{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Gaussian XOR and Gaussian R-XOR Experiment\n", "\n", "One key goal of synergistic learning is to be able to continually improve upon past performance with the introduction of new data, without forgetting too much of the past tasks. This transfer of information can be evaluated using a variety of metrics; however, here, we use a generalization of Pearl's transfer-benefit ratio (TBR) in both the forward and backward directions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As described in [Vogelstein, et al. (2020)](https://arxiv.org/pdf/2004.12908.pdf), the forward transfer efficiency of task $f_n$ for task $t$ given $n$ samples is:\n", "\n", "$$FTE^t (f_n) := \\mathbb{E} [R^t (f^{t}_n )/R^t (f^{1$, the algorithm demonstrates positive forward transfer, i.e. past task data has been used to improve performance on the current task.\n", "\n", "Similarly, the backward transfer efficiency of task $f_n$ for task $t$ given $n$ samples is:\n", "\n", "$$BTE^t (f_n) := \\mathbb{E} [R^t (f_n^{1$, the algorithm demonstrates positive backward transfer, i.e. data from the current task has been used to improve performance on past tasks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Synergistic learning in a simple environment can therefore be demonstrated using two simple tasks: Gaussian XOR and Gaussian R-XOR. Here, forward transfer efficiency is the ratio of generalization errors for R-XOR, whereas backward transfer efficiency is the ratio of generalization errors for XOR. These two tasks share the same discriminant boundaries, so learning can be easily transferred between them.\n", "\n", "This experiment compares the performance of synergistic forests to uncertainty forests in undergoing these tasks." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "import functions.xor_rxor_functions as fn\n", "from proglearn.sims import generate_gaussian_parity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** This notebook tutorial uses functions stored externally within `functions/xor_rxor_functions.py`, to simplify presentation of code. These functions are imported above, along with other libraries." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Classification Problem\n", "\n", "First, let's visualize Gaussian XOR and R-XOR.\n", "\n", "Gaussian XOR is a two-class classification problem, where...\n", "- Class 0 is drawn from two Gaussians with $\\mu = \\pm [0.5, 0.5]^T$ and $\\sigma^2 = 0.25I$.\n", "- Class 1 is drawn from two Gaussians with $\\mu = \\pm [0.5, -0.5]^T$ and $\\sigma^2 = 0.25I$.\n", "\n", "Gaussian R-XOR has the same distribution as Gaussian XOR, but with the class labels at a 45 degree angle" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Within the proglearn package, we can make use of the simulations within the `sims` folder to generate simulated data. The `generate_gaussian_parity` function within `gaussian_sim.py` can be used to create the Gaussian XOR and R-XOR problems. Let's generate data and plot it to see what these problems look like!" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# call function to return gaussian xor and rxor data:\n", "X_xor, y_xor = generate_gaussian_parity(1000)\n", "X_rxor, y_rxor = generate_gaussian_parity(1000, angle_params=np.pi / 4)\n", "\n", "# plot and format:\n", "fn.plot_xor_rxor(X_xor, y_xor, \"Gaussian XOR\")\n", "fn.plot_xor_rxor(X_rxor, y_rxor, \"Gaussian R-XOR\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Experiment\n", "\n", "Now that we have generated the data, we can prepare to run the experiment. The function for running the experiment, `experiment`, can be found within `functions/xor_rxor_functions.py`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We first declare the hyperparameters to be used for the experiment, which are as follows:\n", "- `mc_rep`: number of repetitions to run the synergistic learning algorithm for\n", "- `n_test`: number of xor/r-xor data points in the test set\n", "- `n_trees`: number of trees\n", "- `n_xor`: array containing number of xor data points fed to learner, ranges from 50 to 725 in increments of 25\n", "- `n_rxor`: array containing number of r-xor data points fed to learner, ranges from 50 to 750 in increments of 25" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# define hyperparameters:\n", "mc_rep = 10\n", "n_test = 1000\n", "n_trees = 10\n", "n_xor = (100 * np.arange(0.5, 7.50, step=0.25)).astype(int)\n", "n_rxor = (100 * np.arange(0.25, 7.50, step=0.25)).astype(int)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once those are determined, the experiment can be initialized and performed. We iterate over the values in `n_xor` and `n_rxor` sequentially, running each experiment for the number of iterations declared in `mc_rep`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# running the experiment:\n", "\n", "# create empty arrays for storing results\n", "mean_error = np.zeros((6, len(n_xor) + len(n_rxor)))\n", "std_error = np.zeros((6, len(n_xor) + len(n_rxor)))\n", "mean_te = np.zeros((4, len(n_xor) + len(n_rxor)))\n", "std_te = np.zeros((4, len(n_xor) + len(n_rxor)))\n", "\n", "# run the experiment\n", "mean_error, std_error, mean_te, std_te = fn.run(\n", " mc_rep, n_test, n_trees, n_xor, n_rxor, mean_error, std_error, mean_te, std_te\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great! The experiment should now be complete, with the results stored in four arrays: `mean_error`, `std_error`, `mean_te`, and `std_te`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing the Results\n", "\n", "Now that the experiment is complete, the results can be visualized by extracting the data from these arrays and plotting it. \n", "\n", "Here, we again utilize functions from `functions/xor_rxor_functions.py` to help in plotting:\n", "- `plot_error-and-eff`: plots generalization error and transfer efficiency for