{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Preprocessing Dual Energy Carbonate CT Data\n", "\n", "Before running the Monte Carlo inversion, we need to perform some pre-configurations. \n", "In this tutorial, we will process this data directly within the Jupyter Notebook, \n", "in a parallel MPI environment using [ipyparallel](https://ipyparallel.readthedocs.io/).\n", "\n", "Let's first create a cluster with a set of 5 MPI engines:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting 5 engines with \n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2fa50f8c6f3244cf9099e69e508df897", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/5 [00:00" ] }, "metadata": { "engine": 0 }, "output_type": "display_data" }, { "data": { "text/plain": [ "[output:0]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "engine": 0 }, "output_type": "display_data" } ], "source": [ "%%px --block --group-outputs=type\n", "\n", "# Create orthogonal viewers for low and high energy images\n", "lowE_viewer = rv.OrthogonalViewer(image=dectgroup.lowECT)\n", "highE_viewer = rv.OrthogonalViewer(image=dectgroup.highECT)\n", "\n", "#Each process will create it's own repeated image, let's close all but rank zero:\n", "if rv.config['MPI']['mpi_rank'] != 0:\n", " plt.close(lowE_viewer.figure)\n", " plt.close(highE_viewer.figure)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Building the segmentation image\n", "\n", "\n", "A segmentation image is needed to inform RockVerse about the spatial location of the standard materials.\n", "While the segmentation image is not available in the Digital Rocks Portal, the rock sample and the standard \n", "materials are fairly aligned with the image's z-axis. Let's quickly build a segmentation image with \n", "RockVerse's cylindrical regions. \n", "A little trial and error is all it takes in this case:\n", "\n", "### Air" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ad5156de611d4ad59c1ec72e67bb7567", "version_major": 2, "version_minor": 0 }, "text/plain": [ "%px: 0%| | 0/5 [00:00" ] }, "metadata": { "engine": 0 }, "output_type": "display_data" } ], "source": [ "%%px --block --group-outputs=type\n", "\n", "#Adjusting viewer properties will help us in this task\n", "highE_viewer.figure.set_size_inches(10, 10)\n", "highE_viewer.update_image_dict(clim=(-1200, 3000))\n", "highE_viewer.mask_color = 'gold'\n", "highE_viewer.mask_alpha = 0.5\n", "\n", "#This is the final cylindrical region for probing air attenuation\n", "air_region = rv.region.Cylinder(p=(126, 20, 461), v=(0, 0, 1), r=10, l=750)\n", "\n", "# Set the region in the viewer and visualize the result\n", "highE_viewer.region = air_region\n", "\n", "#Changing region rebuilds the histogram. Let's set the scale again\n", "highE_viewer.ax_histogram.set_xlim(-1250, 3050)\n", "\n", "# Only display the figure for rank 0\n", "if rv.config['MPI']['mpi_rank'] == 0:\n", " display(highE_viewer.figure)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Water" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[output:0]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "743558ff88414eceaf74cd9cd6fa2d5d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "[2025-01-10 17:46:33] Histogram High attenuation (min/max): 0%| | 0/256 [00:00" ] }, "metadata": { "engine": 0 }, "output_type": "display_data" } ], "source": [ "%%px --block --group-outputs=type\n", "\n", "#Final water region\n", "water_region = rv.region.Cylinder(p=(55, 176.2, 461), v=(0, 0, 1), r=10, l=900)\n", "\n", "#Adjust the viewer and display for rank 0\n", "highE_viewer.region = water_region\n", "highE_viewer.ref_point = water_region.p\n", "highE_viewer.ax_histogram.set_xlim(-1250, 3050)\n", "\n", "if rv.config['MPI']['mpi_rank'] == 0:\n", " display(highE_viewer.figure)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Teflon" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[output:0]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d48642b97bf546148586eb79acd763b6", "version_major": 2, "version_minor": 0 }, "text/plain": [ "[2025-01-10 17:46:37] Histogram High attenuation (min/max): 0%| | 0/256 [00:00" ] }, "metadata": { "engine": 0 }, "output_type": "display_data" } ], "source": [ "%%px --block --group-outputs=type\n", "\n", "#Final teflon region\n", "teflon_region = rv.region.Cylinder(p=(124.7, 228, 461), v=(0, 0, 1), r=6.5, l=900)\n", "\n", "#Adjust the viewer and display for rank 0\n", "highE_viewer.region = teflon_region\n", "highE_viewer.ref_point = teflon_region.p\n", "highE_viewer.ax_histogram.set_xlim(-1250, 3050)\n", "\n", "if rv.config['MPI']['mpi_rank'] == 0:\n", " display(highE_viewer.figure)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Silica" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[output:0]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0f4bfcd129f749579704235df411e37f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "[2025-01-10 17:46:42] Histogram High attenuation (min/max): 0%| | 0/256 [00:00" ] }, "metadata": { "engine": 0 }, "output_type": "display_data" } ], "source": [ "%%px --block --group-outputs=type\n", "\n", "#Final silica region\n", "silica_region = rv.region.Cylinder(p=(196, 179, 461), v=(0, 0, 1), r=9, l=900)\n", "\n", "#Adjust the viewer and display for rank 0\n", "highE_viewer.region = silica_region\n", "highE_viewer.ref_point = silica_region.p\n", "highE_viewer.ax_histogram.set_xlim(-1250, 3050)\n", "\n", "if rv.config['MPI']['mpi_rank'] == 0:\n", " display(highE_viewer.figure)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rock sample" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[output:0]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2965220de4794047ba4c3831c958a59c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "[2025-01-10 17:46:46] Histogram High attenuation (min/max): 0%| | 0/256 [00:00" ] }, "metadata": { "engine": 0 }, "output_type": "display_data" } ], "source": [ "%%px --block --group-outputs=type\n", "\n", "#Final rock region\n", "rock_region = rv.region.Cylinder(p=(126, 114, 461), v=(0, 0, 1), r=63, l=875)\n", "\n", "#Adjust the viewer and display for rank 0\n", "highE_viewer.region = rock_region\n", "highE_viewer.ref_point = rock_region.p\n", "highE_viewer.ax_histogram.set_xlim(-1250, 3050)\n", "\n", "if rv.config['MPI']['mpi_rank'] == 0:\n", " display(highE_viewer.figure)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Combined segmentation image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can use these regions to create the final segmentation image:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[output:0]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ecb88dd267bb438c961c2b989d2f1def", "version_major": 2, "version_minor": 0 }, "text/plain": [ "[2025-01-10 17:46:51] (segmentation) Set: 0%| | 0/256 [00:00" ] }, "metadata": { "engine": 0 }, "output_type": "display_data" } ], "source": [ "%%px --block --group-outputs=type\n", "\n", "# Create the segmentation voxel image inside the dual energy group\n", "dectgroup.create_segmentation(fill_value=0, overwrite=True)\n", "\n", "# Use the VoxelImage math method to assign each region\n", "dectgroup.segmentation.math(value=1, op='set', region=air_region) #Air\n", "dectgroup.segmentation.math(value=2, op='set', region=water_region) #Water\n", "dectgroup.segmentation.math(value=3, op='set', region=teflon_region) #Teflon\n", "dectgroup.segmentation.math(value=4, op='set', region=silica_region) #Silica\n", "dectgroup.segmentation.math(value=5, op='set', region=rock_region) #Rock sample\n", "\n", "#Adjust the viewer and display for rank 0\n", "highE_viewer.region = None\n", "highE_viewer.segmentation = dectgroup.segmentation\n", "highE_viewer.ref_point = rock_region.p\n", "highE_viewer.ax_histogram.set_xlim(-1250, 3050)\n", "\n", "if rv.config['MPI']['mpi_rank'] == 0:\n", " display(highE_viewer.figure)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mask Image\n", "\n", "It is a good practice to save time in the Monte Carlo inversion by masking out voxels for which we are not interested \n", "in the results. While we cannot assign regions to DualEnergyCT groups, we can create an arbitrary mask voxel image to \n", "inform RockVerse which voxels should be ignored. In our case, phase 0 in our segmentation image represents the regions \n", "we want to exclude from our inversion:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[output:0]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "a4e773fb33054d62835a7ae19e4a0a5e", "version_major": 2, "version_minor": 0 }, "text/plain": [ "[2025-01-10 17:47:04] (mask) Set: 0%| | 0/256 [00:00" ] }, "metadata": { "engine": 0 }, "output_type": "display_data" } ], "source": [ "%%px --block --group-outputs=type\n", "\n", "#Create the empty mask\n", "dectgroup.create_mask(fill_value=False, overwrite=True)\n", "\n", "#Use VoxelImage math method to set mask to True where segmentation is 0\n", "dectgroup.mask.math(value=True,\n", " op='set',\n", " segmentation=dectgroup.segmentation,\n", " phases=(0,))\n", "\n", "#Adjust the viewer and display for rank 0\n", "highE_viewer.mask = dectgroup.mask\n", "highE_viewer.mask_color = 'k'\n", "highE_viewer.mask_alpha = 0.75\n", "highE_viewer.ax_histogram.set_xlim(-1250, 3050)\n", "\n", "if rv.config['MPI']['mpi_rank'] == 0:\n", " display(highE_viewer.figure)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The black voxels in the image above will be ignored during the Monte Carlo inversion.\n", "\n", "Now that we are satisfied with the segmentation and mask, we need to calculate a more detailed \n", "histogram, as the histogram counts will serve as the basis for calculating the probability\n", "density functions for the X-ray attenuation values in the standard materials. \n", "Once again, some testing led to the final choice of $2^{10}$ bins.\n", "\n", "Let's update our viewer one last time:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[output:0]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c6941491af2046b29c152061ea707a6c", "version_major": 2, "version_minor": 0 }, "text/plain": [ "[2025-01-10 17:47:13] Histogram High attenuation (min/max): 0%| | 0/256 [00:00" ] }, "metadata": { "engine": 0 }, "output_type": "display_data" } ], "source": [ "%%px --block --group-outputs=type\n", "\n", "#Set the number of histogram bins\n", "highE_viewer.histogram_bins = 2**10\n", "\n", "#Fix the scale, as the histogram was rebuilt\n", "highE_viewer.ax_histogram.set_xlim(-1250, 3050)\n", "\n", "#Write the material names in the histogram legend\n", "highE_viewer.ax_histogram.legend(\n", " [\n", " highE_viewer.histogram_lines['full'],\n", " highE_viewer.histogram_lines['1'],\n", " highE_viewer.histogram_lines['2'],\n", " highE_viewer.histogram_lines['3'],\n", " highE_viewer.histogram_lines['4'],\n", " highE_viewer.histogram_lines['5'],\n", " ], [\n", " 'Full',\n", " 'Air',\n", " 'Water',\n", " 'Teflon',\n", " 'SiO2',\n", " 'Rock'\n", " ]\n", ")\n", "\n", "#Show figire for rank 0\n", "if rv.config['MPI']['mpi_rank'] == 0:\n", " display(highE_viewer.figure)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run the preprocessing step\n", "\n", "Now we are ready to set the processing parameters and run the pre-processing step.\n", "Our little cluster with 5 MPI processes is still enough for this task." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[output:0]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ee435d7a4fb141bf9b152ceac6727fae", "version_major": 2, "version_minor": 0 }, "text/plain": [ "[2025-01-10 17:47:19] Hashing Low attenuation: 0%| | 0/512 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def gaussian(x, A, mu, sigma):\n", " return A*np.exp(-0.5*((x-mu)/sigma)**2)\n", "\n", "fig1, ax1 = plt.subplots(2, 2, layout='constrained')\n", "fig2, ax2 = plt.subplots(2, 2, layout='constrained')\n", "fig1.suptitle('Low Energy Attenuation')\n", "fig2.suptitle('High Energy Attenuation')\n", "\n", "for hist, ax, mode in zip((dectgroup.lowEhistogram, dectgroup.highEhistogram),\n", " (ax1, ax2),\n", " ('low', 'high')):\n", "\n", " for k, (i, j, xlb) in enumerate(zip((0, 0, 1, 1),\n", " (0, 1, 0, 1),\n", " ('Air', 'Water', 'Teflon', 'Silica'))):\n", " ax[i][j].plot(hist['bin_centers'], hist[str(k+1)], '.', label='Hist.')\n", "\n", " xlim = dectgroup.__getattribute__(f'calibration_material{k}')[f'{mode}E_gaussian_center_bounds']\n", " xlim[0] -= 200\n", " xlim[1] += 200\n", "\n", " x = np.linspace(*xlim, 500)\n", " y = gaussian(\n", " x,\n", " A=dectgroup.calibration_gaussian_coefficients[f'A_{mode}E'].iloc[k],\n", " mu=dectgroup.calibration_gaussian_coefficients[f'mu_{mode}E'].iloc[k],\n", " sigma=dectgroup.calibration_gaussian_coefficients[f'sigma_{mode}E'].iloc[k])\n", "\n", " ax[i][j].plot(x, y, color='orange', label='Fit')\n", " ax[i][j].set_xlim(*xlim)\n", " ax[i][j].set_xlabel(xlb)\n", " ax[i][j].set_ylabel('Count')\n", " ax[i][j].legend()\n" ] }, { "cell_type": "code", "execution_count": 192, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAosAAAHrCAYAAACn9tfQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAADQzUlEQVR4nOzdeVxU5f7A8c+w74vsKLJo7mtoLmVopabtqWndXEors02t7s1W00orr3Erl27i1mpl9bulpVZKpmguaApoqCgoIILIDsPA8/tjYnJkUETgDPB9v17zcuac55zzncPM43fOeRadUkohhBBCCCGEBTZaByCEEEIIIayXJItCCCGEEKJGkiwKIYQQQogaSbIohBBCCCFqJMmiEEIIIYSokSSLQgghhBCiRpIsCiGEEEKIGkmyKIQQQgghaiTJohBCCCGEqJEki6LJWLlyJTqdDp1Ox5YtW6qtV0rRvn17dDodgwcPbtBYtm/fzuzZszl37lyD7P/YsWM8/vjjdOjQAWdnZ1xcXOjatSsvvvgip06dqtdjzZ49G51OV2/7q/o77d692+L6W2+9lbCwMLNlYWFhTJo0qU7HGzx4MN26davTtlXHrvpcXfho6M+RNXn33XfR6XQ1nsvExERmz57N8ePHq6379NNPiY6ObtgAG9D69euZPXu2xXVX8tkUormw0zoAIS6Xu7s7MTEx1f4jj42N5ejRo7i7uzd4DNu3b+fVV19l0qRJeHl51eu+v//+e8aNG4evry+PP/44vXv3RqfTceDAAZYvX866deuIj4+v12Nq7ZtvvsHDw0Oz41977bUsWLCg2nItY2psy5cvByAhIYGdO3fSr18/s/WJiYm8+uqrDB48uFqy/+mnn3Lw4EGmT5/eSNHWr/Xr17No0SKLCaPWn00hrIEki6LJGTt2LJ988gmLFi0yq8RjYmIYMGAA+fn5GkZ3ZVJSUhg3bhwdOnRg8+bNeHp6mtbdcMMNPPnkk3zzzTf1cqzi4mJcXFzqZV9Xqnfv3poe38vLi/79+2saQxUt/i67d+9m//793HLLLaxbt46YmJhqyWJLpfVnUwhrILehRZNz7733AvDZZ5+ZluXl5bF27VoefPBBi9ucPXuWadOm0bp1axwcHIiIiOCFF16grKzMrJxOp+Pxxx/no48+onPnzri4uNCzZ0++//57U5nZs2fz7LPPAhAeHm7x1viaNWsYMGAArq6uuLm5MXz48FpdDVy4cCFFRUUsXrzYLFE8P767777b9HrTpk3ccccdtGnTBicnJ9q3b88jjzxCdna22XZVt5r37t3L6NGj8fb2pl27djXGUVlZyVtvvUWnTp1wdHTE39+fCRMmcPLkyUu+h7qwdKsvISGBYcOG4eLigp+fH4899hjr1q2rsRnCrl27GDRoEC4uLkRERDB//nwqKyvrLcaqc5iQkMC9996Lp6cnAQEBPPjgg+Tl5ZmVVUqxePFievXqhbOzM97e3owePZpjx46Zlau6hf7rr78ycOBAXFxcTJ/hkydPMnr0aNzd3fHy8uIf//gHu3btQqfTsXLlSgA++ugjdDodcXFx1eKdM2cO9vb2pKenX/K9xcTEADB//nwGDhzI559/TnFxsWn9ypUrGTNmDABDhgwxfeZXrlzJ4MGDWbduHSdOnDC7hV9Fr9fz2muvmT5Lfn5+PPDAA5w5c8YshrCwMG699VZ+/PFHrr76apydnenUqZPpiueFf4cLVTV/OP82+Zo1axg2bBhBQUE4OzvTuXNnnnvuOYqKikxlJk2axKJFiwDM4q/aj6XPZmpqKvfffz/+/v44OjrSuXNn/v3vf5t93o4fP45Op2PBggUsXLiQ8PBw3NzcGDBgADt27LjUn0QI66KEaCJWrFihALVr1y41fvx4dc0115jWLVmyRLm6uqr8/HzVtWtXFRUVZVpXUlKievTooVxdXdWCBQvUxo0b1UsvvaTs7OzUyJEjzY4BqLCwMHXNNdeoL774Qq1fv14NHjxY2dnZqaNHjyqllEpLS1NPPPGEAtTXX3+t4uLiVFxcnMrLy1NKKfX6668rnU6nHnzwQfX999+rr7/+Wg0YMEC5urqqhISEi77HDh06qICAgFqfkyVLlqh58+ap//3vfyo2NlatWrVK9ezZU3Xs2FHp9XpTuVdeeUUBKjQ0VP3rX/9SmzZtUt9++63ZuvM9/PDDClCPP/64+vHHH9XSpUuVn5+fCgkJUWfOnLloTFV/px07dqjy8vJqj5EjR6rQ0FCzbUJDQ9XEiRNNr9PT05WPj49q27atWrlypVq/fr0aP368CgsLU4DavHmzqWxUVJTy8fFRV111lVq6dKnatGmTmjZtmgLUqlWrLnkOQ0ND1ciRIy3GWllZWe0cduzYUb388stq06ZNauHChcrR0VE98MADZvt86KGHlL29vXr66afVjz/+qD799FPVqVMnFRAQoDIzM81ib9WqlQoJCVHvvfee2rx5s4qNjVWFhYWqffv2qlWrVmrRokVqw4YNasaMGSo8PFwBasWKFUoppcrKylRgYKD6xz/+YXb88vJyFRwcrMaMGXPJ919cXKw8PT1V3759lVJKLVu2TAFq5cqVpjJZWVnqjTfeUIBatGiR6TOflZWlEhIS1LXXXqsCAwNNy+Pi4pRSSlVUVKibb75Zubq6qldffVVt2rRJLVu2TLVu3Vp16dJFFRcXm/0d2rRpo7p06aJWr16tNmzYoMaMGaMAFRsbW+3vcKGqz11KSopp2dy5c9U777yj1q1bp7Zs2aKWLl2qwsPD1ZAhQ0xljhw5okaPHq0As/hLS0tNcZ3/2czKylKtW7dWfn5+aunSperHH39Ujz/+uALUo48+aiqXkpJiqk9uvvlm9e2336pvv/1Wde/eXXl7e6tz585d8m8jhLWQZFE0Gecni5s3b1aAOnjwoFJKqb59+6pJkyYppVS1ZHHp0qUKUF988YXZ/t58800FqI0bN5qWASogIEDl5+eblmVmZiobGxs1b94807K333672n9MSimVmpqq7Ozs1BNPPGG2vKCgQAUGBqp77rnnou/RyclJ9e/f/9Inw4LKykpVXl6uTpw4oQD1f//3f6Z1Vf/Bvvzyy9W2u/A/36SkJAWoadOmmZXbuXOnAtTzzz9/0Tiq/k4Xe1wqWXz22WeVTqerllwPHz7cYrIIqJ07d5qV7dKlixo+fPhFY606dk1xzp0711Su6jy99dZbZttPmzZNOTk5mRLLuLg4Bah///vfZuXS0tKUs7Oz+uc//1kt9p9//tms7KJFixSgfvjhB7PljzzyiFmyWBWXg4ODOn36tGnZmjVrqiVZNVm9erUC1NKlS5VSxs+qm5ubGjRokFm5L7/8stq5r3LLLbdU+5sqpdRnn32mALV27Vqz5bt27VKAWrx4sWlZaGiocnJyUidOnDAtKykpUa1atVKPPPKI2futbbJ4vqrvR2xsrALU/v37Tesee+wxi/usiuv8z+Zzzz1n8fP26KOPKp1Opw4fPqyU+jtZ7N69uzIYDKZyv//+uwLUZ599ZvF4QlgjuQ0tmqSoqCjatWvH8uXLOXDgALt27arxFvQvv/yCq6sro0ePNltedWvp559/Nls+ZMgQs04yAQEB+Pv7c+LEiUvGtWHDBgwGAxMmTMBgMJgeTk5OREVFWbx9eiWysrKYOnUqISEh2NnZYW9vT2hoKABJSUnVyo8aNeqS+9y8eTNAtVtv11xzDZ07d652vmqyevVqdu3aVe1x3XXXXXLb2NhYunXrRpcuXcyWVzVBuFBgYCDXXHON2bIePXrU6m8GcN1111mMdfLkydXK3n777dWOU1paSlZWFmDsoKTT6bj//vvNPgOBgYH07Nmz2mfA29ubG264odr7d3d35+abb77k+3/00UcB+PDDD03L3n//fbp37871119/yfceExODs7Mz48aNA8DNzY0xY8awdetWkpOTL7n9xXz//fd4eXlx2223mZ2LXr16ERgYWO1c9OrVi7Zt25peOzk50aFDh1r/HS907Ngx7rvvPgIDA7G1tcXe3p6oqCjA8vejNn755Re6dOlS7fM2adIklFL88ssvZstvueUWbG1tTa979OgBUOf3JIQWpIOLaJJ0Oh0PPPAA7777LqWlpXTo0IFBgwZZLJuTk0NgYGC1dk7+/v7Y2dmRk5NjttzHx6faPhwdHSkpKblkXKdPnwagb9++Ftfb2Fz891nbtm1JSUm55HHA2K5w2LBhpKen89JLL9G9e3dcXV2prKykf//+FuMNCgq65H6rzoelssHBwbX+T65z58706dOn2nJPT0/S0tIuGUN4eHi15QEBARbLX8nfrComS7HW5liOjo4ApmOdPn0apVSNsUZERJi9tnSec3JyLG5f07KxY8fywQcf8Nxzz5GQkMDWrVv54IMPLvlejhw5wq+//sqoUaNQSpmGgho9ejQrVqxg+fLlzJs375L7qcnp06c5d+4cDg4OFtdf2Lb2Sv+O5yssLGTQoEE4OTnx2muv0aFDB1xcXEhLS+Puu++u0z7B+Le5sDc4GL8bVevPd6nPixBNgSSLosmaNGkSL7/8MkuXLuX111+vsZyPjw87d+5EKWWWMGZlZWEwGPD19a23mKr29dVXX5mu8F2O4cOH895777Fjx45L9s49ePAg+/fvZ+XKlUycONG0/MiRIzVuU5vxFKv+c8vIyKBNmzZm69LT0+v1fF0shqrE+3yZmZkNfuwr5evri06nY+vWrabE4HwXLrP0N/Hx8eH333+vtrym9//UU0/x0Ucf8X//93/8+OOPpg4xl7J8+XKUUnz11Vd89dVX1davWrWK1157zezK2OXw9fXFx8eHH3/80eL6ugxz5eTkBEBZWZnZubww8fzll19IT09ny5YtpquJwBWPjerj40NGRka15VUdiRrj+yFEY5Pb0KLJat26Nc8++yy33XabWbJ0oRtvvJHCwkK+/fZbs+WrV682rb9cNV0dGD58OHZ2dhw9epQ+ffpYfFzMjBkzcHV1Zdq0adV62IKxl23V0DlVScaFyUdtrihdTNUt0Y8//ths+a5du0hKSqrT+bpcUVFRHDx4kMTERLPln3/+eYMf+0rdeuutKKU4deqUxb9/9+7dL7mPqKgoCgoK+OGHH8yW1/T+IyMjGThwIG+++SaffPIJkyZNwtXV9aLHqKioYNWqVbRr147NmzdXezz99NNkZGSYYrjYFbGarv7deuut5OTkUFFRYfFcdOzY8ZLn4kJVV/X++OMPs+Xfffed2evL+X5cztW+G2+8kcTERPbu3Wu2fPXq1eh0OoYMGXLJfQjR1MiVRdGkzZ8//5JlJkyYwKJFi5g4cSLHjx+ne/fu/Pbbb7zxxhuMHDmSm2666bKPW/Uf/n/+8x8mTpyIvb09HTt2JCwsjDlz5vDCCy9w7Ngxbr75Zry9vTl9+jS///47rq6uvPrqqzXuNzw8nM8//5yxY8fSq1cv06DcYBwUuepK0F133UWnTp1o164dzz33HEopWrVqxXfffcemTZsu+/2cr2PHjjz88MO899572NjYMGLECI4fP85LL71ESEgIM2bMuKL918b06dNZvnw5I0aMYM6cOQQEBPDpp59y6NAh4NK38y/XuXPnLA5n4ujoeNnj7F177bU8/PDDPPDAA+zevZvrr78eV1dXMjIy+O233+jevbupnWFNJk6cyDvvvMP999/Pa6+9Rvv27fnhhx/YsGEDYPn9P/XUU4wdOxadTse0adMuGecPP/xAeno6b775psWZarp168b7779PTEwMt956q2lml//+97+4u7vj5OREeHg4Pj4+dO/ena+//polS5YQGRmJjY0Nffr0Ydy4cXzyySeMHDmSp556imuuuQZ7e3tOnjzJ5s2bueOOO7jrrrtqcVb/NnLkSFq1asXkyZOZM2cOdnZ2rFy5slrThoEDB+Lt7c3UqVN55ZVXsLe355NPPmH//v3V9ln1fX7zzTcZMWIEtra29OjRw+Lt8xkzZrB69WpuueUW5syZQ2hoKOvWrWPx4sU8+uijdOjQ4bLejxBNgmZda4S4TOf3hr6YC3tDK6VUTk6Omjp1qgoKClJ2dnYqNDRUzZo1yzQ8RhVAPfbYY9X2eWGPSKWUmjVrlgoODlY2NjbVeol+++23asiQIcrDw0M5Ojqq0NBQNXr0aPXTTz/V6r0ePXpUTZs2TbVv3145OjoqZ2dn1aVLFzVz5kyz3p6JiYlq6NChyt3dXXl7e6sxY8ao1NRUBahXXnnFVK6qB6mlYW8s9S6tqKhQb775purQoYOyt7dXvr6+6v7771dpaWmXjP1SfydLPWctnd+DBw+qm266STk5OalWrVqpyZMnq1WrVlXryRoVFaW6du1a7TgTJ0602EP3QhfrDd26dWtTuZrOYU29cJcvX6769eunXF1dlbOzs2rXrp2aMGGC2r179yVjV8rYs/7uu+9Wbm5uyt3dXY0aNUqtX7++Wk/3KmVlZcrR0VHdfPPNl3zPSil15513KgcHB5WVlVVjmXHjxik7OzvTcD/R0dEqPDxc2dramvXKPnv2rBo9erTy8vJSOp3O7PNUXl6uFixYoHr27KmcnJyUm5ub6tSpk3rkkUdUcnKyqVxoaKi65ZZbqsUQFRVV7fv8+++/q4EDBypXV1fVunVr9corr5iG/Dn/77B9+3Y1YMAA5eLiovz8/NSUKVPU3r17q/UoLysrU1OmTFF+fn6m+Kv2Y+mzeeLECXXfffcpHx8fZW9vrzp27KjefvttVVFRYSpT1Rv67bffrvaeLvx+CmHtdEop1XipqRBC1N3DDz/MZ599Rk5OTo2dJpqzN954gxdffJHU1NRq7Um/++47br/9dtatW8fIkSM1ilAI0RzJbWghhFWaM2cOwcHBREREUFhYyPfff8+yZct48cUXW0Si+P777wPQqVMnysvL+eWXX3j33Xe5//77zRLFxMRETpw4wdNPP02vXr0YMWKEViELIZopSRaFEFbJ3t6et99+m5MnT2IwGLjqqqtYuHAhTz31lNahNQoXFxfeeecdjh8/TllZGW3btuVf//oXL774olm5adOmsW3bNq6++mpWrVpVqx7vQghxOeQ2tBBCCCGEqJEMnSOEEEIIIWokyaIQQgghhKiRJItCCCGEEKJGkiwKIYQQQogaSbIohBBCCCFqJMmiEEIIIYSokYyzWEeVlZWkp6fj7u4u45oJYSWUUhQUFBAcHFzv80eLyyN1pBDW5UrqR0kW6yg9PZ2QkBCtwxBCWJCWllZtOjzRuKSOFMI61aV+lGSxjtzd3QHjSffw8NA4GiEEQH5+PiEhIabvp9CO1JFCWJcrqR8lWayjqtsqHh4eUhEKYWXktqf2pI4UwjrVpX6URj1CCCGEEKJGkiwKIYQQQogaSbIohBBCCCFqJMmiEEIIIYSokXRwEc1Sbl4+hcWlNa6vMBiwtav543+x9W4uTnh7SoN9IUTzdbE6VOrAlkeSRdHs5OblM2/RR5SXG2oupNOBUnVab29vx6zHxktlKYRoli5Vh0od2PJIsiiancLiUsrLDXQe1A8Xr+qVWc7JDI7HHzSu93THrTwVv5L92FcWUaFzIOOcE9sP2tBh0LXVti8+l0/S1p0UFpdKRSmEaJYuVodKHdgySbIomi0XLw/cfbyrLS8+l4+9Tk/vyv+j6/GPcCk7Va3MLREOZBTdyNGgWRS6tG+McIUQwqrUVIeKlkeSRdHihJRuY1zYa3hk5QNQoXPgnFsPyhwCsKksxSNvHy7kEFbwA23jN3Ii8H4Swl6iwtZF48iFEMI6nM4+W+M6adPY/EiyKFoMXWU5XU68QftzH4AdFNq35kjbp0jzG0WlrbOp3OkjKRTuWsuYLvGEFG4mPHMVrfJ38XvnGAqQClAI0fRdrAPLxRJBfXEJ6OCTrzfUWEbaNDY/kiyKFkFXqafv4UcIOmus4GJzr+dUv//g6hdgobANaWVtiW0zmXDbg0T++TiexYlE7R/Jz60XN3LkQghRv2rVCbAGBn05KGpsEy5tGpsnSRZFs2dTWUafQw8TlLuJCp0jP3vO5odkZyJtHC65bbbXIGJ7/sA1hx7CuzCeG9Ie4YDD1EaIWgghGkZtOwFejLRnbFlkUG7RvClFryNPGxNFGyd2dl7BcafBl7WLUsdgtnX7grPukThW5vNo68XYFR9rmHiFEKKRVCV8Fz6c3Vy1Dk1YGUkWRbPW/tQSQs58TaXOjp2dlnPGe3Cd9lNh60pcl4/JceyCu10hvgcnQXlhfYYqhBBCWCVJFkWzFVS4lS4nXgfgQPicOieKVQx2nmwOWUyewQP7osOwc8rFB/YWQgghmgFJFkWz5GZbwLUZz6NDcTzgHxwPnFgv+y2182NVxiSUzg5S10DyknrZrxBCCGGtJFkUTVZuXj5pGVnVHqfP5DDG/0ucKs6S79KJAxFzjdP31ZOU0gjOtXvZ+CL+WSg4Wm/7FuJCixcvJjw8HCcnJyIjI9m6detFy8fGxhIZGYmTkxMREREsXbrUbH1CQgKjRo0iLCwMnU5HdHR0tX3Mnj0bnU5n9ggMDKzPtyWaudPZZy3Wz7l5+VqHJupAekOLJuliQz/0cf+dfwT+QQV27LnqXSptnOr9+IVtHsI7/xfI2gI7J8ONv4BOfnuJ+rVmzRqmT5/O4sWLufbaa/nggw8YMWIEiYmJtG3btlr5lJQURo4cyUMPPcTHH3/Mtm3bmDZtGn5+fowaNQqA4uJiIiIiGDNmDDNmzKjx2F27duWnn34yvba1ta3/NygaVE1jKV5sHMUrdalxGGUMxqZJkkXRJNU09IOjIZdbj7wEwB++j5Hv1q1hAtDZQP/lsL47ZMUab0d3eKxhjiVarIULFzJ58mSmTJkCQHR0NBs2bGDJkiXMmzevWvmlS5fStm1b09XCzp07s3v3bhYsWGBKFvv27Uvfvn0BeO6552o8tp2dnVxNbMKuZCzFK3GxcRhlDMamS5JF0aRdONZXzyNv4EwBp8qCSfR5ELcGOq7xl3kr3MJfxDt5FpX7nifDcQiVDr4y1ZWoF3q9nj179lRL6IYNG8b27dstbhMXF8ewYcPMlg0fPpyYmBjKy8uxt7ev9fGTk5MJDg7G0dGRfv368cYbbxAREVFj+bKyMsrKykyv8/PldqOWLjaWYm3GUbxSMg5j8yLJomg2vAv2Enr6UwDWZo2mla7+P94X3mLR4ciMkDaEOJ0kdf0UvsgaK7dZRL3Izs6moqKCgADzWYYCAgLIzMy0uE1mZqbF8gaDgezsbIKCgmp17H79+rF69Wo6dOjA6dOnee211xg4cCAJCQn4+PhY3GbevHm8+uqrtdq/aDyWkrbic5LIi8sjjaxE86Aq6X7sBXQoDjuNJKW05isgV+L8WyyRtw3l6tuGk9jBeDuwv+cOBvX3pLzcUOOcq0JcLt0FnbOUUtWWXaq8peUXM2LECEaNGkX37t256aabWLduHQCrVq2qcZtZs2aRl5dneqSlpdX6eEII6ybJomgWgrO/w7twPwYbV353b/i2g+fPfFAaciNpfnejQ3Fd8XuAjL0orpyvry+2trbVriJmZWVVu3pYJTAw0GJ5Ozu7Gq8I1oarqyvdu3cnOTm5xjKOjo54eHiYPYQQzYMki6LJ01Xq6Zz6JgDJbaZRYtuq0WNIDH2BChsn/Ev20sklqdGPL5ofBwcHIiMj2bRpk9nyTZs2MXDgQIvbDBgwoFr5jRs30qdPn8tqr3ihsrIykpKSan0bWwjRvEiyKJq80NOf4lZ6nFJ7P44GP6xJDKWOQRwLnATALT7rQFVqEodoXmbOnMmyZctYvnw5SUlJzJgxg9TUVKZOnQoYb/1OmDDBVH7q1KmcOHGCmTNnkpSUxPLly4mJieGZZ54xldHr9ezbt499+/ah1+s5deoU+/bt48iRI6YyzzzzDLGxsaSkpLBz505Gjx5Nfn4+EyfWz+D2QoimRTq4iCbNtrKEjmnvAHA4ZAYVtq5AtiaxJLd5nNDMj2njdIrsrP+BRomraD7Gjh1LTk4Oc+bMISMjg27durF+/XpCQ0MByMjIIDU11VQ+PDyc9evXM2PGDBYtWkRwcDDvvvuuadgcgPT0dHr37m16vWDBAhYsWEBUVBRbtmwB4OTJk9x7771kZ2fj5+dH//792bFjh+m4QoiWRZJF0aRdde5LnMrPUOTYlhMB/9A0lnL7ViS1mkTP7PfxTHkLekwGGxnIWFyZadOmMW3aNIvrVq5cWW1ZVFQUe/furXF/YWFhpk4vNfn8888vK0YhRPMmt6FFk2Wv09M1JwaAP9s8gbKpe5us+pLkPYGiChfsS45C2ldahyOEEEJcMbmyKJqsfh47ca7IptixNWn+Y7QOBwCDrSu/nrueET4/QsLr0HaMTAMohLBKNpVleBb+gUdREk7lWQBU2DhhX+ZOuq2MxSj+JsmiaJoqy7jR2zhvbXLrx1E2DhoH9Let565nuP9v2Jw7AKe+hza3ax2SEKIZqmnuZ7jI/M9K0aZsB1cHfEzPI89jX1lcrUh3YGQE5KR8QWbJnaQG3Ivevu5DL4mmT5JF0SS5nP4GL/s8iu38SQ0Yp3U4ZkoqXShs/QAeqe/Bwdeg9W1wGQMiCyHEpdRl7mf/3M10Sn0L78L94AFUQpmdN/muXShxbI3CBruKQpzzEvAqP45PWSI+JxLpmBbNsaAHSW5TP2PY1pjIgkyXaqUkWRRNj1J4pC0G4JD3/VTaOGocUHUFIY/gcepDOLsLsn6FgCitQxJCNCMXm/sZzOd/dijPofuxF2iT/T8AynXOxOX2objno5S1jqr2Y/b00ROkbv+ZWweW06lgLV5FB+lw6n3aZn3JFtenSaJud3IunC7VEpku1TpJsiianvQfsC86TGmFI8le9+CkdTwWVDr4QfhEOPIBHPq3JItCiAZhae5n+Hv+54Ci3xl09FmcyrOpxJZjwVPYbriD+D//JNK5J+413PUoqnDjiNdQTkc8TODZjXQ9Phe30mPcfO6fePgP4Li6/Drt/OlSLSW4xefySdq6k8LiUkkWrYzmLe8XL15MeHg4Tk5OREZGsnXr1ouWj42NJTIyEicnJyIiIli6dKnZ+oSEBEaNGkVYWBg6nY7o6Ohq+5g9ezY6nc7sERgYWJ9vS9SD3Lx80jKyqj1K978BQFz+QMpt3TWO0rLT2WfJ8PlrsORT35FxdDtpGVnk5kmjcSFE4xjouY0b0x7CqTybfJeObO3xPQnhr1BqUz25rJFOR6bPcDb32kRy60dR6BjoGcdNqQ/iqD9Tp7jOny71/IelBFJYB02vLK5Zs4bp06ezePFirr32Wj744ANGjBhBYmIibdu2rVY+JSWFkSNH8tBDD/Hxxx+zbds2pk2bhp+fn2nQ2eLiYiIiIhgzZgwzZsyo8dhdu3blp59+Mr22tZXx8KxJTe1x2jim8XTbbVQoG349dz3tNIqvJhfeZpkc1JVubgmkbHyWL7PukVssQoiGpxR9C5bQ2/9LAE763kl8+39Taetc511W2jqTGPYSR4qvYnD28/iXxDPowO1s6/olJU5t6ityYaU0TRYXLlzI5MmTmTJlCgDR0dFs2LCBJUuWMG/evGrlly5dStu2bU1XCzt37szu3btZsGCBKVns27cvffv2BeC5556r8dh2dnZyNdGK1dQeZ0DGC5AHyfaDOWe4jF/HjeTC2yzpxV50S53ENV57SL7qJfZtOyy3WIQQDUcpuh6fQ/ui1QDs832SEx3+VW+d7NIcB/BO2gyeuOpj3EtPcN3Bu9je9QuKnMPrZf/COml2G1qv17Nnzx6GDRtmtnzYsGFs377d4jZxcXHVyg8fPpzdu3dTXl5+WcdPTk4mODiY8PBwxo0bx7Fjxy5avqysjPz8fLOHaHjn367wca8gLH89AEke92kc2cVVxV3SZijnXLthp8rorjZpHZYQopnrcuIN2qd/AMBXWaM46PtIvY/GcKY8gI1tV1Hg3A6XslNce3A0TmXp9XoMYV00Sxazs7OpqKggICDAbHlAQACZmZkWt8nMzLRY3mAwkJ1d+/mA+/Xrx+rVq9mwYQMffvghmZmZDBw4kJycnBq3mTdvHp6enqZHSEhIrY8n6kfY6U+wVXpy3XpzxqGr1uHUjk5HStCDAHTI/RwdlRoHJIRoriLSl3HVqUUA/OrxL7blDWqwY5XYB7Ct29cUOLfHWZ/BgMR/YG8412DHE9rSvIOL7oJfPEqpassuVd7S8osZMWIEo0aNonv37tx0002sW7cOgFWrVtW4zaxZs8jLyzM90tLSan08ceV0leWEZRr/PseCJmsczeU56XsHZXbeuBnS6eqaoHU4QohmKCj7e7qlvAJAYugsDrnc2eDHLHPwI67rp5Q4BOJRfJhrkh7ARl3eXT7RNGiWLPr6+mJra1vtKmJWVla1q4dVAgMDLZa3s7PDx6fuo8u7urrSvXt3kpOTayzj6OiIh4eH2UM0nqCzP+Csz6TU3p9TvrdqHc5lqbR1JjXAeNt8kNfFe/sLIcTl8ihK5Orkp9ChOBY4ieTWjzfasUsc2xDX5RPKbT3wzd/JwPyFjXZs0Xg0SxYdHByIjIxk0ybzdlybNm1i4MCBFrcZMGBAtfIbN26kT58+2Nvb1zmWsrIykpKSCAoKqvM+RMMKy/wIgBMB91nV1H61lRI4kUps6ODyJ3ZFf2odjhCimXCoOMc1SQ9iV1lCllcUByLmNvqMUQWundndcTEKHV1KvmWAh+V+B6Lp0vQ29MyZM1m2bBnLly8nKSmJGTNmkJqaytSpUwHjrd8JEyaYyk+dOpUTJ04wc+ZMkpKSWL58OTExMTzzzDOmMnq9nn379rFv3z70ej2nTp1i3759HDlyxFTmmWeeITY2lpSUFHbu3Mno0aPJz89n4sSJjffmRa25FSfjl7cNhQ3HA/+hdTh1UuLUhlNugwFwS/9I22CEEM2CjkquTX8O17JUihzbsrvDYtBpMwxclvcNJLX9FwB3+6+lVak0uWlONE0Wx44dS3R0NHPmzKFXr178+uuvrF+/ntDQUAAyMjJITU01lQ8PD2f9+vVs2bKFXr16MXfuXN59913TsDkA6enp9O7dm969e5ORkcGCBQvo3bu3aXgegJMnT3LvvffSsWNH7r77bhwcHNixY4fpuMK6hGV+DEBmq5sodWytcTR1l+x1DwCumWvAUKJxNEKIpu56r19pXbSVCp0jv3daRrm9tsOJJbd5ghTH67HTVXDdqWewMxRqGo+oP5pP9zdt2jSmTZtmcd3KlSurLYuKimLv3r017i8sLMzU6aUmn3/++WXFKLRjW1lCSNYXABwPnHCJ0tYtw3UgOeWt8OEspH4JEU37/QghtGNf8Ae3+n4HwMHwV8h366ZxRIBOx6+ez+N16g+8SaX7sReI7/AfraMS9UDz3tBCXExo/o84VORR5BhCllfTnl9Z6WzZkTfA+OLI0osXFkKImhhK8Emchp2ugjS3GzgeaD1NqMpsPPk4czyV2ND2zJcEZ/9P65BEPZBkUVi19nlfAXAi4B+atcWpTzvz+6F0dpAdB7l/aB2OEKIpOvAy9sXJ5Bk8iAtq/A4tl3KstB0HfR4GoMfRWXWeQ1pYD0kWhdUKcMjEv2QfldiS5n+P1uHUi4IKD0p8bza+OBqjbTBCiKbnTBwk/RuAL7LGorf10jaeGhz0fYQ81y44GnLpcfQ5uETzMGHdJFkUVqu/RxwAp1vdSKlj85nHuyjorx7dxz+CilJtgxFCNB0VpbDzAUBRFHgPiUXWO5NVpc6BvVf9h0qdHcFnfyA45zutQxJXQJJFYZ0qy+jjsRv46xZ0M1LaKgpcQkCfC2nfaB2OEKKpSJgP+YfBKZDc9nO1juaS8l278mebJwHofuxlHCoLNI5I1JUki8IqOWf/iJttEcV2/mR5D9E6nPqls4UI43zRcitaCFEreYcgcZ7xeZ93UfZemoZTW8ltnqDQKQKn8iz6FkjHvqZKkkVhlVzTPwXgqOedxg4hzU27BwAdnP4ZCo9pHY0QwpopBbsehUo9BI+EkNFaR1RrlTaO7Gv/FgBdSr4h1ClF44hEXUiyKKxPUSpOubEAHPW8S+NgGohrKAQONT4/ukLbWIQQ1u3EZ5C1BWydoc8iq+v9fCk5ngNJ9b8HHYpRfmvRqYqLlj+dfZa0jCyLj9y8/EaKWpyvGV6yEU1eymp0KI4Ut6PQoS3uWsfTUNo9CJkbIWUVdJ8NNk1/aCAhRP3JzcunKD+HwN1PYwfktX2S/AIXKMjidPZZrcO7LAmhLxJwZj0hTidpf24tmb6PVCujLy4BHXzy9YYa92Nvb8esx8bj7enRkOGKC0iyKKyLqoRjxittO/P7aRxMA2tzB9h7QXEanP4FgoZqHZEQwkrk5uUzb9FHDPP4hjatMsnW+/DmJl8M6jOtQ6sTvYMvu90e4tqCd+h1JpqfQ8dQbt/KrIxBXw4KOg/qh4tX9WSw+Fw+SVt3UlhcKsliI5NkUViXrK1QeIxKWzf+KOxJd63jaQDnXxHw8r8L91MrKEpYwll64ubiJJWgEILC4lI8yWBIq18BOBg+m549bjCtzzmZwfH4g1qFVyeJLncTnv05wY4ZdEpdwIF2b1gs5+LlgbuPtvNcC3OSLApN5eblU1j891iDrZKW4ArkeNyMXjlqF1gDsHSLJcTRm5ltwT7zexbHxVBh6yG3WIQQANzq+x22lHPaazB5oXfjfl5bxeJzTa/tntLZ8c2Zu3mszSLCMj8iJegBCl2u0josUQuSLArNVN1mKS83AOCgK2NOxDdgA5/+0Vrj6OqfxVssSpF7/Du8y5IZ2TuXr/e4yC0WIQSO5+Lo6fYHldiQEP5Kk+vUUpMjJVeR5nYDIYW/0PX4XHZ2Wa11SKIWpDe00ExhcSnl5QY6D+pH5G1DueO6chxt9OTbh0KnW7UOr8FU3WJx9/HG3bcVp4LuA6CTfqPGkQkhrIKqxOvIKwAc8RpDgUtHjQOqX3v9n6ZSZ0dg7k/4nftV63BELUiyKDRXlTxdVbwegFNB43B2d9M4qsZz0u9uKrHFr3Q/fvantQ5HCKG145/hULCf0gpH9vs+pnU09a7AIYyUwEkAdDk+19ixUVg1SRaFVXApTcUvfzsKHWn+o7QOp1GVOfiZZqnp67FL42iEEJqqKIM/XgTg59ybKLPz0TighnE4ZDrltu54FSXQ5sy3WocjLkGSRWEV2mR9BcAZz+socWyjcTSNL9X/HgD6uO+GSwxYK4RoxpKXQtFxKhwCiD0XpXU0DabcvhXJbR4HoFPqm9hUlmkckbgYSRaF9pQi5IwxWUz7K2lqaU63GkqZjQfe9udwzP1N63CEEFrQ50HCXADywp+lXDloHFDDOhY0mRKHQFzL0gjLWKV1OOIiJFkUmvMricet9DgGG1cyfEZoHY4mKm0cOe5hfO+umWs0jkYIoYlDC6EsBzw6UhR4r9bRNLgKWxcOhTwNQIeT/8G+skjjiERNJFkUmovI/x8A6b63UGHronE02jnmeScAzmfWQ3mBtsEIIRpX6RljsgjQ4zWwaRkj26UFjKXQKQJHQy7diz/XOhxRA0kWhabsdXpC838E/m6311LlOHUnS++HTWUJpH2tdThCiMaUOB8MhdAqEkJaTic/pbMjKfSfAPQo+gwXG7m6aI0kWRSa6uqagENlAcWOrcnx6K91ONrS6diV39f4PEUGqhWixSg+CX8uMj7v8XqzGYC7ttJ9buWca1ccVBE3ev+sdTjCAkkWhab6/DVUTJrfaNDJx3F3wV/J4unNUJSqbTBCiMZx8DWoLAP/6yFomNbRND6dDUltnwPgOq+tOBnOaByQuJD87yw0Y6PPopPLIQBO+rWc2y4Xc87gTanXtYCC459oHY6wAosXLyY8PBwnJyciIyPZunXrRcvHxsYSGRmJk5MTERERLF261Gx9QkICo0aNIiwsDJ1OR3R0dL0cV9RR4XE4GmN83mNui7uqWCXL+wZO23fDwaacrjnLtA5HXECSRaEZl9PfYKur5IxTDwpd2msdjtUoCvyr7WbKKlBK22CEptasWcP06dN54YUXiI+PZ9CgQYwYMYLUVMtXnVNSUhg5ciSDBg0iPj6e559/nieffJK1a9eayhQXFxMREcH8+fMJDAysl+OKK5DwGigDBN5kvLLYUul07HZ7CIAO577AqSxd44DE+SRZFJpxzTSOrZjiebvGkViXEr9bwdYZ8g/D2d1ahyM0tHDhQiZPnsyUKVPo3Lkz0dHRhISEsGTJEovlly5dStu2bYmOjqZz585MmTKFBx98kAULFpjK9O3bl7fffptx48bh6OhYL8cFKCsrIz8/3+whLqHgCBxbaXzefY6moViDUw59OVLcDlulp8PJ97QOR5xHkkWhjXMHcSj8A4OyNY0vKIyUnRu0ucv4Qjq6tFh6vZ49e/YwbJh5G7Zhw4axfft2i9vExcVVKz98+HB2795NeXl5gx0XYN68eXh6epoeISEhtTpei3bwNeOMTUEjwG+A1tFoT6fjx7PG/w9CT3+Kc9lJjQMSVSRZFNpI+QiAxKIu6G29tI3FGoVPMP574jOo0Gsbi9BEdnY2FRUVBAQEmC0PCAggMzPT4jaZmZkWyxsMBrKzsxvsuACzZs0iLy/P9EhLS6vV8VqsgiNw/GPj8x6vahuLFTla0p4Ml37YqHKuOvm+1uGIv0iyKBpfZYWp88buqqFihLnAG8E5yDibQ8aPWkcjNKS7oMODUqraskuVt7S8vo/r6OiIh4eH2UNcRNVVxeBbwEfqwfMd8J0GQOjpz3AulauL1qBlDBEvNJObl09hcanZMsezsfiXnMJg60licRd6aROadbOxg9D74NC/jR1d2ki7zpbG19cXW1vbalfzsrKyql31qxIYGGixvJ2dHT4+Pg12XHGZzruqmB/+NHkZWdWKnM4+29hRWY0slz6c8bwOv7zfuOrke/zR/k2tQ2rxJFkUDSY3L595iz6ivNxgtvy+gI/x94AdOd2oUPIRrFH4BGOyeOp7KDsLjq20jkg0IgcHByIjI9m0aRN33XWXafmmTZu44447LG4zYMAAvvvuO7NlGzdupE+fPtjb2zfYccVl+uuqot7/Zl77JJHy8j+0jsjqHA6ZiV/eb4RmfU5ymycocWpjWldTIu3m4oS3p1zRbgjyP7VoMIXFpZSXG+g8qB8uXsYvsF1lEb2TZ4GCU0Fj4UylxlFan78rwkAC3LriUJjA2QMxFLWeKJVhCzNz5kzGjx9Pnz59GDBgAP/9739JTU1l6tSpgLGd4KlTp1i92tgRaurUqbz//vvMnDmThx56iLi4OGJiYvjss89M+9Tr9SQmJpqenzp1in379uHm5kb79u1rdVxxBc67qpgbMp3ybYfM6sgqOSczOB5/UIsIrUKOZ3/OeF6LX942rjq1iD/azUNfXAI6+OTrDRa3sbe3Y9Zj46WObAC1ThZbtWrFn3/+ia+vLw8++CD/+c9/cHd3b8jYRDPh4uWBu483ACFZP2GnSih0iiDPow/wu7bBWRFLFWGUV3vu9Esgb/9i3l3nIJWhFWuIOnLs2LHk5OQwZ84cMjIy6NatG+vXryc0NBSAjIwMs7EPw8PDWb9+PTNmzGDRokUEBwfz7rvvMmrU34Pep6en07t3b9PrBQsWsGDBAqKiotiyZUutjiuuQMIbf7VVHIneozdwyKyOrFJ8ToYeMl5d3Ebb05/xZ5snMOjLQWExuS4+l0/S1p0UFpdK/dgAap0s6vV68vPz8fX1ZdWqVbz55puSLIrLFpL1JQBp/qNB3zJnKqiJpYrQYOhF5ZHvCHc+Tr8BweyMS5fK0Eo1VB05bdo0pk2bZnHdypUrqy2Liopi7969Ne4vLCzM1OmlrscVdVSY8vdwWN1egtqNZtRi5XgOINujP775O7jq1GJOYBy021JyLRpWrZPFAQMGcOeddxIZGYlSiieffBJnZ2eLZZcvX17rABYvXszbb79NRkYGXbt2JTo6mkGDBtVYPjY2lpkzZ5KQkEBwcDD//Oc/zW6NJCQk8PLLL7Nnzx5OnDjBO++8w/Tp06/4uOLKOZWdwjdvGwBpfqPglNyCtsS8IvTmTHYUAec200X9wk46aRqbqFlD1ZGiGUmYZ7yqGDgMfPuDhY4twtzhkJn4JtxDaOYnuPjeqXU4LVath875+OOPGTlyJIWFheh0OvLy8sjNzbX4qC2ZyqplCTnzNToU2R4DKHGSAXtrK81/NAARef9DhyTY1qoh6kjRjBSdgJSVxufdX9Y0lKYk2/NacjyuwVaV0aPoU63DabFqfWUxICCA+fPnA8Z2MR999FGth2KoyflTSgFER0ezYcMGlixZwrx586qVP38qK4DOnTuze/duFixYYGqT07dvX/r2NY5Z9dxzz9XLcUU9UMr8FrSotcxWwym3dcPNkE6E8zGtwxE1aIg6UjQjiW9CZTkE3AB+12odTdOh03G4zXQGJt5Hl+JvcLPtqnVELVKdBuVOSUm54kqwqU1lJfOeXhmvwn24lxzBYONEus+tWofTpFTYupDucxsAfd2lQ1BTUB91pGhGik/B0Rjj824vaRtLE3TGK4pct97YUcYQr81ah9Mi1frK4rvvvlvrnT755JOXLNMQU1kFBQU1yHHBOO/pq6/KlEx1VXVVMcNnJAY76Rh1uVL97yE06zN6uu8nu6JY63CEBfVdR4pmJPEtqNSD3yDwj9I6mqZHp+NwyAz6J03gWq/f+J8hF5AOLo2p1sniO++8Y/b6zJkzFBcX4+XlBcC5c+dwcXHB39//sirCpjKV1axZs5g5c6bpdX5+PiEh0u6uNmyUnjbZ/wdAmp/cgq6Lsx7XUGAfgnt5Gs5n1kMb6aVqbRqqjhRNXEkmHP2v8Xm3l+Ay/68SRqe9b+SMXUf8DIfplLuaYwGztQ6pRan1beiUlBTT4/XXX6dXr14kJSVx9uxZzp49S1JSEldffTVz586t1f6a2lRWMu9p3bUujMXBkEuJQyBnvKTHeZ3odBzzNE7555r5hcbBCEvqu44UzcShf0NFKfj0h8CbtI6m6dLp2Ov2AAAdcz/B3nBO23hamDq1WXzppZd477336Nixo2lZx44deeedd3jxxRdrtY/zp5Q636ZNmxg4cKDFbQYMGFCt/JVMZVXb44or0y7vW+Cvq4o6W22DacKOeRiTRcfcX6H4pMbRiIupjzpSNAOlZ+DPxcbnclXxip1wHER6WRAOlUVEpMdoHU6LUqdkMSMjw2KHkoqKCk6fPl3r/cycOZNly5axfPlykpKSmDFjRrWprCZMmGAqP3XqVE6cOMHMmTNJSkpi+fLlxMTE8Mwzz5jK6PV69u3bx759+8ymsjpy5Eitjyvqj5ttAcGFWwFI8x+jcTRNW5FDG44Ut0OHgpSPtA5HXER91ZGiiTv0DlQUQ6tICB6hdTRNn86GTWeNnVMj0pdhZyjQOKCWo07J4o033shDDz3E7t27TW0Gd+/ezSOPPMJNN9X+MvvYsWOJjo5mzpw59OrVi19//bVWU1lt2bKFXr16MXfu3BqnsurduzcZGRksWLCA3r17m4bJqc1xRf2JdN+NDRWcdbuaQpertA6nyfs9/xrjk2MroRazcAht1FcdKZowfS78+b7xuVxVrDf7C3uS5xCBQ0Ue4RkrtA6nxah1B5fzLV++nIkTJ3LNNdeYbv+Wl5dz8803s2zZssval0xl1YwpxTUexqFe0vzv0TiY5mF/YS/G2f4fNgV/QnYc+EnTCWtUn3WkaKIO/QcMBeDVA1rfpnU0zYbChgM+j3Bdxr9ol/4Bx4InU2HrqnVYzV6dkkU/Pz/Wr19PcnIySUlJGAwGunXrRocOHeo7PtGE2RceINAxgwqdA6f8btc6nGZBrxwp8bsd18zPjVcXJVm0SlJHtnD6PDgcbXze7SXQ1ekmnqjBCY+b6ZW7FLfSFMIzVnFERodocHX+BMfExHDXXXcxZswY7r33Xu6++275xSzMuGZ8BkCa242U23lpG0wzUhQ41vjkxOdgkDEXrZXUkS3Yn+9BeR54doGQu7WOptlROjv+bGMcfqpd+lJsZezZBlfn3tBPPfUUt912G19++SVffvklt912GzNmzJCefsKoohTX08Y5u4963aVxMM1LmVd/cIsw3uJK+1rrcIQFUke2YOUFxo4tAF1flKuKDeSk390UOYbgVJ5NaObHWofT7NXpNvSSJUv48MMPuffee03Lbr/9dnr06METTzzBa6+9Vm8BiiYq7VtsDHnklnuR6dIfN63jaU50NhDxAPzxknEKsfD7tY5IXEDqyBbsz0WgPwvuHaCttNVuKMrGnuQ2T9Lr6LNcdWoxB8OlXWhDqtNPnoqKCvr06VNteWRkJAaD4YqDEs3AMWMvtd/zr0HJ2Ir1L3wioIOsLVBwVOtoxAWkjmyhygvh0ALj824vgo3UfQ0p1X8MxY6tcSrPov25r7QOp1mrU7J4//33s2TJkmrL//vf//KPf/zjioMSTUtuXj5pGVmmR3rKXlSmcdDzXVVDvYh6czr7LGn5jpS0GgxA3h/vk5aRRW5evraBCROpI1uo5CVQlgNu7SH03kuXF1dE2TiQ3PoJALqejcFOV31sU1E/6nQbGoyNtzdu3Ej//v0B2LFjB2lpaUyYMMFsDuWFCxdeeZTCauXm5TNv0UeUl/99tWRYqx8J9lEkF7cnx+BLmHbhNSv64hLQwSdfbwCgp1sok4JAHVnBOz+1xc7egVmPjcfbU6aitAZSR7YwhiJIetv4vNuLYFPn/17FZUgNGEuHk//BRZ9BP48dwIRLbiMuX50+zQcPHuTqq68G4OhR4y0wPz8//Pz8OHjwoKmcTgYhbfYKi0spLzfQeVA/XLw80KkKBh19Ewxw1HsMnNI6wubDoC8Hhelc21RGUXbkG7zs8xh6jWLj7wYKi0slWbQCUke2QMlLoeyMsfNZmFw9biyVNo782eYJeh57npu8f+JoVkaNZd1cnKR+rKM6JYubN2+u7zhEE+fi5YG7jzd+uVtwM2Sgt/XklNcwYL/WoTU7Veca4GTBGNplLKNr+Xo2Ig28rYXUkS2MoQgS3zQ+7/aS2VXF3Lx8CotLLW52OvtsY0TX7KUG3Ev7E9F4kUXK5rl8nDfIYjl7ezu5+1JHcp1c1KvQ058CcNJ/FBXKSeNomr8Tgf+gXcYy2hRuwcP2eq3DEaJlSl7y11XFdhD29+gElprpiPpXaeNIvOsErstfwM2Bv6K/7gUqbRzNyhSfyydp6065+1JHkiyKeuOgzyborLE93YmA+yBT44BagAKXjpx1j6RVwR76evwOTNU6JCFaFkMRJL5lfH5BW8ULm+lcKOdkBsfjD1ZbLi7fIefb6JbzIV72Z+hm+IGUoAe0DqlZkdFCRb0JOfMlNqqcXLde5Lt20TqcFuNEgLF9VH+PHaAqNY5GiBbmz0UWryqer6rpyIUPZzeZ07i+VOoc+Cl3KABXnXwPm0rLt/5F3UiyKOqHqiTsr1H0q5IX0ThO+d6O3sYNX4ccHHN/0zocIVqO8gJIqrqq+JL0gNbYjvz+FNkF4qzPNP1/JOqHJIuiXgQW/45baQrltm6c9LtT63BalApbF1I8bgHALf0jjaMRogX58z3juIruHaQHtBWoUHYc8H0EgKtOvi9zRtcjSRZFvbjq3BoATvqNosJWbq00tmQv47RiztnroUQaiwrR4PR5kPTXbC3dX5GrilbimOedf80ZnUVYpvx4ri+SLIor5m6bT0jBLwAcDxyvcTQt0zmnTqSUhKFTBuN80UKIhnXoHdDngmcXaDtW62jEXyp1DvwZMh0wtl20rSjSNqBmQpJFccX6eezEBgNn3SOlY4uGtudda3xy5L9QWaFtMEI0Z2U5cOivmXe6z5Y5oK1Mmv8YCp0icDScpV36Mq3DaRYkWRRXptLAQM9tABwPlGmWtLS/sCcVdt5QnAoZP2gdjhDNV+KbYCgA714QMkrraMQFlM6OQ22fBqD9qSXYG85pG1AzIMmiuCLOORvxtj9Hqa03p3xlBhEtlSsHioP+uh3252JtgxGiuSpOhz/fNz7v8Rro5L9Ra3TK9w7yXTphX5FP+1NLtQ6nyZNPubgibqeWA3DE824qbWTGFq0VBk8CdMYriwVHtA5HiOYn4XWoKAHfARA8UutoRE10NiS1fRaAiPQPcTKc0Tigpk2SRVF3eYdwyt1KpdKR7CUNvK2BwSUcgkcYX8jVRSHqV8ERY5tggJ5vgE6nbTziojJb3cxZt6uxqyyhe/YHWofTpEmyKOou2ZiMJBR1pcihtcbBCJMOTxj/PbYcygu1jUWI5uSPl0AZIOhmCBisdTTiUnQ6EsOeB+Cqc1/iY5etcUBNlySLom70eXBsBQDb8q7TOBhhJmgYuLWH8jw4LrMYCFEvzsbDic+Nz3vN0zYWUWs5ngM57TUYGwyM8JGOf3UlyaKom2PLwVBIuUsHDhd31DoacT6dDXR4zPj88LuglLbxCNEc7HvO+G/ofcZe0KLJSAqdBUCkxx7sC/7QOJqmSZJFcfkqK4xJCFAQ8hAg7XasTrsHwc4d8pMgY4PW0QjRtGVshMyNYGMPPedqHY24THlu3U1TonodnSM/oOtAkkVx+U59B0XHwaEVxQGjtY5GWGLvAe0mG58fekfbWIRoyiorIP6fxudXPQZuEdWK5Oblk5aRVe1xOvtsIwcrarLP9ykMlbY45W6FjB+1DqfJkcksxeU7/Ffy0f5hlK2LtrGImnV8Ev5813hF5FwCeHXVOiIhmp7jn8C5/WDvCd1erLY6Ny+feYs+orzcoEFworaKHFqzNe96hnhvRr9rJqf79gLd3zPvuLk44e3poV2AVk6SRXF5sn+HrF9BZ2dsF5endUDifOZXMlzx8R2By5l1FMa/QfnVS6QyFOJyGIrgjxeMz7u+AI4+1YoUFpdSXm6g86B+uHiZf79yTmZwPP5gY0QqLkFfXMJPuTdxjcdOXIsOsX3NDHbkDzCtt7e3Y9Zj46WOrIHchhaXdP4tluL41wAoCribtDwHuc1iJfTFJaCDT77ewML/fmZ6fLi3PQBOp9bw/tL3yc3L1zhScbkWL15MeHg4Tk5OREZGsnXr1ouWj42NJTIyEicnJyIiIli6tPrsFWvXrqVLly44OjrSpUsXvvnmG7P1s2fPRqfTmT0CAwPr9X01CUkLoPgkuIZBxycuWtTFywN3H2+zh7Oba+PEKS7JoC+nuMKV/V4PAXB78E/0HzmAyNuG0nlQP8rLDRQWl2ocpfWSK4vios6/xeJjn83zod+DDhbtDCNj62dahyf+YtCXg8Li1Y2sE7/iXxLPQNdfKCyeIr+cm5A1a9Ywffp0Fi9ezLXXXssHH3zAiBEjSExMpG3bttXKp6SkMHLkSB566CE+/vhjtm3bxrRp0/Dz82PUKOMcxnFxcYwdO5a5c+dy11138c0333DPPffw22+/0a9fP9O+unbtyk8//WR6bWtrW+14zVrxKUh8y/i891tgKzNUNQfHgyfR48R3uJUeo3fxRyT9NQ6juDi5sigu6vxbLGN6HcFGpzjleh3BwycSedtQwnp30zpEcR5LVzdSQp8EYKDnNnSGAo0jFJdj4cKFTJ48mSlTptC5c2eio6MJCQlhyZIlFssvXbqUtm3bEh0dTefOnZkyZQoPPvggCxYsMJWJjo5m6NChzJo1i06dOjFr1ixuvPFGoqOjzfZlZ2dHYGCg6eHn59eQb9X67H8eKorB7zoIkY58zUWlzoGEsJcAaJf+IS6lqRpH1DRIsihqpZWbnvb53wJwPOxJuc3ShGS2Gso5hwicbUtxS1+tdTiilvR6PXv27GHYsGFmy4cNG8b27dstbhMXF1et/PDhw9m9ezfl5eUXLXPhPpOTkwkODiY8PJxx48Zx7Nixi8ZbVlZGfn6+2aPJOhMHKX99V65eKNP6NTOZrYZxxvM6bFUZXVNe1TqcJkGSRVErnc6uxraylFy33mR7Xqt1OOJy6GxIbPUgAO5pS8FQonFAojays7OpqKggICDAbHlAQACZmZkWt8nMzLRY3mAwkJ2dfdEy5++zX79+rF69mg0bNvDhhx+SmZnJwIEDycnJqTHeefPm4enpaXqEhIRc1vu1GpUVsOev9okRD4JPX23jEfVPp+NAxFwqsSX47A8EFln+8SX+pnmyKI23rZ+LTREdzxnbJx4OeUp+ZTdBxz1v4Wy5N7b6LDgao3U44jLoLvi+KaWqLbtU+QuXX2qfI0aMYNSoUXTv3p2bbrqJdevWAbBq1aoajztr1izy8vJMj7S0tEu8Myt1bDmc3WMcq7TnG1pHIxpIgUtHUoIeAKDv6XnYUKFxRNZN02SxqvH2Cy+8QHx8PIMGDWLEiBGkplpuQ1DVeHvQoEHEx8fz/PPP8+STT7J27VpTmarG2+PHj2f//v2MHz+ee+65h507d5rtq2vXrmRkZJgeBw4caND32pQN8tqKfWUxeS5dOO09VOtwRB1U6hz4JfdG44ukN6GiTNuAxCX5+vpia2tb7SpiVlZWtSuDVQIDAy2Wt7Ozw8fH56JlatongKurK927dyc5ObnGMo6Ojnh4eJg9mpyys8a2igDdXwXnms+JaPoOtX2aMnsfPPXHiPKK1Tocq6ZpsiiNt62fzlDAIK9fAfgz5Em5qtiE7czvR4VDgHEokBRpu2jtHBwciIyMZNOmTWbLN23axMCBAy1uM2DAgGrlN27cSJ8+fbC3t79omZr2Ccb2iElJSQQFBdXlrTQd+56Dsmzw7Pr3/Oqi2TLYeZIQahxofbjPj9iWntI4IuulWbIojbebBveTH+JqW0yeQwTpPrdoHY64AgZlT37bacYXCW9AhV7bgMQlzZw5k2XLlrF8+XKSkpKYMWMGqampTJ06FTDe+p0wYYKp/NSpUzlx4gQzZ84kKSmJ5cuXExMTwzPPPGMq89RTT7Fx40befPNNDh06xJtvvslPP/3E9OnTTWWeeeYZYmNjSUlJYefOnYwePZr8/HwmTpzYaO+90Z2Jg6MfGp/3XWqcB1o0e2n+Y8hyvhpHGz1eydVn6BFGmiWL0ni7CdDn4p5mvMr7h+80s6mRRNNUFDwBnAKMc3sfW6F1OOISxo4dS3R0NHPmzKFXr178+uuvrF+/ntDQUAAyMjLMmu2Eh4ezfv16tmzZQq9evZg7dy7vvvuuaYxFgIEDB/L555+zYsUKevTowcqVK1mzZo3ZGIsnT57k3nvvpWPHjtx99904ODiwY8cO03Gbncpy2PWo8XnEA+B/nbbxiMajs2Fn4MtUKBtcstfDqe+1jsgqaT4ot1aNt6t0796dAQMG0K5dO1atWsXMmTMtHnfWrFlm6/Lz85t/wnjoHWwM+aSXBXHCfTjuWscjrpiydTFOW7bnSTg4FyImymDDVm7atGlMmzbN4rqVK1dWWxYVFcXevXsvus/Ro0czenTNYwd+/vnnlxVjk3dooXH+Z4dW0OstraMRjSzP8SpicwdzQ6tfjD8a/KPAXv7HO59mVxal8baVK82GQ9EA/JhzM+g07zgv6kv7h8ElBEpOQfIHWkcjhLbyk+HAbOPzqxeCk6+m4QhtbDg7HINTW2Ob7v0vaB2O1dEsA5DG21Yu4XUwFKB3687Bou5aRyPqk60jdDPOYEDiG1Aus7qIFkop+P1hqCiFwKEQPuHS24hmSa8cOdvxr86yf75vbMMqTDS9XCSNt61UYQokLwLgXLuXUNoPxynqW8QkcGsPpVmQtOCSxYVolo58AFlbwNYFrvlARnto4cpaRUH4REDBzgdlAoPzaNpmcezYseTk5DBnzhwyMjLo1q1brRpvz5gxg0WLFhEcHFxj4+0XX3yRl156iXbt2tXYeDs7Oxs/Pz/69+/fvBtvX0JuXj6FxaWm160Sn8W1spxS7yhSK7sD6doFJ+rV6eyzpufOobPwTZhMZeLb5Afch1dARw0jE6KRFaZA/F8XGnq+AW7h2sYjrMPVCyFjA+QfggMvQ++3tY7IKmjewUUab2srNy+feYs+orzcAEAbxzSebmsc5HzR/j6c/H2DluGJeqIvLgEdfPL1+X9PxZNtwgh3Ps7hbx+kw7gf8PZs5m1xhQBQlbDjATAUgf/10PGJixa/8Af1+c7/ASaaNuPfshVOV72F34EJqKR/k+UUhd7rGtxcnFp0/ah5sii0VVhcSnm5gc6D+uHi6c6w1PFQAsc8biNg2IPYnczgePxBrcMUV8igLweF8e/s9XeFd7jYj/DU++nrFkdW1h7wHKJhlEI0ksP/gaxYsHOF/isu2oHvwh/Uovmx9GP63oC+XOOxC9udk1iU+iyVdm7Memx8i00YJVkUALh4edCpMhb/kngMNs4kd5iNu6M3xedaxuDjLYWLlwfuPt6m12U+N3AidzihBRuMA9K2/03abYnmLfcP40wtAL0XgFvERYub/aD2qp4o5MgP6ibP0o/plIp+dEm5G18ymNT9Nz744yYKi0tbbLIoPRcEALaVJXQ9PheA5DZPUOooPcNbir3+z6CvtMfp3HZI/VLrcIRoOIYS2H4fVOqh9W3Q/pFab1r1Q+vCh7ObawMGLBrT+X9jJ/9Q9nV6H4WOTiXf08Ntv9bhaUqSRQFA95wPcNZnUOzYhiPBta9ARdNXZB/Mz7k3Gl/EP21sxyVEcxT/NOQlGGcx6rdMrqKLi8rxHMCR1sY+FWP9P8e2NE3jiLQjyaIg0CGDLjnGqd8OhL9Kpa2zxhGJxrY59wYMTiHGAWmrBigWojk58QUkG6cvpf8qcPLXNh7RJCS1fZZsp+642Jbgk/CIcWrIFkiSxZZOVTLa/0tsMJDRahiZPiMuvY1odsqVA7lXzTO+OPQO5O7TNB4h6lXBEdg5xfi86/MQPFzbeESToWwc2Bq8gOIKZxzz98C+WVqHpAlJFls414xPaed8DIPOmQMRr2kdjtBQqe9QaDsGVAXsfAgqK7QOSYgrZyiCrXeDoQD8BkH3V7WOSDQxRQ5t+Oz0vcYXh/7dItt2S7LYkhWl4XVkNgD7fR+nxLGNtvEI7UX+B+w94exuOPyO1tEIcWWUgh2T4dwBcAqEaz8HGxkERFy+g0U9yA95zPhixwNwLkHbgBqZJIstlVLw+0PYVBSQUhLGoVbjtY5IWAPnIONwIgD7X4S8RG3jEeJKJC2A1DWgs4PrvgSXYK0jEk1YXsTzEHDDX1er74KyljMguySLLdXRZZCxAWXjyGen70XpbLWOSGjsdPZZ0jKySHO5jZJWN0JlGfpf/0HaqXRy82S8TdHEnPwf7PuX8XlkNPhfp2k4ohmwsTNenXZpCwXJ8NuYFtPhRa7Ht0R5h2DPdOPT8FmcOexFW20jEhqyNHuBp+0g/hm6HZeCfSR+/QA/F9zeomcvEE1M7n7jeIooaD8VrrI8pawQl6NqOkD7rivx33sbNqd/oTD2QXI7LsDN1blZ14+SLLYQprlNK8sI2DMGh4piSr0HccR5DLBJ6/CEhmqaCnBvvgvXpf+TYT6bOFJyVYuevUA0IUUnYMtI463CwJugz7uXHE9R5n4WF2PpB3VX13t5MCgGt4yPiT2QS2zhiGb9g1qSxRbg/LlN7/L9mhDvgxRWuPL2npvI/10SRWF04VSAOT73c8Kwl9Csz7k/8CMK9dMAGZtOWLGyHNh8M5Skg2dXuO4LsLG/6CYy97O4FMs/qIey56wffbPmcYvvOvIMHhQWj5FkUTRdVXOb3tonj+vzfgVgV+hbXNV1sMxrKi7qQMRreJ77HS+O4Zg4FUJ+kd6kwjqVF8CWWyD/ELi0gSE/goP3JTeTuZ9FbV34gzrd5wmS7fO56tQixgasIffMMAiapF2ADUg6uLQQQQ7pROXPB+DPNk+SH3qXzGsqLqnC1oWtrRdSVumAU+5W2N8yB6QVVs5QDLG3Qs5OcGgFQzYYE8bLIHM/i7pIDH2eox53YKurxCfhYUj/UeuQGoQkiy2AjT6bycEx2KkSsryuJ6nts1qHJJqQPMer+Oz0fcYXSQvg+KfaBiTE+QzF8OsdkPUr2HvADRvBs4vWUYmWQqdjR9Ac9hX0QqfKjUPqZDS/5l2SLDZ3FaX4HpiIj30OBfYh7OmwCGSYHHGZ9hf2Ir/tE8YXOx6ArK3aBiQE/HXreQRk/gR2rjD4B2gVqXVUooVROjs+yhxPie9wqCiF2Nvg1Dqtw6pXkiw2Z5UVEDcBx/zdFFc4s7nNYvT2PlpHJZqovIhZ0OYuqNQbr+TkHdI6JNGSlZ2FX4b9fUVxyEbwG6h1VKKFqsSW7K7L/qojy4xXGE98oXVY9UaSxeZKKdg9DVK/ROnsWZHxIPmOEVpHJZoynS0M/Bh8+oM+FzYPMw5TIkRjK0qFTddBzg5jJ5YbfpJEUWjPxgGuWwNtxxoH6942Dg6/p3VU9UK6NTZHSsG+f8KR/4LOhpwuiznyZxFyc0Zciarx5mw6xeAffwf2xUco3ziYooEb8ArooHF0osU4uwdibzcOj+PSBgb/CF5dL7lZTWMpyjiKol7Z2MPAT8DRB5IXw54njT+qe70JNk23CZgki82EqSJUCq+js3FPWwrA2Q4LOG5zHbDh4jsQogYWZ3ixu58n2ryHD8fR/3g9527egldAJw2jFC1C6pcQNxEqSoydWAb/CK4hl9xMxlIUjcHsh0frl3E3eOCVMh8O/ds4pNO1nxqbTDRBkiw2A1UVoaFcz11+XzPI6zcAvsoazbZkGyRRFFeiphleftUPYOjxCfjbn8awbTgM2wxu0tRBNIBKA+x/HpLeNr4OGgHXfgYOnrXa/GJjKco4iuJKWfpBbRRIL7cJ3BfwGfbp62DDNXDd2lpdCbc2kiw2A4XFpWAo5vFuPxBR9hsKHTsDZ1PaaTSRSGUo6seFA9KCN5t0H3Nd0r34kQobr4XB30tvVFG/ik/C9n8YO7IAdHq6zrf0qn+Gofhcfn1EKVqwmn5QAxSf68d7v/vy5FWfY5d/2Jgw9l0M4RMuOQ2lNZEOLs2AjT6LR1svIaJsMxU6B/Z0eJ/T7R6SQWVFgyuyD+b9k0+gd+0MpZmw6Xo4+X9ahyWai9QvYX0PY6Jo5w7XfQVXL2jSbb9E82VpYHcXLw/Sytpyus8mCBwKFcWwY5Kx80tZ02kvK8liU5e9g4BdQwl3TqHMxoO4rp9xyu8uraMSLUh+hSdZV38HQcONFeGvd8IfLxuHbhKiLkpOw2/j4Ld7jD3vW/WFm/dA21FaRyZEnVQ6+BrHAe35OujsIPULWN8N0r7VOrRakWSxqVKVkLQQfroeO30mp/X+bAj9hBzPAVpHJlogZecOUd9Dh8eNCw7OhS03Q0mGtoGJpkVVwpFlsK4LpK4xDtfU9UUYtg08rtI6OiGujI0tdH0ehm0Hj47G+nHrXbB1tHE4KCsmbRabkKoez7alJ2l1aAZOucY2PLkeQ3kn/ka69YjAXeMYRctk6gXY+iVcbDvjffgZbDJ/ouK7rpT0eAe3ThO1DVBYvzPbYc90OLvL+Nq7F/SLgVZX12rzmobGARkeR1gZn74wYh8cmANJb0HaWkj/AbrOgk4zwc5F6wirkWSxicjNy2f+olX0c9nCSN91ONmUoa+059szdxKXPBBoOg1lRfNRUy/AAIenuD/gY9o4ncRt7yT0p77Eof+SWg1zIlqYvERjT+eqtq527tB9NnR8wjhmXS3I0DjC2ln8wRIwHXvXofgcfRH7s9vhj5eMYzN2ewUiHgBbh8YPtAaSLDYR5Sc38mTQfFo7pgOQ5dybHYFz0HeJIEx6OwuNXKwX4K9qLJ1O/oeehatxOL0O1nWGzv+CzjON8/gKYSg2zsSizwWdjfE/yB6vgXPgZe3mYkPjgIwIIbRT87A6f7O3v5eX75yMW/JcKDoOu6ZCwhvQ9TkInwR2zo0Wb00kWbR2Z+LgwGz8MzeCI5TZeHAo7HmOB94POhvckaEfhPYsDUkCkKh7lk0bApjeYzOOeb/DgZfhyFJju512k8HWSYNohdWwczEOhXN2j7Hhv2fnK9pdTZ9DqSOFVi72gxqMn82krTvJ9b4Vt1v/AUc+gIR5UJwKu6YZrza2nwrtH9H0zowki1bk71lYKnHK+Rn3tKU4nTMOsF2JHb+dG0Bm3/k4+odrHKkQtZepD+JAyArCWm/F69jr2JWkwe7HqfhjLgVtpkC7KXj5hWkdptBK1+eb1HhzQtRFTT9kzNg6Qscnod1DcHQZHFpovNKY8DokzoOgkdDuAQi+xVi2EUmyaCVy8/JZtPQ9ejnH0c9jJ34O2QBUKBt25fflp7NDyTH4EmnrReN+RISoO9MtmG82AWCre4r+Hju40fsnvDmN17HXKT/yFmUho3Hs9Aj4Xy+JQ0tzGX9vmd9ZNFfVPsMeY6HPKLwLfsLt5HLIioX0740Pey8IuRNCRkHgTY1yh0aSRa0VpcKp73E+8gnPt4nDRqcA0Nu4ccRrDIe876PYPhj3kxnkSJsb0cRYugVTygh+UC8Qlr+eDmdW4Wv4E059Zny4tIW2o6HNXeDbH2ykihJG0olFNEeXatNob2/HrMf+h7cuA44uh+OfQMkpOLbS+LB1hoAbofUt0P5hY9vfBiA1cWMrzYbsODj9C2T+BHnGBNAJQGfsuHKy9QTSfW+jwtYFW5B2iaLJs3QL5ozvAxzzuIPsnz5kyjU5uJ35P2M7nUMLjQ8Hb+OMBwFDjA/3DnLVsQWT+Z1Fc3TxqQKN7RkLi0vxDuoIvd+Enm/Amd+Mw+2kfW1MHNO/h8KjcNXUBotT80G5Fy9eTHh4OE5OTkRGRrJ169aLlo+NjSUyMhInJyciIiJYunRptTJr166lS5cuODo60qVLF7755psrPm6d5e6HpAWw7T74riN87Qe/3g6Ho42Jos4G/K7jXLtXeDXlFTaGfkxawFgqbK1vnCUh6p1Ox4nScHI7/RvuPg2DvoHQ+4yJoj7XOMvBrkfh+05/zw3cwjT7OvIyWZpSTaY0FU1dTVMFVmNjCwFR0OdduDPNOF5jzzeMQ001IE2TxTVr1jB9+nReeOEF4uPjGTRoECNGjCA11fJI5ikpKYwcOZJBgwYRHx/P888/z5NPPsnatWtNZeLi4hg7dizjx49n//79jB8/nnvuuYedO3fW+bhXJO1riH8WTnwGBX8al3l0Ml4uvnYN3HUahm6loO00zhku0fhViObMztnYDufaT+DuLLhpK3R/FfwHg70n+PbTOsJG1yLqSCFE3eh04N3TOJj3VY826KE0TRYXLlzI5MmTmTJlCp07dyY6OpqQkBCWLFlisfzSpUtp27Yt0dHRdO7cmSlTpvDggw+yYMECU5no6GiGDh3KrFmz6NSpE7NmzeLGG28kOjq6zse9Iv7XQ8hoY+Y/+AcYlQ23JsE1H0DoPeDkW//HFKKps7ED/+ug+8tw02bj96YFDrPTIupIIYTV06zNol6vZ8+ePTz33HNmy4cNG8b27dstbhMXF8ewYcPMlg0fPpyYmBjKy8uxt7cnLi6OGTNmVCtTVRHW5bgAZWVllJWVmV7n5eUBkJ9/ibaELn2hZ9/zdgSUVd+moKCAstJSck5lUFJYWG19blZWjesvtq4ht7XWuJrje7LWuK70PRXnGT/3BQUF5LteeTJY9X1USl3xvrTWYurIWrpYHSnfy6YRV3N8Tw25b2uqHzVLFrOzs6moqCAgIMBseUBAAJmZmRa3yczMtFjeYDCQnZ1NUFBQjWWq9lmX4wLMmzePV199tdrykBCZvkyIK7Vk/nOXLnQZCgoK8PT0rNd9NjapI4UQYB31o+a9oXUX9G5USlVbdqnyFy6vzT4v97izZs1i5syZpteVlZWcPXsWHx+fi253pfLz8wkJCSEtLQ0PDwuNXUWtybmsP9Z6LpVSFBQUEBwcrHUo9aY51JEFBQVW+XmxNtb6vbI2cp5q58LzdCX1o2bJoq+vL7a2ttV+qWZlZVX7RVslMDDQYnk7Ozt8fHwuWqZqn3U5LoCjoyOOjubDYXt5edX8BuuZh4eHfCnqiZzL+mON57KpX1Gs0pzqyKok0xo/L9ZIzlPtyHmqnfPPU13rR806uDg4OBAZGcmmTZvMlm/atImBAwda3GbAgAHVym/cuJE+ffpgb29/0TJV+6zLcYUQorFJHSmEsBpKQ59//rmyt7dXMTExKjExUU2fPl25urqq48ePK6WUeu6559T48eNN5Y8dO6ZcXFzUjBkzVGJiooqJiVH29vbqq6++MpXZtm2bsrW1VfPnz1dJSUlq/vz5ys7OTu3YsaPWx7UmeXl5ClB5eXlah9LkybmsP3IuG0dzqSPl81I7cp5qR85T7dTnedI0WVRKqUWLFqnQ0FDl4OCgrr76ahUbG2taN3HiRBUVFWVWfsuWLap3797KwcFBhYWFqSVLllTb55dffqk6duyo7O3tVadOndTatWsv67jWpLS0VL3yyiuqtLRU61CaPDmX9UfOZeNpDnWkfF5qR85T7ch5qp36PE86pZrBGBNCCCGEEKJBaD7dnxBCCCGEsF6SLAohhBBCiBpJsiiEEEIIIWokyaIQQgghhKiRJIsaef311xk4cCAuLi41Du6dmprKbbfdhqurK76+vjz55JPo9XrT+uPHj6PT6ao9fvzxR7P9xMbGEhkZiZOTExERESxdurQh31qjq49zCXDgwAGioqJwdnamdevWzJkzp9ocms39XFqyd+9ehg4dipeXFz4+Pjz88MMUXjCHqaXP4YXnpjbnVzR9jfl9bE7CwsKqfYcunJ+7NuetuVu8eDHh4eE4OTkRGRnJ1q1btQ5JU7Nnz672uQkMDDStV0oxe/ZsgoODcXZ2ZvDgwSQkJFz+ga64P7Wok5dfflktXLhQzZw5U3l6elZbbzAYVLdu3dSQIUPU3r171aZNm1RwcLB6/PHHTWVSUlIUoH766SeVkZFhepSVlZnKVI279tRTT6nExET14YcfVht3ramrj3OZl5enAgIC1Lhx49SBAwfU2rVrlbu7u1qwYIGpTEs4lxc6deqU8vb2VlOnTlWHDh1Sv//+uxo4cKAaNWqUWTlArVixwuxzWFxcbFpfm/MrmofG+j42N6GhoWrOnDlm36GCggLT+tqct+auavzPDz/8UCUmJqqnnnpKubq6qhMnTmgdmmZeeeUV1bVrV7PPTVZWlmn9/Pnzlbu7u1q7dq06cOCAGjt2rAoKClL5+fmXdRxJFjW2YsUKixXq+vXrlY2NjTp16pRp2WeffaYcHR1NA2xWJYvx8fE17v+f//yn6tSpk9myRx55RPXv379e4rcmV3IuFy9erDw9Pc3Go5o3b54KDg5WlZWVSqmWdS6rfPDBB8rf319VVFSYlsXHxytAJScnm5YB6ptvvqlxP7U5v6J5aejvY3MTGhqq3nnnnRrX1+a8NXfXXHONmjp1qtmyTp06qeeee06jiLT3yiuvqJ49e1pcV1lZqQIDA9X8+fNNy0pLS5Wnp6daunTpZR1HbkNbqbi4OLp162Y24ffw4cMpKytjz549ZmVvv/12/P39ufbaa/nqq6+q7WfYsGFmy4YPH87u3bspLy9vuDdgRWpzLuPi4oiKijKb23b48OGkp6dz/PhxU5mWdi7LyspwcHDAxubvqsLZ2RmA3377zazs448/jq+vL3379mXp0qVUVlaa1tXm/IqWob6+j83Rm2++iY+PD7169eL11183u8V8Of8nNEd6vZ49e/ZUq4OHDRvG9u3bNYrKOiQnJxMcHEx4eDjjxo3j2LFjAKSkpJCZmWl2zhwdHYmKirrscybJopXKzMwkICDAbJm3tzcODg5kZmYC4ObmxsKFC/nqq69Yv349N954I2PHjuXjjz++6H4CAgIwGAxkZ2c3/BuxArU5lzWdp6p1FyvTnM/lDTfcQGZmJm+//TZ6vZ7c3Fyef/55ADIyMkzl5s6dy5dffslPP/3EuHHjePrpp3njjTdM62tzfkXLUF/fx+bmqaee4vPPP2fz5s08/vjjREdHM23aNNP62py35iw7O5uKigqLn4uW8P5r0q9fP1avXs2GDRv48MMPyczMZODAgeTk5JjOS32cM0kW65GlhqYXPnbv3l3r/el0umrLlFKm5b6+vsyYMYNrrrmGPn36MGfOHKZNm8Zbb7110f2ovxqJW9q/tWjsc2mpjKXz1BTPpSW1Pb9du3Zl1apV/Pvf/8bFxYXAwEAiIiIICAjA1tbWtL8XX3yRAQMG0KtXL55++mnmzJnD22+/bXbM5nLuWiJr/T5au8s5bzNmzCAqKooePXowZcoUli5dSkxMDDk5Oab91ea8NXeWPhct6f1faMSIEYwaNYru3btz0003sW7dOgBWrVplKlMf58zuykMVVR5//HHGjRt30TJhYWG12ldgYCA7d+40W5abm0t5eXm1Xwnn69+/P8uWLTPbz4W/ILKysrCzs8PHx6dWsWihsc9lTecJuGQZaz+XllzO+b3vvvu47777OH36NK6uruh0OhYuXEh4eHiN2/bv35/8/HxOnz5NQEBArc6vsF7W+H1sCq7kvPXv3x+AI0eO4OPjU+f/E5oLX19fbG1tLX4uWsL7ry1XV1e6d+9OcnIyd955J2C8Kh0UFGQqU5dzJsliPfL19cXX17de9jVgwABef/11MjIyTH/kjRs34ujoSGRkZI3bxcfHm30oBgwYwHfffWdWZuPGjfTp0wd7e/t6ibUhNPa5HDBgAM8//zx6vR4HBwdTmeDgYFNl3lTPpSV1Ob9Vlcvy5ctxcnJi6NChNZaNj4/HycnJNHRKbc6vsF7W+H1sCq7kvMXHxwOYzlFd/09oLhwcHIiMjGTTpk3cddddpuWbNm3ijjvu0DAy61JWVkZSUhKDBg0iPDycwMBANm3aRO/evQFj28/Y2FjefPPNy9vxZXe9EfXixIkTKj4+Xr366qvKzc1NxcfHq/j4eNNQCVXDJNx4441q79696qefflJt2rQxGyZh5cqV6pNPPlGJiYnq0KFD6u2331b29vZq4cKFpjJVw73MmDFDJSYmqpiYmGY33Et9nMtz586pgIAAde+996oDBw6or7/+Wnl4eFgcOqc5n0tL3nvvPbVnzx51+PBh9f777ytnZ2f1n//8x7T+f//7n/rvf/+rDhw4oI4cOaI+/PBD5eHhoZ588klTmdqcX9E8NNb3sTnZvn27WrhwoYqPj1fHjh1Ta9asUcHBwer22283lanNeWvuqobOiYmJUYmJiWr69OnK1dVVHT9+XOvQNPP000+rLVu2qGPHjqkdO3aoW2+9Vbm7u5vOyfz585Wnp6f6+uuv1YEDB9S9994rQ+c0JRMnTlRAtcfmzZtNZU6cOKFuueUW5ezsrFq1aqUef/xxs6EkVq5cqTp37qxcXFyUu7u7ioyMVB999FG1Y23ZskX17t1bOTg4qLCwMLVkyZLGeIuNpj7OpVJK/fHHH2rQoEHK0dFRBQYGqtmzZ1cbpqO5n0tLxo8fr1q1aqUcHBxUjx491OrVq83W//DDD6pXr17Kzc1Nubi4qG7duqno6GhVXl5uVq4251c0fY35fWwu9uzZo/r166c8PT2Vk5OT6tixo3rllVdUUVGRWbnanLfmbtGiRSo0NFQ5ODioq6++WsXGxmodkqaqxk20t7dXwcHB6u6771YJCQmm9ZWVleqVV15RgYGBytHRUV1//fXqwIEDl30cnVLNeEh8IYQQQghxRaQ3tBBCCCGEqJEki0IIIYQQokaSLAohhBBCiBpJsiiEEEIIIWokyaIQQgghhKiRJItCCCGEEKJGkiwKIYQQQogaSbIohBBCCCFqJMmiaPG2bNmCTqfj3LlzWocihBBCWB1JFkWLsX37dmxtbbn55pvNlg8cOJCMjAw8PT01ikwIIerP0qVLcXd3x2AwmJYVFhZib2/PoEGDzMpu3boVnU7Hn3/+edF9yo/qlk2SRdFiLF++nCeeeILffvuN1NRU03IHBwcCAwPR6XQWt6uoqKCysrKxwhRCiCsyZMgQCgsL2b17t2nZ1q1bCQwMZNeuXRQXF5uWb9myheDgYDp06NAosSmlzJJY0TRIsihahKKiIr744gseffRRbr31VlauXGlad+Ev5pUrV+Ll5cX3339Ply5dcHR05MSJE9oELoQQl6ljx44EBwezZcsW07ItW7Zwxx130K5dO7Zv3262fMiQIXz88cf06dMHd3d3AgMDue+++8jKygLg+PHjDBkyBABvb290Oh2TJk0CjMnfW2+9RUREBM7OzvTs2ZOvvvrKbP86nY4NGzbQp08fHB0d2bp1a8OfBFGvJFkULcKaNWvo2LEjHTt25P7772fFihUopWosX1xczLx581i2bBkJCQn4+/s3YrRCCHFlBg8ezObNm02vN2/ezODBg4mKijIt1+v1xMXFMWTIEPR6PXPnzmX//v18++23pKSkmBLCkJAQ1q5dC8Dhw4fJyMjgP//5DwAvvvgiK1asYMmSJSQkJDBjxgzuv/9+YmNjzeL55z//ybx580hKSqJHjx6NcAZEfbLTOgAhGkNMTAz3338/ADfffDOFhYX8/PPP3HTTTRbLl5eXs3jxYnr27NmYYQohRL0YPHgwM2bMwGAwUFJSQnx8PNdffz0VFRW8++67AOzYsYOSkhKGDBlCRESEaduIiAjeffddrrnmGgoLC3Fzc6NVq1YA+Pv74+XlBRjv2CxcuJBffvmFAQMGmLb97bff+OCDD4iKijLtc86cOQwdOrSR3r2ob5Isimbv8OHD/P7773z99dcA2NnZMXbsWJYvX15jsujg4CC/foUQTdaQIUMoKipi165d5Obm0qFDB/z9/YmKimL8+PEUFRWxZcsW2rZtS0REBPHx8cyePZt9+/Zx9uxZUzvt1NRUunTpYvEYiYmJlJaWVksC9Xo9vXv3NlvWp0+fhnmjolFIsiiavZiYGAwGA61btzYtU0phb29Pbm6uxW2cnZ1r7PAihBDWrn379rRp04bNmzeTm5trusoXGBhIeHg427ZtY/Pmzdxwww0UFRUxbNgwhg0bxscff4yfnx+pqakMHz4cvV5f4zGqEsp169aZ1a8Ajo6OZq9dXV3r+R2KxiTJomjWDAYDq1ev5t///jfDhg0zWzdq1Cg++eQTunXrplF0QgjRcIYMGcKWLVvIzc3l2WefNS2Piopiw4YN7NixgwceeIBDhw6RnZ3N/PnzCQkJATDrSQ3Guy1gHB2iSlUHwNTUVLNbzqL5kWRRNGvff/89ubm5TJ48udo4iqNHjyYmJoZ33nlHo+iEEKLhDBkyhMcee4zy8nKzZC4qKopHH32U0tJShgwZgpOTEw4ODrz33ntMnTqVgwcPMnfuXLN9hYaGotPp+P777xk5ciTOzs64u7vzzDPPMGPGDCorK7nuuuvIz89n+/btuLm5MXHixMZ+y6KBSG9o0azFxMRw0003WRxwe9SoUezbt4+9e/dqEJkQQjSsIUOGUFJSQvv27QkICDAtj4qKoqCggHbt2hESEoKfnx8rV67kyy+/pEuXLsyfP58FCxaY7at169a8+uqrPPfccwQEBPD4448DMHfuXF5++WXmzZtH586dGT58ON999x3h4eGN+l5Fw9Kpi40fIoQQQgghWjS5siiEEEIIIWokyaIQQgghhKiRJItCCCGEEKJGkiwKIYQQQogaSbIohBBCCCFqJMmiEEIIIYSokSSLQgghhBCiRpIsCiGEEEKIGkmyKIQQQgghaiTJohBCCCGEqJEki0IIIYQQokaaJ4uLFy8mPDwcJycnIiMj2bp160XLx8bGEhkZiZOTExERESxdutRsfUJCAqNGjSIsLAydTkd0dHS1fcyePRudTmf2CAwMrM+3JYQQQgjRLGiaLK5Zs4bp06fzwgsvEB8fz6BBgxgxYgSpqakWy6ekpDBy5EgGDRpEfHw8zz//PE8++SRr1641lSkuLiYiIoL58+dfNAHs2rUrGRkZpseBAwfq/f0JIYQQQjR1OqWU0urg/fr14+qrr2bJkiWmZZ07d+bOO+9k3rx51cr/61//4n//+x9JSUmmZVOnTmX//v3ExcVVKx8WFsb06dOZPn262fLZs2fz7bffsm/fvnp7L0IIIYQQzZGdVgfW6/Xs2bOH5557zmz5sGHD2L59u8Vt4uLiGDZsmNmy4cOHExMTQ3l5Ofb29rU+fnJyMsHBwTg6OtKvXz/eeOMNIiIiaixfVlZGWVmZ6XVlZSVnz57Fx8cHnU5X6+MKIRqOUoqCggKCg4OxsdG8lU2LVllZSXp6Ou7u7lJHCmEFrqR+1CxZzM7OpqKigoCAALPlAQEBZGZmWtwmMzPTYnmDwUB2djZBQUG1Ona/fv1YvXo1HTp04PTp07z22msMHDiQhIQEfHx8LG4zb948Xn311VrtXwihrbS0NNq0aaN1GC1aeno6ISEhWochhLhAXepHzZLFKhf+4lRKXfRXqKXylpZfzIgRI0zPu3fvzoABA2jXrh2rVq1i5syZFreZNWuW2bq8vDzatm1LWloaHh4etT62EKLh5OfnExISgru7u9ahtHhVfwOpI4WwDldSP2qWLPr6+mJra1vtKmJWVla1q4dVAgMDLZa3s7Or8Ypgbbi6utK9e3eSk5NrLOPo6Iijo2O15R4eHlIRCmFl5Lan9qr+BlJHCmFd6lI/ataox8HBgcjISDZt2mS2fNOmTQwcONDiNgMGDKhWfuPGjfTp0+ey2iteqKysjKSkpFrfxhZCCCGEaCk0bQE+c+ZMli1bxvLly0lKSmLGjBmkpqYydepUwHjrd8KECabyU6dO5cSJE8ycOZOkpCSWL19OTEwMzzzzjKmMXq9n37597Nu3D71ez6lTp9i3bx9HjhwxlXnmmWeIjY0lJSWFnTt3Mnr0aPLz85k4cWLjvXkhhBBCiCZA0zaLY8eOJScnhzlz5pCRkUG3bt1Yv349oaGhAGRkZJiNuRgeHs769euZMWMGixYtIjg4mHfffZdRo0aZyqSnp9O7d2/T6wULFrBgwQKioqLYsmULACdPnuTee+8lOzsbPz8/+vfvz44dO0zHFUIIIYQQRpqOs9iU5efn4+npSV5enrTHEcJKyPfSesjfQgjrciXfSc17Qwuhhdy8fAqLS2tc7+bihLen/AcnhBAXkvqz5ZFkUbQcRamQ+iVl2fvJ+XMnxRWO5JZ7c7SkPQlFXanE1lTU3t6OWY+NlwpPCNEi1ZQQ5hcWsfKL9RgMhhq3lfqz+ZFkUTRL51d09oVJeKS8iXP2BnRU4gi0d/67bJT3r5TY+nDY+x8k+jxAYV4pSVt3UlhcKpWdEKLFyc3LZ96ijygvrzkh7DyoHy5e1evH4nP5Un82Q5IsimanqqIzlOsZ4v0LI1r9gJ1NBQDJxe05WtKenHIfruoZhq9NBsHZ3+FcfoZe2e8SXryJbf6vknSJYwghRHNVWFxKebnBYkKYczKD4/EHcfHywN3HW6MIRWOTZFE0O4XFpWAo5qlu3xJaZpxn/KTbYPb6zSTfsZ2pslPeQ8nw8eZg2Cu0zv4/uqXMxrM4ieEn/kGm6/2czh5ucf/SHkcI0RJYSgiLz+VrFI3QkiSLotnRGQp4OPgDQsuOYrBx4kDEG6T6jwWdDneqV3bKxp6T/qPJ8h5C7+QZBOb+xKSglXz5UzGf5A+otn9pjyOEaOou1knldPbZRo5GWDtNB+UWot5VlOH3xz9o73IUvY0bcV0/IzVgHNRieiO9vQ+/d15OkvPt2OgUYwPWcHdUOZG3DTU9Og/qR3m54aI9AYWorcWLFxMeHo6TkxORkZFs3br1ouVjY2OJjIzEycmJiIgIli5darY+ISGBUaNGERYWhk6nIzo6uto+5s2bR9++fXF3d8ff358777yTw4cPm5WZNGkSOp3O7NG/f/8rfr/COlQ11Vn4388sPj75eoPWIQorI1cWRfOhFOx8CMe8nZRUOLE5bAXlHv0ubxc6O7Z6PMeZ9HNc7/0rAzNeBJ+rOOtxTQMFLVqqNWvWMH36dBYvXsy1117LBx98wIgRI0hMTKRt27bVyqekpDBy5EgeeughPv74Y7Zt28a0adPw8/MzTUxQXFxMREQEY8aMYcaMGRaPGxsby2OPPUbfvn0xGAy88MILDBs2jMTERFxdXU3lbr75ZlasWGF67eDgUM9nQGjlYm0S4e92iUJUkWRRNB+J8+H4RyidLSszHsC9axfc67IfnY5vs+8kLMSetoU/c03SA8T22kCJY5v6jli0YAsXLmTy5MlMmTIFgOjoaDZs2MCSJUuYN29etfJLly6lbdu2pquFnTt3Zvfu3SxYsMCULPbt25e+ffsC8Nxzz1k87o8//mj2esWKFfj7+7Nnzx6uv/5603JHR0cCAwOv+H0K61VTJ5X6aJdY061safPdNEmyKJqHM9vhjxcByL3qDf7805HIK9idwoZtwfPxODUZr6I/uPrPJ9jW7av6iVW0eHq9nj179lRL6IYNG8b27dstbhMXF8ewYcPMlg0fPpyYmBjKy8uxt7evUyx5eXkAtGrVymz5li1b8Pf3x8vLi6ioKF5//XX8/f1r3E9ZWRllZWWm1/n50hGiJdIXl4COGm9lS5vvpkmSRdH0lRdA3HhQlRB2P0WtJwGfXfFuK2xc2NVxKUP2DcU3fycdTr7PHpcJV7xfIbKzs6moqCAgIMBseUBAAJmZmRa3yczMtFjeYDCQnZ1NUFDQZcehlGLmzJlcd911dOvWzbR8xIgRjBkzhtDQUFJSUnjppZe44YYb2LNnD46Ojhb3NW/ePF599dXLjkE0LwZ9OSjL4zDKGIxNlySLounbMx0Kj4FrKPR5H3LKLrlJbRU7h/FHu9e5Onk6HVMXkBJ2JdcrhTCnu6DjlVKq2rJLlbe0vLYef/xx/vjjD3777Tez5WPHjjU979atG3369CE0NJR169Zx9913W9zXrFmzmDlzpul1fn4+ISEhdYpLNH0yDmPzIsmiaNpOb4ZjywEdDPgIHDyBrHo9RJrfGALO/kzrnO/ol/kqPzH5okNLSJsccSm+vr7Y2tpWu4qYlZVV7ephlcDAQIvl7ezs8PHxuewYnnjiCf73v//x66+/0qbNxdvjBgUFERoaSnJyco1lHB0da7zqKLRR0/A4MjSOuFySLIqmq0IPu6YZn181DfwHNcxxdDoORLyG/7lYfEoTuNZrG598XfOoU9ImR1yKg4MDkZGRbNq0ibvuusu0fNOmTdxxxx0WtxkwYADfffed2bKNGzfSp0+fy2qvqJTiiSee4JtvvmHLli2Eh4dfcpucnBzS0tLqdKtbaKM2U/YJUVuSLIomq3jfG7jkH6LC3peMgKdQGcYrig3xq7nMwY/E0Fn0PDaLka3WUdxlEjqfiOoxSZscUUszZ85k/Pjx9OnThwEDBvDf//6X1NRUpk6dChhv6546dYrVq1cDMHXqVN5//31mzpzJQw89RFxcHDExMXz22d/tc/V6PYmJiabnp06dYt++fbi5udG+fXsAHnvsMT799FP+7//+D3d3d9PVSk9PT5ydnSksLGT27NmMGjWKoKAgjh8/zvPPP4+vr69ZYiusW22m7BOitiRZFE3SudOHcEmaBzbwedpwdieub/BjHg+8n6C0j/AnkQH6FST4vN/gxxTN19ixY8nJyWHOnDlkZGTQrVs31q9fT2hoKAAZGRmkpqaayoeHh7N+/XpmzJjBokWLCA4O5t133zUNmwOQnp5O7969Ta8XLFjAggULiIqKYsuWLQAsWbIEgMGDB5vFs2LFCiZNmoStrS0HDhxg9erVnDt3jqCgIIYMGcKaNWtwd6/TYFRCQzJln6gPkiyKJsku8TUcbPRk2ndHRc0i8rwG/