{ "cells": [ { "cell_type": "markdown", "id": "3968d7cd-014c-4cf1-92b0-12217eb77e3b", "metadata": {}, "source": [ "# ML2: From Univariate Linear Regression to Neural Networks" ] }, { "cell_type": "code", "execution_count": 265, "id": "8955e629-9389-40f2-8739-757ac1ee18ba", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "8a139a44-6838-42dd-84f1-b74a48bab95d", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "#### Goals\n", "* Know how to generalize a linear regression or linear classification model to:\n", " * predict multiple labels\n", " * take multiple features\n", "* Know the meaning and purpose of an **activation function**\n", " * Know about a few possible activation functions (tanh, relu, some relu variants) \n", "* Know how to build a **neural network** by stacking linear layers together with activation functions in between" ] }, { "cell_type": "markdown", "id": "0db2c51f-acca-448c-b568-776bbfc1cb96", "metadata": {}, "source": [ "## \n", "Outline\n", "\n", "* Generalizing Linear regression:\n", " * What if I want to predict multiple labels?\n", " * What if I have multiple input features?\n", " * y = Wx + b\n", " * the bias trick, briefly\n", "* Multiclass classification using softmax:\n", "$$\n", "\\sigma(\\vec{x})_i = \\frac{e^{x_i}}{\\sum_j e^{z_j}}\n", "$$\n", "\n", "* Nonlinear data: need nonlinear functions\n", "* \n", "\n", "Idea: " ] }, { "cell_type": "markdown", "id": "70419e78-aa24-45bd-8c13-caac5d0aabd6", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "id": "aabb4c8d-4f30-4880-9d94-44731b18441f", "metadata": {}, "source": [ "Recall our linear regression model is: $\\hat{y_i} = wx_i + b$, where:\n", "* $(x_i, y_i)$ is an (input, output) pair, also known as (feature, label)\n", "* $w, b$ are the weight and bias parameters that wish to optimize to find the best model\n", "* $\\hat{y_i}$ is the model's predicted label for the datapoing $x_i$" ] }, { "cell_type": "code", "execution_count": 266, "id": "a641251c-b729-4568-8306-42494de1fe55", "metadata": {}, "outputs": [], "source": [ "def model(w, b, x):\n", " yhat = w * x + b\n", " return yhat" ] }, { "cell_type": "markdown", "id": "6202b733-6e9d-4f64-8b77-a87d6c74873a", "metadata": {}, "source": [ "Recall our loss function is the mean squared error loss: $\\text{MSE} = \\frac{1}{n}\\sum_{i=1}^{n}(y_i - \\hat{y}_i)^2$\n", "\n", "Plug the model (an expression for $\\hat{y}_i$) into the loss, and we have:\n", "\n", "$$\n", "\\frac{1}{n}\\sum_{i=1}^{n}(y_i - (wx_i + b))^2\n", "$$\n" ] }, { "cell_type": "code", "execution_count": 267, "id": "11d2f51d-a373-4b0b-af53-378276d2c782", "metadata": {}, "outputs": [], "source": [ "def mse_loss(y, yhat):\n", " return np.mean((y - yhat) ** 2)" ] }, { "cell_type": "markdown", "id": "2420664f-01d1-4e05-af6b-4557eb35cc3b", "metadata": {}, "source": [ "What does this expression depend on - or, what is it a function of?\n", "* The data $\\{(x_1, y_1), (x_2, y_2), \\ldots, (x_n, y_n)\\}$, and\n", "* The parameters $w, b$\n", "\n", "Since the data is what it is - it never changes as we try to fit it (thank goodness) - we will write the loss as a function of only what we have control over: the parameters $w, b$:\n", "\n", "$$\n", "\\mathcal{L}(w, b) = \\frac{1}{n}\\sum_{i=1}^{n}(y_i - (wx_i + b))^2\n", "$$" ] }, { "cell_type": "code", "execution_count": 268, "id": "574aaee4-5a5a-4804-9780-3f21a2fa297d", "metadata": {}, "outputs": [], "source": [ "def loss_for_model(x, y, w, b):\n", " yhat = model(w, b, x)\n", " loss = mse_loss(y, yhat)\n", " return loss" ] }, { "cell_type": "markdown", "id": "a6e8d7e2-cd86-4820-a319-0c2413aafad8", "metadata": {}, "source": [ "## Visualizing the loss\n", "\n", "Since this is a function of two parameters , I can visualize it with a 2D heat map or a 3D surface plot. Let's create some data:" ] }, { "cell_type": "code", "execution_count": 269, "id": "be517926-c101-499c-9160-dcbbffcd354a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Generated 20 data points\n", "x range: [0.00, 5.00]\n", "y range: [1.02, 11.86]\n", "\n", "True parameters: w=2, b=1\n" ] } ], "source": [ "# Generate synthetic data\n", "n_samples = 20\n", "x = np.linspace(0, 5, n_samples)\n", "# True relationship: y = 2*x + 1\n", "y_true = 2 * x + 1\n", "# Add noise\n", "noise = np.random.normal(0, 0.8, n_samples)\n", "y = y_true + noise\n", "\n", "print(f\"Generated {n_samples} data points\")\n", "print(f\"x range: [{x.min():.2f}, {x.max():.2f}]\")\n", "print(f\"y range: [{y.min():.2f}, {y.max():.2f}]\")\n", "print(f\"\\nTrue parameters: w=2, b=1\")" ] }, { "cell_type": "markdown", "id": "919116d1-fd29-430b-9d8b-2f2a3231103f", "metadata": {}, "source": [ "Now, we'll brute-force compute the loss over a dense grid of choices of $(w, b)$:" ] }, { "cell_type": "code", "execution_count": 270, "id": "00a67f6a-3673-4bf5-8007-255b671ad62d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loss surface computed: shape (50, 50)\n", "Loss range: [0.376, 75.012]\n" ] } ], "source": [ "# Create a grid of w and b values\n", "w_range = np.linspace(0, 4, 50)\n", "b_range = np.linspace(-2, 4, 50)\n", "W, B = np.meshgrid(w_range, b_range)\n", "\n", "# Compute loss for each (w, b) combination\n", "Loss = np.zeros_like(W)\n", "for i in range(W.shape[0]):\n", " for j in range(W.shape[1]):\n", " w_val = W[i, j]\n", " b_val = B[i, j]\n", " Loss[i, j] = loss_for_model(x, y, w_val, b_val)\n", "\n", "print(f\"Loss surface computed: shape {Loss.shape}\")\n", "print(f\"Loss range: [{Loss.min():.3f}, {Loss.max():.3f}]\")" ] }, { "cell_type": "markdown", "id": "e23d3aec-c5cf-425d-a2b6-bc22c75c675a", "metadata": {}, "source": [ "...and visualize it:" ] }, { "cell_type": "code", "execution_count": 271, "id": "b0e6f311-df45-4b2c-b63f-92b24456e7ad", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/_6/xflrqlk90v11_4t_8ppm4s540000gq/T/ipykernel_28358/2681587642.py:29: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all Axes decorations.\n", " plt.tight_layout()\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9a9e10f948634bedbb7d208c28593d72", "version_major": 2, "version_minor": 0 }, "image/png": 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", "text/html": [ "\n", "
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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Notice: The loss surface looks like a bowl with the minimum at the bottom!\n" ] } ], "source": [ "%matplotlib widget\n", "\n", "# Create 3D surface plot\n", "fig = plt.figure(figsize=(12, 9))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "# Plot the surface\n", "surf = ax.plot_surface(W, B, Loss, cmap='viridis', alpha=0.8, edgecolor='none')\n", "\n", "# Mark the true minimum\n", "w_true, b_true = 2.0, 1.0\n", "loss_true = loss_for_model(x, y, w_true, b_true)\n", "ax.scatter([w_true], [b_true], [loss_true], color='red', s=200, marker='*', \n", " label='True Parameters', zorder=5, edgecolor='darkred', linewidth=2)\n", "\n", "ax.set_xlabel('w (weight)', fontsize=11, labelpad=10)\n", "ax.set_ylabel('b (bias)', fontsize=11, labelpad=10)\n", "ax.set_zlabel('MSE Loss', fontsize=11, labelpad=10)\n", "ax.set_title('Loss Landscape: MSE as a Function of (w, b)', fontsize=14, fontweight='bold', pad=20)\n", "\n", "# Add colorbar\n", "fig.colorbar(surf, ax=ax, label='Loss', pad=0.1)\n", "\n", "# Set viewing angle\n", "ax.view_init(elev=25, azim=45)\n", "\n", "ax.legend(loc='upper left', fontsize=10)\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(\"Notice: The loss surface looks like a bowl with the minimum at the bottom!\")" ] }, { "cell_type": "code", "execution_count": 273, "id": "7be4e41b-8c0f-4ce4-a241-c53c4e0719f0", "metadata": {}, "outputs": [ { "data": { "image/png": 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X6HhO+3B5eZn9jfbP7Ows6/5Lrz2Z8de85jUbBtWJVeZwOOMPD0w5HGDTyRZ9eW5l8HeDJwj/8R//wbql/uIXv8DCwsKmeXCUPvr85z+fzZ0kHvvYx7KUMBpdQOmKdPIyeLJz9OhRFjjRF7rXPPOZz9wzKCP6KZbbcc4552z692DASSlZBKXGDUInJoNst2+H2ZeDrxedoO4V0Hvx/Pd6LvTcKdh0ExisrKzseZ35+Xm2Twg6yaP3n5ORF4P7iNIZKW18p+2nbabt3y4wHXzdt3ac7b/ufn/OBtm6f3d7zQahk2UvoeCePrOUQk5p2RRIuXn+2+2Drf92G/j7jVfb7+SzRFBwtTWNv5/K7CYwpWBp62dqlPfjve51L5YWTp93+j2lI/cDq3vc4x7seESBKaVsU2Dah9Jfd0q7pscaXNgY5bNGKbr9wJQCwf/8z/9k999fSOxfZ5jX3Mkxrf9ZowCzv5BD+6e/P2kB6gEPeAALTGkhim4zuKBHnykOh7M/4YEph7OlRmvwy3u73w0GBbe5zW2Y5aN6S6rfoREF9H+qQaQTiTe/+c1sZbq/AkyGimwprbJTjRudMJE5pUCM6pnITm13IjYKNM+vP9aCIPtItY10Uk0nUFRT2bdUu0GWcJC+PR2EaoMG6a+W77Zvh9mXg68XGRWySzsFp149f3ougxZj63OhulUKAAehOlgy4TvhpI6KtvfLX/7yRlBGZu4FL3jBnrcb3Edksmk/DAang9tPryVt/16v+3aveRCfM1qY6EMn2oPQ+8QJWwPzYaA6ZKcn9NuxNSjZug+2/jtqMze92v69jgs7vReHgd73g5abshoosB3l/Uifc7qPfl8AqqXszw+lzzsFrf/2b/+2YUydmEAnx1en0DGNasL7C1pUBzoYZNPPTk381tecrPhgpsNuC1k7Baa0jyhLiMwpLSy95S1v2cgkoLpz+i7gcDj7lLBziTmcKNSYUm2P01qjRz3qURt/26mr521uc5uN61MtI0E1kjS+YCsf//jHN65Lj+N1jSmNEBi87pve9KaNv/3yl79kXVC3q9Haa+TFYI0i1UqNUmPqdl9urTHdrmb35ptv9vT571ZjSnWqfW53u9tt/J7GYWw3GobGQmw3/mY7qFsljZrp3yd1lu2PJRmEatmofrY/LmZrjdpuNaa0zU5qNomdPlc0cmPwbzQOZCuDdWRUTzo42mZrjelgbetgh096T/XrE+kxB+vftm6vk7pMP8ZO+VFjSmONBjugxqHGlGqSt7tP+uwMfi78qjGljq9bO4H3axpHOe5v7bzdfw/S/+lz+Otf/3rjbzT6qv/zZz7zmU33sXVczCBOarZ3Y7D2M5FIbOqETeOetrJbjelg3ezW9+zg/qLvskEG9wPV1Pf3RX8/3O1udztrH9HYIA6Hs3/hxpSzL3jlK1+Jt7/97Wf9nrofkrGkVeC//du/ZTUy/drI3/u932PdGSnFlIxTfxV70FZRR0q6D1oBpv/T9X/yk5+wmr2tq/+0ckw1iVRjRLWTBw4cYKv5g3U/w5qCvgHYyrOf/Wz2POh+++lxr371q5mxoDQ06vrpNBXSKZQ2+5KXvIT9TOls1HGUTCelu9GQ+51wsy/JWlEaWN9o0FB56l5Lj0W1kmQyqH6K6qsobdCL5081cJRyRqv5ZHEHu1s+61nP2vj5z/7sz1hHUoI6TtL16fmTcaH3F3WHpXorev2pFmwvqPbtXe96F6vDo/Nwes/c//73Zxd6vmQdyLaTVaXOoNTxlHjYwx7GDG+/5vdP/uRPmBmmNEbaL3SbPpSKOiq0nWR9qEMnQZ166fWj39F7nt6jz33uc1mKIe1zsuDU5XSwK28/XZGeE123D9Ub9zt80nuKTDN1Wabn2v/MxgGyQfTefe9738v+TfWk9L7c2pW3XxNM19+afkpQWvpf/MVfsPc4XUaxuG4gc03vlb/+679m/6ZSBEpdpa68ZAwHu/WSLaPU1e2gzw49Z3qPbj0u0HvFSVr0TvdLtZ/UcZuyUajj9mB5Ab2P+ttODHvc7z+/fhfqfg0m7Qu6Lh3f+6mz1FmcoOwMSgEOCqqJp+MimUg6btA+6ePm/UKv+Yte9CL2eSboNabu0JSKS/aZOv9Sl+Nrr72WPX/q4N2H9gN1AacafDre0r6g/UNdygk61lP2UH8fEby+lMPZ54QdGXM4frDVHOx0GVylpnl2NDB8p+uSzekbuz6Dtm27Cw1IJztGkNXba3sGu9vuxl4zP7eazK2zMPsXGih/xRVXeGpMyYT0V8K3Xu5zn/vsaAHc7EuC5twNzifcehnsounF899qXvoXuj0ZyEHIyrh57znhIx/5yCazsNNlcJ86mWNK3aIHGdaYbjWbgxfqZDvKHFOyMYPWZvAz+aAHPSg2xtTpHFMy7f05pn0+9alPbXtdso87Pa5fc0zJ2O62/TSPkzIVdrrPhzzkIczibb0d2djrrrtu6G3d7ULbPHj8GOW4T9BnXpKkTdcdnHdKc0wH/3bnO9/5rPvw05gSD33oQ7c9Xm3HqHNMt84r7rP1dpdffvnG3z772c+edR90zOJwOPuXWwp3OJx9Dq1m0+r9i1/8YtaAiBrBkLk5cuQIM2C0skt/G4TsD829IytGxohqi6j+iP5N1pBWkft1l4961KPYrEsyXVSHQ/dP1ydzRuaAzC1ZLT+grrXveMc7cNFFFzGDRfMWyfJRPevWushRofun2XlkDsny0D4kc/fGN76RzebbCTf7sm8/yJCQDaefyXLQbciQUvOMQRvpxfOnplVk3al2ixqT0OtGDZlo5iI1whmETArZUrKc1E2Yrk+PS/uD7BL9fXA+qROoiy7NDSQjRO8hMjK0b6lhChmmftdhshZ9yCqStfybv/kbZhnpufbfc2Q2yND15zt6AVll2g7atsG60EEe97jHsUYn1JWTtpu2ny4085ReEzLKW00yvab0WlFdXL+RE73GX//61x1Z5yhB206vPX0W+vXS9JqQUSeD/M///M/seW1Xr0zvP3pNncyz9Asyf2TNqFstdaCl14a2nz6bVDdIdfRk5inrYbf3Mh0jyJjR/qDb0jxRMrCjNqmi9x19HunxycrSMZW6/NI2b62BH/a4T9Bj9Gc39xn87G2tLQ/DBNLxdCvD2HXap9RdnI4vZJXJgtI+ouMa1epTRgjViQ5m/+z0vAf3EZnTweMEHZfp/c3hcPYvCYpOw94IDofDiRoUHAyeVFFQuLUzMYfDccZgM59Rm0hxOBwOZzzhxpTD4XA4HA6Hw+FwOKHCA1MOh8PhcDgcDofD4YQKD0w5HA6Hw+FwOBwOhxMqYxOYvu51r9u2pTuHw+EMA42toBL8/oXXl3I4wzP4WeL1pRwOh8MZ28CUOgBSJ0Pq3snhcDgcDofD4XA4nHgR+8CUBmBTS3caU0Dt9jkcDofD4XA4HA6HEy8ExJznPve5bAYkzfV79atfvet1e70eu/SxLAvlchmTk5ObWtlzOBwOh8PhcDgcb6A0/kajwWYM7zTnOqp0u11omoYoIJ2ZXz6uxDow/fCHP4wf/ehHLJXXCa997Wvxyle+0vft4nA4HA6Hw+FwOJs5ceIEDh06FKug9JyjRSwt3yK2wmRubo7NVR/X4FSI8xv7+c9/Pr785S87fnFe+tKX4kUvetHGv2u1Go4cOYKn/M7rIUlpT7fv5PE1HJkpIAhajS6SqSQyqXCt78nfrODQwR2ecwLITkhoVjTARqSwTAOKmESvE43VME+g/T2poLnWjdz+Hkt82N9d3YaiSkgkU4gbJxdqOHT+tH/7uiCiWdN33demmEKj3kO+6O2xfSeOL9dw6Mikb/efVCUkhSR6PcPT+z22UsGh+dKu18lnk6g3rT3vK5VMQMiKaGujb+NNaxX2/yNzw5forHRamC5mYY3wobyxUsE5s8NtQ8XoIS2JEAXndoi+xQtiEj9aXWNbfc60u8eumxrEVAqy5O648ZtmGeeWdn8fnLWtErDYrGMmk3N8mxs7qziv4PxxUqKFpU4TM0rG0fVPaks4L+fs/gUkcUhScNqqr+/4PVjRFnAk4+y4VpRtUoQw7L0/C03jGA6qs3teT0rUYMGCmtr7nFczbsS0fHDX6ySRQl4wYNvtPe8vaV2HgnRk1+tkE20YVgWKsP3+bzYMPOCOX0Eu5/z9EgXIlFJQ+uufXIV8Ltywqd4wcNFt/4dtEw9MI8YPf/hDLC8v4w53uMPG70zTxDe/+U28/e1vZym7qdTmA7Msy+yyFQpKvQ5MhZTi+X3uhDKTQSqRgNnoIkyEpAxJ2OGAmQBkSYZGX9ARC5S6vS6yxQxsrYWxgfa3oECjj0DE9vdY4sP+pvNKOyWi29ag5oI5lniFkOxi8aY6jly498mWa9ixRIQmCLvuayrPKB6dQK+nw7L8/xBccCiNm09VceTcKV/uX0AKSUmE7eBE1w0poYPTS20c3SWoluUkJH3vwJRo9AzYVgqqKo20XRcfTOOG1TIkRR36PuYVFQklCUFMojNksJyUuzhe7eK8OXdBGzENFXJWhGaaMCxn+4/iI0lM4uI5Bb+uliGk3T3/ElSkVRFd04BpO3/fX5xWcX1zFedPOl9cEZNJnDeXZY/llCQU3Ky1ccGEs8cRkkmcn8+hY+qOrn8OzsHN3UVcUNj7/hM20EvY6FhAQd77GDuP83FKO4lzszN7XtdKShBTHaQc+B/NkLCKCg6pc3tccxbTEqBbnT2/aJKGgLSy92dQTHbRNdrIisVdr5eyUshKuz+XBCYwlSoigd3PpeJaOkdBaT4nhr0ZY0+8krwHuN/97oef/vSn+PGPf7xxueMd78gaIdHPW4PSccYyLaRS4b+UdBJ6/GQVcWN6voSVlTEKSjljQ0LXkZ/IoLJSQ5w4cmj3k5wgsC0bp09WYBrOAgKvOH7Tqi/3axgmarUO2i1v08nOm3UfcO1GFgKmJjLMnnrBTQtrI91eoHjGGn5bLnBpEbdy82oFljmCsV0uu77N8WoNhun/+163LLR0DWudvY1bnwtUd5kUFNA36TG6zh+DuKHm7H1jmSLm0t4fr7qWxgIwKbl3IJMTznV4rzaq+hq65t7ZXZJwIZa7J/e8XtvKIy/N73k9M3kZqtqxPbbOhGnV0DXidx7IiQ7hRzNDQqkAl1122aZLJpNhjYzo57ChVfObTwf34Ww2ulCzZ9tgzt7oPQOSEtusds6YY7Q7OHB0CpIixi44PX79UqjbUFIlCEIKq4v1QB7vnAP+BuTpRAJTk1kkPQr6BoPTY8dHCwAHOblUheHBgsAFU6MHzbppodnpoT5CRhEFpzcuug8QiQNKFkIqCUV0/x1zYXG45z8tqVAEEZLLBfoLs1P4zZq794FkCTiSc1+2dEPF+eMIlojDGeefrSPKXubxFmzYWO02WPDrhDnpEG5qLju6bteQYLiw1ifbi3tex7RLyIkFJJzkHgN7BqcWTPTMJlpGA17QsAtQhL0DXQ5n7AJTzmZyxTRqHtce7Rc0zYjdST9n/0DmT2+0mYFKeByQBEHYwWmqp+PwOf6k1wZtTYmTpyqAT6nJXgWn00oasiRAElORsKaKncLBybzDU3nvIWsbtDVNmcM/ppvg1LJtZjMbAxMPvLamlJJc6XVQ63V9saYCVEwpOc/fH5pF6dQWlKTkoTUFytoKepbhyJo6oW3nkRPnPLGmFOrqVgU9M5jFQM74MVaa6Otf/zr2K522hkxGhlZ1l+7CWU+FlhUBPKznRBVDN7F6bAVTc0WYiJk1DTm9n8xddaWBlJCEnBYDsaZ+ZstMZxUq0sLaSh2TUzlPremNS8NZwe1IaTZMKeGJNaVa01HHVCxVG6wpkCQLQ1vTGxbLjmpNxVQSWSm1yWpZIlBu9TCR3b1mlG6RFxJIpMjlAVfOzeFYo4ZJ2X3NblZMQRST6OrOjxqTpYM41q5gUnT+eAlISOcEtA1ndaBES0qj1WrjaN6ZCU1Ahqqm0DE1R2X8k5mjON1bRSmp7FpjmkcKiaQArdeGkhChCHsvpkzIF2C1vYR5de/3gmCkkBZNiPbe77skCmi0O5hT9grcsyhQDwJTY82Qdn18axLNdgclefd6f9NqwbAkpFO7vz+T9iwanS7y4tbGSjbsZAtIamjaRUyw8rLmHs+DwxnzwDSK0AmK3+ldgzVIgpD0JIVqFOhENAo1ZhzOOFHMyawREgWpaQpOYpbS60sjJIdkhSTEgsq6s+oedIx1FJzetOpfIyTDxOFDJbS7zgMBN9Z0t0ZIbjJRdBuoNbuYKAzfwGgjOF1Yw7kHh9+uQkqGnBPRNQyYIxjnG/cITu9yZBK3OTjBmvbQAkIf9lPCWW80OqVf+syncfqD/w8HnvwUTDzsYez3gtsO3Wce3u2zNez17qvsOTiEPlsUiDvva3Meqx+lNGenrIfq9LScPYhpn7/n80gisdG1mRJSnO4r077V+n0n9n5NErBhJWzWpHJXkneCZRus0dCe9EwkHSY92jCQ6u59n+v3tvceSEBDoiNs+zia9BMYmauhmSu0lyClso62kcPpwwNTH6GTEj9TurZSq6zb0pxH6VNDN0AKOXWPwxlXBNuEWspg8dgqJg8MP0YjDMIOThNdDQk52JT94z4Fp7T4WKu02DgKRZUja01lM4H5mQI6mk6b6klK7yjB6YnlGkr59HoEMqw1LZd3DUrvdHQapckppLYxjnYCrEN0aq/RbloPP3jLm2E0mzjxljfj0mf8HgxBgOTA5p1FgmyY7boZVc+ioMLd41HtM9lp22W6q5RyfipKcaybdQXd1ne+fxugZ8h8Mr02tolkIsGCVcf3nXS27fSS23vYTcKy1xebRAdNk1KkfDfC9Z2x7fU0a2GP+6QQne5v74B3PaU6hVvuj7ah1zGxuiKj0wJa2WvOWFNqLMlHA3CcwwNT1roaY0GhpLJvPqsZ7tiYOEIWShBT7P8cTpQxWh0cOn+WGamgO87GOaVX6xnQDAvdjoZsIR37lN5MMgm5kEZPN2F63IHVK2tKQdhKpYlUMgllxDp+L1J6Z9IqBFFg9kozTE+tqZRKMlNKQamkZnc816A6carL3I3lr3+NBaUE/b989dWYe8AD2VgWmcYkuYBOb0QHj7mVpGWw8hY3j2fYFgT2JJ2fVCWtxPrjOAxOTViugkcqs93x/u2Bk+DEeqC1HkDajt/f9C6SU3u/tynos5BAKrFX0CfCsjUIjgJeHcmE4GBPCLDtrqP7XL/GXscTminbQWqLLZYV+ncJS8u3hWH9EBoWmIeVUvEad8YJF978iArJO962399KUN15aRWdUnk57ul1dQh7zOjicKJSE33ihqVIjIiKW5de2bIwPVdAMsB952sjpJNlzxsheT0+Jp8UWSqvV+/XkcfHUJQywj7baXxMRkqxlNHtTGkfig1pjMtec3VPffazu/7bDfRIpmWxixsUhyZwECGRZEGjm7V+2YEZHCSFJHscp0gJd/evW6Zjuy86aGrUhzykkHC+T3XLSZq+yAJ0p3vcsPbuPGzB2LNutY9pn31/cppqqwUkrAxamIKUonrZeH1XccKFv1tofWfCvxx4v2qMdqLV6iGdCX9sTNh2xC1aV4fIA1NOTJgspVFdbcDQvK8x9Jswg1M64Tx1bG1dowSA3/0FpnNpZnfWVr0Z9eDb+JhFmuUZjfExXco0sGysVkZrzLJ1fAwLDhyYQnbavkuQbuk6Tn3h85t+d/oL/81+r6QE9Az3NdIUvFDjp2Fw/3jDpaD1TOePo5mmY6vp9v6TiZTr4LpnOjsOm7bpyFwnE84DXstOOtoXiYSzvgQWBAqhHVxzewu6paoaPfM0dLPj6LE5HIIHprTmJIVXk+k1uUIaNR8aYrghzDqyYZmZL2F1jXc05sSHtJhgY46qq/Fpyx+FpmhTufUTtPKyt8HcbsGpn9ZUNCwcmven3tir4JRSaFk6r0c1vqNaU9FI4PD0hOfW1AkUQugUWO0QoKx859vQq5sXdunfq9/9ztDBIj0SNRpym847jDXtP0bST2vKzGzSccawW2tKda+WD9aUliWcNEvqB6dOrOl646ZoWdNB2piBmKKyAB5ucJzB3yk0ELjRRbk9Hum87VYP2TMnXhzn8FmmnDhidXs4cGQqVrY/Cim9Sc3A/NHJQPsL+BWcskZItQ7aHvcW8DqlV9BsNpM3CtaU0mmbnR5qjY6n1tRNOioF6tu9/RY++5mNny8Z+P2pM78nazoM9GhuuuwO4jYQpp48tu/W1MC9L7sD3vdP7xr5/m+8/gbc5YJbo9lYt+iphOCbNTUcWtO9uPKSK/Get79nwJrCd2v6r+/5d/zOo5858BtntaM94xR0BwExh0PwwBSAqsqYKFEx93ik89KJCs3s47jYZ5oBecj5dhxOWNCJvtHuIEVzD2PWxC3M4JTSSlcWa9B75lik9KrJBKamcqwrqtccP+GNNdUNE6326MFgPzgd1Zoqdgrzk4VQrClBzZe2xie2aWLhv/+b/UzfRlcNdKg8/d//zf7eZ5iUXp3qW7c86IXTU7te3v2GN7p+nL5ro+DOjTV9xm89GhdNTOOf3/zWs/7+rMc/kf3tba97Pfs3mcePf+1LeOIznjqyNX3D37waT/2D30c2d0tZl23TkBfvrenV37wGz37C7+GK826Hi6fPx4Pvcn984sMfH8mauh2js5017Xa7+OPffzHudcUDMZc5D7/72GdujNHp8+SnPQ7/9+Of47vf/p47a5qYg5ikz9r4ZCdy/IOfidMXhG6imBfR6/o/3y4I6tU2a66QH6MUZb+h/TVOKd2c/QPVRzfKHRQm4zMvLgpdevOSgJQqISkkWfOzOI+PoVjj9Okq8vk0Eh42diJretOyd+NjFCuJ/FQ+EuNjKJV2pdZkJ/NKWhx+fMwec00HH+/mf/9/qPzvjzZ+l2AdbNf/RhiNBrS1dbN+Li04nPn/9RSIrq7g+895NoRcjv3dtM8eATNx+zvgnKfsHKjRHE1avBgMTr/7s59v/Py5T34Sb/371+FLV1+z8Ts1k9kIhGl8jGnSvHQHp47sIdy/yHPzB/HxD30Yf/DC52/8bnHhNK7+5rcwM7e5TGhyihrruKs2JWs62KH31ImT+NoXv4yXv+G1m65HQRl9kuj94fQRyJru1aH3R9f+ABfd+hL8wQv/ENOzM/jq57+CFz7recgVcrj/Qx6AYSFrmkxYjqwpdejdCnX2TqcVPOuPnoHPfPLz1D6avP6mDr2SJOExT/gtvPuf/g13u8edB6zp3otNXeMEDCs+31Gc8OCB6Rlq9Q7a7R5KHs6EC4s8jY2xbFhNf9OTncwzjUJNGYcz7uRUAXpPh66ZSGeVWKX0hjvbVEcioGZxfo+Poe+uFGV9JJOsNMErzp0p4fRiDWp2PSAaBQrAltYakCUB0ojp516Mj8klJSg5CW1dHym9klJ6S+fO7Xqdyo9+iB//2Ysc3+dFZ/5/4ZnAlDj16U/teptjH/wg8re6FKU73nHXxkGDacTTs7d8/nL5PAuW+7+79jvfxpMf9Sj8y4c+jDe+9u9ww3XX4V//82MscKzXanjnB//fxm1f85d/het+9lN88NOfZv+mLsDvfutb8ZEPfACryys45/zz8dw/fTEe/Mjf2nHbyLDe+4EPwBc/9Rn88JprccVdrmS//8SHPox73Pc+WDh5ctP173357fG0P3w2nvycZ0FMpnBhcRqvedub8PUvfgXf+p+vYfbAHF766lfhfg998IY11c7MCe3zuU98CpdcdmvMHTyw8R6983mX4lVvfj0e+qhHsIWDh93tKvYcrr3hp+w63//utXjKIx6L/z3xK6RVdcOaOklXfe6frQfc66NsbTzzub+Pb331G/jCp/5728B03Zpq2841pdTjP3raH+FLn/sSCoUCnveSP8Yzn/N0R4E0WVNhwPRmMir+4R9fw36+9uofoF6rw7R1JFiAessCyIMfej88+mFPRafTZYHsoDVN7dK0qZOYRyIRTF0/J97wfM8zqBkZpZK/3XkDGxujmxBFvubger8ZZqBjJDgcL0lZJvITKspL8eqIHWZKLx0rK+UWem19LBohpXQLCS9UpI8pvUVBQiGr7NqZ1g2jpvSeXK3C1C3fU3rTB+chFp0t1FJbpvP793/m306g+0/Pzzsb6eIizfYNr/5bvOSvX45PfftbuPjWt3Z0m39+81vwyY98FH/7pjfhc9/9Np7xh8/Bnz7nD/G973xn9+cgiXjYY38b//UfH9r4HQWmj3ny7+5wiwSkAQP6j3//Bjzktx+Jz37n67j3A+6PFz/7OahWKht/p+B0sNb0e1dfi8tvf9tb7i2RwJ3vfhdc+63vsPCuVq7gN7+6nqW60v/Zbb7zXVx+h9ttBKXPePQTcdncubj9wYtx6ex5Z10ecMd7nbXVhk0NltY/q/V6HcWJ3d8b26X0vust78Kll1+KL179RTz3T5+Lv/7TV+DrX/3mxt+f+Min4Lypi8+6nD99W3a5x+3vv+tj2gkRtr253OH2V9wGhmHgh9/7seta04bF55ly9oZHL2fQdROqIkLreZNiFDbNZhd5VUKnzQvOndJra8imRXRa4ZlmDmcUjFYH8+fOsOMZBV1xSekN05xmkgmIBRWWbbH9FueUXjKlumWh0eigUPSub8J8qYDVyopn93d8sYLZyfzI9+OFNZ2SVYiKAAM2q4MdlhOrtV3/nj5wAPf53Bfx/T98Nqr/95ON31NYS+FB/5Q9cSYQ7ReWkIN6OhnXgcRYSpz8CnWWHrj/4u1uhzu+693scZw0J9paP7gbz//zP8c97nMfdC1nJl7r9fCut7wF//bx/8Lt7nRHFoAdOecc/OCaa/Dhf3s/7nz3u+942xRSeMTvPg5Pe8Sj8LLXvgY///FP0Kg3cN8HPRD/eKa+dDM2++zSCCDi0U/8HTzisY9mP7/45X+FD/zze/B/P/wR7nX/+237eKdOnMBlA4EpceU97o4Pve8D7Odrv3sNLr3N5ZiencY13/4uzr/4Qlzzre/iynvcdeP6r337m9DtdDdMpLQlnVfYRhTQrE/KxP7Mf30K//fDn+C1b9vuud1iTa1t6jjvdJc74Y//9I/Zz+dfeD6+f/X38c//+B7c46q7IZVI4U3/9HoWUG+HbWvbbtdZ16MevXTdMzZUVdPIF3I4cfzUWdddrzXlJVGc0eCB6dZ03tZ4pPOysTGVNvtS4zij29HYJSPzAysnvrXSrBlSWoG5TXOVKBKFetNET0cioOZnfqf0ypaN7FwRHR8WWWl8zNEjw9V0DjKnZpiZksQUmysaZq0pkdIBI2mPZE0b+t51dtnzzse9P/N5/Px1r8EN73wH+x0Fl58D8FAAR3faPgqgz/x8DAC1R2oNPv4fPReX/uVfISk5+8anQJEJ00Rix7E1g1x2u9tvjI9xEpweu+kmdNptPOMxj930e13TcKvLL9/z9hdfdmscOfdcfOHTn8G13/o2HvmEx+1a15qwyZquG/hLLrt0U31sNp/D2srmLIV1a6pDTgrodbqQ5c3nfHe+x13xt3/+V1hbXcW13/4urrznXVGamWYW9fFP/V386Nrv49kvWA8IiX4aMHuOZ9J596o1Jb759W/gxc95AV739n/AxZdevOf1yZoOpvReceUVm/5O//6Xt/8LhITA0nkPzO++SLFdrelZUCffLdejFN52Z+v73VmtKYezFzww3ZLOy+as+dgIg05I/O7QODg2RquGN5szbnWm0wdLaNDQdSv6ponD2a0ZUn2tjeLU6DWBQRKmNaV91tMM1gAvW1BibU1pcWJlpQFJSkH0aG5ov9b0xqWyt+NjPFgD9MKasuBYTmKl3MT0CCU9xkDX3J2g4PHyl78SM/e8N374vOeypkYUZH6MAiIA9zxjTbdC4eO3KI104Hfy1DQuf9vbMH2f+yLppCHRJpyn8qpnUlYHt2Xrqoeu33Le1G6uh83v/tB/YPbAgXU7a9tIJpOQJNlRh97fftIT8e//8q/4za9+hf/8ypf2ntNqr6djC8Lm9zw1L7Ks7VO1e5aBickSatXNtvviW1+K4sQEvvftq/G971yNF//1X2J2bhr/8pZ34P9++GMYuoErrryljpdSeb//3VsaRm1l/vAhfPkHt6TYEmRdn/X4Z+AVf/8qPO5Jj9+zLnQna7odtL8t28STH/V0XPudzR10Bzl05CC+8cPPb6o13YlBa1opVzG1w9gmE8GURXDGFx6YDkBpXGl5vYmIH6aBTkL8rC/aaWyMaQxfP7OfoM6csirBaPJVP068yWfEWDVDikJKr2LbyM/moekG61AZhDX1KziljsNSXmHjQeh7IIrWlNJmta6JerOLicLmwCcMayoawJGZCXSM4U6sjxbcjZ6Zve9VuOqrX8cPn/fHWP7G19jvKISgZ7BdFecvtgSlM/e9Cle87e1QZmbQdTH/s89GJ2DLcjXflKzpxNQkCxgH+eXPfraRGnr+xRdBkmUsnDzF0nYpBKZuwNRJ2CkPfcxv442veBVrTHTBJXvbxKTtblRSvxHSrW9zOW7Y8lzI5t/xblfiK5/7PK6/7le44q53RlpVoPU0fOhfP8BqUvvdirem8g6OY+mn9G5Nmb36m9/BMx/3FPzFq16Gxz/9d1x1FR60pj/63i0dnvv/vvDiC2HbSVZLvFsq73ZBvBNretNvjqHb7eE2t93uXZre4vI5HPfwwHQLddadVxuLdF4+Nsb9bEOZ1RpxOOPRDCk9oWLpZBml2ehnLYSd0kvnzCePr2F6dvTaxyik9J44WcbszPBzOncaH+OlNVXMBLIzBZZ2HLY1pSBe6xpodHoo5IZv0qJT11uH5/vKzCzu9h8fwbW/9zSc/uLn2e92WkYY/P2BBz8EV77v/UicCSiVlICuYUB2aU2p1pRGwLjtSHzlPe6Bf3vHP+ETH/4Ibn+nO+JTH/sYfn3ddawWk8jmcnjmc5+Lv3vZy5itvONdrkS1VsOPv/c9ZPN5Vge6FzOlafzPz3+MjOxsYa3/DKwd9+D23O2+98ZfPf/FbAxOKpXaVGf62r96BS67/e2Qya5bdGqK9KmP/hee9fw/2nQfg6m8gym926Xzfvcb32ZB6TP+6Fl48KMejtXlClKgcXUiiqWiK2v6/Wu+j3960z/hQY94EL711W/hsx//LD7w8Q+wfWHBxMzBGVZrulc6b79D76+u+zU0TUe1UmUdf3/6k/VRQpdTEJpQYNhdXP2d7+Occ4/gvAvOQ5JShpmpJkN7y5mTzc+iOCPAA9MtqFkFiiKNRTpvFMbGcDic8IhbMyQiTGs6nSMzAJSXGyjNBJMK7Zc1nc2rLD2wvNpAycO0bhacemRNKe24XG2xRQFVlUYPTke0prKVQn6ygKY2XNNAGlnimkQCjRt+vfHP8878n07zqd3U9JkTtf7vicYN17PbbaXnMjhlAYxlscCURsg45X73ewD+4EUvxD+88pXodbt4zJN+F496whPw6+vI667zgr98KUpTk/jnt7wFf33sGHKFAm5929vgOS98gePHmZ6YQm+bbrS7sVcgttWa3usBV7H61e987Ru41/2v2lRnSsHqlfe828Dv7oYvf+4LuMs9d27e1IfGx/TMs4PT//qPj6LT7uCf3vA2dulzl3veFR/9wn+xn6/+5nfxhIc8Ft/5xbU4fPTwjh16/+B5f4Cf/OgneNPfvQm5XA6v+PtX4D4PuA/7m2WnICQo5LUczzV94iOfgRPHbxnJc9WVVPkMrHSP3bL9H/00nv7MJyGVEFkwSvefoJZVCelM86PoZ+gMS9WkbJpwt6ExRHZE3EjYTirfxxRq0U2zn57+rHdCkm5ZIWXpvI2ub41D6EQkiMCUSCsSepVW6KMgjhwuIjcpo7HWG2bmdmAIlPrc7rATpliTAHJTChqr3Ujv77EhwvtbUkQkFZnVT8aBvjXdMTilfT0holHRfdnXNDJKLKTR6QTT0ZwWKv0ITIlUKgkhK6M94kJrPpdCvXHLGVnfmnoRnBJyQUZXN0Y+7vat6SjBacPSWF2iknZXn1tSJTzhzudi7uA8DKqldBgg1n95Hb56X6osBQ4BIJe4COCzdCJ8pkPvw8jKAfgwjbc5c7v7fePbyF9yyab7opRe19aULsmEa2vab4Lk5vFM23I9qoYCU3lgHMxekDGl148exwm2beD97/lXfOMLX8a/ffKje16f5o86mRO6mzXdjmTCZq8F3fdHP/BhvP0N/4iv/vDrEMWzb0/WdLu5pmfdJ0x2f8nE3osOFJzuVWv6619cj0c9+Hfwo59/G/l8dpMpTSVlWLbOSqJOHjuGpfRbkBuYc0o06wYecuknUKvVkM8Hk5niZazwy+uvQi4Xrs9rNAxccuH/xG4fuoEPbdwhnXetPR6WkcbGpEdciR6FsMzHsPS6GqQ072XMGR+osU9luc5qTuNA2M3SKKV/bbmBXif+s02pVrZSbbFmeF5C1tRLFpZrnozqIWs6KrmkhKlCxnFgsxOa4Wwh6NTnPrPx80WUngngP84EpTgzJob+/QMAFw7cbmHgdlutqRtY46Az1tQNVGvqllQiycysmz1LjZAG547uRRJJVzWzYkLA45/xFNz57ndl6at7QU2WnNbKrltTZ8cRqgvt3+v/fOl/8JK/+Yttg9Ld5ppuxWIm07tAaun0Cv7pvf+AbG49CE0kUuzCHmtTKi8/h+IMDw9Md0jnLU0M35nPCX7WFp01NqYXD1MSlVmmq2vhdTLmcPwgLSWhZCSUl8IdyzJMtkUYZIUk8gUVghjc6Ci/gtNMMompySxrPuM11AjJCyZlBaoisYwVL6BGSKNwcrUKUx++aZQbw7fw2VsCzJ8C+MZAPWlKXW+wQ//+OoCfDdzu1GfODkyp1nQYKFR0E8yNEghrpuFoRM1Zj+MiONUs09WcVkrlfeaL/gTZ3N7nfQkKfB0YSLf0LSwF1u/64Lvx8Ec/YtdaU6eYtsnmvO4FpfT2mzbtxH3vfx9c9YAHsA69bJvtWxaT6Gd6WWn/9Klqt6QAczhO4YHpNtDKLbXaH3HBdEf8StvabWwMxxlTB0tQuDHljCFWu8vqTSlVNS7WNMzgNEmGOaCG5n6WdtDJ4sLpKizDjLQ1ZeNjPCih8MKaTskqVEWEKKR8taaN39zAUnn7UE1pn4v++E/w0J/9Ahc+94+3/Xv9ul+geeNvPAkW+02b7ACsKdU9snRel9bUDSmXwSPVmrrBoMDXF2uacJwm7NSa2h5aU7Ki6/dFqdLCQPOj9WCZUoHpd/TaWolBv8/hOCf6ZyghUauNTzpvf2xMmJwIsdum27RHJcTUZw7HL6h+7