+Okn+Pln2LMnbXtEBPTqBXffDfXqmTGZHID/Z97zkzyVv5IvKYclmCl/JdgphyWvMhmGkevrY1etWsU999zDggUL/rN7+aV0796dyMhIPvroI78ed+pUHLn/zNOYTL4PmkCLy1+m+Dhs8+bgmDYV+8J5mBLTrqH2lCmLs0MnUjp2wV2nLplp620YBhtP/knMzmhidk7mUHxaV/PCjiJ0qNyJrlW707BsI6zmy/9N6ehREzExViZNsrFxY1ocBQoYtGvnpnt3F40be86fdJcryCv5K/mXcliCmfJXgp1yWILV+dy9kqA6030pFSpU4ODBg1fe8V8Mg4B8UwdqXP/FdO4s9jmzcPw6FfuiBZhSUlLHPBUqktKhMykdO+OudSuYLzjj7Mfz/Ov0dqbsmkTMzmj2nNudur2gLYy2ldrTtUp3Gpdvht2Sduu4f7+O587BjBm+hmjLllkwDN96EKvVoGlTD926uWjTxk3Bglx2DvlvwZi/IhdSDkswU/5KsFMOS14VVEX3Rx99xKOPPkroBV2s//77b0qXvvy9lCV7mE6f8hXa02OwL1mEyeVKHXNXvhZnxy6+QrvGTZm+QGfvuT1M3TWZKTuj2XZ6S+r2EEsILSPb0KVKd1pUbEWo9fJdzZOTYf583y2+5s+3kpKSFkudOr6GaJ06uYmI0Ce8iIiIiIhkvYAuuocMGYLZbOaDDz4AYMOGDUyaNIl+/foB8Pvvv7N+/XpGjRqVm2HmG6YTJ3DM+hXH9Bhsy5ZiuuDe6u7rrv/njHYXPNVuyHShfTjuEFN3TyFm5yQ2nFifut1mttGsQgs6V+lGm8h2hNkvv4zD44Hlyy1ER1v59VcbsbFpsVx3ne8WX127uqhYUYW2iIiIiIhkr1wtup1OJwMGDCA21ndLp6effppSpUoxbNgwAFJSUjBfsBz5wQcfZOzYscyaNQvDMDAMgy+//JJ69erlSvz5gfnYUewzpuP4dSq2Fb9j8qZ17nbfWIOUjp1J6dAZT9R1mT7G8cTjTN8dQ8yuaFYdXZF2bJOZRmUb07VqD9pV6kCRkKKXncMwYPNmX+fxKVOsHDuWljdlynjp2tVNt24uqlf3qjOmiIiIiIjkmIBopJYbTp4MrEYNJhNERIQHRFzmQwdxzJiGY/pUrGtWYbogINfNtUjp0IWUDp3wVr4208c4k3yaGXumM2VXNL8fXorXSCvm65dpSOcq3ehYuQvXFLjmP+fZt8/E5Mk2oqOt7NyZ1hCtcGGDTp1cdOvmpn59T7pLySXrBVL+imSGcliCmfJXgp1yWILV+dy9koBeXi45yz5tCgW+Gobtj3Xptrtq1yWlYxdS2nfEW6HiVR1j3d9r+Hjt+yw6uAC31526/ZYSt9Klanc6XduVMmFl/3MOpxOio62MGWNn7dq0QtvhMGjVyk337m6aN3fj0N29REREREQkl6noFvB4KPjW6xT44lMADJMJV70Gvtt7te+Et8x/F8EZEe+K591Vb/LtxuEY/7Qtv6F4dbpW6U7nKt2ILFzpinPExcGPP9r45ht76vJxs9ng9ts99Ojhol07N4UKXXWoIiIiIiIiWUZFdz5nio8j/JEHcMyZBUDioCdJfPgxjJIls+wYCw/M45nFg1PvqX1nVG+evGUIUcUydh3433+b+PZbG6NH21ObopUs6eXBB1306uWiZEmtQxIRERERkcCkojsfMx/YT+F+vbBu24rhcBD36ZekdO+ZZfOfSjrFy8ueJ3rnBAAqhFfkg8af0rRC8ww9fvduE199ZWf8eBtOp6/YrlLFw2OPOeneXcvHRUREREQk8KnozqesK1dQ+L67MJ86hadESWJ/+Bn3rXWyZG7DMIjeOYFXlr3AqeRTmE1mHqr5KM/XfYmCtoJXfPwff5j5/HM7M2daMQxfsV27tofHH3fSurVbTdFERERERCRoqOjOhxzjxhL+zJOYXC5cNW8m9sdxWXLdNsDBuAM8u2QwCw/MB6BasRv5pOnn3FKy9n8+zjBg4UILn39uZ/nytLRs1crNY485ue02j271JSIiIiIiQUdFd37i8VDw9VcoMPwLAFI6diF22NdQ8Mpnn684tdfDyE3f8PaqN0l0J+CwOBhS+3kG3fwkNovtso9zuSAmxsoXX9jZts3XidxqNeje3c2gQU6uv9572ceKiIiIiIgEOhXd+YQpLpbwgffjmD8XgIQhz5P47ItkxVrtbae28vTix1j391oA6pVuwMdNPqdK0aqXfUxCAvz0k43hw+0cOuSLoWBBg379XAwc6KRsWTVHExERERGR4KeiOx8w79vra5j213aMkBDihn1NSpfuVz1viieFT9Z9wLA/PsbtdRNuL8Sr9d