synergistic and random forests" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot data\n", "%matplotlib inline\n", "fn.plot_error_and_eff(n_xor, n_rxor, mean_error, mean_te, \"XOR\", \"R-XOR\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Generalization Error for XOR Data (bottom left plot)\n", "\n", "By plotting the generalization error for XOR data, we can see how the \n", "introduction of RXOR data influenced the performance of both the synergistic learning forest and the random forest. \n", "\n", "In the bottom left plot, we see that when R-XOR data is available, the synergistic learning forest outperforms random forests." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Generalization Error for R-XOR Data (bottom middle plot)\n", "\n", "Similarly, by plotting the generalization error for R-XOR data, we can also see how the presence of XOR data influenced the performance of both algorithms. \n", "\n", "In the bottom middle plot, we see that given XOR data is available, the synergistic learning forest outperforms random forests on classifying R-XOR data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Transfer Efficiency for XOR Data (bottom right plot)\n", "\n", "Given the generalization errors plotted above, we can find the transfer efficiency as a ratio of the generalization error for synergistic learning to random forests. The forward and backward transfer efficiencies are then plotted in the bottom right plot.\n", "\n", "Synergistic learning forests demonstrate both positive forward and backward transfer in this environment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Various Angles vs BTE" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we'll set the variables we'll use:\n", "- `mc_rep`: number of repetitions to run the synergistic learning algorithm for\n", "- `angle_sweep`: angles to test\n", "- `task1_sample`: number of task 1 samples\n", "- `task2_sample`: number of task 2 samples" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "angle_sweep = range(0, 90, 1)\n", "task1_sample = 100\n", "task2_sample = 100\n", "mc_rep = 10000 # reduce the number of repetitions for reduced runtime" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we'll run the experiment:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "mean_te = fn.bte_v_angle(angle_sweep, task1_sample, task2_sample, mc_rep)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly, plot the results:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fn.plot_bte_v_angle(mean_te)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Number of training samples vs BTE" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we'll set the variables we'll use:\n", "- `mc_rep`: number of repetitions to run the synergistic learning algorithm for\n", "- `task2_sample_sweep`: list of the number of samples to test\n", "- `task1_sample`: number of task 1 samples\n", "- `task2_angle`: fixed angle of the task 2 data" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "task2_sample_sweep = (2 ** np.arange(np.log2(60), np.log2(5010) + 1, 0.25)).astype(\n", " \"int\"\n", ")\n", "task1_sample = [100, 1000, 5000]\n", "task2_angle = 25 * np.pi / 180\n", "mc_rep = 1000" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, run the experiment:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "mean_te = fn.bte_v_nsamples(task2_sample_sweep, task1_sample, task2_angle, mc_rep)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly, plot the results:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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u3UqnTt6Dt4WFhWRmZhIfH0/Lli296uzfv5+tW7dy4YUXetXZvXs3ubm5ZGRk2JpanDNnDqtXr6Zfv37cf//9nH/++fTv35/rr7+ezz//3GsasWXLljRp0oTdu3ezYcMG+vbt67fdt99+m+LiYlq2bFlmatFTXFwcZ5xxBi+99BKZmZk899xzDB48mIEDB4b8HZRSMaqw0JpG3L7dunY4YM0a8PEPNVVWwJEuEbkzHEdlfRmlIqm3c6PW9evXl3m2YcMG8vLy6Natm1fQE6jOa6+95lUmFD///DN33XUXaWlpzJs3D4DLLruMW265hc2bN/tcTD9mzBgAHn74YVdOtzKKi4t5+OGHAUJenxUXF8eTTz4JwD333ENxcZmXnJVS1c26dfDJJ9Z5rVrW9j4dOkS3T7Ek2onC9AjPgSZHrZBQk6M2aNDAVnLUbdu2hS05amFhYcnnLFmyxOtZbm6utG7dWmrVqiXvvfee17PDhw+XZM2/8cYbJT8/v0zdkSNH2k6O6tK/f38BZNGiRSF9D6VUDJs0SUoSoN52W7R7I1IFfv/aOaLeAT3C9B9Sgy7bVqxYISNHjpSRI0dKv379BJCWLVuW3PO1Rc+KFStKtgG64YYb5O677/baBqi4uLhMnVmzZoVlG6D/+7//E0BGjBjh8/lHH30kcXFx0qJFCzl8+LDXs8zMTDn77LMFkCZNmsjo0aNl8uTJMnr06JJtgM4777yA2wD5C7o+/fTTkj+748ePh/x9lFIxqFs3KQm6Vq6Mdm9EqsDvXztHeX65nwncjLXe6wXnMct576xwd1CPkP+7aNBl05QpUwTwezRr1sxnvQ8++EAGDBgg9erVk6SkJGnfvr3MnDlTCgsL/X7WqlWrpGfPnuJwOCQ5OVk6d+4sCxYsCLmvn332mdSuXVtOO+00yc7O9lvu/vvvF0BuuOGGMs8KCgrkueeek969e0uDBg0kPj5eGjRoIH369JG5c+fKiRMnfLYZLOgSERk8eLAA8vTTT4f8nZRSMebYMZHERCkJurKyot0jkSrw+9fOYURCWzhtjOkGPAIEy4L4AXC/iHwQUsMqLIwx2ampqameOaKUUkqpsPn4Y3C9ENSyJfz8c3T7Y4mh5JIhZqQ3xkwC3sUKuIzzOAhsdR4HPe73AN4xxvw5Av1VSimlVDR89JH7vFu36PUjhgUNuowxN2JtaB0PbANuBU4VkYYicpbzaIi1OfZ44GcgDnjYGKNpqpVSSqnqwDPoKpUCR4Um4PSiMaYR1mbWKcBi4CYRCZhh0RiTCDwPjACOAq1FJCtsPVY+6fSiUkqpiMrIgJ07rfMvv4Rzq0Tu82o1vXgT4AA2iMifggVcAM4yI4ENWMGa7nyplFJKxbLffnMHXCkp0L59dPsTo4IFXQOw3uSaaqdRsYbPpmJFoAPK0zGllFJKVRGeU4tduoDut1ouwYKulkAR1qiVXRucdVuVo65SSimlqoqNG93nuoi+3IIFXanAYQk1r4QHESkGDgN1y9MxpZRSSlURuog+LIIFXQeBesaYBLsNO+ukAofK0zGllFJKVQH5+fDFF+7rCy6IXl9iXLCg6wesdVmXlaPt/s72vy9HXaWUUkpVBZ9/DoWF1nmbNpCeHt3+xLBgQddarKDrIWcqiJA4yz6EtQh/bfm7p5RSSqmo0qnFsAkWdM0B9gFnA6uMMQ2CNegssxpoDxxwtqGUUkqpWKSL6MMmYNAlIkeAsVgjVn2AH4wxDxtjuhpjklzljDFJznuPYE0nXor15uJYZxtKKaWUijUiOtIVRiFteG2M+SPWiFUKVgDmcsz5M8mzOJCHlb3+32HqpwpCM9IrpZQKu8xMa3NrgLp14dAhqBXSts2VpVplpAdARF4CzgNewhrBcm1uXcd5uK6LgBeB8zTgUkoppWKc59TiBRdUtYAr5oT8pyciP4rIcKAhcAVwDzDdedwDDAIaisgIEdkaic4qFU7Lli3jtttuo0ePHtStWxdjDCNGjAhab+PGjQwcOJC0tDTq1KnDOeecw5NPPklRUZHfOmvWrKFXr16kpqbicDjo2rUrCxcuDPg5CxcupEuXLjgcDlJTU+nVqxdr1qyx9R2vu+46jDE88sgjPp8fOnSIjIwMEhMT+eqrr8o8z83NZcaMGfTo0YP09HQSEhI45ZRTuPLKK3nllVfwN1LevXt3jDFex0knnUTHjh2ZNm0aubm5tr6HUipKdGoxvEREj2pwANmpqamiQtehQwcBxOFwyJlnnimADB8+PGCdlStXSlxcnKSkpMjo0aNl0qRJ0qZNGwFkyJAhPuvMnj1bAElPT5dx48