g32q1lnyzb3mdx1dgoRed+SWvQYBa6d6/84osWYNm0a06ZNs7hu5cqV1ZZFRUWxd+/eGvcXFhZm6vRSk0utd3Z2ZsMGmcFDCPE3me5PND15SbhmGG+97Qv6F+6+rXD38TY9nN1cL7GDujvj0JV9BT2xoZIuJ95osOMIIYQQ1kKSRdH07J+Fjkr+KOxOtkvvS5evZ+tybqUSOwJzf8b33LZGP74QQgjRmCRZFE1L9k44+X8obFiXfYs2IZT7kew1BoBOqW8Z56QWQgghmilJFkXTcnAOAMWBY8gq127e2oM+D1Ohc8SnYBe+eb9degMhhBCiiZJkUTQdZ/dA+nrQ2ZAfOl3TUErs/TkR+A8AOqa9o2ksQgghREOSZFE0HQfnGv8NvQ+DS/UxDhtbcutpVOgc8M3fgU/edq3DEUIIIRqEJIuiacj9A07+H6CDri9oHQ0ApY7BpAbcC0DHtGhtgxFCCCEaiCSLomlIWmD8t+1o8OykbSznSW79GJXY4pf3G56FB7QORwghhKh3kiwK61d8Ek78NaVZ539qG8sFSpzakO57GwDtTi3VOBohhBCi/kmyKKzf4fdAGcA/Cnz6aB1NNUdaG+fybZ39P1zL0zWORgghhKhfMt2fsG7l+XDkryt2nZ/RNpYa5Ln14Izndfjl/Uans6v5lUhOZ5+1WNbNxQlvT49GjlAIIYSoO0kWhXU7utyYMHp0guCRWkdToyOtH8Uv7zfanfsaR5uufPK15bl17e3tmPXYeEkYhRAtVk0/pkF+UFsrSRaF9VKV8Oci4/OO00Fnva0msryiKHBuh3vJUfq67yKnxzO4eJlXeMXn8knaupPC4lKpDIUQLY6+uAR01PhjGuQHtbWSZFFYr/QfofAI2HtC+P1aR3NxOhtSgh6gx7EXuc5rK5s8Z+Pu4611VEIIYTUM+nJQ0HlQv2o/pkF+UFsz671UI8Sf7xv/jXgQ7Fy1jaUW0vzuQa9zIcAhi6AiGaRbCNECKGV8XAYXLw/cfbyrPSwlkMI6yJVFYZ3ykyHjB0AHHR7TOppaMdi5cdj5VroXf0HH3E/ZE3qb1iEJIUS9cq04TX+POPqf+gHv1BO4lB7HrrIUAL2tJ+dsWtPd3xN9gY5CzxEY7Nw0jljUB0kWhXVKXgJAic+NZBe6Q2GW2eqLNZDWUqLLKLoXf0Hrol9JLE2jxClE65CEEM1Ubl4+hcWlFtfVax2pFAG5PxOesYKAc5shACioXsyhIg//ijz8PYFTcRgy/sVJv1EcC55CgUvH+otHNDpJFoX1MZRQeWwFNsBHf0SQtOMzrSOqtTy7thwu7kBHlz8JPf0ph0L/pXVIQohmKDcvn3mLPqK83NCgx2mV/zvdUl7FuzAeAIWO4yWh5IfcSpH/QIqdQim380CnKnEoz6bi+A4cUzbQ2z8F9/I0wk5/QtjpT0j1G8OvWHnbc1EjSRaF9Un7Cpvyc5wt90Z39QQivat3FMk5mcHx+IMaBHdpcXkD/0oWP+NwyEyUjb3WIQkhmpnC4lLKyw01dha50jrSUVdK/4yXaZ+3FgCDjQvHA8ezS38Tv8edIrL3UNwvqJvLHPw47eRCUrYrqf1vIsz+TyIylhGcs562Z75krO47nDxvoVTdVOe4hDYkWRTW58gHAOzIG4Bzd2+LvYqLz+U3dlS1dqCwOyW2vjiXZxF4diMZvrdoHZIQopmq6ixyoSupI/30Cdzd9m1883JQ6Ej1H0dS6L8oc/Cn4OgJ4NSld6LTkePZnxzP/ngV7KNbyiv4FOxitP9aTp3M4g+PRegdfOsco2hc0htaWJdzCXBmG0pny878flpHUyeV2HLE624AwjJXaxyNsGaLFy8mPDwcJycnIiMj2bp160XLx8bGEhkZiZOTExERESxdaj4feUJCAqNGjSIsLAydTkd0dHSdjquUYvbs2QQHB+Ps7MzgwYNJSEi4ovcqmoY2WV9x+9lH8XXIodAuiG3dvmLfVf+mzMG/zvs8596L37p/wzb3GZRX2tG6aCtRf4zEoyixHiMXDUmSRWFdjvwXgBKf4eRXeGocTN0d8RqDQod/3lZcSk9oHY6wQmvWrGH69Om88MILxMfHM2jQIEaMGEFqaqrF8ikpKYwcOZJBgwYRHx/P888/z5NPPsnatWtNZYqLi4mIiGD+/PkEBgbW+bhvvfUWCxcu5P3332fXrl0EBgYydOhQCgos9GoQzYNSdDrxJpHJT2JLOQcKu7Eu/BtyPAfUz/51NiS43sPCtKfJtw/Fpewkg/64A/+zP9fP/kWDkmRRWI+KUjj+EQBFweM1DubKFNkHk+UVBUDb059rHI2wRgsXLmTy5MlMmTKFzp07Ex0dTUhICEuWLLFYfunSpbRt25bo6Gg6d+7MlClTePDBB1mwYIGpTN++fXn77bcZN24cjo6OdTquUoro6GheeOEF7r77brp168aqVasoLi7m008/rf8TIbSnKul+7AU6nvwPAHtdJ7Ei40HKbd3r/VCZ+iB+DPuUM57XYVdZRL9DDxKUva7ejyPqlySLwnqkfQv6XHAJobRVlNbRXLHUgHsBaJv1BTrVsD0WRdOi1+vZs2cPw4YNM1s+bNgwtm+3PKB7XFxctfLDhw9n9+7dlJeX19txU1JSyMzMNCvj6OhIVFRUjbEBlJWVkZ+fb/YQTYCqpNeRZ4jIXIlCx752b7Hb/RFUA6YHelsv4rp8wknfO7BR5fQ9/Aitz3zdYMcTV06SRWE9jsUY/42YBDpbTUOpD5mthlFm542zPgP/3C1ahyOsSHZ2NhUVFQQEBJgtDwgIIDMz0+I2mZmZFssbDAays7Pr7bhV/15ObADz5s3D09PT9AgJkTFGrZ5SdEt5hdCsz6nElr1XvcuJwMYZ3kbZ2LOnw/uc8B+Ljkqu/vMp2hT80ijHFpdPkkVhHQqPQ+ZPxucRD2gaSn2ptHEkzX8MAG1PN52xIkXj0el0Zq+VUtWWXaq8peX1cdzLjW3WrFnk5eWZHmlpaZcVk2h8PbIX0y7D+CM9/qpoTvqPatwAdLbsa/9vUv3vwYYKBqU/TTvn5MaNQdSKJIvCOhxbYfw34EZwC9c2lnpUdSs6MHcTTobaXf0RzZ+vry+2trbVrtRlZWVVu6JXJTAw0GJ5Ozs7fHx86u24VR1jLic2MN6q9vDwMHsI69XXfSc9chYD8EfEa42fKFbR2bCv/QIyWg3HVumZHBSDXZEkjNZGkkWhPVUJx1Yan7ebrGko9a3ApSO5br2xUQbC8qURtzBycHAgMjKSTZs2mS3ftGkTAwcOtLjNgAEDqpXfuHEjffr0wd6+dgO/1+a44eHhBAYGmpXR6/XExsbWGJtoWoL0e7kn4AsADrd5ipSgBzWNR+ns2N1xCVnOV+NsW4rvgfuhVH5cWxNJFoX2Tm+B4lSw94Q2d2odTb1L9R8LQLu8bwGlaSzCesycOZNly5axfPlykpKSmDFjBqmpqUydOhUw3tadMGGCqfzUqVM5ceIEM2fOJCkpieXLlxMTE8MzzzxjKqPX69m3bx/79u1Dr9dz6tQp9u3bx5EjR2p9XJ1Ox/Tp03njjTf45ptvOHjwIJMmTcLFxYX77ruvkc6OaCgupakMzZ2Fna6C4+43c6jts1qHBECljROxrf9DTrkP9iXH4bdRUFm7jlui4ckMLkJ7VVcVQ8eBnbOmoTSEU3630y3lFbzL/qSN40mtwxFWYuzYseTk5DBnzhwyMjLo1q0b69evJzQ0FICMjAyzsQ/Dw8NZv349M2bMYNGiRQQHB/Puu+8yatTftw/T09Pp3bu36fWCBQtYsGABUVFRbNmypVbHBfjnP/9JSUkJ06ZNIzc3l379+rFx40bc3et/KBXReGwqSuh76CGcVD6ppSHEdXgdF531XDMqs2vFh+kP8Wz4e9hm/UrBtic51/5VszJuLk54e0oTh8am+afEWmcwEI2kPB/SvjI+j5ikaSgNpdzOiwyf4QD09fhd42iENZk2bRrHjx+nrKyMPXv2cP3115vWrVy50pTgVYmKimLv3r2UlZWRkpJiuhpYJSwsDKVUtceF+7nYccF4dXH27NlkZGRQWlpKbGws3bp1q9f3Lhpfj2Mv4FV0gBKdFysyHqTCxknrkMzoi0s4XR7IqpPGuzHuaUv5+dN/sfC/n5ke8xZ9RG6eDMvU2DRNFq15BgPRSFK/gooS8OgIPk1zer/aSPv/9u48Oooqffj4t7N19oXsgRDCHgiiBNkcBEFAVFQWQWQyMAqjP1CEDM47UVFQZwB1MDqoiIK4wyCCjjCyKCBKQAgJa9hDFugkJGRfu5N6/2hobbIQQpLq7jyfc+rQqbpV/dx0cXO77nalKTrKIwGqK1SORgjR2oRmryMsew0KdvzovZB8Q831pNVmqNSDAoY+MzjWxtiPckrb/zBkVFeixowgYnB/9HoDxaXlKkfa+qhaWbTUFQxEy9GfNk7bkO/3MOmZl0jXZZOuyyYr57LKkTWtbO87KXUIwM2+FJfc7WqHI4RoRdzKznHL2ecAONH+r1zQ9lM5ovq5entytvsCcjwH4FhdypDs5/D0ccPVW5qf1aJaZdGSVzCojaxO0PQKdIdwvLyHakVD3HYHs6aGz7/eonZ4TUtjT4rn/QC4Zq5TORghRGthp1QSdWoWDtUl5HgO5FS72WqH1CCKxoGErv+m0sEbn+Ikuqe9cf2TRLNRbYBLc6xgEBwc3CzvC8bVCRYuXFjncdEIKcZ1Zi9qb6fzvQ+bHcrN0HE+8agaUTWbc14P0PPyKpxzt3MhNZlqp5pz40nnbSFEU+qV8x4+xYeodPAhoeu/rWp1rHJtW5I6v0G/E9PpcuEdzrfvq3ZIrZbqo6EteQWD34uNjSUmJsb0c2FhoSxndTMUBdcs4zxfqb5j8fA17z9Tmm97T24vVbUjvbwdoc4ZxG+Yzy8Fg2ukcXR0IHZWtFQYhRA3rb32PD1zPwQgqdMSyrUhKkd043S+93I+8FE6ZH3BQN0L/Kh5Su2QWiXVKouWvIJBbbRabZ19IEUj5MTjWHaeimon0j2GY3sT5tRkqNRzoOh2Qp0zGNr+FOUdXjY7XppfSPLufRSXlktlUQhxU+yVcqYEfY4d1aT7jUXnd7/aITXasQ4L8M/fjUdFOg/4fwvYxpKw1kS1PouWvIKBaAEpnwJwuLg3Bjs3lYNpOQeL+lCNPX7lRwh2ycHD18e0SedtIcTv5RUUmgb9XbtdbxBg36IVBDhdotQhgCOd/tFCETcPg4M7SZ2XAjDIaw/ayzvVDagVUrUZOiYmhujoaPr27cvAgQNZsWJFjRUMLly4wCeffAIYVzBYtmwZMTExzJgxg/j4eFauXMmXX35pumZlZSXHjx83vb66goG7uzudO3du0PuKZlZVAWlrAThQ2JfWNM1vcZUHF93+QLuSXbS79DUnwv6f2iEJISxQXkEhi975FL3ecMPnehcl0avUWMbuC1qA3sG7iaNreTned3DCZwrd8z6nzcl50PVecHRXO6xWQ9XKoiWvYCCa0cVNUJmHwSmI02Vd6KN2PC3snNcDtCvZReil9caltixoBQUhhGUoLi1HrzcQMbh/ra0OdQ0C1FRXcuuZv2JHNQcKo7jgPsRmvpAn+T9DQPZm2pAOh+dD1Jtqh9RqqD7AZebMmcycObPWY6tXr66x7+oKBnW5uoLBzbyvaGYpnwFQGjge5VjrqyhdcB+K3t4d14oM2hTu57KX7U5GLoS4Oa7enjUGAELdgwC7XHgXr9JkyjTebLw0lu7NHWALMti5sS57Ik+0fR9OvmVcItZPys+W0Pr+Ugt1VVw2PlkESoPGXyexbaqyc+ai730AhF76SuVohBC2wq0sha7pbwEQ7zmHkmrba6Y9URpBSeDDgAL7n4TqG2+mFzdOKouiZaWtg+pK8L4FvXtPtaNRTYb/BADa5vwXu2pZukoIcZMUhVvOPYe9UkG212DOOI+8/jlWKr/zS+DkA3lJcOrfaofTKkhlUbSs88YmaDr8Ud04VJbjNZAyp2AcqwoJvPyD2uEIIaxcSM63BOTvokqj5XCnxXCDcw9bk2onf7j1NeMPh+dDSbq6AbUCUlkULac4BS79DGigw6NqR6MujR0Z/uMACL20XuVghBDWzMFQTOR54wpjp0JnU+ISrnJELaDTY+B/BxhK4GDM9dOLmyKVRdFyzhuX9yNwGLi2VTcWC5Dub+yzGZj3A476PJWjEUJYq67pS3GpzKTYOZwzbVvJwE2NHfR917h8YfpXkLld7YhsmlQWRctQlN+aoMNbdxP0VUVu3Slw64Gdoick9zu1wxFCWCGvijN00hmX9DvS8RWq7VrRSmM+t0CXWcbXB56Gqkp147FhUlkULSPvIBSeAHtnCB2ndjQW4+rTRWmKFkLcOIW+WYuwUwzo2owi22eY2gG1vFsWgnOA8e/LybfUjsZmSWVRtIwrcyvS9kFwlGXtrrrg9xAKGnwLf8WtMkPtcIQQVqSX2xGCS/dSpdFyNHyh2uGow8kbbl1ifH30FSjLVDUcWyWVRdH8qg2Qusb4WpqgzZRrg8nxugOA8EJpihZCNIy9UsGD/t8AcKbt/1Hq3F7liFQU/idoczsYiuDQ82pHY5OksiiaX9aPUJ4JWl8IHqV2NBbnalN0eOEm4PqrDwkhRK+SL/F1zKXEIZDT7Z5SOxx1aewg6koT9LmPIPeAuvHYIKksiuZ3tQm6/SNg56huLBZI53svVXbOeFWeo51WmqKFEPVzrsjktpJPAEjyn0uVvavKEbWsrJzLpOuyzTdDJyraTgIUODjHOKhSNBmpLIrmZSiBjK+Nr6UJulYGBw8yfUYAEOUh34hbk3fffZfw8HCcnZ2Jiopi9+7d9abftWsXUVFRODs707FjR5YvX14jzfr16+nRowdarZYePXqwYcMGs+MdOnRAo9HU2GbNmmVKM23atBrHBwwY0DSZFjete9oSHJUyzpeFkeJ5v9rhtJjK0jLQwOdfb2Hpii9rbK/v7YVi7wqXfjGuFiaajIPaAQjbVnLqS9wMJehdOpBZGQ66bNOxrJzLKkZmWdIDxtM297/08Ujk1KXsOtO5uzrj4yUDhGzB2rVrmTNnDu+++y533HEH77//PqNHj+b48eO0b1+z/1lKSgr33nsvM2bM4LPPPuOXX35h5syZ+Pv7M368sStDfHw8kyZN4pVXXmHs2LFs2LCBiRMn8vPPP9O/f38A9u/fT1VVlem6R48eZcSIETz88MNm73fPPffw0UcfmX52cnJqjl+DuEFexYdpn/0fADbmjMXPhldquZahUg8KRAzuj6u3eTlYml9I8u59FIbOwuv865D0/6DdA8YZOMRNk8qiaDZ5BYVk7XmT7q7wQ0Y3thxeo3ZIFivbeyjldl54OhRwYMs7nCztXms6R0cHYmdFS4XRBixdupTHH3+c6dOnAxAXF8eWLVt47733WLRoUY30y5cvp3379sTFxQEQERHBgQMHeOONN0yVxbi4OEaMGEFsbCwAsbGx7Nq1i7i4OL788ksA/P39za67ePFiOnXqxJAhQ8z2a7VagoKCmjTP4iYpCj1TXkaDwhnnEaSWd8BP7ZhU4OrtiYevT63Hitr/H15ZX0DJeTgRBz3/3qKx2aoGN0O3adOGnJwcAB577DGKioqaLShhG0rz0+jqkgxAxe3PEDVmhNnW4bZIlSO0HIqdE2edhwMwvNP5Gr+rqDEjiBjcH73eQHFpucrRtj5NXf5VVlaSkJDAyJEjzfaPHDmSPXv21HpOfHx8jfSjRo3iwIED6PX6etPUdc3Kyko+++wzHnvsMTTXPKHauXMnAQEBdO3alRkzZpCdXfcTb4CKigoKCwvNNnF9eQWFNfvf6bJrbXkJurwF/8I9VNk5s8+jlazUcoMUeze49cqXrWP/hPL671vRMA1+slhZWUlhYSF+fn58/PHHLFmyBA8Pj+aMTVg516yN2GkUcpx7QfCtXHu3lObLH5PfO+18Dz1Lv6ZDxS5OemtbXad1S9bU5V9OTg5VVVUEBgaa7Q8MDCQzs/Z54jIzM2tNbzAYyMnJITg4uM40dV1z48aN5OfnM23aNLP9o0eP5uGHHyYsLIyUlBTmz5/PsGHDSEhIQKutfYWQRYsWsXBhK53rr5HyCgpZ9M6n6PWG66bVVOvpef5VAM6GzKDEEASkNnOEVqrDFOME3ZcT4MhCuP0dtSOyeg2uLA4cOJCHHnqIqKgoFEVh9uzZuLi41Jp21apVTRagsF5uWV8BcM5rjMqRWIdsx0guVfrh75RDcO73ZATISjeWornKv2uf5imKUmPf9dJfu/9Grrly5UpGjx5NSEiI2f5JkyaZXkdGRtK3b1/CwsLYtGkT48bVfl/GxsYSExNj+rmwsJDQ0NA68yKguLQcvd5Qax+83Awd5xOPmn7ukPUp7uXnqHD05XTbpyBV+nzXSWMHt70BP9wFZ96Hrk+BV4TaUVm1BjdDf/bZZ9x7770UFxej0WgoKCggLy+v1k0ICpJxKjpElWJHqsdotaOxDhoNCUVRALS79JXKwYjfa+ryz8/PD3t7+xpP/LKzs2s8GbwqKCio1vQODg74+vrWm6a2a6amprJ9+3ZTn8n6BAcHExYWxunTp+tMo9Vq8fT0NNtEw1ztg/f7zcXdzXTcwVBIt7R/AXAidB4GB2nVu67AodD2AVCqIPFvakdj9Rr8ZDEwMJDFixcDEB4ezqeffmoqoISo4fznAJwoiaDCoQ0yjrJhEor6co/vFgLyf0JbmU2FU4DaIQmavvxzcnIiKiqKbdu2MXbsWNP+bdu28eCDD9Z6zsCBA/nvf/9rtm/r1q307dsXR0dHU5pt27Yxd+5cszSDBg2qcb2PPvqIgIAA7rvvvuvGm5ubS3p6OsHBwQ3Kn2haXTKWoTXkUeTSmdSgKWqHYz1uew0uboKL30HWTmMFUjRKo+ZZTElJkYqiqJtSDeeNE3EfuPKkTDRMjt6fS8690VBN20sb1Q5H1KKpyr+YmBg+/PBDVq1aRXJyMnPnziUtLY0nn3wSMDbr/ulPfzKlf/LJJ0lNTSUmJobk5GRWrVrFypUrmTdvninNM888w9atW1myZAknTpxgyZIlbN++nTlz5pi9d3V1NR999BFTp07FwcH8mUFxcTHz5s0jPj6e8+fPs3PnTsaMGYOfn59ZxVa0DFe9jk66DwE41uEFFI1MYtJgnt2g8xPG14nPGv82iUZp8F339ttvN/iis2fPblQwwkZc+gVKUqm2d+dYSSS3qB2PlUnxuh//8kOEXvqKc23/onY4guYp/yZNmkRubi4vv/wyOp2OyMhINm/eTFhYGAA6nY60tDRT+vDwcDZv3szcuXN55513CAkJ4e233zZNmwMwaNAg1qxZwwsvvMD8+fPp1KkTa9euNc2xeNX27dtJS0vjscceqxGXvb09R44c4ZNPPiE/P5/g4GDuuusu1q5dK4MaVdD70tvYV5eT4zmQrCuT94sb0OslSPkELh+A1LXQYbLaEVmlBlcW33zzTbOfL126RGlpKd7e3gDk5+fj6upKQECAVBZbuxTjMlSl/vejPyEN0Dcq1WM0fbOX4F1yFI+SExS51T7nomg5zVX+zZw5k5kza58CZfXq1TX2DRkyhIMHD9Z7zQkTJjBhwoR604wcOdI0OOZaLi4ubNmypd7zRcsIccqgY6Gx68GxDi9CK5qAu8k4B0CP/weH58Oh5yB0HNjXPqJf1K3BzdApKSmm7R//+Ae33norycnJXL58mcuXL5OcnEyfPn145ZVXmjNeYekMZaZllkqDJl0nsahNhYMPWT7GORdDZaCLRZDyT6jhAb//okEhw+9B8j16qx2O9eoeAy4hxom6T8k0Oo3RqD6L8+fP59///jfdunUz7evWrRtvvvkmL7zwQpMFJ6zQhf+CvgDcwqjwlrVkGys9wLj0WrtLG4yj+YTFkPJPtIS2Ffvo5naSKhxIDotVOxzr5uAKt7xsfH3sVaiUWVtuVKMqizqdzrRiwO9VVVWRlZV100EJK3alCZoOfzTOdSUaJctnOJUO3rhU6vAv+EXtcMTvSPknmp1STf8i4xOwUz6TKXWuuVa4uEHhU8Grp7GieGyx2tFYnUb9NR8+fDgzZszgwIEDpn4vBw4c4IknnuDuu+9u0gCFFSnLAt33xtfh0erGYuWq7bRc8HsAgNBsaYq2JFL+iebW7tLX+BlOU1blzBG/J9UOxzbYOcCtS4yvT74FJWn1pxdmGlVZXLVqFW3btqVfv344Ozuj1Wrp168fwcHBfPjhh00do7AWqV8Ym0x9+xunLBA3Jd3fOEghOHcz9lUlKkcjrpLyTzQnu+pyItKMlZof8u6m0t5b3YBsSci9EDAUqivg8ItqR2NVGjVhk7+/P5s3b+b06dMkJydjMBiIjIyka9euTR2fsCbnPjb+G/6n+tOJBsnziKLYuSPu5ecIyfmOfIeRaockkPJPNK9w3Ue4Vlyg2C6An/LvlKnHmpJGY5yoe0s/Y5ep7nPBRwYONUSjO5WtXLmSsWPH8vDDDzN58mTGjRsn36pbs7wkyD8Edk4Q9oja0dgGjYa0gIkAhGavUzkY8XtS/onm4KjPo2u6cU7PA+5/Qa/I1GNNzvd2aD8RUCDp72pHYzUaPRr6mWeeYcyYMaxbt45169YxZswY5s6dK6MBW6tzq43/tnsQtG1UDcWWpAeMR0GDf+Ee3Coz1A5HIOWfaD5dMv6NU1UBBa4RnHa5R+1wbFfvf4Kdo7GPfeYPakdjFRrVDP3ee+/xwQcfMHnybzOhP/DAA9xyyy08/fTTvPrqq00WoLACVZWmtaAJn6ZqKLamXNuWS15/IKBgNx0Lv+UnuqgdUqsn5Z9oDi7l6XTUrQLgeNhzKHn2Kkdkwzw6Qecn4dS/IfFvcM9+mb3jOhr126mqqqJv37419kdFRWEwGG46KGFldP+DihxwDoJg6VfX1NKvNEV3LPgGDbK2qdqk/BPNISLtNeyVSi55/YFsn2Fqh2P7IueDgwfkHYTUNWpHY/EaVVn84x//yHvvvVdj/4oVK5gyZcpNByWszLmPjP92mGKcnkA0KZ3vaPT27njoM+jock7tcFo9Kf/EjcgrKCRdl13rlpVzGQCf8mRCL60H4FiHF2RZv5bg7A89r/RZPPQcVFWoG4+Fa/Rf9pUrV7J161YGDDCu0rF3717S09P505/+RExMjCnd0qVLbz5KYbnKMlEufIcG0Hk+iEGXbTp0tSAUN6fK3pULfg/SIetz+nvuUzscgZR/omHyCgpZ9M6n6PX1PXFW6JP9BgAZfg9S4C7jn1tMtznG5f9KUuHUMoj4q9oRWaxGVRaPHj1Knz59ADh79ixgnE7C39+fo0ePmtJp5NuRzStN/hBXpYrzZWG89flB4KDaIdmktMBH6JD1Ob3dk8g2FAEBaofUakn5JxqquLQcvd5AxOD+uHp71jiem6HD+eQ6gkv3UqVxkmX9WpqDK9zyCux7HI6+Ch3/LAM069CoyuKOHTuaOg5hjRQFx7RPAUgLnEzUbSPMDudm6DifeLS2M8UNynPvQ75TR7wrz+GavRFC5RuwWqT8EzfK1dsTD1+fGvvL8vK4z+9bAFKC/yzL+jWB+lq03F2d8fG6ptIePhVOvAkFR+HYP6HPG80coXWSDmai8XL34Vh6ispqR3SBY2sUhqX5hSoFZoM0Gs56jSPq0hs4pX1KekjN5RRrLQiFEBara9lmQrQ6Kuw8OdVuttrhWLXK0jLQwOdfb6kzjaOjA7Gzos3LSTt740TdO+81jo7uOgvcw1sgYusilUXReGdXAnCo+Fb09u44qxyOrTvpNIJblaW4lx3indVLyawMNjtea0EohLBI9lWl9C1eAcBR3yfQO9Z88igazlCpB4U6m/xL8wtJ3r2P4tLymmVk8D0QdDdkbjcOdrnjyxaK2npIZVE0jr4IUo3/ofYV9sdb3WhaheIqT46V9OQW9yM8cOsFEgJ/W1ax3oJQCGFxOl18H7fqHHL1bTjp8yhuagdkI+pq8q+XRgO3vQ7/62OcRqfbHPDr3yzxWSuZhVI0TuoaMJSgd+nE2bJOakfTauwtGAhAp6JNePm44OHrg4evT63fpIUQlklbmU2XjHcA+C7nfqrtZFk/1fncCh2nGl8nzgNFUTUcSyOVRdE4Zz4AoCTkj4CM+mwpJ0q7U+IQhJMhj+Dc/6kdjhCiEbqnvY5DdSlZjj1JKr5N7XDEVbe8CvYucOlnyNigdjQWRSqL4sblJcHl/WDnSEnQRLWjaVUU7DjrNQ6AsKwvVI5GCHGjPEuOE5Zl7MKz1+Np5Mu2BXFtCxHzjK8T/yYTdf+OVBbFjbvyVJF2D1Ht5KduLK3QGe+xKGjwL/gFt7KzaocjbsK7775LeHg4zs7OREVFsXv37nrT79q1i6ioKJydnenYsSPLly+vkWb9+vX06NEDrVZLjx492LDB/AnJggUL0Gg0ZltQUJBZGkVRWLBgASEhIbi4uDB06FCOHTt28xlu7RSFnikL0VDNBd8xZDn1Vjsica2IvxmXri0+a5ywWwBSWRQ3Sl8M5z8zvu40Q91YWqlSxxCyrqwd2yHzM5WjEY21du1a5syZw/PPP09iYiKDBw9m9OjRpKWl1Zo+JSWFe++9l8GDB5OYmMhzzz3H7NmzWb9+vSlNfHw8kyZNIjo6mkOHDhEdHc3EiRPZt8985Z+ePXui0+lM25EjR8yOv/baayxdupRly5axf/9+goKCGDFiBEVFRU3/i2hFAvN+IKBgN1UaJ453eF7tcERtHN2h9z+Mr4++DOU56sZjIaSyKG5M6pegLwT3zhA0XO1oWq3zQcaR0O2z/4NdVZnK0YjGWLp0KY8//jjTp08nIiKCuLg4QkNDa113GmD58uW0b9+euLg4IiIimD59Oo899hhvvPHbJMJxcXGMGDGC2NhYunfvTmxsLMOHDycuLs7sWg4ODgQFBZk2f39/0zFFUYiLi+P5559n3LhxREZG8vHHH1NaWsoXX0jXh8bSVOvpef5lAM6FTJcJuC1Z+FTjgBd9ARx5Se1oLIJUFkXDKQqcftf4usuToJHbRy1ZPsMo1bbFyZBHSO4mtcMRN6iyspKEhARGjhxptn/kyJHs2bOn1nPi4+NrpB81ahQHDhxAr9fXm+baa54+fZqQkBDCw8N55JFHOHfunOlYSkoKmZmZZtfRarUMGTKkztgAKioqKCwsNNvEb8IzP8aj7AwVjr4yAbels7OHPlfWdT/zPuRLFwz5ay8aLnefcXCLnRY6TlM7mtZNY09q4B8B4x8hYV1ycnKoqqoiMDDQbH9gYCCZmZm1npOZmVlreoPBQE5OTr1pfn/N/v3788knn7BlyxY++OADMjMzGTRoELm5uaZrXD2vobEBLFq0CC8vL9MWGhpa36+gVdEa8uiW9i8Aktv/PwwOMtWVxQu8C9qNBaUKDs5t9VPpqF5ZtNQO3qIWp680j4VNAq2vurEIUgMnU61xoE1RAj7lyWqHIxpBozEfCasoSo1910t/7f7rXXP06NGMHz+eXr16cffdd7Npk/HJ9Mcfm3/puNHYYmNjKSgoMG3p6el1pm1tbslZhlNVAQVuPUgNnKx2OKKh+rwBdk6QuQ0u/FftaFSlamXRkjt4i2uU50DqWuPrLv+nbiwCgAqnAC763gtAtzxZnsqa+Pn5YW9vX+NJXXZ2do0nelcFBQXVmt7BwQFfX99609R1TQA3Nzd69erF6dOnTdcAbvg6Wq0WT09Ps01AsNNFuuT/B4CjHRaCxl7liESDuXeE7jHG1wdjWvVUOqpWFi21g7eoxdkPoLoC2vQFX1kGyVKkBD8GQIfC73C1K1E5GtFQTk5OREVFsW3bNrP927ZtY9CgQbWeM3DgwBrpt27dSt++fXF0dKw3TV3XBGNfw+TkZIKDjWuNh4eHExQUZHadyspKdu3aVe91RC0UhXH+67Gjmgu+95PjfYfaEYkb1fM5cAk2TqVz4k21o1GNapVFS+7gXZtW3Xm72vDbwJauTxvX0RQW4bLH7eS7ReKgVDDAa6/a4YgbEBMTw4cffsiqVatITk5m7ty5pKWl8eSTTwLGZt0//em39b+ffPJJUlNTiYmJITk5mVWrVrFy5UrmzZtnSvPMM8+wdetWlixZwokTJ1iyZAnbt29nzpw5pjTz5s1j165dpKSksG/fPiZMmEBhYSFTpxqXOtNoNMyZM4d//vOfbNiwgaNHjzJt2jRcXV159NFHW+aXYyNcsr+hs+tZDBpnjoW/qHY4ojEcPeDW14yvj70KpRfUjUclDmq9cXN08A4ODr6hDt5du3YlKyuLV199lUGDBnHs2DFTc861Fi1axMKFCxuTVatXfOoL3EszqHL046L2LtBlm45l5VxWMTKBRkNK8GPcdiaGO7x+pkSpUjsi0UCTJk0iNzeXl19+GZ1OR2RkJJs3byYsLAwAnU5n1iUnPDyczZs3M3fuXN555x1CQkJ4++23GT9+vCnNoEGDWLNmDS+88ALz58+nU6dOrF27lv79f2sNyMjIYPLkyeTk5ODv78+AAQPYu3ev6X0B/va3v1FWVsbMmTPJy8ujf//+bN26FQ8Pjxb4zdgIfTHeZ41/M475TqdM207lgESjdZhi7LOfswcSn4U7Wt8UUqpVFq9Sq4P3Vb169WLgwIF06tSJjz/+mJiYmFrfNzY21uxYYWFhqxjtl1dQSN6eV3B3hh8y+/C/D79WOyRxjQy/B4lIeZk25FGdswVCpqkdkmigmTNnMnPmzFqPrV69usa+IUOGcPDgwXqvOWHCBCZMmFDn8TVr1lw3Lo1Gw4IFC1iwYMF10wpjOVlcWm62z+vsK3hWXCRX34bjbf6Mq0qxCXN1PeBwd3XGx6uOfrYaDfT9N3zf1zjXcOe/QODQ5gvSAqlWWbTkDt610Wq1aLXaevNkiyqyfqWj8xmqsaeo39+JcjT/PeZm6DifeFSl6ARAtb0Lp70n0it3BR7py+GWaWqHJESrkVdQyKJ3PkWvN5j2BThm8rewd0EDGy6Nw9nOWcUIBUBlaRlo4POvt9R63NHRgdhZ0XVXGNv0Mc4vfPo9ODALRieBnWPzBWxhVOuzaMkdvMVvPNKNg41SPUfjENQdD18fs83F3U3lCAXAKe/JGBR7tAX7IOdXtcMRotUoLi1HrzcQMbg/UWNGEHX/3UzrsQN7TTXn7AdyrCRS7RAFYKjUg8Jvn9PvtojB/dHrDTWeDtfQ+x+g9YOC43AirkXithSqjoa21A7e4oqSdFyzvwHgeJtp6sYi6lXmGEBiUR8ASpIWka7LrrHlFbSiQVlCtDBXb088fH3oruwkuHQfVXbO7POZd/0TRYu6+jn9fnP1buA0T04+vw12OboQSmqf5s8Wqdpn0ZI7eAvg1NtolCpOl3YhzzkC6dpuuSpLy9iZP4TbPffjnPUtq/b1Jt/gY5bmus0sQoib4mjIJzJlAQCn2s2mqDIEkMnJbUrHqXBuJVz6BRJmw50b1Y6oRag+wMVSO3i3evpCOLMCgJ35Q3FRORxRP0OlnosV7bjgFEXbygQm9kkhIXCi6XhpfiHJu/dRXFoulUUhmknE+UU463MocunMmbb/Byl1L48orJTGDm5/H/53K2R8A+kbIfQhlYNqfqov9ycs1OnloC9E79qF5JIItaMRDXQiYAYAXQq+oo2ncuPNLEKIRvErTSQ861MADnVaQrVd6xsQ2Wp494SIZ42vE54GfZG68bQAqSyKmqrKTTPVF7Z/CkVuE6uhc/sD+W49caguJVy3Wu1whGgV7DUGBmQaJ91ODZhErtdAlSMSzS7yBeNygKUZkBSrdjTNTmoBoqZzq6E8E1xDKQ0cp3Y04kZoNJxu+xQAHXUrsa8qVTkgIWzf3T7b8K48R7mjH8c6yEotrYKDK/R73/j69LvGPow2TCqLwly1AZJfN76OmAd2TurGI26Yzu8+ip07oDXkEZb1udrhCGHTHIuTubvNdgCOdHwVvaPPdc4QNiPobuj4Z0CBfdOhqkLtiJqNVBaFudQ1UHzOOJdUp+lqRyMaQdE4cKatcdBY5wvvYVd9nbnDhBCNU22gzYk5OGiqyHAfykXfMWpHJFpan3+BcyAUnoAjtrsksFQWxW+qDXD0FePr7n81PmYXViktYCKlTiG4VGYSltX61jEVokUkv4FTURKlVS7sC3zJuCycaF2cfOB24+IVJC+B3P3qxtNMpLIofpO6BopOgdYXus5SOxpxExQ7J063mw1Al4xl2FXbbvOIEKrIPwZHXgJgw6WxlDkGqByQUE3oWAibDEo17J1mHCRqY6SyKIzMnirOA0eZgtvapQVOoswpGJfKTDoXrFc7HCFsR1UlxEdDdSVlvndzoOh2tSMSauv7b2NzdMFxODxf7WianFQWhdH5z+Wpoo2pttNy6srTxcjcFThqKlWOSAgbcfRlyEsEpzZc7rYUkObnVk/rC/0+ML5O/hdk7VI3niYmlUVhHMF1+Mp0DxF/k6eKNiQ1cDIl2lBcDZcY7P2T2uEIYZXyCgpNa6xnndiEcmwRADldXkNX5KhydMJitBtzZWCoAnunQmWB2hE1GdWX+xPqKz0Sh2tpGganIDI9J6Hosk3HsnIuqxiZuFmKnRMn28+jz+lnGObzI3n6AkD6VgnRUHkFhSx651P0egPOdmXMa/86GsdqDhT25fONxcAWtUMUlqTPUsj8AUpSYP9MGPSZTQx8kspiK5eXewHHI6+CPaxPH8LeYxvVDkk0sXT/cXRM/TfelWeoSlsG7d9SOyQhrEZxaTl6vYGIP/RjRNmr+BZeptixLWejlhFl70Fuho7ziUfVDlNYCkcPYwVx+52Q+gUEj4KOf1I7qpsmlcVWzu7Ev3C3Lybfvj2GO58jSmN+S0hBaAM09iT5P8PQC0/jnvEBlMwDt1C1oxLCqkTa7SC8cDPV2HMwYjnOHu1xBkrzC9UOTTSR+lrS3F2d8fHybNiF/AdBrwXGgS4HZoHfQPDs0jRBqkQqi61ZSRoe6cb5oQ4FzsXdz79GEikIbUOG+12cKe1EZ9ezlOyN4XKPd8yO31BBKEQrE+Sko1/m2wCcbD+PPI8olSMSTamytAw08PnXdXcpcHR0IHZWdMPLyR6xkLkdsnfBLxNhxB5wcGmiiFueVBZbs6RY7KrLOVPaiXSPEciwFttVWVbON7kP8VfXf+GW9RXv729PekV70/EbLgiFaCU0hhKmBq3GQSkj2/tOTrV7Su2QRBMzVOpBgYjB/XH1rlkGluYXkrx7H8Wl5Q0vI+3sYdDn8L9bIS8JDs75bS1pKySjoVurnL2Q+gUKGr7JecgmOuCKuhkq9WSUh3LKeTQAf+z2I1H3303UmBFEDO6PXm+guNT2JpK1dO+++y7h4eE4OzsTFRXF7t27602/a9cuoqKicHZ2pmPHjixfvrxGmvXr19OjRw+0Wi09evRgw4YNZscXLVrE7bffjoeHBwEBATz00EOcPHnSLM20adPQaDRm24ABA24+w9ZGUfA5NY8gbRalDgEkdFkGGnu1oxLNxNXbEw9fnxpbbRXIhl2wrbHCiAbOrICUT5s03pYklcXWqLoK9hvnUiwNmkRGhfRfay2OtH0Wg50rAWVJ9KjefnMFobgpa9euZc6cOTz//PMkJiYyePBgRo8eTVpaWq3pU1JSuPfeexk8eDCJiYk899xzzJ49m/Xrf5twPT4+nkmTJhEdHc2hQ4eIjo5m4sSJ7Nu3z5Rm165dzJo1i71797Jt2zYMBgMjR46kpKTE7P3uuecedDqdadu8eXPz/CIs2cm3ccv6mirFjt0hb1Dp5Kd2RMLaBI+EyCuTdP/6F7icqG48jSSVxdbozHLIOwiOXuR3el7taEQLKnMM5GToXAB6nn8FR0O+ugG1YkuXLuXxxx9n+vTpREREEBcXR2hoKO+9916t6ZcvX0779u2Ji4sjIiKC6dOn89hjj/HGG2+Y0sTFxTFixAhiY2Pp3r07sbGxDB8+nLi4OFOa77//nmnTptGzZ0969+7NRx99RFpaGgkJCWbvp9VqCQoKMm1t2rRplt+DxcraCYl/BeDbnAe55Cr9FEUjRb4IwaONywDuHgvlOWpHdMOkstjalGXCoSsVxN7/pNpJ5txrbc6GzKDIpQtafS4RqUvUDqdVqqysJCEhgZEjR5rtHzlyJHv27Kn1nPj4+BrpR40axYEDB9Dr9fWmqeuaAAUFxomDr60M7ty5k4CAALp27cqMGTPIzs6u7XSTiooKCgsLzTarVXwOfn4YlCpKAifwU/6dakckrJmdPdzxBbh3hpJU44CXar3aUd0QqSy2Ngfngr4A2kRB5yfUjkaoQLFz4lAn4woUHTI/wa/UOptFrFlOTg5VVVUEBgaa7Q8MDCQzM7PWczIzM2tNbzAYyMnJqTdNXddUFIWYmBj+8Ic/EBkZado/evRoPv/8c3788Uf+9a9/sX//foYNG0ZFRUWdeVq0aBFeXl6mLTTUSru36Ath1xioyIE2UeR1ex1Zzk/cNCdvuHMjOLhD1g5jVzBFUTuqBpPKYmuS8Q2krgGNHdy+3PhtR7RKuV6DSAuYiAaFgZkv4qCxrm+5tkJzzcAyRVFq7Lte+mv338g1n3rqKQ4fPsyXX35ptn/SpEncd999REZGMmbMGP73v/9x6tQpNm3aVGdssbGxFBQUmLb09PQ601qsagP8/AgUHAeXELjzGxR7V7WjErbCuyfcceVv8NkP4MSbakfUYFJZbC0q8+DXJ42vI54F377qxiNUdzR8AeWOAXhVnmNkm61qh9Oq+Pn5YW9vX+OJX3Z2do0ng1cFBQXVmt7BwQFfX99609R2zaeffppvv/2WHTt20K5du3rjDQ4OJiwsjNOnT9eZRqvV4unpabZZi7yCQtIvZlG8axro/ke1nQuZPVeTXuAoS56KptX2PrjtSj/jxHmQtk7deBpIKoutxYFnoDwTPLsZZ5YXrZ7ewZvDV5qjh/n8gFPhQZUjaj2cnJyIiopi27ZtZvu3bdvGoEGDaj1n4MCBNdJv3bqVvn374ujoWG+a319TURSeeuopvv76a3788UfCw8OvG29ubi7p6ekEBwc3KH/W5Oraz0fXT8Nd9znVioZVGVNY8uVxlq74st6JmoVolG5zoMssQIE9f4SsXWpHdF0yKXdrkLoWzn9qfPTdfxXYO6sdkbAQOt/RnPcYTYei/+F15AkyXHeiOLjVSCcrvDS9mJgYoqOj6du3LwMHDmTFihWkpaXx5JPGFoDY2FguXLjAJ598AsCTTz7JsmXLiImJYcaMGcTHx7Ny5UqzJuRnnnmGO++8kyVLlvDggw/yzTffsH37dn7++WdTmlmzZvHFF1/wzTff4OHhYXoS6eXlhYuLC8XFxSxYsIDx48cTHBzM+fPnee655/Dz82Ps2LEt+BtqGcWl5fRz3clo3+8B2B80H+eISVwd+yxLnoomp9FA1FtQdhEyNsBPD8DwndDmNrUjq5NUFm1dSRr8ahzIUtD+GQoNnUH326hGaWIRP3s9i9fleHxII/27R/lP9iM10sgKL01v0qRJ5Obm8vLLL6PT6YiMjGTz5s2EhYUBoNPpzOZcDA8PZ/PmzcydO5d33nmHkJAQ3n77bcaPH29KM2jQINasWcMLL7zA/Pnz6dSpE2vXrqV///6mNFen5hk6dKhZPB999BHTpk3D3t6eI0eO8Mknn5Cfn09wcDB33XUXa9euxcPD9tZ5cs38igkBXwFwst0cMsOeNFvNSpY8FVc12drR8NsKLztGwaXdsGMk3L0bvLo3QaRNTyqLtqxaD3umgL6A1IoOvL29HdV8ef3zRKtSanDh86wpzGr3LgO99mKIGE+q572/HW/MUleiQWbOnMnMmTNrPbZ69eoa+4YMGcLBg/V3F5gwYQITJkyo87hynRGYLi4ubNnSSppe09bR5sRsAE74TOFk+2dVDkhYomZZOxqMa0UP+S/8OBwuJ8CPd8PdO8Gj880H3cSksmjLkmLh0s9U27vzmW4K3QYPqrFahzSxCICzZV046juDXrkrGJj5EpWB/Sh27aJ2WEI0n7R18MtkNEoV+wr7cbrb3/GQZU9FLZpl7eirnLxg6Pfww1AoOAbbh1pkhVEGuNiqtK/gxL8AuBzxNjl6/1rXvXRxr9k/TbROh/1mccnrDhyqS+l3Yjr2VSXXP0kIa3T+C/hlsnHS7aBJrM16xNinW4h6NPna0Vc5+8GwH8CrB5RdMFYYC5KbJOamIv87bFHeYdj7Z+PriGcp879P3XiEVVA0DiR0fZdyx0A8yk4TdeopUKrVDkuIpnV6uXEEqlIF4VO53P1NFPlTKNTmEgjDd4BXzysVxjuNTdMWQv6H2JoyHey6HwzFEDgMev9T7YiEFalw8ufXiA+p0mgJvryFHqly/wgboShw5BXY/3+AYpy6ZMAq0MjiBMJCOAfA3bugTV/jCkLb74LM7WpHBUhl0bboi2HXg1CabpxPcfBXYCfdUsWNyfOIIqmzsQtDlwvv0jn/PypHJMRNqtbDrzPgyIvGn3s+B33/LU3PwvJofWH4DxAwFAxFsGM0nPtY7aiksmgzqipg9zi4vB+c2sCQ78DJR+2ohJXKCBjHidC5APTLfIVb3A+pHJEQjVSRCzvugbMrryx1+i70/odxrjshLJGjJ9z1PYQ9AooB9k6DpOdU7RYklUVbUG0w9sHJ3AYObjB0s8WNpBLW52ToPM4HTsGOaqIDP0F7eafaIQlxY/KPwpZ+kPUjir07lyJXk+4+nnRdtmmTuWaFRbLXGudh7PF348/HFxlbDisLVAlH2iit3dW5FNO/QtE4cannR1Tow2XibXHzNBoOdVqMpvQSYUVb8TsczSWlmnLfYWbJZHUXYZHOfWzsn1hVRpVLGHFnppBx4jLIXLPCWmjs4NZF4BUJv06Hi9/B91Hwh3UtvtqLVBatWVUF/PIIZGzEoDiw+uKfOHbqIlIYiiajsWeH90KidBfp5X4Un6Q/sjrzzxwriTQlkdVdhEXRF0HCbDi32vhz8CgyO75JxuGttc6TJ3PNiqZS14OZm/5CHT7FOA7h5wlQfBa2DoQ+/4IuM1usO4VUFq1VZR789BBk/4Rip2Vl+lQ0UX8mqpb5nqQwFDejUg8f66YxK/I7wit28ljIKn4NepEz3g/L6i7CslzaA/HRUHwO0ECvhRD5PNWZOcBv8+T9niznJ27W9VZ4aZIv1L594Z6DED/V+ITxwFNwYRMMWAkuwY2/bgNJZdEaFafAzvugMBkcPbnUcxUnTmYQVUtBCFIYiptXhQN7OsRhl7eIsOy1DMhcQBuHy/zqNUPt0IQAQ4lxAMCpfwMKuIXBwE8hYLDakYlWoL4VXpr0C7W2DQz5Fk4tg6S/ge5/8F0P6LMUOk5r1qeMMsDF2lzcYuyzUJgMLm1hxM9U+EiBKJqfonEkqfNSTrabA0DXjLcZmvEUznZl6gYmWi9FgYxvYFNPOPU2oED4VBh9SCqKosXVtsLLTa/uci2NBro9DfckQJso0OfDvsdgx0jj9HnNRCqL1qLaAIdfgp2jjU3Qvv1h1D7w7qV2ZKI10Wg4EfY3Erq8TZWdM+1KdhET+i+cCg+qHZlobfKPwc57jd1xSlLBtb1xjd2Bq43r7Qphy7x6wMi9cNvrYO8Mds7G2VCaiTRDW4PC0xD/J8jdC0Bx8BTyui6CAkcokKkfRMvLCJhAkWtX+h57DH8uUp0whoLLf6Ww/dNg52iWVkZLiyZVkgZHX4Fzq4zzztk5QsSz5LV7iuJKe7OZIK6SMlLYJDsHiJgH7R4Ce5dmbYaWyqIlq9ZD8htw9GWoKqes2oV1WQ+TeLoP/PS12tGJVq7A/RY2Bn1Oz+S53OaRhFfKEopPfMrarEdIr2hvSiejpUWTKE6B5Nfh7IfGshEgdBz0XkyeEsiidz5FrzeoG6MQamiBeZWlsmiJFAUuboLEeVB4EoBynyG8fnAIQQNH1xjxLKOdhVpKDc58kjmVvHYPckdRHG21F5nb/k3Oej3EIf9nyC3Wymhp0XiKArm/wsm3IO0/oFQZ9wfeBbe8Av53AFCsy0avN9Q6wACkjBTqq+/ptjW0vkhl0dJk7YQjCyB7l/FnrT/0+ReXtCPJ+3UNHWXqB2FxNFwMnsiPXccTeX4BoZe+pnPBBjoUbeGE96Ok2oWrHaCwNvpCSF0LZ1bA5QO/7fYbRl67p6jwuQMMmJqcr/4hrm1qHJAyUqjnetPqgHW0vkhl0RJUV8GFb9EffR3HvHgAFI0TRaF/oTDsGRQHT+lzIyxepZMfB7suIyVoGpEpC2hTfJDIyx/yYrgTladTwCMW3DuqHaawVFUVoNsKqV8aRzhXlRr322kh7BEK2z7Oq58dRh+fBqSpGqoQDVXftDrQxFPrNCOpLKqp+LxxlYFzH0FpGo6AQbFnb8EAfsi7m/xTPsAmdWMU4gblefZl9y3/JTBvG13PLaFNRTLajA9RMlZS3uYuSoIfpcx3hHEEH9bRBCOaiVINaesgY6NxgmFD0W/HPLtDp8eNU+E4+1Ogy0avPyirsAirVNdTb2shlcWWVngaLvzXWEBeGd0MUOXgw4/Zfcnq9hREdKbTNadJYSisikZDVpuRHC/uScXeVQz13kGE2wlcLv+Iy+UfKaty5mhJLw4X9+KcvifzZk6XCmOrpIFDz11ZcQXjShTtJ0LYZPDtV+voTlmFRdiiZlsqsIlIZbG5lV+CrB1Xth+g6PTvDmqMHbU7PY7O4Q42r9xIlG9n6XMjbIZBb+BUaTfso/7ESdd8OhVsoGPBt7iRye2e+7ndcz/6ageq9myE9veA/2Bo0xccXNQOXbQEjQa6zILyLAgde6WCKNP/itajRZYKbAKq/6989913CQ8Px9nZmaioKHbv3l1v+l27dhEVFYWzszMdO3Zk+fLlNdKsX7+eHj16oNVq6dGjBxs2bLjp9220Y4vgl0lwZrmxoqhxgMDhEPU2jL0Aw3+ADo+i2MsfR2G7XL090QT35lz3BWzvd4DdvTZwNvhxihzb4WhnwDlvNxx6HrbfCes84X9RsG8GnFwGmT9CWZZxZKyNsdTyT1EUFixYQEhICC4uLgwdOpRjx47dXGbrEhEDty0BvwFSURStzu/7NEaNGWG2RQzuj15voLi0XO0w1a0srl27ljlz5vD888+TmJjI4MGDGT16NGlptXdeTklJ4d5772Xw4MEkJiby3HPPMXv2bNavX29KEx8fz6RJk4iOjubQoUNER0czceJE9u3b1+j3vSlBw8H7Fuj2DNy5EcbnwPDtxuV6WmDxbyEsjsaOy579OdrxFb7p+D2LzseS12WRcc485yBQDJB30DifXsLT8ONw2BBknELFhlhy+ffaa6+xdOlSli1bxv79+wkKCmLEiBEUFRUhhGh6LbJU4E1QtbK4dOlSHn/8caZPn05ERARxcXGEhoby3nvv1Zp++fLltG/fnri4OCIiIpg+fTqPPfYYb7zxhilNXFwcI0aMIDY2lu7duxMbG8vw4cOJi4tr9PvelLb3wb2HICoO2j0oy1AJ8XsaDdn6QIrbPQaD18PYi/BACvzhK+j5HLR9ANw7G584eXZXO9omZanln6IoxMXF8fzzzzNu3DgiIyP5+OOPKS0t5YsvvmjW34kQwjKp1mexsrKShIQE/v73v5vtHzlyJHv27Kn1nPj4eEaOHGm2b9SoUaxcuRK9Xo+joyPx8fHMnTu3RpqrhWVj3hegoqKCiooK088FBQUAFBY2TV/CoqIiKsrLyb2go6y45mLgednZdR6v71hznmupcdliniw1rpvNU2mB8b4vKiqi0M35yt424D3CuF1VVQ7lGiiv///b1f+PioU3WVty+ZeSkkJmZqbZe2m1WoYMGcKePXt44oknao1PzTJS/l9aR1y2mKfmvHbt5WPj3Uz5qFplMScnh6qqKgIDA832BwYGkpmZWes5mZmZtaY3GAzk5OQQHBxcZ5qr12zM+wIsWrSIhQsX1tgfGhpadyaFEA3y3uK/Xz/RDSgqKsLLy3Kf4lty+Xf139rSpKam1pknKSOFaB6WUD6qPhpac83UCIqi1Nh3vfTX7m/INW/0fWNjY4mJiTH9XF1dzeXLl/H19a33vOZWWFhIaGgo6enpeHpaTv+GltCa8w6S/9ryrygKRUVFhISEqBxdw1hy+WcrZWRza03/DyWv1u1mykfVKot+fn7Y29vX+BadnZ1d4xvtVUFBQbWmd3BwwNfXt940V6/ZmPcFYzOMVqs12+ft7V13BluYp6enzdzQN6o15x0k/9fm35KfKF5lyeVfUFAQYHzCGBwcXGua2lh6GdncWtP/Q8mr9Wps+ajaABcnJyeioqLYtm2b2f5t27YxaNCgWs8ZOHBgjfRbt26lb9++ODo61pvm6jUb875CCNGULLn8Cw8PJygoyCxNZWUlu3btkjJSiNZKUdGaNWsUR0dHZeXKlcrx48eVOXPmKG5ubsr58+cVRVGUv//970p0dLQp/blz5xRXV1dl7ty5yvHjx5WVK1cqjo6OyldffWVK88svvyj29vbK4sWLleTkZGXx4sWKg4ODsnfv3ga/rzUpKChQAKWgoEDtUFpca867okj+rT3/llz+LV68WPHy8lK+/vpr5ciRI8rkyZOV4OBgpbCwsAV+M9bF2u/DGyF5bb1UrSwqiqK88847SlhYmOLk5KT06dNH2bVrl+nY1KlTlSFDhpil37lzp3LbbbcpTk5OSocOHZT33nuvxjXXrVundOvWTXF0dFS6d++urF+//obe15qUl5crL730klJeXq52KC2uNeddUST/tpB/Sy3/qqurlZdeekkJCgpStFqtcueddypHjhxpmkzbGFu4DxtK8tp6aRTFwueYEEIIIYQQqpG1lYQQQgghRJ2ksiiEEEIIIeoklUUhhBBCCFEnqSwKIYQQQog6SWXRAvz000+MGTOGkJAQNBoNGzduNDu+YMECunfvjpubGz4+Ptx9993s27fPLM3QoUPRaDRm2yOPPGKWJi8vj+joaLy8vPDy8iI6Opr8/Pxmzl39rpf333viiSfQaDSmdW6vqqio4Omnn8bPzw83NzceeOABMjIyzNJYYt6hafJvrZ89XD//06ZNq5G3AQMGmKWx5s9fWIbr3YeKorBgwQJCQkJwcXFh6NChHDt2zCyNtdyHTZFXaylzrpfXr7/+mlGjRuHn54dGoyEpKanGNazlc21uUlm0ACUlJfTu3Ztly5bVerxr164sW7aMI0eO8PPPP9OhQwdGjhzJpUuXzNLNmDEDnU5n2t5//32z448++ihJSUl8//33fP/99yQlJREdHd1s+WqI6+X9qo0bN7Jv375alymaM2cOGzZsYM2aNfz8888UFxdz//33U1VVZUpjiXmHpsk/WOdnDw3L/z333GOWt82bN5sdt+bPX1iG692Hr732GkuXLmXZsmXs37+foKAgRowYQVFRkSmNtdyHTZFXsI4y53p5LSkp4Y477mDx4sV1XsNaPtdmp+7MPeJagLJhw4Z601ydLHT79u2mfUOGDFGeeeaZOs85fvy4AphNzhsfH68AyokTJ2427CZRV94zMjKUtm3bKkePHlXCwsKUN99803QsPz9fcXR0VNasWWPad+HCBcXOzk75/vvvFUWxjrwrSuPyryi28dkrSu35nzp1qvLggw/WeY4tff7CMlx7H1ZXVytBQUHK4sWLTfvKy8sVLy8vZfny5YqiWO992Ji8Kop1ljn1/W1NSUlRACUxMdFsv7V+rs1BnixamcrKSlasWIGXlxe9e/c2O/b555/j5+dHz549mTdvntk3wfj4eLy8vOjfv79p34ABA/Dy8mLPnj0tFv+Nqq6uJjo6mmeffZaePXvWOJ6QkIBer2fkyJGmfSEhIURGRpryZa15h+vn/ypb/Oyv2rlzJwEBAXTt2pUZM2aQnZ1tOmbrn79QX0pKCpmZmWb3mFarZciQIab7x1buw4bk9SpbLnOuspXPtSk4qB2AaJjvvvuORx55hNLSUoKDg9m2bRt+fn6m41OmTDGt6Xr06FFiY2M5dOiQaX3XzMxMAgICalw3ICCAzMzMFsvHjVqyZAkODg7Mnj271uOZmZk4OTnh4+Njtj8wMNCUL2vNO1w//2C7nz3A6NGjefjhhwkLCyMlJYX58+czbNgwEhIS0Gq1Nv/5C/VdvUcCAwPN9gcGBpKammpKYwv3YUPyCrZd5vyerXyuTUEqi1birrvuIikpiZycHD744AMmTpzIvn37TDfpjBkzTGkjIyPp0qULffv25eDBg/Tp0wcAjUZT47qKotS63xIkJCTw1ltvcfDgwRuO8dp8WVveoeH5t8XP/qpJkyaZXkdGRtK3b1/CwsLYtGkT48aNq/M8W/j8hWW59l5pyP1jrffh9fJqy2VOQ1jr53ozpBnaSri5udG5c2cGDBjAypUrcXBwYOXKlXWm79OnD46Ojpw+fRqAoKAgsrKyaqS7dOlSjW+RlmL37t1kZ2fTvn17HBwccHBwIDU1lb/+9a906NABMOarsrKSvLw8s3Ozs7NN+bLGvEPD8l8bW/js6xIcHExYWJhZ3mz18xeWISgoCKDGU6Jr7zFbuA8bktfa2GqZYyufa1OQyqKVUhSFioqKOo8fO3YMvV5PcHAwAAMHDqSgoIBff/3VlGbfvn0UFBQwaNCgZo+3MaKjozl8+DBJSUmmLSQkhGeffZYtW7YAEBUVhaOjo6n5A0Cn03H06FFTvqwx79Cw/NfGFj77uuTm5pKenm7Kmy1//sIyXG1u/f09VllZya5du0z3j63chw3Ja21stcyxlc+1SagxqkaYKyoqUhITE5XExEQFUJYuXaokJiYqqampSnFxsRIbG6vEx8cr58+fVxISEpTHH39c0Wq1ytGjRxVFUZQzZ84oCxcuVPbv36+kpKQomzZtUrp3767cdtttisFgML3PPffco9xyyy1KfHy8Eh8fr/Tq1Uu5//771cq2oij15702tY0GfvLJJ5V27dop27dvVw4ePKgMGzZM6d27t8XnXVFuPv/W/NkrSv35LyoqUv76178qe/bsUVJSUpQdO3YoAwcOVNq2basUFhaarmHNn7+wDNf7f7h48WLFy8tL+frrr5UjR44okydPVoKDg63yPrzZvFpTmXO9vObm5iqJiYnKpk2bFEBZs2aNkpiYqOh0OtM1rOVzbW5SWbQAO3bsUIAa29SpU5WysjJl7NixSkhIiOLk5KQEBwcrDzzwgPLrr7+azk9LS1PuvPNOpU2bNoqTk5PSqVMnZfbs2Upubq7Z++Tm5ipTpkxRPDw8FA8PD2XKlClKXl5eC+fWXH15r01tlcWysjLlqaeeUtq0aaO4uLgo999/v5KWlmaWxhLzrig3n39r/uwVpf78l5aWKiNHjlT8/f0VR0dHpX379srUqVNrfLbW/PkLy3C9/4fV1dXKSy+9pAQFBSlarVa58847lSNHjphdw1ruw5vNqzWVOdfL60cffVTr8Zdeesl0DWv5XJubRlEUpemfVwohhBBCCFsgfRaFEEIIIUSdpLIohBBCCCHqJJVFIYQQQghRJ6ksCiGEEEKIOkllUQghhBBC1Ekqi0IIIYQQok5SWRRCCCGEEHWSyqIQQgghhKiTVBZFq5OZmcmIESNwc3PD29sbAI1Gw8aNG1WNSwgh1PD78u/8+fNoNBqSkpIA2LlzJxqNhvz8fNXiE+qTyqKwOhqNpt5t2rRp9Z7/5ptvotPpSEpK4tSpUy0TtBBCqCQ7O5snnniC9u3bo9VqCQoKYtSoUcTHxwOg0+kYPXp0recOGjQInU6Hl5dXS4YsLIyD2gEIcaN0Op3p9dq1a3nxxRc5efKkaZ+Li0u95589e5aoqCi6dOnSbDEKIYSlGD9+PHq9no8//piOHTuSlZXFDz/8wOXLlwEICgqq81wnJ6d6j4vWQZ4sCqsTFBRk2ry8vNBoNGb7fvrpJ6KionB2dqZjx44sXLgQg8EAQIcOHVi/fj2ffPJJvU8hjxw5wrBhw3BxccHX15e//OUvFBcXm45PmzaNhx56iDfeeIPg4GB8fX2ZNWsWer2+JX4FQgjRIPn5+fz8888sWbKEu+66i7CwMPr160dsbCz33XcfUH83nNqaoX/55ReGDBmCq6srPj4+jBo1iry8PAC+//57/vCHP+Dt7Y2vry/3338/Z8+ebe5simYmlUVhU7Zs2cIf//hHZs+ezfHjx3n//fdZvXo1//jHPwDYv38/99xzDxMnTkSn0/HWW2/VuEZpaSn33HMPPj4+7N+/n3Xr1rF9+3aeeuops3Q7duzg7Nmz7Nixg48//pjVq1ezevXqlsimEEI0iLu7O+7u7mzcuJGKioqbvl5SUhLDhw+nZ8+exMfH8/PPPzNmzBiqqqoAKCkpISYmhv379/PDDz9gZ2fH2LFjqa6uvun3FipShLBiH330keLl5WX6efDgwco///lPszSffvqpEhwcbPr5wQcfVKZOnWqWBlA2bNigKIqirFixQvHx8VGKi4tNxzdt2qTY2dkpmZmZiqIoytSpU5WwsDDFYDCY0jz88MPKpEmTmihnQgjRNL766ivFx8dHcXZ2VgYNGqTExsYqhw4dMh3/ffmXkpKiAEpiYqKiKIqyY8cOBVDy8vIURVGUyZMnK3fccUeD3zs7O1sBlCNHjjRVdoQK5MmisCkJCQm8/PLLpm/T7u7uzJgxA51OR2lpaYOukZycTO/evXFzczPtu+OOO6iurjbrG9mzZ0/s7e1NPwcHB5Odnd10mRFCiCYwfvx4Ll68yLfffsuoUaPYuXMnffr0aVRLyNUni3U5e/Ysjz76KB07dsTT05Pw8HAA0tLSGhu+sAAywEXYlOrqahYuXMi4ceNqHHN2dm7QNRRFQaPR1Hrs9/sdHR1rHJOmFiGEJXJ2dmbEiBGMGDGCF198kenTp/PSSy9dd/aIa11vAOGYMWMIDQ3lgw8+ICQkhOrqaiIjI6msrLyJ6IXa5MmisCl9+vTh5MmTdO7cucZmZ9ew271Hjx4kJSVRUlJi2vfLL79gZ2dH165dmyt0IYRoMT169DAr4xrqlltu4Ycffqj1WG5uLsnJybzwwgsMHz6ciIgI08AXYd2ksihsyosvvsgnn3zCggULOHbsGMnJyaxdu5YXXnihwdeYMmUKzs7OTJ06laNHj7Jjxw6efvppoqOjCQwMbMbohRCiaeXm5jJs2DA+++wzDh8+TEpKCuvWreO1117jwQcfvOHrxcbGsn//fmbOnMnhw4c5ceIE7733Hjk5Ofj4+ODr68uKFSs4c+YMP/74IzExMc2QK9HSpLIobMqoUaP47rvv2LZtG7fffjsDBgxg6dKlhIWFNfgarq6ubNmyhcuXL3P77bczYcIEhg8fzrJly5oxciGEaHru7u7079+fN998kzvvvJPIyEjmz5/PjBkzGlWmde3ala1bt3Lo0CH69evHwIED+eabb3BwcMDOzo41a9aQkJBAZGQkc+fO5fXXX2+GXImWplEURVE7CCGEEEIIYZnkyaIQQgghhKiTVBaFEEIIIUSdpLIohBBCCCHqJJVFIYQQQghRJ6ksCiGEEEKIOkllUQghhBBC1Ekqi0IIIYQQok5SWRRCCCGEEHWSyqIQQgghhKiTVBaFEEIIIUSdpLIohBBCCCHq9P8Bn+Dk94EEFSMAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def gaussian_pdf(x, mu, sigma):\n", " return 1/np.sqrt(2*np.pi)/sigma*np.exp(-0.5*((x-mu)/sigma)**2)\n", "\n", "fig1, ax1 = plt.subplots(2, 2, layout='constrained')\n", "fig2, ax2 = plt.subplots(2, 2, layout='constrained')\n", "fig1.suptitle('Monte Carlo Low Energy Attenuation')\n", "fig2.suptitle('Monte Carlo High Energy Attenuation')\n", "\n", "\n", "for ax, coef, mode in zip((ax1, ax2),\n", " (dectgroup.lowE_inversion_coefficients,\n", " dectgroup.highE_inversion_coefficients),\n", " ('low', 'high')):\n", " for k, (i, j, xlb) in enumerate(zip((0, 0, 1, 1),\n", " (0, 1, 0, 1),\n", " ('Air', 'Water', 'Teflon', 'Silica'))):\n", " ax[i][j].hist(coef[f'CT_{k}'],\n", " bins=25,\n", " density=True,\n", " facecolor='powderblue',\n", " edgecolor='slategrey',\n", " label='Hist.')\n", "\n", " ax[i][j].set_xlabel(xlb)\n", " ax[i][j].set_ylabel('pdf')\n", " x = np.linspace(*ax[i][j].get_xlim(), 100)\n", " mu = dectgroup.calibration_gaussian_coefficients[f'mu_{mode}E'].iloc[k],\n", " sigma = dectgroup.calibration_gaussian_coefficients[f'sigma_{mode}E'].iloc[k]\n", " y = gaussian_pdf(x, mu, sigma)\n", " ax[i][j].plot(x, y, color='orange', label='pdf')\n" ] }, { "cell_type": "code", "execution_count": 193, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig1, axs = plt.subplots(2, 3, layout='constrained')\n", "ax1 = axs[0][0], axs[0][1], axs[0][2]\n", "ax2 = axs[1][0], axs[1][1], axs[1][2]\n", "fig1.suptitle('Monte Carlo $Z_{eff}$ histograms')\n", "\n", "for ax, coef, mode in (zip((ax1, ax2),\n", " (dectgroup.lowE_inversion_coefficients,\n", " dectgroup.highE_inversion_coefficients),\n", " ('low', 'high'))):\n", " for k, xlb in enumerate(('Water', 'Teflon', 'Silica')):\n", " ax[k].hist(coef[f'Z_{k+1}'],\n", " bins=25,\n", " density=True,\n", " facecolor='powderblue',\n", " edgecolor='slategrey',\n", " label='Hist.')\n", " ax[k].set_xlabel(f'{xlb}, {mode}E')\n", " ax[k].set_ylabel('count')\n" ] }, { "cell_type": "code", "execution_count": 194, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAosAAAHrCAYAAACn9tfQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAClYUlEQVR4nOzde1hU1foH8O/IZUBFTJBbCaLHC4h5QRMwBC0wLI+ZBtU5qHkpQzOgjomXQk3JMhtNFO2gZKbSCS9ZluAp8EamBuYts0LxGBzShBGV+/r94W/2YTMz3ByYAb6f55mnZs+atdfezmLeWXutdyuEEAJERERERDq0M3YDiIiIiMh0MVgkIiIiIr0YLBIRERGRXgwWiYiIiEgvBotEREREpBeDRSIiIiLSi8EiEREREenFYJGIiIiI9GKwSERERER6MVikVi0pKQkKhQIKhQLp6elarwsh8Je//AUKhQKBgYFN2pajR48iNjYWhYWFTVL/b7/9htmzZ6N3796wtrZG+/bt0a9fPyxcuBBXr1416L5iY2OhUCgMVp/m3+nEiRMGq9NY0tPT9X7eqGn9/vvviI2NRXZ2trGbQtSqMFikNsHGxgaJiYla2zMyMvDrr7/Cxsamydtw9OhRLF68uEmCxS+++AIPPvggvvjiC7zwwgv44osvpP/fu3cvnnjiCYPvk3QbPHgwMjMzMXjwYGM3pc35/fffsXjxYgaLRAZmbuwGEDWHsLAwfPLJJ4iPj0enTp2k7YmJifD19YVarTZi6+5NTk4OnnnmGfTu3RvffvstbG1tpddGjRqFOXPmYNeuXQbZ1+3bt9G+fXuD1NWSCCFQUlICa2vrOst26tQJPj4+zdAq47lz5069zkVrcefOHVhZWRl0NJ2oJeHIIrUJzz77LABg+/bt0raioiKkpKRg6tSpOt/z559/IiIiAvfffz8sLS3Ro0cPLFiwAKWlpbJyCoUCs2fPxscffwwPDw+0b98eAwYMwBdffCGViY2NxT/+8Q8AgLu7u85L48nJyfD19UWHDh3QsWNHjB49GllZWXUe26pVq3Dr1i2sW7dOFihWb99TTz0lPU9LS8O4cePwwAMPwMrKCn/5y1/w4osv4tq1a7L3aS41//DDD5g4cSLuu+8+9OzZU287qqqq8M4776Bv375QKpVwcHDApEmT8J///KfOY9BlypQp6NixI3755ReMGTMGHTt2RLdu3fDqq69K/wbl5eVwcHBAeHi41vsLCwthbW2N6OhoaZtarcZrr70Gd3d3WFpa4v7770dkZCRu3bqldc5mz56NhIQEeHh4QKlU4qOPPgIArF+/HgMGDEDHjh1hY2ODvn37Yv78+dJ79V2G/vzzz+Hr64v27dvDxsYGQUFByMzMlJXRnPOzZ8/i2Wefha2tLRwdHTF16lQUFRXVec4CAwPh5eWFQ4cOwcfHB9bW1rj//vuxaNEiVFZWysouXrwYw4YNQ5cuXdCpUycMHjwYiYmJEELIynXv3h1PPPEEdu7ciUGDBsHKygqLFy8GAMTHx2PEiBFwcHBAhw4d0L9/f7zzzjsoLy/X2a7MzEz4+fnB2toa3bt3x+bNmwEAX375JQYPHoz27dujf//++Prrr7WO7eLFi3juuefg4OAApVIJDw8PxMfHy8770KFDAQDPP/+81MdiY2OlMidOnMBf//pXdOnSBVZWVhg0aBA+/fRT2X40UyJSU1MxdepUdO3aFe3bt0dpaSn++OMPvPDCC+jWrRuUSiW6du2K4cOH48CBA3X+2xC1aIKoFdu8ebMAII4fPy7Cw8PFQw89JL22fv160aFDB6FWq0W/fv1EQECA9NqdO3fEgw8+KDp06CBWrlwpUlNTxaJFi4S5ubkYM2aMbB8ARPfu3cVDDz0kPv30U7Fv3z4RGBgozM3Nxa+//iqEEOLKlSvi5ZdfFgDEzp07RWZmpsjMzBRFRUVCCCGWLVsmFAqFmDp1qvjiiy/Ezp07ha+vr+jQoYM4e/ZsrcfYu3dv4ejoWO9zsn79ehEXFyc+//xzkZGRIT766CMxYMAA0adPH1FWViaVe/PNNwUA4ebmJl5//XWRlpYmdu/eLXutuhdeeEEAELNnzxZff/21SEhIEF27dhXdunUTf/zxR61tqv7vpDF58mRhaWkpPDw8xMqVK8WBAwfEG2+8IRQKhVi8eLFULioqSlhbW0vnUmPdunUCgPjxxx+FEELcunVLDBw4UNjb24tVq1aJAwcOiNWrVwtbW1sxatQoUVVVJb0XgLj//vvFgw8+KLZt2ya++eYbcebMGbF9+3YBQLz88ssiNTVVHDhwQCQkJIg5c+ZI7/32228FAPHtt99K2z755BMBQAQHB4vdu3eL5ORk4e3tLSwtLcWhQ4e0znmfPn3EG2+8IdLS0sSqVauEUqkUzz//fK3nUAghAgIChJ2dnXBxcRFr1qwR+/fvF3PmzBEAxKxZs2Rlp0yZIhITE0VaWppIS0sTS5cuFdbW1rJzK4QQbm5uwtnZWfTo0UNs2rRJfPvtt+L777+Xzv369evF119/Lb755hvx/vvvC3t7e622atrVp08fkZiYKPbv3y+eeOIJAUAsXrxY9O/fX2zfvl3s27dP+Pj4CKVSKa5evSq9/+zZs8LW1lb0799fbNmyRaSmpopXX31VtGvXTsTGxgohhCgqKpI+RwsXLpT62JUrV4QQQnzzzTfC0tJS+Pv7i+TkZPH111+LKVOmCABi8+bN0r40ddx///3ihRdeEF999ZX47LPPREVFhRg9erTo2rWr2Lhxo0hPTxe7d+8Wb7zxhtixY0ed/zZELRmDRWrVqgchmi/xM2fOCCGEGDp0qJgyZYoQQmgFiwkJCQKA+PTTT2X1rVixQgAQqamp0jYAwtHRUajVamlbfn6+aNeunYiLi5O2vfvuuwKAyMnJkdWZm5srzM3NxcsvvyzbfvPmTeHk5CRCQ0NrPUYrKyvh4+NT98nQoaqqSpSXl4vLly8LAGLPnj3Sa5rA5Y033tB6X81g8fz58wKAiIiIkJU7duyYACDmz59fazv0BYu6/g3GjBkj+vTpIz3/8ccfBQCxceNGWbmHHnpIeHt7S8/j4uJEu3btZPsQQojPPvtMABD79u2TtgEQtra24s8//5SVnT17tujcuXOtx1IzWKysrBQuLi6if//+orKyUip38+ZN4eDgIPz8/KRtmvP6zjvvyOqMiIgQVlZWsoBWl4CAAK1/RyGEmDFjhmjXrp24fPmyzvdVVlaK8vJysWTJEmFnZyfbj5ubmzAzMxMXLlyodd+aOrZs2SLMzMxk507TrhMnTkjbrl+/LszMzIS1tbUsMMzOzhYAxJo1a6Rto0ePFg888IDWD4LZs2cLKysraV/Hjx/XCv40+vbtKwYNGiTKy8tl25944gnh7Ows/dtoPouTJk3SqqNjx44iMjKy1vNA1BrxMjS1GQEBAejZsyc2bdqE06dP4/jx43ovQX/zzTfo0KEDJk6cKNs+ZcoUAMC///1v2faRI0fKFsk4OjrCwcEBly9frrNd+/fvR0VFBSZNmoSKigrpYWVlhYCAAIOvqi0oKMDMmTPRrVs3mJubw8LCAm5ubgCA8+fPa5WfMGFCnXV+++23AP53fjQeeugheHh4aJ2v+lIoFBg7dqxs24MPPig7r/3794e3t7d0SRO4exzff/+97N/3iy++gJeXFwYOHCg7z6NHj9Z52XjUqFG47777tI6nsLAQzz77LPbs2aN16V6XCxcu4Pfff0d4eDjatfvfn9yOHTtiwoQJ+O6773D79m3Ze/76179qHXNJSQkKCgrq3J+NjY3W+5977jlUVVXh4MGD0rZvvvkGjz76KGxtbWFmZgYLCwu88cYbuH79utZ+HnzwQfTu3VtrX1lZWfjrX/8KOzs7qY5JkyahsrISP//8s6yss7MzvL29peddunSBg4MDBg4cCBcXF2m7h4cHAEj/xiUlJfj3v/+N8ePHo3379rJ/uzFjxqCkpATfffddrefkl19+wU8//YS//e1vAKBVR15eHi5cuCB7j67P/UMPPYSkpCS89dZb+O6777QutxO1VgwWqc1QKBR4/vnnsXXrViQkJKB3797w9/fXWfb69etwcnLSmtDu4OAAc3NzXL9+Xbbdzs5Oqw6lUok7d+7U2a7//ve/AIChQ4fCwsJC9khOTq4zIHF1dUVOTk6d+wHuzisMDg7Gzp07MXfuXPz73//G999/L33Z6mqvs7NznfVqzoeusi4uLlrnq77at28PKysr2TalUomSkhLZtqlTpyIzMxM//fQTAGDz5s1QKpXSXFXg7nn+8ccftc6xjY0NhBBa51nXsYSHh2PTpk24fPkyJkyYAAcHBwwbNgxpaWl6j6Guc1NVVYUbN27Ittf8PCmVSgC6/31qcnR01Nrm5OQka8v333+P4OBgAMCHH36II0eO4Pjx41iwYIHO/ehqe25uLvz9/XH16lWsXr0ahw4dwvHjx6V5hDXr6NKli1YdlpaWWtstLS0BQPo3vn79OioqKvDBBx9o/duNGTMGAOrsI5o+9tprr2nVERERobMOXcecnJyMyZMn45///Cd8fX3RpUsXTJo0Cfn5+bXun6il42poalOmTJmCN954AwkJCVi2bJnecnZ2djh27BiEELKAsaCgABUVFbC3tzdYmzR1ffbZZ9IIX0OMHj0aH3zwAb777rs6V+GeOXMGp06dQlJSEiZPnixt/+WXX/S+pz4rQDXBTV5eHh544AHZa7///rtBz5cuzz77LKKjo5GUlIRly5bh448/xpNPPikbGbS3t4e1tTU2bdqks46abdR33M8//zyef/553Lp1CwcPHsSbb76JJ554Aj///LPOf7/q56am33//He3atdMawbwXmsCoOk0wo2nLjh07YGFhgS+++EIWjO/evVtnnbrOxe7du3Hr1i3s3LlTdtyGTltz3333wczMDOHh4Zg1a5bOMu7u7rXWofm3jYmJkS32qq5Pnz6y57qO2d7eHiqVCiqVCrm5ufj8888xb948FBQU6FyUQ9RaMFikNuX+++/HP/7xD/z000+yYKmmRx55BJ9++il2796N8ePHS9u3bNkivd5Q+kaHRo8eDXNzc/z666/1uuRbU1RUFDZt2oSIiAit1DnA3bQvmuPQfAFq2qKxYcOGBu+3ulGjRgEAtm7dKq1IBYDjx4/j/Pnz0ohVU7nvvvvw5JNPYsuWLfD19UV+fr7WFIMnnngCy5cvh52dXZ3BRX106NABISEhKCsrw5NPPomzZ8/qDBb79OmD+++/H9u2bcNrr70m/RvcunULKSkp0gppQ7l58yY+//xz2aXobdu2oV27dhgxYgSAu4GQubk5zMzMpDJ37tzBxx9/XO/96PosCSHw4Ycf3ushyLRv3x4jR45EVlYWHnzwQWnkURd9faxPnz7o1asXTp06heXLlxukXa6urpg9ezb+/e9/48iRIwapk8hUMVikNuftt9+us8ykSZMQHx+PyZMn49KlS+jfvz8OHz6M5cuXY8yYMXj00UcbvN/+/fsDAFavXo3JkyfDwsICffr0Qffu3bFkyRIsWLAAv/32Gx577DHcd999+O9//4vvv/8eHTp0kFKV6OLu7o4dO3YgLCwMAwcOxOzZszFo0CAAwLlz57Bp0yYIITB+/Hj07dsXPXv2xLx58yCEQJcuXbB3795aL6PWR58+ffDCCy/ggw8+QLt27RASEoJLly5h0aJF6NatG6Kiou6p/vqYOnUqkpOTMXv2bDzwwANa/0aRkZFISUnBiBEjEBUVhQcffBBVVVXIzc1FamoqXn31VQwbNqzWfcyYMQPW1tYYPnw4nJ2dkZ+fj7i4ONja2sqC5OratWuHd955B3/729/wxBNP4MUXX0RpaSneffddFBYW1uvz2BB2dnZ46aWXkJubi969e2Pfvn348MMP8dJLL8HV1RUA8Pjjj2PVqlV47rnn8MILL+D69etYuXKl1o+I2gQFBcHS0hLPPvss5s6di5KSEqxfv17rkrohrF69Gg8//DD8/f3x0ksvoXv37rh58yZ++eUX7N27F9988w0AoGfPnrC2tsYnn3wCDw8PdOzYES4uLnBxccGGDRsQEhKC0aNHY8qUKbj//vvx559/4vz58/jhhx/wr3/9q9Y2FBUVYeTIkXjuuefQt29f2NjY4Pjx4/j666/1jlYStRrGXF1D1NR0rbLVpeZqaCHurtacOXOmcHZ2Fubm5sLNzU3ExMSIkpISWTnoSEsixN1VpJMnT5Zti4mJES4uLqJdu3Za6VV2794tRo4cKTp16iSUSqVwc3MTEydOFAcOHKjXsf76668iIiJC/OUvfxFKpVJYW1sLT09PER0dLVuBfe7cOREUFCRsbGzEfffdJ55++mmRm5srAIg333xTKqdZmasr7Y2u1DmVlZVixYoVonfv3sLCwkLY29uLv//971LqktroWw3doUOHeu1bs/9u3boJAGLBggU691NcXCwWLlwo+vTpIywtLaV0LFFRUSI/P18qp+/f9KOPPhIjR44Ujo6OwtLSUri4uIjQ0FApPY8QulPnCHH333fYsGHCyspKdOjQQTzyyCPiyJEjOo+t5jnXnJ+aK+lrCggIEP369RPp6eliyJAhQqlUCmdnZzF//nytVcCbNm0Sffr0EUqlUvTo0UPExcWJxMRErf24ubmJxx9/XOf+9u7dKwYMGCCsrKzE/fffL/7xj3+Ir776Suv4Ne2qSV/dus5/Tk6OmDp1qrj//vuFhYWF6Nq1q/Dz8xNvvfWWrNz27dtF3759hYWFhdZn+tSpUyI0NFQ4ODgICwsL4eTkJEaNGiUSEhKkMvr+ZpSUlIiZM2eKBx98UHTq1ElYW1uLPn36iDfffFPcunVL5/khai0UQtTIwEpERC1SYGAgrl27hjNnzhi7KUTUinA1NBERERHpxWCRiIiIiPTiZWgiIiIi0osji0RERESkF4NFIiIiItKLwSIRERER6cVgkYiIiIj0YrBIRERERHoxWCQiIiIivRgsEhEREZFeDBaJiIiISC+jB4vr1q2Du7s7rKys4O3tjUOHDtVaPiMjA97e3rCyskKPHj2QkJCgVSYlJQWenp5QKpXw9PTErl27ZK/HxcVh6NChsLGxgYODA5588klcuHBBVkYIgdjYWLi4uMDa2hqBgYE4e/bsvR8wERERUQti1GAxOTkZkZGRWLBgAbKysuDv74+QkBDk5ubqLJ+Tk4MxY8bA398fWVlZmD9/PubMmYOUlBSpTGZmJsLCwhAeHo5Tp04hPDwcoaGhOHbsmFQmIyMDs2bNwnfffYe0tDRUVFQgODgYt27dksq88847WLVqFdauXYvjx4/DyckJQUFBuHnzZtOdECIiIiJTI4zooYceEjNnzpRt69u3r5g3b57O8nPnzhV9+/aVbXvxxReFj4+P9Dw0NFQ89thjsjKjR48WzzzzjN52FBQUCAAiIyNDCCFEVVWVcHJyEm+//bZUpqSkRNja2oqEhIT6HRyRCYqPjxfdu3cXSqVSDB48WBw8eLDW8unp6WLw4MFCqVQKd3d3sX79etnrZ86cEU899ZRwc3MTAMT777+vVcfy5cvFkCFDRMeOHUXXrl3FuHHjxE8//SQrM3nyZAFA9hg2bNg9Hy8REd07c2MFqWVlZTh58iTmzZsn2x4cHIyjR4/qfE9mZiaCg4Nl20aPHo3ExESUl5fDwsICmZmZiIqK0iqjUqn0tqWoqAgA0KVLFwB3RzDz8/Nl+1IqlQgICMDRo0fx4osv6qyntLQUpaWl0vOqqir8+eefsLOzg0Kh0Lt/ajuEELh58yZcXFzQrl3zDuxrRvLXrVuH4cOHY8OGDQgJCcG5c+fg6uqqVV4zkj9jxgxs3boVR44cQUREBLp27YoJEyYAAG7fvo0ePXrg6aef1up3GpqR/KFDh6KiogILFixAcHAwzp07hw4dOkjlHnvsMWzevFl6bmlpWe9jq6qqwu+//w4bGxv2NQJg3L5mqthPqKZ69xNjRalXr14VAMSRI0dk25ctWyZ69+6t8z29evUSy5Ytk207cuSIACB+//13IYQQFhYW4pNPPpGV+eSTT4SlpaXOOquqqsTYsWPFww8/rFXn1atXZWVnzJghgoOD9R7Tm2++qTU6wgcfuh5XrlzR+zlqKk0xkl+dm5ubzpHFmmqO5Atxd2Rx3Lhxdb5XnytXrhj935QP03wYo6+ZKvYTPvQ96uonRhtZ1Kj560YIUesvHl3la25vSJ2zZ8/Gjz/+iMOHD99z22JiYhAdHS09LyoqgqurK65cuYJOnTrpfR+1HWq1Gt26dYONjU2z7repRvIbo+ZIvkZ6ejocHBzQuXNnBAQEYNmyZXBwcNBZR81RfM3fAfY10jBWXzNlmnPBfkIa9e0nRgsW7e3tYWZmhvz8fNn2goICODo66nyPk5OTzvLm5uaws7OrtYyuOl9++WV8/vnnOHjwIB544AHZfgAgPz8fzs7O9WobcPdStVKp1NreqVMndkySae5LQNeuXUNlZaXW59fR0VGrv2jk5+frLF9RUYFr167J+kZ9CSEQHR2Nhx9+GF5eXtL2kJAQPP3003Bzc0NOTg4WLVqEUaNG4eTJkzr7VFxcHBYvXqy1nX2NauLl1v/RnAv2E6qprn5itIkclpaW8Pb2Rlpammx7Wloa/Pz8dL7H19dXq3xqaiqGDBkijXLoK1O9TiEEZs+ejZ07d+Kbb76Bu7u7rLy7uzucnJxk9ZSVlSEjI0Nv24hagqYYyW8IzUj+9u3bZdvDwsLw+OOPw8vLC2PHjsVXX32Fn3/+GV9++aXOemJiYlBUVCQ9rly50qj2EBFR3Yx6GTo6Ohrh4eEYMmQIfH19sXHjRuTm5mLmzJkA7n4hXL16FVu2bAEAzJw5E2vXrkV0dDRmzJiBzMxMJCYmyr54XnnlFYwYMQIrVqzAuHHjsGfPHhw4cEB2mXnWrFnYtm0b9uzZAxsbG2lkxdbWFtbW1lAoFIiMjMTy5cvRq1cv9OrVC8uXL0f79u3x3HPPNeMZIjKMphrJbwh9I/m6ODs7w83NDRcvXtT5ur5RfCIiMjyjBothYWG4fv06lixZgry8PHh5eWHfvn1wc3MDAOTl5clyLrq7u2Pfvn2IiopCfHw8XFxcsGbNGmllJgD4+flhx44dWLhwIRYtWoSePXsiOTkZw4YNk8qsX78eABAYGChrz+bNmzFlyhQAwNy5c3Hnzh1ERETgxo0bGDZsGFJTUzn/hVqk6iP548ePl7anpaVh3LhxOt/j6+uLvXv3yrbVHMmvDyEEXn75ZezatQvp6elaI/m6XL9+HVeuXGnUpW4iIjKwJl161cYVFRUJAKKoqMjYTSETYczPxI4dO4SFhYVITEwU586dE5GRkaJDhw7i0qVLQggh5s2bJ8LDw6Xyv/32m2jfvr2IiooS586dE4mJicLCwkJ89tlnUpnS0lKRlZUlsrKyhLOzs3jttddEVlaWuHjxolTmpZdeEra2tiI9PV3k5eVJj9u3bwshhLh586Z49dVXxdGjR0VOTo749ttvha+vr7j//vuFWq2u17Gxr1FN/Exo4zmhmur7mTD6amhqe24UqVF8u0S2rWN7K9xnywnXTakpRvJ///13DBo0SHq+cuVKrFy5EgEBAUhPTwdQ90i+mZkZTp8+jS1btqCwsBDOzs4YOXIkkpOTDTKSz88bkfGxH7ZsCiH+f8Y6GZxarYatrS2Kioq48uz/3ShSIy7+Y5SXV8i2W1iYI2ZWeKv/w8HPRNPQd17b+uetLWNf02asc8J+aLrq+5ngyCI1q+LbJSgvr4CH/zC073z3g3m7UI3zh46h+HYJ/2iQQfHzRmR87IctH++BREbRvnMn2NjdBxu7+6Q/HkRNhZ83ak4HDx7E2LFj4eLiAoVCgd27d9dafufOnQgKCkLXrl3RqVMn+Pr6Yv/+/bIySUlJUCgUWo+SkhI9tZoe9sOWi8EiERGRAd26dQsDBgzA2rVr61X+4MGDCAoKwr59+3Dy5EmMHDkSY8eORVZWlqxcp06dkJeXJ3tYWVk1xSEQyfAyNJmM/177U/ack5+JqCUKCQlBSEhIvcurVCrZ8+XLl2PPnj3Yu3evbAGZQqGQ7jBG1JwYLJLRld2+AyiAT3bKL7tw8jMRtUVVVVW4efOm1v3Ti4uL4ebmhsrKSgwcOBBLly6VBZM11byHulqtbrI2U+vGYJGMrqKsHBDQOfn519zf4Wh/d04ORxqJqC147733cOvWLYSGhkrb+vbti6SkJPTv3x9qtRqrV6/G8OHDcerUKfTq1UtnPfruod7UaqbJqXnViFoeBotkMLryaFVWVMDM/H8fs9r+aGgmPwO6Rxs50khErd327dsRGxuLPXv2wMHBQdru4+MDHx8f6fnw4cMxePBgfPDBB1izZo3OumJiYhAdHS09V6vV6NatW9M1HvrT5FDLxmCRDELvHwiFAmhEKs+ao41Ms0BErV1ycjKmTZuGf/3rX3j00UdrLduuXTsMHTpU7/3TAePcQ11Xmpzr/8nDpawzzdoOMiwGi2QQtf2BuJc/GtVHG4mIWqvt27dj6tSp2L59Ox5//PE6ywshkJ2djf79+zdD6xqu+t/u24WcK9nSMVgkg9L1B4J/NIioLSkuLsYvv/wiPc/JyUF2dja6dOkCV1dXxMTE4OrVq9iyZQuAu4HipEmTsHr1avj4+CA/Px8AYG1tDVtbWwDA4sWL4ePjg169ekGtVmPNmjXIzs5GfHx88x+gATELRsvAYJGIiMiATpw4gZEjR0rPNfMGJ0+ejKSkJK37sG/YsAEVFRWYNWsWZs2aJW3XlAeAwsJCvPDCC8jPz4etrS0GDRqEgwcP4qGHHmqegzIwZsFoWRgsEhERGVBgYCBELXO1NQGgRnp6ep11vv/++3j//ffvsWWmo7YsGJybbnoYLBIREVGj3GuaHM5LbxkYLFKjMI8WEVHbxjQ5bQeDRWow/oEgIiKmyWk7GCxSg/EPBBERaTDjRevHYJHqpfplZ80lZ2P8gWCaBSIioubFYJHqZAqXnZlmgYiIyDgYLFKdal52NsYlZ6ZZICJqG6pfQeLVI9PAYJHqTXPZ2ZhzUphmgYioddJ1BYlXj0wDg0UiIiIyuppXkHj1yHQwWCQiIiKTwStIpqedsRtARERERKaLwSJRG7Ju3Tq4u7vDysoK3t7eOHToUK3lMzIy4O3tDSsrK/To0QMJCQmy18+ePYsJEyage/fuUCgUUKlUjdqvEAKxsbFwcXGBtbU1AgMDcfbs2Xs6ViIiMgwGi0RtRHJyMiIjI7FgwQJkZWXB398fISEhyM3N1Vk+JycHY8aMgb+/P7KysjB//nzMmTMHKSkpUpnbt2+jR48eePvtt+Hk5NTo/b7zzjtYtWoV1q5di+PHj8PJyQlBQUG4efOmYU8CERE1GINFojZi1apVmDZtGqZPnw4PDw+oVCp069YN69ev11k+ISEBrq6uUKlU8PDwwPTp0zF16lSsXLlSKjN06FC8++67eOaZZ6BUKhu1XyEEVCoVFixYgKeeegpeXl746KOPcPv2bWzbts3wJ4KIiBqEwSJRG1BWVoaTJ08iODhYtj04OBhHjx7V+Z7MzEyt8qNHj8aJEydQXl5usP3m5OQgPz9fVkapVCIgIEBv20pLS6FWq2UPIiJqGgwWidqAa9euobKyEo6OjrLtjo6OyM/P1/me/Px8neUrKipw7do1g+1X89+GtC0uLg62trbSo1u3bvVqDxERNRyDRaI2RKFQyJ4LIbS21VVe13ZD7LchbYuJiUFRUZH0uHLlSoPaQ0RE9cc8i6TlRpEaxbdLpOfVb71ELZO9vT3MzMy0RuoKCgq0RvQ0nJycdJY3NzeHnZ2dwfarWRiTn58PZ2fnerVNqVTqnSNJRK1Lze8g3gKw+TFYJJkbRWrExX+M8vIKYzeFDMjS0hLe3t5IS0vD+PHjpe1paWkYN26czvf4+vpi7969sm2pqakYMmQILCwsDLZfd3d3ODk5IS0tDYMGDQJwd65jRkYGVqxY0aDjbAh+ARGZNl23/wN4C0BjMPplaEPnfQOAlJQUeHp6QqlUwtPTE7t27ZK9fvDgQYwdOxYuLi5QKBTYvXu3Vh1TpkyBQqGQPXx8fO7pWFuC4tslKC+vgIf/MHiPDYL32CB0H+Rl7GaRAURHR+Of//wnNm3ahPPnzyMqKgq5ubmYOXMmgLuXdidNmiSVnzlzJi5fvozo6GicP38emzZtQmJiIl577TWpTFlZGbKzs5GdnY2ysjJcvXoV2dnZ+OWXX+q9X4VCgcjISCxfvhy7du3CmTNnMGXKFLRv3x7PPfecwc9D9S+gVRu3S4+4+I9xo4gLZYhMRfXb/2m+jzz8h6G8vEJ29YuanlFHFjX519atW4fhw4djw4YNCAkJwblz5+Dq6qpVXpP3bcaMGdi6dSuOHDmCiIgIdO3aFRMmTABwdwVnWFgYli5divHjx2PXrl0IDQ3F4cOHMWzYMADArVu3MGDAADz//PPS+3R57LHHsHnzZum5paWlgc+A6ap+u6XbhfwCbQ3CwsJw/fp1LFmyBHl5efDy8sK+ffvg5uYGAMjLy5PlPnR3d8e+ffsQFRWF+Ph4uLi4YM2aNbI+8/vvv0ujgQCwcuVKrFy5EgEBAUhPT6/XfgFg7ty5uHPnDiIiInDjxg0MGzYMqampsLGxMfh5qHn/WQC8By2RCePt/4zPqCOLTZH3TaVSISgoCDExMejbty9iYmLwyCOPyO4sERISgrfeegtPPfVUre1TKpVwcnKSHl26dDHIcZNh/ffan7iSVyA9ODqkX0REBC5duoTS0lKcPHkSI0aMkF5LSkqSAjyNgIAA/PDDDygtLUVOTo40GqjRvXt3CCG0HjXrqW2/wN3RxdjYWOTl5aGkpAQZGRnw8mraEW3NF5CN3X1S0EhkCPW5elWTIa6aETUVowWLTZX3TV8ZfXXWJj09HQ4ODujduzdmzJiBgoKCWssz91vz4uVEIjJFmqtXa9eurVf5+twtSXPVLDw8HKdOnUJ4eDhCQ0Nx7NixpjoMIonRLkM3Rd43Z2dnvWX01alPSEgInn76abi5uSEnJweLFi3CqFGjcPLkSb2rMOPi4rB48eIG7Ycaj5cTicgUhYSEICQkpN7lq181AwAPDw+cOHECK1eulKZ9VL9qBtydY5yRkQGVSoXt27cb/BhMHReoNS+jr4ZuirxvDa1Tl7CwMOn/vby8MGTIELi5ueHLL7/Ue/k6JiYG0dHR0nO1Wm3yyYJbQ5oczmchopZM3xWxxMRElJeXw8LCApmZmYiKitIqU32KVU2lpaUoLS2VnreGq11cIW0cRgsWmyrvm74y+uqsL2dnZ7i5ueHixYt6y7S03G9Mk0NEZHxNddWsNV7t4hUl4zDanMXq+deqS0tLg5+fn873+Pr6apWvmfdNXxl9ddbX9evXceXKFVnS4JaOaXKIiExDU1w1a813OuICteZl1MvQ0dHRCA8Px5AhQ+Dr64uNGzdq5X27evUqtmzZAuBu3re1a9ciOjoaM2bMQGZmJhITE2XzNV555RWMGDECK1aswLhx47Bnzx4cOHAAhw8flsoUFxfL8sDl5OQgOzsbXbp0gaurK4qLixEbG4sJEybA2dkZly5dwvz582Fvby9LLNxaME0OEZHxNNVVs5Z2tYtMl1FT54SFhUGlUmHJkiUYOHAgDh48WK+8b+np6Rg4cCCWLl2qlffNz88PO3bswObNm/Hggw8iKSkJycnJUo5FADhx4gQGDRok5YeLjo7GoEGD8MYbbwAAzMzMcPr0aYwbNw69e/fG5MmT0bt3b2RmZjZJ3jciImq7jHnVjKg+jL7AJSIiAhERETpfS0pK0tqmyftWm4kTJ2LixIl6Xw8MDJSG+HWxtrbG/v379b5ORESkT11Xr5rqqhlRUzH67f6IiIhak7quXjXVVTOipmL0kUUiIqLWpK6rV0111YyoqTBYJCIiojq1hry81DgMFqlVYnZ/IiLDYV7eto3BIrUqzO5PRGR41fPyavIaXv9PHi5lnTFyy6g5MFikVoXZ/YmImg7z8rZNDBbbkLY034T3iyYiIjIMBottBOebENWNc12JiLQxWGwjON+ESD/OdSUi0o/BYhvD+SZE2jjXlYhIPwaLRET/j3NdiYi0MVgkIiKiFo9zjpsOg0UiIiJqsTjnuOkxWGyl2lKaHCIiars457jpMVhshZgmh4iI2hrOOW46DBZbIabJISIiIkNpZ+wGUNPR/MqysbsP1h07GLs5Rvffa3/iSl6B9LhR1PZSB61btw7u7u6wsrKCt7c3Dh06VGv5jIwMeHt7w8rKCj169EBCQoJWmZSUFHh6ekKpVMLT0xO7du2Svd69e3coFAqtx6xZs6QyU6ZM0Xrdx8fHMAdNRET3hCOL1Opx8vNdycnJiIyMxLp16zB8+HBs2LABISEhOHfuHFxdXbXK5+TkYMyYMZgxYwa2bt2KI0eOICIiAl27dsWECRMAAJmZmQgLC8PSpUsxfvx47Nq1C6GhoTh8+DCGDRsGADh+/DgqKyules+cOYOgoCA8/fTTsv099thj2Lx5s/Tc0tKyKU4DERE1EINFavU4+fmuVatWYdq0aZg+fToAQKVSYf/+/Vi/fj3i4uK0yickJMDV1RUqlQoA4OHhgRMnTmDlypVSsKhSqRAUFISYmBgAQExMDDIyMqBSqbB9+3YAQNeuXWX1vv322+jZsycCAgJk25VKJZycnAx6zEREdO8adRl61KhRKCws1NquVqsxatSoe20TUZOoflleEzSaOkP1tbKyMpw8eRLBwcGy7cHBwTh69KjO92RmZmqVHz16NE6cOIHy8vJay+irs6ysDFu3bsXUqVOhUChkr6Wnp8PBwQG9e/fGjBkzUFBQoPd4SktLoVarZQ+ie8HvNSL9GhUspqeno6ysTGt7SUlJnXOgiKj+DNXXrl27hsrKSjg6Osq2Ozo6Ij8/X+d78vPzdZavqKjAtWvXai2jr87du3ejsLAQU6ZMkW0PCQnBJ598gm+++Qbvvfcejh8/jlGjRqG0tFRnPXFxcbC1tZUe3bp103vsRPXB7zUi/Rp0GfrHH3+U/v/cuXOyL4TKykp8/fXXuP/++w3XOqI2qqn6Ws3RPCGE1ra6ytfc3pA6ExMTERISAhcXF9n2sLAw6f+9vLwwZMgQuLm54csvv8RTTz2lVU9MTAyio6Ol52q1mgEjNQq/14jq1qBgceDAgdJKRV3D8tbW1vjggw8M1jiitsrQfc3e3h5mZmZaI34FBQVaI4MaTk5OOsubm5vDzs6u1jK66rx8+TIOHDiAnTt31tleZ2dnuLm54eLFizpfVyqVUCqVddZDVBd+rxHVrUGXoXNycvDrr79CCIHvv/8eOTk50uPq1atQq9WYOnVqU7WVqM0wdF+ztLSEt7c30tLSZNvT0tLg5+en8z2+vr5a5VNTUzFkyBBYWFjUWkZXnZs3b4aDgwMef/zxOtt7/fp1XLlyBc7OznWWJboXTfW91pA0VbpSRykUCvTr108qk5SUpLNMSUmJ3nqJDKVBI4tubm4AgKqqqiZpDBHd1RR9LTo6GuHh4RgyZAh8fX2xceNG5ObmYubMmQDuXtq9evUqtmzZAgCYOXMm1q5di+joaMyYMQOZmZlITEyUVjkDwCuvvIIRI0ZgxYoVGDduHPbs2YMDBw7g8OHDsn1XVVVh8+bNmDx5MszN5X92iouLERsbiwkTJsDZ2RmXLl3C/PnzYW9vj/Hjxxvs+Il0aYq+1tA0VatXr8bbb78tPa+oqMCAAQO00kt16tQJFy5ckG2zsrIyWLtbo5q3uu3Y3qrNZMAwpEanzvn555+Rnp6OgoICrU72xhtv3HPDiOguQ/W1sLAwXL9+HUuWLEFeXh68vLywb98+6csyLy8Pubm5Unl3d3fs27cPUVFRiI+Ph4uLC9asWSOlzQEAPz8/7NixAwsXLsSiRYvQs2dPJCcnSzkWNQ4cOIDc3FydIzRmZmY4ffo0tmzZgsLCQjg7O2PkyJFITk6GjY1NvY+vqfDLpu0wVF9raJoqzUItjd27d+PGjRt4/vnnZeUUCgXTS9UT8+saVqOCxQ8//BAvvfQS7O3t4eTkpDXZncFi87pRpEbx7f9diqj55UYtl6H7WkREBCIiInS+lpSUpLUtICAAP/zwQ611Tpw4ERMnTqy1THBwsLQ4piZra2vs379f52vGxC+btsVQfU2TpmrevHmy7bWlqaopMTERjz76qPRDTqO4uBhubm6orKzEwIEDsXTpUgwaNEhvPaWlpbKMAm0pxRTz6xpWo4LFt956C8uWLcPrr79u6PZQA90oUiMu/mOUl1cYuynUBNjXjIdfNm2LofpaY9JUVZeXl4evvvoK27Ztk23v27cvkpKS0L9/f6jVaqxevRrDhw/HqVOn0KtXL511xcXFYfHixY0/mFZAk1+X7k2jgsUbN25ozaUg4yi+XYLy8grZF9r1/+ThUtYZI7eMDIF9zfj4ZdM2GLqvNTRNlUZSUhI6d+6MJ598Urbdx8dHdr/04cOHY/Dgwfjggw+wZs0anXUxxRQZSqOScj/99NNITU01dFvoHlS/O4l1xw7Gbg4ZCPsaUfMwVF9rTJoqDSEENm3ahPDw8Drvjd6uXTsMHTpUb3op4G6KqU6dOskeRI3RqJHFv/zlL1i0aBG+++479O/fX0qjoTFnzhyDNI6orWNfI2oehupr1dNUVV/Nn5aWhnHjxtX63oyMDPzyyy+YNm1anfsRQiA7Oxv9+/evV7vof7horeEaFSxu3LgRHTt2REZGBjIyMmSvKRQKfoERGQj7GlHzMGRfa2iaKo3ExEQMGzYMXl5eWnUuXrwYPj4+6NWrF9RqNdasWYPs7GzEx8c34mjbJi5aa7xGXYaunrS05uO3335rUF0NSVwK3P3l5e3tDSsrK/To0QMJCQlaZVJSUuDp6QmlUglPT0/s2rVL9vrBgwcxduxYuLi4QKFQYPfu3Vp1CCEQGxsLFxcXWFtbIzAwEGfPnm3QsRHdK0P2NSLSz5B9LSwsDCqVCkuWLMHAgQNx8ODBWtNUAUBRURFSUlL0jioWFhbihRdegIeHB4KDg3H16lUcPHgQDz30UOMOuA2qvmjNe2wQvMcGwcN/GMrLK2QZRUhbo4JFQ9EkLl2wYAGysrLg7++PkJAQrU6kkZOTgzFjxsDf3x9ZWVmYP38+5syZg5SUFKlMZmYmwsLCEB4ejlOnTiE8PByhoaE4duyYVObWrVsYMGAA1q5dq7dt77zzDlatWoW1a9fi+PHjcHJyQlBQEG7evGm4E0BELdJ/r/2JK3kFuJJXgBtFbScdCdVfREQELl26hNLSUpw8eRIjRoyQXktKSkJ6erqsvK2tLW7fvo0ZM2borO/999/H5cuXUVpaioKCAuzfvx++vr5NeQitVvU5/pqFoVS7Rl2GruvWR5s2bapXPQ1NXJqQkABXV1eoVCoAgIeHB06cOIGVK1dKiYJVKhWCgoIQExMD4O5wf0ZGBlQqlXTniZCQEISEhOhtlxACKpUKCxYswFNPPQUA+Oijj+Do6Iht27bhxRdfrNfxEd0rQ/U1Mgxdl7F4Cat1YF8j0q/RqXOqKy8vx5kzZ1BYWKjzRuy6NCZxaWZmJoKDg2XbRo8ejcTERJSXl8PCwgKZmZmIiorSKqMJMOsjJycH+fn5sn0plUoEBATg6NGjeoPF5kqAWj0JNxNwt26G6GtkODVzLzLvYuvBvkakX6OCxZpzAIG799WMiIhAjx496lVHYxKX5ufn6yxfUVGBa9euwdnZWW+Z+iRDrb4fzftq1nP58mW972uOBKhMwt22GKKvkeEx92Lrw75GpJ/B5iy2a9cOUVFReP/99xv0voYmLtVVvub2xiZDvde2xcTEoKioSHpcuXKlwfusS/Uk3N5jg9B9kPaqOWrdGtvXiKhh2NeI7mrUyKI+v/76Kyoq6jfi1ZjEpU5OTjrLm5ubw87OrtYydSVDrbkf4O4Io7Ozc73rUSqVUCqV9d7PvdCMbNwu5OT6tqghfY2IGo99jaiRwWL12wcBd0fc8vLy8OWXX2Ly5Mn1qqMxiUt9fX2xd+9e2bbU1FQMGTJESqDq6+uLtLQ02bzF1NRU+Pn51atdAODu7g4nJyekpaVJN2kvKytDRkYGVqxYUe96iO6VIfoaEdWNfY1Iv0YFi1lZWbLn7dq1Q9euXfHee+/VuaKsuoYmLp05cybWrl2L6OhozJgxA5mZmUhMTJRWOQPAK6+8ghEjRmDFihUYN24c9uzZgwMHDuDw4cNSmeLiYvzyyy/S85ycHGRnZ6NLly5wdXWFQqFAZGQkli9fjl69eqFXr15Yvnw52rdvj+eee64xp4yoUQzV14ioduxrRPo1Klj89ttvDbLzsLAwXL9+HUuWLEFeXh68vLxqTVzq7u6Offv2ISoqCvHx8XBxccGaNWuktDkA4Ofnhx07dmDhwoVYtGgRevbsieTkZAwbNkwqc+LECYwcOVJ6rvlFOXnyZCQlJQEA5s6dizt37iAiIgI3btzAsGHDkJqaChsbG4McO1F9GKqvEVHt2NeI9LunOYt//PEHLly4AIVCgd69e6Nr164NriMiIgIRERE6X9MEbtUFBATghx9+qLXOiRMnYuLEiXpfDwwMlBbG6KNQKBAbG4vY2NhayxE1B0P0NSKqG/ta21Q9DR3vFa2tUcHirVu38PLLL2PLli2oqqoCAJiZmWHSpEn44IMP0L59e4M2kqipmPoN5dnXiJoH+1rbxET79dOo1DnR0dHIyMjA3r17UVhYiMLCQuzZswcZGRl49dVXDd1GIoOr/gdi1cbt0iMu/mOTun0b+xpR82Bfa5tq3i+a94rWrVEjiykpKfjss88QGBgobRszZgysra0RGhqK9evXG6p9bV71u7UAvGOLodS8EwcAk7wbB/saUfNgX2vbmGi/do0KFm/fvq0z36CDgwNu3759z42iu3i3lqZn6n8g2NdaBlOfzkB1Y18j0q9RwaKvry/efPNNbNmyBVZWVgCAO3fuYPHixfD19TVoA9uy6ndr0Yx+Xf9PHi5lnTFyy6i5sK+ZNl3znQDOeWqJ2NeI9GtUsKhSqRASEoIHHngAAwYMgEKhQHZ2NpRKJVJTUw3dxjav+ugX79jStrCvmbaWMp2B6sa+RqRfo4LF/v374+LFi9i6dSt++uknCCHwzDPP4G9/+xusra0N3UaiNot9rWUw9ekMVDf2NSL9GhUsxsXFwdHRETNmzJBt37RpE/744w+8/vrrBmkcUVtn6L62bt06vPvuu8jLy0O/fv2gUqng7++vt3xGRgaio6Nx9uxZuLi4YO7cudIdljRSUlKwaNEi/Prrr+jZsyeWLVsmu4VnbGwsFi9eLHuPo6Oj7B7uQggsXrwYGzdulJLgx8fHo1+/fg06PqLG4vcakX6NSp2zYcMG9O3bV2t7v379kJCQcM+NIqK7DNnXkpOTERkZiQULFiArKwv+/v4ICQmR3SWpupycHIwZMwb+/v7IysrC/PnzMWfOHKSkpEhlMjMzERYWhvDwcJw6dQrh4eEIDQ3FsWPHtNqbl5cnPU6fPi17/Z133sGqVauwdu1aHD9+HE5OTggKCsLNmzcbdIxEjcXvNSL9GjWymJ+fD2dnZ63tXbt2RV5e3j03iojuMmRfW7VqFaZNm4bp06cDuDtHa//+/Vi/fj3i4uK0yickJMDV1RUqlQoA4OHhgRMnTmDlypXSLTZVKhWCgoIQExMD4O793DMyMqBSqWT3bDc3N4eTk5POdgkhoFKpsGDBAjz11FMAgI8++giOjo7Ytm0bXnzxxQYdp6ngCumWhd9rVB37r1yjgsVu3brhyJEjcHd3l20/cuQIXFxcDNIwIjJcXysrK8PJkycxb9482fbg4GAcPXpU53syMzMRHBws2zZ69GgkJiaivLwcFhYWyMzMRFRUlFYZTYCpcfHiRbi4uECpVGLYsGFYvnw5evToAeDuCGZ+fr5sX0qlEgEBATh69KjOYLG0tBSlpaXSc7XadBZ+cYV0y8TvNQLYf/VpVLA4ffp0REZGory8HKNGjQIA/Pvf/8bcuXOZ6Z7IgAzV165du4bKykqtPHI15w5Wl5+fr7N8RUUFrl27BmdnZ71lqtc5bNgwbNmyBb1798Z///tfvPXWW/Dz88PZs2dhZ2cnldVVz+XLl3W2LS4uTmsepKngCumWid9rBLD/6tOoYHHu3Ln4888/ERERgbKyMgCAlZUVXn/9delyFBHdO0P3NYVCIXsuhNDaVlf5mtvrqjMkJET6//79+8PX1xc9e/bERx99hOjo6Ea1LSYmRvZetVqNbt266T0OY+AK6ZbF0H2tIYvJ0tPTMXLkSK3t58+fl82jrGsxGRkO+69co4JFhUKBFStWYNGiRTh//jysra3Rq1cvKJVKQ7ePqE0zVF+zt7eHmZmZ1ihiQUGBzrtWAICTk5PO8ubm5rCzs6u1jL46AaBDhw5SmhJNHYD2nLHa6lEqlfx7QwZlyO81zWKydevWYfjw4diwYQNCQkJw7tw5uLq66n3fhQsX0KnT/0auunbtKv2/ZjHZ0qVLMX78eOzatQuhoaE4fPgwhg0b1uA2EjVEo1ZDa3Ts2BFDhw6Fl5cX/3ATNaF77WuWlpbw9vZGWlqabHtaWhr8/Px0vsfX11erfGpqKoYMGQILC4tay+irE7g73/D8+fNSYOju7g4nJydZPWVlZcjIyKi1HqKmYIjvteqLyTw8PKBSqdCtW7c67y/t4OAAJycn6WFmZia9Vn0xWd++fRETE4NHHnlEa36wId0oUuNKXgGu5BVoLfigtqVRI4tE1PJER0cjPDwcQ4YMga+vLzZu3Ijc3Fwpb2JMTAyuXr2KLVu2AABmzpyJtWvXIjo6GjNmzEBmZiYSExNlq5xfeeUVjBgxAitWrMC4ceOwZ88eHDhwAIcPH5bKvPbaaxg7dixcXV1RUFCAt956C2q1GpMnTwZwd0QnMjISy5cvR69evdCrVy8sX74c7du3x3PPPdeMZ6jpcYVl69eYxWQagwYNQklJCTw9PbFw4ULZpen6Liar7l4Wgt0oUiMu/mOUl1fU+z3UejFYJGojwsLCcP36dSxZsgR5eXnw8vLCvn374ObmBgDIy8uT5Vx0d3fHvn37EBUVhfj4eLi4uGDNmjVS2hwA8PPzw44dO7Bw4UIsWrQIPXv2RHJysuyy2H/+8x88++yzuHbtGrp27QofHx9899130n6Bu/PF7ty5g4iICCkpd2pqKmxsbJrhzDQ9rrBsOxqzmMzZ2RkbN26Et7c3SktL8fHHH+ORRx5Beno6RowYAUD/gjN9dQL3thCs+HYJyssrpIUe1/+Th0tZZxpVF7V8DBaJ2pCIiAhERETofC0pKUlrW0BAAH744Yda65w4cSImTpyo9/UdO3bU2S6FQoHY2FjExsbWWbYl4grLtqchC7b69OmDPn36SM99fX1x5coVrFy5UgoWG1onYJiFYJqFHrcLTSc9lbG05SsDDBaJiJoJV1i2fo1ZTKaLj48Ptm7dKj1vzGIyLgQzDF4ZuMcFLmRY1ScTc0IxEVHL05jFZLpkZWXJsgM0ZjEZGUb1KwPeY4PgPTYIHv7DUF5egeLbJcZuXrPgyKKJ4GRiIqLWoaGLyVQqFbp3745+/fqhrKwMW7duRUpKiuw+7PVZTEZNqy1fGWCwaCJqTiYGwAnFREQtUEMXk5WVleG1117D1atXYW1tjX79+uHLL7/EmDFjpDL1WUxG1FQYLJqY6r9cOKGYqPVry5PmW7OGLCabO3cu5s6dW2eddS0mI2oqDBaJiIyAk+aJWr628mOPwSIRkREwnQ5Ry9XWfuwxWCQiMqK2PGmeqKVqaz/2GCwSEZmYtnJpi6ilays/9hgsEhGZiLZ2aYuIWgYGi0REJqKtXdoiopaBwSJRDdUvAfLyHxlDW7m0RUQtA4NFov+n6xIgL/8REVFbx2CR6P/VvATIy39kSjjiTdQytMYFagwWiWrgJUAyJRzxJmoZWvMCtXbGbsC6devg7u4OKysreHt749ChQ7WWz8jIgLe3N6ysrNCjRw8kJCRolUlJSYGnpyeUSiU8PT2xa9euBu93ypQpUCgUsoePj8+9HSwRUQNVH/H2HhsED/9hKC+vQPHtEmM3jYiqqdlXW1N/NWqwmJycjMjISCxYsABZWVnw9/dHSEiI7Abr1eXk5GDMmDHw9/dHVlYW5s+fjzlz5iAlJUUqk5mZibCwMISHh+PUqVMIDw9HaGgojh071uD9PvbYY8jLy5Me+/bta5oTQURUB82It2aVNBGZJk1fbU391aiXoVetWoVp06Zh+vTpAACVSoX9+/dj/fr1iIuL0yqfkJAAV1dXqFQqAICHhwdOnDiBlStXYsKECVIdQUFBiImJAQDExMQgIyMDKpUK27dvb9B+lUolnJyc6n08paWlKC0tlZ6r1Wq9ZW8UqWW/NGrOcSAiqk1rnBdFRKbJaMFiWVkZTp48iXnz5sm2BwcH4+jRozrfk5mZieDgYNm20aNHIzExEeXl5bCwsEBmZiaioqK0ymgCzIbsNz09HQ4ODujcuTMCAgKwbNkyODg46D2muLg4LF68uNbjBu4GinHxH6O8vKLOskRE1bXmeVFEZJqMFixeu3YNlZWVcHR0lG13dHREfn6+zvfk5+frLF9RUYFr167B2dlZbxlNnfXdb0hICJ5++mm4ubkhJycHixYtwqhRo3Dy5EkolUqd7YuJiUF0dLT0XK1Wo1u3blrlim+XoLy8QpZ49/p/8nAp64zOeomINJi4m4iam9FXQysUCtlzIYTWtrrK19xenzrrKhMWFib9v5eXF4YMGQI3Nzd8+eWXeOqpp3S2TalU6g0kdam+6vZ2of5L1kRENXHVPlHL0dKnjRgtWLS3t4eZmZnWKGJBQYHWqJ+Gk5OTzvLm5uaws7OrtYymzsbsFwCcnZ3h5uaGixcv1u8AiYiIqE1rLdNGjLYa2tLSEt7e3khLS5NtT0