+g3w39MZsuXcyfPGniu+9sjBpl58wZ33rxiAgvDz3kon9/J0WKXHVYIiIiIiIiAUNFdx5nW76MQvf3xXz6NJ5SpYn9cRzum2+56nlXHl3BkEWPs/PsDgDaVGrPe40+onRYmUvuv2+fia+/tjNunI3kZF+xHRnpZdAgJz17uggNveqQREREREREAo6K7jwsZMxowp5/GpPbjevmWsT+MA5v6UsXxRkV54xl6Mr/MWrzdwBcE1qCd+/4kA6VO2O6RKezjRvNfPGFnWnTrHi9vvGbb/Z1Im/Xzo3FclXhiIiIiIiIBDQV3XmR203B11+mwDdfAZDcpRtxn34FBQpc1bSz987k+aVPczThCAB3V7uH1+q/SZGQoun2MwxYutTXiXzp0rQUa9rUzeOPO2nYUJ3IRUREREQkf1DRnceYYs9R6KH7sC/03bIr4fmXSHz6Oa6myj2eeJyXfnuOqbsnAxBZqBIfNRlGo3KN0+3ndsOvv/o6kW/c6DuFbbEYdO7s60Reo4Y6kYuIiIiISP6iojsPMe/Z7WuYtnMHRmgosV98g7Njl0zPZxgGv2z/ideW/x9nU85iMVl49OYneKbOC4Ra0y7CTkqCceNsfP21nf37fQ3UQkMN7r7bxcMPO6lQQZ3IRUREREQkf1LRnUfYli2l0IB+mM+cwVO6DLFjfsFd8+ZMz7f33B6eWTKY3w4tBqBGxE180vRzal6TNueZM/D993ZGjrRx8qSv2C5WzMuAAS7uv99F8eIqtkVEREREJH9T0Z0HhPzwPWEvPuNrmHbLrb6GaSVLZWout9fNN39+xftr3iLJnUSIJYTn6r7EwzcNwmr2pcuhQyaGD7czdqyNxETfsvUKFbw88oiT3r1dFCyYZU9NREREREQkqKnoDmZuNwVffZEC330DQHK3O4n75Asye/+tTSc38tSix9h4YgMAjco25oMmn1K58LUAbN3q60Q+ZYoVj8dXbN94o68TeadObqzKJhERERERkXRUJgUp09kzFHqwP/YliwBI+L9XSXxySKYapiW5k/hozXt8ueEzPIaHwo4ivN7gLfpc3xcwsXy5rxP5ggVp6dKokZvHHnPSpIk6kYuIiIiIiFyOiu4gZNm9k0J9e2HdvQujQAFiv/wWZ/uOmZpr2eGlDFn8BHvP7QGg07VdeavR+0Q4SjJjhpUvv7Szbp2vE7nZbNChg6/YvvlmdSIXERERERG5EhXdQca2ZBGFHrgX87mzeMqW49yPv+CpUdPvec4mn+GNFa8ydtsPAJQqWJr37viYpqXbM3Gija++srN7t685msNh0Lu3i0cecVK5spqjiYiIiIiIZJSK7iAS8v23hL30HCaPB1ftupwb/TNGiRJ+zzN991Re/O0Zjif+DcC9Nw7gyWqvM/mXCJ4dYeP4cV+xXbiwwf33OxkwwEWJEiq2RURERERE/KWiOxi4XIS99Byho0cCkHxnb+I+GgYhIX5NcyzhKC8sfYaZe6cDcG2RKrxc7VvWTG3AHffZiI/3XZxdpoyXhx920revi7CwrH0qIiIiIiIi+YmK7gBnOnOaQg/0x/7bYgyTiYSX/kfS44P9apjmNbyM3foDr694hThnLFazlbsi3iZ5yWM89GwILpdvruuv9zBokJOuXd3Y7dnzfERERERERPITFd0BzLJzB4X69sS6dw9GgYLEDh+Js007v+bYfXYnQxY/yfIjywCoGtefa/74iB8XFUvdp149N48/7qR5cw9mc5Y+BRERERERkXxNRXeAsi1aQKEH+2OOPYenfAVfw7Qbq2f48R6vhy/Wf8qHa98lxZOCY08XSv4xjJ2by7MTMJkM2rTxdSKvU0edyEVERERERLKDiu5AlJREofv7YU6Ixx11HWenzMS45hq/pvhp24+8tep1AG5xPcofP37JAcBuN7jzThePPuqialUV2yIiIiIiItlJi4kDUUgIrgYNAbDs2klIzCQw/Ose/sffawG4r/oDvNv4PcBXcK9dm8Ann6So4BYREREREckBKroDkclE7KifSLr7HkxeL2EvPU/YC0PA7c7wFIfiDwFQq8St3HCDgd1u4HSaSErKrqBFRERERETk31R0Byq7nfiPPyf+1TcxTCZCR31H4bt6YIo9l6GHH44/CEC58PLY7VC9uu/M9vr1lmwLWURERERERNJT0R3ITCaSHnuS2FE/YRQogH3xQoq0b4l5/77/fJhhGByO853pLhtWDoBatTyAim4REREREZGcpKI7CDjbdeDstNl4SpXG+td2irZthnX1qsvufzr5NMmeZADKhJUF4OabfUX3hg36lYuIiIiIiOQUVWBBwl3zZs7OWYSrxk2YT56kSPcOOKInXHLf