+RvlhCDuDQSKb1UK6X1dNTKrdhb00lVhigJkCUhsta0SwsBNrCy1oiENU3ROb9p+2pNFz732bNvNz2De37kY7j1y14BKGlc9vK/wd0+8jH2+62c+uxnPbOmG2m2QyzIuw6EXY52Gdaaugny3Nw/pa/S/nJ3306CyPULWdO9cGdNDU+sKdXv0nxUIZlj92fa9JyocZbM6oYNi3qzmBvpvQS3phy3xOQUJXgyOQWTIwzajlI6L42NqbTDqy+LU52pYZgQfDh543CiQGkijWa9g26MFt3CtKaiaWFufsJVs5Zh8bshXko3QT4m6tb08AFq9xO+Ne1qlHIKrJT3rjsc1pqe/vznNv179r73w/3+5xuYu899mXWSzhjb2fvcF1f9z9cxe9X9Nt9+m8B2FGuqMWsK361pP83WTXb5MNbUSdOfYa2pToGvC2vqFItZUzfb4STgFTyzpiYMlspLo2N0q3NLfemZjaYxNWRUxaQKM3mZJ4/J2V/wwHSXdF5RHI903vxEGkUaHcPhcPY9UsJmtedri9HPYgg7pZdSS5dOVQMdteOXNdU1E62Whkat7Xlw6pU1NUwLjVYP9cb6CW/Y1lQ0gCMzE46Drf5/Tq2pVq+x/ydEEZf/zd/irh/8EJQpGhCzrs5My4J5Jr1ZmZnBXf/9Q7jsla9i1x+8vVfWlNJfaRHG7UIMBaduA2GaoTrM5ANX1nSI0RpO7z/JUpLdNXJynNILizVZ8tqaOgmkndSarjeYuqUj7Hqtqc1MKR0zKVC1BmaZcmvKcQNXQ3uk83a6GkppGXFP5VVkEcEMP4g/1L2Ump7EZe4jh+MWo93FofNm0OsZrAtt1IPT/giZMCimRSRlESkxydJ7/bamlEnj12xT2QZyswV0esM1oNkNCk69GB+TthIoTOXR0fSRRraxuaZnxscMi25a6HUMtLoa8nv0aqh3dDQ7OhqVNWTzE0imznQrtUx0DR3imX8Pcoe3/CNL5z30qN9G4daXwaLGQCZgJ+l269dJphIwB1KKz3vm72PyLnfByU98Agcf/giY+vbf7JZpoqPrG9bVKVT/uTm8dgY9TwqkncK+XRPrwbfTGap0wqpZBsyUs61jtY7J9W3a6b1E1+l/09Oe0m3d8f1rtsFqZp0EpxTC0n0bDnUQjaUx4KDzrm2Qw3Q0PiYBw9GiA2tklNw9QKcJqfS21NFhM0wT0KDrBsqrNeh2E73E+gIbWdOUNdi2i8PZHR6Y7pHOS0O/bR/HBtBJSBAzTZuNLoo0z64ZTgrf4QtnsbjUQEaIfv1mp9VDqZhG02OzwOFEBQpGqd507ugUrJisv5A1DassgBohJYRgFij7wakfUDC6tFSDmpGRGrGxz1Zr2p9tOioUQCytNVg9rDRiWQULThfWRpprqtgpFCbzaGnarsEaic1P/vgE7n7BNI5OdlgX5H6LH0r7FLYJTDEzg8ln/B7ID3cWTm38mlJc+32g+iHipoCiOMFuR9/mi6duud12TXqE5BCvc4Ie75ZtcIrB6g+dJ+Kx/eNiLih7jDPBr+CwWH79Ndj5EWjvmFu62LL7d/g8+unItkNrye57oAZzJxIJm31enYwtYk2JHLzONLOVSDl4fBvGrtdbnxWbYjNVk6DswiRMW0M7eRy17PeAxC2LFBScVrWfQcD8no/L4fDAdI903rQsQO+OtnK7E7Qi7lfa1lZyxTRq9S7cVVHsTyZni1hbqkLyv6yMwwm13rRRabEuvZIixcKasuD0ouCDU8qe6FTazO6o2WACVL+saVGRIKrSuu3wOCvEK2taFCRIWYkZS0rv9SKld9jglIKD5WqTWT1Z2f2Uqdkz8MWfn0ZaTEERyZGtf4kcq62n3B6eKuz5eHSLnJhAQ78lmJIzIroGNbBxfyJyrFHD4dLejzuIkEogQRkCprv3x7E2TV0FDhedL7YbKRMtXUNBdj494FinjKN5549Bmc+pZAK9LatwlE5csJOoJaxN/ZhO91ZxJFd0nMacSNKihbP36aq+hHl17xpoShMuiGSI95YJLfMk+/+cciYNfBc65nFMi2c30tqKbq6PeinJOx9v08kcEvYSpGQWqYSFHiqwEt31NzGHMyQ8MHWQzkvdAicifuK2F522hmxWQa8SXIfJuNLtaEhnZJjtbtibwuH4ipwCxKyC5VNllGbD7YIb9ZTedAKQp3LQDYOVR8TVmhKJnskCDy/x0poSxxcrmJ28pY4tzJTefEqCnBPR0Z0Fhx1ayBgI+nNiGjeUy8hk0s7ST80kqtotkzjX6jVkFXmoOa+LrQ5UB4+7FVOwsdbqYCrnvD9FVsjg+uYqVN35bZJGAum0gtUdUpK347TWwenVDi6YcLbYINOpbsqAPjB385Y61xTKCXNTYLpotLBYaeGCgoP7t4CstJ56S2nGe7FiNbDSbODc7B7BoU0BZwdds4eCuMf+FEpoGDchl9z7dW5ZFTT0Cg4oB3e/YqoEzbge2dTO96mhvp6ObVyDSfnwrndH1rSl/WTP7eNwePMjB+m8pYn1Iddxp9fT2ciAMInD2BiyI6LM3TJnf2C2O2y+adgjpZxyIsQuvSduXnWWs+cRfmXUaJrB6otrVe8XKr1qhDSnZlg6KfVHiEIjpFOrNZj68AsSF5RKuHFxuAB5Ukwjn5Zdpcn2ubBYwo3L7h9XMpM4UnRnWvv8Zs35vqZAf7XTQqPnvMzoAnVvM7i1oZFp21AFZ++lI8qcq/s3TAGGw7znOemQ4/vVTRXTsvMO0yfbi3teJyOcDzcsd9dt7F6s9U64ul8OZyficSYy5t15gxobU11rod5z36XOK+aOeDtawFf8yN3mcCI63/T4DYtIxWDAadizTWcKafadQMdSv/G794Bk2TgwV/T0u82P8TFeHIu9GB8zJatQFRHiiJ+TYYPT42vVkUy92+CUArlat4tqy13m0IVZ9+nnqi3hQDbnOgP0horzADhhpjYaSjkNTm+oObv/7plOvkrK+SLKTc3lPa9Dydw1vYGGsfdrkBPOhRtOdxf2vI4kXOjovlLCJY6uZyVv5eh6nP1N9M9EIgCl85Y78e9pW5jMIF/kY2Oc0G1rkBRuTTn7g6mSiupqg3WkjjqHDxWxeNy7lFG3iLqJA4eCm23qlzWlBYnV1QZ6Hjf383R8jGGh2eqhFpHxMceXq7AGOuQOY02HZVbOsA67brvs9q3pMKQh4FAh77s1pT16utlAx9B9s6a6ZaFj6ljp+LOopJuiL9bUtDKYkoqOgnYKTt1aUxr9kknlcEA5ipI0i4JYorZGm67PrSknSHhguo/SeamJg2VZrNkJZ3c6zS7KVV5jytk/pMUEFFVCZWX72YhRI6yUXgrolhbGY7ZpThRQLKq+2HKvglPFSuLAVH5ks+uFNT2QybImOrIohGJNRSMxUmDs1pqyNNt2G81Oz3drmk8qmEpnHHWhHdaapkwRR7LO5tK6taZUX0rdlxc7dY+tKVDWamia3suRNW0NM8ohlKQZtMwG2kYDYkLGlDznmzXlcPaCRyj7LJ23Vmmj6uP4GyeE2cDEKaW5YmDdNzmcqGB2ujh4dJrN8Y0yc7O5UB+/qIhQFBFyAFkVfqf0njxZhu3xLFsvU3pZV9xyg9XEjgoFp6NaU0EfYo6KR9a0q9P8WVpEEgKzphkImMu5T7N1a02JE40aNBedgN1aU8O2UNe6qHS9MfBbMS0Jh9VJz62pZedQEvOeWtMp+TKco17EOkdTUEp0rTZWtdMQExKU5ObsOm5NOUHBA9N9ls5LY2OKpfDsL80zjQM91pnXeft6DmccsC2bBacpajEZg5ReGh8TFomuzjpyxt2aTufSzJjKshBZa1pISShklUjUQWuGCU03sTZi46ihramZcFUrOao1pRB8sdFARzN8t6allIq8JENIJF0Fp26sqWhLOJQt+mJNyZj2LB3L3aan1pRY1apom95JBTkpo24I+FH1apS1ZZbOmxHW07ar+hqbUTqMNc0I7hYLOJythH+Ujwnjks5rmhZrOR9AeVSsoVXpRH9yNoezj6BFmfJyHaYRXqM0N4QVnFIqb73WRrvpLs0xitY0pZtIeNzwzetGSCcWqb7TioQ1pY61h6eLoVhT3TDR0w2s1luBWdN8SsaUqrpOsx3Gmh6vV1mA5xeUnrzWbaGuufvcOg1OTVPCIQdzSt1aU9h5FMQcaDquF9ZUTWVYc6U+bfOWYLpNab1nLKpba5pACh2zvef1OJyd4IHpPkznrdc6WGvF3/76jambvB6Xsy9RpSQbLVVbPfvkJEqE3aWXJvxNTuWGmi8ZpUZI9P3Wamss0I6qNZ1VVaSSyUiMjzEtC/V2F/VGNxRryka5TA7/3h9mfMzJWh29AKzptJhFWhAhJv2zprIt44DqLDXW7fgYShduGT0W/HptTVd6ZXQczEp1QlWvYkKaQF68GD3LQEGchGWbkJNpzCqH2GVSmkMqIbiyph1MICPsMaOVw9kFHpjuw3TebEFBaTIb2uMfuXA2FnWm7WYX6QyvM+XsT6xuD7NHSpGvNz0SckovzTa1xyClV7aodrcQ+fExlG4+Kl40QkrbAg5OOg9uvLSmFBjX2l3UXI5yGcWalkQFBUUZapaqW2uaMpNsXI1bnAandM/LnQaaLroAu7GmtiVj3gdrmkQROSHDOumOak3bZgsto4lZeZbZ07XeaYhJanx0AIalo6KtwoaFKWnOpTW10TbW0DV580jOcPDA1AXUDGeyFF5A5xVazwikaUfcKU7nUa37n6bH4US23rQdj3pTIqzglGabGkb8Z5tSk6GVlWiPj6E01nZXQ9UjszuKNWX7q9ZEh2qNQ7CmLDCeyAdqTY9Xa+w18NuatnUdQiIBOSX41ggpjTRm0lnW/Mdra2raFmp6G5Vex3NrutRdRc/2JtW5rJXZPNO6IcJEgtWZrvROYU1bgmZ1We1pKimyZkhurGkXk1AFet3j8d3BiRY8MHU5U83P+swg03mb3AbuSbfVY7XFHM5+RevqqK420XM5LmK/pfQGOdvUT2ualwQUCmlfUpM9Gx9jJnBgphAJa5pLSpjKux9x4oU1ZYFxvYn2EIHxsNZ0RlahCCKkVMp1cOremqZgDZGK4Cal91SrBsOlmXVqTWErOJAuem5NhUQJakpBaqA50Si1plRnqqZUdM02TnePQbNuOdanUxmYlg7d1oewpqvomdH+3nBL1RZRsaVQL1V7/KUSD0xdQiu1lTFI56WAq+GyXsRrop7OS/MKk0MMM+dwxglFoPR/FSsLw5md/ZDSS8eK5dM16B6MNAl9fMypiidNhvxK6aV9Xa610Gp7c9I7aiOkU6u1kWbaUnA6rDXNJSRMjxAYD2NNBZMa/HjbKGs7uobBGhVRvalf1jSfyKAgp5FKeG9NadsrWgs1res4OHVqTU93VqC5aBC1dyMkFUJyltnTPkVxkqX1UsrvevIzXFvTtECfe25NOe7ggalLMlkFpTFI5+12NPZcwqwzjQOGbkS+xo7D8Rur08WRC+Zi0c07rOC0IAus3IOaRsW5EdJMLs0CHZrTGlVrmksImJ7IjmyovbCmk3IaGUWGGNIom5tWyrh5pRKYNe3oBqhhvSIIvltTwUyxelo/relCswbN5WM4taYJW8FsenS7vxU5OQUpKUI405hoL2u6FzW9hpyQh5rKIisUcEA5CimpYLV3Gg1j+/eWkw69TZ1SguMvcjjBwgPTodN5E7FP5+10NEi81nRXWvUuFN4AibPPISO0eGLNc5M2bim9STbb1H+b1Mev4DSlW54/Dy+tKWVfnl6tQ/Mo62dUayoYwChlf6NY0wNKFsaQn0sKToexpikj4UkTqr3QTJONjlluNX2zptlkGhlRcjw71Y01pT202m2gqWueW9OuKUN3keq8mzXtWl0WnM4ol7P93TRqrL60w2zp2Ti1plpiBkqqiAQPNTgu4IHpEFSqlM4b/9z5KKTzRp2JmTxqvAESh4N8RkQymUB1tR7pvRFmSi81lut1ddTK8W6ERM2cqA9Bs+G8eUvQ1rQkyshnZAgjmkovrGmnp4Oa1Yojln4MG5yy2y6NcFuXwSkFjJRqe7JSC8SaHi0UfbWmxxsVGC4DbafWVICKKSXneUJr19SQSiQhemRNq3oFK71l3Nz+NX7d/AWMLXWlo1lTbxuqccYbHpgOQTYX7rgVr2g1u8gX1FC3Iep1ptQASc3RtEIOh2NrGg4cmYrFfN+wglPRtDA3T42Q4m1NqdBjZjrvaXaQ1+NjTixWYXpg8Sk4HdWa2h0L1x9fGX4bRmiENGxa7ii3JWvac9mht4+b4NSwLDQ1Davtlm/WdEooQE6lICVTvljTGxvL+E1j1XtrapA1tT2rNSUywvmO7su5NZ2FnKKxSrwkiuOM6J9dRDSdlwZ9j0M6L6VChVVDGYc6UzrmJ6ighsPhsPS9k79ZYjVmUSbMlF7aRyuLNWjdeDdComPf0nIdhhbd8TGzqsqMqexRXe9I42PO/P/mEZuEDWtNWVpugNa0z29Wyr6Pj5EtAUfz/lpTmIJv1nRCnGTdb72mZ+nsPJTqTb2wpoMMNkIa1Zo29NPQLJ6dx3EGD0yHpFptodqLf1F3Za2JegCdJOM+MiOIhiYcThwoTaTRafXQqnszS3IcrSmNXaFSCTGART8/GyEVZRHZrBLp8TGCvr4YMCpepPReMDnafYxiTftsF5xOZlVM5zKeW9MLC8Nvrxtrato2qr0uqt2Ob9a0Y+isO6/T2alurGmf3zRWPLemvRhYUz1xAHKKZsZya8rZGx6YDkkml8bkGHTnLZQyyE/wdN7daNU7qNSctXznBMPxX55iF044CLaJ0mwBoixE3pqGFZwmewaGGMM4NH4Fp0nNRNJhY5gwUnop60fTTaxVnDfI2Y1RU3q9sKan1tzVbu4VYLZ6GgtM95o/GmVrqtgiDuUKvlrThCnA9MmaHlQOwC1OglOypjTTVk5Kkbamde2Uq2ZNnP0LD0yHpF/XkkzFO52XDmiUYRJWzVgc0nlLMwVk8rzONAqB6NaAdLvfcYLBbHdYM6QoE2ZKL2Va6JqB6lq8GyF1uzqbHVpZa0TWmkoGcGhuYuT78dOaUsrlbDGLybwamDUVkkkWjHZ1A6vNNg6VCoFa05KaxlRG9cSa0lzQlXYL9V7XN2vaNdezx9IBW9MZpYAJKXOWNXWKlx16B62pnEx7Zk2N5Lyj63E4PDAdgXK5hfoYdLWtlluo0ZgDzo4zX9N8ZEzogejho6VdLzsFrxx/0HsGKks16L3oHztCa4RkmDhwKP6NkJK6jvlDpchaU1oorjU6aDS7kbam7Z6O2WIOsoMU72FqTVPJBG49dUswlpElnDO1HrBXWu2NYDUoa9rRdcxmsxC3ecxhrGkGEg5mqZGOv9bUCMiaZgUZF+bmUJIymEsXWZfdYaypbhkwbctza5oV8mgYTc+sacsKNzuPEw94YDoCuUIaE8Wd6zbiQq6YRrEU/+fhK0GdWe5TnASie7H1ujxI9Z+0lGSLNmuntx/Cvt+tKZnGlcU6tE68GyGxwK/aRtujwM8Pa6raKcxO5kY+VPtlTSk7qdHpYanawMHJ3VNSDxfcp6wSeVXBkanihjWtdbqsOdR50yWcO13a6HLrtzXtm9qObmCt3caRYtETa8o63FbL7OKXNe2ZFOTZUIW9GwqNYk3FZApHM9PomBp+WV9ApdfEvFoa2ppSranhca1pz8pjQpr2zJpyOE7ggemIJx2mZUEYcXZZ2Om8dNKRpC7DIablxWFsjKQ4+6LiOGeUQHQ3uE0NDqvbxaHzZyOd1hvmbNO8lEI2nw6kEZKf1jSdSGBqKufp6+ylNaXAb7ncZKnHYVtTStvNpiU2zma7maesfGaPCJpSet1a00qzwx77jgcPbvyu0e1htdFCtdXBzasVFjTu9Qq6tabUNEgRhA1rmpEkHJ1YD0ZXW232nhE8sqazUo4FjvDVmqZ8qTWl1/xIej2lVbdMLHaqkJLracOL3RobV6OkxOGsqW1Ctw2s9GqeWVMbFlpGA02j7Zk15XD2ggemI7K21kRDj386b73aRqUVTpfhONSZNusd1Oq9sDdjrKCA1KtAdFibyhkd07CwcIzqprwfh+A1YQWniTPBSNzHx5w+XYWpDze7MojxMYWUiGJeZSmtYVrTyYKKB9/2Ytzq6AzOnSthfjKPmWIWpZyKg5N56KbJaib94FS5hgMTeczms0gLInKKDM002eWiuSmcPzOJ82cnUVRpUq031rSQVnDfc24JdmrdLpsLem5pgl3oue5mat1Y02ECTbfWVLcsVm+60ml5ak0nJBVHs5MspZes6ZrWZI3FssL6a3G8tXbW+8KdNVVwID3tqTXVmDXdewGBW1OOV/DAdEQKRRXFYvzz5rMFBcVJns67awOkQvxf56gQZlDIA1TvKeZk1uinWfO/0U9cGyGRyauX27EeH1NSZSiKCCnC47NOLVY3mhOOGpwOa01Xqy3Umh0UBRnX/uIYNMOEKovIpWW0uhpOrtZQyqVZwOq1NaU61tOVOi6enERX1/HrxVU2LuZAIY+1ZhvXL60yg3qwmPfMmpbbHWZNqdlR35rWez1UOx00ej3cVK5gIp3GwXzOE2s6zG3cBrMpS8SRrPNjBgWne1nTtV6L1ZFSbSmRQAKGZTJ7StCsz/7Pw1hTwzbRMzWsaQ0PramNhl5Dy3Q2qodbU86o8MB0RGhxq9vTff2iDiKdV9dNyDJPVd1x/2gGT+X1GL8tqZPHHzSonNFIGgYm54qQIjxCJkxrKpkWZueLLNUy7uNjsIv9CtuaTqfTkEQBkkep08MGp4vlBvIZhY2y+f51J3DzUgXHlitYqbVweLqIiayKYjbNAtS9cBuc1tpdnK40cNNKBaooIi2JLCBdabSYkau2u+vBsiR6Zk1P1eq45+GjmMlmcF5pAnlZRrXTZUErpfXO53OYzmSQk6VYWFMyvL+sLjtubOSUxU4NhzITuF3xIqQSKTY3lYI/ClbPz87i3OwMDquTGym+rjv0GjLaRsdba2oXUBQnWSi9G9yacryAB6YeoKQlNE1v05sG60yDolHvQM1un94TRDpv1OtMLVaLG906urgQtSCQp/d6h9nqsBFaUe0VFuZsU9uysXSqCsPjVNigU3ppbmivZ6BW8d6OexWcprT1MWijMkpKL9WSNjs93PuSczfVGM5PFpg9pUCVLjPFHFK7dModZXzM7ebm0OrpuGFpbVMqLRlUaorUM3YuQ6Lg1I01bfY0nK7VcWlpGgu1Bn69usZeAkrlpfrTny0t4+ZKFfP5QmjWlIJTN8HsYcXdYzixpnW9y4JTei9Qo6Ubm8tsVMwhdZI1QjrVLrN6Ufr3MNbUYpWhNo61lzzs0GujplfQNvdufkbBKbemnFHggakHtNsaciEFdF6SyStjUS/rF616B+kxeJ2jQNi2dCvcnnqXWbB8suJJKuU4pvQW0+J6KmxAVtkvaypZNg4cIPuLSDZCouBZ0w2UPQqeh7WmC6t1nF6tsyCQxseQrTxdrrMFTqqDpbTearODqT1mmw47PiYrS6C11P5cU3pMmmVK9aenqw3XDX72otLpYqFWx3VLK6ymtW9S6W1CgRjVnlIwTCm/2wWaflvTYfHamla1DhY7dRiWCCEhIiemcVNzBQudCnqWzpoiUbOowUZIbqxpSTzsanucWFPDnkBBpNFDEV115IwNPDD1iFarh3R67xlSUU7n7XV1qOp67QPnbIpTedQa4TSIGheiZku3snUmKsc9OVVgJ8C11b3rnPZjSm+ypyNhJ2JtTakj/Vq5iU5bi6w1lXRgfm70fTBqIyTqFvzg217EglOCUmgrjQ6mi1n278VKg6Xe7roNQ1rTxVoTl0xPY34ijwOFHC6em2YBz7G1KhslsxdurSmRFkU8/KKLNmpNm5qGtq6zFF/iWLWKtuZN5+SLc9M4ki/gnMIEDuXyOL9YwoyawYFsDlNp1RNrep4647k17VMQ0+iaGm5oLLKAtE9eTLPa056pD2VN+3htTavaGtveveDWlDMKPDD1CJrlNw7pvO1WD0o6vFrTKKfzdto9qDluTMfNlm4HT+8dDVvTMHdk0rdRWnFO6dU1k5VNtOrezwQNshFSNpVCaSIT2fExZAOr9TaarV6o1lQ3LdRbXVZXSta0H6yS0e3T1ZxlKrm1pvQ4J1aqOCdfRLnZwalKHSfLNbR67hYU3ASnFIR2dQOHCvlNvTj6acNkjbs7pBC7taZ0X7cuzGK13cLpZgPL7Sa7bwpKzy1MOJ5FGoY1JXKigqIwwTr09plTCqzGtKa1z8pG98qaTkpF5MX1hRE31tRECTmxwJo2caLPOeecw3oabL0897nPZX/vdrvs58nJSWSzWTzmMY/B0lI4C7aD8MDUI6jjouqjMQ02ndf/Gqg4jo2hGrHkmVVvzvDjYeICT+8d7bNC800TieiOkAkzpTcNG1Oz+cCOJ34Fp36Mj/HSmmaQwkwpO3LDqVGtKaX03mpuGoemC2xczIESjYxxl+4+rDWlOabLtSauW1hmlnS3sS1eNUI6UanhirmDrKnifD6PYlpx/XydcqrRgJhKsdmmlJk8l8mxTsC/qZZZDWeUrelqt4mSnEFRVNHUNVyUOwAlJeFYa5WNktmJYa1pOqXgqDqPopTHjFxiHYLdWVOgoq2gO2B3d4Jb0/D5/ve/j9OnT29cvvzlL7PfP+5xj2P/f+ELX4jPfOYz+NjHPoZvfOMbWFhYwKMf/eiQt5oHpp5Sq3dQbvdinc5LxjTroEvgfkXraLw77xDEOS2Wp/cOR7etod3soVX3f0TKKITSCMkGTh1bg21YsU7p7Y+PET3qgOu1NWWzV1frrOY0TGtKHF+qwDAsVGod3LCwympLh2GYWtONtNwztaZDPa4La0rB7/FKlf1/tdnGDWtlltLraDtdWtOOoSOflDGppDGfzaOh9XCyWUe529lzVuwNVeePw5oVGSbOyZUwnyngvNwkZpQs5tQcSvL2acN7BadtU2O1phflzsGsUsBar4FTnTKaxs7ZFMNaUyEh4FB6Dpql4TfN46jpTcxuae7kxJpamEJGyCHBvVbkmZ6extzc3Mbls5/9LM4//3zc+973Rq1Ww3vf+1686U1vwlVXXYUrrrgC73vf+/Dd734X11xzTajbzfWPh6gZGZOTm9Mj4pjO2+vpECM8py5MmvUOKjX/U/DGkTjZ0u3go2XcI9gmJucKEDwMXMbFmk7lFCSSCawt1WNtTVO6RTmVkR0fUxJl5DLyRo1nWNaU0nWzSRHXHV9Csztcbe4oHXr7DBOcDmNNqUtvJiHiF0vLaDkMSgdxGpxOqSrSgsg6//58dQmnWw2IySQunJjEecUSS2Omv486Puac9DTykgw5mcJSu4GVbhNd08C0ksV5+cmz0obJmjphtdfEyXYF/1c9ju+t3bTjHNNhrGkSCQiJFLOmhm1gtVdm/yZWemWICRFyUhrCmq6iZ/Fa0zCp1+ubLr3e7lJM0zR88IMfxO/93u+xDJIf/vCH0HUd97///Teuc8kll+DIkSO4+uqrESY8MPUQSluhleOg5tT5RWWtibpHK8zjNjZmYjqPXGHvDoqc8bClW+H21D1WpxfpMUsUnIbVCCmlGTh0dCrW1pQWMqkLc9mHZldeBacnFiusYVPY1rRPv9Z0WEaxpiM9rstGSH36jZD8GAVD6ahrnTYaLY11Aj6cK+DSqRn0TBNLrSY0y8S5hZ3f/yfrzs83bm5UsNxpwbAtZmNn1SzqWhc31tfQNvSRalMPKgccb4dTa1qQMri8cPuNf1f0OpKJFNTUelbc6e4y9C1puU6sqY0pqPvQmlbNNCohX6rm+mt3+PBhFAqFjctrX/vaXbf9k5/8JKrVKp7+9Kezfy8uLkKSJBSLmz8bs7Oz7G9hsr/eVQFQqbZRGXI1NCrpvMXJDPI8+NoWrWdAGoNa4qCJuy3dCrenzul1NDRrbbQbw6UuBkUYwalpWFhbbaDX9qZLaVjWVDQtzM/TKAlEMqV3Ts2w0TaKLIZqTdl9TI52H3Gypux2heG314k1peCz3OmwVOGD2RzqvS5+vrKM4/Uqq9tcaDZY/WlWlEa2prNSkY16ubx0gKXztnQNp9t1lHttdv9bU3qdWtNBBhshjWpNK1qTGdKsoDJrSsuDpm2yC6FZOpSUjIKYG6rWdLCT8E7wWlN/OHHiBEvH7V9e+tKX7np9Stt9yEMegoMHDyLq8MDUYzJZBZOl9bbocU3npbIMWgFPCfztse3+sWyWgsfZX7Z0Kzw4dY4ICxMz+ciWCISZ0ptNJVGYUCH4fLz105pS7WS90UXTh8UHr6ypqK0fu0eFgtO4W9PzpktjZU3JXqqihCkxgx8tLbAU2z6UfkupvYO/G7bWdFrJQBUkrHRaaOg9LLTrMG2LBamHMkUcyRa37QQcpjVd6lZwae42rNnRgfQMpKTAAtIkkjigTGM+PctqTaWk6NKaTkMVsux+nLDcPenoehxn5PP5TRdZ3nnU47Fjx/CVr3wFv//7v7/xO6o5pfResqiDUFde+luY8MjDYyigo1TeZCregUu13EKtF046LxHldN5WvcPGA3H2py3d7rmdGOMA3CusDnXpRWQJM6X35LE1WKYd6/ExlGA2M5339DX20prqhol2V0Ol5k0zrlGC07CtKaW80gibcbGmRFFRYMFmI1ao4y69DWmm6cFsHivt9o7diA8pzk1/KpmEbEv4VXWZBaT0GNQMKSfKuKlRZoEqBahRsqZNo4PlbgXJRBKnu2Ucay+wvXQkcwBySsINzWOs9nRGnnRtTcs9sqaGI2vKCY/3ve99mJmZwcMe9rCN31GzI1EU8dWvfnXjd7/61a9w/Phx3PWud0WY8MCUVhNWKp7u1HK55WuNZhDpvPmSiuKEP+Y37mNjClM51Br+pWuPC3EbDzMs/ee4eLPzk4n9iNbVUa+00PWxc7kXhBGczhTSpCCwtux9neZ2+BGcUqbN8kqdlTtE1ZqmzQQOzhRGvh+vUnpPLlVHCk6HtaaqLeDAxC1zRoOypjRH1S9rutJuIS8ruN3EQVb7SY2PKL12tdNif9sLJ+NjFtsNrHbbWOm28N3FYywIXu221jv2mgaWO01mb7fr0humNa0bbWhmGsdbCyygJspajc25tc/8TLW6mTO1p06tKRLTSAsZx9Z0pbfg6Hoc77AsiwWmT3va0yAIt2QsUV3qM5/5TLzoRS/C1772NdYM6RnPeAYLSu9yl7sgTHhg6gPZfBoTxXin81o0cyyBSDctCYsOjdThNbicAQ4dLWH2QJ6Z03FOXx4VOWkjP5GBnPZu8P24pPSmdAOHjqxbi7im9BYkEfmc4mlaspfW1LRsVOttNIewhdsxakrvObMlpENIb6eAZKXeYgY5KGt6UaGEi6enmGX0w5qSBV5o1DGtqjhSKOJnK0tYbrdY/SmZ1N1wU2tKqboPnb/1xr9rWpeNrJlJr09kuLlRPquzrltrmhUUrHX3DqbddOjNCArOyx7emGta1ymItpAX17f7VIcssDmENV1Gz+bWNKp85StfYRaUuvFu5c1vfjMe/vCH4zGPeQzuda97sRTej3/84wgbHpj6dNCnlF5BiOaIBDfpvNVuME054gSvMeXsFqASPDjdGbPdYemeUU7rDasREh1z241gjLJfKb0nT1XWFzYjak0zSGGmlBv5/eeFNRXNBA2GDMWa5hIipvNZZvuCsKYUGp5uNNBxmU3mxpquttu4uVZFtdHFqWadNT/aKyh1a02p+y41Uzqg5jYsqGYaMM+kClPHXqo/3fb+HVrToljCvFry1Jq2jC4KwiyKZxodrW+ryYLT9Z8NdAdGwFBw6syaziCdJGsa7/PdceWBD3wgi0kuuuiis/6mKAre8Y53oFwuo9VqsaA07PpSggemZxhl8PR2rJWbaOgxT+ctplEs+TOXNe51pt1WDzLvzsvZBt4UaXcM3cTKqQoMH4+PXljTMIJTNQlMzuSQHHHmZpjWdCaXZsGOooiRtKYs5bjcQNejRddRrCmre+3pI9e9Dhucnq7U2XzVoKxpISVjUl1/f/hVa+o20BzGmh5vVHGn0jmYUjKYUbKYVfMsIN0NN9aU0oErWovZWC+tKdWYHkhPo2n0MCkVkRFUGA5qRPdiTVuC5sianjfyY3HGHx6YkuWY974OrlBUUaC6oRin81KnxVQqGYrZiHqdKY2/qNajXSsXJvvdGPLgdHeyaQGSLKI8Qo3dOKb0UtC0cKIMU9ucChi3Rkgp3aKza0/vk4JTr6xpISWhmFeRGrFUxQtrqlhJHJouhNIIaUJQUFSVoffDMLWmp2p19Hy0pqPcxmkwS/WkC606bp0/CN2y2BxTp0GkU2uatNOYTRc8taZdU0PPkCAnRWSFDE53ljdZ0q04taaJxCzkZJpbU44n8MDUxxMMOvhKER2P4JR6rY1ymzf62crEdAG54tkNDji3sB8aH+31/OlCQfp+D9S3w+r2MH/uTKTr2MOwppMZmY3VkeRgvjv8CE4Nw0Sr1UPDow64g3gVnC4s16DpZujWlNW9NjtoNnuhWNOT5Rp0WkgIyJqWxDQKigIhmYy1NS33OjjRrOH7KyfYbFMnuLKmsLHWo8y7nqfWtKq3sNBdwTdXf4SW6d14p7K2DP1MjSqHMwo8MD3D0SOTnqfzKmkJTcP0zZoGkc6bLaQxMcnTebc78RJivujACQZuT7eH6hAXWCdj/8ekxK4REhmlAHaLnym9sg3MzhYiOz5mSlagKtLIjZq8sKbUJXeO6l5DsKbTkgpVEiEOkT5Owekw1vR4tcbSmONsTfucp844tqAb9+/w+ik7jWkl7+h94dSaEiXxsOPrurGmUlJGKsFrTTmjwQNTH2m3NeRyCuKMrhmQ5XA6aEY9nZdq5ASRH4Q5e8OD0+0p5mVWc1ovNyP7NgrDmtJxl7p/18veG8fgxsfYWF1toNfRI2tNRd32bH7sKNaUtmCpSnWvRijWVDAS2NJI1ldmZBVpUYQYgDUVEklUuh1frOkwuLGm9L5Y6dbR0J1lrVFw6sSa9ul36PUKVmu6w7xYDscpPDDdgtfWlNKZlIiORnBKo96BmpXD3ozI0ajwOtPt4Gmr28OD0+1J0qiFQxOR7GIeZiMkybIxO1/0vcbfT2uaEwUUiyrrVRBFa9rp6qwRjzxi9osX1pQaA5XywzUGGtWadjTaD4AiCoFZ0/Vg2PbdgJ6bKeFQNu96v0bFmgrIYEoZ3qYHaU2TiQOQkhJSCZ5NxhkeHphuSef1mnRGRsuH1vmBpvPmFTQ8qsUZJyZm8nye6Q7s9/rSneDB6fb1+Fanh0REv41Ca4Rk2VhZrEEb0aJFYnyMDyUtXlpT2tejQsHpqHNNF1brLIMgDGsqDhEobnpcl8FpW9eRSiYhD7Eg5daa0uiYnmHE0poSS50a2g63P2xrutpbYg2hOJxhieipwPhALenVmI8VYc9BlUNL543q2BhKUVMy3CRz3MGD0+0+SxrrdN1pOh+PEDRhWNO8JCCbS/teMuCnNZ3OKsyGyx42c/LSmlIDJE03sFYJP518Uk4jo8gQhjTMo1jTnmFCN02s1FqBNUISzGCs6URKRVFWkIqpNZUSWUzIGSQ89qZ+WNNU8gCEpMitKWdoeGAaQDpvvd7BWtu/0SJBWNNWswtFjXeA7Qe00p6IcFdRTjThwenZSAkbxalsYN1o49MISfd89Erw42NMJEiNR9SaSkYCh2aLkbCmJ1YqgJ0IxZpKZhJHJouBWdOuYbC3dnqIFGK31vR4owbNNH21pjTXdKnd9MWaLnaq6JjeW1MhkULX4f0SToLTjpmGvsdcVw5nJ3hgGkA6r5pVMFnKxnqmaSavoMnTec+CLE86G+8GV17C60udw4PTszHbXSRT0VzooeA0DGva7ehspnR5uRHI4/kRnOq6iXZHR63q3sYFYU1N00K91UOt4c34jFGC01k1y4ypPKQlH8WaGqaFZreHSrMTmDUVmTWF79Z0SsggK0msGZJf1nRSyOFodsIXayonciiKKpIeW9O8cBBZUXXUTZesqRN6Vg9CQoCQiHd/FU448MA0ADQ2zzTlexMLP+m0NWRCDMCims5bnMqj3uBzXgfh9aXO4cHp2d1oV09XYZAljChhBKeCbmLeh0XTQMfHWDYOzHnbzImCU6+sadpK4sBUfuT78aIRUkKzMMpISApOh7WmipXCoVIhMGtKFpPqP1caLdfBqWtrWq/CsPyzplRb2TF1rHRavljTU50Kug6trxtrutRdg+Zivzixpm1TheFDlgRn/OGBaUAzTau1Niod/wKYcU7njfLYmE6ri0w+HfZmcGIMD043k5FTkFUJa6criBphpfTSzNfyWhPdlhZba2pZNlbpOfjwPehFcMrG21Ra6Hi0faNYU6p7pXrPtYp3htkplm2j3Gyj2ekFZk0lK4mjRf8/WzNiDorgfkyNG2uaskQczhR9saZqMo+cSLWy3p66S4lJyCmyyd5ZU83qIZFIcGvKcQ0PTAOCbGNpMt7pvGpOQcvgdQOD0IJgnE04Jxrw4HQzdreH+fNnIvvZCsOaZpIJTExmPR29Evj4GCGFiWIGSQ/r8r1M6c0lBZQ82D4vrCnVex6aLoZiTTO2gNnC8CNK3FpTw7LQ6PVQaXV8t6YpM8kezy9rSvfdNjSsdtr+WNN2BT0frOnpzgo0F3WhzmpNuTXluIcHprvgpTWlGqFUMuHpF3LQ0Eq3GmIX2qim87bJJPPuvJwR4cHpLZiGhZWFKrRu9FJ6w2yEdPLYKuwRRnq4wa9GSKcWKswAe41XKb2nl2usJjZsa8rqPTuj170OE5zSO2yl3kRriM/fsNZUtlM4VBguldpNcEpjasiYyinBVXDqxpoKloTDWX+saSZVgCrIrmtl90JJTkNkdaGCh9ZUY52ExQRvnMlxDg9MA2yCVC63UNOMWKfzNptdNps1aKKczlso5VBv8jpTzujw4PQWskoKalaGnI5eA42wGiFNnykbWPO5EZKf1nQqo0AUU5CkaI6PmZQVqIoEQUiGbk3Tdgrzk8PXe47SCCmXkDCdzyA5ZNqCW2vKUojbHTRcphAP0wgpZaZg+jhr07AtNPQu1rr+WNOT7TI0h9vvxpp2TdlVN11ntaZpXmvKcQUPTAMkm0+jNKHGuztvVkbTh2HpcYaMKb22HI5XwSldeIdjwOr6N2bLC8IITlO6gUMBNULyy5oKugXbiq41FTTbMzM9ijWlYG2t3kZrxHFzw6b0LlYb6PSCs6YqBBzI5Xy3pjSmhkgL/llTkaypi1pTCk6dWtNcqgg5KUJ0UBPax0lw2jU1VmdK5tQra6rbOmzY3JpyHBO9gXERTOf1ajWWmj+Yls1WYim1N450uzpUVUav55/53SudN8xUup1eVzGCsxc58WYwOD1yyTz2I4ZuorFcR0pIQk6HV0awozUNobyA0pzra+uzEtMZ/1PkTty8ilvfdtbzTvUWUqyhU2lquEBkK/Q97VX5TZeCMTUFRRLXfx7Bmt6wOto2ZRMC5KKKlqaxFFvX21Aq4YbycNtQTMmQM+KZeaP2UNb0vBnn50/0CMutFnusrCK5sqbXN1dd15qaCf/S4k3bRlXroG3oKMreTzQwTBFWouOoDp+s6aJ20tH9dg0ZYqrjypoeUuf27NCbEbwZxRQmZSOLrhFuWnLbGP/sPG5Mg07nXWui4eM80CDSeRv1DpvNGjRRTufttnqQlOilHHLiDU/tBdJiAvmJTGQXf8JqhFSKeSMk0bQxP+9u5mOQ1lTUANsaPXCh4HQUa8qCtWoTnRHrrYe1pguVOnpDlCANa01zCRFz2exQjZfcWFMaU6NbJiq9jm/WVLJlHFTzvljTtqlBTKbYxVNramksfVtKip5ZU8PWYdkWxCSf+c7ZGx6YBky+qKJQSMe8O6+MFk/n3USj2ka9Gb1GLZz4w4PT9ZTeKLaN62dvhBGcnjy+FlgjpMVT3i94mqaFRqPLFjqjWGuqGyY6XQ2VmrM6QT/JpyRM5TNs/EbQtaaTYhoFVWHNG4OoNaV39GKzibZLUz1MralopnAo537xxWlwyupme23Uel34AVlT3eExgKypU8ia0kxWp/AOvRwv4YFpwN15KRuGVh+9bPwQNFrPgJLmXdYGmZjJI1f0p344LvCaSP/Y78EpdedtVFto18MPErYSVmnBdE4BRetrS3VfH+fonH/PT0ECszN5T8cCUXDqlTVVzAQOzgzffMgra0osrNWhj9g8cVhrerJMnYqtwKxpPilhOjNc4yU31pSCr46hY7Xd8m18jGIrOJgp+GJNO6YOIZmElBQ8taY9S2dz8Ly1pgbqunfn0pzxhQemIaTzUlDX8rEjXBDpvPVaG+W2Fko6bxTHxlDdV0p0nlIz7gEUh+9br5ESNkpzBQgR/ZyF0ghJM3DoaDCZMlRr6jW2bWN1rYlOCN8lTqCeEGRMR20+1GeU4LQkKShkhjeXo1jTaUlFRpZYEBSENSUW6u4bLw1jTZM6cCTvozWFjZVOEw2t5581ddGh1ylUS6m7qCt2Yk1tBHOs4sQbHpiGQLutIevTyJXg0nkVlKaygTxWnKxOVOvgOOPBfu/Wa3UopTeY9NU4WFNaEKuWW2g3/O1efMCjBkXbkRNSKE1kPJ3x7aU1zSZSmJ7IDp1G6+X4mFOrNRhDmEsvrOnxtSpLvw7KmhYFGZOq6rs1pSZFlGpb6bqrNXVDGgrm1LzjcgS31jSZ8N6aapbBFo7kpOSZNeVwnMADU4fW1Mt0XqLR7GK15U/dQRDoZ9KRvUzBijuUalhrRHPlnzNe7NfgtNfR0G1r6DSid+wMa7apmgQmZ3KeBnY7pfT6NT7m9GKVdWD2Gi+CU5JGi6t11kk4bGs6JatQZQnikE2vRrGmc0oGkiBASqUCs6Yna+4bLw1jTRVbxKGs8yZFbq0pa2DVaaCpa/Gypj7MNeVw9oIHpiGRVmVMTeZ8s6bBpPN2eDrvAMUpXmfK8Z/9Xm+asgxMzRWR9Lkj7bAEHZyywOlUBboWzHxpP4LTUlqGmhbZKLUoNkKaEGXkM/LIXZC9sKYnV6owDTsUayoa1LTKDsyalkQFxbSClM/WlDUp6nZQ89GaqkhjJp3zxZp2TR0JJDy3prplwLQtbk05gRLNb/aI4qU1pdVXSUqNnB4UJpmc7NkMunGAVvxFmY+M4fjPfg5OKRBbOL6KhIuV/HFP6Z1IS0irEkSfm+r5OT4mZVi+dBn2KqX31FINpkfd6EexprNqBqKQhCSkAremHc0AiXl5iMem4HQYa3qiWoPm0qYPY01VSDjoszVdbNfRNvyZAW9aIgyH443cWNOeIcPwuNaUw9kNHpiG2ASpUmmhNsLw7rDRKRATKbgOe0uig6EZkW3Owhkv9nNwms+KrNauttZAFAkjpTfZMwIbH+OHNe12dPZdong4D9pLazqdTkMSBYhDBoReWlPRSIz8Wg9vTRMIck1oSlKRk+WhGi+5taZr3TbqLka7uLWmmYSKKSWDpENv6s6arge8soNOuq6sqW3CsE0ovNaUExA8MA0RNatgcjIT63TeWqWNSiec4DqK3XnrtNjQ5HWmnGDYz8FpwtQxd3gycim9YVlTar6m6wYqK834WlNq7ONDx3qvrKmoA9YQDYC8tqZdjRrTAOkhDfko1rRnmDAsC6okBmZNj1WrbK6s79bU9teaEqdaNXRcWlOnwal/HXqp1pRbU04wROsbfZ+l81qWzdrRCyOuwIZJphBOd14aGxNFCpM5FEq8WzEnOPZrcGpbNk7euBzZLr1hWFPRsHDwcCm21tQwTLQ7OmpV53Mlg7SmXcpwIqs7Ysq0J9bUJGuKUKypZCRgBWTniVk5g7QoQvTZmrImRe0Wmi5Gu7i1pvlkBhNy2nG3YbKmTulRJ13YUFLeWlMyprptYLW398xk3qGXMyo8MA05nXd1tYGmTzUHhN/WlOoqU6kUEj53hIxXnSkfGcMJlv0anJaKCusQXi/7awmHJejglGxeZa2JdrMXW2sqWzYOzBUja00lsqYOa/n8tKZkEHu6gbUhg/hRrKluWujoOtbq7cCsqWAkXDdeGsaaZiFhLuO8SdGw1pTMsz/WVILuS62pgrm08/3Ja005w8ID05ApFDMoFNRYzzStVVqo8nTeDTrNHuT03rO/OBwv2a/BadLQMXuohJSHHV3jnNKrJhOYnMr5nuJMwakf1pSCvrVyE92OFklrSo14NAoIK83QralkJnF4evj3GQWnw1pT2Uzh8GRh6Md2G5y2dZ3VmQ4zrsatNV1qNdHUNN+saSGVRV5y3m3YjTWl+aOmZfliTXumhjVt77p+bk05oxCtb/KY4PVM03a7ByUd326u2YKCiUmeztunVm6i2fHPgnM4O7Efg1MqfTpxw5JrwxEUYaT0Lpwsw4zx+JhsKoXSRMbT2awUnHplTWUjgUOzxdCtKQUg9XYX9RDm+tJj19pdVJvOR6yMOj5GsNynEA9jTXMJGbOZrK/W9ESzCs1lvbJTa+pbh15TwZzCrSnHX3hgGoF0XkWV0faooUIo6byGxea78XTedSam88j6ZME5HKfB6X5ispRmhq3hYW1inK3pZEaGJAvsEteU3tOnqzBdjglxghfBqWFaaLZ7qNXdB2VeW1PVFnBwMh+KNWWPPZEPzJp29fUFX0UQfLemp5sNtHTdN2taEnLIihKERNIHa2pCt0wsdRqeWlOaado2uyhre2cLcGvKGRYemEaAbldHOi35MnYlqHTeKnWj7fLuvES/eR0P1DlhBqf7yZoSgmVg+mAxcs3kwmqElNIMIKCxHn5Y05IqI50W2UiyKKb0KlYSc9PDB2WDweko1pTGnKzWW2i3R0t9HiY4pccuNztodnrBWVMzGGuaTyqYUZ2PdhnGmh5vVh130XVvTSUcUkueW1PdTGNWcS5oeK0pxy08MB3Smnqdzlut0tiV+I4ZyeZ5Ou9ZY2Pq8X09OfFnvwWnGym9ieh16SWCDk61nsEscnWtFVtrmtRofIwdSWtKtbCVWhvNlr+NppyQS4iYKbpPPfWiEVIWAmYL7psFDWtNNdNkacSqKPpqTYlTzTrahn+1ppNCHumU6Is1JWPas3Qsc2vKiRk8MI0IalbGpI91mn6n85qmxQyhlzVBcSZfyqIQQt0th7Ofg9OpkopOq8dTes8gmRYOHJqIrTXt9XT23VJedZ6SGKQ1zSZSmCllR852GtWaUui+WGmg1zMCt6ZsxEqtiTaN0gmy1tTy35oWk2lMKqrP1rTinzU1Jcxza8qJGTwwHQEvrSnVaSYSCVarGdt03nIL1W44TX+On/Q38B5m2L2S4Z15OdFgPwWngm1i5uCE711pYzE+hjrcLjfQa+uxtaaiaWF+fiKS1pQs/XK5iY5HXelHCU6LgoyJXBqpIReHR7Gm+aSEqVzG8WzOUa0pjauhetOVRisQa9o1/as1nRILzJqKyZTn1tSwLbbty92mL7WmFV5ryvGB6H1z7+eZpmtN1M8U98eRbCGN0hTvztun19H5TFNO6Oy3Tr0ULCzcvALbDKYrbdQbIWWFJIqljC+LnkFYU1q0pa6zjREbDfllTQspERMFdeRsIS8aIS2s1mFQ+vMIDNsIaaFSR4/qmgOyppKVxNFi0XdrOpFSMSGnXQfdbqzpMbKmPnXotXyqNdXMNGZ4rSnHB2IbmL7zne/EbW5zG+TzeXa5613vis9//vOIM3kK7CYysU3npeHulPESRVMRBrW1Jprt+C40uOXIJfM4cczb2muON+y34LSYl1lpwdpitDIpwmqEdOr4GkzDiq01TQOYncl73iDQq/Exiyt1VtPrBTePYE0n5TRURYIw5HfwKNa0JCgoqMrQxtatNTUsC41eD+Vm23Vw6taanmzWoRmGb9Z0WixATqV8s6Yto4fVbstTa2pxa8rxidhGEIcOHcLrXvc6/PCHP8QPfvADXHXVVXjkIx+Jn//857FN56WVfurQK/vQ4j+odN7KahN1j76g405xKoecjwsNHI4b9ltwavc0zJ837Uu381EJOjidyikQhCRkRfQ9OPXDmtJ348pKg5VIRNGaliQZ2Yw8dEDopTU9uVKFZYRjTU+Wa9B1KzBrqtgpHC4W4DellIqCrCDlozVNmAILtv2wprYlY16dCN2aLrSDX5TzkpqZQTXkS80c/3PK2Aamj3jEI/DQhz4UF154IS666CK85jWvQTabxTXXXBPvmaZpCS0fZ5r6TW5CRXEy+A/OkQtnI1dnSvVdlN4VxRNjzv5kP804pQyO1dNV9CLW7TyslF4aH2P70OF2O/wITvOSgEJB9Twl2StrenKxytKOvWBhpTb0bWfVDEQhBXnIMTujWNNpSYUqiRCHfI3cWlPTtlHpdFFrd323pscbNdYR2C9r2jZ0ZkwlH6wp1YQ2jS7W/LCmRofXmnI8JbaB6SCmaeLDH/4wWq0WS+mNM+2OhkxGjnc6rw2khLF4a41Mo9qGmqNENA4nGuynTr0ZOYVsQYXkQxZK3KyprploN3uoV9ylPkYppffkqQpMw4ykNZ1VVUhiil1G4XwPrKmgJ2C7nPXplTU9Xq7CNOzArKkKAfP50efJ7sWUkEFWkhyPdhnemto+WVPFlw69mqU6tqZZ4ajj++XsX2IdPfz0pz9lllSWZTznOc/BJz7xCVx66aU7Xr/X66Fer2+6eGFNb3K5yrcXjUYH5XbPl3TeIOxdhZo4URMEeqzBC5Hw78KeW8QuNDam1TVD346gLlF8Dfhl+9fpxK9O7Yt9Y/W6SCajsS39y5HDxVA+KzJszB0889g+wt5fN3tvTaezynrwJwmeBqfHT3hjTQXNHjkgJOjlOTZCrWlPJzsOqJIw1FvlwlJp6LfZQSXLjKmUSg11ezqfcnN927ax1m6j1em5ut1F2SnceMaaOr3NiXoVhmU634/q9PrPtrNLV9chJBKQEylH1z8qzzm+f8uyUNfaqHTb6zN+9rjQbW5uLO95PbpfsqZVreXofjmcvYjeMrILLr74Yvz4xz9GrVbDf/7nf+JpT3savvGNb+wYnL72ta/FK1/5yrN+n88mIcvDx+hTExLyudFWSQcRBAmzsxmYLtNTnDA5JSNX9PdlL5RykCUJvdpA2kgCUHPCmW8Sfx63NKeiZWiYm80hShSmJ9AqD5+aNRS0v4tnzHuAXwalQ3nkZlTsOxJApqSs/xyDL99bzahYOl1Hq9nA3DnuUs5CZ4j3tklBWTIJKe1vjaUbLp2cxeJSA3NHgk2vbhldZLIiEinn0WnG5ffbZcUpnF5tIF/w7nuxjyQlYAkp9HTvPmhTuoRC1ot1eguqKmK10kFhhEyZ+VIRNqoopoffJqp3TSoC5ORw6cWzGRGtRgPzk+5rOJVkCoYIaC7N6Z2np1jK7ITLjKsSJGSKCpq9rqvD7wFRQq/VRimjOrpdSSpAlSVohu549ujBpIR2vYFDeWeZBIohwBYsOH17a1DQrLdwOLv365S0RZyTnkBb37vDdTF1Ltb0ZeT1vcfeJQ0FB5RJdLXdszHEIUw6Z/8R68BUkiRccMEF7OcrrrgC3//+9/HWt74V//zP/7zt9V/60pfiRS960ca/yZgePnwY9aYFaYiC/T6rFQ2rlRWcO+PVCYaJtCxAb1hsNdBL1GwOP/vlKo7O+VvnJIkW7I55SyfIMwFpo6r7duKeyeVw4volZIRozQ9tV3pImAb0IJtCnTnnbKx2Aw2UyifrUFOxPqyMtr+Xz6xGxwB6nU4eK7PX7PAl84gNQ7631YkcOjUDhoepoKNSXmyzy+ELZwN9XCMpw7Qs6LrzfdGoujt+ra32sLa6hMPneN14zwTSJkRJZM0CvSAnZvHT61Zw5PDofSOEro60mkFtxI7sK3UNy/UVnHNw2G2yYPUMrNZbmCy67/uQk3O4oVxGJjfEuZGmIZlOsR4LPZeft8WujsWFVZzn8nzqWLnKZsGrsvPFp6ycx2qvDtW2HB9KflFZwVwm6/j6qlLADe0VqPS+dYJpgioPkkICPXPv95AkF3G8t4hs0tlrXNab6JoaCtLeCyerZgurvRbOyc7sed2u3UUr0UFRzOyatcjhjHUq71YopWC3Nz6l/PbHy/QvXkBfZh7Hj1grt1DX/BmK7vW2bkeZdec1z07hsP29sOcWsUtlpYlmywh9O4K4RHH/88vO++DQkRJ7zY5fd2rs95PV7a2/QSOwLf3L4fliKJ+ZRFf3vRESLX769V0jkE5y2cF0L2hbvWiERA2Qmh0N1dpotbznTZXYyzUKNOtzfqo40tvlN4vloW4nGAkYpu36dhcU15+320s2KWE6sx4Uub3tDWtrjq87K+UgUJOiVMrVY1xfXYOdgKMLqNbUth1fn91/3dn9w1YwqxYd5SLPyofWb+Pgotlnak33ui6HM66BKdnPb37zm7j55ptZrSn9++tf/zqe9KQnYRzI5hSUSvGdaZorqiiGNColat15+dgYTpTZL516u20Nva6GermJ/d4IqdfVWQBVXm7EcnwMWe92R0et4rzLaJCNkBQzgYMz3owxuWmEWlPDtNDuaqjW24F36KU6V0IRhUA69BKLjQY61N/CBUcoSHOJYKZcjXZx26G3e8aUKg6zj9x06CU3XOm1UNO6nnfobRptVHXvPpOc/UlsA9Pl5WU89alPZXWm97vf/Vga7xe/+EU84AEPCGV7qAmSlzNNadSIadoQhFQsZ5pSCrJpWmx2XtBjY6IGHxvDiTr7pVNvyjQwe6jEUgz3+/gYQTcx78PIs+3wIziVbRsHfOgA7IU1pWN+udZGs9ULfa6pYpM1HT5IpuB02A69kpGAZQbXoTefkjGlqkgO0d3LzfiYjqGzx5Bdlq1EpUNv0k5jNl3wvEOvTnNN5WCOKZzxJbaB6Xvf+15mSyl1l4LUr3zlK6EFpX6xutpA08XcrKhRXm2grsV3+70eG1NtRGueIoezlXEPTildc+HmFdgep4F6EZwGbU1ptBd1UKcRMnEcH0MBT7XaRqvRjaQ1zSZSmCllR+6ATMHpKNbUtGzUWl3UPdxPTqH6UjKL6SGsKQWnw1jThXoDnZ7ueq7pMNaULKFf1pTqS2mBPx0nawobDaPFrSlnfwamXrLW27tDmVO8tKaFiQwK+XRs03kLpQx7DmEQtXTeHL2WpSz2AyeOeTs+iRNsSu+4B6fFvMzmmZSXonWMIIIOTjOpBCanc4EYZD+sqZpMYHo65/n4Gy+sKS2CLJcb6AXZ9G4HVFvAgclcONbUTHpdDrwrRUHGZADWtGsYsChwFERXwakba5qMoTU1TJVbU85I8MAUYKuaXqXzek273YPiw4iD4NJ5TQgjDhwfh3TeXkdHOntmxMUYcyRO3V05+zY4pa6h8+fOBDLXOcopvRQ8LZ2q+t4x3C9rSttPmUXdjhZJa1pISWxsTGrEwH9Ua0oBVKXRGTm1eBh0w4RmGFgZHB/nszU9Va+j67LWdFhrSt2t/aJnmevBb0qMnTWt6aM1/+LsX3hgyoaBJ5BKRXNXKKqMlhmttDM3lFeaaLgYSTDOUHAqUh94DifC7IfglNJYl0+Vobs8eR1Ha1pMi1AzSiALiH5Y05woYKKY8dz6emFNiVNLVVdjeXZjlOA0AwFzE+FYU9lM4nDJm2ZQTpgQFEykFd+tqWaa0C0TS62mb9aUak1NO37WdFreH031ON4TzWgsYFarLTQsPZLpvDSnTU1LvqzskzX1PZ13UkWhqCIMopbOW1trojnibDsOJwj2Q3CaTQtIqxJkHzJS4tYIKaUbsPozp2NmTYnTi1VPFxm8tKbTShppRRq5EeCojZAotFmttdDx0C47RTctdHQda0N0Bx7amtbq6AVgTUUzhSN5/4JuzVoPflWHKcPcmnLiDg9MqZNbLo1iXo1sOi81eCiH8GXiBbTQp2kGRClYUxjFdF4aG5PfJ3WmnPizH8bIsNmmESOMRkg0SodQFDGW1rSUlpFRZc+7wHtlTU8uVYbqTuu1Nc0lRUwXskOPkxzNmqZwKEBrWhLTKKYVpHy2prplMXO67KM1pVpTamLlBm5NOXGFB6ZngqdWu8fMZBRRszImJ/0LaPy2pmsrDbQMns5LIwSIRIRGVXA4+3mMjKGbqK400G1HL0ANOjil8TH9Y1QcrenCQsVT6+ulNZ1TM6zOVBoxXdoLa7pUbaDbHc0uDxOcUi1mq6eh3AjOmp6o1qC5TKMe3pr6996m4LdnmlhqN32xpuVe05da07re5LWmHNfwwPQMtFLchhnJmaY0CJ1qJZKpRCybIE1MZZEr8HReolFtoVaPp/3m7F/GOThVhPUO4kFndUQtpZeC9E6rh3q57Xtw6oc1naYmQ0ISkoevIwWnXllTUV8fcRO2NS2kZJTyadZbY1hrOiyKlQzUmk5JKnKyDCGZ9N2adg0dKw4Dx2GsacoScDQ7AT+sacpW/ak1tTKY4bWmHJfwwPQMtKomiqlIDV4fZK3cRCOCjTqcQic8SsBGOorpvLmJLAo+2m8Ox2v2Q70ppfRGqUNvWNZUsmzMzhcD2Rd+BKeCbsGP2SReBKdU70id6hVZDNWaEqfXGiPX5A5nTW3U2l02VzUwa1oLyJpaAg7n3C8oOQ1OKfjtmDpWOq3YWFMbNqp6A3Xdu5GMnPGHB6YDrFZaqBnRbIKUy6uY8HEmqN/pvIoqoTd0Zcv4oHV1KJlopoxzOPu13pQ+l81aG+0hmrOM1fgYy8bacgPdlnffg0Gm9FI/A+qAW15zbq6CTOldt6ZW6Na0JCkoZJShx9iMYk1ppurBifzQt3cbnE5LKjKS5Ls1NShwHMKauiFliTicKcaq1tS0spiW3Zlezv6GB6YD5LIKJovRbIJEK6204uplmlKQ6bzUXVhWxFCsRNS683ZbGqQAmoyEOcv0xDHvFmU40WDc601FWCjNFSAIwc5djpo1zQpJFEsZJAMYoeaHNRVNG/MHi5G0pmymp25irdIM3ZqeXKnBIMMcsDWluZzlZhuNIeq6yZoOw/FqlZVE+W1NJUsYqtbUqTWl4LdtaL5YU0oyX+s1Udd6vljThuHeknP2Jzww3RL80VBmOaKzJikVtuXjMGe/adTbqLSCra+MYjovGxvTiW9aNmd/M87B6ckblmFZ0WnUFtb4mIUTZZg+z5/2y5qapoV6o4tmoxNJayobwPxsMXRrOq2oUGUR4pALEKNY04wtYK6YGzqHyq01nZUzUEQBYgDWtKVrWG07CxyHsaaCJeGIb7Wmacyk875Y0ykpnGMZJ37wwHQLsuxdEySv03nbbQ3ZjIy4pvOSMZ2cGT6FZ1wozuSR9zEtm8Pxi3GvN50spVk6a3mpuq/Hx0xmZZadIwWwSOuHNU0jgZnpvOcZOl5YU8O00OpoqNTaoVvTEytVmIYduDWlR1ypN9HqaoFZU8FMwHTZfGoYaypTuu0Qc00dW1PbQkPvYq3b9s2aNnR/rGmLW1OOA3hguoVuT2fDsL34QvNjpmm93sGaD6MNgkjnNQyTNZcKo8FUlNJ56cSXRhRFtdEWh7Of602h65g/dwZRI+jgNEXNcXxO0PHLmlL20+pqA72OHklrmjYTODhTCN2azqlZiNTJeMj09VGsaT4hYTqfDcyatjWd2WEplfLdmjY1f62paEk45FOtKVnTacUPa5pBSebWlLM3PDDdhnK1hYquRdKapjMypqdyiCuVNaphCDZVLorpvPVyE7Wmvw1GOBy/GOd6U2pOs7ZYRa/T29cpvVrPQK+ro+phI6EgrWlOFFAsqp4vAHphTVl32kYH9RHTjb2wpqKRgG2GY00XaabqEN2Bo25NFVv0tdbUtG3UtS4q3Y4v1nS12/DBmgKVrr9zkv2mZiqoGulQLzVTwbjDA9NtoHTZqQlvRnp4bU2p42Aq5d9MU7/TeTP5NCb4uBTkSlkUp/jYGE68GdfgNC0lkS9lIYj7uxGSaFo4cKgUS2tKLJyuelor66U1Ve0U5qbyoVvTfmCoDNlYcRRrWkzJmMik2Zz2IKxpRzeQSiQgC/5b04bWw1qn7Zs1lWwJ85mCL9ZUgMqsacJja0pjaTicveCB6Q6rmYZpQorYSUmf1TWqAYhOgw63KVaU0itKqX2dzqv3jLHuzEvwzrzjzbjXm6LXg21b+9qakj0mY6p1jVha00lVRjotshnlUbOm9F24VmuhNWJpTpytKXG62mATB4K0plYgtaY017TgqzWtah2UfbWmmqfWlMNxAg9Md4CGYDcj2gQpl0+jFOOZpmsrDTRHbFM/Dum87WaPzXcd15ExnPFnnOtNu20NhmaislLDfm6ElE4mWJaLnzXxflrTpGbB9mh2qNfWNJcQMD2R9aSnxSjWVDNMNspmreK8LtIra1oSFBTU4WequrWmXcNgPR4UQfDVmq6n2/ZQ9tGayraMQz5a0ykl57k15XD2ggemO0Bd83KqHNGZpkCno0HxwbgF0QSpOJlB3qN5sXEmW1DR7MTTfHM4+6HeNGkaOHh0OpT5y7sRdHC6vFhjQbqfUHDqhzXt9fT1QMTj70tvrCmwXG6gM2KTJi+sqWQmcWi6EIo1PVmuQR9isXpYaypawVhTJSBr6m+tKbemnGDhgekuVBsdlF0MGw4SOeYzTdutcGxhlNJ5O80usjxA54wJ4xicUirryukKep1g5y9HLaU3J6WQViWIQ9YhusGP4FQwLMCyI2lNCykJE4XRmzRRcDqKNaUxNm1qdlVvB25NpyUVGVmCMMSc0WGsac8wYVoW0qL/1rTW6/puTf2sNeXWlBM0PDDdBTUtYbrkXRMkL9N5u12dbZ9fK/l+p/OmMxJaHqZXxTGdl1bLLRqhM+SAcw4nKoxzvWlGTiFXVAMJyqJsTZOaMXIdYlgpvdTXgGo5a9XhUlV3Ck69sKbE4modvZ7/dbx7odhJzE+FY02Pr1VhmkFa0yQsl0kAw3bo5daUw3EOPyPeYwWRGhQIEQ0cypUWqj09lum8LLD2KFU6ztSokVWbj43hxJ9xDk6tbo8GEGM/W1MaHWMaJsrLjVhaU8UGDsxFc45iSZSRz8hIjXiuMao1pcaP1WYX9UY3cGs6p2QgCcJQc0aHsaaaaUIzDVTbHd+tabXXRdVhuu1wHXq5NeWMD9GMuCLESrmJhu3dSqaX1lSlsTYxHr1Sq7ZRbmv7Op03X8qhEOPXkMPZD82QtK6OTltj84f3cyMkwTAx73HPhKCsqWXZqFRbaDeHC7r8tqanlmowPOq2P0pwqkLAwcnhx9hQcDqsNRWNdSEQlDWVrCQOFgqBWNP5bN63WlPL51rTlW6d15pyAoMHpntQLKgo5tKRbIJEX7Q0LNrrVvhBpfOqORlTMzns53ReSjEThqhziUtnXj4yZv8xrs2QBMvA7KGSr91phyHI4NQ0LFQrLbTq3gV3QVrTTDKJqamc5yUwXgSn0+k0ZEmAOMSMTS8bIVGW2Gq9hXYIi8YdzWB1ppIQjDXVTQtd3cBqo+2rNaXAkca61GJrTTO81pQTGDwwdUCj3cOyi+L1IFlZbaBpmLFM56XV4VQqFbkTvaBp1dpQc0rYm8HheMq4BadUE75wbIWls+7nlF41AUzN5mM5PoZew9XVBrPfUWyEJOrrDbfCtqa5hIiZYtbRqBDvrWkCpmEHZk2TJnCk6L81VSFh3scOvX5aU2K5U0fTcF52xOeacoaFB6YOSCsiZiZzkUznLU5kkM97Y3TDoLLWRDWA4e1brWmU0nmzxQxa3eic7HI4ozKu9abFnAxBTGHtdAX71ZpScLd0qgo9gGY9fljTnCiwOeAJj7WpF9a029ORTCSYOQ3VmtKid6058hibYSCDSTNN5YCsKXXnbfR6KDf9t6arnRbqvW4sramYyGBSdrZYweeackaBB6YO0HSTpdd4sULsdTov0Wh0sdbu+WJN/U7nzRbTKE3v7xrLblvjxpQzdoxrvand62H+/BnsZ2taTItIZ9aD9LhZU2JpqQbdw8aBXlpTQbeRGNpVemdN80kJU4VMKNZUIGtqBmdNFTuFQwHUmqq2hIMB1JpSsyU/rOlSp4YWt6Ycn+GBqUNWK03UzWh2T6V5oNNTwdZqegWlLdGga0HY329Faq4StXEUHM6ojGO9KdVZlhdr0LrRmW1KBN4ISTNg0XxQH6Hg1A9rWlQk5HKK5+nIXlhTWginBkBrIzba8sKaLlUb6Aac0UT0dIMFxMqQ/RdcW1PbZta00vK3Qy/t0+V2C02t56s1PajmfbGmUiKLErOme39uuDXlDMv+jgZckMsqKBXUSM401VmtZgLJlD81P35b0/JKAw2fT3Cins5bXW2i2Ql/jp0f8AZInHELTtNScn22qSzsW2va7egsHVZWRN8fy4/g9PRiDaZHXXC9tqZJzcQhj0bbjGJNCykZk3l16LTn0WtNrYCtad53a5qFhLlMzrWJjpI1bXNryvERHpg6hOpqOj0Diuz/l/AwrNI8TM2IZROkwqTKamX3M8WpHPKl7Fh25uXsb8a13nR9tqn7dMOxGh+jG7CHSLmMQkrvpCojnRY9z9bxwpqapoVWu4dqrR2qNSUWyw02wzZoeobJDGOQ1rTWdW9NKTh1a02XWk00NS221nRCdpbiza0pZxh4YOoCRRHRQjRnmubyaZRiGtjQuV23o0EKYOU9qtDoHyKxzzsUc8aTcaw3ZbNNm100qi1EiSCDU10zWdBSWWnG0pqeWqh6mo7spTWVrSQOzLjv4uq1NS2KMko5lTVlCtqaSkaClfoEZU3TQ1jTYcglZMxmsrG2przWlOMXPDB12TEvrUiezEDzugkSM7odjQXPcUznVTISWh61yY9rOm+90kKtEa26NQ7HS8bNmgq2iZmDE0imkvs2pVc0LRw8XIqlNZ3JpZESkpA8ru/3wprSYmW13kaz1Q3dmi6s1dELoAvzdtbUtGykA7am1QCs6WKrgZaux7zWdG+4NeW4JRrfpjGiXGuhokczeJDTElqWFct0Xporl93nszxzExmW0svhjCPjmNJLC4KnblqGbZr71ppSA7tatY1mzX3jmChYU9GwYJvRtKYZpDBTynmyGD6KNS1JCopZJRxragbfoXc+EGuqYEbNIOnSm7qxppWef9aUzzWNB6dOncKTn/xkTE5OIp1O4/LLL8cPfvCDjb/bto2Xv/zlOHDgAPv7/e9/f1x//fWhbjMPTF2SVWVMTWQj2QSp29Whpr0xumHQrHegZmXsV2guoJzev+nMnPFnHFN6JwoK6KBbXqruW2uaho3puYKv3z1+WVMygWQnvc428sKa0sLHaqWFVkuLhDWl1O1RGCY41QwThmUFZk1ZGmyn67s1JRaadbQN/2pNZR+tKZ9rGn0qlQrufve7QxRFfP7zn8cvfvELvPGNb8TExMTGdV7/+tfjbW97G971rnfh2muvRSaTwYMe9CB0u6NlaowCD0xdQmkl1JiA5ppGkXKlhYoPjQqCmGmazspo+9xII+rpvGQd1DEzx9QAiXfm5QwyTtaUoWmYP3cmUouCQVpTFkAt1dFt6fG0pmZ0rWk+JWBqIhO6NZ2U0sipMlLJ4a3psEhmMlBrmoYQiDUtJNOYSvtoTREta3q8teLq/jmj8fd///c4fPgw3ve+9+HOd74zzj33XDzwgQ/E+eefv2FL3/KWt+BlL3sZHvnIR+I2t7kNPvCBD2BhYQGf/OQnERY8MB2C5bVGZJsgqRkZ01PxbIKk9QxIshCpk7ugyeZVtHvB1tpyOEEyjim9lM66ulhFt+18PuG4WdOcmEKxlPG13tYva0oj13qagcqIs0O3BqdeWdPlchOdjh4Ba1qDoVmBW1OdrKlpYbnWDNiaurNG3JruDK819ZZ6vb7p0uud/d3z6U9/Gne84x3xuMc9DjMzM7j97W+P97znPRt/v+mmm7C4uMjSd/sUCgVceeWVuPrqqxEWPDAdgtJEBrmMN1bL6yZIlJJEVlfwyej6bU1rlTYqI34BD0NUrCl1J1az42VMOZz9kNKrSkk28smvY+8wBD0+ZuFkGUYATXL8sKaSaeOgT4HvqBRSIpujPuw8Ua+s6ZSsQlUkCEMuPoxmTRM4UioGbE1zgVlT3zr0wka510bNJ2u60q2j4bDvyrR0EHGmbqQjcSHIhFIQ2b+89rWvxVZuvPFGvPOd78SFF16IL37xi/jDP/xDPO95z8P73/9+9ncKSonZ2dlNt6N/9/8WBjwwHZJqo4M1hx/0oFldaaDlQzOOIJogZfIyJqdzgafzRolWo4N0Zv/W2nL2T3A6TtaUWLhxGZZl7ltrOpmRoaQliB53uQ3CmlKJTr3RRaPeiZw1JRZXyYqEb01PrlZh6iFYU9NCVzewWm8FZk3L7Q5q7YCsqY8dehVbwcFMwZdaUwEZTCk514E1ZzROnDiBWq22cXnpS1961nUsy8Id7nAH/N3f/R2zpc9+9rPxrGc9i9WTRhkemA4JNRmamcxFsglSYSKDfH59VSVuGIbFVoWjMn4hDNRcGm092FpbDicsxik4LU2sH3fXTlcQleA0aGua0gxP6zV3Ck79sKZpJDA7431toRfB6YQoo0DjbZLhWtPZdAaKJEAMwZrSbNfDAVrTTELEwXww1nRa9dearnVbqGu90K0pxxvy+fymiyyfLTOo0+6ll1666Xe3utWtcPz4cfbz3Nz667y0tPk7gv7d/1sY7N+z/xGhegcqHBaEaO7CZqsHVZVimc5bXm2irhn7N523rSEzhum8vAESZz/UmyZ0HQfPm0GUCDI47XV1WKaNtaU64gZ9p6+Vm57WCnvZCOn0cm3keaJeWFPBSMA07MCtKZ13tXoayo12oNa07vL9EFVresCnDr3cmkaTu9/97vjVr3616Xe//vWvcfToUfYzNUOiAPSrX/3qxt+pXpW68971rndFWEQzqooJS6sNtOFd2paX1pTSqdqWHct03lwxjYlSsA2ceDqvz/v3knmfH4ETV8at3tTQTdTLTbTqw508j0NKr6AbOHjY2/4JQVnTbCqFUinrST2n19Z0UlaQy8hIeZBRNIo17fR0VmcqDVlPPYo1VawkDpXcpaUS3JraWPXRmq52G9yaRowXvvCFuOaaa1gq7w033ID/+I//wLvf/W4897nPZX+nY9wLXvACvPrVr2aNkn7605/iqU99Kg4ePIhHPepRoW03D0xHbIKUjWgTJE0zIIopJD1I+wlj1dowTIhSdJqIhJLOO2L3Qw4nLoxbvamctDE1V4zU8TdIa0olGc1GB/WK/8G5H8Hp0lIN+oj1nH5Z01O0bVr41pSaEdlm8NaUmjs2Oj1Ump2hgtNhrOlqu80eM/7WVPbRmqq81jRi3OlOd8InPvEJfOhDH8Jll12Gv/3bv2XjYZ70pCdtXOclL3kJ/uRP/oTVn9L1m80mvvCFL0BRwsva44HpiFTrbZT1aIwI2G6mac2HlNggZpqurTTQHLHBQuzTeXPxrBPmcIZlXIJTGvFx+vgqDD34koSoWFM6rZk9WPR1/JdfjZCKioRcTvHETHptTafTaaRH6Iw7GJyOYk27msFeW1kUAremaTuF+Qn/54z2yUDAgVz8a01pGWGl00TDB2tK982tafR4+MMfzkxot9vFddddx5ofDULW9FWvehXrwkvX+cpXvoKLLroIYcID0xFRVRnTE9lIpvNSnSJZ3ThSnMwgX1T3dzpvswuFd+fl7BPGrd60kJUgKyKbzbwfGyHZlo215QY6TS2W1vTUQhWmYUbUmlaZlQ4bqjUNy5pSt9yayzmjw1pTFtC1WmiOgTVNQ8Ect6acCMMDUw9azJuWBUlMRS6dl1JiaXC45FPrfr+tabvVg+JTA6c4QMa0M0bpvFRnyhsgcfZTvSl0nR2Ho0SQwWlWSGJiMutrl3W/rOl0VmHf61QSEzVrOquq69s24szcUa2pppvs/Ccti4FbU9UWcKAY3Gi5bELE3JhY0+VOE03N2YIRt6acoOGBqQcosohmRJsgyWkRLcuKZROkdEZCy+exA1FO5+1QZ+Xc+HXn5XD2S72p1tVZh9faagP7NaV34WQZxoidZMOypgJZSQ+bCHppTUV9fWE8bCQzCTuEDr1U+1lpue+YO4o1XSZr2tV8t6anmw20fLSmKhTMqu6CbF5rygkKHphSd7q10WbOtToasqrsSS2N19a03daQjWk6aLers1Tp/ZzO2272eDovZ18yLsGpYJmYOzLpa61llK3pZEZmXeK9No9BWFMazUJGUFGGM4J+WtNuT2czTUfN1hrVmuqGCc0wsFZpBW5NMxADtaY5sqbZrGub6ZZ8UsEMrzXl7FN4YOoRlVobZYcF5UFTq3dQ9nAuW5BNkGrVNiodbV+n87Z73tl4DicOjFNKr2XZWDldQS8ix7EwrGlKM1jNaRytqUg20MOsI6+tKc2MjYI1PTRdDNyaUpr8asN97eco1nSp2RwLa8prTTlRhQemHpFRJUyXcpFM502rEqamg1tV9BI1K2FyOrjue1FM583mg20CxeFEgXFK6c3IKeQmMhB8tIZRtqa9rs4CqLWleuysKY0ua3d01IY0gn5a0x4F/LChjNhHYlRrapgW2j2NLdAHbU1zEDFbyPluMfvkkxJmx8Sa+jXXtN+htx7RiRWcaMMDU/rAzU3ghtXRAkHqEkdfYF40GvI6nZe69yUTCSRT/hxK/bSmbNuTCaSE5D5O5+2OTRMo3gCJ45ZxCU5P/WYZtg/1/nGxpoJu4OBhb7/bgrKmsm3jgIeBr5fWVCJr6pGNHiU4Vawk5qcKwVtT6phbb6LV1YeypqfKNdePt9hsou1yzm0kramt+DrXdFrJB7ZgwBkfeGDqIbIsomUbkbSmq2tNND1sfR9kE6SwZppGBTWfRnuMuvNyOPsxpXeylIZpWKgsuzsRHpfxMbTI2Gx0UK8MZ9XCtKZke6kkplHvRM6aUmdcqvNcKTdGtqajLs43qNFXoxO4Nc0nJEzn3dvFPm5TesmaTmeGf7yoWFMLNta4NeVEDB6YDjCqNW13NWQi2gQpX0hjohjPmab5iTSKpcz+Tedt9pDJp8PeDA4nFMYppTdh6Dh4zvS+bYREPcZnDxZ9f/5+WNM0EpidyUfTmhrAodmJ0K1p2k7h4GQ+FGu6VGugM0T35yO54Szv6UYDHc2I/VxTJQBryuG4gQemZzj3oDeBYLnWQkWPRpOLQWiUXrvdQzotxS6dt7/tQaazRi2dl4LTcUnn5XCGYRyCU8u0sLpY3beNkKgB0tpyA92W+7TLsK0pNdqpVFustCJq1pRsdKeroVxthWpNaYRLtdlBs9kL3JoWkjImc2pg1rSQkjGlqqxMKoi5pkmXz8ytNa31uj7ONeW1phzn8MDUY2hszNRENpLpvJIioePDsPcg0nkpKGsH0NUxqmTyKlq98UnnPXHMu/c1Z/wZp5ReVUru60ZIWSHJMmCod4Cfwakf1jSTTGJqKueZ8fXSmrIaz5nRajy9sKYqRMyN2AhyGGtKLFaHs6ZUazoMC3V6PD0Ya2povlrTgxl37x1uTTl+wQPTLdZ0nJsgaZrBZsn5eULgZ1dHsr1BpsCRNY1KOi+t0mcL6bFpgMTh7OeUXrvbW08F2aeNkBYXKtCHCCDc4nVwSi/ZWrnJuqVHzZqapoV6q8dqYcO0pmSWy402mq3grWkxFaw1LQoyJgOyplNpf61pudtGlVtTTgTggakPSLKANqI5e3JtrYmGbsRypmllrYlaACczUaXb0iD7lIrN4cSFE2MQnFIqLy0UVlf9G58SZWs6kZagZhQIPnZb9yulN5tKoVTKRtKaqnYSBzwarzaKNc0kRMxN7A9reqpeRzeAWtNTPltT2ZYxz60pJwLwwHQbRrWmna4O1SO7R9bUy3TebF5hX6pxRKVtD2Eea1SsqZpLo92L5oIHhxNkSu/izSux3+EpQ8eBI1ORaIQUhjVdOFmGEUC3dT9SeldWGuh1vKuTpeDUC2tKY2MqdbKVo9XBcmvqnAlBQSmd9t2aFgOwppWev9a0FcH+K5zowQNTH5sgVV2sbgVFnJsgUeMQuohSal82QWLpvEU17M3gcELl0JjUm1IQsbxQgTbE/MVxsKbTOYWVlogelL0EbU3zkoBiUUUiCqsKW8gghZmSN3Ww3Jo6t6ZB1JqeatTQMfzr0CvZMg762KF3SgleLHDiBw9MfbKmmQg3QZJj3ARpZamOpjE+TYDc0mtrkBQR41BnyhsgcfZ7Sm9WSbFRUKLsX3AWZWsq6CYsI57WdGmpBt1lMBKENaWv9tVKC+22Fro1Xau30WrvD2saRK1pMaWipLi3s46tKXVV1jq+WdP6GDVw5PgHD0x9sqa0Gq7r0WyC1ItxE6SJqSzyIVjDqKTzplk6Lz+4c/Y3swfWV/XHoRmS3YtWI6QgrSk1taMARvFxsc0va1pUJOTz6Uh+j+aSAiaLGU+M7ijWNJsQMFvcH7WmQXXopVrTbkytKQW+caauKahp6VAvdY2mQY83PDD1Ed4EyR+a9Q7WhpyTFvt03kYXuQmezsvhjEtKL6Xydtu9SDVCChLRMGGZdiyt6enTVRi66ak1PX5idGtKLK010BvR6I5sTam2sN7aF9Y0qA69EykVE3I8rSmH4wQemO4Cb4IUTZSMjKlZbzoPxhFqujEO6bwcjheMgzUVLJM1QtqP1lTXTBZAlZcbsbOmJVVmjQ5TKW9PpU4v1ka+j6IgoZDzxuiOYk1zCZFbUx+sac8wYmlNOZy94IGp302QqhFugtTRoKTF2DVB0jUDKSEZeApVVNJ5y8u1sUnn5XWmHC+69MY9OKXSj7WlGrojdlP1kiCDU8m0cPBwKZbWdOF0FaaHI9jOnfFuPyyu1tEbccSaJ9a0NnzNK7em21vToqz4bk0rXWczcbk15XgJD0z9boKUiXATJFmMbROk8koTdQ9TqOKUzjsxXRiLdF5qgMTheBWcxp20mEBxOoekx/YtDo2QTMNCs9FFvdKOnTWdziqsRtbrmaxepPSWRBn5rIJU2NY0KWKmmB06rTZOtaanG8HUmp4MwJr6NdeUw9mN8L8B90ETJE03IUe0CZIkCpFs3rAXuWIapcng57FGxZpSXVoUOnlyOFEh7taUOH1sFYaH9i1O1lSxbcwe9DcgpuDUD2uaMtZHmXnFfMldQLAbp5drkbCmK7Umy9IKq9Z02NpPt7WmhVQwtaalAKxpTeuizK0pJ2B4YBoAsiygheDsnhvW1sg8GrFL56VOjlrPCLTWMkrWtLxcH5t0Xg5nVMYlpbeYk9n3BTXO22/WlBZxy6tNtANsbOcV3Y7O6ky96MI/iBfjYyZlBbmMHLo1zSclTBfCtKb62FlT/zv0SjjErSknYHhg6oBxb4I0WcrGMp1XVkW0PVyljhMT03nkJjIYB3idKccLxiWlF7oO24rOce1EgNY0m0pgcjrnyZiToK2poFuevm5e1pourNShaeFb0+Vqk50PhWFNS9nxs6YbHXrhjzU1uTXlhAAPTPdg3zRBimGX105bQyar7Mt0XnrdDJpH6/EKfdDwOlOO18TdmlKaPqVeVlZG78waN2tKx7Xl0zW2D+IGBX6maXn+XeqFNZ2SFWRV2ZPuwSNZ05SEqXwmFGt6utpAdwyt6UKzjg63ppwxggemDhnrJkiKf02Q/EznJerVNipD1q3EPp13qY5WL5op4hxOGIxLSm/KNHDwqLu0Oz9ZPO7d981eFGQBuXza8xEsQVhT0bApJ9nTuaZecWq5xjrah2lNicVKA92uEbg1nUjJmBhDa1pMqZhMq9yacsYGHpgG3ARJimITpJ7B6pr8TJ/yi3ROxuT0/pxpSh088z6kYXM4cWYcUnqpkQ6Nj+k0wx8fczhga0osnCjDCKDrutfBqWGY6HZ1VMrNyFnTaSXNSoqEkK1pUZAxmVdHOt8Y2ppW6ugOEZzHoda07SIjj9eacqIMD0wDhIK/dlSbIJVbsWyCRCcvyVQi8BELkUnn1Q0IYgpxT+fldaYcr4m7NaXxMRMz0RgfMzebC7TWdCqnsEVcP0sV/BofI1o2Dnp4355a06Uq9BEDfk+sabkBbYi02pGtqaCgqLrvZBt5a5pMYyrtPkWa15pyokj433gxsqbj3ASJajUnS5mYzjRtoLlPZ5pWlhto8e68HM5YpvTu5/ExKd2EHUBzO6+tqWXaaDS6aNTakbOmM2kViiyGb01FGcVseqSAbZRaUxqVN461pi2dd+jlxB8emAYMNUGq6FFsgmSfSekVYznTdCKEmaZRoDCZRcGHBQUOJ+6MQ0pvlMbHBJ3SSw2QKMhbW6rHzpoqSGB2thBZa0opx2Fb09NrjaE7BY9iTUuCgsIYWtNCMo0ZlVtTTvzhgWkITZCmPawL9NKa0kzQju3PCvWxRT9nmtIcOY01cQrSmkYlndc0rNin8xI8nZfjB3G3plEbHxOkNRUMEwcPe9tTIQhrSgu95UoL7VYvctZ0VlUhiQIEIVxrWpIUFDLDB4gUnA5rTRcqddbzY9ys6WKrgZYL8cFrTTlRhAemITVBkiPYBImaNlCre6+bIAUz01RC2/K+s3AcqKzU0epGs3bZKXxsDMcPxsGasvExXR3VVf/MYVTHx1APgXa7h1q5FTtrmk0lMTWZ9aR0x/sOvVW2oBm2NV1YrUPXgv/umhTTyKdlpJLjZU3zCQUzapbXmnJiDQ9MQ4CC0nbCjKQ1pVXeuubPDLnTqw34BRlTNSN7dhLglChY0/xkjqX0cjic7YPTcRgfc+CI/wt8UbSmsmlh7uBEDK0psLLSQK+jR86azqkZiEKKXcK0ppNyGjl1+ABxFGt6iqypNl7WlJbml1pNNDV/rel8xl2a+g210d+znP0DD0zDaILU05GWvTGTXltTaoJU8mEEyeFz/D+pqlZaqLT1fdcEybZstvqd8iA1i8MZV+IcnFKmTVTGxwRtTem5V8sttOrd2FnTvCSgWFSRHDLw8tOaijpgmhGwpms1GFrwqepTYhrZtDx2taa5hIzZjL/WtKn3sNpx1tzriDLncks4+x1+JhsSq9UW6mZwQZS7VOP1uaZxI0MzTWdy2I9UVhtoduKfzsvrTDl+MA4pvVEaH0PBaZDWVE0CU7N53zNivLamxOJSDXrPiJw17fZ0ZiolMVxrOiWryKQlpJLJ4K1pucbM9rhZ0+V2Ew2t55s1FS0Jh7PcmnL8IfxvuJgyqjXNZhRMTmSi2QRJFtEe5mgdchMkw7CYhQ7aHEYhnbdQymJien8G5RzOfrCmxE2/WMDN10XnOQQVnLK02MUaeh0jdtZ0QpGQzcrRtKbGevO8sK3pyZUaqycOmmlJhSoPHxRH1ZpmIWMu4/58wKk1NWyLNVla6Tir/ebWlOMGHpiG1ASJuva1OxrSHnSS9aMJklfzVgeZm/c/BWx1uY7miF+0cUznJdNNIwD8HEjP4cSZcZhtOjcXncWnoFN6KS22QGmxPhtjP6zp6UXvAy8vrCmNiKPFXC+aMY5iTWm+KgWIw85XHcWaLlbr0APs0LtQD8qattD00ZoKtoTDGXfHgBsb3gkUzvjCA9MQoXTZTtKKZhOkchNVlwdPp9x82j/DWCipKHpoouPE2mIN7RBqdbyGp/Ny/GIcUnoPH5nA8V+fRlQIMqV34UQZpo9dXP2yppOqzBZ7Ux4F1WNpTVerMPXgv7/IYmYoKA7ImhaFoKyp5K81tSx0TJ2lDTuBW1OOU3hgGmITJBobI6RSnnxZeW1N1azCWt3HrQkSpXzReAFFlbDf0nmLU3nkS/EOyvnYGE4QxNma9olCcBq0NZ3MypDTou9zm/2xplUYWvRqTTXNYBlciiyOHJyOYk1n0xkokgAxBGt6slwLdK5pkNa00fPRmloijmSdd8w+JEUjw2xYmrqERsiXph7suW0Y8MA0ZJbXGmja/tXNjJIaqusWpBimhioBzzSNSjov0W72oGTksDeDw4ks45DSS9Z0pwXFC29zGDPz/o9XCcuaCroJy0ez5pc1ncooSFNQLUTPmkoGYI3YodcLTqyMPl91GGaoAdOYWtMDWf+sqW5Z6JoGMsL4B0uc4OCB6YiMak0L+TSKuTSimM5LK9Mty4pdOi8No0/7UCMbB9IZGR43gORwxo5xSOndak1nD5dw8Nwp1Cst5IpqYFkjQVvTbltjdaaSz53j/bCmC6ejWWtKtlA3TKyUG6Fa0zk1C0kIx5qeqnBrOqw1pQCVw/EKHpiG3ASJqDW7WOt1I5fO225ryGZkzwO8I+f6P9O0stZELcAIjaxpFNJ5aZi7kol3UM7HxnCCYlysqSgLKExmUV1pYOlEGauLNRw8x90JZpysqWiYvtYj+mVNp7MKFFmIrDU9NBusad+OU6sUvFuhdOjNKtShNxGYNS2p6chaU6dolsnqTdOp0Rt5cjgED0wjYE2pM+/MZC6S1rRabaPS0RA3a6rmFZT26fiU2loT9Wb0ZuRyOFEi7im9VGd53oXTzJrSnMxTN64gX8puHAMa1TbLoBhHa0pZMYTsQVf73YJTP6zpqQVq8uOdNaXg1AtrSuPWaLbpWsVZMxvfak3VkGtNh2iuNfRc03ozsrWmTtN5iZQpsOCUw/ECHphSN9NeJ1RrapgWq+n0YtC119aUTmymprwP8Py2plQvQxdR8rdJxlaiYE0zORWTs+6GX3M4+5E4p/RmCioOnb9e307Baavega4ZyE2o7HcrCxV0285PRuNYaxpGF9dRmcmlWe8Gr6ypl8hmAvOzwS4y7DzXNBxrmkvLgVrTKNeaOqVnmbBsG+lU/HqScKJH9I6MITA74X33WbcsrdXRRPADpvfCPBM0iz53QfSDlcX6vmyCRPNMqQbL73l/fsPHxnCCIo7WtLbaYMfn29zxKPt3IplAMpVg6fyDXcqDImhrSkG4aZhI+1hL65c1Feh71cMmP15ZU3o/tToaKrV2JKxpGHNNT1Xq6AVpTRsNtAOwpivtFuouSsbcWtMkqzUN8IDDGVvifebqEfTlLQqpUNN5JyeyyKre1XN6mc678v/ZexMoy9ayPv93zp73mU/VqaqeLndiEERUlEGDA6JE48AQSVw4Ef4qg2spLBNzs1ZQNAaHBEwU0cgkmohigAQkEEUEieAAoiiIcOHenmo487Tnvc9/vbu62r59e6i997enOt+z1ln3dnUNp6ur99nv97zv7x3MsUwpsS/Ndt5Or456k12wVJkYHUyR0hraTOBrYzhZUeaW3t0v9NHdbuERj9pBra5AEISwWMuTTGdN/SCTFFfWxalluqExLeKBr+ZXcLrXzPtp4OJgmosR35Q0NDUltsWMak1pj+qmriPtWIgaZJyup/f3avuHmR4qt6achPDClGzleA4jwcoWViFIo8kSE88pXDtvu1NDo6GCNVmEIE3HBibXGIR1aeetd+poXZk343A4J7Oll6zhxc/tQ1eFMPDo85+6lMu6jbysKSXckiEeHSRLk80jCEnyV8W0psEKs6WN6Sz+iBPLvaZ5WNPLoTX1MrOme/M5lifBmoazptyacpLBC1MA3ZaOui4nPrFKak1rNQU9hm3FLK3pdGpgbJUvBEmrydjYaqxdO+8q3EPrQU4xHCQLeDsvJ0vKaE1t08FiYuDg4ugh62PyLE6ztKZyEODU2W75rKnlhq3XRdwVrq+q2CmINWW9Xuc4bEgaWrqamTVtCgq2arXSW1PaaUp/BrlavE4ATnnghekVBtMlJr6dqzWlWU7T9qAqUuGsqaor6JUwBIlmZqhVmxIs141xfwbLKV84yBG8nZeTJWVu6b1+fcw6QYbYWFqYDJfls6YeWdPiJfTSvch0boaPvK2pJku5WNPdyRxWhtZ0f7HAIuLhfyGtaSCF1p3DiQsvTK+gU+HVyr/1UVFEmNXiFRNU4Pk5pNyyYHAwS21Gtsg7TRvUgt2u5f00OJzSUNaW3mtZR2uqrIBTZzqls6a27aJSqUBhbE1ZFKc1CNjZXF9r2hVVtBNY06g0qzK26/XSW1PTcyFUq9yacmLDC9MrrFZkK13oCWwlWdOk7bw010BrY6ox48qvt6Ys23llRYKZ0klYmu287Y0amu3DFQrrxmJmQKuznw/mcE4y3Joy+j5mVJzSarDpxMBimszw5WFNRY+S79nOmrKAW9Nk1jRqO2+4b3S5xDwDazowl5jyWVNOQeGF6TXIigCzkv/Klv5ogVlQvEhVw3TCOVjWB4hZhCDNxgZGRjozsjejCNZUrWuwvXK31fA5U06WlN2a3nXPJgQhG8tTpCAkrQL0dlrMX5/StqaO4yHwV1AZ5wFwa1o+a9qoSNipp9+5V4OC07X0sjcMz4XErSknJrwwvQbb9cNZBmpDSEJSa9psqOi22LVgsrSmw9ECUzt+gnFuIUh1Gb3t5tqFIDmWC4WCvfK/T40FnzPl5EVZrSm1PVIH0ODyGOtkTSnwbdifYzmPnxWRX0JvgBXDcRNuTdnNmu6RNY2xey2uNe0vl1iY0X+Go1jTYLXC2DYxsczUZk0rvgiXYScAZ33ghel17I3mWKzcXEOQKKxnYdg4MJMtuU4jBEmvqdjcZH+il7Y19bz1DUGaDheYLdM5TOBwTiJlt6YV18WZu3trZ03rQhUbvUY4t1kma+q6fmhORwO2a2+4NU1Oh6xpTcvMmtbJmjYakdt5o6KtZJxJcdaUrCml80o8oZcTEV6YXkerqaFT15CUpNaUknm3N/IPHrgeOomnmHvWbUcnMQSpKO28tYaO7lbxfpaiwNt5OXkUp2W2psuZidlogSKQZRDSwe403G1aNmsqByucPs0uwIlb0/Ja04FhYJ6BNaU501EEARLVmp5fTOBmfM/FKT+8ML0B44WBkXP8OO00rKnr+WEAUtyY9NRDkMLLJ3tOUghSUdp5PfpZEqrho4zwdl5OnpS1OBURYPtsN/c2/qytaUsR0WrrqV/vWFtT6uoxTQfTMdu1NyfNmvpusBbW9FQG1lRdSTjbaCEtelILqiBya8qJRDnvVFOGbOB2J//VMQfDOear4rVgHiYHi0ySgzMPQZqsZwjS6GCKpZV/sBeHUybK3NIbzlzuTWAu05u5LKo13b00hptSFkKq1nS1wqlT7AqFk2hNVVk88daUbObQMDAz0rWm/mqFuWNjYCxTtKZjOD6/9+AcH16Y3gBaDux6ARRJzHV1TLulo91I3lZ8BEtrOqCimeFi8OxCkBRsZtjWWhRr2ujU0emll8LH4ZxkympNNbmKzmYj926JrK1pV5eh6XLqmQKsrSml887nFgzGhwncmpbPmtbImjbrmVjTc830rOmm1IImSBArvNzgHA/+k3ITpHB1TP62cjI3MYywbyqrEKRGU0O3wy45OLMQJNcPW9tEcb1+9Mme0J9dYrzIPct2Xj5nysmDMltTYvf8AJ6T//oxKk4ztaYXRvAdv3TWVEUFvR67w1NuTctrTUeGicnSStWaekEAw3XRNxapWdMLywlP6OUcm/W6O4+AabtQZSnx6VhSa6prMrY2ime6KOF2vrAwiHHRLEYI0mrt2nmH+1OYbrl3mnI4eVDmIKRWXYaiyZCUch5KxaXX1CCIAuSU/9zMrWmwwmxmYrlI1jZ7oq1pP79Z005dz9SanmmlP2sqByLONdLratgQm9BFbk05x4MXprfgYLLAzHdyDUHy/CB8oZJEoXAhSIoqYSulttg023lb3RqanfULQWpvNtHI8M/N4Zw0ylqc0vqYoABzXllbU9HzEXhB6aypghW2CmpNZwsr/1lT/XDWVMph1nR3PAvFRVbWdGxamVhT2/dQk6JtW4ia0Ous8r8GcYoPL0xvQaOmYKOV/438/nCGZaV4/6ApRZDODVm3xWYRgjSfmhgWJBQkS4yFDbWmoKzwdl5OXpS5pdc2nXB+cbg7RhHIqjh1LDcsptJeb8bamtJattFoUchZU31VLYw19XKypt0MrakOMTNrGmW1C7XzRrWm1ZKXHKYrwXTkfB9u+VY1RqXcPyUpQ02Pc8PGQYQ9T2mEIG106qjrCrPYf5bWtN+fp7YbNE1rqtZk9LbTG/i/kTUtQjuvXlNhlbSdl6+N4RSBslrTqufi9N1beT+NzIOQJLKmwap01rQmCNjcqDN73efWlKE1ncwztaYT08J4aaZqTSk511sF0MT0rGng8ZKDc3v4T8ltUBQRO938ZzxH0yXGrlO4EKRWp4Zmk11ycJYhSOGe2DULQbJMJ0wm5nA462VN6Zq3mBiYj48fcnISrKnr+LBNF+P+omTWFBgM5uE1myXcmianIyiZW9OzrWbq1lTyBfiBn5o15XCOQ2nvyl/1qlfhK7/yK9FoNLC1tYVnPetZ+MxnPsP86xy1NsSdZTgiqTWt6Qp6XXa7VVla08nEwNjKdjcoCwb7MyzWMARpNlpiuijf3xeHUwTKHIQkVQJsnekys3BlsaZyEODU2U7prGlDEtFp1wppTQux15TBrOml4bTw1pT2jc4sOxNrSs0FmiimZk05nBNbmH7wgx/ES1/6Unz0ox/FH/zBH8B1XXzTN30TlsvjLwo+LvvjOZbwcg1BohcCx/VDg1s0a6rVFPQ2G6Vr5212dbTWMASp1tSxsZNdGzNL+NoYTlEoY3FKa6P6u+Nw5nSdrKnvBZjPTMzG8cdy8rCmR+MyRbSmlNB7qgCzphf6k/Dv96RbU3Ul4EwzfWsq+tUwDOm4cGvKYU1pC9P3vve9+P7v/3487nGPwxOe8AS8+c1vxvnz5/Gxj32M+dfqtHQ0ddouhlytqSyLMJD9Bfh2+H4QPiRZKF0I0mJuYTAv38qbJLiOB1EUUKnmrE04nJJS5pbemiKg0alByHmMIWtrSgMn26fbpbOmTbm41pT2rM9ytqY7eh2yGN+anmu1SjFrStZ0btsYLYxUral9Jb1bFbg15eRDaQvT65lOD9sxut2bX3Rt28ZsNnvIg6gc4zGcLTFx7UTWNOnrCi121hQxnI1kYU2/EPHCeCtkRYKZQsAEvRg/uJdiCJIuY+tU63g/BAwedzxqGxcuTbL5euE38MaPyWCOpeVl9udm+Qhv0PiDfw8K8HN44TOXSvn3sPtA/3B9DINrSeLv4ef2M/kzU4jMdLzEcsZ2P+i1hH+eB9hbU5o1tRmOy9DzPH+BRUIvG2t69CMWl0uDQ2sa50fj6OvHeXQFBRtXrGkW/3S1lRAW0lE+5lH1zchf53DW9Pjfz0fqvcP/X93+weHcjhOxcTsIAvzoj/4ovvqrvxpf/MVffMu51Fe+8pUPe3tLrUJSb12jVzUVmizDmscvTreaMlp6srMAy3Yg16tQgqSXcmCzI6PZYGU5fZw+XYc9W4ahDTeiVo/+tR73hG3sXZqg0U7vR1VTNbgaEKSULnw93R0djY2UA4gqgN6SDl81bvD30drSIEsizOkcZeOx/+Qe7D3Qx/ap/NvIrlIBal318P/5i+9afK+/aEvH/u4My8UcO3eWKwSksalCqdcAoRKuVElyLUnCYze2sbc/R6OTzQqEZqUCtdPBMsZeyOPwxe1N7A7maLaSva5e/1rZhACtVcfStG76+hqFJzR6uDSaolVP7iYcuFCEAGqCMaMvv2MTFycznO7FGzFpa03IdRmu74W7348L/UjX5Qq+4vQmzk+nOLMR/esvbRN1QYgcpPik3ibOz6Y40436NQM4joumdvx7iFOSDGM2x9nWMb+WH0CRpfDemuZOj8Pp6pWv0bx554ALtl11nJPJiShMadb0b//2b/HhD3/4lu9333334eUvf/nVX5MxPXfuHKZWAPEYLbJVw4IGAZYTb970YObgYDbAPZvxW2kqlSpEUcJ0kXy/2WDsYDDu464tNq09/f4EnuejeYslzbNp9H2sw4GNusg++feIvdk8bG3VMmptHe0Z4eNcmq1sV24i5yP7pjeTklRFYLlhWmfZGF2cQY/YapQqV3505gcGL0zX6HtNP4MXHxyhVs8/uT0q1syDoKmwbS/xtYTJ9TCjGfz9oRNe82rNK4cbjKHXqr/7632cuzPZKMr1r5WXhkMIQhWKKoMFR6//d5xLljlRqVSgNBVMjegtrQ+/P+rjzpiZHHrgY7HysIrwMn74o10N7wH3ly5qjTiH0wKEhoyJ40T+57FnudAjzseKQRWypmPkH//7XVea+OxiAH11/K+lOSvYVQ/+Mf9UutrC54w+dNz8foI+G4dz4lt5f/iHfxjvfve78YEPfABnz5695fsqioJms/mQB7E65kNSBBgJ/mHRBTfp6zqdlk4XFvpW8nYkekFicfp6hKYr2EhhtQ49xzRDkOotDW1KPD7uD0LCx7l7tw+/72k/wm/ezR/DvRmWVpDZn5vlI5PvH3/w78ExfxbPf/pS6b5Xru3BXNoYH0wTX0uSPM6daWf671mvAJvb6XZbsHxdPaIhsp01pQNpFs9ztVphMF1isUx2WE4H9kmejmG7UCQRolCN9CMR/hno63e7uH9vFOvHam86x9J2I3/cve0u7j+I9jXdIMDccTBYGJG/3ueGw2O/r+G5qFaqkAUh0tf47GQYHg7c7MHhnNjClC6GVJS+4x3vwB/90R/hrrvuSv1rkimlC1/SFLakIUiqJmGnAGl4N04O9pgkB2cZgkQvzoZhh/Om60Rrox4+ysqFB9nNSHM46xiEJAQ+Tj0i/ZC5IiX00vV+PFhgObNSDUJKI6GXZk1No3gJvY2KiC1G6+ySBCFd7E/hudkHRLaqCjYbtcSzslESeo/dlpsooVcIC+HjwhN6OWtdmFL77m/91m/hf/yP/xHuMt3b2wsfpplesAHRnywwC5xcV8d4XhAWgZIoMAlBYrnTlEKQjDSOi1NeHaNoEqx0nnZhd5rSX5Nru5DVbOa7WK+N4XCKQll3m9Jc/XxsYDZarFVCb02ohNY0732ucfaadjvFS+il15LhZImlYSdO6E3C0V5TsqZxiZvQ258tsIwRUBUnoZfWuSzJms7TTeg1PRdStQq5Gu1ek+815axlYfq6170uTOL9uq/7Opw6derq43d+53dS/bqNuoKNZna7L2+5OqZSvH59y3KhqVI4d1Ima+rYHmRFzGyFSlF2mqo1FaZTvBVEHE4ZKWNxKlUCbJ/trp01HfbnWCYIM7wda2dNqyJ6nTqTojmJNb00mMF14t0b3XuLrQ63o1mR0Wtm14EUWtN2+ntNKaHXDY7//eTWlLPWrbw3etBu01S/LoVuGDb6lpHImiZt5zUsBzVdYVYAsrSmw9ESMzdeQFSejAYLzGO+oJXVmhpzC412DWWFt/NyikJZW3pXwQrj/gzGLP5rWhmtaUOsYqPXSN2asi5Oi2xNB7SOZ+nkak23NB26IkOoZmtN6d5wMF9iYcY77IhjTS3XQ3+2TNWaLl1KXRZDcxoFbk05a1eY5gnNUG538k9hHIwXmEVIZrtVOy9LanUVG132xQ5Z0zTbeSmlsbuZ3YlnUazpcm5Cq6eTUJkmvJ2XU0TKaE1VEdjYaReitTVTa3owh7Fgax+vt6ZpUFRr2hREbDIsmuOyO5rCy8GaNioytluNWO28cVBWVZxtpz9ren42gXvMtTEEt6acJPDCNAbulT1ZUoI5BiKpNa3XFGx02BWArKwpmWvTcsOQpjJBz9u2XCglnLlMAhWltpfxgC2HcwIprTVdAf3dMayEM4Jls6Z1sRoeRnJrys6a9scLGGZya5qknXdT0VHTyJpWsrWmqxVGCwMzIxtrSveinu9Dv8WKPhbWdFtuQBUliNyacjKAF6Yx2R3NEq2OYRGCRC8CC8PGgWkUzpoqigSzjCFIupxaeFNR23lt0w3/3HmfcseFt/NyikRZg5BqihCmdFczmrO/VXGalTUlBvszWMvknUc3Y+2saVXCRqsA1nQ4g2Nnb01rkHCqnZ01lYJqGIiZtjW9MOfWlJMNvDCNyUa7hjrdzCf8C0i8OkYp5uoY2/EgSwLzm5y0Q5As04Eezu5irdp5xwdzLKzihWndDt7OyykqZSxO98+P4NjpFWlFpCEJaG9QIZXuRX9dZk0JVrOmSazphqKhWVMSrfeLa00nSxPTpZWJNXV8H/5qBVUUU7WmW1IjNLNihc+actKFF6YJ6E+WmPr5ro5xPT98QRXFauFWxwyGC8w9v3TWdDRcYBrzpLWs1JoaNrajzapwOJyT1dLbrEuoNVSIDFaRlcma9vemYedI2axpvz8PD1NZcpJmTS+TNXW8zK2pvhIztaZyUIF/ZcQsVWs6m8L2j//95LOm+fKTP/mTYX1w7eMxj3nM1d+3LCtcvbmxsYF6vY7nPve52N/P7rp7M3hhSidU43Gsb15Nl9ErQKLpXj9ZW3FaNJpaeKLLmrStaa2hhGmNWUHWNO92XtqL65LlLul8LW/n5RSRMlrTy1/ow/eKkaqeVXHalEW02nrqbcysrSk9706bne1lvdd0sbTztaayhlZNzdyaBqsVZqaN8cLMxJraVwSAEuNAKYo17Ul1NGQFQsTvJ0/ozY/HPe5x2N3dvfr48Ic/fPX3Xvayl+Fd73oX3va2t+GDH/wgLl++jOc85znIG16YJoAmEReGk2jGk8XqGCr+6jWV2ekkuxAkhC9M/UW8lpa8i7R1C0FSdAVlFMW8nZdTRMpqTbsdDYIohHud1ykIaf/yBI7llc6aHvRnsM3i7jXNm93hHLadhzUVcKbTzHjWdJXBrOkUdoSDK25N80UURezs7Fx9bG4e/p1Pp1O84Q1vwKtf/Wo8/elPxxOf+ES86U1vwp/+6Z/iox/9aK7PmRemCZEVAac28l8dM5osMfGc4oUgqRK2t5qla+eVVRFZl9N5W1NzYUNvsDvg4HA45bSmFc9FELE1sOzWtK1JqDdUVBOm7WdtTVuyhDZD28vUmk7Jmlq5WtOurKJdp9e1bK2pH6wwN22M5kYm1pR2morVCmQhXWu6KdbQUqJbaG5N8+Gzn/0sTp8+jbvvvhvPf/7zcf78+fDtH/vYx+C6Lp7xjGdcfV9q873jjjvwkY98BHnCC1M6ydzu4HOjeJaQ4rpp2F1OOJOT1JrWakohTievx3VpBpZObarlCkGyXMiKlFlCZVFCkKbDBWbLYrTxRbWmvJ2XUzTKak0dy4Xv+RjuTdbKmu5eGsOLadfytKb7+9Nw1VnhrGlFxFY3/4P7vdE8dqhXEmuqrQSc7bays6Z+Ngm9lxYzmO7xv5/cmrJnNps95GHbD2+bf/KTn4w3v/nNeO9734vXve51+MIXvoCnPe1pmM/n2NvbgyzLaLcfek3a3t4Ofy9PeGHKAEkSYVS8XEOQqP3UtF1oDNpPWYcgUUBDGVfHDPtzLCJe5MuO3tCwmdLNE4ezjpR1fUzV93D6znQPAItmTTdqCjRdYX6QmrY1basyWk2tkNZ0PDMwX+RrTTuSik5dz8WaLiwHw1k21tRwXUiCACnivtGo1rQj6NjQdFQj7qX4/JTdfWUeWK4IM+eH5R6OWJw7dw6tVuvq41WvetXDnu83f/M34zu/8zvxJV/yJXjmM5+J97znPZhMJvjd3/1dFBlemF5DXGu6tB3UVNoDWcnVmsqyCLNSvEKq1amhkUKLaNrWtNFW0dmor1U7r+8F8H0fkpzvfBmHc9IoW3HquT6Wcwuz4XytrOnliyO4jl86a7q3Pw1Nd9GsaQ0itgsw7rQ3nse2ykmsqRpka00vTqZwM7CmlxczLNzjj49xa8qWCxcuhHOiR4/77rvvth9DdvRRj3oUPve5z4Xzpo7jhIXqtVAqL/1envDC9Ap37yQ7IdwfLzDPeXWM4/phzL/AaEaGpTUdjZdYuOlY07QIw5sWFoaLZMmCZWvnHexOYEUMUSgCvJ2XU1TK2tIrrXzsnGObO1B0a9prqFAUCZIklMqadlQZzUJa0xUmcxOzebyEWlbWtC0q6Db0RLvn41nTAIbjYDBbZmJNt9UaVEmEGMOaRqFV1bCl1xJ9PznxaTabD3koinLbj1ksFrj//vtx6tSpMOxIkiS8//3vv/r7n/nMZ8IZ1Kc+9am5/tXwwpSRNW3UFGy28l8dczCcY7HyCheCRO1RG9166dp5FU1Cb6e1Vta002uhUYA1SBzOSaNs1pRGREaU+mqwTX0tujUVXQ++G5TOmu7uTsJE+eJZUwHbm+mEIEa1pmZe1rSTpTWdhaIi0teqb0Zq5yX2lwvMneMf3N+tFWM0YF34sR/7sXANzAMPPBCm7T772c+GIAj4ru/6rrD994UvfCFe/vKX4wMf+EAYhvSCF7wgLEqf8pSn5Pq8eWHKyJqSX5ouLQzsfFfH0JxJu6GBFaysKd3g2LYLlfEKlrTbeb2j8KaUT8+LZk2nowVmi/QWzqcJD0HiFJGyWlNVBLq9JioZBcEVwZpaphum86a9Moe1Ne3qCuo1pXDWlF7/ZwsL01n+1nSzWcvcmnp+EKbm9qfZWNMtRUddliPvG41Ko6Jgp5Z/mzbnxly8eDEsQh/96Efjec97HjY2NsJVML1eL/z917zmNfjWb/1WPPe5z8XXfM3XhC28b3/725E3vDBliKKK2Imxt4o11DYzcu3CWdOqWIWd0nUyTWva35/BCMrX2poEvU4hSNmaYhbwnaacolM2axqu/aD5xWU2Iw2Fsaaej8AroTXdm4YHqkWzpvqqip1e/vdHB5MFTDMPa1rNdtZ0OoWdsjWlu6KBucTULteu+nXhrW99Ky5fvhwm9lKRSr++5557rv6+qqp47Wtfi9FohOVyGRalec+XErwwvYE1jdvOS6diNE8gJ7RrSa0pJfMWIaL9ehzHC9MOq0KlVNa0vVFDo8XOQh/Hmubdzut5hy9oWZliDmcdKKs1VSSg2a2lvuOzSNaUgoTI9NEu7jJZ0w1dga7JzLImWFpTSuedTON3lR2RxJo2BTkcu8ramtJqQdfzoctSJtZ0U9bRUpXI+0ajUoOC09yachiS/6vMCUOUBZjwcw1BoohyKiwUBsmqzFfHDOYwCrK4PQqTEZ0Klm+/ZxIGu1OYJQusOoK383KKSlnXx+yeH8BzvbWyphKllJdx1nRvAp/x3xUra3oqoTWldt6k9KcLGKaTuTWVg+h7RpNY00vTOayIM8dRrWlA4Va2hbGVrE2bwzmCF6Y3Ia41DXeJKlLiU6qk1pTWfRgFXB3TaOpotXTmn5esaZrtvFpdwcZWthY6b2va2myglVJgVZrwdl5OGShbcdpqKFA1uRCrpLKyphQk5Hs+BnuzUlnTzZoa5jmw2sfKypqGez1NB+O8rWlVRq9Vz96aej68IIAmiZlY066koqtpqVtTdSXhbD3/Nm3OyYAXpimsjjkYLzAL8l0dY4UFssgsBIGlNZ1ODYytfFMeoxL4QTi3I6fc1lW0EKQ5/V1N+fwIh8OSsrb0VlwHgZ/ejs9CWlM/wOk7uqWzppd3izlrqgVVnM7Zmq5ytKaKX4XvrzKzppdn81CYRCWqNZ06NoZm8gMHDocXpmmsjqkfJr/lzQElqwZu4UKQFE3GVi8d+5imNaWi1KQkkDVCq6vone6gjPB2Xk7RKZs1tQwn3EtJ5jTv4jQra0rFnW25GB3MS2VNe3UVqiIWz5r6QWhNR5N4CbUsrelmDtbU8fzQHNOu0SysKSURb+h6JGtK7bxR0ciaNrg15SSHF6YprY6ZLM3cV8c0Gyo2CrBb9UYhCK4bQGEcxZ92CJJlOtA0ObO1CUUIQXJtLwxAYmXes4K383KKTnmtKYUCFW9MJE1kP8Cps91SJvTSNbyI1vTMVit3azqYLiPPYLKxphX4Gc6a7s7nMFK2ptSivHQd9I1F5K/D4VwLL0xTguY78l4dQ3JvvrTQZzCUzjoESVLEUtrH0WCBOeP2qKJDqyKW9nrdiHI4WVDGICQyiObSwmSQ7txlkawpFRGmYWPcX5Ru1lQrYEJvUaxpoyphs5ksRyGONbU9PyyMs7KmLUHBpq5HssNxrKkSSDjXyLbVnnPy4IXpCV8dQ1H3O5vFa6+wLBcKhUQxNnFphyDVmio2NtcrBKnRqaOzVbyfoePA23k5ZaBsxam4CrDDeMSj6CirFXbOdEpnTff2p2GIE0tOkjUdzQ0sDTv7hF4/24TevcUCywysqe172F9ya8qJDy9MU0QqwOoYuvDRTJAkstlHydKaDoZzzK/syywL9L00DBuaLq9NCNIqWMExnXA2uEzwdl5OGShjSy+Fwc1GS8zHi7WypjTOkfas6YUH2O81rekys0Pgk2ZNtVUVW+1G9tbU9UKDqcS8N4tsTasytmq11K2p5As410h24MBZb3hhegziWlOjIKtj9gdzLCt+4UKQGk0N3U46M7BpWlNFk7BuG7sUXYFdrjMEDqdUlM2aytUVts6Ur6hOghIE2DlbUmvKZ01vbk1neVrTbBJ66avsLxZYxNiIEMWaukEAbxVAE7PZYMA5efDCNO3VMZMFZn6+q2Oo+KvrClitsmJlTcMZ2LmFYcwXhLxCkJyjQCBGcztlCEGiNE7a5ZryOrRU4O28nKJTRmtKnRTjwRyLaXLjVZqEXi+Abaaf0Lt3ie31vqspaDRUbk1vQq0qYTsHa2q5HoRqBbKQjTWlJOLterSZ2rjW1A/4STYnHrwwTXt1TE3BZgGScaldZuI5BVwdI5Vydcxgf4alv16BQBMKfjLYziqlDW/n5ZSJsllTVVihd6qc66SKak0fsZOONd3fn8Kxkq+PO5GzpqsVxgsD84WVizV1Y4w0xbWm/eUSC9NO1Zo6vo9gRdcHtpsXOOsBL0wzWB0zDZNx810dU6sp6HWSpc+lYU0PZ2ABKWFIVNbWtNnR0e5me+CQtzXVGxo2Urpp4nDWnVJa0xUwOpjBmJvrZU0tF8OSzZq2VRnNpoYKo7aXkzZrWoOEnW721tR0XCiiCLFazcSa1isSdhqN9K1pIIRhSBxOVHhhmgGKKia+4LHYHWrSzKsqFc6a7tONTQlXx8ynJoZLtm3IRQ5BosATelAbc9ng7bycslA2a6pJwMZ2q5Rt/nFRwr2m6VnTUyklv9NrrRNjxjALa3o6Z2sarFaYLW1MZ2bm1vTieArHzc6aDg0DMyNda2p5HihvS4nZpsxZX3hhmtHqGGoVkRMm4ya1prIswqwW7wSru1FHvZbO/GKa7bxqTcbWTmutrOlgbwKrXN28vJ2XUxrKak2HexMY83htkKw4idaU9V7TtiKh1dILaU2XBbCmOgSc2mhmbk23lRpqihzOm2ZBrSLhVMT9rXGsqeiLYRgShxMFXphmhCSJMCperiFIdCInVKsQxWrhVscMRwvMGO9aS7udlxbN001ZVgaxCNa0vdlEM6UkZQ6Hc1icls6aylV0t5rrZU2DFU6dKd+sab8/hxVjxnAdrKkfrK4UyEbm1vTSeArbiWdNo7bzkh2emBYmSzNVa2p6LsRKFVLMNmXOesJ/WiIS15oubQe6Iic+qUxqTfcGMxgJdqum1c6r11RsptS+lKY17e9PYdCU/xoxpyCteTYtzCzh7bycMlG24rS/O4bFOGG90NbU9eE4XumsaVMW0WnXmB0inDRrqq4EnNlMZk3j0JN1NDUl8XrB46JDxOlmM3VremE+heufjIRex5YK8Tjp8MI0w9Ux/ekC87xXx7RrqNfUAq6OWcEwbGiajDJZ085mHY2WhnVq59XqGjZT2reXFjydl1MmytjSW1MEtDcazFaSlAE55VnTtPaaDgZzmAafNb0RfhDAogOH8TK2NY3TzkvsTubh187CmvqrFRaOg8HcSNWa7sgNqKIUO9yJs37wn5QMrSntEt1o6cgbuuBOfbdw1lRSJFjhaH65rOlktMSEcQx/kdt5XceDIGS3x5XDWVfKZk33L45gm2wLnqJb0zLOmjYkMdxvXkRratkuBqNFvtaUVthsZpsfQXRFFZ2alpk1JTt8tp2FNZ3A8UsWTsHJDX5nmfHqmLlhJ1odQ7BYHbNZwNUxLs3ACtXwUSZrqtUVbG4318qaDvenMJ2gdNaUt/NyykIZrWlDF9Ho6IU4tMqqOE07oXfdrKniV3KfNXX9AI7nQ1OkzK3p3mQOI8ZBdxxrSutcbM9DTZJStaZbUgM1SYa4TkPonNjk/+qxZtZUUZKtjmHRzkttswsqkE2zcNb0oD/DsmQpbrRCxfcCyIq4NtaUApDavXxXIHE460DZrOnugwN4TjYdJLeypllxlNA74taU2ffT9XyoMYtCltbUd7O/F2kLCjYaOrIq4RTaN+oHqVvTi/MZrBMya8pJF16YZmxN3YKsjgkL5F72A/63o9WuodXUStfOK6sizDXKQKI0YnNhQ9XZzgRzOJxyW9N2Q4FWUyAmfI0rmzXd4daUmTVV/Qp8z8/VmpIxpf3vqixmbk37swWWMffNRrWmju/Doz+nKKZqTTfFGlS+05RzDHhhmgO0XsSs+LlaUzqVpIuuzGjVCcvVMdOpgTHjJeBpt/NSS5Se0i7WorbzajUVtl+u1hzezsspI2WzppcfGMBzvfWypqaLcT/5bOStWJdZU1ptRytNlJhFIStrKgcVBF721rRZkdGLuGf0qJ037p+TfobTtqYJsj85awQvTHNo5zVsN5xdSDrgntSaSrIAoxIUrp1X0WRspdQmmqY1HQ0XmNr+2rTzWqYDtUYrkPJ+JhzOyaWM1rTbVsPXFymj8YYiWFM5CLBzpoSzpsMFzGXx9poqHhVLOVtTl75+BUrMA/y41pSar4ZzI8wkycKa2p4f3o/KMYxmFGvK4RwHXpiGy8GlzFfH7I/nWKzcXK2pabnQVYlZvD8ra0om13UDyAxOS7O0prWGgs2tbOcu87am44M5Flb55kZ4CBKnbMVp2axp1ffgr5E1pZwB07AxHpTMmooCut164ayp7XiHxRKDrq5E1pTait3s53TqFQk77UZm1lQKqH06fWvK4dwOXpjSBTBBW21ca9qoq+g28l8d0x8vMAuKuDpGhFmy1TFUUFMIhqpJa2NNa00NG9vZx+onge805ZSVMhWnluGgUq1AVqX1mTVdrbBzmltTVtZU9iphWn+e1pT2igpCBVKCmelY1nS1wnhhYLq0MrGmputBFARIfN8oJ2d4YUqNGpUKpBjx9kmtKV10Rk68i86RNU3azksF8karBlawsqaW5UJTpfDvpkzWVNGktQpBomLcsb2w/ZrD4aRHGVt6q56HIGE7ZtmsqcGtKTNrSjtNqSAUxWqu1lTxKaHXj93OG5caJJzK0JpenEzD0KdIX6u+ydt5OUzhhSnF20/nMHKwpqoqYbvTyD1ddbqwMLTjF8hpWdPhcIG5V66lzFRQywq79ugytPMqqgwnKN+gKW/n5ZSRMllTx3Lh+0Eh0rszs6bBCqf4rCkzLh9M4eVsTSkXRJFEiAn288axphQANTNtjBdmJtZ0W61Bp32j3JpycoQXpkC4M6quUohLJVNr6lPrp3sYhJSEpNY0LJA3i7c6ptZQsdGNnkyXdwjS4GCGpb9aqxAkRZfDtr2ywNt5OWWknNbUDXc9r4s1pT/rcmFhMlyWata0KbGfNWXRzrut6+FOUyFBUcjCml4cxC+Qk1hTfSXgTKeZmTW9NJ2G872Rvha3phyG8ML0CvvTBear7LOsKbnQynl1DJ1o00Jr2m1apHZesrmLpY1BzBmLvNp5G20N7Q127dFlsKaj/SkMO9+bTw5nXSiTNaWbeTq8Gu3ne43KdtYU2DndLlVCL73eDkcLGIwTellZUydiscTamm5rNWiyDKGarTUlgbGwHAxnRibWdFPW0VSVxFsjOJy48ML0Ck1dwWYjXjFB1jRuO6/t+mHbZ5wZV5bWlJLvrOqqcO28siJie6tZOms6GxsYm87aWNN6S0d3u3jW/VbwnaacMlJGayoGHk7d2Vsra7qYW5iOlqVL6N0ooDXtqRrqGhWFlVyt6eXhFJ6TvTXVMrem8zD0KdLX4taUwwhemF6BSrLx0sTQjdfLn4Td4RxLeLlaU7oIUXHK4sLP0prS0mc6ySWzXCZrSvs9ezvlSqtNAv0dGXMLWl3N+6lwOGtBmawphQItZyamg/naWFO6EpYtobfI1nRvMIdl52tNe6qOWsICOY419fwAluuhP11mYk27koqOpnJryskFXpheg6aI2GnFDyOKa027bR0NXUHSkjCpNd0fzrGAXzhrKlK7M8oFtUdTC1uWqxLybudVdAXuqnztPzwEiVM2ymhNpZWP7Tu6a2VNZ1MDs1G8Fszjsi7WtCsraNZVJsGCSazp7nAGx87emqpBFWe7rcys6d58EYY+ReX+YfK/a856wwvT63r5KSpbk8XMV8f0J0vMAidXa9pqaGg3NLCClTU1zcPVMayTbsmaptnOS23IWRXURWjndW0PVaEKgUG0f1bwECROmYvTMllTWi01HS6wiGl9ymhN6dV0m8+aMmNvMAuT7/O0phuKhmYt2QxmHGvqXskC0WUpE2vaEhRs6nokYULtvBxOUspzB5kRsizArASZW9OaLmOT4T7RuIxnBkauXThr2h/MsfDz3YcXFXoBVWh1DIM0wbJY08HlCaxybfjhcEpNmYpTpbpC71SHmY0rvDUNVofWdFxOa8oKZtZUUsIDdNb7zeOMX9kx24qTWFMlqIbjTZlZ08UiDF6KCremnCTwwvQ6qI+fgoji7KtKYk1pxnW2tNG3jFzbeXVNxvZGvrtVb0S9oaHTrpV0dUywNta0tdlAK6UVP2nBQ5A4ZaVsLb3hDCMleM+t9bKmKcyDpj1rOp4ssSzA39P1HAznsGIUS9db0yTtvF1ZRbuuJiqQ41hT6uijzj5VErOxplUZ2/Vor+fcmnKSwgvTG3B5MksURhTXmiqqiFPdZr6rY2i3quOFe8OK1M5LTKcGxglfkHJZHdNdr9Ux09ECs2WydisOh3MyrakmVdDdaq6dNS1bQm+tKqDXY3tIzcKatkUZnaae688PsT9awI7ZVpzImvqVMEwsC2tKwqS/XGJhRu+i49aUExdemN6AbkNHS1djhRElsaaUvEYPSsfNdXWMLMKsBoVr51U0GVu9cq6OmZju2lhTSubdTNEQpAUPQeKUkbJZU2KwN4G5WCNrWqmU0JquMJ2ZmE8NZu28rDig5GAzuTV9IIE1bUtKeK+YpD6OY01t73CkSRGFTKxpvSJhpxHtgIJbU04SeGF6E/qzBaYJwojiIslVWBU/V2tKxlQSBQiMZiNZWVM6eaYl2yrjpNu0ralSk7G5U64dn0mg01xKpJSUeO1GecBDkDhlp0zWVJer6PTWyJr6AZZLG+PBolTWVKeCertVOGvaEiRstGr5W9PJHGYO1lT2adZ0lZk1HRoGpkb0gyRuTTlx4IXpTahrCnrNeC2YZE3jtvOajgdFkhLvE01qTWmOY7HyCmdNJTm7pFuWNyW0OkbJcHXMhZzbeWVNhhOUb3UMh1NGymhNh3uTtZo1VVer0u01pcPg+cLCdLwsnDXtjxdYLpPJg3s2u7jcn8b++DC5tlnL3JpSFgrdI8pCNta0VpFwusmtaeAJCNycH16yjsoywAvTmxCsVmEa2YGdbprejdgfU1Ho5rs6psl2dcwXIl4Ib2lzpSozm3sEXx3DFnNhQ29QOARKBW/n5ZSZMllTTa6u1awpdZJYpoPRwRxlQkNxrelmJ39r2p/GbytOak1pfUwW1pTuhyemhcnSjPyx3JpyosIL01ugyAJOteMP/8e1ps2Gik5dRxFWx4wLuDpmf38GI8gm6Zbl6hg549Uxe/v53gCN9mdY2uX5e+LtvJwyw61p8a2pEgTYOZuuNWXdzuv7QZiCOxouCmVNw4TnyRKLZbJ7lLPtZqJZ02ZVRq+VLIk+jjU1HReKKEKsZnNPoUPE6Wa0kSQ+a8qJAy9Mb7PQmE6K4gyZJwlBIkZzKgqtRNaUxeqYrQKujml1amg2aZdZuUKQ+rQmIYg+FxKHcwUIQaq1dHQZn7RnAbemnDJTJmuqK+tlTWkHpWN70HQZZUJZVXBqp3jWtFEV0evku55sdeV+bbGwM7eml8YzOG48axq1ndenLkLHwXARvYuQW1NOFHhhehsoIdes+plbUwr42e7kWxTS6hjLZrM65o5zG7g0ij/LcT0jWkniJJ+BzTIEqdnR0epka8LznDVd0c/P0oZaU1AWuDXllJmy7jVdzqK3CJbZmnpO/HuKPKyp5/lwXZ9Z8CBLazqaGlgsrcSzpkn2mtIM5nY3e2u6peioq3LiTJLjoq4EnG1FO6Dg1pQTFV6Y3gbDcaHGDCNKYk3J1Jq2Cz1hUZjUmiqKCIvB6hjWaDUVm5vpFO5pWtMprY6JmeIXlZ078r9JVXQF7qpkg6YcTskplTWVK9jYbq2NNXUdP5w3ZZ0unzbyagU/xkxj2ta0XhGx1c33ED9crbO0MJ2bmVvTy+NZKBCysKZeEMBwHfTn0cOwuDXlHBdemB6DvWmyMKK4SLIAswCrY0SGq2NYhSDRCwHF7/cZ78JL25qqNRm9Era3xsWxXIiSmOlsLQt4Oy+nrHBrWnxrKoVJ7UGprCkV1IG/giKLBbOmqzAPYxazKLyWRNYUIk51s18LtyFpaNc0VDM62eHWlJM25bpbzIlWLX4YUZLVMY7no1qtQEp4U5/Umu4PZlgi+Ukp6xkVmdqdt5ulWx3jul743LPifM6rY2gthOlmM1vLAt7OyzkJcGtaZGvqhQWVXKJdz4QcFNOaUlG4vZnsXuDezW7i0aclhURNjNjWNE47L7E3mYdfOw5RrSllr3i+D1WM/rP7hZj3wpz1ghemx2S0MDD2st+5tjeaYwkvV2vabulo1dmt/vj8PpuLE828EGR0y7Y6JnnWcXlCkJrdOtqb+QZUcDjrBLemJbCmng+/ZNbUcTxUKhXIBbSmM9q3mrM11VYCziQskOPQpn2qjej7VOOsjiHkVTVMa470terpdqNxTg68MD0mmiJhJ4fVMZ2WjoauJFrgzILhdImJl2yZ9VEIEuvVMWaYi1fC1TEZBRbkbU0poILCTcbT7A92klhT3s7LKTvcmhbXmlI6Lx32ls2aSv4Kfowk2LStqb6qYifhFoGk1tTzA9iuH94vZm1N+7Ml5qadiTW1PR8VVCALbKUAh0PwwjRCGJERM4wo6eqYwXSJqe/kvDpGQS/ngIEb0d2oo15TwlNc1qRpTYf9GZZ+NgX1HQWwpmpNRe9Mevv7OBzOCbCmexMYc2uNrGn5Enpt24UgVCBJQqGsaRCssDCplTZ6MA9La6oG1VRN+M1oUjJwK/o9WmxrGlThRmzrvqdermsSJx94YRoBRRZgJQgjimtNaZ9or11DnlCrzMKw0TeTt8o84o4NZu28xGC4wNwr1+qYRltDeyPfv9MscW0P1WoVgliuSw63ppyyF6dlsqaavF57TW3LDa+LEqPW2KyQgoJa06CKU71WrtaUskHofkmRxEytKR1zjxdGmA6chTU1XBeKKEKslus1nVN8+E9U1PaFSrwwoiTWlC44C8PBgRlvqJ7l6pidXvHChmp1BRsJd4hlbU3JDsynJkZG8vbo41rT/EOQprDYnh+kCg9B4nCyZ0BhaYzT1otsTWXfh18ya2qZbmhMRUYHjaysadhK63ixW2lZWVMlJ2tag4RT7eys6cXJDA7jAwoOhxemEdmdzGHkYE1lRcCpBPMTLEKQPC+AHwTMgg9YWVMq8hZLG4OES7YzXx2jS9hinFRcZCgEqZXSAQKHwzkZ1lSXq+j01seaUpFHnSSsWmOzYnd3Aq+A1lT1K/ASJgcntaaW4x22OycIZoxjTWnkjOZMR3MjE2u6peioy3Jmq2o46wEvTCOy0dRRV+VYM41JrClFdIfx8gkTaJNaU0kSYVUDJu28LKEAie2t4tnc2xX6QRBk2saVtzWdT5aYzLPKJE4OD0HinBTKVJyG1nRpr9de0xStKcHamvYaGlRFLJw1pblHKtBY7FtNZE19sqZ+7HbeuGgrEWc6rcys6eXZHKbtxvpYDudG8MI0ZvrZLMj+RVOUBJgJbC0La2rZLmRJhMAoUZaVNaUij1qeWZ86p706RlJEmKR81ykE6RQPQeJwsqRsQUihNd1soJJhcnmu1tRwwgNKeo1Pq503DXb3pmF+QNGsqeJVEtvcpNaUwjJpzlRIMIMZx5pSV5vpuOhPl5lY066kYkPXc98cwTk58MI0BnVNDndGxYGsadx2XrrQ0exE0raJpNZ0fzDDAn7hrCnZ3KyKPFaYhoMa7Yhdk9UxdLNAP75p3YClBQ9B4pwEymRN+7tjWIzHM4psTXcvjkpnTTdrKnRdZrb6jJU1pTlTQagmaqVlYU0vD2ex/06TWFNKBj7TaWZmTfcWCyy5NeUwghemMaDSh/r4+06yMKI47I/nWKzcXK1pu6Wj3dCYzQCxsqaG6aBWytUxc8wzChAogjXt7054CBKHkzFls6Y1RUB7Y32saa+phSMpZbOme2RNneJZU9kD3JytaU/VUafCPcE9SRxrSqNffrCCGjMZOKo1bVVlbNXWZ8sAJ114YQrg/uk48jeO5hdOt+PPNMa1po26im5DR94MaVbQcwtnTQeDeelWx9SaKjY2i7cjNi3am000O/xFjMPJgzJZ04PL62ZNx/AYF3lpW9OuroT3JUWzpqblhvdpZE7ztKa7wznsmO3OSaypEoZABZlYU5I1A8PAzMh/LpxTfnhhGhMvCOD4fqwTqSQhSAQlro1dK5E1TdrOq+sKegVMWK011BKujllhubAwyGixfBFWx0xHC8wW5QpM4O28nLJTNmtaV9fMmjZUKIqU2r7n1Kzp/hSO5RbOmu72p3ASFvpJrWlXVtGpU4dZttaU1huSqY0bmBnVmtYrEk41i3dPyCkfvDC9wmcn0f/hy5KQKKE2rjVVVQnbnXwNGxVTi6WFvmUysaYsV8fMFxaGjE/u0ramiiZhK6WbhiKi1zVsni7Pn5fvNOWcJEplTS+NYBfAxGRlTfcujRF4q1JZ044qo9lMVnylYU17qoa6rjCzuXHZG8/DtUBZW1OZrKmbjTWlJOSpZWO8TH5PyFlveGFKp4i9eCmhlutBFKrhI0trShcAw3awb8RLXTsiqTWlk92dzeKtaFFUCVu9RqmsqZtDKFCuIUgU6Z/xqhwOh1NCa6qJaHZruRYXWVrTjYYKVZOZtKBmaU33D2ZwLAdFY28wg5XQ5pI1TdLO2xaVcNVgkp/gONbUdLwwAEpK6WfperSVgNPN4t0TcsoFL0wTWtPdyQwGvMytKd3Qn9po5hqC5IUD9gFkRsUFy9UxQbBi9ryysqYHe9O1Wh3TvzSGnXwlbmbwnaack0SprOnFMWzTWRtr2t+bYjEzS2VN24oUHgqzgqwpi3berqRcCWvM15r2p4swoDFra3ppPIUTIwSKrGnUdl6fxpIcB/15MmlSWOxqMR4nnJP/Jzwmd2/F+4dPQUQNLV4SbBJrSkukaeQ87vwAK2tKK1qStDOntjqG9oOGI/nlobNZR51h2nHRrWl3u40atX/l3GbF4awbZbOmDV1Eo6OvjTVtqiIG+7PUPn9a1vSBBwY4/yDbgpcFB6M5zIQHG0mtabMqo9dKNoMZx5puKzXosgwxwT7VKKgrAWdbrUy+FudkwgtTBtZ0f7rAfJX9aa4Qzrj6uVpTy76SfMfohoGVNTVNF5oqMb+RIWua+uqYGEl6ZbWmw70pjDJpUx6CxDlBlMma7p8fFaJVNCtrGn6t+/ulsqZ37bAteFlZ05Ygo9vSMz30vZ7VleDKxdLOxZrSbtcsrCkFg7q+Dy3mqhoOhxemDKxpU1ew2Yi3/oKsadx2XpOKQklKXBQmtab7wzkW8AtnTQ/6cyz9chU9taaCjZTmY4tIvaWju12emRQegsQ5KZTNmjbrEmotHdWM5uXytqaPSDkcLi1rShTRmg7GSyyX+VrTWkXCTsLgyjjWtCcfdvYl2acaBTmowk85wIuTP6ZpwjCMq79+8MEH8Yu/+Iv4v//3/yb6vImu8IPBAH//93+Pz3zmMxgOk59qlRX65zdeGBh52e9b2xvPsFh5uVrTVkO7MsOBQtFoami39ZKtjgFmEwMjw1mL1TFhivLYwHSRvwnhcNaRUlnTC0O49npdK25mTVm93mZpTeM+ZxbWtCmI2Mx5fzZtM5gsTcxiroZLYk13J/Owwy0La0qrFCmkU0k4asYpNt/xHd+Bt7zlLeH/TyYTPPnJT8Z//s//OXz76173umwK0+VyiTe/+c149rOfje3t7fDxuMc9Do997GOxtbUV/vpZz3pW+D70vmW1pnHaealtdKcV/yQsrjWlojDckYV8GU0NTDynUKtjiPFkianjlioESdVlbJ1anxkNtaZg60x57A0PQeKcFMpmTVt1GXpDy92aZtXOe+dNrKkkCTh9bgOthAevWVpTUazizOkOWi0tl9UxdAg6nhnhOrmkJLKmoODK7K1pV6R9qnp21nRVhcet6Ynm4x//OJ72tKeF//97v/d7YQ1I1pSK1f/6X/9r7M97rKs72dAf+7Efw87ODn7gB34A58+fDyvin/mZn8Gv/Mqv4LWvfS3+w3/4D+HbLly4EL4PvS99DFnVdcAPVjAdF7oiZRqCRAymS0x8O5E1TdrOq+syet3itaBquoKtXrNU1tT3A3iOzzTh8HbkaU19L4DnepAz/PNyOJxyWtODC8XYa5qnNaX1You5iTOP2CiNNaW0fCoKz8U8hGRhTakoXDIIQUp6r7gwHExmRubWdG8yxzLmnHZUaxquU6xWIAvcmp5UDMNAo3F430/tu895znNQrVbxlKc8JSxQ43Ks6eQ777wT9957L37hF34Bz33uc9Hr9W75/v1+H//zf/5P/Lf/9t/Cx2yWXrpcWpA1jbpkWJYE2KsgkTWNc9HRdBm6JMKeszWDUaD1LBSFPjINbGnJ22fJmrI4KaXntVzaGC8s9OoqWFpT1i/m1yIqAmwn+dzusdt5Mwz0uBGSIsEJD7Lz+xmOyoUHR6UzThzO9dDPMP0sl2nWVOvosC0Pq2CVqzXNIkCOrOkDlx96cNjZqKO72YBlOKE9pUI19uc/1U7tkJWs6R2POOww6nRq2OzWw3bSqM+Z7gVYdFJRKy19/QcuDnHn2Y3E1jTuKBQl1+rdFkwv29e7tqBAbcgwHCfSzgK6F47TSSgFVSwCl8esnlDuvfdevPOd7wy7aN/3vvfhZS97Wfj2g4MDNBPssz2WMSVF+1d/9Vd40YtedNuilKD3ofclzfu2t70N6xKCRH31BC00ztKa0sV2btjoW/FO4I5Iak1pb+jOZrOQq2N2ShSwQzi2B1EUwvandbCmtumGu3nzbNGLAg9B4pw0ymRNaQeytcw+0yGvNWJH1rTeUHH3I7fR3ahjcDDFA5/vJypKr4XlQWunW7tqTet1Bffc3cNGt4b+cI7PfyH+c2ZhTe/Z7CT+HMmtaQDLcTGcxBt5I4ERp52X6M+WWJjZWFPDcaFKYmarajjZ8opXvCLsjCV5SfOlT33qU6/a0y/7si+L/XmP9dPyzGc+M/YXSPKxeRPnhIgKCaviZz5rKisiTnWbuYYgHe5WPTTHLGA1a0otRGROqXAu0+qY/d0J0l2xXqzVMf3LY9jZSGJmlMk0cTg3o2zmv66JaG80cg3cy2rWVFFlfM3XPAp3PXIbp852MZ+ZePDzB5iODQSMUudZz5qqqoRH3LmJu+7sQRKqmM8tPPDgAJOJEb4WE1F3v7OaNT2CrGmes6ZqUMWZjeyzJJoVCVsx9qlG7SA84uJkBofR4QmnWPzzf/7Pw9HOv/zLv8R73/veq2//hm/4BrzmNa+J/XmZHmN8/vOfx6c//WmcBOJaUzoh0uR4K1ySWFOP5hL9AErC3VFJrakkiTCrQeGsqSiLsPNOiIpxUl6ntOMcl8pnSWujgVa3Xrh055vBrSnnpFEmazrcm8CImW5aJvYvj6HXVAhiFR9839+ivz8LD1sJQaiGbb2qJof/XxRrurc7hV5T8IidFj716cvh6raj50xsbTXxmEefCgvYollTkgvqMQ6xk1pT1w/geD60GLkkSaxpuE91YWAWs+MgqjXdUnTUZRlCWV7YOZGgPCGyozRbSmOb1NpLc6ePecxjEJdYVzJKW/qX//JfPuRtL3jBC/DIRz4SX/zFX4yv+IqvCHuMTwJxrOnedI7FKvtZOVGuwk5QFLKwpoblhBfaKqNiipU1tSwXsiwwefG+njSt6eBghnlGp415r44hxv0ZFhY/XeVwsqZs1lRXquhu5T+ikbY1pTnag90xHnG6A+/KawHNaG6fbuORX3QabZrd3Grg3J2bhbGmNF50sD8Lx1Gubdultt5HP2oHqiJiNjOxHfHvj7U1ffA6a0oWl1bfnTvVycya+m72u9brkLDTbmRmTS/PZjCd+GsNOcXkec97Hn75l3/56k5Tqv3obV/yJV8S5gzFJdZd+utf//owFvgIGnr9jd/4DfzgD/4gfumXfik0p6985Suxrta0VTuM5Y5TmpE1jdvOazkeJLEKMWHxldSaHowWiXarpmVN9w9mMIKgVKtj6i0VG73ipR2nhdbQsJniCgPW8NUxnJNGWaxpuP6jP8MyZropq3beLBgdzGFeSSKejQzcee82FEXCA/cf4Auf28fFB4dhZ02rk87e7jgMB3OYpoNHnu1eXR1DB8N0X3Th4hiXLo/DX0ddH5OmNaWCejBewrRcbB9jpUtSa0rGlBymkmD8KY41pR2jc9PGaG5kYk27koaOpma2qoaTDR/60Ieurot5xzvecbindzIJ5SVtaolLrAqGYoC/6Iu+6Oqvf/d3fxd33XVXuFD1JS95CX74h38Y73nPe3BSiGNNB/MlxglWuMRldzTDMkFRyMKaNuoqOs3ivEAe0WrX0GxqqbSKpmVN6eZrNjEwThhxH4U8rSnZAWNhQ2OYoMzhcE6mNVVFYPMGq0myJotZ08sPDnHX2Q5OneuGnTTnv9CHdc3rgrlMfr9B1pRlCNLu5UkY1HTEdGpisbSxceVtdFisqXJu1pTM840YjBdo1tVjd34lsaayX4UX05omWR2jrUScbjczs6Z78wUMqzyp+5zbM51O0b3yM0gzprS1Rdd1/LN/9s/w2c9+FpkWplQVXwslMH3zN3/z1V9TQtPe3h5OAnGtaU2VsR1jwPyIuNa03dTRrCmxbC1LJnMTI9dmYk1ZtfMSo9ECM8YtJWlbU5V2xO601iYESdFkuLn/BEfjIg9B4pwgymRNJ8M55uPFibemRKOpwbZc/PWff+Ehb+9tN9Fs12Aa2R1gHvdekWZNn/i4s1etKRWmypUZTlrlNhjOY33upNZ0a6OBf/aUL4IiSdjq1lHT5LDbjCwuFctkTY+CmtK0ptTpJlMCf4JOtzjWlJKBbc+DLkuZWNOWoGBDj27HOcXl3Llz+MhHPoLlchkWpt/0Td8Uvn08HkNV48uFWP8SHvWoR4Xa9qiN9/Llyw8pTC9evIh2O/9TzDyhVomF5WDfXmYagkQMpkvMAieRNU3azqup0rFaYbJGq6nY3EzneaVlTX0KtnJ8KDGCIspoTV3bC1t+REbpzmnDQ5A4J4myWVNFAHpnkq8AKYM1JUN6zyM2rl4bqVB9xN091OoqLjzQD9eMFc6aXpqg261fDTqq15SwxfeIa0ORsrSm/dECpu2Ga1souIUK1Xvu6OERpzo41WuGK/iikMSaXhrM4MaMpE9iTdVAiPX9j2tNafcw5+Twoz/6o3j+85+Ps2fP4vTp0/i6r/u6qy2+j3/847MtTGlvzR/8wR+g0+ng277t28K23mvXwvzRH/0RvvRLvxQnBbKmcdp5FVmI1SqR1JrqmozNVg154ge0yNoLC1QWsLKm4c7XhYVhxBedvK2ppFKqcGVtrOnBpTHsoFzWdH93lvdT4HDWz5oGK8zHBqYxzVuZrCkVnvMpzZhu4d7HnMLO6TaWCxuXL44KZ0uPsG0Xs5mBs2c6aDVU6LqMJaPX3yTWlO4FRuMlznWb+LNPfAFfuDjE5873cbk/w6c/vw/H8dCsqVCPkZqb1JpuaXpobJPMYMaxpjTjSt8HRRQysaYkbDgnh5e85CWhMX3jG9+ID3/4w+EBD3H33XcnmjGNtVuEEnk3NjbCOVIyo/TkRPHwU41Go7Dn+Hu+53uw7lAcuFiphv/o7Ss7PqNY07gLlOmf/mxpY25b2FTiz3qSNU1ywaUUXJPBnjVq52URdnAEmUcq3r1F9jPAcaH2LdrDunKr8GOccMa1plm2qV1LZ6sFVZdgjedhu17ROfeYM1gu8rsx5nBYW9My7eiVqyvUz3Zhm27u1jTtg729i+NwpclffPiz6PbqqVwfyZo+8IUBswNXSuitChU8cDDDlNGKH7KmSQ+sh1SYnqqj09KvdifVdSW0ptTSO1tY4eE6BTpO5+axrGncnI690RyaIkKKsW+drGlckaEEVRiBj6jTM2RN4wgbzsniK77iK8IHHXDQg5KtacY0CbGb2r/xG78xXKD6Ez/xE+j1elffTkXp29/+djz72c/GSSPOP0JZEmBW46+/iH2xUUWc6jZzDUGipcpCtRq+iBbJmlLrCj2o0GMJvYinuTqmvzeFcYyZl5NiTUf7Myzt7KP0ORxOuaxp4AdYzkyM+9PcnkOWh3j0+jWfmqU4tDsi8FeYz62rs6asSHpovd+f4myzgQu7Y9x1ZgPndtoYTpf41P17uLg/weWDKU5tNlO3pl05/jaHI+LIDPNoxvWK7eKcXH72Z382LBypBfcIy7Lw0pe+NJSN9Xo9DDDa3z/+WMJb3vKWsG1X07TwQatifvM3fzPR8+Q/iSmHIBmOC1WSIMTY65lk1tTzA7heAEVKVnwlnTXd689gVNhYU5ZICrXGMv2UqdPq1tBs66mkCheRWkvHRkahTyzYubPHQ5A4J4ayzZrKlQA759i+ThR11pS483Qb5+/vp/o1WM6aEncxTlBmMWtqmA6WphNuElhhhb/73F64MuYIy3bDWVRWu9lvRX+6CJ9P1rOml8azUCREhaxp1HZeTj78xV/8BX7t134tLByv5WUvexne9a534W1vexs++MEPhplBz3nOc471OV/96lfjxS9+Mb7lW74l3M5Cj3/6T/8pXvSiF4XiMvPC9G/+5m/wAz/wA3jiE5+Ie++9N+wpvvZxzz334CQSx5ruTmZYIPuhb1Guwkpga1lY026nFrbG0ClNkaypFbbGCmF7EWvStKajAaUKx/87jWpNc18dM7cwnrJp/eJwONG5UBJrSiMONGc52s/vmpXX6EMaUDtvWrC2pkmh+5NuS8ff/P2lh2yd0FUZd5/bDGcjj5vQmyQEqVmV0UuwzSGuNd1SdNTVZDOunOKyWCzCkKJf//VfD7OBrl338oY3vCEsMJ/+9KeH9dyb3vQm/Omf/ik++tGP3vbz/tIv/VK4JvTnfu7n8O3f/u3h4+d//ufxK7/yK+Eu00wL0z/+4z/Gk570JLz73e8Ok5g+/5VfEjYAAQAASURBVPnPh8Uo/T/tOCUd/DVf8zU4acS1pu26hk5Ni9WiQdY0bjvvUQw5tdPmaU37ozkWgVs4a0o71EzGrbFphyDpdQWbW/FbtMuGoinYOlMuc1Om2bwyUt//a7T+8BfD/3LSpWzWVFr52Lkj3WvwceDWNFtrmrSdl4rR7XoNjZp6dQRrZ7OJrY16OGdKbb5ZQHcj44URBjRmbU13J/PQDkeFW9Pi89KXvjSc+3zGM57xkLd/7GMfg+u6D3n7Yx7zGNxxxx1hqNHt2N3dxVd91Vc97O30Nvq9uMSqWF7xileEhehnPvOZsLom/t2/+3dhKhNV2rQu5nnPex5OKnGs6WC+xNjPPmyHBuqXcHO1po26io12vinBN6LVrqHZ1FJpjU3LmtIL6HJhYcAoQKLwq2Ou7Jwty+oYCkHipEjgofvA/4W46If/pV9z0mfvgXRbRlnhuT4cy4VWU3J7DtyaltOa7h9M0agp0BUJ95zbDPeK0j52mjeNQlJrWoOEnW72q/a6YvIZV052zGazhzxs+8b1xVvf+lZ8/OMfx6te9aqH/d7e3h5kWX7Yes/t7e3w924HdctS++71/M7v/A4e+chHItPClP6QL3zhC9FsNiEIhzeMvn/YXvjkJz8ZP/RDP4R//+//PU4ica1pTZWxnaBFI641bTU1tGPaWqZL0Ocm5r7HxJqyauclRiNqjfVKZU1lTcL26fbahCAdXBrBWZXr5ZJb03TQpl9A1T+cwaL/0q856XK2ZNZUXPnwnHzTebO0puHX4rOmia0prbizpzbO747xDw/2sTuYYTIzY+35TAK1DS+oJX1ixLamcTc69GcLLK14M67rMGtacSuFeBDnzp1Dq9W6+rhR4XnhwgX8yI/8CP77f//vUNXDbgCWvPKVrwxFJc2V/vRP/3T4oP+nt//UT/1UtoUprYZpNA5PdKjSliQJBwcHV3+fbOqnPvWp2E/qJBJebCwH+3a007ekIUjEYLrEJIGtJWuatJ2XVrT0cjgFvB1aTcXmZjrPKy1rSlaAzGmcWPkyWtPudhs1MtsZhE+w4A5uTVNDH/79LX/NSY+yzJpSlwUVE6omr4U1pRCkjV4DVaFaqllTVZUwvSZkqAjQHOnCsHH/g/1wdUwSklhTDQLOHCMJmDXNioxesx6rnZeTLRcuXAhnRI8e991338Peh1p1qTb78i//8rBuowcFHNH8J/0/mVHHcTCZPPT+jlJ5d3Z2bvscKMH3z/7sz7C5uYl3vvOd4YP+/8///M8TbWaJdSUjffvZz3726tA49SS/4x3vuPr7v//7v3+sP1RRECL2cpI1jdPOq8gCTrebmVtTTZex1U42UM/igm9aLvpmvFPAtKwpFXiLpY3B0iqVNaVUYSujOq0I1nREq3KsbEKfOAUl8KGP/uEhbwp/TTv4OKmyfapcc+1C4IWzU+tiTT3Ph5PyDlfWCb1nunWcYlj0spg1Je7Z/MdwmLgkXR1DWxVs14cW8/A5rjU9mnGdxrwfWgdrWhSazeZDHory8PGFb/iGb8AnP/lJfOITn7j6oJ2jFIR09P8kFt///vdf/Rga0Tx//jye+tSnHut5UGDSb/3Wb4VFMD3o/8+cOYP/+B//Y7aFKUUD//Zv/zY877AF8uUvf3m4u5R6iunxv//3/w7becvCEtnc2Lh+EJpTRRQytaZh8WU46FvJisKk1lQQKtjpFW/9h6yI2Nku3vO6FZQ+qWlyJhH2RbCmtDqmW6LVMWRNeTsvW9TZgxD8h94w0a/p7ZxsKMteU9f2wrtsWZXWwpp2NBmNMC+hUhprSofVtNd0OimWNT3igYvJi9wk1lQNqmHSdNbQjOupdvQuMm5Ni0ej0cAXf/EXP+RRq9XCnaX0/9QCTGOZVMN94AMfCAvLF7zgBWFR+pSnPCX216XgoyTjnLEKU/qCf/3Xf311vvT7vu/7wiWr9Ad9whOegDe+8Y348R//cZSFjqrGmsGMY00lsQozwQqXuNZUUgSc6jZzDUFyPR9BEEBm1ILKyppS2xe17bB6Xtda0zRXx/T3Z1j6q7WwpjSnvJyZfHXMGlO7pm33Mde+fcTbebOgbLOmVd+D73prY00P9qawjHjzgXlZU7UCbG+xPXA8KdbU8Q7vE5UEwX9xrOnR2NlwFk9kcGtaLl7zmtfgW7/1W8O2XNqmQt2uJBrzJFZhSuqXKu5rT+e++7u/O2zn/b3f+z18//d/P8pEf7nENHAyCUEyXQ+qJEGIYbqSWFNqDaGHIom5WlNREmFVg8KtjhFlEXY5Rhiv0mhraG8UL+04LfjqmDVmFUAffSb8X7qCPf3Kf6+2866yNwvrSlmsKaXz0okzdcSsgzVtKSLa3VoqKfOpWVN/BctyMBoumLXzniRrKvtVeG6Q+eoYbSXgTCe6yODWtPj88R//MX7xF3/x6q8pFOm1r30tRqMRlstlWJTmPYqZ3xW7QNRUCa16HUaM00ayplH/MV6ezFBXZKjIdgWGKFdhO0Eia5rkIkvQniwqjleulzhc4MiasngxsiwXqizCJ6vL2EKSNU0rQGI6NsLn3s6gZY2sKZ3+57UOgUKfRLEahj4drZEpejtvWW7ic2W1Qv3gE1AWl2/6LlXfhuAdnuDfRcXolf9S0oHgLtH77DsRCDdfEWLXT2Ox/WWpPP1122taphZ1wffhMd5VHYfwuplB18lgfxaGIGk1OVVryjJDQVlVcPpUC5bjM7WmSQ+vyZrePxgntqZJDvNpF72ki6giCEfB4lrTqFKDJMbKW4Wrc4wYCddkTePKGw7nWIXp13/916NareJ973tfmOT09KfTefWtIZt67UBtGnzoQx/CL/zCL4R90dTTTMb2Wc96VryBb9PE0nXQlbRjfxz9w4vTttCpa9AlCc7CDb92FOgC87m9UazTMLrIqYKIinA47xoXutAmaVPZG8zQ0BUoCZfY0AsPi7adIw76s3Buk2WoNr2As25/uha1djhb5E6Th0qVAVod09qox2v14BQSKkg3P/+eY7//o678l7akffZqm++nb/kxjYNPwNW3YDf4nlkW0IFLGdKnbdOBVNchSNXDudMcoIO8rObzG5IApVsLLSSNP7CGDlhZj6dQcNPKqYQpvXTImhQ6qGY15vOI010o1E2V8CCUDvTjjkNdGk7RbeioCNHvl+g+Me74lxJUY63KIVETZ8yNUx5e/vKX3/L3+/1ke6+rxw3PodnAI+j/6W23elz7/mlB2plmWklDJ4Vs2almvBnMOP8I+7MlZqt050FuxOXhDEaCsCcWs6adlo5mXWXWcsTqRajZ0sO9r2m0QqU1axr4ARzbhaplF/LBV8ccHx6CdHs8uQFfON5xEE1+3XPl/++98uvjQJ+fvg6HjTUtW0Kv56zPrOlosMByFn89XB7Iq1XYrcQSFofWNQhhp06es6bbWg01VY41/pVk1pRmXOOGdYZfkyf0nlj+6q/+6paPixcvhvOqqRpT6km+1a/z4pu/+ZvDBwv81Qqm66IuR2tdiGtN65oMXZZhzaMXp0msabeth7bWW3rhRScv+uMFKqigURULZU1H42WYhNdkGISUtjWVVJFpG9Rx2nnzXh1DaDL3picBX2li9/EvQO+z74Cy3Lv6drq6PSPc6XdI5UohenSbRM2KlGZAzXZHVzITwB/Sz8g1n9+unUL/kc8Kvw5n/awpBQLJDR2oVHMbAcjSmtaFCuTNOkwznYPv0Joybud1HR8VocrETrK0pvRchLoUGhwKb8zLmu4OZ6hpMsQYQUiJrKlfhRVjfp9b05PNBz7wgVQ//1rd2dm2jdls9pDH0Q1P5Ur6mVsJrv46zQeu7Isae1YmX+/ax8F4juUqfssMXVzvTxiCVK8p6HXYBPewNJw6Pa8t9maFnuODe+ncmDi2B0kSIErVh/+QpfADRH+WC5cm2f7QXvOotXVs0OqYnL5+nO/XxfOj3J9HkR+e3sXu478f09P/GFFPV5jfB0BN6j0AdBt8/W2ZcOXtvSvvR+9/7ZWJPt/u478v/Px5/xlP0uPcnd3D625JHtWVD4/2mub4HCJ9vxJcu+mQZjpehinmaZFGV5EcsLWm9BzPX0h+aL17MIWXMN2ZrGmSb9mGoqFdU1Gt0HF+vB+NL+yNIn+M7XoQqxXIQpXZPwUO53Yk0kLvfve78Z73vAcPPPBA+Os777wz3HFK0cNF5FWvehVe+cpXPuztHaEKSaAafXUltbYKxz/+BfKJpzdxaTTFHY1osedVWYEmN2DOo7fdbNckzO05zrWiR623VR0NVYU5syLPuB6x1ZTR0qOda9TVh75/EHioagEaQjI7+fgv6mF3b4ozXTax81WsYMoB2gzbYx/3hG3sXZqg0U4nb2w5s6B3VWhHL6AVQG+Ih68EjMX4Y590FnvnR2hs3DxsJnVWQMUSUa8VJL+Nvt/tK9+P677fj/0n92DvgT4aWxTZw7kV3s63Ybb/GNQ//jZU7SVow+HbADwJwNNucmND3+4/AfDn17wtUGpYfPl3wtt+JHgDb0LoMKirPuxnu+t7WC7m2LmTjgWKT6PVgE9hSAlbM+Py2I1t7O3PsXPHbTqdGFy7m5UKlHYHhvHQvb+s+OL2JnYHc+ycYRmEt0KtpsIPgnDuNClPaPTC+7JW/db3KXXt1r9PwZhKU4PtuOFzQ4J7pvZtvtatWLo2akI1DACMylec3sSF6RTtGF1GI8vARqMGP+KHPqm3ifOzh96XuTGeO2f9iHVXN5lM8OxnPzsMH6JdpqdOnQrf/od/+If4tV/7NTztaU/DO9/5TrTb+aR33oz77rvvIUO7ZEzPnTuHsR9AvBIGpFdXMAMXlYgHZHuWi4Ya/aK1sgwMFwa2lWj2sNZohHMDDSXehXJvMg2T11pivOJCrzfw8fMD3BNxfmJq/OPzpZkJWVIxnSVvORqMHTQkNjccZB8lScVsyrYVajiwURePH64VDRG+W4U59bCiFMorNzXzicu8MCVGewZqYnrJj7eDWpokUcZ8UJDQpysV03xg3fD7Pbo4Cx9l2wWZC5UzmD7+/8Pm594FbfL58E1UdFIT3ONu8O6fuq4oNdt3o3/vtyGo1IGDgvx8lJmjn236Xl7zs60LIi4+OEKtXo7S/8HPjrG508YqrX0qx71uNm7z/WJ07bbHLizTQaOdzoEYvZ7pdbZFvurYMIMAh31rYHJfoNdvf480Xdz6fYbDYRjYKCTYKdqQ6/jE/X3cGTunowqhIWNKwVYxPnp/6WJ/OYic0FuFgqVfAS10iFqY032xfk2AUpwwJc76Eev44kd+5EfwJ3/yJ/i5n/s5jMdjPPjgg+GD/v9nf/Zn8eEPfzh8n6KhKAqazeZDHsTqmsfSdSGLIoQqeTMc+3HXVhf/MBlF+pjVlSLoVLsZ+eOOHp8dRf+a9FA1GVudeqLvZ9J6xw9WMG0XGoNVJzQuyyoEyXX98PPJDOdMiXN3bqYWgnS0KmBBO8+O/pKJVTqPc/du4/yFSWqf/3YPzzlc6yMrUm7PIdL369FnDlMy+eNY3wNfqmP/Mf8SRucogxe42S3NtW+n96ePC6Q6/15n8LNGP9PnP32pFN/rbluDpEgQqDsqz+/XP+zf/n0ZXLvpCLS3zaaL6EaEfxbG2QmW6UKWr/wdMYDuy1hkUGwoKuphYGOygvnorzYug+kSC+OwMI36uKfbjf3jdHE8Dbc6RP24e9td3H/w0HtUDud2xPrXTzb0JS95CX7sx34Mtdo/mj76/3/9r/81XvziF4fvU1Z2Z3MYyCYkgda2UIF22EIcjagnX9dCycmzpY2BncwoJNnRRVDxZwvJL1dJd5ZdD52M2iUbiKi3VHQ3kx02lAlJluDR7iPOiUUy//HG9+4r/6Ur8+6V/1779sP3ZxeExjl5Cb37F4fhCpm8yHIHdBCsYCxtjA7mqXz+tHZz7+9P4TBYG8Oag+E8caAUzZom2QXfqErYaid7jY+T0NuTdTQ1JZxx5XAKWZhKkoRHP/rRN/39xzzmMeH7pM1iscAnPvGJ8EF84QtfCP///PnziT5vp6ahpcbbshlndYwkVWFV47fExE1ckxURp7rNXFfHOFfmfeQELTLXwsqa0j41WRaYndweQUmGaVlTOsGejg1MMnxRz3N1DLWpSbIYK6kwLy48yPe7HRfJ7EOyDr9fZ8PVDQBl9r4ZwH8H8BtXfl278vvhx1jDhxSznOwSestAu6Gg3tJQSbB6gwVZJZvTZPDOmeMuVYoHa2va1RU0Gsnt5LUJvSysaVuU0W3pqQQ/HZfVldDM2Tze7HCcTQ5H7E0XYYdbHPjqmJPFz//8z8M0/zFc7f/9v/8XhsseMZ/PQ3kZl1h33c997nPxtre9LQwSuB7P8/C7v/u7+M7v/E6kzV/+5V/iy77sy8IHQfOj9P+veMUrEn/u/fkC84jJtbQ6Jg6W60ESBIgxiqAk1pTmBWzXh0btkDlaUyoszGrxrOn+/gxmyZpPVF3CFiXWZrQ6phAGJCjHKW4ZVmsUCX3491f/nxp6/wLA/6CMgytvG1/59V/SeoKbfBwnfcpmTfuXJzAX6YQCFc2aUtATBQkpDMZlsrSm/f4cplG8XazDyRLzRfLnlcSa1iDh1Eb2c90dQUG3rkcWNrQ6hnOyuO+++8Li8wha23np0j8eThqGEeYNxeVYldDHP/7xhzy++7u/O5wn/aqv+iq84Q1vwAc/+MHw8frXvz5823Q6xfOf/3ykzdd93deFLanXP978ZjpTT0ZDU7B1TZty2tb08ngGs5K9NZXkKuwEtpaFNTUtF6pCc72VQlnTVqeGBoO5khuRljU9at8axjxRLZs17fRahTAgUeDW9HjUrikwPwngg9fMk66Ew+At+jVt1f7baz9uxAvTPCiLNa2rAjqbjVzNV5bWlNawuLZXKmtKe8S7jNbJHcHCmtLe9a1uPXE7bxJo//zcsDGeGrGtaZx2XqI/W2BpxWtn5tb05LAKAzNu/uukHGuw8Su+4isednN+9ET+4i/+4urvXfvkvvZrv/aGRrUs0J9kaBgwXQ9d6UpU/jGtaZx/gBtNHbokwV164YUnqjWNe6EhYypXKeFUSLRAmqxpkgvu/mAOXZOhJkzjI2vK4gXo2pNbQayiVq0ybedl/UJ+LbImYVujk2w/E2ua1Q3WzRjsTiCKAhShHNa0LDfweSKaQ8hm/+qv+w/ZTfpUeF/+TRA//j60Ln/0Yb8vGwcQzRE8jZ/UZ2lNy3TgMu7PQpNYb7EtfqJY06wO9GheU2jQDsxDg5qGNU3joHU8WcJzA9Qax7//ulU7L4sDa7o1m8zNsKW11dASW9O4B/vaSkRtownTyyYL5YhmRYbSkLF0nMjWNI6w4awnxypM3/SmN2Ed0RUJHU0Lk+KiQv8Io7YwUA+/LAioJVsvGxlKBjY852HL648LXVyTtKYQraYWfr+dmX2YXloQ6k01bHW2p+yXldOLeRqtUHTzEa7iCXd8ZjNvSjdZWbaoXUujXQtTpo3RDGWBbuLL1gKZJTeynr5UQ//eb4fVuRsNUcb4zm+A2boLvc/9bwju8mEfPz3zVRk+Yw5Bhy5laFlXpQrUXhuWkW/IDh3qZTESsXd5gu5GHRUhPU1Mh6106MqKWlWA3KvBYJiZQIfWSUd+6hDQ2lBhOvGLQjrETzICRWNYrhtAVyUYMeY+yZp+bm8UeRTsaMaVxs+ategHBg/0aQCDw7k1x6qAvu/7vg/riL9awXBdNORoJ0RxrWlTV1CTZVjz6K0SdIGhC02c4fal7YRFoe97YUJwXtaU5jfo67eEZPMw9MLz+fPD8JSUyQnpxIDteGgnnMXN0pqKsgiPcXBTUa1p+Hc0nMOxPNS1bA914sCt6e3Rh595yK+N9t0Y3PvtCKSHGi6rfTcufcn/h8373wX9ys7Tw4/nhWnWlMma0q7n+diAMbfQ2myceGvaa6iQdRmOR2u2glJYU+rAmy8sLOjviEFbLytrSvcoFLw3mZmJ242TWFM1EEKjnDU049pua+G9cRRI1Hxmj3cLnRRe//rXo16vX80WohHKzc3Dg6lr50/jUPy7uJyhtFg7iNf+EseaDucGHN8PB82zZG80h6aI0GL+SLCwprquQJVFONNihR6ouoxWS4Mzs0pjTW3LRbOlQxSrubx4ZY1WU9HaqMMcpbMaIQ24Nb05Vf/wGrCqVDG+4+mYnXoSbjYUGMh1HDzmX6K5++fonP8jVFbB1Y/ncG6GXF2hfrYD28q2HTIva3qwO4Wmy5BUsTTWVEMFte0mLMcvlDXVgiq0rRZsNz9rSocMVakKWRTC/4/D52NYUxo1W1gORksDm81ohfk9rU6YF8ApN3fccQd+/dd//eqvd3Z28Ju/+ZsPe5+4HEup/NAP/VC4iiUq999/f/ixZYaKxBVWYYttFgm91Jqx06pnHoLUbKjoxEhcY31Culha6FtmoUKQKFBoaTgYLNkWpixfwG/E4GAGK6O/0dCa5hiCFIY+zS2Mp/mlbUahDO2OeUItu9PTT8Hu41+A2ekn37QovUqlEr4fvT99XP+R35HVU+VcZ03LMkNN5tAyHGi1bA+BryXL8Ye2JqHZSW/dSRoHrL4fwHF8qIxShVl0UREePS/XS7zRgEhyoK+E1tTPfHWMvhJwuh1/1WBZqTpA1a7k+3Dy/i4ADzzwQFgT3u6RamF64cKFcG8pRQKTrqVf3+oJk+L9pm/6pnCf6cWLF1F26EQqSXJtnNOoA9vIdHUMMZguMUlgGsiaJl0doygSTvVahVsdQztfd7azWcPCinpLDYMjypRYmwRZlbF9ls9tngScxhmMH/ENcGo70T6utnP4cfXTqT03zslBQgA35m7GMjI8mGM5T7ebgPWIirxawWcc2sQiIFH1K2GAVp4JvRTCpEi00SD+2E6c4EzXD8KWZlXiTZcc9hzrp/k973kPPvCBD0BVVfzgD/4g7rzzTmxtbeFJT3oSnvnMZ4ZF6Fd+5VeG/cX33HNPuFhV1/XwY37/938fZWfpulBFCULEo0aypnGSyBRZwOlOM3NrSm0+W+1kUegsTiLDvWuKWChr6nn0vIKwcGZtTdNaHUMM9qcw/OzSpPK0pnRyTOZUTmlnXxrWtCwzeRzOSbSmruOFnTp08JgX4axpRjP6DamKjV56M7VpWFOX2ngrhyGNRbKmjuuH+QY07pWnNd0dzeDEXAeUxJqqQTUMYOKsHx/5yEfw7ne/+yFve8tb3oK77rorrA2pTrTt+Adgxz5m+eqv/mq84x3vCJeokhF91rOeFRaqZETpbZqm4TnPeU74e/S2d77znfgn/+Sf4KSwO5thiWxmUeg0igo0OgnL0prSC/RsaWMQw9ZeS1JrSi9AdnVVOGsq0vMqmXysNTW0N7JZiZDFnNSxQp8qJdgbw+FwCoEQ+GGBug5QITUdG5iNk73GZw3tYvUY/x2xsKayf3honac13VR0NGtKon3rcawpJfOKQhUiw1V6nHLwUz/1U/i7v/u7q7/+5Cc/iRe+8IV4xjOegX/7b/8t3vWud+FVr3pV7M8fufLp9Xp4wQteED7WiXZNQ12UYRpOGJmddgiSJFVhJziNImsa5zSMTo5Pac1wn2peIUiW4x0W5cIqLNBZWFMWp6SUzKvQ6agoJG7hySoEiZgMl3Ap3l0WT/zqGNt0w59h34s/e5NHQi9fHcM5aZRldYxtOpCbNawCKjL8XK1pFod7egVo7rRgpdTCHCb0Mg5BopV9SkOB66/CudOiJPTatgexTg3hq8QFahIOJgsIlSpUTYq3OiZml93l8QydmoZqimuIOMXjE5/4BH76p3/66q/f+ta34slPfvLVQKRz587hJ37iJ/CTP/mTsT4/P+qIwP5igWngZBKCRKdREp1GxVj5kcSa0n4sSnijdNw8relufwqj4hfOmu7uTWFFPprINwRJq8voZTQfWwRrun9xCDvgL5QcTl6U7aDl4OIIjl2AVJGsguKWNkYH5UkwJ/b3qWWVbTF9/kJya0r3KmG7cUJrmuRAvy0o2Gwl64yKY023FB11VUY1rUQtTiEZj8fY3v7He70PfvCDYQbRETTaeassotvBC9MI0D/A7Xq8f/xxZk0vT2YwExRncU/BRLK11finf3H3cl1Lt11DvaYmak9JY9aUlpTXagqqKQQKpTVrSjcii4WF4cJei1nTTq+FeksrVegTnzXlnETKMmvabirQ6moq1/UoZDVrqtKKhzOd1D4/WVPWIUhdXUGjzu6egNWs6Zamh9sU8vzZoaPy0dwI975mPWu6N5mHIUyc9WF7e/tq6q7jOPj4xz+OpzzlKVd/n/aYSlL8rA9emEb8xz+1bAwcIxNr2m0cnkbFuRAnsaa264cXWTK2eVrT/miBme8WzpruH8ywZLykPG1rqqgitk+318aaDnYnsNzsQp+SUIZ2Rw7npFvT/qUxLCO//bdZjj/QmAM9lJIExR3R789hmcXbUbw3nMOy3Fytab0iYbuTXrDVzeiIKro5rxrkZMu3fMu3hLOkf/Inf4L77rsvDLt92tOedvX3/+Zv/iYMwo0LL0wjQi2up1vNzKzp/nSB+Sr7FqPLw1miVloW1rRRV7DZySa4JwoNChRqp7MPLi1repgqnO2NSJ7WtNGuodMr1541bk05J5GyWNOGLqLVrae25/O4XMjImtIaFi9hC+rtYG1NKSeh02Z3T3DXVjccz0lKV1LQbmi5/uzQqsGl5WA4Wca2pnHaeYnBfIlZjoc6nGyh+VJRFPG1X/u14VwpPWRZvvr7b3zjG8NtLXHhhWlEvCszmFrExNy41rShK9hsxLsQkzWN28670a6hlvPsACUITuYmRq7NxJqyauclRuMlZoxTAtO2pqJMacfZ/H3mbU3Dn53hHAuzHGmb3JpyTiJls6bD/SmWU2MtrKljuWFnFKXNp0FaYX702rucx2tZTRMqCOcMxmWSWFN9JeD0RvYHso2KjO1WvqsGOdlBq0E/9KEPhbOm9Hj2s5/9kN9/29veFoYfxYUXpgDuX4yiJ+ZWsktgGy0MjL3sL8T74zkWKzeRNU3azqupEnY2sm9PuR0aHRhsFu953QradSaKQmo3IkWzplpNxebp9Oao0oBbU85JpCzWVJcr2NjJJ1H8WvbOZ7PfeO/yBG7MHZh5WdO6IKDHcBfrmW6LSQhSoyphq1vPdXUMrRr0/VWsVYNJrGm4atC0wzlXzvrQarUgCA+/n+x2uw8xqFFJFL36t3/7t3jPe96DBx54IPz1nXfeGSYzPf7xj8dJxqaWyKoAQaiGF4Io1vSzB9FXx2iKFEZy2ws309UxFDRQl2VY8/zSCv1ghaXpYGwaYchAYmt6fsgk9IAuxBQ0sDDsMJSBpTWlqP20Tpv3L0/Q7OiQMrKmWYV53Cz0yVzaGE8sdNsU91GO1TEczkmzpmU5cAn3fI4W4QqZRicfA3TubBtLL5vX3F5DhaTK8HyfyRqWG66OYTyeEr72zq0w0K9VoFEfel7ThYWlYaPd0hNb07jjUEqQbNVgXPSViHq7CcsvR5cSJz7/6l/9q2O9H7X0ZlaY2raNH/qhH8Jv/uZvhv8Yq1cW7AZBEA7CPv/5z8frX//6RBVz1nx2McAj68dvpbw4mWGzrkPIYOSbZgcWloORbWBbqUVu5407N0AMZwZc30dbjF98kTVNchIY7lbtteDHLMzTguY1a7oMd16e2YpOrw5NleFMDayCcoQDJUGhJO2zXbgLfpLL4eRJWfaaKtUVmmc6sAw391nTc/emPxKxvztBvaGGox5pWlOWoypqBahtt8Kd56x48PwwcVBiDQLqm03YbvznRfdKSTrN6GsLOt2ZRhMn10L3jFEDNGnVoOsF0BUJhlOsezUOW9785jfjEY94BL7sy74srAFZE6uV98d//Mfxlre8BS9+8Yvx6U9/GpZlhcUq/f+LXvQi/NZv/Rb+zb/5NygLd8Wwib1mDbokQ4g4gxla0xghSIos4HQ7/uxA3FlTWti8neDkmEUIEgX30GmuoiTbrXoEq1lTel4OJRsqbP1jaE1TCkEi+vszLDNaBh5a0xzbeV3HwworSIx+dtKGbtzLYpc4nJM4axqu15qamAxmuT2Hne3sxkS6uhwG+rFaw3I9aXT/BP4Klu1iNJgzC0FiAd2n2I4XdrnlOWtK4ZWu62e+OkYNhNhfl1MeXvziF2M6nYYrY77+678eb3jDG/COd7zjYY9MC1MqPL/ne74Hv/zLv4xHP/rRYToT9RnT/7/2ta8NjSm9T9kgaxqFy7MZDGTTthDODgTxZgeSrI6h05CF4eDATGac7k84ayqIVdjCqnCrYyRJhF2ynPRGW0Vnc32CCmRFhrvi4/QcTt6UpVVdrgRhp0XeZDUK0d+fwjKcUs2aKgGws9Ni+jnJmiZFCyqJi7Oks6bbWg26IkNIEHYYp9OOgkEJWcwux4KTPVTn7e7uhgLyXe96F86dO4fnPe95eN/73sfEoMa6W3Nd9yHLVK/nq77qq+B55eozv2cjesFCc59tTY2VXBvHmlLoklX1M7emkpIs6Y2FNSUzKVSrkBhd8FhZUzodFcVqGCrEmrSsaThHNTYwSbh3LQp5WlOaM1VrSq4L0KPCrSnnpFEma+p7QVioDffyu27RrGlW0BqWdreW2rqTNKwprT8Lg35kNt0wLLInju5V6PsoMwgZTGJNd0czWJaXuTWlGVcvhxlXTrYoioLv+q7vwh/8wR/gU5/6FB73uMfhJS95SZg1tFgssi9Mn/nMZ4aV8c1473vfm2iHTZms6f58gVngZLI6xnI9yIIAUahmak09PwgftMM1CTSXm9SaWkJQOGu6tz+FiVWpVseoNRlbjE+bi7o6huhfGsMqSYdRGebwOJyTbk3FlY8dxq8VRbamw/4cy1l58hIIhXaxMm4dZWFNFb8Cx8nXmm7IGjp1LVEKShxrajpeaEzFK9kznJNPtVoNRwHIlvp+8n+Px/rJGY1GD3nQclXqLX7Oc56D97///XjwwQfDxx/+4R+G+2zo/+l9ykYca9rQFGzV4iXDxbGmlyczmJXsralAK3Kq8YvCOxlYU9NyoSpSovaUNKxpp1tHvaakMqOTljUN/ACm6UCrsUsULrI1bXbraBdw7dCt4NaUc9IokzWlgoceqiavxV7ThljFxlZ610iypqzbeW3bgyBUIDFagcbKmh7eq4jM7lXicjBZwDCdzK0p3adSNxnn5GLbNn77t38b3/iN34hHPepR+OQnPxmOd54/fx71erJRMfG4y1Svv+mmypieyP/6X//rYW8nSOuWrZ03TkIv/WmHhhGukImSXEvW9PMH0QujbkOHLklwl16Y1ptVQi8lvSmCgKoowL0yRxB31vSeBCeBe/0ZaroCNWEaMllTFiejR/T7c4hSFXqlytSasn4hvz7t2M6o4ybv1THEeDCH6/ioq8Wff+GrYzgnmbIk9JI1pdGldeBoxMMynXClWFmQA2BBK0oYHgyzSOg9uldJUjSHCb0JVse0BBlKQ8bCiT8/HCehtyfrUDQJlhf9PpVTfKhl961vfWs4W0qrY6hApTqRFccqTF/xileklthWRGt6/zBawUIJbF1dgxkjXp6sadS9pnuTeRiCpCdbQxurldZ0XcS9zJ7utXAw6yd6DrQfjL7f7sxhMmRN1pTFKWmtoUJXJdhTE2lY0zRmdCigQRQESLIYptdmZU2ztADXotfVMJ3XGrNJcszKmpbJMnE4J2mvqWO5EOtieIjn2PkctNP1kg71shiJ0CtA61QbpuWUZnUMdf6oDfUwIJLBLla6H2DRTbWhqJDrCizHDYv+PKAvO14YMG0PzYYay5rG7bLbmy7C0TMyx5yTxa/+6q/ijjvuwN13340PfvCD4eNGvP3tb4/1+Y/1E/OTP/mTsT75ukAnQjPLxsSxwpOitK1ps6aiJsuw507kyUY6+frc3ihWm4Zhu9BkCYHvhQnBee017Y/mEIQq6gkLc9bWdDIxwvaVNsP1MWlbUwq2MmjvGU6+NaU1EBSENJ5Y6Lajv0hnDbemHE7+iIEPx18P6xOuyllYmE2MVJLb6YA1jfGU/f0p6nUVAqOWXlYMxgtUUIGuy7lZ0xoktLoajIzNf0dQoDZkGE70+1ROsfne7/3eVGUlP8q4iTX97PD47bwEJcOdUZpwTC8Ta9qfLcJTuGY12/mXvdEMdU2BEi83K5w1TZI0R9RrarjE2Z4WK6hB1WW0WhqcmVUaa2oaDlRVDlMoae70pFtTRZXDNRDuItn6Iw6Hk8yalqWdl9J55WYtfL1lHbQThaysqbpaQTvdhpNiFw1ra9rVFSgNNTSDLDqpQmvKoJ23JUiQm0p4qJ+nOFlaDkZzAxvtWjxrGqOdlxjMl2FwZkPPLsuCkz5vfvObU/38PDaLEV4QhDucaP4zi4Temiqj14wXukTEbc9oNTU0Uwr6icJoamDiJW83ohceViFIoZEzHfTnZqkSemmHnZHAgJcpofeoZZlaessA3biXpe2Rwzmp7J0fwsmxuMjyII8OKaltOa3QpzQOWImD/gx2zKCftKAaeTI3MWVwT5DkQF9fCTizkU0K/7U0KjK2W+uzM53DBl6Y3sqaRlwdQ/ss7QR7RqNAZcTEsDB0zUxXxxD74wXmEVfkXAu1pFA7bxI0TcZWAVNWRVlkvvQ77YReCrpodfTUdtgVDYlmlFf80sfh5E1ZVsdQ67+my6jGWNXGkqxGIZQggJdw3cntYD2i0pIltNtsQ5tYjPrUIWAn4b1K0tUxNH/r+n7slX9kTeMEZ5K9nhpWaGtPAlWnGI+TDr87Y4hzZX8PDXxHtaZxVsdoiojTnSaytqa0GmUzga1lAV3w5gsLA5tN2ywra+pRS2ywgsLYyKVtTWmH3dzLppU3nDXNcXUMzZkqmhyGeZUFbk05J42yhXr1L09gLdmPaRTRmlJ6OUHBeGWypuPJEgtGHUusVsdQHodhuRiOF7laUyWowncziuG/hhpEnOlkb2s55aU8d2Y5UWRrShe8heVg315mbk0HsyUmnp2rNVVUCTub8QvzI5LOkVwPBTDYJdOPtYaCjV7xDHRa7F8cwi3J5a8Mc3gczkm3pg1dRKubf1tiltaUUonLZE3rgoCtXvJ7AtbWVA0qONVr5WpNHddHtVqBJMYPiIpjTek+1XRc6DK7UEjOyaYcd2Y5tvNGxaR9n6IIsVrNxJoqsoDT7eytKbXSbnfyfZGmaHjH9aAySsFlZU2Pln6LCV4AbmZN02rnDWdhRkvMMlyKnac17fRaqDW13FvzosCtKeekUTZrSruQ55PoB8FltKYUjEev82ldI9OwptSttFzaGA2T20mW1pQ6qeh+hUIy87Smlwez2C3acTY5HKGuhPB7wOEch/LclZXIml6ezmAgmxv8cHcXtY5KYqbWlFppZ0sbAzvZ7EBSa0rLq21hVThrurc3hV2yf11aTUZvu7UWIUjE/oUR7PxCNiPBrSnnJFMWa6qJwGZKbahFtKYHe1NYy3INtamoYGe7eNZU8SuJU52TWtNtvQZVliBUK5laU9fzw3RgmfFhPedkUrJb53JY025dR0tVUI3RzhnHmkoStQ8HmVtTWjp+qhv/BSDuXq7r21Po25ykPSUNa9rdbIQml/atsiYta0qnzfOZiZHhrIU1bW000OzWUEnwIp013JpyThplsqZHu5C1urIW1rStSqkG45E1Zd3O61ERFKwgM5qPZWVNacc53Q/QuFee1pRW/lFXV+bWNKhya8o5FrwwTcma7s2jJ9fGXR1juV54AibFKIKSWFM/CGC7HrSErbRJrakoCbCEoHDWlJZ+mwx2qmUZgiRrErYzMgJFsKaD3Qms7LqXE8GtKYeTPzICuCnPXhaJ8WCB+SS/0Kc4KLRzlvFYCgtrutufXg2WysuabigaWjU10cq/ONbUdDy4Ga2l45QbXpimZE0bmoJeLV5ybRxremk8g5kgdCmuNaWiMImtZWFNTcs9tJOMzBcra9rq1NBoJHsByNya+gEsi3axWmthTeutGjqbjVKtyuHWlHMSrWlZ2nmv7kJOKbH2uNY0q3bemlhFj3FrbNrW1LJcyLLArGOJlTXd0nToKrt7lbgcTBYwDDtzayqX5BCYky+8ME3Rmg4MI3JybVxr2mvVUFPkWBe8JNbU8agYXkGWhFyt6f5gjmWleNaUln4bQVAqayopInZOr481He5PYTjlOMnl1pTDyZ/9iyPYVrlmL+OyovT/hYXRwRxlYv9gBtss3t/R3mAeHqYntaZJ2nnbgoJeK1l4ZRxryuEcB16YpmhNdUXCqWY9M2t6eTzDIqPQpWuhfZBWJV9r2mpqaNXJTqJQ1BtauPQ7jeeVljWlgIYwQVCV1sKaUjrvRkahT6zg1pRzEimLNe22VWg1JVy/kSdZWVONgnNSPqxkbU27moJmU2P22kvWlEU7b1dW0G6we15xoGPY8cLENObO1yTWlMO5HbwwTRFKIZtZNvqOkYk1bdc1dGoa4lzvyJrGbeel2QFFEiAmbJtJak374wVmvsfEmrJq5yWGowVmCdP4sramoizAyWiVSt7WNFyVM5xjYZUjopdbU85JpEwhSEfz6UbMG/uyhSDRYWUYKKSIpVkdc/Taayzj71tPC7pXWSZMO05qTesVETud9Fq0OZy48MI0ojWN2s5Le6vOtJqZWdOD6QKzVfbtK5eHM5jwc7Wm9ZqCzU68ud400el5baSz8zUta+rYXjgbm+UcVZ7WVK2p6GXUvswKbk05J5GyWNO6KqDTy//GPitrqgQU+uSVypo2RAEbXbavvSysaUuQcr9XoTWDluPGDq8ka8rbeTlpwAvTlPGCIJzD1CLuGY1rTeuajF7M9uEk1rTT0lHX5Vgrcpiar7mJkWsXyprS85pODUwYzyRlYk0zalXL3ZrSqpyxgdmyHGmb3JpyTiJls6bT0QLT4XwtrKllupAVCdWUOmnSsKb02jubmZhOloUKQaLnNZ4ZmDEw7kmsqbYS4DPu5uJwksIL0xhEtabhnlEGwTzHnR0YLQyMvezj3fdGcyxWbiJrmrSdV1Ml7Gw0UDQUTcZ2yeYYLdMJg5BY7F0rA4quYOtsuW6MuTXlcPJDEYDe6c7aWNP+3hR2whbUrK2pXq1ie6tZOGtKrbTbm81cV8cchldWEu2B59aUw5r1uOO8DbPATDUEyfb80CTKghDZmsZp56XWjJ12/OIsrjVt1FV0G3qsGVeW7Smm7WLfiDbXezNYWVOaz1ksbQxjRrTfypqm1c5L7F+awKxkZ03zbOelVTk0MzaZF28m6UZwa8o5iZRpdQxdMxxaV6bJa2FN25qEZiedML+0rCkF+TmOD5VRmB8raxreExg2RuNlrtZUXQnwYu5W5SFInDTghSmlzdXq6VvTMLnWzyx0aWE5OLCNTFfHEIPpEhPfztWaSpKI01utwq2OoXnNnRT3waVBp1dHjdInMwpCyhtZlbF9lu3fe9pwa8rh5IdUCeA65RgBYMFosMBiapXKmiorwLuyf7ZI1lRfVbHTy9eaGpYTyowku1W5NeWwZD3uNm/DzLYx9JapWtOl60KTJAgRjxrjWlPaK3o6QeJaXGuqaRK22ukE/RwX1/PhBwFkRsE9rKwpndzatgdVk0plTQ/2pjCD1VpYU987NCC0CqIMcGvKOamUxZrS9YLWxogJd3kntaZZtfPWxSo2GbfGpm1NHcc7/DtiNJbCypp6XhDeFyTdA5/UmtIYlhVztyq3phzW8MKUTtNEEWcazdSt6e5sBiOjPaMUuuT6PtSIoUtJrSmVL9OlhaGdbKifhTW1hVXhrKkoi5kFCrGCWrfSbN8qGpIqwavkd5MZB25NOSeJsoUg7V8cwWEcbldUwqC4mYnJkE2gUFbs7c8KaU3VoAo3YQBRUmvalVV06snGsLg15bCCF6ZkSVYrmK6LfWeeqjVt1zR0tHh7RuNYU2oftoUgc2uqKCJ2us1cV8dYthvuVU26W5W1NQ1fgFbU1su+8EnTmg77c8y9YC2sqWt7WGEFmdFMUtpwa8o5qZTFmnZaKrS6Glq5dbCmWgXYOtVK1Zqybuft1VVomszs74iVNaV7FVkSIeQ8LkNjWDTzGgduTTks4YXpFSRBwNlGK3VrurdYYBY4mayOOQpdkmJc8JJY06P9WHrM/VisrOlufwqzGhTOmgqSAIexfkx7dUytoWCjV7y047SQpPJZUw7nJFE2azq4PIa5zD4NP6+RBzrAYxUolBUHBzPYZvHM9v5gFruV9lprmqSdtyHIicewuDXlsIAXpldwgwD+KoAmiqla0waFq9Tj/eOPY00vjWcwq37m1pR2YFoJikIW1nSjU0dNkxMN9adhTekFSJaFVE5I07Km4S7WMe1izS7kI09rGq7KkcVc58aiWlPezss5iZTFmtY1Ee0CrCrLypoqqxW8lHdgsrambVVGq8VuLIWsKYt23g1FRauu5jous1qtMDdsTGbxNhpwa8phBS9Mr0GqCrCrXqrWlKYeh0b0PaNxrWmvVUNNiVecJbGmFEBEf9qkQ/3JrekMy0rxrCnNu5jhT0N5rKlak7G108qsnTdv9i8M4azWZLCWwykgZbOm4/4Mi+lyLVbHODbdK1UgpXR4l0YIEjEaLbBcFG8l2GC8DFfKJSWJNdUh4lSCMSwOhwW8ML0Gy/cgVKqR9o3GsaYUzX262cjMml4ez7DIKHTpWoRwRU6+1rTd0tEMTyKLZU3bnVq495XV88rCmoZ7Ppc2BnNrLaxpZ6uFWlPLdW4sCtyack4qZbGmqlTBZkoFVRGt6f7u5EqBWh5rWhcFbG6w2xzAypo2BRGbnXquIUge7Xz1fKgxNxqQNT3J7byCU4zHSYcXptdxcT6FXXFT3zM6tx30HSMTa9qua+jU4oUukTWN285rOh4USYBQreZqTQ+GcywZFOasrekB2dzAL5U1lTUJO2c6WBdr2r80hpXN+mEOh1Nya0qJtYupiXF/uhbWtNe4EiiUUnBPGtaUxlJmMxPTSbFShel5zRcWxtN4rbSsrKkaCPCcbIIOOZwbwQvT69iq1cN9o2KEYoqsadQQJGpxPdNqZmZN+7MFZqvsj1ouD2cwK16u1pTMZKfJbq6ElTWtNzR02rVU5koe3EvHNNJMkef5UDIMvcjTmjY69XBurEyrcvisKYeTH0p1he2zbA8xi2xNac+1vXRKZU31ahXbW2zHUlhY0xoE7Gw2c7WmtutBEOKFZh5xkq0pJ314YXoDLs5p/s9Jfc+o7XnQZSkTa1pTZfSa8dpEkljTTktHQ1dSaVmNOr8x84tnTUfjJaaMW6HStqYUbGVn1N5aBGs6OphhaZfjBJmvjuGcVGtalnZeOrxzqVtIk9bCmrZVKdU912lYU98PYNsus1RhVqtjqJXWTdBKy8qaklBwnHitQjwEiZMUXpjegA1NR0tRw1UraVpTSaS1IUEm1pRidsYLA6OIoUss2B8tYKzcRNY0aTtvrSZjs1ND0dB0Bb2U1rDsDo6/lzcKNFNEicJZJtbmaU31horNnfznxqLArSmHkx/iyodrZ5dgnrc1pT3Xy1nxAoVuhUJjVWFIY7GsqRpUDved52hNt7Ua6tSineC0gVtTTlx4YXoTdpdzLFbpXmgd3w/nTdUIK2qSWFNVkXCqHb8IimtN63UFnYYea8aV5fzGeGZg7NpMrCmrdt4won1uYRRzsfXNOHdnutZ07/IEdmU9rGk4k0TGfZn/jeZx4NaUcxIpkzV1LBeCKOS6bipLa9oQq9jYSm9VDllT1u287hUjyCpVmJU1tW0PIv3spDS3G0UoxN2tyq0pJwm8ML0JTUVFT69FLqaiWlNRrMJOsO8zClQEL6zooUtJV8cQg+kCBvxcrSmFNGwnnN9IA1mVsL2dzhqWtGZN6SZE09MLvSiaNVV0BVsZhT6xgltTDifndVPWGkRoHh3eTQxMR8UKFLodUrDCyl8VzpruDWaxi8JrrWmSdt62pKDb0BM9B25NOXHghektODCWmAZWqqtjLM+DWI0+aE7WNE4IEoUunW43M7emuiZjo5lvK20QrMLUu4FtFcqa0ryLZbth4cySnTPpnpgf7E5hBmxf1ItqTWlVjmk4GE2yb4WPA7emnJNKWaxpp6WGYwB5rpsia5pVO69erWAr5ZEH1tbUMl3IshiOphTJmm4qamrr5KIwnBlYxNz5yq0pJy68ML0FdUnGqXr09pSo1vTiZAY7wb7PKFwNXVKkTK0plS+ThYGJa+VqTRVFxKle8aypJIuwS/avsdnVUw29KBqyImHnXHlWVxDcmnJOEmVaHUP0L09gLstxmJUU37sSKMT4gDXNECRiMJgX0mwPxgssl3au1rRRlbDdZbfzlcM5DiW7Fc6WACuMLRNDb5mqNe01a+GKGiHiHX5ca0qhS0nah+NaU5rl2OmmN4dyHPxgFdrJfSP5rjCClTUNww5WCE9vWc+aPrCbXgvs8GCOBeNWqFtZ0zzbeSltk+y2ktKNF2u4NeWcVMpiTeuqEK6bypusrKkSrOA5bFPm07amDUVAo6kxO2Ala8qinbclSLkHNobjX2GnkBHbmvJ2Xk5UeGF6GyiY6Eyjmbo1vTyjfZ9sE+JuF7qkSGKm1pS+5tywMbCTFYVJrSkFUpxmsMOM9eoYQaIDA5SKWlNBd3N9TlRFSYQv5BdoEgduTTknibJZ0/FgjvlkuRYhSLQmB6gwCxTKypoOhwsYCe1kGnO7k7mJ6cxM/LmSWFMNAk5vFK/LjHNyKdltcPb4qxVM18W+M0/VmnZqGlqqEiueO441TRq6FNuayiJOdVuJ2nmT4nnBofliZCdZWVMKOyCbTYl8rPeapmVNw7TjwQLzhPH2ZbGmtCrnKLCqDHBryuHkiyYCmykVVIW0pqsVHKtk1lQUsMG4ZZWFNa1DwPZmI9fVMbRblR5xd6tya8qJCi9Mj4EsiDjbaKVuTffmCywi7vuMuzrGcj0IMUKXklpTPwhgOdRKu8zdmtrCqnDWdHd3UjprqtVlbG6vz4mqIIoIBLYt12nDrSnnJFGm1TEUumctbai6vBbW1Fzah4ntKYU+pWFN6YCV1rZNx8tChSAdjR5pDA5Ck1hTJajCc7LJQeFwSnYLnA9OEH3faBxr2tAUbOrx9n3GsaaXxjNYOVhTUaridIK1LSysqe14YRIfGcoiWdPuZgOqwi4lMCtrOhktMUt5tuhacrWmFONf4daUw+EcD7m6KmTATloMDuYw5sVqjT1WqvBWs3DWVKOiMGFHUlJrarteuFc1jsg4gs+aco4LL0yPCf2DtKte6ta0v1xi6tuZWNNeqwZNliBUs7Wmrk+ttKvYrSGsrOnlgyksISicNd3bn8EqWdIt2YBeSrtYi7Y6huDWlMPJn7JYUzrMovl0QayuxeqYliKgk2L2AFlT1u28NOJDD1YjPqysqXOlKKVVf3la08vDGRwnXoHMV8dwosAL02Nieh6kahVihCIujjWtqTJ2GvFmCuJZ0ynMipe5NRWkSqIZVxbWdLNbh6pIzOwkK2va7tRQo1YogX11mp41XYUL1icJl4JHgVvT48NnTTknjbKFIPUvj2Eu1mN1DHXR0OvBdJRf6FMc1KsBTsWypopfgZPweSW1pluajromx8pBOeKB/XGi58BZD3hhGoFL8xnsaro33tQyPDZNjFwzE2vabehhC3Gci00Sa2q7frg8Wk7YSpvUmu72ZzDgF86a7h/MYAYr5u28aaLoErYzCvng1jQefNaUw8mHZk1CqwA7IbOyptQa29tJt4uGtTWlAEJa2cZqPpaVNTUt9/AQPaW53eOyN5qH36M4cGvKOS68MI3Apl5DXYpWxJE1jdrOSy2up5vNzKzp3mSOBbIzXUcIUjXRjCsLa9pp6WjU1bBILpI1bbZ0NMPdauWxphTyMZ+ZGBnZzVJxa3p8uDXlnDTKFIJETEcLzEaLtQhB8qk11vUhK2KpVscc9GewM+z8OS77g3lYoCa1pknaeTuSGsqMuHcld3c6sb82Z33ghWlELi/IsDmpr6hZug727WUm1rRZU9Gtx7vYkDWN285r2i4USQiH6vO0pgfDORYrr3DWlF4gjSAolTWVNQk7p9fHmoZ7Tat8rymHw7k9irBeq2PU1QpuyVbHdFQZrfBQGMysKYt23q6soN1g97ziMpwZmC/KFWy1rrzuda/Dl3zJl6DZbIaPpz71qfg//+f/XP19y7Lw0pe+FBsbG6jX63juc5+L/f1srg23ghemZLnM41/Y2qqGDS1aERfHmlKL69lWKzNr2p8tMFtlnxp4aTCDmaCVloU1JWPabem5X/Cvp97Q0G6n87xSs6Z+gOXSxjDDF648raltuqhWq3yvKYeTI2WxpnR9pBnGPPcgZ2lNLdOFrEioMk6ZT9uajifLsPunaAzGSyyWdq7WtFGVsF2AlnTO7Tl79ix+9md/Fh/72Mfwl3/5l3j605+O7/iO78Df/d3fhb//spe9DO9617vwtre9DR/84Adx+fJlPOc5z0He8MI0BvtLKuLSDTFwA1pq7EOVxEysKYUu9ZrxLjZJrGm3raOmyYlnJ5Ja0+FkiYnnMrGmrNp5icFwgYWXfAY2U2uqiNg+sz7WVJAEBNyacji5ULYQJLkSwDHXZ3VMf38Ka+mUyprWBQG9zXghlDeDhTVtCiI2O/kWhZSDsjCd8J6JU2y+7du+Dd/yLd+CRz7ykXjUox6Fn/mZnwnN6Ec/+lFMp1O84Q1vwKtf/eqwYH3iE5+IN73pTfjTP/3T8PfzhBemVFi1uvic0T/2N60uy9ipRb9oRbWmtO/TqQSZWFOK2RktDIw9K5eB+iSttCysqa7L2CrgKWCtrqCb0vNKy5r6fhDO6PTn1lpZUymlWSrW8FlTDic/LMOBQqnrOQbZZLk6pq1KaHX01D5/GtaU8hJM04GuyYUKQQrTjhcWxlMj8edKYk31lYBTXbY7Xznp4vs+3vrWt2K5XIYtvWRRXdfFM57xjKvv85jHPAZ33HEHPvKRj+T618EL0xiERZxlYOwbqa6OsT0/DFqSBSETa6opEnba8U8J41rTZkNFp55O0E+UC/5kbmLk2IWypvS8RuMl5q5XKmtKRdqpM521saZV2jEnsrmJyQqe0Ms5KZQtBGmwO4GxJqtjiMloifnELJU1VSsVuIxfd1lY0xoE7Gw2c10dQ7vo6U446VYFTnxms9lDHrZ943vXT37yk6ElVRQFL3rRi/COd7wDj33sY7G3twdZltFuP/RgZ3t7O/y9POGF6TVEsaaqKOFMvZm6NZXEKuwq21bOW7VozE0bfcfIdHUMsT+ZY+47iaxp0nZeTZWww7h9hwWaLmMzpeeVljWlNEaapVI1aW2sKe3DlRgtZ08bbk05nPxoaAI6BXitycqa1qoVbG41S2VNXefwvkuiQ8cCWVPqSHJcL1wfk6c1VQPh6vdoXRAcQLBzfjiHz+XcuXNotVpXH6961atu+Jwf/ehH4xOf+AT+7M/+DC9+8Yvxfd/3ffjUpz6FIsML0yvc29mIXMTNHBt9d5GqNV26LhRRhFitRramcUKQFFpV025mbk3ruoLNVg154gcrLE0HB2byNhmCpTWdzkxMLKdU1lRURDgRbX+ZrSmqFZ7Qy+HkSFmsadiSOV5iMpitRQgStcZalgOVUWtsVuzvTeHabuGsqRpUE9vcpNbUsN2wyy7K+kQOOy5cuBDOiR497rvvvhu+H1nRe++9N5whpeL1CU94Av7Lf/kv2NnZgeM4mEweeqBPqbz0e3nCC9ME1lQRRJxttFK3ppenlFybbuT6EV4QwPY8aLKUqTVdXYkhn7h2rtaUgntO9VqFWx2jqBK2t1ulsqZkTFerVWp77IpnTZ0wgVJkdMKeNtyack4SZQtBUoQVeqfz3+uYlTXV6DXB9lK1pqzbeXsNDbquMJsHZmVNHceDUK1CFKu5WtP98RxWAXe+rgPNKytgjh7UqnscArrHt+2wUJUkCe9///uv/t5nPvMZnD9/PpxBzRNemCawpt4qgOW5qElSqtaUdow2VSXWyVQca0qtK44QZG5Nqe0z7xhyj5aC+wGTNhmW1pROnCkmfmjY5bKmMv0sVdfGmu6dH8CtlKMwPYLPmnJOEmWxpr4XhOtjsjy4y9OaOrYXFnhlObi7dp+4yfh1lwW7/SlsO19r2pFUdBvpBVtxkkEW9UMf+hAeeOCBcNaUfv3Hf/zHeP7znx+2/77whS/Ey1/+cnzgAx8Iw5Be8IIXhEXpU57yFOQJL0wTWlNZEOHEmAGNak13ZwssVm4mIUiO54emS4kx2J7ImlJ79NLGwE7WSpvUmtIppC2Qwy2WNaX5xZ3tciXhUTrv4eylsBbWtLPdDmeCBQYn2VnArSnnJFE2ayoiCDst1sWaHuxOYRvlWh3TkiV02uzGjMiasmjn3dL0cAQqz9BIYjQ3MF+jIK8ycXBwgO/93u8N50y/4Ru+AX/xF3+B973vffjGb/zG8Pdf85rX4Fu/9Vvx3Oc+F1/zNV8TtvC+/e1vz/tp88I0qTV1Ah/+KoAmiqla0ybNYOo64lyC4lhTKs6sHKxp2ErbbeW6OsZxDw8aZEZBNqysabiGxfagMZ7TIWuaVjvvkTW1MnrxLIQ1vTCEW7JLK7emHE72WEsbao1dq2jRrelGXUG9kV4CfxohSMR0amDOYEULa/qjBZZLO7E1TdLOW69I2O7kH+TFeTi0p5RsKbXuUpH6h3/4h1eLUkJVVbz2ta/FaDQK18hQUZr3fClRrrunglpTqSpkYk0PlktMfTsTa2q6HiRBgBSjDTOJNfWDAJbjQk/YSpvYmkpCIa2pKJOhR6kwaW+fKmVqEXO1pr0W9IaGakYtzEnh1pRz0ihLO+86ro4Z9udYprzjmrU11YUqthinCrOwpm1RwkYn39BICgI1bRc1pVzBVpziUo47p4JbU8v3KJAz0r7RONa0rsrYacQ7mYpjTS+NpzAqfubWlAybncDWsrCmlu1CFNiEC7C0pq7rw/dXUBjNwGZlTfcvT9bKmh5cHMEJypVWyK0p5yRQtnbeIqyOIWuaVTtvQ6piI8U/bxrWNPBXMC0XGqP1Z6xCkMJ054WFMQObm8SaaishvDfhcFjAC1NG1lQMramXqjWlk6mRaWLkmplY081mLSyGhRhtRkmsqev5YdiPIom5WtNLB5NiWlMKpyrZv9zOZh01alkT1sOatjYaaHR0VHJs0YsCt6ack0ZZrGkRVsdk/eed0/qz4RJlQqVwRMZ7O1lY0xoEbG80cg1BolwSQoqRS8LhXE/Jbm+La00Nzw3Xx0TZNxrHmmqyiDOtZmbWdHcyxyKjVTXXIkhV2NV8rWmv24AiS6E5LZI1tR0vLHhYBwqlbU0p+MIMkhf6ZbGm/Utj2CU7RObWlHMSKJs1XbfVMXoF2NpJZ/1ZWqtjXMcHNf2w6qJiZU0pe4IetIM+T2u6O5yFK+I4nKTwwpShNb0wn8CuprvTyV+tMLcd9B0jE2vaqqno1LRYoUtkTeO281q0p0uoxJpxZWlNdw+mMBMUyGlZU0EUULwA+1vT7OpotrO1iHla00anjvZGI7yZKQPcmnI4+a2O8T1/bVbHhGvZcv7zxmFvf8Z8FysLa6oG1XC3aZ7WdFuvQVfkWGsNOZxr4YUpQ2va0+uoSwqECP8wyZpGDUGSJSFTa3owXWC2yj7S/vJwBjNGqBRLa9rt1FDT4rUzp2lNaam1oojMTm+vJU1r2t+fwfDXx5oO9iawSnaIzK0p56RY07K08xJSZQXHSvdgu0jWVF2t4KZ8cWRtTXt19XAkhdH9ACtrSpkYsiQyu0+Jy8F4AdPM/2eYU254YcrYml6cT2FW0v2H6QUBbM+DLkuZWNO6JqPXrMf62CTWdKNdgyYnLwqTWtPL/RmMSvGs6e7eFNGmjY/Xzpsm9ZaK9kYtU4uYpzWtNXV0ek1uTTkczm1Xxyi6vDarYyzThaxIqeUOpLU6pt+fwzSK1690MJyHAU15ro5pSwo2mnqi58Dh8MKUsTXtajraihqpnSGONaUhczdmi2lUa0p+a7QwMIm4qoYFu6MpDORrTTstHY26yuyGgZU17XTrqNGNjFAplTWldQFzN3mhXxZrOtyfwnCyscSs4NaUc1Io2+oYswCrY7Kypv39KeylUypr2lJEdNrsVrSQNWXRztuVFbQbGvJmvDAwS3kdEOdkwwvTFNhdzrFYpVvEOb4PL1hBjZhcG9eaaoqEnXb85Le41rTd1NGk1plKvtZ0bzDDMkGBnJY13T+YMQ8UStua1hoKNrbWZyF3ralhYzu9oA/W8FlTzkmhbCFIRVkdkxVtVUKT0stTksRpWFNKFZ5ODcwZrGhhzYieF4ODjSTWtF6RsNNdn9d3Dnt4YXpMaxqlnbepqOjptciBQVGtqShW4DBoMT3uqprJ0sQw4qqapKtjiN3hHMsEycAsrGmroYWnkaxeQFlZ02ZLR7NJz6s81pRe2CejJaaMQyRuZU3zbOelP+94MMeyZBG93JpyTgplsaZh0TNaYDllPaRRXGhtzHxSLsOmC1X0evFyPm4GC2vaqIrY6sYbu2IVguQHK5i2C53xrnXO+sAL05Q4MBaYBlaqq2Nszw9NoiwIka1pnBAkVRFxuhP/YnxhOo31cc2Gik49neIrCgejBeYrr3DWlGZeFr5fKmuq1eRU1wUUDa2uoncq/3UQx4VbU85JoWzWlIJq8+6wIGuaVTtvTaigt822yEt7dUzgr8LAIVWVChWCRPvfDcuFrsq5WlNtJcBzy3UQyykOvDCNQBRrWpNknKpHb2eIak0FsqYM1pkc9yRsYUVfVcPCmu6N51gEbiJrmrSdt15TsNGqFc6a1hpqmB6cRt2eljWlF1Basj42nfWwpsEqNCELs1wRvdyacjjZr44JV6kwKnqKTlhMLW2MDuYoEyr9XTEuvlhYUy2ownXzXR3jePR9qYRZKBxOVHhhmlIIUhgYZBkY+0aq1tR0PUiCALFazcSahqtqOq3MZ03DorCpx9qnypLhZImJ5xbOmo5GC8wYL7dO25rKmoTtlJITi4iiK9g6Ux57w60p56RQttUx1cCDa2W/oi231TFYYSvl1wLW1tR1fKq9mK1sY2VN3bAoPAzIzNOaqisBLuN7Es56wAvTFK2pKko4XW+mbk0vTqewKtm0TdCqGtNxsWctI3/smY1k7Ul92qcaOLlaU12XE89wpIFWU7CZUmhGatbUD7BcWBgZ62NNJzQvzWdNORzOLbBNB4qa3iqVooUghUUeFVNytDDHvFfH7O/P4DLOSmBhTdWgCsfJ15oalgNdkRMHV3LWD16YUojQMW1jVGtKgUFzx0bfXaRqTXuNGuq07zPiBSCuNZWkKs52s7emOu1TbeVbFIZBNjMDY9dmYk1ZtfOGgUITA1PHLZU1lVQJO6fXx5qqusJnTTmcnCiTNe1fnsBaWmtjTZXVCk7CPZxZW9NeXUWNtgYwWiXHypoapgOdDjZy3IlL7I/nsFL+O+WcPHhhSqd1VSc1a6qIIs42Wqlb00uzGcyMrKnrB3B9H1qM080ks6bUHj2cGZh4dq7WVNNkbG+mF9YQF0WTscU4KTATa0rzRRlZUyLvhN4RrfhxspkLZwWfNeWUnbKFINV1Ea2cu3OytKbm0g5fW9MqptKyphQ+aBrZ73g/TlijkfB1laxpknbejqSi29ATPQfO+sELU3oBEJVj28ao1pRaX23fgyZKqVrTTk1DS4237zOONaW5CkdYZW5NVU3CTiffHVlhcM/CwtC2CmZNV+F+tYldMmuqiJlZU2rnzRu9oWJjp53a7j7W8FlTDicfqPV/Pj5+x1XZGdCh3cIplTVtKSI67Vrh2nnbooxuK/+ikGTCYlG8wp1TXHhhSnsyjSnsip2aNaV1Lp7gpW5NL8/mWK7cyO28cVPXqFVZkTK2pqsVxgsDIydZUZjUmiqKiFMp2cmk1nR7q5zWdLi018aaDvcmsEqWC8GtKafslC0ESRUr2CxAQFxW7bxNWUR7g22Rl7Y1pev5bGZiOo6eu5FmOy8xmZuYzpPvxE1iTRtVCdsFzOWIAzVXFuFx0uGFKZ0syVr4qCIda2r7ftiGqkTYNxrHmrZ0FRt6vOTa+NY0yNyaKoqEUxuNRO28LFbnLE0HB2b01Tk3gpU1JZtLL5IT2ylXQi8V+mc662NNmzo6vSYqOc8AHRduTTmc7KFDO0o2zXN1TJbtvMRsYmAyZFPkZYVerWKL8YEwC2tah4DtBPdKLEKQSGAsTCfcaMDhHAdemF5h16AZTSs1aypWBTiCn7o13VtET66Na00t1wtbh+UYseRJrCld6GZk2GwzV2sqyyJOb7ULtzqGbmK2U1rQnpY19dfMmhL93THKFNBLxSm3ppyTQJmsqVRZwS7ADGNW1rRWrWBrJ53XryNryrqdl16/6EH3BEWypnSAbtkeVEXK1ZrqKwGnN4rXYcYpJrwwvUJLUbGp1o5tG6NaU9NzIVWr4SNNa9pQZWzX47VNxLWmdjV7ayorAk4luNCxsKaeH8B2PGiMTrNZWtPF3MKccdXDrSlb6q0a2huN3JMTo8KLU06ZKVsIkkWhQHUl1+6KLK2p5x0WeWmtjkkLhUacGOc7sLCm2qoK1813dQwFZtJ9iSwl363KOfnwwvQaDsw5DJipWdOL8ynsarqzptQyPDAMTH07E2tqOG5oTKUY+9aSWNOwldZK3kqb1JpKkgA7QQhUWtZUlEX0SpbQSzcjxppZ0/2LIzir8lyGeUsvh5M9o70plmvUCqnS6hizXKtjLNMND6mLtjqG9pkK1WooEfK0pkpQhVuyNHpOPpTnjigD6pKMLe34/fhRrWlPr6MmRds3Gsea6oqEnUZ21vTieAqz6mduTSVZwJnNfK2pSyFQwQoKo9NdltbUMGkNi13ChN71mTVtdutodHRuTTmcjClTO6+uCuikNJ4RxZpm1c5rGg40XUalUrLVMYNiro7Z689g2/laU8vxDpOiOJzbwAvT6/dkWkvMg2Vq1vTSgmZZ0z0JpBnMiWlh6JqZWNPNZg01RYYQ46QwiTUNW2ldD1rC+Ymk1lQkayoWz5pWhSp2UprVSdOaWqaDwdxaH2t6gVtTDidLytbOuwpoztSBqslYF4b9OZYpvw5ceICtNW0rEtPVMWRNWbTz9jQNdV1JrdA/Linf+nJOCLwwvQ5dlHBKb6ZmTTuqhraiRto3StY0agiSSsE8zWZm1vTSeAajkr01FagoTDDjysKa0pxpGALFaH6ClTWlIs+0HPQXVsmsqYCds+tjTVsbjUNrGqMdPk/4rCmHkx1ydQXbtNdodYyAjc1GOVfHFLDtuj9ahAGDSa1pknZeDuc4lOtOKAMCrDBxTEz89JZa7y7nWKzSfYHxVyssHQf79jITa9qpa2hq8U7kklhTaqVdxdynytSaigKsIs6aSiJOnyqXNaXwC9ty0V8za+quyhOCxGdNOWWnbDtNbdOBrMlrE4JERd5iYWF0MEfZVsew3iXOwpq2RQmbnfR2xHI4rOCF6Q3QRBFnatGsaZR23qaioqcfPwE4rjVVJAFnW63MrOnedIElsu/VqCZMBmZhTU3bhSyJEBlZL1bWNCzybA8HDJZsZz1ruk57Tcma1tvcmnI4nJsz2p9iOWWzO7sM1lSvAFspHawSj9hpY+8S20NJ6lRy3eKtjqFCf7qwMGHw88OtKSdNSl+Yvva1r8Wdd94JVVXx5Cc/GX/+53/Oxja6DobeDGmxv1xgnrI1dYMAnu9Di2gT41rTpq6gW9cjFdxXv+ZON3Y7L82ZUhKeFGOfKktruntAIVBB4awptTufTinsIS081w8Xy1MAxtpY0/PcmnI4WVMma1qjECTGNq7I1tR1/LALi3IcyoRKz72Aq2NqELCdIDCSRQgSh3OiC9Pf+Z3fwctf/nL8xE/8BD7+8Y/jCU94Ap75zGfi4OAg8eeWBQFna63UrGldlrFdi56cG9WailIVTsxiKY417c8WmK0cZA39Oe0EycAsrGm3U0NNixcClbY1pZZnldG+1WutaVrtvIQoC3AymrsshDXd5NaUw8mSMoYg0V5TNcMDu7w52JvCWjqlCkGyLBeKUrzVMaHNpXsBBjaXW1NOWpS6MH31q1+NH/iBH8ALXvACPPaxj8Wv/uqvQtd1vPGNb0z8ub1VACfwoYlsb+aPoGnEvrHENDBTXR1je/7VQjsLa1pTZfSa8VbVJLGmhu2Gc6ZJW2mTWtO9wRzLSgGtqUhFXnlmGAnX9eF7AVQtnX+DN4Jb02jwWVMOJ48QpOwPf/Nq592oKWg0NaQVKHsqpYCloq6OUf1K+NqaBG5NOWlS2sLUcRx87GMfwzOe8Yyrb6tWq+GvP/KRjzD5GlK1iqDqpmZNaafp6XozfWsqxremcQru0cLA2M/+gnxpMIOJfK1pq6mhWVeZnZSysqb0QkSn7YrCZu4lK2sqhNZUWCtrWmvxWVMOJ0vK1M7rWC5kRcx193GW7bzEeLjAfMI2J+F6zn9hPVbH0BYBQagyycPg1pSTBqUtTAeDAXzfx/b2Q28m6dd7e3s3/BjbtjGbzR7yIOjyXlk9/OH6flhoqVXxhr9/wweO/1hhhbFlYOIbx/6Yezc2In0NeliuFxpTKrSjfNw9W118bjKK/PV0RcKpVv1hb7/6vb7N4/5R9K9Jj422jnrCVtrw6ye0pgeDGYwEBfK11pTlKTFZUzcFa5rmajSaM12tAihkTeP8UER80J/lAoVhxPn48JuR/HFwYQivUs3kz8vicccXnTn8GeAP/j0o4c/AuTu7pfv5HR1MYVCgXY7PIbxWfm4/k69Vl6rYTHG2lkKQ0ngdm81NzKbsVseweo4Hw3nYbpzUmqbwLeNwwFafFJxXvepVeOUrX/mwt3dWAqTVja2MChGeCDj+8azN6aoMw5rirHq8RNGqqKBWa2KxOL5hNCQZC3uGO/Tjn1pODQNtXQPcaGcRO6qEjhT9/GK18uGKLppVJfw1XcAaUgUVVMNi/2Z8+R2buDScoq3GOzNZGiY0XYLkx/v4L72nh8v9KVp6/DObll5DXVdhTc1wlU0SNjsy5u4CZ7rRkwlrtev/DLRWR0alVg0LPlY87gnbYbJhWi1RkkwHQxXI6W1wuspjn3QWe+dHaGwc/twemwqgt64Uzwm3BjU2etB0BdZsgcDPptMhKd2zTRi+h+1TGQSzVIBal+JFkn+vOfz7TXR9D43NKz9TeUPXkrZyy5/vJr1PpwVjmd1Kret57MY29vbnaHSyGbWoaFXUO1q4Sowltcbhvd2Gp6DZYtudQ2ZSON0I94mzYNOVYSzmOLWTLKm4VdehtXUsDSvRJXSrKaOtHf9eyaEDVw7npBamm5ubEAQB+/sPnXOgX+/s7NzwY+67774wLOkIMqbnzp3DuOJDrNzEcAU+ZEGEX62EKbe3Q2828LnJEDqOeUO5OtxrOnNtbIrHa/ugr3H/cIh6lJtWRYaBKjzfC1OHjwt9rT8/GOCR7Wgzp2QtZUXHZHn4InJ4v17F1KFNsbdmf+lifznAvd0Yc65VEXJFhGGRaYt3yT2YOWjIyQqCSwcjyJIA7SYHHsdFrzdw/sIQDSmegZ3NH/pxqlqFR38HZnKjey3DgY26qCEdvLDtSPQP29jSptZo4FN/vY9zUdrVrhSk85HNpFi6+Pf9w/UxPrsDhDSp1Ru48PeXoAsZvKRcOaafHxi8MM2CNfh+08/tpz58P8495kxxvt8D65bf79kkgN7UYC7zm2Mc7Rnh9TILZJMKmwqChIe9N2I+8cLXr7+j6/6dLFeh+aiYh91K1EKblIZUxxcORtDryQ8sLy8mYRhSrRb/QIbulQ5mfdx5zDEoxyrHQSsnX0p7fCHLMp74xCfi/e9//9W3BUEQ/vqpT33qDT9GURQ0m82HPAi6zNFu+5s9LiwmcAX3lu/zkAfNgRr9w897jIdCe1MbzWO//9HjHxaDSO9/aTaDUTlsT0774QUrLB0He/by6tuufq9v87hrp5voa++NF5gH8U8o6SKbNASpXlfRbupMWm/odZjVrCm174SrdRjH79OLeZqzprSr1q1W0//BvfII732iPsDu67c2m9AbWjg3n9WfOenj3KPP4MIDo9yfB3/w70Fm/+ZzfIQhSBSuk+e/+TNtnP+H/Uy+lmO64dqYaopJ7SnUvFBoLIxhhxI9Rxazpo2qhM1OvKDKI+7ZPLxX43BYUtrClCD7+eu//uv4jd/4DXz605/Gi1/8YiyXyzCllyVbeh26KEE8ZhsChSDF2Zt64M5TTejt1DS0VAXVGNVSnNUxZAzPdOK3nMRN6K3XFGw2a7nPPxyMaFetV7iE3iqd3ub9zYmIY3vhPjsK/cgqCCn3hN6jWVMOh5MJZQtBojGHNAu1ojHYn8GMMPZUhBAkOgyW6e+pYKtjgmAF03ahMVgjx0OQOCwp9RXtX/yLf4H/9J/+E17xilfgS7/0S/GJT3wC733vex8WiMSCi8spnGq0C2KUhF5qFz7XaKee0HtpOocBL5PVMS7tzPJ9aDF2ZtHqmCQMpktMfSdRQm9ia1pTsNGqMQssYGlNKZ1XFIVyJfTSTt41uglrX7Gmglgt1fqYCw+y+TnlcLKkbDtNicHeFMbMWJvVMW1VQrvLLun2eu48lU7acL8/g2WwXfHDwppqQRVOQpvLV8dwWFOeO56b8MM//MN48MEHw8TdP/uzP8OTn/zkVL7OhqqjKanHto1RrakXBLB9D7okpWpN2zUVXU3LzJrSqho7waqauNZU0yRstZO1qbCgH7YVF8+aXt6dwqYY6RJBoRcUJkGWYF2s6d75AdzyX6Y5HE4KNDQB7V42M55FWR0zGxuYjYxyrY5RZbTbOrPPx8qaOq4PocpXx3CKBb/jicBlYwYb6VlTqSrArXqpW9Pd+RyLlZuJNXW8w5lWJYadS2JN6WuO5gYmrp2/NW0Xz5p2N+pQVTks9MplTQU4Oe7vy5pOr8WtKYeTIWVq56V5w+XMxGg/3wO0LK2pVq1gc6dZOms6mRiYT/O329ezz2h1DIfDCl6YUpuuc7wLaltR0VX1Y88uRrWmTuCH86aqKKZqTRuagk39+H8OJtZUWGVuTRVVwk63kfuNw3BCbcVu4azp3v4UVslqPMt0QmNKIRhZwa1pPHhLL6dslLGdV6kCW2e6a2NNaYWW5/qZ5Q2woiZW0es1mVpTFu28m4qKZl1NdR/5SUGwATHnh5BfCHdm8MI0IvsGzWhaKVtTP3VrurdYYBYxuTauNbVc7zAJNmtrulphvDAwdq1cramuy+glTL9Lw5q2OzXUdBlVoVIqa7p7cZTZrCm18+ZNWa0ph1NWymRNKfG1Uq0wzwwoMupqBdfyUrWmrNt5A38F23ahMggbYg0dns8XVmJrykOQOCwoz51Oypy39o71fg1ZxpZ2/CIjqjW1fA/UqSgLQrrWVJWxXY9XLMWypkIFQYLrcWxrqhTDmo6mRqIwprSs6f7BDGZQrlnTje1meFpOJn6drKlXKd+NJ7emnLJRRmvavzyGuUxWWLCwplm181qmC1mRSpdIrKIC12ZbULNaHcPy8JzDSUK5/lWnxN2N478Q0S38wFpisTJSs6Zilebo0p01pT9Hf7nEzLczsaam64VD9llbU1rGPV1aGDpmrtZU02RsMSyQWVnTZktHs6mFq1jKZE33Lo5hr5k1VXUl0xbmpHBryuFkQ6suo9lJL622iPT3p6VbHUMJuHSgyupQlVUIEnWX8dUxnKLAC9MY1rQmStjRGqlZU8NzoQgixGo1VWuqk01sNDKzplT72DHalJNaU9ohdnojvbCE4174J3MT4wRhTKla01X85OQ86G41whnidZo1JTsQiMVrA7sd3JpyykiZ2nmJ6WiB6fD4u9DTgq+OuTUHBzPYZvLMiWvhq2M4JwlemF7h3tbxb/YDrDBxTEz9RWrW9MJ8Arvqpm5Nh4aBsWdlY00dF4ooQoxhupJa09nSxtCOb02JpNaU2oq3N/MtkG9Eo6mh1dJLZ013L47XataU9uBRirJcwBmlm8GtKaeMlLGdVxWB3ulOrs+Br465PV1dQaPBLmyIr47hnDR4YRrTmmqiiNO1VmrWtKfXUZcUCBGuXnGsqaZION3MzppeHE9h5WFNFQGnElhTaudlYU1nCwsjRtaUVTsvcdCfwQjKZU03thqhDV83a7ri1pTD4VyH7wXwPR9SAdJq+eqYWzMaLbCc5zsTfCP2BjO+OoaTO7wwjWlNaa3LwrUx8tJrnbk4n8KssG35uJFNnJhULJmZWNPNZg2aJIXzpllaUz9YYWk66FtGztZUxE4BrWm9oYULwMtmTatiFe4aWVPH9sKbz9E4mf3PEm5NOWW1pmVr55UqK9iGvXarY2iso0zURRGbm43CrY7pqRoafHUMJ2d4YZoARRBwrh7NmkZp5+1qerg7tRrRmkZdHaPSDGazmZk1vTSe5WJNRVnA6Y3j/32lYU2DYBXGsg/t5Kel3Joe7jUlYyrJ62NNBUnE6bt6KBNUnPJZUw4nXcyFBZ1hm2hZVsc4jGc20w5Bou6p5dLGaBhtHCwLRnx1DCdneGF6A2t63HZe7/9v702gJVvL+vxf7XnvmuuMPd+JCzIjk6BRBBTHiBo1iYlgiEYDLhFHTP4QE12oy4gTEVdUiBqj0YhjxCgIRhkUkCij3LG7T5+55mHP+7++ffr07e57urt21fftoep91qp7u0/XOVVnnzpV9e7nfX9vFMZBRYd+H6K4MhpgBLFnQGP767rYd8epWNOVmoWKoUFme3FStaYhxo6LvUn21vQUx0Xby25N2X5PL6UdfnmwpswQjIc2esP51w+lDRWnRNEomjVt7/Yx7M33GseDRVkdw3aaisAslbCxwfd9AK2OIRYBKkznhO0bPVsWZ03ruoFVs4wkpcIs1lRTZZyt19ObNW2zNuX0rSkza2fmaKXlYU1ZW/Ewbiuevx2TrCnimRhJkuLdpstiTVVdwybndGbRUEsvUTSKGIJk6RJaG7N3BhUxBKmIq2M87+j9j8opI4Hn6pix7cHk0B798JX524uJ5YMK0zmtqRcGcMMAlsBAkp3RAEPB1tRnNtFzseuMUrGmraqFqqknalPmYU39IITt+tidJPs+eVvTeIXNerZvHhbKmqrLZU3ZbFW/PcLQnv3kTlaQNSUIcUQhmzN1YZha5oeZVsfcnt3dPlw7f6tjrEiC58732nLfavFO6hD5gApTDqiShCDhapck1rSq6Vi3Kom+/kzWVEnXmm53BxiVfKQ+a6pKOJPxrGkQhJjY3txtxQyypoBje/FcVVrWlBWnWVtT3dKxnvF6iKSQNSWKRhFDkDQpgjNZnhAkRr8zRr+dfQtzEtYqBsplPZerYySpBEWZv0Qga0okhQpTDtaUGVOWbmvIipDVMWzf6P54hF4oNonTC0NMPA9KwsTcWa1pvWygYbGghnStqReEcP0gDn3K0pqyFp7T6+m+eGdpTRnCE3pTsqZ5MSOd/T4mbrHW/DDImhKEOJyJG+87ZsXFsmDJJaxyntm8edaUdzsv4zDHq2PYCd95IGtKzAIVppxQZQmh7AuzpmVVw+lK8ifdpNZUkkv4ZOcgNWv66e19/EMngzkECfjY9l6m1pS1FTuuz2WWg8Fzr+nDj+zj4Z0OeLfzil6lElvTlFYH5MGamhUDK5uNQqVwkjUlikjRrOnhbg+j/mRp2nnZHtcwDLnNbKZFVVGwspKsI+5O8FodUykvV8IzkQ+oML0D01pTO/DjgCJdkoVY0xAROvYE7WCcqJ03LWa1pudWZzeGzJrO2s7LDDcPeFhTl0P3KWvn5cnGZgOcDlHq1tTn0H5UFNjP6HCnC3v2jvhMoPUxRJEoYghSxZDRWOO3K7MQIUg7/Tilt2irY9hYj8HphCqvdl7GYWeE4ciZ25pSOy+RhOV5BzdjO28SWAtsINCaGoqCsylY03vXWvhMr52aNZ3n8+bhrtMtPHDYztSaen4Qz5uyFTJ5s6aMh3e6hbOmrFhbJmtq1Sw012ooFbBtj1p6CUIM7HmQhSDpZjrPhXmwpisVHRWBe1xFrY6xSiV4jp87a1qTFaw2+dpcgrgTVJhytKaTwIuDkNhFhDVl+0b7roN9b7hQ1nSeM3zzWFNezGtN2R5OV86fNT1/4fZFpDzH3jjRCb3LZE0Ze1ttuGGxClNq6SWKRtHaedn5zsmcxqto1rR7OEK/MymUNXUcP+6e4jUTzG91DDAcO2h35ttiwCBrSkzLcr17S8GaXhp24QtM6NVlBedq9cysKdvbWtHFxNCfZE1ZUnDF0DKxpiwcybrDbfOwpiwB73iFTFGsKTO8p8800WyWc2tN9RSt6aWMrWm1WUGtVRa2ZF4kZE2JIlDEdl575MCq8Et9LQJlRcLKurgWZlHWdH+/D3vs5nJ1zObafKFSFIJEJKF472Jybk3ZWhdTVqGUxFhTP2L7Rj3seYNMrCkrFM83G7e1prO05d7qDJ+qyHecQxVhTdl+1Yql49xGI54dFm1NWSy7K0eFsabsDO9o6ODMudbMb3oWZa/pMTu70/9OimD3YhtewZ7SyZoShFh6h8P4siztvGzHMwtCSmt1GC8ahhan4fOClzX141CpCBqHUKmLnAMVicWkWO9iimJNR114kivMmqqyjHPVhnBrGn/OddaUFWtDx8XQcXCmLiaW/fqilq0rGdkuBhMHp5u1VK0pC0c66I7iNpZTqzXh1tR2/biNh8eTP+PhPbHWdHOzjpXVCjrtEaSE64XSsqYsoTEta3ruCRvImvpqFeWaGbeGFw2ypkRRKFo7r6mWsCJwjUoe23mN2BbztY9prI7p9yfocWib5Y0RluC6883AkjUlpqV472AKYE3XzDIqqg55SpWU2JqGIZzAR1lVhVlTVoQ+aeOx4qFhGjjbOGoh3ukPUTP1W+47ncWastt74unHbq9uGTi7cnR7u70hapYO+TYF0LzWVFdPPrt62BuhYrLbLqVgTWXYObSmz/rsu679ud6w8IT7N2GYGq5sdeILC2+aFbHWVE7dmmbd0rvz6AF8qVimgKwpURSK2M7L7OHx68uyWFM2V1uuFG/VSVmWsMY5SZlHOy9LDTb15dqLS2QHFaaCrOnWqAen5AizpqwodKWj2UQR1rRlmtcKUWZNuxM7Lk43qhU0LAO258cFMi+aZRNnmldvr9tGb2zHxel6/ej2Jq6PgOPtXc96o4Jn338WsiXj1EoN9bIRz5eytuWqZWDseAjCSLg1nThe3LrMLjzYave4fB12f570xFNQKjrW12s4PBji4sUDjEZOHHXP0HU1d9bUc4+sqZFSKuXm+ezftDbX6/FJA6Vgu/wYZE0JQgwHOz2Mh5OlsqbtwyEGXVvobfC2pqxtlr2i8trFynN1zH5niNF4viCtu1ea3O4PsbhQYcrMypTzoEmsacsw0dDM2ASKsKZeGMbzpqYixpoejscwFQVPObV+7WN924kL4tVyGYejcfy96bcoopJa0/ZwDENV8OSzj90ea+FlpnKlWkZnON3+1lms6V53iGpZj9uG/SBEs2bhwqkWzm82sVK30OmP47ZiVqgKT+iVJTjK/Nb0/Dl+1nRntxfPmrKH8gOf2UW7PUQYRNfOwp87v4InPHETjaaVS2vqyukWaVmvj9l+ZB+hTNaUIERRtHbeWlmNw9GWiSoLQVorXgjS7m4fju3lzpo2FA0r9eV6DN2M7AGyG2V78bDwUGHKZhklR4g1vTLuw4YtbtZUkuAn3Js6rTVlZcfecIQLzQbKmgq7FMSF41avj0/s7MVF6dNOb+C+NT4FELu9/cEI51sNlHUVjhzGt7fXG+HB3cN4rpbNmTKzert23lnZ7w1h6Rre/+BFPLLdxj88uodHdzr41KN7cVF639nVeBY1LWvKwpDyNGu6s9ODaWp4aPux8IJazcT9T9yMzeTlS4dotSr5tKZBetY0D7OmK6easTFVCxb+wSBrSuSdIrbzMsYDG2ZZX54QpDCKn/9FhyDxtqZrFQOVMr8kZZ6rY3pDG93edJKAIGaFCtM4XlwXYk0buoEVozxVquss1tQJgni3KTObIqzpwXiMnm3j8+65gM1qBZe7R62hT1xfxel6DQ8ddOKW3vXqrc+iJbGmh8Mx+raNz73/rrgAvXTYRaNs4L7NFazWyvCCAGu1MjbqFe7WtD2Y4MKpJjauLpNmhTJrAz2/0cTmSjVuY2E2dX2KZdNc9ppyeC09tZl8rdCtYC9GmqHe0GLkeUHcenTYHqLbGcdJvSwUaRYWLaE3a2sqKTKiBN0UeYBmTQlCHLoM2HO2YhYuBKkEOBOvcNaUdSUN+3burGkZMjbuEAZJEPNChSlrfZv0EJUmQqzpzriPsUBrqkiy0FnTncEQD7c7+JtLW/jbvaOC3Pb9OJ134DhxsbpeqZwY9MTaeZOy0xviwb1D/N2l7Xh9CpsxvdLu49NX9rHfH+HR/U5cpDKLyduaXtrvxu3DD14tbNlcKZtrZeE+3eEEl3Y6aNWs24YwcbGmNl9rymuv6d5ePy52Lx8erUWZTNz4BXR9/agY3b7SiYv3W/1sMrOmXhAHgBiWuH24N+81zZr4zVgJ8cmEohWnZE2JIlC0dl7X9uLng1IOAmzSsqZsLyjr9En6mpQ1VVXB6mryDiTR1pS9F/L9ADqnnesEcRJUmLLAEN1EXbWmngdNYk1rmo51syLQmvpxy4eeYI4uaUIvCz36gvseS2Z9tN1FRdfi+VLHD7DdH8C4TUJw0oReZiuff9/5OFjnk5f34iCkY9hqkqHtXgvd4WlN2cqWe06v4O7ritut/R40VYlTe70gjM1p2dSEW9OtvS4cDpKP56wpO+Snz7Zw+rqzxPbEix9/LK2PtU6xYKQ7/Wwys6aytFTWVJaLZ02PoeKUyDNFbeft7PUx6AyXKwTpYIgRZ/soenUMey21bQ9GDk8sGqEUd0cRhCioML3K9qSLCPytaTyrORliGI2FJvR6sjhr2rMd1A0jvp3jvabMmrK5TwYLQhq5J+8Mm8WaMtg6mt3+jS+grL2XtfW6/u2fFOexpiz9t142cbH/WKLt2HbjlF7GYX+M/uj2L3I8rOlaqxrvNM2bNd3e7qJSMdB1vPi+NZpluG4Qv5AyZi1KyZqK2eXKznCnZYp5QS29BCGGsi6hdbXDZVmoajJaHO1jWpilEjzOBSCPdl7bYatjFFodQwiDCtPrrGlDL0MCf2taUVVsWtP35Se1phPfj2dkNUHWlK2FYSm9L77/njgIqWWZ8W2x+dJpSWpNmRV9zj1n8FC/g7Khxa0orIWXtfVud45aSe/ELNaUte4qqoR7T63EicBVS48Te5lNTUperCnPvaas7mStYM2GhbvvWYeuK+hwPANP1pQviqogJGtKEEIoWjsvO4EY+EHmwWjMmqbVzhuFUTx2wtZoiYS3NWVWUlUlbgUg99Uxo2znlYnFhQrT69id9BCUxkKsadseox+OxCX0ymyvqZiE3uNZU8f345TekiphbzCceo/pbLOmg7gIun9zDXevt+LC8PJhL14rM9VtzpXQO4LjBZAtJbafe50hnARF+KJb0/7AxkMP7+O9H3wADz6wC89NbutPgqwpf1gqJTvr3ha8z483ZE2JvFPUdt6D7S4mw2I9H/Cwj2zGtmghSPv7AziTk7vRsl4d02os9+oYQhxUmF5HXTPQ0qefB02CqSo4LdCajjwPuqzE7baiZk0v9/rx7tQPXLyE9jj5su6Lg8faY6fhof02gijEO/7uE7jS6WPienGRn4RZrCkjLEX4zNY+/u6BKzjoJjuhsOjWlMH2moqYM2HFKVlT/tb09N1rKCI0a0oQfGnUdFTrs+2c5k1a1pQVpaqqQEo5Z2BeGoaGOsefFc/VMcOxg8OM55WJxaRYv6UpcGAP4GN6azptO28YRei5NjrBdG2os1jTS4OuUGvKYOtp4s+5Oms6LbPOmk5rZXlbU4bnh3jgcPbCcpGt6TEP72Qb8JOUZUzoZSmKw+4Yw0mxAivImhJFoGjtvIx+Z4TuQX+pQpAO9vqYDJxChSAxev0J+px3h3JZHRPJ2KTVMYQAqDC9iaqqYdWoijjWMBQZZ8t1YdZ0zarAUlWh1jT+nLXZC76ks6bHZ/lm+bx5reldp/mcXVxkayqCNKypv2R7TTVTw/qZFrel7WlB62OIPFPUdl5DAVY47rkuAg1DQaNVvPbTsiRhfa2aO2vq+UG8hkcpmIUm8g89om6C+cBDZwg3GnK3psw2jn0Ph764M5WX+j1MSp5Qa3rtcxJa0zOt9F8I57WmjDxYU7Y3jKwpP2vquj72B/bSWFMWAHK404UdFKwyvQq19BIEP3yWoSDLmbe2phqCxNpPBxN09sW2n/K2pixZ3fNCaDncHbp7OIjX2hAET6gwPYGKomLDFFNEqZKEc+VGImuapJ131SrHu1PlBGqErGkBrOkus6azrWK5HrKmR7DkZbaTdZmsqVWz0FitZP5mNCnU0kvknSK28x7u9jDu820RzTuWVMKaQFMsKgTJKLH1X17u2nlXdQO1isHl/hDEMcV6h5IS7O1/xxnBiQbcrSkLD3JCH5bAFQ5bw/5M1nQW0po1XXZrutqqQNdUsqac8P0QYxbekFLkfR6sKWPn4iH8UjGf9smaEnmkqO28VVNGg2OL6DykZU1Zgjxbv8Kr+ygta2pPPJiGGrfO5m11TIftdh8kD8MkiFtRzHcoKcAKx02jIcyahrIvzJo2DbaT1YCU0Jombedls6Z3t5pIc9b0wJtkMmtaNfW505oX2Zo2GlbhZk3ZLr9ls6aN1RrMsgE1h21ht4OsKUHwb221R+L3e+YtBGl/t4fJiO8KljSs6cHBEJORnTtrWi0pWF/JxwkOYjGgwvQWRIjQ88aYhH3u1tQNgzht1hRoTa8M+xhBvA0KwhBtz07Nmm7UKtBmCK6Z15qyGc9hNHuq6aJbUzb/Mki46zVrwiCM0w67Kc3I5MWaSpKESBX33CMKCkIi8kwR23l1OeJe7OSdpqmhJuBEqmjquoJWq8Lt6/GypkEYwfWC+D0SQfCACtM7WNNTppizX4pUQih5wqxp3TCxapYTWb5ZrCl7MjpTr6ZmTWW5BEcOU7emlbKOlZpF1vQWmJaG1dUq99RX0dZUN1VsCDrDnVdrak9cRFGU2soc3lx+lO/KI4JY1nZee+zCrOiZp3WnGYLE6HfG6LfHhWrnjcObRg467fztDjVDSchec2I5ocL0NgRRiKHvYBT0pj6gSawpa8o0ZHFnmbaHAwwhrmXl2n5W28FhwhbbWa3pxPPjdThqBtZ0tzvAIPLyYU3lfFlT9qJ52B5i4AcoEmEYodsZoe8Gy2VNZRmRWrzClFp6CYIv3f0B+jksdkRiySWsbtQK185rooT19RpXa8qjndd2PJi6Es/vEsS8UGF6BwxZxmmrOXU7b2JrmmDWlJHEmlZ1HetWCtZUlXGmVkvNmrJWVldK35qWLR2rtWTHU8Ss6ZW9LuwczppazCq3KoWzpoalYm1T3JuUPFpTti7CHjvoClw4L5LdbXErtwhimdp5TU3Cyma6XSO3Ii1rGvghwjAUPmvP25r6V0/8ig5vmoW99hCjcTFfTxaVN73pTXjuc5+LarWK9fV1vPzlL8enP/3pG65j2zZe/epXY2VlBZVKBV/7tV+L3d30uhdOIn+P7hxaUztwMfA73K2pHRwVpfqU1pS18yZldzREPxI7Q8L2sw5dF/vuOBVrOna92JiqM1jDea3pXneIQZitNV1pVuKEPjmH1vTgcIhhwawpu9/tA3a/Zz/ZUURrqmgqTl1YRdE496QzWd8FgliYdl42ax8EQeaBaGmHIO1t9+BOiheCtLfXh8M5F4GHNW2qGlbqZS73h+DDe9/73rjo/MAHPoA//dM/hed5+OIv/mKMRqNr1/mu7/ou/MEf/AF+67d+K77+lStX8DVf8zXIEipMp0CXZJyxWkKsqZpw1jSpNa1oGjbLyWZAZ7GmmirjbL2emjW91GYJtVlYUw2r9RxY090e7DmssUhr2iqgNbUqGlbW+c/I3q44zdqaxuFP7RGGdrFOJDA271qjWVOC4MTBdheT4XKt/FitGrAqRubztUlZLRuocrzfvEKQ2AnewchGu/tY0UNkyzvf+U688pWvxFOe8hQ84xnPwNvf/nZcvHgRH/7wh+N/7/V6+KVf+iX85E/+JF784hfj2c9+Nt72trfhfe97X1zMZgUVplPgRQG8MIApq9yt6STw47UumiQLsaas4XN/PEIvFPuiw1KGx56LXWeUijVdr1egK8pMs5bzWNP4ePaG6Idupta01SzDMrXcWVPGwcEAozAd+8iL2Pbu9jEK5m+RLhK6qWH9dLNwb86Ood2mRN4oYjtvo6qj2sjedqUdgtSJV7B4hWrnZbQ7Iwz7+UtTtiBjczXdsZhlpd/v33BxnDu3UbNClNFqHb0HZgUqs6gvfelLr13nSU96Es6fP4/3v//9yAoqTKdEkyXIsifGmsoSgim/9izWtKxqOF1J/mSR2Joq6VrTyx1mDYPUrSkrCNfq88e2zz9r2sMkj9a0YqDZKHNbBp6WNS3XDDRXKyilFOCQB2sah1btdGEXMFCRWnqJvFHUdl5GvzNC92C5ZrcrqoTWCr8VLGm181YVGaurfFfH8Gjn9f0wTnyfJZyyCMh2mIsL49y5c6jX69cubJ70drCZ6te+9rX43M/9XDz1qU+NP7azswNN09Bo3Pg43djYiP8tK6gwnRI39I9WLCRI0Z3Wmo59LzamqiQJsaYhIrTtMTrBOFE7b1K8MIQb+LAS7kic1ZqyICJL0yBPedx4WtOD3gi9wMnWmjbKqDBryqmQ4mlN9/cHGBfMmjL2d3qYpCxNsy5OrZqF5lqtsImKZE0JYn4MBVhdshAklsruOj4MQy2UNWX327Y94fd7FnYO+nFKLyGWS5cuxQb0+PL617/+ttdns6Yf+9jH8Bu/8Ru5/9FQYcrejLpXpjpYrHCUJFeINb047MIXOGtqKCrOpGBN2Zkyb8bZz5msaTsba2qy/ZeN2fa38uTKfh/jUv6sablqoNGwCmdNK3UT9YaVWpGWlyCk3ctteAV8OaD1MUQeKWI7L0vqZt0icsaJr2mHICnshDrnMKFUVseUSnA5F4A8rOm6aaFiZb8bd9Gp1Wo3XHRdv+V1X/Oa1+AP//AP8ed//uc4e/bstY9vbm7CdV10uze+p2KpvOzfsqJ470QyxAk9SCVp6nnQJNZ0w6rEM6xsR6cQa8r2jTo2Dv2RUGvqBgH8MIKhKqlY05WahYqRjTU97I/R9eezpvO28zbrVhyEkEdrurvXxyQqnjXdvdJF2jEgWVvTWquCct3K/E3prJA1JfJCkdt5D3d6GA+WKwSJFXe6oRauY8RxfGgqv92hvEKQGIedEQZDWh2TNVEUxUXpO97xDrz73e/G3XfffcO/s7AjVVXxrne969rH2DoZFpD0ghe8AFlRzHchAthxL091PU2gNb006iIQaE1ZWNDZal24NVWUEjwpXWs6KfmpW1PDULDZzN6a7uz3McqhNa3WTNTr/O2jaGtaa1mosfvNKViqKNZ0+5F9BFK2KyNmgawpQfChVlZQFzhzmdcQpIO9AUYCdzozayoiBOnwcIjx0M6dNa3JKtZa2T+Olp1Xv/rV+LVf+zX8+q//erzLlM2NsstkcnTyic2mvupVr8LrXve62KayMKRv/uZvjovSz/mcz8nsflNhyp4Ey2tTH7BJ4EKTFKgCrOmaWYalqFBKYqwp2zc6cB0cCLamjh/EoSp6wgH4Wa1pq2qhauozWcN5rWl7MEbXy9aa1msmahWDWwHI1ZruspnN4iXdbm914KR8Bj1ra9raaEDTFah6MYtTsqZEnqxpEdt52VP1eGDDrNy6LXARqemy0BAkUdR1JV7Pxgt+q2MijCduvG+dyI6f//mfj+dPX/SiF+HUqVPXLr/5m7957TpvfvOb8RVf8RX42q/9Wnz+539+3ML7O7/zO5n+2KgwncGabk06KJUcMdZ02IM3pZGdyZrKCs6lYk0luFKUmjXd6rBZy/RnTVkL0GYrB9b0oI8RgvxZ07qFWs0snDVtrJRhWXr8OF4mayopMiKluG8mqDgliPnQZcAZ56MNMy1rGhfkYweGqQm9Hd7WlN3v0ciJNwXkcXWM6xYw7n2BiKLoxAvbbXqMYRh4y1vegna7jdFoFBelWc6XMqgwvcrdlfWpD9q6UYGpaFObzSTWdJUNjqs65Cknx5NaUz8KMfQc7HtDodbU9v34e9DkdKxps2KiZurxTthUrWkUoTMco+PZ2VrTqhlf8mhNd3Z7ELVxTWRxun25DSeldt68WFNn4h2lj1v5e6NzJ6illyDmhwUBqRq/2cWihCBZpRKc8ez7yTMLQZL4hiDxWh3DilKW/cFr1zqxPNAjZkZruj3uAJItxJpujXpwS+KsKWtFPlcTb01lpQQ3xVnT7e4A4wxmTTU9P9Y0jwm9bF6zWjUgyfytqUha69XYiCuqvFTWVFYURGrxCtNjyJoSeaCo7byM9l4fw9706+UWAcc+CkHinSQvGs8N4s6erE8knMTe4SBea0MQSaDCdEZrumKUUVEMyAKsacswUdeMqe3fLNZ07HnY8wZCrenE86HKMtSEZ8xmtab1soG6Zcz0wjKvNe0ObbTd7K1pLacJvdvb3UJaUxaA5C2ZNfVcH/bERVdgGIgoyJoSxPyUDRnNtexPtjLSDEFqHwwx6tuFC0Fie8NtzraXhzVd0Q3UKwaX+0MsD1SYzmFNr0y6QEmMNb0y7sOdco51FmvKCsZz1YZwa3qp24VTSs+a7jBrCi/9WVNdwamV7F/It/d6ubSm9WYZlbJeOGvKCjRmTFVtuaypoio4dUHssRUJWVOCmJ0ojOD7QdzSu0ztvDVNRmu1eCFIDUOL94bzgufqmE5/jN6SrSAi5oMK03msqW6hppqJ5hqntaYN3UBDMyFBkDUNQ9i+h11XrDVdr1XinabT7med15rWygaaFSt1axrviR3ZOHQnmVrTRo73mu7sFHPWlO329BImTBfdmoZBiH57hOHEL6w1peKUyJpCt/Pu9DHqL1c7bxhGcNl+UMHJ5CKs6WBoo9OePjskLaolBRs5OGlPFAcqTOedNZ10EQmypjuTASZTfu2ZrWkKs6aXur1UZ02ZNR1G2VjT0ys1ZM2VvR7sGY/39ZA1PYLNyEiSJPzNSt6sqW7pWD/D78x5mlBLL0HMR62iotYqL91OU7PEUom9woUgWSUJ6+u13IUgBazY9wIYGdt3ojhQYTqnNW3qJhqqNbXZTGJNa5qOVaM89VdOak29MIQbBCirqlBrulYtp2pNq5aOlaqV4CfCx5qyJ+D+yMGBM87UmjbrFsqWzi0Nj7c1dQSFSwidNVVKqVpTVpxmbU1ZO98hS1QunjS9BllTgpgde+RCN4u7PmoWJmMXVlmH6Awk3taUtV6zu5zWirMkGGEJDq2OIaYkf4/gAlrTHZtZ04kQa7o7ZjOTE3HWVJLhyUEq1jRIsRtyrzdEPwNrqukyTq8kt9AirKnHYZ5ThDUtW1rhZk1ZexdDW7KF4VbVRHO9GodAFQ2ypkQeKHI7r6GWMM7JfGCa1rTbHqHfmRTOmu4fDOLCmic8rKnj+NA1BQV8GSEygB4mHKwpmwVt6GUh1rSqaVg3p+/PT2pN3TCIzamp5NeaztLOWzY1rNWmt808relwkgNr2ijDNDSyphyRVQn+kllTxvajBwjkYrZhseKUrClBzMZkaKNcMzM/fGmHIJUVCSvrxZuLbJk66hx/XjxDkNjqmInAFmlicaDClJM13Z30EJTG3K1pxH6hJ0OMorFAayrBl33h1nS714cjJbezRbOmLME1D9Z096AHV2aPoHxaU96Lt9OwpmEYwliy1rbmWj2eny6yLabilCBmY9SfwKzoS3X4WPgbu6iCd1iLCEHq9SfodUa5s6ZNVUczByc5iPxDhSkna8r2jrb0SiJDN601ragqNq2aMGvqBAGCKIKpKEKtKdsxaqpqata0kqE1HYwdHDrZJvSydF5DV6FwKABZccp1rylL6C0VM6HXV5Wls6Yl9jubYBY9T1BLL5EHitrOa6oSJgNxuz3z2s67v9vHZMS3LTaNdt6KLGGN4w5antb0ocv8C3Fi8aDClKM13Zv0EQiYNWXO69AeYRCOhFlTRZLhpzRrmpY1jbKeNV3NQ0JvF44yvzXlTaOg1tTzAjiOh4OU36hlXZwyW8zmhLqDZLuV8wRZUyLLOdOi4kxcGGVt6dp5V8o6qnXxho9/CFIYv/fJYwjS6Vr274mI/JO/R26BrSlL0V0RZE0tRcUpodbURxgBhmBrymZNLVVbilnTPOw1bTUr0DWVy4uUCGvqFNCaKqqM0+fSe6OZl/Uxiqrg1AWxhb8oaLcpQcwO22ncPegvnTXtd8foHvJti00lBGl/AGfi5W51DEFMAxWmnK3pgT2AD/6zpuwcWNedoBcMBVpTKTVrapcWf9ZU0/jsNZ23OL2824GTYiJyEmtqmhr3M7uirWkQhBgObHQ5vvAXwZqymavO3qCw62OopZcgZsPSJKxs1JcvBEmWsMpxN2harFg6qlUj67tBEDNBhSlna1pVNawa1ZkM3Z1gNvN0uS7MmtrB0TtOXZaFWtPVqoWytvjWNIyOrGnbteeypvOy1qpCU2WoHBJleVvTK1c6cKXi7TXVDAUbZxpLZ03NilHY9THHUEsvkQVFXhvjuT4UTUFJ0HN1XvG9AJJUEt4WKyIEqdsdY9CbfTvASZA1JdKguO8ucmpNo6vW1MNoams6bTsvK3QGno1OMIBIa5rWXtNlsaanVqqZW1M2y5nHWdPWajU+RrzTD0Vb0zCM4havoR9imazpIqyPYVBxShDJ6B0M0D9M9t5jEdp5D3b7GA+LF4LEVt7kNQSJIG4HFabsIJQk7tZ0zRDT/sFs5tlyQ5g1nfg+5FIJGllTbta0O7TR8bK1phPHi40pM6d5s6YlmZ0MkQpnTY2yGu+6K5WWy5oWfX0MtfQSRHIsXUIrB22tabfzNkwV9aYl/HZ4W9MwiOIgJNErb5YJ2Y0gOxlf3PwJBt5QYRrv8Rxzt6ZtZwg3GnK3pmyty9BzhFpTWZJTsaaXe0tiTXUFm63srSlrv3RyKLps24Mkl2JzWiRrGkXA/k4f45RfJ/KyPiZSilmYHkPWlMiCorbzBqw7pFQqdBv/rLBMgfbeoHDW1CiV4NoUgkQUi+V7hjmBimJBmmICMYk1LSsaNsx6Qa2pB6UkCbemKxULFU2LDe0iz5pGsTWdZG5NbceLd5rmcdZUYsFbSvGsaaVuxCFObA5pmawpWx/D5q/a3XzsN0wKWVMiC4q8NobR2e9j2BWXUpvEmqbZzmuVSljbzD78KSmTsYtyWU+tq4cgeECFKYvWdtpQZN7WNELXGcEOB9ytqR+FGHkO2r44a6rKElwpefwmWdOT0XQ1N9bUzaHoclw/ntvUdbVQ1pSxe6ULJ+VX/jxYU5mtzbl7DUWGrClBTE/FVNDkOLdYpPAnWZGE22IRIUjt9hDDPt8TiBSCRIiEClO2f1S1UFXK3K1pvHvUFNOiwWzmuYq4hN6R50GXFagJknNnsaatioWqrqdmTStkTfNrTRVmTfkXeKw4FWlNay0LlaoRB0wtkzVlrX2DzgjDSTH3x1AQEkEkIwrZ3GIAlfPYxaykaU0P9waYDJzCtfNWVQWrqxVuX49CkAjRUGEq0Jqy3aM9b4xx2BdkTV0c+uKWXl8adFOxplv9PiYpzZqyccD9Pps1dTOYNVVxqpX9XtO8WlPPC+Kwhr3BBEXjyqU2AjW9N2usOM2DNdUtHetnWoVtFaOWXiJtirw2hnG408Ooz3cNSSFCkAwFjVa5eCFIYRTnOBicw+rImhKioML0KnXVQk1h84f8relpgdb0fCXZrGmSdt41qwJTVRPtG53FmjbLJuqGDimtWVODzZpWMpk17QzHNGt6B2t65nSjcNaUtbfFa280eekMysFOF05Y0Mr0KtTSSxDTUa9oqKVQoOUNFnY3GtowLa1w1tQsSdxDkAhCFFSYXse+04EsTZekOy1BFGLoOxgFPSHWdOx7Yq1pvwdH8sRb014fE6TTEkjWNL/WlBlTdnZ3f1i8UJ2oFMHn0CJdNGtarlmor1QKm9ZJ1pQgkmGPXBimuAIttyFIUgnOhF+BlxaO48UnTtMK6SOIeSjmOwlB1FQTDbU6tTWdpp2XYcgyTltNiIDNgJ4ri7Omq1YZFTXZDOgs1rRRNtEwDbKmU7DoCb2yquD0qeJZU8f2UGI7gFPe75mH4nT70QMEcj7mzmaFrCmRJkVu5zUUYDws3sgFjzRyVRVf4IkIQTo4HGA84jsjS+28hAioML2JA7crxJpOfBeDoCvEmk4CDwfedEZ2Fi4NerDTmDXtDTBeEmtKCb23JghCjMYO2mNxQROiOApwStea5oHmWh26oULVi1mcUhASkSZFXxszGTkoV03khVRDkPYHGBUwBKmhq2g1+bVgUzsvIQoqTG+iqhhXrSm4WlNdlnDGbAqcNW0Ks6YrpoW6loY1NdAyzaWwprTX9Paw1MdTBbSm7Ix64AfY70+WzpqyVt5IzWF/+JRQSy9BTM+gN4ZVNZYuBKmuy2it8Eu5TcuashnZ4chB+5CveCFrSvCGCtMTOHR7KHG2psxsOqEPS5l+LmNaa+qFAezAF29NS+JnTa/0BxhF3lJY00VM6OXV0suSBPv9Cbr27D+brJA1GafOtZbOmrLZqzCI0O4Uu8WPWnoJ4s6Yagn2qHhZADwKvPHYETpjK8qaWqUSNtbnf99xDFlTQgRUmJ5AVdHRUmtCrKksuVO38yZBlSWcE5jQ22LWVDeEW9OapWPFspbCmi5iQi9PVF3Fxsb0u3rzYk19L4A9dnHIeZ6nCNZUZvP0d6+hqJA1JdKi6GtjWMorm6fPy6qoVEOQSiU44+KdNGUr2dh8rKLQW38iv9Cj8xYmrc2saWnA9WAzs+mHIUxZFWJNnSBAWVELb023BwMMU7amvZBmTfNmTeOW5+4YfVfM3LHI4lTRFZw+u3zW1PcDjPoTDMbpzIqLKk7JmhLEnekeDNHj3BpahHZeFnTHZupZ2F3RQpD29vuYcC6qqZ2X4AkVpregwqypVuduTTVmTWVPmDUNZb/w1rRq6li1rMQWcx5rul7PyJoOJuh6TubWVJZKcZx83qypbqpYW6tyPyvPrKlIwiBEvztGz/GXzpqqhoaNs63cmJRZoeKUIG5PWZfQ4tgaWrgQpL5duHbelqmjXuMXXEXtvARvqDC9nTX1+ohKfHeEuqEfFyRGgtUKSaypGwawBFrTy8M+JilY053UrekoE2vKzrputCr5mDVV2JHImzUF2u0hBn6AollTzVSxfop/K3LerWkURjjc7cEurjSlll4iNYrczsvGFthrRx52GKdtTWu6gtaq+BAkEfT6E/S6I65fk6wpwYvsn01yTEXWsKpN92SXxJoqUgmyJMiaSmKtadMw0dCT7RudxZpWTB1r5XKK1lSNrSkysqZZz5o6V9tldT1/1tQs61hpVQpnTeOf7cEQA09MUX2r4jQP1tSqmmisVQu90J1aegnRFH1tDKO918OQc5FTBNgJuOOWXpHWVEQ7b0WWsLZa5fb1yJoSPKHC9DYwf9T1BojQ425NGSKsKTOmQTzHqgi1prPMml4cJ3vDvDMcYpCiNT0YMGvqZGJN87DXVJYleBwfNjyt6cHhEMMCWlOzomF1o1b4ttZZ2Ll4iEBg90ZaUEsvQdyaiqmgucavyClSO68pleKgu6Lh+2H8fwpBIvIIFaZ3wJI1rOlN7taUmU1R1pSlrC6CNa2y2c8UranFUmDr1aW1pq7HTmpEMDmcAeZtTa2yjlYhrSlwuDfAKODXJl0Ua9pYrcVzyyy5s6hQSi9B3NkcstAztnt62dp5WVFqWbrwE48irCk72TvhnBxP7bwED6gwvQMRIvT9EULwfaPnhEdFqS7xt6ZO4McGMImRTcuaJpk1jTKypt1gea2pJJfg5tCaMvZZ2ER4dKa3SNbUquporlZQSrmtNQ/FaUmWUNJ1FBlq6SVEU+Q5U8bhTg+j/hjLSOdwiEF3UrgQpKahoV63uH09aucleEGF6RSYkoI1vSXEmiqCEnrZHGverOnZevIgmEoG1nSzsbzWlLX4uJ6P3fE4d9a0XDXQbJS5R/SLtqaMve0e7PSkaW6CkDzHx3hQ7PUxx1BLLyGCRZgzrVc01FplLGM7b0WV0cpRK3MShiMHbc7rfsiaEvNChekUhIgw9Mfw0UFRrKkdXA2zEWhNt1KwprhqTdNM6D0cjDOzpqdatcytqaLIOLvZyKU13d3rYxIVz5pWGyZqDSv19MpcrY8peBASQRC3ZjJ0YJja0rXzstVgYRBBUeXChSBZUgnrHItqsqYED6gwZWeN/EfveKAMScG6AGt6tNfUFZTQW0I45RzrLNa0kVZCr6GlmtBrGdlZ0zYriv1s95r6QYjxxMW+PcmdNa3WzLj9iHfaaxrWdHurAyfF4iwv1pTNoO1ebsNfgJcbsqYEcTKmWsJ4KK6lNc8c7vcxGfCd10wDzw3iAKQip6eniez4ubgsOsV/p5ASIUKMAxtexM/+MOzAg1SShFjTSeBDltjXloVa00nJXai9pmEUZWdNdQWbzfnPYD44pzVVVRln1uv5tKa7PUxYqlDBrGljpQzT0oSeWc+rNa21KvEKGZXDOqKsrSkVp4SIdt6iz5myIB2ramAZ23mbphZ3xIhGVAjSeDj7CNFJUDsvMQ9UmF5l4D98x4NlSDI2jOkN0PSzpiVh1pTNmvpTzrHOak2burlwe01NViBmYU3ZC0V/hH7gZmpNWTrvgM2fuE7+rGndQq1mxkFNRbOmrJXXT7EwzYs1jWHPEWr2rX7zQC29BHFrBp0xOvt81+sVoZ2XMRra8YnHooUgNXQ1TrznBbXzEvNChSmA09Z0b96CKIQdOHCjw6naeZNaU02ANR37HjRJjoOWim5NtwcDjOAv/F5Ttq5lvVFJXITfzOVuf67P11hxvjb/zKsIa7q90wXfc7yPFacirak9cePwJsNUl86aurYH1/XRGxZv79/NkDUliMdjaiWsbPDrtCkSlizBHhXvuY01H7HRHYPzWi+ypsSsUGGaEE2kNZXEWNOLwy4CyS+8Na2aOlYtK9Ht8NhrWsrAmu73hhhcDceahbs4WNMwjNCLk4LzZ03rjTIqZb2QC8KZ6fVVZSmtKQvWOnV+VfjeP5FQSy8hiqK387IUblVXc/H7zaxpmu287MQbCzAU+b0LC0EqSfH95wVZU2IeiveuThBnrc2p2nmDKIAbejBlnbs1ZfOgIqzphlWJd5oqi2JNU0zo3e8P0Y/c9K2pqWG1nrx1mfesqc7W56zm05puXekKCRMSbU09L4jN6SHn5eZFsKbsZMfBThduVOyXHmrpJXizCGtjGN39AfqdEZaRTnskdKepKBzHi/MteK9iI4hZKPa7g4zQSjJ02S6UNb00YtbUWwhrupKiNS2zROBaJXVrytjtssCn2VuXT6/N31IVJwX3xugFXu6saWulAk2VoWpiZjZFFqeKruD02dZSWtNyzUK1WU49BEoE1NJLEDdSNqRc7fVM05pWU9ppKsKatjsjjAZ8i2pq5yVmgQrTGaypH/nwowCGpHG3psxqsnZh3tZ0zSzDlFUoJXE/8ispWdMr/XSt6V6PWVMvdWtatnSs1Ky5z2LOu9fUNFWstyrcWpR4WtMSCxMSsBtUdBAS233X7YzQdwOkWZzmwZoyth7cQ6SmO2fLG2rpJYjHE/ghSpKUi73Fi7rTVAQ1VcHKCoUgEdlDhemMaGzFiyLCmrKdUgKtaYKEXkYSa1o3TLQMS7g1rVkpW1OTWdNyJtZ0pz1fEc5j1pSFIxywIirwc2dNnas7vVjLcdGsqWGpWNuspT6PlYfidPV0M/7/Ybt4bW/XQy29BG8uFXzOlNE7HKJ/OMAyUtSdpmzMwnF96Brf/AOypkRSqDCd0Zp6kR+n9PK2ppPAjedMVUHW1FLUqWdNWTvvLLOmIzgLZU0Zu70BBkjfmlYqOlrV7K1puaxhtVnOrzVVxMyaiiQu+Hf7GItZyZr7ll5JlnHmnjUsAtTSS/BgUeZMK6aMJsdE98LtNG2K3WkqMgTJsfklC1MIEjELVJjm0JpeHreFWdOjhF6B1lQ3sGqWF86asj2qq9VsrOmVwz7Gc6zJ4bHXlBVR+x2WFJw/a8rChNhln/N8TBrWtFwz0GiW4/2my2ZNfS/AsDfBcJLOCihRkDUliMf/bsuKlJt03rQZDcTuNBXFZOLCsvRc/NyI5YUK0zmtaRhF3K3phlmFLtCaxrOmAq0pmzUdRotnTXdYGNEcBeKs1rRWNdCoGImLcO7WlJ0MaOTTmsqqjNNX20OLZE0Z21sdIenCRbCmmqlh/Uyr8G+EWHFK1pQgHoMl83YPlrOdt5zSTlNRIUiD/oSrNaV2XiIJVJjOiVoqCbGmW5MOJMnJRUJvUmta0w2sWcnsYhGsaZXd3oxttVysaSlba8rYaw8xmCMpWJQ19f0wXhLeHjuFs6aNlXJ8dj3tlNo8WNMojLB3pVP49THHUHFKzMvZCy3sPDL9621eKeusnXc503kd24NhasJ3mopKFl7lGIJEEElZjHcDObCmuqRytabrRiX+mklSdPNkTbeHzC4uVkLvsTUdZTBrWq+aqJcNyFK21rRS1rHC9qtyesXlaU1ZYXdKwIt1Gtb0ysU2fEVeSmtabZQXYn0MtfQSxGN4rg9VUChdEdp5O4fDQu40ZanC7ESvyvn5mKwpMS1UmHJAkyQYisPdml6ZdFAqqDWt6jrWF9SatioZWdMDto4nyIE1ZcV5/qwpSxXs9cboOl7hrOnqZg2SXIJmqEu5PubKQ3sIlXy8iZ0HaukliMcYdEbo7PeW8pBUCrzT1CyVYuvLCwpBIpaiMP2RH/kRvPCFL4RlWWg0GplaUzf0hFjTNaMCS9ELa013Rsyaio9N3x6ka023uwOMs7CmNTMOYcremhpoctivelyc8rSmmqFhY71WSGvK0oWDDKxhHorTlVNNSFIJRgEDQ06CWnqJuR9DC7A2pmyw4qyWG2uaZjtvkXeajsdu3B1V9Nl/opgUtjB1XRdf93Vfh2//9m9HXqypLsKajjtAQa1pRWPWtJLYmiZt562a6VpTZmkbZTMTa7p10INdCjO3pjsHbOZ1dnsriiiK0G4PMQyCwllT1vrG0oUPBtPPrC9SS29JkhCpxS9Mj1t6qTglZmXjVD6KuXlxbQ/6gpxsmnWn6TiFnaYirGm3O0a/O+ZqTS9v8TsJTSwuhS1Mf+iHfgjf9V3fhac97WlCbyeJNYUAa7pqlFFRdMgFtaa7IxaWs3jWlM2azhNGNKs1bdYtWIYGecqfmShrWmMzr1Uztlx5s6Ymm4NtVbif7U3DmrIVC6fPtZbSmrIVE+PBBP1Rer/HoqB5U4I4gq2EsirG0u40rTfE7zQVQUWRsbqan/AqYnkobGE6C47joN/v33CJifhc1JIEQ3amum4pAnady1Ndd3vcQQl2/Dl3ujyhthIbymmuyy7MmoaSN/X12dd+cLx/dBtTXKqaho1y5doDbZrPuW9lBQ8MD6a+DXapXbWmcqmU6PPuXW/hgW470eewCwsialpG4tuLb3Ozlfhzrr9cOejBkeabNeVRs+3GM6+z29vrYUXkw3t8itN45yq7b+wPnGH389EdcUVcEIQYDibosTnZeR4kCS7n7984KuJzcFFNDafOryA+D1cq9oUd08sX25nfD7oU8xjk5Xdy3kvZkDAejDO/H+xy/lzj8cc1fmIXdxmPxO80FdFyy16L2IgazxCkC2v8V7oRi4eCJeJNb3pTbFpvxnQMGNqtz+g9Qb4bu5NDlOXTd7wNU9agBsqRQb0NT9fPxuFGjeDOhrWhNGCpJnr20SzrndiEAdfpYlO7s+Fs6TWYig4nCOGHdy4yntdYx+V+F60E5zRcx4EpA/VIiZ+rpykXxqqGlpzsvMnEsWGpEtQw2edtGiqaavJzNCNngrKlQfaSvypslFUMnAHO1euJP7exWYGlaQgmPvzg1j+zqs7u18nf13pNw8Ad4mxj9paxulVGxTTgDCZx8NA8PO2z1rC900OtyudFsFatxHtX3cF47vt2PU95xgZ2trqoNh7/1FnmdN9LJRWW1cCkPURatDYtjHwXmxvZnyF3xi7M1QrkW60lKgFWQz/6M/9zD9x48ufdG6/9GAd+sVszWXHRMnJ/vBeGq8e7dbaG0XCAzbvWUHQarXpcoOWBlm+h2lQfey6pKkdFpKDHtqar8KUSFE3c2+0VX8eYPVbO8LWnPduJMyVMg89rm+MUO3mdWMLC9Ad+4AfwYz/2Y7e9zic/+Uk86UlPmunrv/71r8frXve6a39nxvTcuXOY6DYi/fbPSv2gj0i5c6GnSSF8JULfvXOhc+CMcBA8jA3t7B2v+/Ckh7KiIwyvviG7DZVaGQ/0D6FNOQO4N9zHmlFGFE73pHEldHFlvIv7rOleMEtSCWVVQ38SoB2FUz3/W7UqPni4hydUErRPyhIkRcN4Ml0Bf/1t/fXeAZ7QSNhCKSlQSjI872hlUBLK1Soe2mmjqs9mHB/cOcRqrYzbjwhL6E5O/vpWpYpHrhyiqs1nPC9uH6Bi6dCC+U/ZHnRcHHT2cfc6n1bWy5f3UakYUH2+7zgOD5z4cmHz8W8CBt3504oZe5dHiBDFi9rTgD0eL31mF2UlH/NgplnCeOAi8E94fF59qA0O7NwXSuVKNQ6xseRcvdQm4/h4741zf7wXgqvH25QVXH6kHT+Gis6gF8KsGrDHyVfI8aa9M44v59h8/dWCdNBlo1iibtGD3rBgO37czSOCimLGnTxWhW+2AusHC0wJI07jFa6bv1wKIn/k6tXyu7/7u/HKV77ytte55557Zv76uq7Hl5sJsQOULtz+k0vAIHgYVeXu217NjTyUIEOXVTh3sKZ3Vdfx8HDvsXaS29A0LBiSjp571F5xJ9g1HnV2cN7YnGrW1JBUuCGmsqb3NlfwQOdw6ufx6GpC76aiIQqkRJ8XzTBrqskyzIQP7Vlui7HV6aOsazCi5GcC2e19pt3Gfa3khVirUYauKGxHCrzbWNM73T6bNb1vdfZCsF63YGoKgpEft/7Mw/lzK1x3ndXqZRiagmjixnvZeHHurlUhYRPXY5Q1mKYGtztGxNH43g72tHLxUjeTnX83c/mhfaydbgDeLSzL9eMOOefcE8/g4qe2cO5C+rPD3CjQ8V4Irh7raEGOualJGPXGkNlrVsacO9M4mqm//rgKPs6dwxF8P0Clbgq7DVFFb7c3wXjsoN4oi7kBgsjzjOna2lpsQ2930TT+Z/Sb2vpUIUjTorKEXtnmntC7PekiKtmFTehdmWGvad4TehsVE3U2ayqln9B7ab8LR84+oXdrtwdH5veqyDMI6cp2Fw6HgKaTgpBEJvQy9rZ7sFN8U5qnhN6VzUb8RqvTy0f7Hw8opZdYViZDG+WauKIs76Sx05SFIIk4YVqRJaxRCBKxrIVpEi5evIiPfvSj8f+DIIj/zC7DYfK5rCDyEITbU1136oTeUgmapHBN6G3qJhqqBSlBeZenhN790RBDiG/lYdZ0mGJCL7Om86xOmTWhd7VZgaYoUOVsE3pbzTIMXYWiSFwSennSWqlA1xQoipjZFpHFabVhotawIKXUzntcnOYhoZfBvu8zd0///JhnKKWXmBVm2xcBe+RCN++cqZEWi7bTVBSs24idH+Xx+l50JNvPxWXRKewj7Q1veAOe9axn4Y1vfGNcjLI/s8uHPvShxF9LKUlY0Te4WlOtxKwp/72mOzazppNCWlNDVrCWkjVdtaxEtzOPNW1WzDgVOAtrWlJKc9lKXtaUrY3x1FIurWlJluApYqypaK5cbsMVYHzvRB6KUzZferjThRul//2LKk7JmhJJKHT7902Y+lE7bx7IYlzhYK+PybCYO00P9ge5mA8mloPCFqZvf/vbEUXR4y4vetGLEn+tMPLhRx50yeBmTZ3QjdtJVc7WtKGZaGjlRK2qSayppahxoS7Kmu4MBxilZE1H8Bfemk4cD6oiQZ3DCLLidF5ryu4HK8w1DsmDvK2pbXuQZYnLfUvbmjZXKzAsLdUz7Xlq6bVqFmqtSiFNw62g4pRYRsb9CSqCd3rmmZalxR0wRdxp2rJ01Ja4FZtIl8IWprxhO0hNecx31rRUvFnTi8MufMkVZk2rup6qNU1r1jRLayopEtw5Zk15tl56HGs/ntZUkiT4AlqR0rCmzEb7GRRmebCmx8mQpRNC64oItfQSy4xre1D17AOQjq0pSyJPk+HAhlUu5nNZvz9BrzPK+m4QSwAVplcJrllTnas1ZetE1JIsZtZUkDVlq11EWtMrw/5M1jRpcRpb0yWYNWW2UmFGMGNr6rgsDj+K503zZk3ZfWP7THUO9+0kWFS/KJjxZcWpbqhLaU3tiQvP9dEbLkYrGbX0EstKZ2+Qm3beLChLpVRaYkW085ZlGauCA5wIgkGFqXBrWoKuOMVK6B324Am0pjXdiK1pksKaWdOkpJ3Qm6k1lUtwOSbjzn4/JHhqTq2pwqxpMWdN2ZxsIHBBe96tqazIOHV+lWXKLQzU0ktMO2e6KAFI9aqKajNfa0d2LvJ7jbkTruNDVRWUBD6RiWrnZetu2HspNhZDECKhR9hN1jSIAq7W1L5qTdmlKNZ01bRQUXWh1nQrtqaOcGu61e9jPOOs6SzF6eV2D5MsrKnrgwUqa2q21tTzA7iej73JOHfW1POCOGFwbzBdeFhStg8GEAUzhswctlMMoMiTNWW2e+9KBx4WY9aUWnqJZYStgPI9Pzcz4+cyCEHqHA4x7Il5DRLN/gELQRIf4EQsN1SY3oRSKnG3pjv2AXSlWLOml0ddoda0rhtYNcVbU7ZjtGkaM1nTWWhVrdjUylOu3eGa0CuX4CvzW9N5i1Nmt85uNHJrTc+c5v9m5Nxd4q2pois4daaJZbWm1UY53oWYlxm1eaGWXmJZ23mHS9zOW9NktFaLudO0aWio15c3wIpIBypMb2FNNY7WdE2vQ5PUQlnTFePImspTfu1Zrek4hVnTrV4fk5StqS2lb00dL0AYAsYcLZ881scEQYjh2MGhM/3JmLSsKTOmk4mHg9H89y3tWVO2Cy8+2x6ES2lNj5EWJAjpGGrpJZaJWkVFvZWvdt40Q5BY94fn+VAzGM3gwWBoo9MeZn03iAWGCtNbzJpavK3p5ACaPH37xrJY0xXTEm5NG2UTDdOYusjmYU3LuhYHEmWx19TLgTVlq1lOrdeRR2sqqzJOC5jD2Twjvi3MKGtYWavGYUhpFqd5saZsRmsycjBxs5+n5gG19BLLRhRG8Y5iWUBK+ixsbqQf6GOxEKRRMXealmUJa4KNL7Hc5OOZIWewdN4wCrla01W9Bl3WCmdNq6oh1poO2EymeGt6qduDPePs5yzW9FK7C0cKU7embMaTXfbGo2ytaRihN5ig67u5s6bsjHV/YKPreEJaekXuNWXsbHXgpFiYHpOX4lTRVaxtNlDK4BiIgFp6iWUKQGJ0DwcYLPHqkfHQQUXwXlBRIUieG0BR5FRPjhLLBRWmt501HXG1prv2IdQpTOws1hSCrOnWqAe3JNCaGmZcXIu2pq2KFe9QVRLOfs5qTVdrZRiqAjUDaxrPUa7NbyvntaZsNcvGCp8zq6w45WlNNXbf1muFTHllbXBmWU81QCRPLb3R1SCkSC5mK9ytoJZeYlmomgoaObNuF1PeadrvjtE9LGZx3m4PMRqKGYchCCpMb2NN2U5GntZ0RavClJmBlLhb07oga9oyTNQ1wdZ02E/HmvbStabzrnCZ1Zr6QRjvNu16TqbWlP3+HHZHGISzzfeKJL5v7SGG/uyzwLdbHyPamrKz1cu8PqZcN+OTC1qKu13TaOml4pRYBljXCnsOZuvFljWdl7XErq5XC9nOW9NUtHK29odYHPLxrLB01nRSKGt6WbA1baRkTVcqFsqalpo1HbtePGeqKXLq1lRRJWy2asjamlqWhtVmmYuZ5G1NTUtHq1UR1pIksji17aMTZ4alYRmtaYwkobRAQUg0b0osE70D1s67vCE6vhfEhbnIllhR7bzstcdxfegFDXAi8g0VplNZU42bNW1pFVhkTbOzpt0eHCk9aypnZE3ZjOdowpJxJxlbU2CPmcmIv5nkwe5uDxN2JwVYU9Gwlm0/g32AebGmbLfrqD/BYbuYOwFvBVlTYhkoUzsvOgdsp2kxW2ItSYp3axMEb6gwncaaSnwTevcEWlNxCb2LYU1XqxYsNT1rOvF8yFIJegbWlLUSn1nN3ppWyjpadQslDtqUtzWt1i1UqwZkQS1lIq0pO+POEmo7Kb45OLameSlOVV3FeIFmnaill1iWACS2/oq9JuQlROd8Bu28dV1BY6VcyJ2mk7GLcnlxOlaI/ECF6RTWlKGW+FnTpkBr2hA4a1pbkFnTi90u3BkTc2edNZ11hQsrTme1pmEUoTucoOPZmVpTxs5BH+MZ53tPgmdxunWlC1cuFdKaqrqCzTNNpEnuWnqZZbzYwaJAxSmxLPQOh+gt8U5MNmvLCvQ0g+x40utP0OsWM8CJyC9UmC7grGlR95qmZU3XqrMl5s5qTW3PBytL2W2mDQuIOZWDWdNa1US9anI5O857fUxrpQJNlaFqcuGsKXtj02btYMHsq4lmJS/W9Pz9p7Bo0LwpsQxUTBnNHKXzMmuadjpve3+IUV9814cIa1qRZazm6OdHLAZUmE6BF7lxy4laUgsxayp6r6kyxX3OuzW91Omlak3ljKxpnD7bH6MXZJvQy9jeYztrw1xa05IsIZih3ToP1tQsa1hZq6baEpc3a8qK01tZU6PA7WY0b0osMmwcQVakhdlJPAtNS0VDcMKtqBAk3w/iUaW8tGMTj+cv/uIv8JVf+ZU4ffp0XMf87u/+7uPeI77hDW/AqVOnYJomXvrSl+Izn/kMsoQKUwCu/9AdD5QCZk3HhbCmO7Y4a3ppuCDWtFaGJqdnTR0/gB+GMDNIsTMMBRuNKkoZW9MGm+cs6/ELWd6sqeP4sX00TDHrR0Svj9nd6sLOYClrXqzpMTcXpxvnVnDv087h1N1rKBrU0kssA732KE7oXVZY9h4LEdL0Yibc7h8MMRnPfuKbEMtoNMIznvEMvOUtbznx33/8x38cP/MzP4O3vvWt+OAHP4hyuYyXvexlsO3sshuoME1oTZUCWNOGZqKhWZDA35qumhYqLDxoEaxpyrOmbHWMN+Nrz1zWlL149Iboh27m1nRrrwd7jpRisda0hECRCmlNay0L5YqR6qxSHq3pMWwNw91PPhPb0kc+sQXD1FBrVVA0qKWXuJlFCkBilHUJzRT2eea5nbesSJiM3EKGIDUNFc0G7TTNK1/6pV+KH/7hH8ZXf/VXP+7fmC39qZ/6Kfz7f//v8VVf9VV4+tOfjl/5lV/BlStXHmdW04QK06u4/p3VtVqShMyaaiKsaTxrOhFiTS8Ou/AXwJqu1yqxNdVkORVr6gYBXN/Htp1+2INlalirVzK3pq1GOb4vrEjPmzX1/RCTiYdDQWd/RVvTrYuH8AW0I9+pOM2jNWUpy7IiY9gdxStldi4eYv1sK24bLGJxSi29xHEy7yK28yqqwmXXdVEZDx1UqgaKanwnExeGIabbiDiZfr9/w8Vxkr9vefjhh7GzsxO37x5Tr9fx/Oc/H+9///uRFcV7lRbAmn56quu5oQO5JEMpKVytqSnKmuplIdZ0zSyjnGDlSp6tabxnNE1rqkg432pkYk13OgMMIx9ZW9PLO104M87biramsirjtIB5nDSs6epmLU6A1jN4g5CH4lTVFNz39PPXdpxe/IdtNNfrsUWeDG3sPHoQvwEuKlScEovKoDNCd39523kZw4EN05pu+8M8iLCmlrwcO00l24M0yfhiH20KOXfuXFxEHl/e9KY3Jf5+WFHK2Ni4sfuJ/f3437KACtOE1pS1sBqcremOfSDEmu5OekKtaSAd/YJMy2W7kztrOva8eM40LWvqBWGc0rvrzB6xPmtxyvaJrtTm3yc6rzVdbbEUXAUqB7vH25qyOdNeb4yem+yxnRdrykJEgpTnmPPS0muUNZy9d/2aNXVtD/bYgVk5MhHD3hhOQd880bwpschY1M6LipxOO68I7IkXd0Its/VOm0uXLqHX6127vP71r8eiQIXpVdaNs1MdMDe04zlTmaM1XdGqQqxpXTOEWlNTVqFOa00b+bWm8Z7RlK3puTms6Txst/sYI3trylotXY5ij6c11QwV62s17i+yaVhTzwvg2B4OR87SWdNBZwx77OI5L35K/PcrV3qxRWX2dBGgeVNiUfEcP37eXWbY87ZZ4OKu2x2j371zQCjBh1qtdsNF15Onz29uHgm03d0bZ6rZ34//LQuoMJ3BmrbdXRjSkLs11WVbiDUNhVnTDvwE1vRsrZHLWdOJ50OW0rOmLJ135LjYd8epW9NqxUCjYsydjDuvNZ04Xnwf2P7QvFlTNjNzcChmNygrTkVbU1mTcfpsaymt6fYj+7DKOl74pc/AU557DwLWoZBBkS4KmjclFhV2Yskq6JwlL3rdMbqHs3dTZbrTVJGxslK8gLll5u67744L0He9613XPsbmVVk67wte8ILM7hcVpjNY04bagCZp3K2pIetQSjJ3a9oUZE3XrUoiazoLzJraJS8dazpjWuws1lRVJZxt1TOxplcOmIkOZv78ZbCmrLhpNcvC9rOJLE7DIES3M8LAm/1nXFRryk4qXHpwF3tbHTzy6W381Z9+AosIzZsudwDSoiXzHrfzjvvTjzQtYjpvRZHindRFbOdlJwGPO8KI/DAcDvHRj340vhwHHrE/X7x4MR7reu1rXxun9v7+7/8+/v7v/x7f9E3fFO88ffnLX57ZfaZH0IzW9FCQNRU1ayrKmj467CCQpm+VYy29Sa1pQ2dtzmKtqe37YDWIrqRjTYMwQn/i4MCbpG5N6zUTFZPtE5XmKk7ntaY2a7GMAENXc2dNGTu7PYjY5JVGS69hqVjdqKW6uD4v1jTww3i+tLFaO3G3adGheVNiEWG/s2xOfJlhCcWyLM+dA5EVrNOIJQwT+eFDH/oQnvWsZ8UXxute97r4z294wxviv3/f930fvuM7vgPf+q3fiuc+97lxIfvOd74ThpFd9wIVpjm0piJmTUVZ0w2rAl2WhVrTS4Me7ATF7+wJvRI8KT1rqmsyzjSP3jynbU23DtgxTd+o3QzbN+lxsqasOOVpTWt1C5WKHj8uimZNmTnc3+nB5hd+XMj1MdfvNl0kaN6UWETGAxtGCsm0eabTHmLQFWuOxe001dBoWNy/LjE7L3rRi+J9pTdf3v72t8f/zk6C/Mf/+B/jFF7btvFnf/ZnuP/++5ElVJguiTVle017QUdgQm8Ca9pMZk1bpoWapqdiTUspW9Pe2MZhBta0Wbdg6fPtE+VhTT0/gOv52J/kp4XreraudOHKpUJa00rdRK1hZbK7M0/F6SJa02OopZdYJMqGHKdnL3M7b01T0Fot7qzmaOTANJc7yIqYDypMc2hNRe01HSQsgPJkTS/2u3AW0poqOJ2RNb18wI4p/4CfpMiKjDMbs83biramrZVK/DNSOYQ0nYToIKSti4dwBRnfvLf0Xm9NVzeP9pkuEtTSSyyiMS3XTCwzLCOAGS1RnTrXI8KalmUpThgmiFmhwpSDNTWlYuw1ZVyxt4VYU0WSEMrirOmqVUZF0+LbEW1NGYaipGJNwyhCd2yj49upW9OVRhkGK7oytqYsNKE/ctD2+M2m8CxOS+xkhYA3CWlY09Z6FZqmQNPT3W2aN2va2migNEOcft6hll5i0Qi8AAqHHddFpn0wxKgvIuFAfAiS4/jxydyizskS2UOFKQdrqkj895rqkjbVRGgSa3pvdQ1JmdaajnwXHUdsOyazpm4a1lRhCb3p7TVlxeFmo5qJNb2034UzYxoxT1jxdOpqWE3egpBs24vTeXVBxZ1oa1qSSwg0ZamtqT1x4bo++sPFO5NPK2SWk0VM5mX02kP02gMscztvw1DQaJVRVNqdEUaDfI7nEPmHClMe1tThb00fGl3GoXepUNaUpec+NN4TZk3X2HoaJdl6mlmsqeMHCCPAVNOzpp3RBJ3ASd2arjYrUBUJ2hxnqHlYU9a6dNgdYRAmP/GQhjVlkc2+Ukxr6jp+XJQdZrDPM0/WlLWMb55fSTWpOE1o3nS5VsYsKrWyinqruDOWvMLr2HN2Gp0uItp5a6qC1pL/DInZocKUgzVtavyt6QVreuPAy5qu6GU0NGtma5oGj/a78OQghVnTEvwU95qauopTGVlTtsPV5WBN5y1OLUvDarPMpQWItzX1vAC+H2JPwFlgVpyKtqayKuP02dZSW9MojLBz6RCBtHhtgjRvSizUypQFmwefhcP9AcYDp5DtvGEYwfcDYdkMxGJDhWmOrSmjnYI1NWUV91XXccps4KzVhHRdYZDUmrLri7SmG+UKNFmOLyKtqRsE8IIQO/adU5d5WdPDwRjdDKzpxPXBJLSe0BDfbE15nCXePRxgXApyaU0lRcKZ002IQmRxygI12odDjFgrwBKvj6mvVKEbGnRz8VZSUHFKLAqj/gRmRV/qdt6Vso5qgYOg9vYH8QgFQSSFCtMlt6aaJOO+2jr8KMDHulvouKO4OM2zNWWJxWlZ0/PNRorW9GjWtJSBNWVziJ6SvTWtVgzUqyZkKX/WlBnT8cRFe+wUsqXXLGtxyjDbHZs2eSpO2U6okpGfN708oTAkYhGomAqG3Tuf6F90xiMHRgon0US0865VjPj1nCCSQoUpR2uqlEow5XSsaUMto6ZYM1lTCSWoJTm2pm4YYHfSv2ZJt8ZdWIoGQ1Zya03Hvhcfa9HW1AtD2J6PXWeUijVlZeF+f4h+5KZuTR3WqsoM8TiZIeZtTRlX9nqwOQYy8bSmbOXIKUHtTwzRLb1XLrfhpbzXNG8tvaxVsN8eYuJlH/olAgpDIorOZGjDqhbXFvKiLJcwGRWznZfR70/Q69AJBiIZVJiyE+h3cFTTWlM3tKGUVCgCrakuqbirvIFNcwWnzZW4yExqTZtaGV+w+cRrf9+zB3GhWlGOLMKjw8MTPy9X1lSS4KdgTRVFwvlGeta0bGhYq1UysaYsjfjcWiNza9qsWzANLT72ebOmbHamw0KafH7txmla0+ZqhdbHsOdRU0drowY55SI9TSgMiSgyvufnam1MFu289sSDZRW3u6Msy1hdmy07g1heFvdVOQFmqc/VmhqCrCkrHu+unEIQhfhU/yK63gibZiuxNT10h1DiQtSIrSkrbr0wgB8drUiZBB7s4MZ01KTW9P76KmzYOF9p4FS5ivPVBpqGhRXDQk3V57amE9+PLa8u2Jr6YYiR6+LAHadmTXe6A4xKfurWlM3Ujh0P+3ay71WENb2804GnlnJpTVlr1epKRdieNtHWlCUMh7qKZbamjK0H9xZytymD5k2XI5l3UVfGMHqHQ/RztDYmK/q9MbqHI+HWVEQ7LwtAYu/T2Lo1gpgWKkzZ2XOZzfVJHK2pws2asqLxnvLp+M9eFGDf7kK6el937DYs2YgtalJrumf38Y/W78eGUcf5Sgu6rMYBPCwI6a7KCu6prOK01YBSkmaypiEiNHUTlqqiPRlj6DoIwhBnKjU8sbkWr33hMWvqz7BvNKk1ZetUzjXqiW9nVmtatXQ0y+YNIVRpWVNFlXB2bbbvlac1XVupxnOmbFF33qxpHNK014cdn0YonjX1XD8OpWiP3aUOQlo51UTgh+gKTr7MCipOiaKvjanRyhFUFAkrBbaOB4fDeFaWIKaFClNWHHp7sEo9jtZU4mZNa2oFm8bqNWt66PahSDIs+ehM/+XJfmxQk1rTnjfGvtOPC9Jdex8PDfbR0EzcXV29rr1Xwtlyc2ZrqkgS9t0+nDCI50KbpoWh6+LRQQeO789tTY+trqEoQq1pEEXoTmy0vUkq1pRxpdPHOANrGoQReiMbbdfO3JqyfZMeR7HH05qytMRq1eDSbpyFNVU0GafOiksYvh15Kk5ZENTpC2ssD2khoTAkoqiwk0Z5WxuTRTuv5wZxS7OoDp3rEWFNm4aKVrPM/esSiwsVpqwPXinn1pp2vQFUScETK+euzcN6oR8bSYYduLE5LCtGYmvKEnhVqYRHRvu4UFlBSy/jkeFhfBn6Dh4dteMgJF1SZrKmI99F37Xx1NYGLlQb8IIA26M+9iYjqLKM6gktvYwkxSmbNfUk8bOmzNydqdcS3w4rTmexpo2KibplzJROO6811TQFp1eSf6+8ranrBXGhzO5P3qwpY+tKF66AFqU0rCmblWV78rJYH5Mn2HHYu9KBh3y9AeYJhSERRWXUG8OiZFd0OyMMurOP2GQZgsQ6jCYTF4aR7vgIUVyoML3KwNvhbk01qc/Fmh46XWyaa1jVGiirXty66wRHbXinjBbuqZzCeWsd0k1tt9PuNW1pFWxNdvCp3g7G/mPtfSwMyfY9OKE/kzVd0a34+t1ghJ7r4MqwF1vOTauKe+st3FNvxVb1ZmuaBCfw8Q+dZEXmLNaUtTm3xxN0/NlNYlIut3uwpeStysdc6k33eD5xp2p/jN4cO1V5WVN2Xz55ZfoTFXcqTnlaU7Z6haX08iicTypORVtTq6KjtVrJZP4nT9a02iijXDOh6vx/jnmCwpCIolGxVPQ7syfFiyJta1pVZbRWi9vOa0kS7TQlpoYK06uUlSp3a7rvbE/9g7idNR34I7TdHu4qn4rt6SOjndiX3ls5DUsx8JkB2z86xKbRnGmv6dOaZzC8qeBaN6q4p7oam9OTmMaaspUzh84YD/QOEEVRnDTLitG6ZuDRfgcde4Jzlfrc1vSeRiuxAWUk/RxTV3Gmlp41bVUtWJoKZYa9k/NaU8NQsDHjTlWe1vSYBw86yCMllg6tinsaFV2cXnr4ABd3pwt/W1RrekxJE78vMCto3pQo6toYdtIob+28aRMGYfweSk5hB7WIdl7b9mCZ2sKOTBB8ocJUoDU9ZZzGyH+QizXte0McOG08OLyEXfeR+GM9bwQ/Ymm6QRyEVJYNGLKW2Jq23VEcgtTz22hqFu6vbaCqGnh02I5nTW9mWmu6Ne7jwB7FAUgfaD8UF9N912GhoBj5Hi4Ou3HYUkXV5rKmszCrNT0Yz2cSk3Kp3YMzozU9s1KfedaU/az2ukMMIg9ZW9O7zvJ7PPC2pq7rx3sxD4bJ5o/z0tK7ulmL738W5Mmaus5RINRgPPtcd96h4pQoIoEXLPRap2lpHwwx6tuF3WnK1qwN+/xfJ1Nl4gITJ+OLi0WHftsFWtOk3Cmht6xYeOHK06/9/cDpxfOlFeXojOLlycFMe00H3gRlVcMps4FTVh1dd4zLow56dwj7mcaasqLzvtrqtfzS/ckoLvBYYi+DBSHdnPw7izVlxWwq1lRTcKpaTc2artXL0FUFagb73CxLw2qtPFfoAitO82hNeRankiLjzJlmYa3p+XvX8MiVdIvEPFpTRVOxcbYVh24tKhSGRBSNfnuI3mH+1sak3c7bMBQ0WsUNEaoqClqUskxMARWmgq0pg5c1HfrjuJW3LJtxQm98H67bNzoJHIxPsHnTWNOdSRcPDHbxZzsfiS3p9XOlJzGtNR16bjxH+tkrZ7BlHxUDzJYev/Vjf+6ekACbV2sam8TRCP1wtrNWsxSnbAzXnWEtznFL76zWlLHd7mOM7C3SrawpK5pXWxU061ZmQUhBEGIwsDH0Zp8HztKaHpNFcZonaxqFEbYvHiDisMoq79C86WKw6LtMGdWyivpKBcvezstChFiHjpbCLLyIdl72OjkcpZfRQRQXKkwFW1PWzsvTmh44HTyn9VmoqxW0tCosRY9Tem9FklnTe6trSMo01nRr1MPZSj1O+G0ZFtbMMrxwujfxebSmZV3FZqWSeP5y1vUxE8+HXCpBz8CaVisGGpXZ0oHTsqau52N9tQot4WoBntaU2ba11ZqwGZo0rOlJsHU4a5vz77W9HXkqThurtbhtsNNb3DdQ1NJLFAk2aqAKCJgraojQWPDeZZHtvEa0uN0oBD+oME3ZmrKC15ItnDbPYFVbRU2pxytgklhTNm/K9ptqsoOdSRtOeOc5wGkTehlX7OlCm6a1pgPPQdse45lrp6FqES4OuvHH7vj1Z7CmUqmEjXIZF+oNnK5WcVe9gVXLwppVRkN/bKXOvNZ0Zzj7/OUs1pS9WfaUKBNrunXQg13ibwN5WFMWCNEf2DhoD3Fqo56ZNWX3o90ZYjTlCZciWVOzrGPz7HxhWkVq6UVJwpm71xc6qIOKU6JIjAc2DCt/4WRpt/OOhzaq9XyFQREEb6gwTdGasr2mm8Ym1o0NOIENO7RhKRbW9fVE1pQl9EqI8In+g+j7d95tlQdrujMZ4NKgg/fvPopDO9k+rqQJvZ1gAlNR4qCirmPH+1PZXOh9KyswT2jTY8VpUmtaMTSsl8upWVPb88FWTrIZ11mZtTht1CxYhjZTOjBPa8radsumhofbjy+exnEgQCnx6hOe1pS1WLFF4qLWr2RhTdmeT0mWUGta8f+XwZqyBMzdy20E8mJbGpo3JYpC2VQw6Iyw7O28jOHAhim4SGfWVEQ7L0FMAxWmKVlTUy5jXdegSipGPkvT9TH0h9ixt6HJOnRJn9qaXs/xrOk0ZGlNr12/toKHxnvTX38Ga/por4sddwg3COD4fmxLB46DR7odeCG/BNLtwWDm+cuZrKlcgivPbk3n4fJBd+Z04OuZpzhdaVh46QufhCfdvYELZ1vYWKthpVlGvWbGfw6CIC6ksrKmjO0ddpxKC2FN660y7n3yabiOh0c+sxsXbMtiTWutCjRDxWG74CmSUxSnNG9K5J3JYIIKmcKYiixhMlr8ZFZieaHCNCVret68C3vOFi6OH8W+s4eqUkNFORro77k9aFcL02mtKeOCNf0bulmsaYmzNb2eJMVpUmu6Wami59h46voGztcbmPg+rgz6sUH1b9FqOYs1rZo6Viwrbh9Ow5qyQpvZ3217mLo1XWnMnw487/qYg84I/aEdX/76Hy7HYTVsBrZeNeE4Pi5vd2eylTytaa1ehmWqUATNA4u0phunGrhw39Hv/tm7V7F2qoGDnR62L7Xh2rOvDSpiENIRJZy9b7Fbeo+h4pTIMyz457h7Y9nbeR3bg5nSTlCypkQW5O+3fEGtqalUEETBtVlTZk2PZ0v7fg8D/7El93mwpmVFhyr7Yqxp0usntKarpgVLUdHxxug7NrYG/XhFDZs3ZbOnZ6o1qCzqlgNb/X7K1lTC+VYjE2takgFvRmPLy5ruHPbxpHs349bdvcMBHrl0iItbbXR6Y9xzfhXnz7Rim1op33iiJ01rymKUfQF790RbU5aa+ITPOoOnPPM8tg+GuPTgHjoHw/gEAMMw1TiEROROwTwVp4Ef4mC7C5898BcYmjclikC/PULv4LH3ScvcztvtjNA7TDYSlacQJIK4HVSYpmRNB14H91eeDAkyGmoDLa0FPwqgSRo29I149rSlrdxwW1la002zBkNWb7ljNM/WVJXleMb0Ywe7cfrvqUoVT9vYhCxJ6DtOXJReaDS5WNO6ZaBpGqlZU2Z8x66HPWecujWduH68uoaZ06ys6cT2MLZd3H125VpC77kzLdx39xpGYwfbu704DOnMZiMza2rbXnw2W9dVIcWpKGt6sNeP23ZX1qt48NM78Zn544L03L3ruPCETWycYVZ1Y2laeiv1chz+pJv5C17hCRWnRN6plpXcrY3Jiqoqo7WWfJ86QRQBKkynsqb9ua3pOBjCDsY4Y90FCV3sObvQJDUORiqVJPS9fvz3dX0tsTVlxakIa7o16UCWXWHWlFlNEdZ0ezjA4WSCtj2BW/LjdttPHezjwU4bHXuCR3pd6LIMS+VTOGz1+rBLQWrWlK1FObdSz8ialmZOB+ZlTa/s9WJzx9p2771rDboq41Of2cHuwQCO68f21Hb8TK1pSZYQqOKeXkUVp1sXD2GVddz35FPxrCmbMz1912o8X/qZj13G5YcPMBm7OH1hZSmsKSNipwvN6R5LRYaKUyLPeI4fz33nkbTbedkKHUlOHvY3C9TOS6QNFaZTWdMKF2va8fYRhA627Ytoaq14VcyuvRMHII2DMXbsXRiyCaWkJrKmjFPGGtQpWs6SWNN1owJdEmdNN8wq2v4AIqxpiAjPXD+Fse/h43u7GHuPzciVVTVu7WUzmzysaaNsom7o8a7RtKxpf+LgwJukbk0dL0AQhjDnsIHzWlOG7XgwDRUP7XXw4KMH8K8L5qlVDZimGs+dTgsrTnlaU88L4DgeDgQsFBfZ0svu96MP7cN1fKxv1iGVdRzs9LH1yMG1YKl+Z3StvXcZrCl7E9je7cMJF3/YlIrT4nHuQgsXP7WFZWAydKCb+SpOM2vnPRxh0BUbzkbtvEQWUGGa8qxphDAudrvuA7g0uRivjDnGkAw4oQP/6n7MJNa0phjQFadQ1pRZy3OVurBZU7a31Al8/MN1hSbbacoCkbq2fcsgpFm41O2lbk3PNGuZWFOJ7VTNeNaU8eR7T8VnjNkO0fh+SSWsrVSw2qxgd78Pz0/+8+BZnEqKjDOnH98ynndrOhoePSfd88RNPPwPu3EheoyiSNg424yLNZHkzZpaVTNuI2SmftGhNTJEnudM++3Zw/8WiZquoEmtzcQCQoUpOwjhJ297kFghOfbv/IZ12oTeu6x7MQlu3MnF5k5Pmafi/aY3M401tUMXSkkWZk1VSeZuTf0oxNBz0QnEWNNDe4JnrJ+KC+CGYeDuRhM1TY/TeXeGt77NWaxpq2KhqutQEoYqzWpNmfHtjm20fTt1a8oKPsfzsTsZZWpND3sj3Ht+DR3PwWqrEgcfGbqKdneEXj/5mWTeLb3MMLL70XO9wgUhsZ2xbFces+PH62NqzTLO37cRryrY35nuRN081jRvxSk7/1HSF3vW9BhaI0PkkXpNQ7VRRh5Ju503Xt9VOjohKxpq5yXShArTKfGjCQL/U1ys6dDvoaGuwAu3UJYrOGOehSWXsWfvoeMdBbock8SaKqWSGGs6bkOSHCHWVJMlnC03hFjTkeficDLGvY0WJBWwfR/743H8MRGNiBdTtqaGpuBUo5qJNZVVCWdXG5laU1b4Xd7toGLpGEVBHHp00B6iN5gk2mcq0ppquor1tZqwaH9R1pRZ6IP9Pp73eU/A6kYNdz1hA6ubtTild3frxueoZWnpZStz2HztYDxbCncRoTUyRJ44HiEopVCMFaWdt9+hdl5isaDC9Cpy+LHbHqgV/dxUB3Qaa8qCkCzFwoq2jlV9NV4ds+/sYxTcukVlGmvqiLKmZlWYNQ2iCH3XRvc23/s81vTKcAA/jPDB7ctxKNLAdWLbeCdmsaarVQtlTUvVmraHE3SD6U9G8LKmbKaTpeMezJEOzMOaDkZOvNvuY5+5EptSlto7xY83NWsaF3iHQwyvm4EtijXtdcbY3+1DVWV85pGDeH1M93BwdKY+JfJmTVkr78bZViqWIi8tvZcf5XeihiDmZdgbo7MnrmOjaO28rVVKKiYWCypMWXuIdn7qA8bLmnZctiolwCf670LX68CLbj3HmQdrennchiyJmTU1FBlny+JmTVkQEiNpoTnL51zsduFKYWrW1NQVbGZkTRVNwpnV2dKBec6aHnO8PoYHPK0pS7ltNctCihmR62OO9+WpuoKtRw/xmUcO5yr6F8Gasu//yiP7iNTlaell7G7na38ksbxULQX1FhVjabbzshAkaucl0oIK04ys6RHJ3uVNa03lkgRVUrhaU5agy4ypJsiadt0JeoKs6SzF7LE1TcpatQxdUaDK6VhT9gja74/QD6c7acDTmgZhhO7QRtu1M7WmjLvO8jOdItbH7Oz2wD+f9zFEFqeM8/cerbHKgrxZ0+Z6PV7V0O6K/Inmh3NkTokcYY9dmJX8rW9i7bxpz5mmlc5LEGlChelVGtqFxNaUrZAxpApW9QuoqxsoK02U2OmrKa0pg+0xHfkP3vF6SaypWpJgyPytqSKVIEueIGuq4IxAa3pMGtZUlkvwpSg1a1o2VKzX2Uqj9K2ppis4vTJbOvAyWdNa3UK5rMeptkVr6b2e4yCktMhrEBJKEs7esy5sdjhvbN6V3YkJgjhpp6miTn+SfJFJM52XrCmRBlSYzmhN5ZKKFf0sGtppuOEYTjiGLpXjvyezphBiTaVSibs1tQMPsiRBn+LrJrWmccqsO0E/HBXemrKdqfFxUuTUrOlub4ABvNStaTxD2RthMIexXRZrunWlAy+hSU/ColrTPLb0sha6/e0O3Gh5XkKZOaUwJCIP9NpDWhtzczuvwNcWBu00JdJieV5VOVpTXapiTdXi4tQOBgiiIP5/270MVdKhSubCWlNVKkGRxVnT01ZtIawpa/Xz5fSsacXUsVotx2s+0rampqlijRnbOfQRK055WdOHD7u5tKYrq1XIsgRd578gfpGt6TF5s6aVehmVugXN4P/zzDNUnBJZUyur8fqqPJJZO29n9iBCgsgTVJjOYE3XzfvQdS9i134QXW8bllyHKR8VVEOvDbmk5MaaagKsKcOQxVjTjiPemp6v1eNjI9KastU0LNneVKc/TvNYU8aVTh/jkp++NWUnNtoDjOcwttfuw5zFKbOmT7hrHQqHs8cirCmkEkKt2NaUFddpt9Hl0ZoeP/ZLev7m3USHIVFxSmRJ4IeQc9jKm9XaGGrnJRYJKkxnsKbMmIaRf23WlNlSNm/KGAddeKEdt/UmsaanjTOw5Al3a6oLmjVVZF+INTVTmDWd+D7GcNOZNZ3xtXMWa1ovG2hYBmQpfWtaqehoVMyZbpt3S++VvS6cZOcDbluc8rSmnhdgPPHQnsy+4idra3rX/RuAlX4qLStO82ZN2awbW18xdtNboZM1VJwSeWA8mOQyBCkLqJ2XWCSoMJ3Bmo79Q5wtPxMSFFSUFqrqWlyMMhrqJjaMe+NZVFasTmtNI0RQSyrUksbVmpYEWFM3ZDYwhClP38J20ZnSmiLCoT3CMBoLs6Z13UDLMIVbUzcI4AY+du1Ratb0crsHe8Z1Naw4ndWaMrYOZr9tntZ0pVmBpsrQNE7VKWeYbTy1KebMuuj1MQzP9TEZu+hO5jfks3ApZ8WpbmpY2axDFhBslVeoOCWypmIqGLSTJfmnBbXzLiaRYyOyM744i58GvzyvpBytqRP24QYDrBj3wUAPHXcLXmRjXb8HmmRhZ/IAhn4bDW0zkTWVS4Aljzlb05KgWVNJ2Kyppag4JXjW9PKwD6fkpWBNJZxvJi9CWHE6izVtVS1Ympp4XQ0PGjULlj7fbfOypiWpBF/NpzUNwwjt9hCjIIAoRBenrLjeONNIPZU2r7tNtx7cA7Tl2G16DBWnRJZMhjbKdSt3PwRq5yWI+aDCdEZrOvR3EUU2du1PYBIcLR8fBz0E8BHCR9/bgyaZcRDStNbUj7zYnGoSP2vqhh4gyJp6YQBLnu6+3ldbwY57OLU13Z8MMRJoTZuGGZtTWbA19cMQI9fFvpteMMHFdhfOjMFL81pTdnbFVWa7bZ7W1HH9eM/qziiZrb4dPItTw9LRalWELEZPo6WXpTHv7/Rhz7SkaH52dgfIEyunmvHcW3+YjUXOCipOiSxPCLEWVtFptIVq542DFymdlyg29Bs9x6ypKllY0e+7Nms69A8hQY53mzLaztYNb9umsaZKqQRTKoY11eTprWlSyqqKTcHW9OKgB0fyhVtTVZFwvjH93Oy81pTtNGXhP2rCdTXXM2txOnGOVuWwVtqsrSlLRj672eTytUQEIW3vdOEIKEzTsqaVuoFq3RSym/V2nMuhNWVIiozN8ytL90b5uDgliLQZdEbo7h+JgbyRSTtvm9J5ieKzXK+gnK2pGw7Q0s9Ck6rXPuZHbpzUyGDtvW54FGiUuTWNQ5tUrtaUGVMn9NH3O1Nd/1ylPvWsKTuGe5MhxtGdA6FmtaYrpoWqpkORJKHWNGA7Wic22l6y72Xeogz6bEXPvEFIJRnwOYx3zmtNfT/ExHZxwHEmg6c1rTfKsEwVqoB0ybSCkLYuHsLPYJZ383wrd7OmURjh8kN7kIzlC2RhxSkl9RJpUy2rqLfytzaG2nkJYnaoMJ3Tmg69XTS189CiXZSVFnTJQhDdOvF1amvKe9ZUkqAr/K2pLkk4a81XyNyKiqpiw6pO3Sw4kzXtM2slftZU1xScqU9vgOe1po7nx61O5hxFw6zW1PECBGGI7dEwc2vKir7T68ltdXrrYyT4Ao2jaGu6slGLA9aMDFJ6GXlL6V3ZbMThUIPx7GubigoVp0TauLYHPaPnnjxC7bzEIkCFKQdrqskadLmOitJE19uJrelJJLKmkQBrGkX8rWnErKmHQdCdetZ02r2mzJrujtl+TFuYNV21yiirmnBryna0tscTdP3Z1oTMUpyyx5A3Y106rzVlxvb8eiNza8rmTHsDdtyTrwdKw5raNvtdB3b748Ja05JcQpBwX+8it/TKioyNs62lSum9HjKnRNrFqarnM4E9CzqHQww66WVaEARvlvOVk7M1HfsH6LqP4Mrwj+KdpnciS2tqCLCmmiThjMlnlu9mKpqGdbMi3Jp6KcyamrqK07XH2r5Fr4/x2Loa38euM0rdmnpBiLHjYd8eZ25NdV3FxkqVS4KsCGvKCruzZ8R0HaRhTX0vwHAwQc/JxhLmzZqyEw2XHtiFZBhYNigMiUib3uEQvYN8haEdt/NmMWdaN1Q0V45yTkRy16kGLj6c7D0QQUwDFaYcrCmD7S2dhuTWVOdqTZm5M6YwsUmsqR+FsAMPw2mtaX16a8rYHrPVLo4wa7pmVWAoaly4i7ame6MRBqGbmjVl62rOtRqZWFNFlXB2rZ65NWW/Rwcddtz9XFpTNgs7Gjno2vysbtrWVDNUrJ+q0/qYq6yebsIeOxg54lYC5RUqTok0qVW0XM6ZLno7L0GIgh658YYLfW5resxxQi8/azriak3Z1xRiTWUJZxLOmk5bnNY0HS3dgjSl8prFmj7KrKkcCLemZWbvKtMb4HmtabyuxplvXc2s1pS10XaHNjqenbk1tSwNK41yPA+ZR2uqaAo2NsQUdqw4FW1Nj9bH9DJZH8N2m+bNmjJUXcXqqUa883XZoOKUSIt4ZcwcCfSL2s477KYXtkgQPKHClBULU6xnybs1ZcXpNNbUj3z4UQA73OdqTYMoxMh3MAp6U1vTJFwZ9+EKtKYb5QpUSYYmy0KtKZub3RkMMIKfmjVVmbls1TOxppqu4FQreejTzcXpvNaUsXPQx0Q6OpvMozjlaU1jq3s4xCjkc/+yWR9jHq2PyagQy2NLL7tI5vK19DKoOCXSYjyYwCznMw07q3beRgoWmdp5CRFQYcqIQsgls9DWNAlsr+mmMV2LHytOp7WmhizjjNUUYk0buoGGZkIWaE3Z/s00rGnF1LFqTW+A57WmsbkcTdAJZgtemseaxgVXb/b2ZZ7UqiZqFQMyx92hPItTq6yj2SgfrfopaEvv5UcP4WdQmDJrmkeciYdRf4KJd7xEbLmg4pRIg4qlot+ePQV+0dbGUDsvUWSoMI1beSVUSqPcWtMwCjlb0yCeN3VCvoPrzJoOfRtjQdb00qgLP8FqF1acJrGmE9+LTwSItqaMrX4f4xStqaGrONVIHrzEw5oapoq1emWuNlpe1nRrpwuHU4CjiJbeK9tduCL6eVOypqubR3Z8r5dNG1nerClDMzQ012tQM9j3mgeoOCVEMxlM4o4N4jGonZcoKlSYxu2VLiL4HK1pCVq0x9WaWlMk9CZBk2RsmiKsqSJs1nTFsFBhq11K4h62zJoGcijcmtYtA03TmNoAz2tNWfDSfn+EwW127IqypoydNlv7k3xf7OPuw5zFaatZjot0leNMEk9r2mD3z1ChanJhramkSDh7QcDO14JaU0YURpCt5WzpZVBxSoiEtcyHYQSJYzfMQrTzrlA7L1E8qDC9ilKSOVrTsygrq5BKChdrGkQ+gijgak3Z17MDB250CN7WtOeNMQn7QqzpxWEXgSzSmvpxAI2hKMKt6eVeH3YpSM2alg0Va7XkwUs8rGmloqNRMedqo+UVhFSSSvDuvM43M2sKqYRAYJhHGutjBv0J+m7662PyGoTkOj567RGWMKT3GlScEiIZ9sbo7E33vmNp2nnZjDul8xIFgwrTG6ypByN8hIs17XtbKJeGubamOrOmAmZNTVnB6YR7Tae1pmtmGaacbLVLUqSSBD/hrCkrTpNa02bZRFXXoST8Xma1pnHwUneAUWm2goEVp/NY062DHuxSmLk1tR2PNTXE5pQXD+/xs6aO4yMIQuwPJgVeH6NgfbMRnwTIgjwWp4alo75SiVfrLCtUnBKiqFoqqrQ2JrN2XtppSvCCCtObrKmhXuBiTatqC3JJ5WpNWaKuztWahhgHNvyI35tqRogIXW8MOxwIsaaPDjsIZV+YNXUCP259NRXxbyAvdntwpPSsadXS44I4afASDxo1C5ahQZ3jDC5Pa+prpdxaU9YOe+ZMspM7+VofA+xc6cDJ4HGW55ZeFrosGflMD00LKk4JETgTN7fJvJm18+pKau28BMELKkyvgxnTMHJghI9ysabMcvK0pmpJgsnbmpZkrBsr3K2pJSs4ZTaEWNMN6+pqFylZu2OS4lROyZquVi2Yqpq4WJvVmjKudNjalCATa3ppvwNHjjK3pr4fYmy7OHBm37F6M1vt6UK/pr1/g4GNri0uzVh0cVprWrAqemahP3m0pp7ro3c4XOqWXgYVp4So9tWsujRy2c4bsp1V1M5LFAsqTG9CKSlQ5CYXa+pHEyHWNAi3uVnTEGz/6AQ+OuBuTd0RnEiMNWWhQVFCa5oENwzghQF23enu/zxc7HThzrhfcxZrymY9a6YeBz2lzWqzAlWRoM2xUoSXNVVVGafXZ9vvejPnz/G3pqquYmOjHs88F7Wll7VMRxm0rh5b0zwWp0bZQH21urQpvcdQccqHS4/y7XgqMmw1U56taRa0D4YYppSSTu28BA+oMD3Bmjr+RajBx7hZ0wpna7qq821VMyQFGzp/a8paYTcFWdNJ4MXtqLqsiLOmkoQL9YZwa7peq0CTlURraua1ppcOe3Bm2NnKw5qycB9fyd6asrPJ7d4I/XD+tGDGqc0611nTeAcsmxFiIRYFtaYs9GcycdGd8DnGi5TSK5nLm9J7DBWnfI/jslOvaugdiD+ZXCQahoJGCrO31M5L8IIK0xOoaPdOfQCnsaZSSY3NKS9r6oYuwmiHqzUd+COE4PsmNUKEjjOCGw3FWFNJrDX1wxBD18WBP11a8zywrmRvxhbXWazpSm22FuLrmbU4dTw/nrUz5jBGvKypZWpYa863Y1UkVlmPV9xIcqmw1lRRZWycoSCkmwt2liI6ccWddCgKVJwSvJiMHJRr+dxnytp5s5gzZSdg43VVlM5LFAQqTG8DT2taLg24WVNNkrCi8bUBpqRgTW/xnzVVVGyYdSHW1A78aynAoqwps5jnq3Xh1nTisT26JehKetb0YrsLd8ZieN71MSWFWVNkbk1ZSM/2AZu5Dbm19PLca8rY3u4KDRESH4QUYfcKa1enIKTr0QwNrc16XLgvO1ScEjxgBVgeZ0yzpnM4woDaeYmCQIVpIa1pACe0EUW7HK1phL43TGRNpylOmTU9dIbwMRJmTZMm9CYhiJj1naATJA+dSlqcMivmp2hN1+sVKLIEbY6dmbNaU88PYnO6Oxllbk3rVRO1sh4fC17wLE7rzTIsU41nYotqTVkQkmnp0PT05yrzuts0JiotfUrvMVScErysqW4u70qmk6B2Xj5EExvRZJLxxcaiQ4XpDNZUlerQpJYQa8qK06msaUnmb01lFesJrOm0VBQVa0aN5aBwt6ZstUsww2qXJNbUkFWcncGaJsX22ZoawFSV1KwpK4Y9JRtrylainFubL62QFafzWlPGpZ0uXE7vZUSsj4EkwVekwq6PiZGAkOPu2KTksTi1Jy4mYxdDe8ljeq9CxSkxL8PuGN39/M6ZUjsvQdweKkxnsKZh5MJUNm84fLys6bSECGCHYyDa42ZNmd3segNE6HG2psC+3UdUcoVYU0XwrCmzyftjFpJjC7emcmxNE99MXJzOYk1t7+i4GQmLYR7WNAhD9Mc22u78ZwDnLU5XW0f2WOeYlMrTmtq2F88K7Q8mxQ5CGjvo2hSEdD0snXf9dJNaeq9Cxen0UCLv42nWdVQa+Z0zzYoOC9Lrp2PbKJ2XmAcqTBNb0xKCaAI37MBSziS0pphqr2kSa9rSpzeX02DJGtb0Jn9rqupoGhWUEnjTaa0pW+3iBgH2vZ4wa2qpKk5Vqoms7yzWlH0fju9j1xEfuJQHa8relJ9eqc31NXi19LLZJF8r5daalmQJZ8/Od7wzD0LSFGycpiCkm+ecLz6wQym9J6TMUuF1ZyiR90Z8L4Ayx4nWRaVuqGg0KZ2XyD9UmCa2pkdv4N2gC1WqQSmVE1hTO95pys+ahhj7Q5Swz92aotSf+n5MG4S0P2HWdCLEmrJ02QuV6QrqWawp+6nvjAYYYjrrO481VRQJFxqN1Kyp6wfwggA79ih1a8qCcfZ7Qww5rGyZ15q6XgDX87E/meTSmgZBiG53jMFVy13YIKStbIOQ8tjSu3a6Faf02uJ+tIWDilNiVnzXhzJHdsIitvOyYCj2GsLeXxBEnqFH6B0oQYdUMmBGWzCVUzCV06hrT4GhbMatuZrcytSa6pKKprYGnliyilWtwd2alhUVTb0c7x/lbU29MIh3mx760xfUSa1pRdOxbiW7/7NYU7ampu84aHuzFUizFKcsSv78SiMTa2qaGlbr5blWtvCypuw4nNls5NaaslCP1dWqkPU2qQUhtbINQsoruqmjvlKBZlBwyzFUnBKzMOxN0N5L1kG1LO28gx618xL5hgpT9obA//QtD5ChXsCK9WJY6pNQgoISZEyCHUz8K+g6f4+xf+mG609nTWVu1jSKrekAEg44WlOg7fVRmnLFTRJruj3uAiVbjDWVJJyvNIRZU8bWoIdxCtZUU2WcrScLXJonCCne2Wo7OJixGJ7HmjKuHPYxKfmZW9MgjNAbTNALkv+M07CmrO1zZ7cHR+AzdxpBSFGJgpBOgs0Ry5aBnK7Vzaw4ZRdq6yWmpV7VUGlYdMBuomFSOy+Rf6gwvQO29zAc/xL6zvvhOX8cF6JucIgo8mEoGzCVM9BlZg2lRAm9ldKIqzVtaNPbjmmK04qsYUWrTzVTmcSaNnQTddWCXJK4W1M/CjH0XLT9gTBrWjdMtAwz3jkq0pqGUYSD8Ri9wEFa1pStIznbSl4M87CmtaqBmmXMtbKFlzXVdQXrLWYl82lNa3ULZUsr9PoYz/UxHlEQ0knzcftbHYQJU8aXASpOiWlxJi7Msp7rA0btvARxMlSYXsXwP3HiAYrgIYzGN8yaGvImGvrTIJcshJENRSqjrJ5LZE1LJQlKSQMP2FzoyO9DRnsqazrd1wTabk+INd0at1GSHCHWVJMlnBNsTS8OerAlX7g1NTUFp6rJApfmsaasGD4cjNELZyuG57Wml/a6cOVw5s/nZU2ZldxrDzAuzX9fjotTntaUEZVKCAQUpmmuj1F1ObMgpDzvNq02K3FCb7c/++/hohenZE8pGGqamcq8dh5k3c47pHZeIsdQYcoKAPWeqQ5WCSqasgxdWcXAewBD7wE4wSFG3sNQShVIJX1qayqzWVOJ36ypIWloaCt8ramioyXAmq4YZZQVHYoAa8p2mvZdG93gzsd2Vmu6YlqoahoUSRJqTePApeEQw2i2YCBWQCfF1BVs1JMXwzys6UqzDEWW4zbmrK1ppWygXjUhcyyaeBanjuPHQRZFXh/DTgBkFYR0TF6LU/Zqc/quNUgZHpu8QnOnjz8WxOMZDyYwcm5Ns2rnrVM6L5FjqDCdwpoeU9OfGu8w7Tkfgx8+VviwgpR9nLX3TmtNg+jobDhPazrwupBLfK3pgduFNEUBPYs1lSQxe00NRcbZcl2oNb3U78FNwZpWDA1r5WSBS/NYU/Yz3+0NMJpx3pMVp/NY0xLb4zrj6hqe1pSxtduFwymfh9bH3CYIqazHa4PSJs9BSGzW9Moj+6yvPOu7kkuoOCXuRL2qo7ufLAxxGThO52VBfwSRR+iReRVTve+OB0uRW3Fb7/V7TTWpiYp6F/xohAhB/LFEs6bSmJ81lXU0VL7WtKoYaKo17tZ0zajAkFWokizEmnbdCfrhSJg1XbXKMBV2/8VaU8ZWv48x/NRmTSumjmbZTFwM88Dx/DiAaHuUzHiLsKatRhmGrkLluHaA9/qYXm+Mvlvc9TExJSDIoDDNuzVtrtcRBiH6w/lXKS16KNKytfay75ds6e0ZD22UqybyCmvnzWLOlNFtjzDoieu2uZ6LDyc7GU8QVJgmsKZ+2EVNfwbzoVCkKizlPFS5ASdoxym9N3Nna8osawi1ZHB6JEboex0opQ43a4qr1lSWRsWyprKCM4Kt6aP9Ljz56GSESGtatww0TSNR4BLjzIxBRoytTh+2lPx742FNJbmE8+vzzeCw4pSHNWXzj56WX2vKVousrRV7fYzr+HEY0uEo/ZnKPFtThqTI2Dy/Apl2D94SsqfESbCTOrKgOfyiQ+m8RJ6hwjSBNQ3CLoJogLL2WahLrHnWgxMcwA0e/wZ4amsqlVCeouib1pqasoG6yto4S1ytaUNlc4clrtZ03axClxRoAqxpiAgH9gjD6M5GelZrulGuxMZXk2Xh1vRSl60ICVOzps2KiYqhz5WSO2tx6gUhxraHAyfZz04EtnNkq5g5zev6mN29Puy4Cbu41lRWJZw+18okrCTPQUis7e7yg7soGdTSezuWqThdhu+RF77rx0FixOOLdvZ2TsQJTYKYFypME1pTx7+IElz0nQ9g4m/DDwfXWnhPYhprGkY+V2vaE2BN950OFAHWlNU9suQJsaaWouCUNV0b8qzWVJYk+AmtKStOk1rTVsVCOWHg0jyzpoyLh7On5M4bhKRoEs6szm58eVpTSZLgqfm1ptWaiUrFgMKx5Thta8pmKg/3BhiLq6/vSF6L05VTTTgTD0N7tg6GZSxOF714ozbe6Rj2JmjvJg8BTJOs2nn7nTF67WTjTrNw16kGtfMSiaDCdIZZU1wtRK+fNT2JrKypFVvTJldrWlNN1NQKJM7W1A68uLhj5nTa4nRaa8re4+5NBhjDhihrOvG9eBZTT2BNZ+Vih7UOp2dN1+plqCwld46CZ1ZryuZMO4MJuv787Z3zFqeeH8Bxfezb/GZyeK+PubzVhi+o3TOt9TFWVUeDJTNn0Laa95ZeFg61drpB9mfKuVPGohenxJ1p1DRU6vmeM82Kmq6guVLJ7PYJ4lZQYTpjQu/1e03vxJ2saRh5CCIPcjidZZzOmrahcrame84hVHnC3ZqqUgmKLCbgo6xqWDenK6hntqYlCYESCrema7Vy3DacpHV4XmsqzZGSO6811XUFm83ZVtfwDkJixdKZjUZurenqWi3+v2Hyazm+mTSK08uPHsCnIKQTW7bZRTJ5ddYsNotanFLoUTLssRunfhOPx/cCqNTmTOQQKkxntqbgak3VUgk19TRXa1rjbE0bKts/ytJaJe7W9DiwiLc1ZVwZ9eCUpjdvrDhNYk3twEcYRTAV8cmicRiPnLxQZMXpLNbU9tj3BphzFAuzWtN4j2tngNGMicQ8rSkzuL3BBL1gurCuaYpT3taUrdoJBLTzptnSu7JxVGDv99NJjDzJmua1pZe18476E0y8DPudC8SiFqcEwYtBf4JyRfzJLmrnJRa+MH3kkUfwqle9CnfffTdM08S9996LN77xjXBdPm8aM7Gm8OFHNuRwa6qvN01x2nUPoZV6XK3prn0ITYA1Ze3Miixm7UVdN9DUxa4/YbOfvizemtq+H59qMNT01mvIsTVFJta0UtbRrJqQpVLm1pQZ3PUWS8AFN3gWp74fYjRy0LX5Pg+mbU2ZpT8jwCovQkuvZmhorlWh6tmt1ykSi7RSpuj3P8u1MYbJKVp9wdbG1DQFwwxOAhLp8pa3vAV33XUXDMPA85//fPz1X/91rn8EhSxMP/WpTyEMQ/zCL/wCPv7xj+PNb34z3vrWt+IHf/AHC21NlZKEmjadNZ0GZjeran2qNN1prWlLq8Q2VinJXK2pGzIzF8KUVSHW9PKoB6/kCrOmThDACwPsuAMkJWlxyt64BylaUzcIMPE87M2RkjvP+pitgx7s0myztTytKWul3GsPMbpN2FnWLb2KpmBjoy4k3TYta8oK7F53jCFLjsyIvFpTButgkKmldyntKYUeJWfUt9HZ7wv4aRQfx/ZgWem1Ol++eJjabRFH/OZv/iZe97rXxfLuIx/5CJ7xjGfgZS97Gfb29pBXClmYfsmXfAne9ra34Yu/+Itxzz334B//43+M7/me78Hv/M7vcL+taayppX4WF2vK0n29YAwlfPxO1Fmtacc9gCbxtaY79oFAa5ps1nTa4rRlmKhprKCWhFrTC7Vkc4izrI9hhSJbqbJjDzELsxSnqiLj3Eo9E2vaqFmwDA3qHKtreFlTZnDZ/ZnH4IpdHxPh4GCAMateChyEpJsqVlarmezvzHtLr+f46OwP4BXz5Tszlim1l3iMZl3PdQBS1oxHDgxDXDbB9e28RPr85E/+JL7lW74F3/zN34wnP/nJscSzLAu//Mu/nNsfx8K8svV6PbRa870BntWaBuEAFnb5zJpKMldrWlEsVBS+1nRFq0KTVO7WlBlHdun7dw5tmmV9zMVhB0GCwjepNfXCME7p3fPEW1PWXnu+mfyJftYgJD8M0RvbaPvJEo55WdNL+x24M4Yw3XAfOKyP2drpws3x+hirYqDRsCDPUcjnIgjp4iGCjIKQ8t7Sa1VNlGsm9By3KBYhtbcoBWpR7mdeQ35YJ0neyaqdt6rJGA1mf10n8ovruvjwhz+Ml770pTesv2N/f//734+8kv/f1il44IEH8LM/+7P4iZ/4idtez3Gc+HJ9McsYDG7dmncUNPFxOMoTb/OVVfihhGF0+xnJkctu5/8hlG5vWN1wABcrCO7w9WzHR6jcOdRn3+8gjAKUSrcvElfRxJXxLhzlzk9ShhTCdg8QRtU7XjcYObgSPQhLvgCXFYa3qZHVkoyyL8GfcjVHOLbh+9NdtwkJ/miCyJ8+ICac2PAxvR1WSiVUA/ZiOP3nXDAtPNxuw5enb5VljwzXC1GVlNie3gw7xK4ixW2RN5dzoT2BP0nelstmdE1E8O3kn3u+YeCR3c5Mn8tomBKc8QiyX4qt4CycaZm4uNOB68w3U1OxJHjOBKEbxe29xziqBNdJ3n4a+DY+s3UFF9ZYWBkf9nb3oakKqgJmkTfPlOOi0XXFziZVGwrG4yE0RAj9645rCfH6Htf3jhKyBOGHDh66uIuzp+fbpyuKoCTDsx2UAjGz+Tccb591athCj3eabD7h6ITQ5X/YxsOP7ODMOX6/e3yOtwQ3cK4dbz9ycfb+U0c/AyIxdtuDrKmPf/zGzyUhXN/N9LG9uWng8pUe3Cnfy/DE7U7gKzKCSLyn2mwetQ3P+hqeNfHvZE7uQ79/Y3u6ruvx5XoODg4QBAE2Nm480cr+zkYic0uUI77/+7+fPVpve/nkJz95w+dcvnw5uvfee6NXvepVd/z6b3zjG+/49elCx4AeA/QYoMcAPQboMUCPAXoM0GOAHgP8HwMPPvhgVCQmk0m0ubmZm8dCpVJ53MdYfXMzW1tb8b+9733vu+Hj3/u93xs973nPi/JKif0HOWF/fx+Hh7cfjmYzpZp21L505coVvOhFL8LnfM7n4O1vf3usqJMY0263iwsXLuDixYuo1/N5VnxRYGd3zp07h0uXLqFWO1oJQdDxXhTo8U3HelGhxzYd70WFHtvpwroUz58/j06ng0ajWDOntm1z3/wxK1EUoXRTwuFJxpTdXzZP+tu//dt4+ctffu3jr3jFK+L65/d+7/eQR3LVyru2thZfpmFrawtf+IVfiGc/+9lxENKditJb/eAYrCilYikd2HGmY50edLzThY43HetFhR7bdLwXFXpsp8s079fzBlu1wi5FQtO0uEZ617veda0wZRtN2N9f85rXIK/kqjCdFlaUMlPKbCebK2Wm9ZjNzenTZQmCIAiCIAiCIBaN173udbEhfc5znoPnPe95+Kmf+imMRqM4pTevFLIw/dM//dM48Ihdzp69MZ02R53JBEEQBEEQBEEQqfMN3/ANsbx7wxvegJ2dHTzzmc/EO9/5zscFIuWJ4vl0AK985SvjAvSkSxJYWy9bOntSey/BFzrW6ULHm473okKPbTreiww9vulYLyr02M6G17zmNXj00UfjjJ0PfvCDeP7zn488k6vwI4IgCIIgCIIgCGL5KKQxJQiCIAiCIAiCIBYHKkwJgiAIgiAIgiCITKHClCAIgiAIgiAIgsiUhS9M3/KWt+Cuu+6K9w+xgd+//uu/vu31f+u3fgtPetKT4us/7WlPw//+3/87tfu6TMf67W9/e7wg+PpL0XZEZclf/MVf4Cu/8itx+vTp+Nj97u/+7h0/5z3veQ8++7M/Ow4guO++++KfAcH/WLPjfPNjm11YIh5xe970pjfhuc99LqrVKtbX1+Pda5/+9KfveNjoeTu9403P3bPz8z//83j6059+bW/mC17wAvzxH//xbT+HHtvpHGt6XPPlR3/0R+PXvde+9rW3vR49vomlKkx/8zd/M97hw5J3P/KRj+AZz3gGXvayl2Fvb+/E67/vfe/DP/tn/wyvetWr8Ld/+7fxizS7fOxjH0v9vi/6sWawF4vt7e1rF5YaRkwH20PFjjE7GTANDz/8ML78y78cX/iFX4iPfvSj8YvFv/7X/xp/8id/Qoec87E+hr3Bv/7xzd74E7fnve99L1796lfjAx/4QLwWzPM8fPEXf3H8M7gV9Lyd7vFm0HP3bLD1duwN+4c//GF86EMfwotf/GJ81Vd9FT7+8Y+feH16bKd3rBn0uObD3/zN3+AXfuEX4hMDt4Me38SJRAvM8573vOjVr371tb8HQRCdPn06etOb3nTi9b/+678++vIv//IbPvb85z8/+jf/5t8Iv6/Ldqzf9ra3RfV6PcV7uLiwX+N3vOMdt73O933f90VPecpTbvjYN3zDN0Qve9nLBN+75TvWf/7nfx5fr9PppHa/FpW9vb34WL73ve+95XXoeTvd403P3XxpNpvRL/7iL574b/TYTu9Y0+OaD4PBIHrCE54Q/emf/mn0BV/wBdF3fud33vK69PgmTmJhjanruvGZspe+9KXXPiZJUvz397///Sd+Dvv49ddnMOt3q+sTsx9rxnA4xIULF3Du3Lk7nskk5oMe2+nDFlmfOnUKX/RFX4S/+qu/yuAeFJ9erxf/v9Vq3fI69NhO93gz6Ll7foIgwG/8xm/Edpq1mZ4EPbbTO9YMelzPD+vAYN1ZN7+XPgl6fBMnsbCF6cHBQfxktLGxccPH2d9vNevFPp7k+sTsx/qJT3wifvmXfxm/93u/h1/7tV9DGIZ44QtfiMuXL9NhFcCtHtv9fh+TyYSOOUdYMfrWt74V/+t//a/4wk68vOhFL4pb3InpYc8JrOX8cz/3c/HUpz71ltej5+10jzc9d8/H3//936NSqcSz/t/2bd+Gd7zjHXjyk5984nXpsZ3esabH9fyw4p+9zrHZ9WmgxzdxEsqJHyUIwbCzltefuWRF6Wd91mfFcwn/6T/9Jzr+RGFhb3DY5frH9oMPPog3v/nN+NVf/dVM71vRzryz+f6//Mu/zPquLAXTHm967p4P9tzA5vyZnf7t3/5tvOIVr4hnfW9VMBHpHGt6XM/HpUuX8J3f+Z3xrDoFWRLzsLCF6erqKmRZxu7u7g0fZ3/f3Nw88XPYx5Ncn5j9WN+Mqqp41rOehQceeIAOqwBu9dhmYQ+madIxF8zznvc8KrAS8JrXvAZ/+Id/GCcisxCT20HP2+ke75uh5+5kaJoWp6Iznv3sZ8dBMT/90z8dn5S9GXpsp3esb4Ye18lg41ws7JIl/x/DOunYc8rP/dzPwXGc+H3i9dDjm1iqVl72hMSeiN71rnfd0KrE/n6rGQP28euvz2Bnf243k0DMdqxvhj2BsbYb1gZJ8Ice29nCztrTY/vOsHwpViSxlrt3v/vduPvuu+/4OfTYTvd43ww9d88He61kb9pPgh7b6R3rm6HHdTJe8pKXxO/h2Gvd8eU5z3kOvvEbvzH+881FKYMe38SJRAvMb/zGb0S6rkdvf/vbo0984hPRt37rt0aNRiPa2dmJ//1f/st/Gf3AD/zAtev/1V/9VaQoSvQTP/ET0Sc/+cnojW98Y6SqavT3f//3GX4Xi3msf+iHfij6kz/5k+jBBx+MPvzhD0f/9J/+08gwjOjjH/94ht9FsZLv/vZv/za+sF/jn/zJn4z//Oijj8b/zo41O+bHPPTQQ5FlWdH3fu/3xo/tt7zlLZEsy9E73/nODL+LxTzWb37zm6Pf/d3fjT7zmc/Ezx0slVCSpOjP/uzPMvwuisG3f/u3x2nd73nPe6Lt7e1rl/F4fO069Lyd7fGm5+7ZYceRJR4//PDD0d/93d/Ffy+VStH/+T//58RjTe9J0jvW9Ljmz82pvPT4JqZhoQtTxs/+7M9G58+fjzRNi1eafOADH7jhl+YVr3jFDdf/n//zf0b3339/fH22XuOP/uiPMrjXi3+sX/va11677sbGRvRlX/Zl0Uc+8pGM7nnxOF5JcvPl+Biz/7NjfvPnPPOZz4yP+T333BPH4xP8j/WP/diPRffee298oqXVakUvetGLone/+910qKfgpOPMLtc/Vul5O9vjTc/ds/Ov/tW/ii5cuBA/B6+trUUveclLrhVKJx1rBr0nSedY0+NafGFKj29iGkrsPye7VIIgCIIgCIIgCIIQz8LOmBIEQRAEQRAEQRDFgApTgiAIgiAIgiAIIlOoMCUIgiAIgiAIgiAyhQpTgiAIgiAIgiAIIlOoMCUIgiAIgiAIgiAyhQpTgiAIgiAIgiAIIlOoMCUIgiAIgiAIgiAyhQpTgiAIgiAIgiAIIlOoMCUIgiCE8G//7b/FF33RF6V2dN/znvegVCrF/5/1c3/7t3975tv/xCc+AUVR8LGPfWzmr0EQBEEQywoVpgRBEAR3Hn74YfziL/4ifvAHf3Dhju6v//qv46d+6qce9/EnP/nJ+PIv/3K84Q1vyOR+EQRBEESRocKUIAiC4M5P//RP4+6778YXfuEXpnZ0P//zPx+TyST+fxaFKePbvu3b8I53vAMPPvig0PtAEARBEIsGFaYEQRAEVzzPw3//7/8dX//1X5/qkZUkCYZhxP/Pipe+9KVoNpv4b//tv2V2HwiCIAiiiFBhShAEseT83d/9XTxf+fu///vXPvbhD384/thnf/Zn33DdL/3SL8Xzn//82369v/zLv8TBwUFcpB0TRRFWV1fxute97trHwjBEo9GALMvodrvXPv5jP/Zj8azmcDi89rFPfepT+Cf/5J+g1WrFxedznvOcG+7v7WZM3/KWt+Cee+6BaZp43vOeh//7f/8vXvSiF8WXm2H36Ud+5Edw9uzZ+HZe8pKX4IEHHrj27+xz/uiP/giPPvpofFvsctddd137d1VV4+v83u/93m2PEUEQBEEQN0KFKUEQxJLz1Kc+NS4Q/+Iv/uLax1jxxszj//t//w/9fv9a0fa+973vjq2y7DqsYHvWs5517WPs75/7uZ97w22wgrjX68V//qu/+qsbbpt9bqVSif/+8Y9/HJ/zOZ+DT37yk/iBH/gB/Of//J9RLpfx8pe/PG6bvR0///M/j9e85jVxofnjP/7j+Ef/6B/Fn3f58uUTr/+jP/qj8df8nu/5Hrz+9a/HBz7wAXzjN37jtX//d//u3+GZz3xmXGT/6q/+any5ua332c9+dhyAdHzcCIIgCIK4M8oU1yEIgiAWGFaAsqKRFYTHsD+zAo6ZP1ZofsmXfMm1IpUVd7eD2U1mNmu12g0fZ5/HCsvBYIBqtRrfxoULF7CxsRH/mQUHseKXFanf/M3ffO3zvvM7vxPnz5/H3/zN30DX9WuJv5/3eZ+H7//+78dXf/VXn3g/XNfF//f//X947nOfi3e/+92xhWU8/elPxytf+cq4WL0Z27bx0Y9+FJqmxX9nbbns9lmhyQp4ljJ85swZdDod/It/8S9OvF1mZ9n3wY4DM7QEQRAEQdwZMqYEQRBEXDR+5CMfwWg0utaO+2Vf9mWxHTwuWNn/mflkBeHtODw8jAu6k24jCIK40D3+euxj7HJ8G6wAZG29x8Vvu92Oi0o2r8oKWtYizC7sNl72spfhM5/5DLa2tk68Hx/60Ifi633Lt3zLtaKUwQzoSfePwQri46L0+D4zHnrooakfJcdfm91PgiAIgiCmgwpTgiAIIi7AfN/H+9//fnz605/G3t5e/DHWtnt9YcpWojAbeifYTOnNsHlVy7Ju+HrHt8GKSGYrj//tuPhl853sazHzuba2dsPljW98Y3wddl9Pgs2BMu67774bPs6K1OvnQq+HmdmTikxmSKfl+HtnRTxBEARBENNBrbwEQRBEHCbEwn7YDCgrztbX13H//ffHheN/+S//BY7jxEXjrdpmr2dlZeXEQo4FA7HgJHYbrODc2dmJvz5r5WVJvh/84Afj23jSk54UF54M1hLLYDOfzJCexM2F5zywIKZpC+1bcfy9szlUgiAIgiCmgwpTgiAIIm5fPU6sZYXpcQsr+z8rStn6l93d3al2hLLCkl2fBRvV6/Ub/o19PZa6+2d/9mdx4cauy8ziU57ylPi22eUrvuIrbpjXPC5qr0/5nQY2v8pgRfD1+1SZGX7kkUfiWdNZuJMJffjhh+O5XVbYEwRBEAQxHdTKSxAEQVwrGpm1/PM///NrhSkrHj/rsz4rLiaPr3MnXvCCF8SGka2cuZnjQpcl2bJ23eMij32cJdxeuXLlhttg5patX/mFX/gFbG9vP+7r7e/v39YCM3v7X//rf42L0WNY0ZykNfdmWCLwcZrwSbDvmxXaNxflBEEQBEHcGipMCYIgiBhWEE4mE1y6dOmG4pBZ0n/4h3+I5zJPSrK9GVZwsoKQWdGTilY248nmWE+6jeP7cfMeUlboPu1pT4tXuLBC84d/+IfjFN/bWVRmgf/Df/gPcZrvi1/8Yvzcz/1c3BL83d/93bj33ntnngFl62BYQBPbyfo//sf/wB/8wR9c+zfWkvze974XX/VVXzXT1yYIgiCIZYUKU4IgCCLmhS98YTxjyVa5POMZz7i+jRONAAAB5UlEQVR2VK5v650GVhCy5Nvf+q3fOtE2Hu8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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Contour lines connect points with the same loss.\n", "The minimum is at the center where the contours are tightest.\n" ] } ], "source": [ "%matplotlib inline\n", "\n", "# Create contour plot (top-down view of the surface)\n", "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "# Contour plot\n", "contour = ax.contourf(W, B, Loss, levels=30, cmap='viridis', alpha=0.8)\n", "contours = ax.contour(W, B, Loss, levels=15, colors='white', alpha=0.3, linewidths=0.5)\n", "ax.clabel(contours, inline=True, fontsize=8)\n", "\n", "# Mark the true minimum\n", "ax.scatter([w_true], [b_true], color='red', s=300, marker='*', \n", " label='True Min (w=2, b=1)', zorder=5, edgecolor='darkred', linewidth=2)\n", "\n", "ax.set_xlabel('w (weight)', fontsize=12)\n", "ax.set_ylabel('b (bias)', fontsize=12)\n", "ax.set_title('Loss Landscape Contour Plot: Top-Down View', fontsize=14, fontweight='bold')\n", "cbar = fig.colorbar(contour, ax=ax, label='MSE Loss')\n", "\n", "ax.legend(loc='upper right', fontsize=10)\n", "ax.grid(True, alpha=0.2)\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(\"Contour lines connect points with the same loss.\")\n", "print(\"The minimum is at the center where the contours are tightest.\")" ] }, { "cell_type": "markdown", "id": "1c331d63-3ffb-4ff3-a368-a48626b7b01c", "metadata": {}, "source": [ "## How do we find the best $w$ and $b$?\n", "\n", "Roll down hill. Repeat:\n", "1. Find direction of uphill slope\n", "2. Go the other way a bit\n", "\n", "**Whiteboard:**\n", "* 1D case: decide whether to go left or right using the **sign of the derivative**\n", "* 2D case: decide what direction to go in using the **direction of the gradient**\n", "\n" ] }, { "cell_type": "markdown", "id": "3fadf79a-8012-4e1e-9cde-3df93598ae0d", "metadata": {}, "source": [ "**Homework Problem 4**\n", "\n", "For a linear regression model under MSE loss, calculate the derivative of the loss with respect to each of the parameters $w$ and $b$. These are partial derivatives, so when differentiating with respect to $w$ we'll just treat $b$ as a constant, and vice versa.\n", "\n", "Use the chain rule to break down the problem as follows:\n", "* $\\frac{\\partial \\mathcal{L}}{\\partial w} = \\frac{\\partial }{\\partial \\hat{y_i}} \\left[ \\frac{1}{n}\\sum_{i=1}^{n}(y_i - \\hat{y_i})^2\\right] \\cdot \\frac{\\partial}{\\partial w} \\hat{y_i}$ = \n", "\n", "* $\\frac{\\partial \\mathcal{L}}{\\partial b} = \\frac{\\partial }{\\partial \\hat{y_i}} \\left[ \\frac{1}{n}\\sum_{i=1}^{n}(y_i - \\hat{y_i})^2\\right] \\cdot \\frac{\\partial}{\\partial b} \\hat{y_i}$ = \n" ] }, { "cell_type": "markdown", "id": "7c62a957-053c-4b6a-8087-ca712ec35533", "metadata": {}, "source": [ "After you've finished your calculations, plug them into the following functions. They'll be used in the visualizations below, so you can check if they're working!" ] }, { "cell_type": "code", "execution_count": 278, "id": "fc3a1e46-284f-4e95-88cb-6989c8e47c89", "metadata": {}, "outputs": [], "source": [ "def grad_wrt_w(yhat, x, y):\n", " return (1/len(y)) * np.sum((yhat - y) * x)\n", " \n", "def grad_wrt_b(yhat, x, y):\n", " return (1/len(y)) * np.sum(yhat - y)" ] }, { "cell_type": "code", "execution_count": 279, "id": "725b48c1-159d-4454-a410-95c87bfcec9b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "State reset: w=0.000, b=0.000, lr=0.05\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Ensure inline plotting for these cells\n", "%matplotlib inline\n", "\n", "# State for gradient descent\n", "state = {\n", " \"w\": 0.0,\n", " \"b\": 0.0,\n", " \"lr\": 0.05,\n", " \"history\": [], # (step, loss, w, b)\n", " \"step\": 0,\n", "}\n", "\n", "\n", "def reset_state(w0=0.0, b0=0.0, lr=0.05):\n", " state[\"w\"] = float(w0)\n", " state[\"b\"] = float(b0)\n", " state[\"lr\"] = float(lr)\n", " state[\"history\"] = []\n", " state[\"step\"] = 0\n", " print(f\"State reset: w={state['w']:.3f}, b={state['b']:.3f}, lr={state['lr']}\")\n", "\n", "\n", "def plot_state():\n", " w, b, step = state[\"w\"], state[\"b\"], state[\"step\"]\n", " yhat = model(w, b, x)\n", " loss = mse_loss(y, yhat)\n", "\n", " fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n", "\n", " # Left: data + current line\n", " ax = axes[0]\n", " ax.scatter(x, y, s=80, alpha=0.8, label=\"data\", color=\"black\")\n", " ax.plot(x, yhat, color=\"tab:blue\", linewidth=2, label=f\"line (w={w:.2f}, b={b:.2f})\")\n", " ax.set_xlabel(\"x\")\n", " ax.set_ylabel(\"y\")\n", " ax.set_title(f\"Current fit (step {step}, loss {loss:.3f})\")\n", " ax.legend()\n", "\n", " # Right: loss history\n", " ax = axes[1]\n", " if state[\"history\"]:\n", " steps = [h[0] for h in state[\"history\"]]\n", " losses = [h[1] for h in state[\"history\"]]\n", " ax.plot(steps, losses, marker=\"o\", color=\"tab:orange\")\n", " ax.set_xlabel(\"step\")\n", " ax.set_ylabel(\"loss\")\n", " ax.set_title(\"Loss vs steps\")\n", " ax.grid(True, alpha=0.3)\n", "\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "\n", "def step_gd(n_steps=1):\n", " \"\"\"Take n_steps of gradient descent and plot after stepping.\"\"\"\n", " for _ in range(n_steps):\n", " yhat = model(state['w'], state['b'], x) # calculate wx + b\n", " \n", " grad_w = grad_wrt_w(yhat, x, y)\n", " grad_b = grad_wrt_b(yhat, x, y)\n", " loss = mse_loss(y, yhat)\n", " state[\"w\"] -= state[\"lr\"] * grad_w\n", " state[\"b\"] -= state[\"lr\"] * grad_b\n", " state[\"step\"] += 1\n", " state[\"history\"].append((state[\"step\"], loss, state[\"w\"], state[\"b\"]))\n", " plot_state()\n", " print(f\"After step {state['step']}: w={state['w']:.4f}, b={state['b']:.4f}, loss={loss:.4f}\")\n", "\n", "\n", "# Initialize\n", "reset_state(w0=0.0, b0=0.0, lr=0.05)\n", "plot_state()" ] }, { "cell_type": "code", "execution_count": 316, "id": "9ec98381-f91a-4279-8bd7-6c1df56a9ebc", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "After step 2035: w=2.1148, b=0.7341, loss=0.3750\n" ] } ], "source": [ "# Run this cell to step through the algorithm:\n", "step_gd(n_steps=1000)" ] }, { "cell_type": "markdown", "id": "54e14204-bfc0-4b63-aca6-b1d5e788e94f", "metadata": {}, "source": [ "## More odds and ends (whiteboard, if time):\n", "* Effect of learning rate\n", "* Stochastic, batch, and minibatch" ] }, { "cell_type": "code", "execution_count": null, "id": "e17c02ce-cfc0-4f62-b50b-0509ada2ebd1", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 5 }