tLg5+fn873+Pr6apVPTU3FkCFDYGFhUWsZTZ2N2S8AXL9+HVeuXIGzs3P9DpCIqJn999qfuJJXID1uFPGKBZExtZZ0Oka9DB0dHY3w8HAMGTIEvr6+2LhxI3JzczFz5kwAd+cAXr16FVu2bAEAzJw5E2vXrkV0dDRmzJiBzMxMJCYmSqucAeCVV17BiBEjsGLFCowbNw579uzBgQMHcPjw4Xrvt7i4GLGxsZgwYQKcnZ1x6dIlzJ8/H/b29hg/fnwzniEiorq1ltELotaqpU8bMWqexbCwMKhUKixZsgQDBw7EwYMHsW/fPri5uQEA8vLyZLkP3d3dsW/fPqSnp2PgwIFYunQp1qxZI6XNAQA/Pz/s2LEDmzdvxoMPPoikpCQkJydj2LBh9d6vmZkZTp8+jXHjxqF3796YPHkyevfujczMTNjY2DTT2SEyPGMkwY+Li8PQoUNhY2MDBwcHPPnkk7hw4YKsDJPg35vWMnpBRKbJ6AtcIiIiEBERofO1pKQkrW0BAQH44Ycfaq1z4sSJmDhxYqP3a21tjf379+t8jail0iSjX7duHYYPH44NGzYgJCQE586dg6urq1Z5TRL8GTNmYOvWrThy5AgiIiLQtWtX6QeaJgn+0qVLMX78eOzatQuhoaE4fPiw9AMtIyMDs2bNwtChQ1FRUYEFCxYgODgY586dQ4cOHaT9PfbYY9i8ebP03NLSsonPSOuja/SipU+sJyLjM/rt/oioeVRPRu/h4QGVSoVu3bph/fr1OstXT4Lv4eGB6dOnY+rUqVi5cqVUpnoS/L59+yImJgaPPPKIlNcUAL7++mtMmTIF/fr1w4ABA7B582bk5ubi5MmTsv1pkuBrHl26dNF7LKWlpVCr1bIHyVW/NL1q43bpERf/MecyNoOGjOLv3LkTQUFB6Nq1Kzp16gRfX1+tAYukpCSt0XeFQoGSEo4cU9NjsEjUBmiS0ddMat+YJPgnTpxAeXl5rWX01QkARUVFAKAVDGqS4Pfu3RszZsxAQUGB3jri4uJga2srPXTlM23reGnaeBp6K9uDBw8iKCgI+/btw8mTJzFy5EiMHTsWWVlZsnKdOnWS3YI2Ly8PVlZWzXFI1ASqL0gz9R9wRr8MTURNz1hJ8GsSQiA6OhoPP/wwvLy8pO0NTYJf3wT41PIn1rdEDb2VbfWReABYvnw59uzZg71792LQoEHSdoVC0aBb0JJp0rUgzdzcDM+HjoFNx47SNlOaMsJgkagNMVYSfI3Zs2fjxx9/lGUnABqeBL+hCfBJjvMYm05jbmVbU1VVFW7evKk1+l5cXAw3NzdUVlZKizyrB5M1lZaWorS0VHrO6RqmoeZdmIry/8AvJ7Lx4ba9snKmlM2AwSJRG2CsJPjVvfzyy/j8889x8OBBPPDAA7W2l0nwmwZT7DS9xozi1/Tee+/h1q1bCA0Nlbb17dsXSUlJ6N+/P9RqNVavXo3hw4fj1KlT6NWrl8564uLisHjx4sYfDDUpzaj/7UK1yd/Ck3MWidoAYyXBB+6ONM6ePRs7d+7EN998A3d39zrbyyT4TYPzGJtPQ0fxNbZv347Y2FgkJyfDwcFB2u7j44O///3vGDBgAPz9/fHpp5+id+/e+OCDD/TWFRMTg6KiIulx5cqVxh8QNTlN8Ghjd58UNJoKjiwStRHGSoI/a9YsbNu2DXv27IGNjY00umJrawtra2smwTcCpthpOo29pSxwd2HMtGnT8K9//QuPPvporWXbtWuHoUOH1jr6zukaZCgMFonaiLCwMFy/fh1LlixBXl4evLy86pUEPyoqCvHx8XBxcdGbBH/hwoVYtGgRevbsqZUEX5OaJzAwUNaezZs3Y8qUKVIS/C1btqCwsBDOzs4YOXIkkpOTmQS/GfDStGFVH8Wv/mMnLS0N48aN0/u+7du3Y+rUqdi+fTsef/zxOvcjhEB2djb69+9vkHaTaTKVH3EMFonaEGMkwdcsitGHSfCNq+Zke+B/86V+zf0djvZ3L09XVlTAzFz+lcHRR90aOoq/fft2TJo0CatXr4aPj480KmltbQ1bW1sAwOLFi+Hj44NevXpBrVZjzZo1yM7ORnx8vHEOkpqUqf2IY7BIRESyS9M6v6gUCqBG4M/RR90aOoq/YcMGVFRUYNasWZg1a5a0ffLkydKPuMLCQrzwwgvIz8+Hra0tBg0ahIMHD+Khhx5q1mOj5lHbjzhjLHphsEhERDI1v6iu/ycPl7LOmMwXV0vQkFH89PT0Out7//338f777xugZdSSmEqeVAaLRESkkyy1B7gwhsgUGKPPMVgkIqIGM7U5VUStnTH7HINFojpw5IRIm6nNqSJq7eq7GA0w/PcUg0UiPThyQlQ3Xpomal51LkaD4b+nGCwS6cGRE6KG4Q8soubVXN9TDBaJ6mAqq9GITB1/YBEZR1N/TzFYJCIig+KlaSLjM2SfY7BIRERNhpemiZpXU/Q5BotERNRkjLmCk6gtaorpIAwWiYioyRljBSdRW2bIeYwMFomIqFlxIQxRy8JgkYiIjKKuhTC8LE1kGhgsEhGR0em6NM3L0kSmgcEiEREZXc1L01wEQ2Q6GCwSEZHJ0Fya5iIYItPBYJGIiEwOU+4QmQ4Gi0REZLKYcofI+BgsEhFRi8CUO0TGwWCRiIhaFEMmGyaiujFYJGoEQ96gnYjI2G4UqVF8+3/zQGv+jaO2jcEiUQNwzhQRtTY3itSIi/8Y5eUVxm4Kmah2xm7AunXr4O7uDisrK3h7e+PQoUO1ls/IyIC3tzesrKzQo0cPJCQkaJVJSUmBp6cnlEolPD09sWvXrgbvVwiB2NhYuLi4wNraGoGBgTh79uy9HSy1eNXnTHmPDYL32CB4+A9DeXmF7Fe5qWJ/I2oexuprjVF8uwTl5RWyv2vdB3kZpG5qHYwaLCYnJyMyMhILFixAVlYW/P39ERISgtzcXJ3lc3JyMGbMGPj7+yMrKwvz58/HnDlzkJKSIpXJzMxEWFgYwsPDcerUKYSHhyM0NBTHjh1r0H7feecdrFq1CmvXrsXx48fh5OSEoKAg3Lx5s+lOCLUYmjlTNnb3SRPtTR37G1HzMFZfu1fV/65Zd+xgsHqp5TNqsLhq1SpMmzYN06dPh4eHB1QqFbp164b169frLJ+QkABXV1eoVCp4eHhg+vTpmDp1KlauXCmVUalUCAoKQkxMDPr27YuYmBg88sgjUKlU9d6vEAIqlQoLFizAU089BS8vL3z00Ue4ffs2tm3b1qTnhFqu/177E1fyCqTHjSK1sZskw/5G1DyM1deImorR5iyWlZXh5MmTmDdvnmx7cHAwjh49qvM9mZmZCA4Olm0bPXo0EhMTUV5eDgsLC2RmZiIqKkqrjKZD1We/OTk5yM/Pl+1LqVQiICAAR48exYsvvqizfaWlpSgtLZWeFxUVAQDUannQcPPmTZSWlOD61TzcKS4GANwoKGjUtsa+j/s03D6LCq6htLQEm7btkf07W1iYIXrGM7J5jJrPghBC52eoqbS2/maMvqZrmyl/LtvKPm8X3f03vnnzJtQdrKR/+7bW13QxZD8x5c8A99n0/cRoweK1a9dQWVkJR0dH2XZHR0fk5+frfE9+fr7O8hUVFbh27RqcnZ31ltHUWZ/9av6rq8zly5f1HlNcXBwWL16stb1bt25630Ot25ql/9C5/ebNm7C1tW22drS2/sa+RjWtf3uezu1tpa/pwn5CNTW2nxh9NbRCoZA9F0JobaurfM3t9anTUGWqi4mJQXR0tPS8qqoKf/75J+zs7GTvU6vV6NatG65cuYJOnVrGfLfm1lrPkRACN2/ehIuLi1H231r6W336Wkv9DLHdhtFW+1p19f1OMiWm9jlqCe7lnNW3nxgtWLS3t4eZmZnWr6KCggKtX08aTk5OOsubm5vDzs6u1jKaOuuzXycnJwB3f+05OzvXq23A3UtnSqVStq1z5856y3fq1ImdoQ6t8Rw15yiHRmvrbw3pay31M8R237u21Nd0aeh3kikxpc9RS9HYc1affmK0BS6Wlpbw9vZGWlqabHtaWhr8/Px0vsfX11erfGpqKoYMGQILC4tay2jqrM9+3d3d4eTkJCtTVlaGjIwMvW0jMmXsb0TNw1h9jahJCSPasWOHsLCwEImJieLcuXMiMjJSdOjQQVy6dEkIIcS8efNEeHi4VP63334T7du3F1FRUeLcuXMiMTFRWFhYiM8++0wqc+TIEWFmZibefvttcf78efH2228Lc3Nz8d1339V7v0II8fbbbwtbW1uxc+dOcfr0afHss88KZ2dnoVar7/m4i4qKBABRVFR0z3W1VjxHhtfW+ltL/Qyx3S2fsfpaa8DPUcM1xzkzarAohBDx8fHCzc1NWFpaisGDB4uMjAzptcmTJ4uAgABZ+fT0dDFo0CBhaWkpunfvLtavX69V57/+9S/Rp08fYWFhIfr27StSUlIatF8hhKiqqhJvvvmmcHJyEkqlUowYMUKcPn3aIMdcUlIi3nzzTVFSUmKQ+lojnqOm0Zb6W0v9DLHdrYOx+lpLx89RwzXHOVMI0cx5BYiIiIioxTD67f6IiIiIyHQxWCQiIiIivRgsEhEREZFeDBaJiIiISC8Gi81s3bp1cHd3h5WVFby9vXHo0CFjN6lZxMbGQqFQyB6aZMzA3SzysbGxcHFxgbW1NQIDA3H27FlZHaWlpXj55Zdhb2+PDh064K9//Sv+85//NPehUAthan3t4MGDGDt2LFxcXKBQKLB7927Z66bYB+Li4jB06FDY2NjAwcEBTz75JC5cuGDy7aaWp67+Qdrq0z8NhcFiM0pOTkZkZCQWLFiArKws+Pv7IyQkBLm5ucZuWrPo168f8vLypMfp06el19555x2sWrUKa9euxfHjx+Hk5ISgoCDcvHlTKhMZGYldu3Zhx44dOHz4MIqLi/HEE0+gsrLSGIdDJswU+9qtW7cwYMAArF27VufrptgHMjIyMGvWLHz33XdIS0tDRUUFgoODcevWLZNuN7U8dfUP0laf/mkwTZaUh7Q89NBDYubMmbJtffv2FfPmzTNSi5rPm2++KQYMGKDztaqqKuHk5CTefvttaVtJSYmwtbUVCQkJQgghCgsLhYWFhdixY4dU5urVq6Jdu3bi66+/btK2U8tj6n0NgNi1a5f0vKX0gYKCAgFAyhnYUtpNLUvN/kH1U7N/GhJHFptJWVkZTp48ieDgYNn24OBgHD161Eital4XL16Ei4sL3N3d8cwzz+C3334DAOTk5CA/P192bpRKJQICAqRzc/LkSZSXl8vKuLi4wMvLq82cP6qfltjXWkofKCoqAgB06dKlRbWbqC2o2T8NicFiM7l27RoqKyu1bvru6OiodXP41mjYsGHYsmUL9u/fjw8//BD5+fnw8/PD9evXpeOv7dzk5+fD0tIS9913n94yREDL7GstoQ8IIRAdHY2HH34YXl5eLabdRG2Brv5pSOYGr5FqpVAoZM+FEFrbWqOQkBDp//v37w9fX1/07NkTH330EXx8fAA07ty0lfNHDdcS+5op94HZs2fjxx9/xOHDh7VeM+V2E7UFtfVPQ+DIYjOxt7eHmZmZ1i/pgoICrV/lbUGHDh3Qv39/XLx4UVoVXdu5cXJyQllZGW7cuKG3DBHQMvuaqfeBl19+GZ9//jm+/fZbPPDAAy2m3URtgb7+aUgMFpuJpaUlvL29kZaWJtuelpYGPz8/I7XKeEpLS3H+/Hk4OzvD3d0dTk5OsnNTVlaGjIwM6dx4e3vDwsJCViYvLw9nzpxpk+eP9GuJfc1U+4AQArNnz8bOnTvxzTffwN3dvUW0m6gtqKt/Gnpn1Ex27NghLCwsRGJiojh37pyIjIwUHTp0EJcuXTJ205rcq6++KtLT08Vvv/0mvvvuO/HEE08IGxsb6djffvttYWtrK3bu3ClOnz4tnn32WeHs7CzUarVUx8yZM8UDDzwgDhw4IH744QcxatQoMWDAAFFRUWGswyITZYp97ebNmyIrK0tkZWUJAGLVqlUiKytLXL58WQhhmn3gpZdeEra2tiI9PV3k5eVJj9u3b0tlTLHd1PLU1T9IW336p6EwWGxm8fHxws3NTVhaWorBgwc3yRJ3UxQWFiacnZ2FhYWFcHFxEU899ZQ4e/as9HpVVZV48803hZOTk1AqlWLEiBHi9OnTsjru3LkjZs+eLbp06SKsra3FE088IXJzc5v7UKiFMLW+9u233woAWo/JkycLIUyzD+hqLwCxefNmqYwptptanrr6B2mrT/80FMX/75CIiIiISAvnLBIRERGRXgwWiYiIiEgvBotEREREpBeDRSIiIiLSi8EiEREREenFYJGIiIiI9GKwSERERER6MVgkIiIiIr0YLJJBxcbGYuDAgcZuBlGrl5SUhM6dOxu7GUQmKz09HQqFAoWFhcZuSovHYJFkjh49CjMzMzz22GPGbopOU6ZMgUKh0HqYanuJaqr5Gbazs8Njjz2GH3/80dhNk4mNjdXZ1/r27WvsphGZhKSkJJ19xMrKythNMzhzYzeATMumTZvw8ssv45///Cdyc3Ph6upq7CZpeeyxx7B582bZNqVSaaTWEDVc9c9wfn4+Fi5ciCeeeAK5ublGbplcv379cODAAdk2c3N+bRBpdOrUCRcuXJBtUygURmpN0+HIIklu3bqFTz/9FC+99BKeeOIJJCUl3XOdVVVVWLJkCR544AEolUoMHDgQX3/9tfT6hAkT8PLLL0vPIyMjoVAocPbsWQBARUUFbGxssH//fqmMUqmEk5OT7HHffffdc1uJmkv1z/DAgQPx+uuv48qVK/jjjz/uqd7169ejZ8+esLS0RJ8+ffDxxx9Lr7366qsYO3as9FylUkGhUODLL7+UtvXp0wcbNmyQnpubm2v1NXt7+3tqI1F9BAYGYs6cOZg7dy66dOkCJycnxMbG3nO9KSkp6NevH5RKJbp374733ntPeu2DDz5A//79pee7d++GQqFAfHy8tG306NGIiYmRnisUCq0+4ujoeM/tNDUMFkmSnJyMPn36oE+fPvj73/+OzZs3QwhxT3WuXr0a7733HlauXIkff/wRo0ePxl//+ldcvHgRwN0/COnp6VL5jIwM2NvbIyMjAwBw/PhxlJSUYPjw4ffUDiJTVVxcjE8++QR/+ctfYGdn1+h6du3ahVdeeQWvvvoqzpw5gxdffBHPP/88vv32WwB3+9qhQ4dQVVUFQLuv5efn4+eff0ZAQMC9HxSRAXz00Ufo0KEDjh07hnfeeQdLlixBWlpao+s7efIkQkND8cwzz+D06dOIjY3FokWLpIGRwMBAnD17FteuXQOg3UcqKipw9OjRttlHBNH/8/PzEyqVSgghRHl5ubC3txdpaWkNquPNN98UAwYMkJ67uLiIZcuWycoMHTpURERECCGE+PHHH4VCoRB//PGH+PPPP4WFhYV46623xNNPPy2EEGL58uVi2LBh0nsnT54szMzMRIcOHWSPJUuWNOaQiZpdzc8wAOHs7CxOnjzZoHo2b94sbG1tped+fn5ixowZsjJPP/20GDNmjBBCiMLCQtGuXTtx4sQJUVVVJezs7ERcXJwYOnSoEEKIbdu2CUdHR+m9b775pmjXrp1WX5s2bVojj5yo/gICAsTDDz8s2zZ06FDx+uuv17uOb7/9VgAQN27cEEII8dxzz4mgoCBZmX/84x/C09NTCCFEVVWVsLe3F5999pkQQoiBAweKuLg44eDgIIQQ4ujRo8Lc3FzcvHlTCHG3DwLQ6iM199EacPIJAQAuXLiA77//Hjt37gRw9/JTWFgYNm3ahEcffbRRdarVavz+++9ao4LDhw/HqVOnAABeXl6ws7NDRkYGLCwsMGDAAPz1r3/FmjVrANxdzVbzV9zIkSOxfv162bYuXbo0qo1ExlD9M/znn39i3bp1CAkJwffffw83N7dG1Xn+/Hm88MILsm3Dhw/H6tWrAQC2trYYOHAg0tPTYWFhgXbt2uHFF1/Em2++iZs3b+rsa3369MHnn38u22ZjY9Oo9hE11IMPPih77uzsjIKCgkbXd/78eYwbN062bfjw4VCpVKisrISZmRlGjBiB9PR0PPLIIzh79ixmzpyJlStX4vz580hPT8fgwYPRsWNH6f02Njb44YcfZHVaW1s3uo2misEiAQASExNRUVGB+++/X9omhICFhQVu3LhxT3MCa072FUJI2xQKhdQ5LS0tERgYCC8vL1RWVuL06dM4evQoIiMjZe/v0KED/vKXvzS6PUTGVvMz7O3tDVtbW3z44Yd46623Gl1vbX0N+N+0D0tLSwQEBOC+++5Dv379cOTIEaSnp2v1NUtLS/Y1MhoLCwvZc4VCIU2jaIya/UGzrbrAwEBs3LgRhw4dwoABA9C5c2eMGDECGRkZSE9PR2BgoKx8u3bt2kQf4ZxFQkVFBbZs2YL33nsP2dnZ0uPUqVNwc3PDJ5980qh6O3XqBBcXFxw+fFi2/ejRo/Dw8JCea77ANB1RoVDA398fK1euxJ07dzhfkVo9hUKBdu3a4c6dO42uw8PDo1597dChQ/jmm2+kL72AgADs2LGD8xWp1fP09NTZR3r37g0zMzMA/5u3+Nlnn8n6yIEDB9rufEVwZJEAfPHFF7hx4wamTZsGW1tb2WsTJ05EYmIiZs+e3ai6//GPf+DNN99Ez549MXDgQGzevBnZ2dmyADQwMBCvvPIKzM3N4e/vL2179dVXMXjwYHTq1ElWZ2lpKfLz82XbzM3NuUqTWozqn+EbN25g7dq1KC4ulq1Wbqh//OMfCA0NxeDBg/HII49g79692Llzpyz1zYgRI3Dz5k3s3btXGsEMDAzEhAkT0LVrV3h6esrqrKio0OprCoWiVa72pNbv1VdfxdChQ7F06VKEhYUhMzMTa9euxbp166QymqlRn3zyCfbs2QPgf99HAPDwww/L6hRCaPURAHBwcEC7dq1nPI7BIiExMRGPPvqoVqAI3E1ts3z5cvzwww8YPHgwunfvjilTptQ7hcGcOXOgVqvx6quvoqCgAJ6envj888/Rq1cvqYyXlxfs7e3h5uYmBYYBAQGorKzU+Svu66+/hrOzs2xbnz598NNPPzXgqImMp/pn2MbGBn379sW//vUv2SWuwMBAdO/evd4prJ588kmsXr0a7777LubMmQN3d3ds3rxZVqetrS0GDRqE3NxcKTD09/dHVVWVzr529uxZrb6mVCpRUlLSsAMmagJTpkzBpUuXZBk1ajN48GB8+umneOONN7B06VI4OztjyZIlmDJlilRGoVAgICAAu3fvlgYvHnzwQdja2qJHjx5agxdqtVqrjwBAXl4enJycGn1spkYhal6wJ9Ljzp076NKlC/bt24eRI0cauzlErVr37t0RGxsr+yIjov8JDAxEYGCgQfIvUu04skj1lpGRgVGjRjFQJGpiP/30E2xsbDBp0iRjN4XIJN28eRO//vorvvjiC2M3pU3gyCIRERER6dV6Zl8SERERkcExWCQiIiIivRgsEhEREZFeDBaJiIiISC8Gi0RERESkF4NFIiIiItKLwSIRERER6cWk3E2oqqoKv//+O2xsbKBQKIzdHDIBQgjcvHkTLi4ureq+ocbGvkY1sa9pYz+hmurbTxgsNqHff/8d3bp1M3YzyARduXIFDzzwgLGb0Wqwr5E+7Gv/w35C+tTVTxgsNiEbGxsAd/8Rat58nNomtVqNbt26SZ8NMgz2NaqJfU0b+wnVVN9+wmCxCWmG+Tt16sSOSTK8BGRY7GukD/va/7CfkD519RNO5CAiIiIivRgsEhEREZFeRg8W161bB3d3d1hZWcHb2xuHDh2qtXxGRga8vb1hZWWFHj16ICEhQatMSkoKPD09oVQq4enpiV27dslej4uLw9ChQ2FjYwMHBwc8+eSTuHDhgqyMEAKxsbFwcXGBtbU1AgMDcfbs2Xs/YCIiIqIWxKjBYnJyMiIjI7FgwQJkZWXB398fISEhyM3N1Vk+JycHY8aMgb+/P7KysjB//nzMmTMHKSkpUpnMzEyEhYUhPDwcp06dQnh4OEJDQ3Hs2DGpTEZGBmbNmoXvvvsOaWlpqKioQHBwMG7duiWVeeedd7Bq1SqsXbsWx48fh5OTE4KCgnDz5s2mOyFEREREJkYhhBDG2vmwYcMwePBgrF+/Xtrm4eGBJ598EnFxcVrlX3/9dXz++ec4f/68tG3mzJk4deoUMjMzAQBhYWFQq9X46quvpDKPPfYY7rvvPmzfvl1nO/744w84ODggIyMDI0aMgBACLi4uiIyMxOuvvw4AKC0thaOjI1asWIEXX3xRZz2lpaUoLS2VnmtWGRUVFXEycSPcKFKj+HaJ9LxjeyvcZ9uyz6NarYatrS0/EwZW23mt+TkCWsdniWrHvqbNmOeE/dA01fczYbTV0GVlZTh58iTmzZsn2x4cHIyjR4/qfE9mZiaCg4Nl20aPHo3ExESUl5fDwsICmZmZiIqK0iqjUqn0tqWoqAgA0KVLFwB3RzDz8/Nl+1IqlQgICMDRo0f1BotxcXFYvHix3v1Q/d0oUiMu/mOUl1dI2ywszBEzK5x/XKjedH2OAH6WiJoT+2HLZ7Rg8dq1a6isrISjo6Nsu6OjI/Lz83W+Jz8/X2f5iooKXLt2Dc7OznrL6KtTCIHo6Gg8/PDD8PLykvajeV/Nei5fvqz3mGJiYhAdHS0914wsUsMV3y5BeXkFPPyHoX3nTrhdqMb5Q8dQfLuEf1io3mp+jgDws0TUzNgPWz6j51msmdtHCFFrvh9d5Wtub0ids2fPxo8//ojDhw/fc9uUSiWUSqXe16nh2nfuBBu7+4zdDGrh+DkiMj72w5bLaAtc7O3tYWZmpjXiV1BQoDWip+Hk5KSzvLm5Oezs7Goto6vOl19+GZ9//jm+/fZb2W1unJycAKBBbSNqLYyRoaCiogILFy6Eu7s7rK2t0aNHDyxZsgRVVVUGPTYiImo4owWLlpaW8Pb2Rlpammx7Wloa/Pz8dL7H19dXq3xqaiqGDBkCCwuLWstUr1MIgdmzZ2Pnzp345ptv4O7uLivv7u4OJycnWT1lZWXIyMjQ2zai1sBYGQpWrFiBhIQErF27FufPn8c777yDd999Fx988EGTHzMREdXOqJeho6OjER4ejiFDhsDX1xcbN25Ebm4uZs6cCeDuHMCrV69iy5YtAO6ufF67di2io6MxY8YMZGZmIjExUbbK+ZVXXsGIESOwYsUKjBs3Dnv27MGBAwdkl5lnzZqFbdu2Yc+ePbCxsZFGEG1tbWFtbQ2FQoHIyEgsX74cvXr1Qq9evbB8+XK0b98ezz33XDOeodaJq+JM16pVqzBt2jRMnz4dAKBSqbB//36sX79eZ4aChIQEuLq6SgvIPDw8cOLECaxcuRITJkyQ6ggKCkJMTAyAu/06IyMDKpVK6ruZmZkYN24cHn/8cQBA9+7dsX37dpw4caKpD5mIiOpg1GAxLCwM169fx5IlS5CXlwcvLy/s27cPbm5uAIC8vDzZiIa7uzv27duHqKgoxMfHw8XFBWvWrJG+lADAz88PO3bswMKFC7Fo0SL07NkTycnJGDZsmFRGk6onMDBQ1p7NmzdjypQpAIC5c+fizp07iIiIwI0bNzBs2DCkpqbypvT3iKviTJcxMxQ8/PDDSEhIwM8//4zevXvj1KlTOHz4sN4sBrrSVBGRaag5IPDfa38asTVkCEZf4BIREYGIiAidryUlJWltCwgIwA8//FBrnRMnTsTEiRP1vl6f1JIKhQKxsbGIjY2tsyzVX22r4n7N/R2O9nf/wOj741JzO0ckDceYGQpef/11FBUVoW/fvjAzM0NlZSWWLVuGZ599Vud+maaKyDTpGxCgls3owSK1TdVXxZXdvgMogE927tdbXl8ZjkganjEyFCQnJ2Pr1q3Ytm0b+vXrh+zsbERGRsLFxQWTJ0/W2ifTVBGZJl0DAtf/k4dLWWeM3DK6FwwWyegqysoBgVr/uOgqo2tEEuBoY2MZM0PBP/7xD8ybNw/PPPMMAKB///64fPky4uLidAaLTFNFZNqqDwjcLuQ0kZbOqPeGJqpO88fFxu4+WHfsUGcZc0sLabRx1cbt0iMu/mPcKOIfp4YyZoaC27dvo107+Z8jMzMzps6hFungwYMYO3YsXFxcoFAosHv37lrL79y5E0FBQejatSs6deoEX19f7N8vv4qSlJQEhUKh9SgpKdFTK5HhcGSRWqzaRht5V4DGMVaGgrFjx2LZsmVwdXVFv379kJWVhVWrVmHq1KnNewKIDODWrVsYMGAAnn/+edkCTH0OHjyIoKAgLF++HJ07d8bmzZsxduxYHDt2DIMGDZLKderUCRcuXJC918rKyuDtJ6qJwSK1eLwrgOEYK0PBBx98gEWLFiEiIgIFBQVwcXHBiy++iDfeeKP5Dp7IQEJCQhASElLv8jVX/S9fvhx79uzB3r17ZcGiQqGQbhphKrjyuW1gsEhEMsbIUGBjYwOVSqU3VQ5RW1JVVYWbN2+iS5cusu3FxcVwc3NDZWUlBg4ciKVLl8qCyZqaOsUUVz63HQwWiYiITMh7772HW7duITQ0VNrWt29fJCUloX///lCr1Vi9ejWGDx+OU6dOoVevXjrraeoUU4ZY+cx0aC0Dg0UiIiITsX37dsTGxmLPnj1wcHCQtvv4+MDHx0d6Pnz4cAwePBgffPAB1qxZo7Ou5kox1ZiVz0yH1rIwWKQmxfksRET1k5ycjGnTpuFf//oXHn300VrLtmvXDkOHDsXFixf1ljHlFFNcoNiyMFikJsP5LERE9bN9+3ZMnToV27dvl+6RXhshBLKzs9G/f/9maF3T4QLFloHBIjUZY2by5zwYqgs/I9RUiouL8csvv0jPc3JykJ2djS5dusDV1VUrBdX27dsxadIkrF69Gj4+PlISe2tra9ja2gIAFi9eDB8fH/Tq1QtqtRpr1qxBdnY24uPjm/8Aqc1hsEhNrjkz+XMeDNWFnxFqaidOnMDIkSOl55p5g5MnT0ZSUpJWCqoNGzagoqICs2bNwqxZs6TtmvIAUFhYiBdeeAH5+fmwtbXFoEGDcPDgQTz00EPNc1DUpjFYJIMxhfmJnAdDdeFnhJpaYGCgdI90XWqmoEpPT6+zzvfffx/vv//+PbaMqHEYLJJBmNr8RM6DobrwM0JkmqoPNHB6iGlgsEgGYcz5iURE1PLpmiLC6SGmgcEiGVRzzk8kIqLWo+YUEU4PMR0MFomIiMhkcIqI6Wln7AYQERERkelisEhEREREejFYJCIiIiK9GCwSERERkV5c4EJEREQmi7fmND4Gi0RERGRyeGtO08FgkYiIiEwOb81pOhgsEhERkcli3kXj4wIXIiIiItKLwSIRERER6cXL0ERERFSnG0VqFN8ukZ7XXKVMrReDRSIiIqrVjSI14uI/Rnl5hbGbQkbAYJGIiIhqVXy7BOXlFbKVydf/k4dLWWeM3DJqDkafs7hu3Tq4u7vDysoK3t7eOHToUK3lMzIy4O3tDSsrK/To0QMJCQlaZVJSUuDp6QmlUglPT0/s2rVL9vrBgwcxduxYuLi4QKFQYPfu3Vp1TJkyBQqFQvbw8fG5p2NtTW4UqXElr0B68HIEEVHrp1mZbGN3H6w7djB2c6iZGHVkMTk5GZGRkVi3bh2GDx+ODRs2ICQkBOfOnYOrq6tW+ZycHIwZMwYzZszA1q1bceTIEURERKBr166YMGECACAzMxNhYWFYunQpxo8fj127diE0NBSHDx/GsGHDAAC3bt3CgAED8Pzzz0vv0+Wxxx7D5s2bpeeWlpYGPgMtEy9HEBERtR1GDRZXrVqFadOmYfr06QAAlUqF/fv3Y/369YiLi9Mqn5CQAFdXV6hUKgCAh4cHTpw4gZUrV0pBn0qlQlBQEGJiYgAAMTExyMjIgEqlwvbt2wEAISEhCAkJqbN9SqUSTk5OhjjUVqWlXo7gLaOoLvyMELUM7KvNy2jBYllZGU6ePIl58+bJtgcHB+Po0aM635OZmYng4GDZttGjRyMxMRHl5eWwsLBAZmYmoqKitMpoAsyGSE9Ph4ODAzp37oyAgAAsW7YMDg4OesuXlpaitLRUeq5Wqxu8z5akeqLU24Wme6y8ZRTVhZ8RMqSDBw/i3XffxcmTJ5GXl4ddu3bhySefrPU9GRkZiI6OxtmzZ+Hi4oK5c+di5syZsjIpKSlYtGgRfv31V/Ts2RPLli3D+PHjm/BITA/7qnEYbc7itWvXUFlZCUdHR9l2R0dH5Ofn63xPfn6+zvIVFRW4du1arWX01alPSEgIPvnkE3zzzTd47733cPz4cYwaNUoWDNYUFxcHW1tb6dGtW7cG7ZOaRvVbRnmPDYL32CB4+A9DeXmFLA0EtV38jJAhaaY6rV27tl7lNVOs/P39kZWVhfnz52POnDlISUmRymimWIWHh+PUqVMIDw9HaGgojh071lSHYZLYV43D6AtcFAqF7LkQQmtbXeVrbm9onbqEhYXh8ccfh5eXF8aOHYuvvvoKP//8M7788ku974mJiUFRUZH0uHLlSoP2SU2r+sRszeVz0maMRWcAcPXqVfz973+HnZ0d2rdvj4EDB+LkyZMGO6764GeEDCEkJARvvfUWnnrqqXqVrz7FysPDA9OnT8fUqVOxcuVKqUz1KVZ9+/ZFTEwMHnnkkVqvmpWWlkKtVsserQX7avMyWrBob28PMzMzrRG/goICrZFBDScnJ53lzc3NYWdnV2sZfXXWl7OzM9zc3HDx4kW9ZZRKJTp16iR7ELUkmkVnCxYsQFZWFvz9/RESEoLc3Fyd5Q01InLjxg0MHz4cFhYW+Oqrr3Du3Dm899576Ny5c1MfMpHR6ZtideLECZSXl9daRt+0LYBXu8hwjBYsWlpawtvbG2lpabLtaWlp8PPz0/keX19frfKpqakYMmQILCwsai2jr876un79Oq5cuQJnZ+d7qofIlFVfdObh4QGVSoVu3bph/fr1OssbakRkxYoV6NatGzZv3oyHHnoI3bt3xyOPPIKePXs29SETGV1TTbHi1S4yFKNeho6OjsY///lPbNq0CefPn0dUVBRyc3OlSb0xMTGYNGmSVH7mzJm4fPkyoqOjcf78eWzatAmJiYl47bXXpDKvvPIKUlNTsWLFCvz0009YsWIFDhw4gMjISKlMcXExsrOzkZ2dDeDu6Eh2drY0elJcXIzXXnsNmZmZuHTpEtLT0zF27FjY29u3ucnE1HZoFp3VHL1ozKKzho6IfP755xgyZAiefvppODg4YNCgQfjwww/1trU1X16jtqkppljxahcZilFT54SFheH69etYsmQJ8vLy4OXlhX379sHNzQ0AkJeXJ7v85e7ujn379iEqKgrx8fFwcXHBmjVrZLkS/fz8sGPHDixcuBCLFi1Cz549kZycLOVYBIATJ05g5MiR0vPo6GgAwOTJk5GUlAQzMzOcPn0aW7ZsQWFhIZydnTFy5EgkJyfDxsamqU8LkVE0xaIzZ2fneo2I/Pbbb1i/fj2io6Mxf/58fP/995gzZw6USqXsB6NGXFwcFi9e3NhDJTIpxpxi1ZownU7TMfrt/iIiIhAREaHztaSkJK1tAQEB+OGHH2qtc+LEiZg4caLe1wMDA6VfbbpYW1tj//79el8nas2MseisqqoKQ4YMwfLlywEAgwYNwtmzZ7F+/XqdwWJMTIz0Iw+4m6aK87GopfL19cXevXtl2/RNsaqeGs4QU6xaA6bTaXpGDxaJyDQYc9GZs7MzPD09ZWU8PDxkC2WqUyqVUCqV9TswomZWXFyMX375RXqumerUpUsXuLq6IiYmBlevXsWWLVsA3J1itXbtWkRHR2PGjBnIzMxEYmKidCMJ4O4UqxEjRmDFihUYN24c9uzZgwMHDuDw4cPNfnympno6Hc3K6NuFapw/dAzFt0sYLBqA0VPnEJFpMOais+HDh+PChQuyMj///LM0JYWoJTlx4gQGDRqEQYMGAbg71WnQoEF44403AOifYpWeno6BAwdi6dKleqdYbd68GQ8++CCSkpK0pli1dUyn03Q4skhEkujoaISHh2PIkCHw9fXFxo0btRadNcWISFRUFPz8/LB8+XKEhobi+++/x8aNG7Fx48bmPQFEBlDXVKemmmJF1FQYLFK93ChSS9nxa04iptbDWIvOhg4dil27diEmJgZLliyBu7s7VCoV/va3vzXfwRMRkU4MFqlON4rUiIv/GOXlFcZuCjUDYyw6A4AnnngCTzzxRL3bSUREzYPBItWp+HYJyssrpMnD1/+Th0tZZ4zdLCIiImoGXOBC9aaZPGzdsYOxm0JERETNhMEiEREREenFy9CkpfpiFoALWoiIiNoyBoskw8UsREREVB2DRZKpuZgFABe0UJvG+80SUVvHYJF00ixmAe7eNomoreH9ZomI7mKwSG0aR41IH95vlojorkathh41ahQKCwu1tqvVaowaNepe20TU5KqPGq3auF16xMV/jBtFLWsklf2xafF+s20D+1Hr9N9rf+JKXoH0aGl/301Fo0YW09PTUVZWprW9pKQEhw4duudGETW11jRqxP5IdO/Yj1oXTiMxrAYFiz/++KP0/+fOnUN+fr70vLKyEl9//TXuv/9+w7WOqIlVn5vZ0rA/Et079qPWqTUNCJiCBgWLAwcOhEKhgEKh0Dksb21tjQ8++MBgjSMi/dgfie4d+1Hr1pIHBExJg4LFnJwcCCHQo0cPfP/99+jatav0mqWlJRwcHGBmZmbwRlLTYQLulov9kejesR8R1a1BwaKbmxsAoKqqqkkaQ82LCbhbNvZHonvHfkRUt0anzvn555+Rnp6OgoICrU72xhtv3HPDqOkxAXfrwf5IdO/Yj4h0a1Sw+OGHH+Kll16Cvb09nJycoFAopNcUCgU7VQvDBNwtG/sj0b1jPyLSr1HB4ltvvYVly5bh9ddfN3R7iKiB2B+J7h37UdvBmzE0XKOSct+4cQNPP/20odtCRI3A/tj8qif6ZZLf1sHQ/WjdunVwd3eHlZUVvL29a83VOGXKFGlFdvVHv379pDJJSUk6y5SUlOitl+Ra080YmlujgsWnn34aqamphm4LETUC+2Pz0fVlwy+a1sGQ/Sg5ORmRkZFYsGABsrKy4O/vj5CQEOTm5uosv3r1auTl5UmPK1euoEuXLlrBa6dOnWTl8vLyYGVlZZA2twXVcy96jw2C99ggePgPQ3l5hSwrCGlr1GXov/zlL1i0aBG+++479O/fHxYWFrLX58yZY5DGEVHd2B+bT81Ev0zy23oYsh+tWrUK06ZNw/Tp0wEAKpUK+/fvx/r16xEXF6dV3tbWFra2ttLz3bt348aNG3j++edl5RQKBZycnBpyWKQDcy82XKOCxY0bN6Jjx47IyMhARkaG7DWFQsEvJ6JmxP7Y/Phl0/oYqh+VlZXh5MmTmDdvnmx7cHAwjh49Wq86EhMT8eijj0ppfTSKi4vh5uaGyspKDBw4EEuXLsWgQYP01lNaWorS0lLpuVrNEXBqnEYFizk5OYZuBxE1Evsj0b0zVD+6du0aKisr4ejoKNvu6Ogou5WgPnl5efjqq6+wbds22fa+ffsiKSkJ/fv3h1qtxurVqzF8+HCcOnUKvXr10llXXFwcFi9e3PiDIfp/jZqzSERERPpVT70DAEIIrW26JCUloXPnznjyySdl2318fPD3v/8dAwYMgL+/Pz799FP07t271lsRxsTEoKioSHpcuXKlUcdC1KiRxalTp9b6+qZNmxrVGCJqOPZHontnqH5kb28PMzMzrVHEgoICrdHGmoQQ2LRpE8LDw2FpaVlr2Xbt2mHo0KG4ePGi3jJKpRJKpbJe7SaqTaOCxRs3bsiel5eX48yZMygsLNR5I3Yiajrsj0T3zlD9yNLSEt7e3khLS8P48eOl7WlpaRg3blyt783IyMAvv/yCadOm1bkfIQSys7PRv3//ereNqLEaFSzu2rVLa1tVVRUiIiLQo0ePBtW1bt06vPvuu8jLy0O/fv2gUqng7++vt3xGRgaio6Nx9uxZuLi4YO7cuZg5c6asTEpKChYtWoRff/0VPXv2xLJly2Sd9uDBg3j33Xdx8uRJ5OXlYdeuXVpD/kIILF68GBs3bsSNGzcwbNgwxMfHy/JetTQ3itSy9AA1E5NSy2TI/kjUVhmyH0VHRyM8PBxDhgyBr68vNm7ciNzcXOm7KiYmBlevXsWWLVtk70tMTMSwYcPg5eWlVefixYvh4+ODXr16Qa1WY82aNcjOzkZ8fHyD2kbUGAabs9iuXTtERUXh/fffr/d7GpqLKicnB2PGjIG/vz+ysrIwf/58zJkzBykpKVKZzMxMhIWFITw8HKdOnUJ4eDhCQ0Nx7NgxqcytW7cwYMAArF27Vm/b3nnnHaxatQpr167F8ePH4eTkhKCgINy8ebPex2dKbhSpERf/sSwR6Sc79xu7WdREGtMfiUiusf0oLCwMKpUKS5YswcCBA3Hw4EHs27dPWt2cl5en9T1XVFSElJQUvaOKhYWFeOGFF+Dh4YHg4GBcvXoVBw8exEMPPdS4gyNqgEaNLOrz66+/oqKiot7lG5qLKiEhAa6urlCpVAAADw8PnDhxAitXrsSECROkOoKCghATEwPg7i+4jIwMqFQqbN++HQAQEhKCkJAQve0SQkClUmHBggV46qmnAAAfffQRHB0dsW3bNrz44ov1PkZTUXy7BOXlFVJ+OAC4/p88XMo6Y+SWUVNpaH8kIm2N7UcRERGIiIjQ+VpSUpLWNltbW9y+fVtvfe+//z5//DWh6lfaePs/bY0KFqOjo2XPhRDIy8vDl19+icmTJ9erjsbkosrMzERwcLBs2+jRo5GYmIjy8nJYWFggMzMTUVFRWmU0AWZ95OTkID8/X7YvpVKJgIAAHD16VG+w2BJyWlXPD3e70PTaRw1niP5I1NaxH7VN1e/KpGFhYY6YWeEMGKtp1GXorKws2ePHH38EALz33nv1Dsoak4sqPz9fZ/mKigpcu3at1jL1yW9VfT+a9zWknri4OCkTv62tLbp161bvfRI1liH6Y3UNuactcHcesbe3N6ysrNCjRw8kJCRolUlJSYGnpyeUSiU8PT11zg/TiIuLg0KhQGRkZIPbTtRYhu5H1DLUvAUgb/+nW6NGFr/99luDNaChuah0la+5vbH5re61bTExMbJfp2q1mgEjNTlD9kfNPOJ169Zh+PDh2LBhA0JCQnDu3Dm4urpqldfMI54xYwa2bt2KI0eOICIiAl27dpWmhmjmES9duhTjx4/Hrl27EBoaisOHD2PYsGGy+o4fP46NGzfiwQcfNNgxNYeai8V4GavlMWQ/opaHd2Wq3T3NWfzjjz9w4cIFKBQK9O7dG127dq33exuTi8rJyUlneXNzc9jZ2dVapq78VjX3A9wdYXR2dq53PcxpRcZ0L/1Rw1jziIG7tzL729/+hg8//BBvvfVWre00lSkfui5hAbyM1ZIZoh8RtTaNugx969YtTJ06Fc7OzhgxYgT8/f3h4uKCadOm1TpBt7rquaiqS0tLg5+fn873+Pr6apVPTU3FkCFDpJu+6yujr05d3N3d4eTkJKunrKwMGRkZDarHmG4UqXElr0B6ME1O62WI/gj8bx5xzXnBjZlHfOLECZSXl9dapmads2bNwuOPP45HH320zraaypSPmpeweBmr5TJUPyJqjRoVLEZHRyMjIwN79+5FYWEhCgsLsWfPHmRkZODVV19tUD3//Oc/sWnTJpw/fx5RUVFauagmTZoklZ85cyYuX76M6OhonD9/Hps2bUJiYiJee+01qcwrr7yC1NRUrFixAj/99BNWrFiBAwcOyOY/FRcXIzs7G9nZ2QDuXkrLzs6WUhlo5kstX74cu3btwpkzZzBlyhS0b98ezz33XGNOWbNimpy2xVD90ZjziHfs2IEffvhB5+ilLqZ2GzPNJSwbu/ukbAPUshiqHxG1Ro26DJ2SkoLPPvsMgYGB0rYxY8bA2toaoaGhWL9+fb3qCQsLw/Xr17FkyRLk5eXBy8ur1lxU7u7u2LdvH6KiohAfHw8XFxesWbNGutwFAH5+ftixYwcWLlyIRYsWoWfPnkhOTpbNjTpx4gRGjhwpPdfMM5w8ebKU0mDu3Lm4c+cOIiIipKTcqampsLGxafD5am5Mk9O2GKo/ajT3POIrV65IP/KsrKzq1UZO+SBDM3Q/ImpNGhUs3r59W+fcPQcHhwYP1zc0F1VAQAB++OGHWuucOHEiJk6cqPf1wMBA6QtNH4VCgdjYWMTGxtZazpQxTU7bYKj+aKx5xCdPnkRBQQG8vb2l1ysrK3Hw4EGsXbsWpaWlMDMzq/dxEDWGIb/XiFqbRl2G9vX1xZtvvomSkv/Nyblz5w4WL14MX19fgzWOiOpmqP5orHnEjzzyCE6fPi1NDcnOzsaQIUPwt7/9DdnZ2QwUqVnwe41Iv0aNLKpUKoSEhOCBBx7AgAEDoFAokJ2dDaVSidTUVEO3kYhqYcj+2NB72s6cORNr165FdHQ0ZsyYgczMTCQmJspWOb/yyisYMWIEVqxYgXHjxmHPnj04cOAADh8+DACwsbHRuhduhw4dYGdnp/MeuURNgd9rRPo1Kljs378/Ll68iK1bt+Knn36CEALPPPMM/va3v8Ha2trQbSSiWhiyPxprHnFrxNyLLQu/14j0a1SwGBcXB0dHR8yYMUO2fdOmTfjjjz/w+uuvG6RxRFQ3Q/dHY8wjrik9Pb3eZU0Ncy+2TPxeI9KvUXMWN2zYgL59+2pt79evn85bfRFR02F/NC3MvdgysR8R6deokcWadzbR6Nq1K/Ly8u65UURUf+yPpom3D2tZ2I+oOk4jkWtUsNitWzccOXIE7u7usu1HjhyBi4uLQRpG9XejSC0bseDdWtoW9keie8d+RACnkejTqGBx+vTpiIyMRHl5OUaNGgUA+Pe//425c+cy030z09ytpby8wthNISNhfyS6d+xHBMinkWhuanG7UI3zh46h+HYJg8WGmDt3Lv78809ERESgrKwMAGBlZYXXX38dMTExBm0g1Y53ayH2R6J7x35E1XEaiVyjgkWFQoEVK1Zg0aJFOH/+PKytrdGrVy/efsuIeLeWtov9kejesR8R6deoYFGjY8eOGDp0qKHaQkT3gP2R6N6xHxFpa1TqHKLW7L/X/sSVvAJcySvAjSKO0hJRw61btw7u7u6wsrKCt7c3Dh06pLdseno6FAqF1uOnn36SlUtJSYGnpyeUSiU8PT2xa9eupj4MIgD3OLJI1JroWgXX1lfAkWExHUfbkJycjMjISKxbtw7Dhw/Hhg0bEBISgnPnzsHV1VXv+y5cuIBOnf73eejatav0/5mZmQgLC8PSpUsxfvx47Nq1C6GhoTh8+HCrvxuSqWjL/ZfBYgtUPVUO0+QYTs1VcFwBR4bCdBxty6pVqzBt2jRMnz4dwN37Tu/fvx/r169HXFyc3vc5ODigc+fOOl9TqVQICgqSFtvExMQgIyMDKpVKdi92Mjz2XwaLLQ5T5TQ9roIjQ2M6jrajrKwMJ0+exLx582Tbg4ODcfTo0VrfO2jQIJSUlMDT0xMLFy7EyJEjpdcyMzMRFRUlKz969GioVCq99ZWWlqK0tFR6rlZzWk1jsP8yWGxxaqbKYZocopaDP0Rav2vXrqGyshKOjo6y7Y6OjsjPz9f5HmdnZ2zcuBHe3t4oLS3Fxx9/jEceeQTp6ekYMWIEgLt3mGlIncDd+10vXry40cfCq1hybbn/MlhsoTQfWqbJIWrZ2vI8qNZMoVDIngshtLZp9OnTB3369JGe+/r64sqVK1i5cqUULDa0TuDupero6GjpuVqtRrdu3erVfl7FouoYLBIRGQHnQbVO9vb2MDMz0xrxKygo0BoZrI2Pjw+2bt0qPXdycmpwnUqlstF5InkVi6pj6hwiIiOoPg/Ke2wQvMcGwcN/GMrLK2T3eqeWxdLSEt7e3khLS5NtT0tLg5+fX73rycrKgrOzs/Tc19dXq87U1NQG1dkYmqtY1h07NOl+WqrqqdZac7o1jiwSERlRW54H1VpFR0cjPDwcQ4YMga+vLzZu3Ijc3FzMnDkTwN3Lw1evXsWWLVsA3F3p3L17d/Tr1w9lZWXYunUrUlJSkJKSItX5yiuvYMSIEVixYgXGjRuHPXv24MCBAzh8+LBRjrGta2tXBhgsEhERGVBYWBiuX7+OJUuWIC8vD15eXti3bx/c3NwAAHl5ecjNzZXKl5WV4bXXXsPVq1dhbW2Nfv364csvv8SYMWOkMn5+ftixYwcWLlyIRYsWoWfPnkhOTmaORSNpayukGSwSEREZWEREBCIiInS+lpSUJHs+d+5czJ07t846J06ciIkTJxqieWQgbeXKAINFIiITwxXSRGRKGCwSEZmItjYPiohaBgaLREQmoq3NgyKiloHBIhGRiWkr86CIWqPWOI2EwSIRERHRPWrN00gYLJq46vfmBHh/TqK2qnrfbw0jFUStTWueRsJg0YTx3pxEpGu0ojWMVBC1Vq1xGgmDRRNW896cAHh/TqI2puZoRWsZqSCiloPBYgtQ/VfK7cLWed9JIqpdaxytIKKWoZ2xG7Bu3Tq4u7vDysoK3t7eOHToUK3lMzIy4O3tDSsrK/To0QMJCQlaZVJSUuDp6QmlUglPT0/s2rWrwfudMmUKFAqF7OHj43NvB0tERETUwhg1WExOTkZkZCQWLFiArKws+Pv7IyQkRHbPzOpycnIwZswY+Pv7IysrC/Pnz8ecOXNkN1vPzMxEWFgYwsPDcerUKYSHhyM0NBTHjh1r8H4fe+wx5OXlSY99+/Y1zYkgMiHG+AEXFxeHoUOHwsbGBg4ODnjyySdx4cIFgx4XERE1jlGDxVWrVmHatGmYPn06PDw8oFKp0K1bN6xfv15n+YSEBLi6ukKlUsHDwwPTp0/H1KlTsXLlSqmMSqVCUFAQYmJi0LdvX8TExOCRRx6BSqVq8H6VSiWcnJykR5cuXWo9ntLSUqjVatmDqCUx1g+4jIwMzJo1C9999x3S0tJQUVGB4OBg3Lp1q8mPuaX677U/cSWvQHrcKOLfGyJqGkabs1hWVoaTJ09i3rx5su3BwcE4evSozvdkZmYiODhYtm306NFITExEeXk5LCwskJmZiaioKK0ymmCxIftNT0+Hg4MDOnfujICAACxbtgwODg56jykuLg6LFy+u9biJTFn1H1LA3R9f+/fvx/r16xEXF6dVvvoPOADw8PDAiRMnsHLlSkyYMEGqQ/MDDgBiYmKQkZEBlUqF7du3AwC+/vprWb2bN2+Gg4MDTp48iREjRjTV4bZI+nK5mZub4fnQMbDp2FHaxhQ7RGQIRgsWr127hsrKSjg6Osq2Ozo6Ij8/X+d78vPzdZavqKjAtWvX4OzsrLeMps767jckJARPP/003NzckJOTg0WLFmHUqFE4efIklEqlzvbFxMQgOjpaeq5Wq9GtW7c6zgSRaTDWDzhdioqKAEDvaH5paSlKS0ul521pFF9XLrei/D/wy4lsfLhtr6wsU+wQmYaWflcXo6+GVigUsudCCK1tdZWvub0+ddZVJiwsTPp/Ly8vDBkyBG5ubvjyyy/x1FNP6WybUqnUG0gSmTpj/YCrSQiB6OhoPPzww/Dy8tJZhqP4OrIktNJkwEQtWWu5q4vRgkV7e3uYmZlpfWEUFBRofbFoODk56Sxvbm4OOzu7Wsto6mzMfgHA2dkZbm5uuHjxYv0OkKiFMtYPOI3Zs2fjxx9/xOHDh/Xuk6P4ujG9DpFpaS13dTHaAhdLS0t4e3sjLS1Ntj0tLQ1+fn463+Pr66tVPjU1FUOGDIGFhUWtZTR1Nma/AHD9+nVcuXIFzs7O9TtAohbGWD/gqnv55Zfx+eef49tvv8UDDzygt61KpRKdOnWSPYiITJXmh5yN3X1S0NiSGHU1dHR0NP75z39i06ZNOH/+PKKiopCbm4uZM2cCuDt6MGnSJKn8zJkzcfnyZURHR+P8+fPYtGkTEhMT8dprr0llXnnlFaSmpmLFihX46aefsGLFChw4cACRkZH13m9xcTFee+01ZGZm4tKlS0hPT8fYsWNhb2+P8ePHN9n5uFGklq1u5H2gqTkZ6wcccHekcfbs2di5cye++eYbuLu7G+KQCFw1TWSqqvdNU++XRp2zGBYWhuvXr2PJkiXIy8uDl5cX9u3bBzc3NwBAXl6eLGWHu7s79u3bh6ioKMTHx8PFxQVr1qyRVl0CgJ+fH3bs2IGFCxdi0aJF6NmzJ5KTkzFs2LB679fMzAynT5/Gli1bUFhYCGdnZ4wcORLJycmwsbFpknPB+0CTKYiOjkZ4eDiGDBkCX19fbNy4UesH3NWrV7FlyxYAd3/ArV27FtHR0ZgxYwYyMzORmJgorXIG7v6AGzFiBFasWIFx48Zhz549OHDggOwy86xZs7Bt2zbs2bMHNjY20kikra0trK2tm/EMtB6tZa4UUWvTEu/3bvQFLhEREYiIiND5WlJSkta2gIAA/PDDD7XWOXHiREycOLHR+7W2tsb+/ft1vtZUeB9oMgXG+gGnyXEaGBgoa8/mzZsxZcqUpjvgVqy1zJUiam1a4v3ejR4skhzvA03GZowfcJpFMWR4XPRiHOvWrcO7776LvLw89OvXDyqVCv7+/jrL7ty5E+vXr0d2djZKS0vRr18/xMbGYvTo0VKZpKQkPP/881rvvXPnDqysrJrsOKjptKS+yWCRiKiNaek530yd5k5I69atw/Dhw7FhwwaEhITg3LlzcHV11Sp/8OBBBAUFYfny5ejcuTM2b96MsWPH4tixYxg0aJBUrlOnTlq3wWSg2HqYcr9ksEhE1EZwHmPzaOidkGomqF++fDn27NmDvXv3yoJFhUIBJyenerejLSevb0laQr9ksEhE1EbUNo/x19zf4WhfIpU1pVGNlqQxd0KqqaqqCjdv3tS6g1FxcTHc3NxQWVmJgQMHYunSpbJgsiYmr28ZWsL8YgaLRERtTPW5Ui1hVKMlacydkGp67733cOvWLYSGhkrb+vbti6SkJPTv3x9qtRqrV6/G8OHDcerUKfTq1UtnPUxe37KY8hxGBotERG1YfUcbOdLYMA29E5LG9u3bERsbiz179sDBwUHa7uPjAx8fH+n58OHDMXjwYHzwwQdYs2aNzrp4C1oyFAaLRERU52gjRxrrp7G3lAXuLoyZNm0a/vWvf+HRRx+ttWy7du0wdOhQ3oK2lTOVRS8MFomISKYl5oEzFdXvhFT9jl9paWkYN26c3vdt374dU6dOxfbt2/H444/XuR8hBLKzs9G/f3+DtJtMi6lND2GwSFQHU/llR9TcTHkOlSlr6J2Qtm/fjkmTJmH16tXw8fGRRiWtra1ha2sLAFi8eDF8fHzQq1cvqNVqrFmzBtnZ2YiPjzfOQVKTMrVFLwwWifQwtV92RMZW84dTZUUFzMzlXyP8MdXwOyFt2LABFRUVmDVrFmbNmiVtnzx5spQIv7CwEC+88ALy8/Nha2uLQYMG4eDBg3jooYea9dioeZnKDzYGi0R6mNovOyJj0ffDCQoFUOPuO/wxdVdD7oSUnp5eZ33vv/8+3n//fQO0jFo6Y1ztYrBIVAdT+WVHZCy6fjhp7l3PnI1EzUPfjzZzczM8HzoGNh07StsM3ecYLBIRUb3ounc9czYSNQ9dP9qK8v/ALyey8eG2vbKyhu5zDBaN5EaRGsW3//fLu+awMhFRS8M7xBA1Pa0fbc0wXYrBohHcKFIjLv5jlJdXGLspREQGx9FGouala7qUIec2Mlg0guLbJSgvr9A5/4eIqDXhaCNR82qKH2gMFo1I1/wfIqLWqD6jjTUn6jN4JGq4psjkwWCRiIiaVX0n6vNSNVHjGTKTB4NFIiIyitom6vNSNZHpYLBIREQmQxNAcmEMkelgsEhERCaHd1AiMh0MFomIyGQ1dUoQIqobg0UiImoReGmayDgYLBIRUYvAS9NExsFgkYiIWhRDpgQhorq1M3YDiIiIiMh0MVgkIiIiIr0YLBIRERGRXpyzSNQITN1BRERtBYNFogZg6g4iao1uFKlRfPt/t1Ws+YOY2jajX4Zet24d3N3dYWVlBW9vbxw6dKjW8hkZGfD29oaVlRV69OiBhIQErTIpKSnw9PSEUqmEp6cndu3a1eD9CiEQGxsLFxcXWFtbIzAwEGfPnr23g6UWr3rqDu+x/9fevQc1eaV/AP9GSLiEGARGEloEVjvAFNcqVoWVSyviZXF72R0v2yqul23dVRe1KtbOYm1npK4iu8Xi2EWqjv5wLejPsbtV3AK2XqqlacWqLBUU2iVlUSRBrpHn90d/vGtIAklMSCDPZ+YdzcnJOc97OA8575s3L9MRPWc6IuMmo6tLp/eLdjBz1pxkbDBxVB5Zo6lZg227DyJr7/8IW+8DYubaHLpYPHLkCNLS0rB582aoVCrExcVh1qxZqK2tNVq/pqYGs2fPRlxcHFQqFV5//XWsXr0ahYWFQp0LFy5g3rx5WLhwIb7++mssXLgQc+fOxeeff25Rv9u3b0dWVhZycnJw+fJlKBQKTJ8+HVqt1n4DwgaNnlt3yPxHCPd7GwqcOScZGywclUfWamltR1eXTu8gOHR81CO3y4YOhy4Ws7KysHTpUixbtgyRkZHIzs5GcHAwcnNzjdbfs2cPRo0ahezsbERGRmLZsmVYsmQJduzYIdTJzs7G9OnTsWnTJkRERGDTpk2YNm0asrOzze6XiJCdnY3NmzfjxRdfRFRUFPbv34/W1lYcPnzYrmPCBq8fGu+irr5B2JqaNY4OyWLOmpOMDSaOyqNH9fBBsJeP1GbtssHPYdcsdnZ2ory8HOnp6XrlycnJOH/+vNHXXLhwAcnJyXplM2bMQF5eHrq6uiAWi3HhwgWsWbPGoE5PQpnTb01NDdRqtV5fHh4eSEhIwPnz5/HKK68Yja+jowMdHR3C4+bmZgCARqO/aNBqtehob8ed7+vR1tICAGhqaLCqzNrXcZ+267O5oREdHe3Yd/h/9X7OYrEb1i6fr3cdY89cICKjc8iRnDkne3NErhkrc+Z56Sp9tjb/+DPWarXQSD2Fn72jcs1ReWSMLfPEmecA92n/PHHYYrGxsREPHjxAYGCgXnlgYCDUarXR16jVaqP1dTodGhsboVQqTdbpadOcfnv+NVbn9u3bJvdp27ZtePPNNw3Kg4ODTb6GDW1/eWu90XKtVgu5XD7A0fTNmXOyN8411ltuZrrR8oHONUflkTGcJ6w3a/PE4d+GFolEeo+JyKCsv/q9y81p01Z1HrZp0yasXbtWeNzd3Y27d+/C399f73UajQbBwcGoq6vD8OFD53q3R+UK40JE0Gq1CAoKcnQoJjlzTvYwJ9dcYT6ZyxXHwtG55qg8epi570mWGgzziWM0j7l54rDFYkBAANzc3AyOihoaGgyOnnooFAqj9d3d3eHv799nnZ42zelXoVAA+PFoT6lUmhUb8ONH1R4eHnplvr6+JusPHz7caSexIw31cXG2M4o9nDkne7Mk14b6fLKEq42FI3LNUXlkjKXvSZYaDPOJY+yfOXnisC+4SCQSREdHo7i4WK+8uLgYsbGxRl8TExNjUP/06dOYOHEixGJxn3V62jSn37CwMCgUCr06nZ2dKCsrMxkbY4OdM+ckY4OFo/KIMbsiByooKCCxWEx5eXl07do1SktLI6lUSrdu3SIiovT0dFq4cKFQv7q6mry9vWnNmjV07do1ysvLI7FYTB9++KFQ59y5c+Tm5kaZmZl0/fp1yszMJHd3d7p48aLZ/RIRZWZmklwup6KiIqqoqKAFCxaQUqkkjUbzyPvd3NxMAKi5ufmR2xpKeFwcz5lz0lI8n/6Lx2JgOSqPBspgmE8co205dLFIRLR7924KCQkhiURCEyZMoLKyMuG51NRUSkhI0KtfWlpK48ePJ4lEQqGhoZSbm2vQ5tGjRyk8PJzEYjFFRERQYWGhRf0SEXV3d1NGRgYpFAry8PCg+Ph4qqiosMk+t7e3U0ZGBrW3t9ukvaGCx8U5OGtOWorn03/xWAw8R+XRQBgM84ljtC0RkRPew4MxxhhjjDkFh/+5P8YYY4wx5rx4scgYY4wxxkzixSJjjDHGGDOJF4uMMcYYY8wkXiwOsPfeew9hYWHw9PREdHQ0Pv30U0eHZFdbtmyBSCTS23pueg78ePf4LVu2ICgoCF5eXkhMTMQ333yj10ZHRwdWrVqFgIAASKVS/OIXv8B333030LvCBpmhnmvbtm3D008/DZlMhpEjR+L5559HZWWlXh3OL2YtS/KntLTU4Pe8SCTCjRs37BLb2bNnMWfOHAQFBUEkEuH48eP9vqasrAzR0dHw9PTET37yE+zZs8cusVkb40CPoaV4sTiAjhw5grS0NGzevBkqlQpxcXGYNWsWamtrHR2aXT355JOor68XtoqKCuG57du3IysrCzk5Obh8+TIUCgWmT58OrVYr1ElLS8OxY8dQUFCAzz77DC0tLUhJScGDBw8csTtsEHCFXCsrK8Pvf/97XLx4EcXFxdDpdEhOTsb9+/eFOpxfzBrW5k9lZaXe7/onnnjCLvHdv38f48aNQ05Ojln1a2pqMHv2bMTFxUGlUuH111/H6tWrUVhYaJf4rImxx0CNocUce+ce1zJp0iR69dVX9coiIiIoPT3dQRHZX0ZGBo0bN87oc93d3aRQKCgzM1Moa29vJ7lcTnv27CEionv37pFYLKaCggKhzvfff0/Dhg2jjz/+2K6xs8HLFXOtoaGBAAj38+P8YtayNH9KSkoIADU1NQ1AdPoA0LFjx/qss2HDBoqIiNAre+WVV2jKlCl2jOy/zInRkWNoDj6zOEA6OztRXl6O5ORkvfLk5GScP3/eQVENjKqqKgQFBSEsLAzz589HdXU1gB+P9tRqtd6YeHh4ICEhQRiT8vJydHV16dUJCgpCVFTUkB83Zh1XzbXm5mYAgJ+fHwDOL2adR8mf8ePHQ6lUYtq0aSgpKbFnmBa5cOGCwf7MmDEDX3zxBbq6uhwUlXHOOoa8WBwgjY2NePDggcEffQ8MDDT44/BDyeTJk3HgwAGcOnUK77//PtRqNWJjY3Hnzh1hv/saE7VaDYlEghEjRpisw9jDXDHXiAhr167F1KlTERUVBQCcX8wq1uSPUqnE3r17UVhYiKKiIoSHh2PatGk4e/bsQITcL7VabXR/dDodGhsbHRSVPmcfQ3dHB+BqRCKR3mMiMigbSmbNmiX8f+zYsYiJicHo0aOxf/9+TJkyBYB1YzLUx409OlfKtZUrV+LKlSv47LPPDJ7j/GLWsGTehIeHIzw8XHgcExODuro67NixA/Hx8XaN01zG9sdYuaM4+xjymcUBEhAQADc3N4Mjs4aGBoMjnqFMKpVi7NixqKqqEr4V3deYKBQKdHZ2oqmpyWQdxh7marm2atUqnDhxAiUlJXj88ceFcs4vZg1b5c+UKVNQVVVl6/CsolAojO6Pu7s7/P39HRRV/5xpDHmxOEAkEgmio6NRXFysV15cXIzY2FgHRTXwOjo6cP36dSiVSoSFhUGhUOiNSWdnJ8rKyoQxiY6Ohlgs1qtTX1+Pq1evutS4MfO5Sq4REVauXImioiJ88sknCAsL03ue84tZw1b5o1KpoFQqbR2eVWJiYgz25/Tp05g4cSLEYrGDouqfM40hfxt6ABUUFJBYLKa8vDy6du0apaWlkVQqpVu3bjk6NLtZt24dlZaWUnV1NV28eJFSUlJIJpMJ+5yZmUlyuZyKioqooqKCFixYQEqlkjQajdDGq6++So8//jidOXOGvvzyS3r22Wdp3LhxpNPpHLVbzMm5Qq6tWLGC5HI5lZaWUn19vbC1trYKdTi/mDX6y5/09HRauHChUH/Xrl107Ngx+te//kVXr16l9PR0AkCFhYV2iU+r1ZJKpSKVSkUAKCsri1QqFd2+fdtofNXV1eTt7U1r1qyha9euUV5eHonFYvrwww/tEp81MQ70GFqKF4sDbPfu3RQSEkISiYQmTJgg3OZiqJo3bx4plUoSi8UUFBREL774In3zzTfC893d3ZSRkUEKhYI8PDwoPj6eKioq9Npoa2ujlStXkp+fH3l5eVFKSgrV1tYO9K6wQWao5xoAo1t+fr5Qh/OLWauv/ElNTaWEhATh8TvvvEOjR48mT09PGjFiBE2dOpU++ugju8XWc5uZ3ltqaqrR+IiISktLafz48SSRSCg0NJRyc3PtFp81MQ70GFpKRPT/V3kyxhhjjDHWC1+zyBhjjDHGTOLFImOMMcYYM4kXi4wxxhhjzCReLDLGGGOMMZN4scgYY4wxxkzixSJjjDHGGDOJF4uMMcYYY8wkXiwyxhhjjDGTeLHIHtmWLVvw1FNP9VknMTERaWlpFrUrEolw/Phxq+NibKj54IMP4Ovr22edxYsX4/nnn7eo3dDQUGRnZ1sdF2POorS0FCKRCPfu3TNZx5z3rN6seQ8bSnixyHD+/Hm4ublh5syZduujqKgIb731lk3bvHXrFkQikdHt4sWLNu2LsUexePFivfnp7++PmTNn4sqVKzbv689//jM++OADm7drKtcKCgps3hdj9vTaa6/hn//8p83bDQ0NNZojmZmZNu9roLk7OgDmePv27cOqVavw17/+FbW1tRg1apTN+/Dz87N5mz3OnDmDJ598Uq/M39/fbv0xZo2ZM2ciPz8fAKBWq/HGG28gJSUFtbW1Nu1HLpfbtL2H5efnGxxU9nemkzFn4+PjAx8fH7u0vXXrVixfvlyvTCaT2aWvgcRnFl3c/fv38be//Q0rVqxASkrKI52ROHjwIEJDQyGXyzF//nxotVrhud6n8Ovr6/Hzn/8cXl5eCAsLw+HDh41+FNbY2IgXXngB3t7eeOKJJ3DixAmDfv39/aFQKPQ2sVhs9X4wZg8eHh7C/HzqqaewceNG1NXV4T//+Y/FbZ06dQqRkZHw8fHBzJkzUV9fLzzX+2NorVaLl156CVKpFEqlErt27TL6kVprayuWLFkCmUyGUaNGYe/evQb9+vr6GuSap6enxfEzZkxiYiJWr16NDRs2wM/PDwqFAlu2bLGqrfLyckycOBHe3t6IjY1FZWWl8Fzvj6F1Oh1Wr14NX19f+Pv7Y+PGjUhNTTW4nKO7u7vf2GQymUGOSKVSq/bBmfBi0cUdOXIE4eHhCA8Px8svv4z8/HwQkcXt3Lx5E8ePH8fJkydx8uRJlJWV9XnqfdGiRfj3v/+N0tJSFBYWYu/evWhoaDCo9+abb2Lu3Lm4cuUKZs+ejZdeegl37961OD7GnElLSwsOHTqEMWPGWHwWvLW1FTt27MDBgwdx9uxZ1NbW4rXXXjNZf+3atTh37hxOnDiB4uJifPrpp/jyyy8N6u3cuRMTJ06ESqXC7373O6xYsQI3btyweN8YexT79++HVCrF559/ju3bt2Pr1q0oLi62uJ3Nmzdj586d+OKLL+Du7o4lS5aYrPvOO+/g0KFDyM/Px7lz56DRaIxeL2+r2AYlYi4tNjaWsrOziYioq6uLAgICqLi42KI2MjIyyNvbmzQajVC2fv16mjx5svA4ISGB/vCHPxAR0fXr1wkAXb58WXi+qqqKANCuXbuEMgD0xhtvCI9bWlpIJBLRP/7xDyIiqqmpIQDk5eVFUqlUb9PpdBbtA2P2lJqaSm5ubsL8BEBKpZLKy8staic/P58A0LfffiuU7d69mwIDA/X6eu6554iISKPRkFgspqNHjwrP37t3j7y9vYV8JCIKCQmhl19+WXjc3d1NI0eOpNzcXKEMAHl6ehrk2s2bNy3aB8ZMSUhIoKlTp+qVPf3007Rx40az2ygpKSEAdObMGaHso48+IgDU1tZGRD++Z40bN054PjAwkP70pz8Jj3U6HY0aNUrII3NjCwkJIYlEYpAjJSUlZsfvrPiaRRdWWVmJS5cuoaioCADg7u6OefPmYd++fUhKSrKordDQUL3rMpRKpdEzhT39uru7Y8KECULZmDFjMGLECIO6P/3pT4X/S6VSyGQyg3aPHDmCyMhIvTI3NzeL4mfM3p555hnk5uYCAO7evYv33nsPs2bNwqVLlxASEmJ2O97e3hg9erTwuK9cq66uRldXFyZNmiSUyeVyhIeHG9R9ONdEIhEUCoVBu7t27TL43RAcHGx27Iz15+F5CPQ9v81tR6lUAgAaGhoMrslvbm7GDz/8oJcjbm5uiI6ORnd3t8WxrV+/HosXL9Yre+yxxyyO39nwYtGF5eXlQafT6U1kIoJYLEZTU5PRxZspva8RFIlEBon2cB/mlpvTbnBwMMaMGWN2rIw5glQq1Zun0dHRkMvleP/99/H222+b3Y6xnOgvp0QikdHy/trtnWsKhYJzjdmVJe8l5rbTM//7asdWORIQEDAkc4SvWXRROp0OBw4cwM6dO/HVV18J29dff42QkBAcOnTIbn1HRERAp9NBpVIJZd9++22f98VibKgRiUQYNmwY2tra7NbH6NGjIRaLcenSJaFMo9GgqqrKbn0yNpjI5XIEBgbq5ciDBw/03p8Yn1l0WSdPnkRTUxOWLl1qcKuNX/3qV8jLy8PKlSvt0ndERASSkpLw29/+Frm5uRCLxVi3bh28vLwMju7McefOHajVar0yX19f/pYmcyodHR3CPG1qakJOTg5aWlowZ84cu/Upk8mQmpqK9evXw8/PDyNHjkRGRgaGDRtmVa7du3fPINdkMtmQ+LYnc12rVq3Ctm3bMGbMGERERODdd99FU1OTVTmi1WoNcsTb2xvDhw+3VbgOwWcWXVReXh6SkpKM3pPtl7/8Jb766ivhG5OhoaFW377AlAMHDiAwMBDx8fF44YUXsHz5cshkMqsWeElJSVAqlXob/+UX5mw+/vhjYX5OnjwZly9fxtGjR5GYmCjUSUxMNLje6VFlZWUhJiYGKSkpSEpKws9+9jNERkZalWu/+c1vDHLt3XfftWm8jPVl8eLFejljCxs3bsSCBQuwaNEixMTEwMfHBzNmzLAqR/74xz8a5MiGDRtsGq8jiMjUxS6MAWhra4Ofnx/+/ve/45lnnrFbP9999x2Cg4Nx5swZTJs2zW79MObMeg7MbL1gfNj9+/fx2GOPYefOnVi6dKnd+mHMHhITE5GYmGjzExgP6+7uRmRkJObOnWvzvzw2WPHH0KxPZWVlePbZZ22+UPzkk0/Q0tKCsWPHor6+Hhs2bEBoaCji4+Nt2g9jg8WNGzcgk8mwaNEim7arUqlw48YNTJo0Cc3Nzdi6dSsA4LnnnrNpP4zZm1arxc2bN3Hy5Embtnv79m2cPn0aCQkJ6OjoQE5ODmpqavDrX//apv0MZnxmkTnEqVOnsG7dOlRXV0MmkyE2NhbZ2dkW3UKEMdY/lUqFZcuWobKyEhKJBNHR0cjKysLYsWMdHRpjTqGurg7z58/H1atXQUSIiopCZmYmn7x4CC8WGWOMMcaYSfwFF8YYY4wxZhIvFhljjDHGmEm8WGSMMcYYYybxYpExxhhjjJnEi0XGGGOMMWYSLxYZY4wxxphJvFhkjDHGGGMm8WKRMcYYY4yZ9H/L4Pjo0EQfTwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig1, axs = plt.subplots(2, 3, layout='constrained')\n", "ax1 = axs[0][0], axs[0][1], axs[0][2]\n", "ax2 = axs[1][0], axs[1][1], axs[1][2]\n", "fig1.suptitle('Monte Carlo Inversion parameters')\n", "\n", "for ax, coef, mode in (zip((ax1, ax2),\n", " (dectgroup.lowE_inversion_coefficients,\n", " dectgroup.highE_inversion_coefficients),\n", " ('low', 'high'))):\n", " for k, xlb in enumerate(('A', 'B', 'n')):\n", " ax[k].hist(coef[f'{xlb}'],\n", " bins=25,\n", " density=True,\n", " facecolor='powderblue',\n", " edgecolor='slategrey',\n", " label='Hist.')\n", " ax[k].set_xlabel(f'{xlb}, {mode}E')\n", " ax[k].set_ylabel('count')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run the Monte Carlo inversion\n", "\n", "Once we are satisfied with these inversion parameters, we are ready to run the full inversion. \n", "For this, we only need to execute the following code snippet in a parallel environment:\n", "\n", "```python\n", "import rockverse as rv\n", "dectgroup = rv.open(r'/path/to/dual_energy_ct/C04B21')\n", "dectgroup.run()\n", "```\n", "\n", "Remember: we are utilizing Monte Carlo in the Digital Rock universe! This process is\n", "computationally intensive and is meant to be run in a high-performance computing environment,\n", "such as a GPU-enabled machine or a handful of nodes in a CPU cluster. If you just want to test\n", "the inversion, you can go back to the mask definition and reduce the cylinder length to\n", "allow the code to work only on a tiny part of the whole image.\n", "\n", "After completion, you will have access to the Monte Carlo results through the\n", "following new voxel images as attributes of dectgroup:\n", "\n", "- ``rho_min``: Voxel image with the minimum electron density per voxel.\n", "- ``rho_p25``: Voxel image with the the first quartile for the electron density per voxel.\n", "- ``rho_p50``: Voxel image with the the median values for the electron density per voxel.\n", "- ``rho_p75``: Voxel image with the the third quartile for the electron density per voxel.\n", "- ``rho_max``: Voxel image with the maximum electron density per voxel.\n", "- ``Z_min``: Voxel image with the minimum effective atomic number per voxel.\n", "- ``Z_p25``: Voxel image with the the first quartile for the effective atomic number per voxel.\n", "- ``Z_p50``: Voxel image with the the median values for the effective atomic number per voxel.\n", "- ``Z_p75``: Voxel image with the the third quartile for the effective atomic number per voxel.\n", "- ``Z_max``: Voxel image with the maximum effective atomic number per voxel.\n", "- ``valid``: Voxel image with the number of valid Monte Carlo results for each voxel." ] } ], "metadata": { "kernelspec": { "display_name": "rockverse", "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": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 2 }