80vLrwktgcPiAKBWLd/y8o0bLf5cGi4iIiIiIiJXQUV3EPGWLsPZabNJadsBU0oKhR55gALvvXVRZ/ND/ywtLxdeLnVblSpewsIMkpJM/PWXfu0iIiIiIiI5QdVXsClYkNhRY0l8bLDvx4/eI/zh+yE5OXWXI/Hnr+cun7rNbL5wibmu6xYREREREckJKrqDkdlMwqtvEPfJFxhWKyFToinStT2m48eBtNuFlb3gTDekFd1//KFfu4iIiIiISE5Q9RXEku++h3MTp+ItUgTbujUUbdsMy7atF3QuL5tu//PXdetMt4iIiIiISM5Q0R3kXA0bcXbWAtyVKmM5eIAi7Vty5PBmIP3ycki7bdjWrWaSknI8VBERERERkXxHRXce4Lm2KmdnLcDZ4HbM8XEcOb4DgHJh6ZeXly1rEBHhxeMxsXmzfvUiIiIiIiLZTZVXHmEUK865CTHE9rmLI+G+bVGffceF9wczmeCWW7TEXEREREREJKeo6M5L7HZ2vvEChgnsbqgw8icK9+2JKfZc6i5pzdRUdIuIiIiIiGQ3Fd15zJGEIwCUDSmBKSQU+8L5FOnQCvOB/UDadd060y0iIiIiIpL9VHTnMYfiDwJQtuT1nJ02G0/JUli3b6Nom2ZY16zi5pt9y8t37zZz7tx/zSQiIiIiIiJXS0V3HpN2u7ByuG+qxdk5i3DVuAnzyRMU6daBMksmUKGCrusWERERERHJCSq685hD8env0e0tU5azU2eR0qY9ppQUCj08gNqhvluKqegWERERERHJXiq685gj54vu8Avu0R0WRuyosSQ++gQADf76AYA/1uZ4eCIiIiIiIvmKiu485tAFy8vTsVhI+N9Q4j7+nNqWPwDYuPAcphMncjpEERERERGRfENFdx5z+J8z3eXCyl9yPLnvvVz7w3OY8XDYVYKklr2xbN+WkyGKiIiIiIjkGyq685B4ZxyxTl9L8i2nNmEYxiX3c7S6nesqOwEYfOR5NrV+FfPuXTkWp4iIiIiISH6hojsPsVsclCpYGoCB8+6n9aQmLNg/95LFd9suvl/9ZLrTJGk2t7UszSef2DlyxJSjMYuIiIiIiORlKrrzELvFzuJey3mi1tMUsBZgw4n19JnRgw5TWrH00OJ0xffzzzuZPj2Ru1sdIYw4dseX4p13HNSqVZBevUKJibGSnJyLT0ZERERERCQPMBmXW4Ocx508GUcgPXOTCSIiwrMsrhOJJ/h8/SeM3vwdyR5f9dygzO28UPdl6pVpkG5fS6ceTFtZmpGlX2LZ0aqp24sUMejWzUWfPi5q1vRi0klwuYyszl+RnKYclmCm/JVgpxyWYHU+d6+4n4ruwJBdHzbHEo7y2R8fMWbLaJxe33Xcjcs15YXbXubWknUAsC2cR5He3fEWDGPd1L/4ZWZxfvnFxpEjaQshbrjBQ58+Lrp3dxMREUAvnAQE/WMpwU45LMFM+SvBTjkswUpF9xUE2ps6uz9sDsUd5JN1HzJu+xjcXjcALSu25vm6L1Ez4iaKNrsd65ZNJLz4ColPPYvHA0uXWhg3zsasWVZSUnynuW02g1at3PTp46JZMw9Wa9bHKsFH/1hKsFMOSzBT/kqwUw5LsFLRfQWB9qbOqQ+bfef28vG695nw1zi8hheAdpU68vK5W6n/xP/wRkRwat0WCA1NfczZszB5so1x42z8+acldXuJEl569nTRp4+bqlW92Re0BDz9YynBTjkswUz5K8FOOSzBSkX3FQTamzqnP2x2n93JB2veZcrOSRgYmDBx555QXp+ZSNlnPyb5vgcu+bitW82MG2dj0iQrp06lLT+/9VYPd93loksXF+FXzjvJY/SPpQQ75bAEM+WvBDvlsAQrFd1XEGhv6tz6sNl+ehsfrHmH6btjADB74a49BXn85aVUKlb1so9zOmHePCu//GJj/nwLHo9v+XloqEGHDr7l5w0aeDCrP36+oH8sJdgphyWYKX8l2CmHJVip6L6CQHtT5/aHzaaTG/lgxZvMPjgHAAtmelfry9O1n6N8eIX/fOzff5uYONFXgO/Ykbb8vEIFL717u+jVy0X58gH0YkuWy+38FblaymEJZspfCXbKYQlWKrqvINDe1IHyYbPt4yd45+BoZv9zkttmtnF3tXt46tZnKR1W5j8faxiwbp1v+XlMjI24ON/Zb5PJ4Pbbfd3P27d3X3i5uOQRgZK/IpmlHJZgpvyVYKcclmClovsKAu1NHSgfNqbTpyh+y42sKJ7I/z1RkyUJGwFwWBzce+P9PH7L05QsUPKK8yQmwowZvrPfv/2W1uK8UCGDLl1c3HWXi1q1dO/vvCJQ8lcks5TDEsyUvxLslMMSrDJadOuKW0nHKFacpL730uAgzJ1WjCmdZ3Bb6fqkeFIYsfFr6o6tyevLX+FU0qn/nKdAAbjzTjfR0UmsWRPPM8+kUL68l9hYEz/+aKdNm4LccUcBvvzSxvHjqrxFRERERCRv0pnuABFIf+EzHzpIsTo1MXk8nJm3BFfNm1l8cCHvrR7KH8fXAVDQFsZDNR/mkZsep0hI0QzN6/XC779b+PlnGzNmWElO9hXbFotBy5Zuevd207KlG5st256aZJNAyl+RzFAOSzBT/kqwUw5LsNLy8isItDd1oH3YhD/6ICGTxpPcqStx3/0AgGEYzNs/m/dWv82mk38CUMhemIdvGsTAmx4l3F4ow/PHxsKUKTZ++cXGunVpzdciIrz06OHrfl6tmu79HSwCLX9F/KUclmCm/JVgpxyWYKWi+woC7U0daB82lq1bKNakPobZzOnl6/BWvjZ1zDAMZu79lfdXv8W201sBKOooyqBaTzKgxkAK2gr6day//vI1X5s40cqJE2lXPNSq5aF3bxfdurkoXDhrnpdkj0DLXxF/KYclmCl/JdgphyVYqei+gkB7Uwfih02hu3rgmD+XpHvuJ/7DTy8a9xpepu6azAdr3mHX2Z0ARIRG8Hitp+lffQChVv/alLtcsHChb/n5vHlW3G7f8nOHw6B9eze9e7u44w7d+zsQBWL+ivhDOSzBTPkrwU45LMFKRfcVBNqbOhA/bGwrfqdI57YYDgen1m7GKHnpruVur5vJOyfy4Zp32Re7F4CSBUox+NYh9L2hPw6Lw+9jnzhhIjrayrhxNrZtS1t+Xrasl169XPTu7SIyMkBeKAnI/BXxh3JYgpnyV4KdcliClYruKwi0N3VAftgYBkXatcC2bg2JTw4h4aXX/nN3l8fFhL/G8dHa9zgUfxCAsmHleOrWZ+lzfV9sFv87pBkG/Pmnb/n55Mk2zp1L63TesKHv7HeHDm4K+reiXbJYQOaviB+UwxLMlL8S7JTDEqxUdF9BoL2pA/XDxj7zVwr3vwtvocKcXr8FI/zKzdKcHic/bfuRT9Z9wLGEowBUKBTJM7Wfp0dUL6xm6xVmuLTkZJg1y3f2e8kSC4bhK8DDwnz3/u7d20WdOrr3d24I1PwVySjlsAQz5a8EO+WwBCsV3VcQaG/qgP2w8Xop2qgu1p07iH9tKEmDnsjwQ5Pdyfy45Xs+++NjTiQdB+DaIlV4pvYLdKnSHYvZcoUZLu/QIRMTJtgYN87G/v1pF3lXqeKhd283PXu6KFUqkF7IvC1g81ckg5TDEsyUvxLslMMSrFR0X0GgvakD+cMm5OcxhA8ehKdUaU6v2QgO/67RTnAlMGrzd3yx/hNOJ58G4Ppi1Xi2zou0r9wJsynzndG8Xli50sK4cTamT7eSmOg7zW02GzRr5qFPHxetW7ux2zN9CMmAQM5fkYxQDkswU/5KsFMOS7BS0X0FgfamDugPm5QUitWpieXYUeI+/ZLku/plapp4ZxzfbhzOV39+zrmUswDcWLwGz9d9idaRbTFd5brw+HiYOtXGuHFWVq9OW8JerJiX7t199/6uXl33/s4OAZ2/IhmgHJZgpvyVYKcclmClovsKAu1NHegfNqFfDiPs9ZdxV6nKmWVruJr7dp1LOcvwP7/kmz+/It4VB0CtErfwfN2XaFq+xVUX3wC7dpn45RcbEybYOHYsLdYaNTzcdZfv3t9Fi171YeQfgZ6/IleiHJZgpvyVYKcclmClovsKAu1NHegfNqa4WIrVuhFz7DnOjf4ZZ7sOVz3n6eRTfLX+c77bNJxEdyIAdUvV49tWoykdVuaq5wdwu2HxYt/y89mzrbhcvoLebjfo0MHN++8nU+jKveHkCgI9f0WuRDkswUz5K8FOOSzBKqNFd+ZPV0q+YoQXImnAgwDY1q/LkjmLhRTn5fr/Y03fTTx802OEWEJYfWwlU3ZFZ8n8AFYrtGjhYeTIZDZuTOCtt5KpXt2D02li8mQby5ZlrpO6iIiIiIhIRuhMd4AIir/wuVw4psfgbNYCo0jWr80+lnCUZYeX0r5yJ0KtoVk+/4U2bTKza5eZTp3cWDLfRF3+ERT5K/IflMMSzJS/EuyUwxKsMnqmW6f5JONsNlK63Zlt05cqWJoeUb2ybf4L1ajhpUYNNVUTEREREZHspeXlIiIiIiIiItlERbeIiIiIiIhINlHRLSIiIiIiIpJNVHSLiIiIiIiIZBMV3SIiIiIiIiLZREW3iIiIiIiISDZR0S0iIiIiIiKSTVR0i4iIiIiIiGQTFd0iIiIiIiIi2URFt4iIiIiIiEg2UdEtIiIiIiIikk1UdIuIiIiIiIhkExXdIiIiIiIiItlERbeIiIiIiIhINsn1otvpdPLhhx9yww03cOjQoSvuv3btWnr27Enfvn3p2bMna9euzYEoRURERERERPxnzc2DHzp0iCFDhhAZGYnH47ni/ocPH2bgwIF888031K5dm9WrVzNw4ECmTZtG2bJlcyBiERERERERkYzL1TPdiYmJvP/++3Tr1i1D+//4449UqVKF2rVrA1C3bl0qVarEmDFjsjNMERERERERkUzJ1aI7KiqKihUrZnj/FStWUL169XTbatSowfLly7M6NBEREREREZGrluvXdPvj4MGDFC9ePN22iIiIDF0LLiIiIiIiIpLTcvWabn8lJydjt9vTbbPb7SQnJ/s9l9kMhpFVkV09k8n330CLSyQjlL8S7JTDEsyUvxLslMMSrM7n7pUEVdEdEhKC0+lMt83pdBISEuL3XMWKhWdVWFkqUOMSyQjlrwQ75bAEM+WvBDvlsORVQbW8vHz58pw6dSrdtpMnT1K+fPlcikhERERERETk8oKq6K5fvz5btmxJt23z5s00aNAglyISERERERERubyALrqHDBnCs88+m/rzPffcw86dO1m3bh0Aa9euZc+ePfTt2ze3QhQRERERERG5rFy9ptvpdDJgwABiY2MBePrppylVqhTDhg0DICUlBbM57e8CZcuW5ZtvvuG9997DZrPhdDr55ptvKFu2bK7ELyIiIiIiIvJfTIahHoEiIiIiIiIi2SGgl5eLiIiIiIiIBDMV3SIiIiIiIiLZREW3iIiIiIiISDZR0S0iIiIiIiKSTXK1e3l+M2/ePIYPH47D4cBsNvPaa69RtWrVLNtfJDv5m49Op5Nhw4bx/fffM3fuXMqVK5eD0YpczJ8cnjlzJpMmTcLj8RAfH0/ZsmV57rnnlMeSa/zJ3/nz5/PLL7/gcrlwOp0kJyczYMAAOnTokMNRi6TJ7PfasWPH8uabb/Ljjz9y22235UCkItnAkBzx559/GrVq1TL27t1rGIZhTJkyxWjUqJERFxeXJfuLZCd/8/HgwYNGz549jeeee86IiooyDh48mIPRilzM3xy+8cYbjaVLlxqGYRgej8d49tlnjdatWxspKSk5FbJIKn/z9/777zemTJmS+vOCBQuM6667zti2bVsORCtyscx+rz127JjRpEkTIyoqyli5cmUORCqSPbS8PIeMGDGCJk2aEBkZCUCnTp3weDxMmTIlS/YXyU7+5mNiYiLvv/8+3bp1y8EoRS7P3xxu1qwZjRo1AsBsNtOvXz/27t3Lli1bcipkkVT+5u9TTz2V7qx23bp1MQyDQ4cO5US4IhfJ7PfaoUOHMnDgwByIUCR7qejOIStWrKB69eqpP5vNZm688UaWL1+eJfuLZCd/8zEqKoqKFSvmVHgiV+RvDg8bNizdzw6HA/BdNiGS0/zN3+rVq2O1+q4gdLlcfP/991SpUoX69evnSLwi/5aZ77ULFy7EarVy++2350SIItlKRXcOOHPmDPHx8RQvXjzd9oiIiEv+1dnf/UWyk/JRgl1W5PCGDRsoUaIEt9xyS3aEKHJZV5O/r7/+OvXr12f58uWMHDmSggULZmeoIpeUmRxOTEzkk08+4cUXX8yJEEWynYruHJCcnAyA3W5Pt91ut6eOXc3+ItlJ+SjB7mpz2Ol0MnLkSF599VVsNlu2xChyOVeTv6+99horV67ktttuo0+fPhw/fjzb4hS5nMzk8GeffUbv3r0pUaJEtscnkhNUdOeAkJAQ4OJliU6nM3XsavYXyU7KRwl2V5vDr776Km3btqVly5bZEp/If7na/LVarTz55JN4vV5GjRqVLTGK/Bd/c3jLli38+eef9OnTJ0fiE8kJumVYDihatCjh4eGcOnUq3faTJ09Svnz5q95fJDspHyXYXU0Of/jhh4SEhDB48OBsjFDk8jKTv06nM91ZRbPZTGRkJLt3787WWEUuxd8cXrx4MSkpKdx7770ApKSkAPD2229TqFAhhg4dqr4xEnR0pjuH1KtXL13XW8Mw2Lp1Kw0aNMiS/UWyk/JRgl1mcnjEiBEcPXqUV199FYDNmzezefPmbI9V5N/8zd9L3TnixIkTWqorucafHB40aBBTpkxhzJgxjBkzho8//hiA//u//2PMmDEquCUoqejOIQ899BCLFy9m//79AEybNg2z2UyXLl0A6NOnD5988kmG9xfJSf7mr0ig8TeHx40bx7Rp0+jXrx9btmxh06ZNLFq0iB07duRG+JLP+Zu/u3btYvHixak/T506lb179+o7hOQafY+Q/E7Ly3NIzZo1effdd3nqqacICQnBbDYzcuRIwsLCAF+TiQuvdbnS/iI5yd/8dTqdDBgwgNjYWACefvppSpUqddFtmERyij85HB8fzxtvvIHX66VXr17p5nnnnXdyPHYRfz+DX3rpJYYPH84333yDYRgAfP3119SuXTtX4hfxN4fPe+utt/jzzz8B3/LyypUrqziXoGQyzn8ai4iIiIiIiEiW0vJyERERERERkWyioltEREREREQkm6joFhEREREREckmKrpFREREREREsomKbhEREREREZFsoqJbREREREREJJuo6BYRERERERHJJiq6RURERERERLKJim4RERERERGRbKKiW0RERCQADBo0iDp16vDEE0/kdigiIpKFVHSLiIiIBIB77rmH9957L7fDEBGRLGbN7QBEREQuZePGjXzwwQesXr2aSpUqcc0116QbP3z4MAsXLrziPKtWreLw4cN069Yt3fbRo0ezevVqvvrqqyyLOSePdTlJSUmMHDmS5cuXY7FYcLlchISE0Lx5c9q1a0fx4sWz7FijRo0iJiaGggUL4vF4GD9+/EXb2rZt6/dzz8nfzeW8++672Gw2hgwZkmUxXMltt93GqlWrcux4IiKSM1R0i4hIQKpZsyZjxozhuuuu46GHHrqoWGrWrFmG5lm9ejWrV6++6PERERGUL18+y+LN6WNdSlJSEvfccw+33norP/74I1ar75/5+fPnM3jwYM6ePcvjjz+eJcc6dOgQ7777LgsWLKBcuXJ8//33l9yWmeeek7+by1myZAlvvvlmlsYgIiL5k4puEREJSu++++5VPb5Dhw506NAhi6IJjGMNGzYMl8vF888/j8lkSt3eokUL7rrrriw91pEjRwAoV64cAPfffz+rV6++aBvg93PPyd/NpRw6dIiTJ09Sq1atLJ23c+fOeDyei7aPHDmSkiVLZumxREQkcKjoFhGRoDJ58mQOHz6cesb2xRdfZObMmYSHhzN06FBcLhdvvfUW4eHhdOzYkSlTphAbG0u/fv0A+Pbbb5k3bx7fffcd27dv56+//mL27Nl8/fXXbN++neHDhzN+/Hj27NlDo0aNeOWVV1KP7Xa7+fTTT1myZAmFCxcmKSmJjh070r9/f0aNGpWhY104z+LFi3E4HBQoUICXXnqJ66+/HiDD8VzI7XYzYcIEBg4cmK7gPu/+++8nNjb2oudyuRjcbjeffPIJy5YtIzw8HLvdzgsvvEBUVFRqfEDqc7377rsv2tazZ8+LnvuVXsfp06df8vW6Uiz/9Vpd7ncTEhJyyddyyZIlNGjQAIvFcsnxfv36ERUVhdlsJiYmBpvNxuDBg+nQoQNvvvkms2fPJiIigpdffpnGjRunPm7q1KmXnE9ERPI4Q0REJIBFRUUZ0dHRqT9HR0cbw4YNS7fPt99+a9SpU8f4+++/jXPnzhl9+vQxEhMTDcMwjGHDhhl9+/a9aN6VK1caUVFRF/08YsQIwzAM4+TJk0b16tWNFStWpO7z0UcfGV27djUSEhIMwzCMNWvWGHXq1Ekdz+ixPvroI6NLly5GfHy8YRiG8csvvxj16tUzYmNj/YrnQn/99ZcRFRVlzJ8//5Lj/3alGD766CPj7rvvNlJSUgzDMIzp06cbt912mxEXF3fJ5+TPtiu9jpd6vTISy3+9Vpf73VzKwIED0+Xcv/Xt29eoVauW8eWXXxp79+41vvzyS6NatWrGAw88YIwfP97Yu3ev8dprrxl169ZNzcOMWrlypfH444/79RgREQls6l4uIiIBb8SIEfTr149+/foxYsSIi8bvu+8+ypUrx6uvvspbb73FoEGDCA0NzdSxzi9rLl68OFWqVGH79u0AJCcnM3r0aPr06UOBAgUAqF27duqZ04w6P89dd91FwYIFAejRowder5cJEyZkOJ5/i4uLA0iN7WpiOD/et29f7HZ7ahwpKSnMmjXLr+d7uWNn9HX0J5aMvlb/xel0smrVKho1avSf+11//fU8+uijREZGMnDgQBwOB0WLFqVnz55ERkYyaNAgzp49m+4M/5X079+fJ598kiVLlnDHHXewfv16v+MXEZHAo+XlIiIS8C5spHZ+efmFLBYLQ4cO5c4776R58+Y0bNgw08cqUaJE6v8XLFiQ+Ph4APbv309KSgoVK1ZMt7+/jckuNY/FYqFs2bLs2LEjw/H8W6FChQBfM7WrjeH8+IgRI/jpp59S94mIiEi3RD0z/H0d/Yklo6/Vf1m1atUlu+X/23XXXZf6/xaLhSJFihAVFZUuPoBTp05l+NijR4/2L1gREQkKKrpFRCSoXK77dLly5ShWrBgbNmwgPj6esLCwTM1/4XW8JpMJwzAyNU9WyWg8lStXJjw8nF27dmW4s/uVPPfcc9SrVy9L5rpaGYklK353S5cu5Y477rjifuc7w194vAu3nb+uPrfzR0REcp+Wl4uISFCaOXNmup/ff/993nnnHQoUKMAHH3yQuv3CpmIpKSm4XK5MHa9ixYo4HA4OHjyYbvvIkSNTzy5n5Fjn59m/f3/qNo/Hw+HDh9OdKfWXxWKhT58+zJ49+5LjDz/8MO+9916GYjg/vnfv3nRzjB07ljVr1mQ6xguP/V+v46X2v9pYMpoHGS26RUREMkpFt4iIBKUPP/ww9f9XrlyJxWLh9ttvZ+jQoUyYMIG1a9cCUKxYMc6dOwfAO++8w++//56p44WEhNC/f3/GjRuXWhwuXbqUefPmpV4/npFjXThPYmIi4Fsybzab6dmzZ6ZiO+/xxx8nJCSE999/H7fbDfjOtI4ZM4adO3cyYMCADMVwfvynn35KfT779u3jxx9/pEqVKlcVY0Zex0vtf7WxZOR3c+DAAc6ePctNN92UmacmIiJySVpeLiIiAWnDhg28/fbbAHz11Vf88ssv6caPHz8OwCeffMLEiRMpVaoUycnJLF++HIfDwZNPPkmfPn3o06cPkydPpk+fPoSHh9OgQYPU21KB7/ZPrVu3ZuLEiak/f/7557z33nts27aNw4cPExoaygMPPMATTzyBx+PhzjvvpEiRIoSFhfHJJ5+kxtS6desrHmvo0KE88cQTeL1eevbsmXq7ru+//57w8HDAV4R+9NFHV4zn3+x2O6NGjeLbb7+lb9++2Gw2nE4nVapUYezYsanXGQNXjOGJJ57AMAx69epFREQENpuNjz76iKJFi150y7AWLVpQsmTJi7YVK1bsoudesWLF/3wdL/d6XS6WjL5Wl/rd/NuSJUto2LDhZW8VJiIikhkmQxcbiYiIiPDAAw/QoUMHunTpktuhiIhIHqLl5SIiIiJA3bp1ady4cW6HISIieYzOdIuIiIiIiIhkE53pFhEREREREckmKrpFREREREREsomKbhEREREREZFsoqJbREREREREJJuo6BYRERERERHJJiq6RURERERERLKJim4RERERERGRbKKiW0RERERERCSbqOgWERERERERySYqukVERERERESyiYpuERERERERkWyioltEREREREQkm/w/NchpfM3Nn20AAAAASUVORK5CYII=" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "execution_count": 20 + "outputs": [], + "execution_count": null }, { - "metadata": { - "ExecuteTime": { - "end_time": "2025-05-20T13:54:38.120536Z", - "start_time": "2025-05-20T13:54:38.118803Z" - } - }, + "metadata": {}, "cell_type": "code", "source": "", "outputs": [], "execution_count": null }, { - "metadata": { - "ExecuteTime": { - "end_time": "2025-05-20T13:54:38.134955Z", - "start_time": "2025-05-20T13:54:38.133357Z" - } - }, + "metadata": {}, "cell_type": "code", "source": "", "outputs": [], diff --git a/ledsa/postprocessing/simulation.py b/ledsa/postprocessing/simulation.py index 9d4a490..4e15838 100644 --- a/ledsa/postprocessing/simulation.py +++ b/ledsa/postprocessing/simulation.py @@ -26,6 +26,14 @@ def __init__(self, path_simulation: str, read_all=True, remove_duplicates=False, :type load_config_params: bool, optional :raises ValueError: If path_images is not provided when required for image analysis. """ + self.led_params_timedelta = 0 + self.ch0_ledparams_df = None + self.ch1_ledparams_df = None + self.ch2_ledparams_df = None + self.ch0_extcos = None + self.ch1_extcos = None + self.ch2_extcos = None + self.all_extco_df = None self.solver = None self.average_images = False self.camera_channels = [0] @@ -68,19 +76,24 @@ def __init__(self, path_simulation: str, read_all=True, remove_duplicates=False, self.read_all() if remove_duplicates == True: self.remove_duplicate_heights() - else: - self.ch0_ledparams = None - self.ch1_ledparams = None - self.ch2_ledparams = None - self.ch0_extcos = None - self.ch1_extcos = None - self.ch2_extcos = None height_from_layer = lambda self, layer: -1 * ( layer / self.n_layers * (self.top_layer_height - self.bottom_layer_height) - self.top_layer_height) layer_from_height = lambda self, height: int( (self.top_layer_height - height) / (self.top_layer_height - self.bottom_layer_height) * self.n_layers) + def get_closest_time(self, time): + """ + Returns closest time index from self.all_extco_df + + :param time: Target time to find closest match for + :type time: int or float + :return: Closest matching time index + :rtype: int + """ + return self.all_extco_df.index[abs(self.all_extco_df.index - time).argmin()] + + def set_timeshift(self, timedelta: int): """ Sets the time shift for the experiment's start time. @@ -88,7 +101,9 @@ def set_timeshift(self, timedelta: int): :param timedelta: Time shift in seconds. :type timedelta: int """ - self.all_extco_df.index += timedelta + if self.all_extco_df is not None: + self.all_extco_df.index += timedelta + self.led_params_timedelta = timedelta def _get_ledparams_df_from_path(self, channel: int) -> pd.DataFrame: """ @@ -106,7 +121,7 @@ def _get_ledparams_df_from_path(self, channel: int) -> pd.DataFrame: table = pd.read_hdf(file, key='channel_values') time = self.image_info_df['Experiment_Time[s]'].astype(int) table = table.merge(time, left_on='img_id', right_index=True) - table.set_index(['Experiment_Time[s]', 'led_id'], inplace=True) + table.set_index(['Experiment_Time[s]'], inplace=True) self.led_heights = table['height'] return table @@ -294,6 +309,7 @@ def get_ledparams_at_led_array(self, channel: int, led_array_id: int, param='sum led_params = self.ch2_ledparams_df index = 'height' if yaxis == 'height' else 'led_id' led_params = led_params.reset_index().set_index(['Experiment_Time[s]', index]) + led_params.index = led_params.index.set_levels(led_params.index.levels[0] + self.led_params_timedelta, level=0) ii = led_params[led_params['led_array_id'] == led_array_id][[param]] if n_ref == False: rel_i = ii