bJhAkTJCMjQwCZOHGizzoTJ04UQDIyMmTChAkybtw4SUtLE0Bmz54d8nfMzs6Wpk2bSkJCgnz55Zdlnv/hD38QQKZPn17m2TfffCPNmjUTQJo3by433XST3HfffTJs2DBJTU0VQPr16yc5OTll6l500UUCyKhRo2TKlCny4IMPypgxYyQ9PV0AOf/88+X48eMhfw+lVJR07ChirewSWb8+2r3xJeq/f+0clREMpET7S9aEQ4Mu+95++23ZunWrFBcXyzvvvBM06MrJyZGGDRtKQkKCbNq0qeR+fn6+XHjhhQLISy+95FUnMzNTEhMTJS0tTTIzM0vuHzx4UFq1aiWAbNy40avOhx9+KIC0atVKDh486NVWWlqaJCYmerUVzFtvvSXGGGnXrp3k5+eX3F+8eLEA0qNHDykqKvKqs3PnTmnUqJEA8sADD8iJEye8nu/fv1/69u0rgPTv379MfVfQ9f7773vd37t3rzRu3FgAeeGFF0L+DkqpKDh6VCQuzgoVjBE5dCjaPfIl6r9/7RwBpxeNMTONMXXKO4pmjLkC+K689ZWKpEsuuYTWrVtjTGjrMJctW8a+ffsYOnQonTt3LrmflJTEQw89BMAzzzzjVWfevHkUFBQwfvx4mjdvXnK/fv36TJ48GYBnn33Wq47r+v7776d+/fol95s3b86tt95KQUEB8+fPD/l79u7dmzvuuIPNmzdz7733AvDrr78yfvx46taty6JFi6hVap3G5MmTycrKYsSIEUybNo34Upvbpqens3z5cpo3b8769etZunRpSH1p2LAhgwcPBmDTpk0hfwelVBRs2gSuZRNt20K9etHtTzUQbE3XBOAbY0wvO40aYxoYY14CXgUyytk3paqUt99+G4D+/fuXedazZ0+Sk5PZuHEjBQUFIdUZMGCAV5mK1AnmkUceoV27dsyaNYs33niD66+/npycHGbNmuUVDIK1juvFF18E4MEHH/TbpsPh4M477wRgzhz76fhq165tu45SqhJpfq6wCxZ07QFaAW8ZY54zxpwUrEFjzEisXF1/cN56JkBxpWLGli1bADjjjDPKPIuPj6dFixYUFhaybdu2kOo0adKElJQUduzYQV5eHmAFPDt37sThcNCkSZMydVq3bg3A1q323lVJSkpi8eLFxMfHM2jQIN577z2uuuoqRo4cWabsp59+yokTJzjttNNKPs+fvn37AtbLBSLB089kZWXx6quvAtZie6VUFaaL6MMuWNDVFliIlQ5iDLDZOWVYhjGmuTHmv8A8IB3YClwsIuPD2F9VGaZOBWNCO8aOLVt/7NjQ60+dWrb+oEH261SCnJwcAFJTU30+d933zJUWah1XufJ8Rqg6duzIsGHDKCgoIDk52e/o1O7duwFo2rRp0DZdZY4dO8ahQ2X3tp83bx5Tp05lypQpjBkzhrZt25KVlcUf//jHkmlGpVQVJJoUNRLiAz0UkWxglDHmP1jJUZsCrzqvbxeRA8ZaEHMX8FesnF2FwKPANBE5HtHeK6VC9v333/Pyyy8DkJeXx7p167juuusi+pm+1p6NGTOG559/PqKfq5SqoB9/hAMHrPO0NPAxWq/sCzU56utAO8C14nco8J0x5nbgE6wgKxn4DOgsIn/RgEtVN6VHpUpz3a/nsdg01DqucuX5jFCcOHGCESNGcOzYMWbPno3D4eD2229nx44dZco2btwYgN9++y1ou64ySUlJXov+Xd5//31EhIKCAr766it69erF3LlzmT59uq3+K6UqmecolyZFDRs7yVGPisg44BLgZ6wkqU8AnbG2/ZkIXCgi30aio6oSTZ3qysoS/PA1RTVnTuj1fU0Vrl5tv04laNOmDeB7PVVhYSGZmZnEx8fT0rVlRpA6u3fvJjc3l4yMDJKTkwFISUnh1FNP5ejRoyXTfJ5+/PFHwPcasUCmTJnCF198wdixYxk/fjwzZ84kOzubUaNGlVmL1aVLF2rXrs2vv/5a8nn+vPnmmwB069Yt4FugCQkJdOjQgdWrV5ORkcEDDzzAt9/q/1UoVWXpIvqIKE/oegw4jrUHo3H+/AJYIiLFYeybUlVK7969AVi/fn2ZZxs2bCAvL49u3bqRmJgYUp3XXnvNq0xF6gSyceNGHn30UU4//XRmzpwJwI033sjll1/Om2++yVNPPeVV3uFwMHToUICSVBi+5Obm8sQTTwAw1tfaPh8cDgfTp0+nqKiIe+65J+TvoJSqZLqeKzJCTeiFtV5rJnACa4/Fg1iL5o87r7OBsdFOPFZTDzQ5aoWEmhy1QYMGtpKjbtu2LarJUY8cOSItW7aUuLg4+eijj7ye7d69W9LT0yU5OVm2bNni9ey3336Thg0bCiBTpkyRwsJCr+cHDhyQfv362U6OKiJSVFQkbdu2FUA2bNgQ0vdQSlWinBwrGSqI1KolcuRItHsUSNR//9o5Qv2FfgnwkzO4KgaWA42dzzpijXQVO5+/DbSM9heraYcGXfatWLFCRo4cKSNHjiwJIFq2bFlyz9cWPStWrCjZBuiGG26Qu+++22sboOLi4jJ1Zs2aZXsboLvuuqvMNkCuLXTsbAM0evTokqzyvixZskQA6dq1a5nA6ssvv5SmTZuW/LncfPPNMnnyZBk+fLjUq1dPALnssssCbgPkK+gSEVm6dGlJNnylVBXz3/9KyYKOc8+Ndm+CifrvXztHsF/kdYHnPYKtPcAQH+XigMlAvrNcLjAJMNH+gjXl0KDLvilTpgjW9LjPo1mzZj7rffDBBzJgwACpV6+eJCUlSfv27WXmzJllghZPq1atkp49e4rD4ZDk5GTp3LmzLFiwIGD/5s+fL507d5bk5GRxOBzSs2dPWb16dcjfb+XKlQJIp06dAu5zOHz4cAFk2rRpZZ4dOXJEHnvsMenWrZvUr19fateuLY0aNZIrrrhCli5d6jPIFAkedBUXF5fsfblu3bqQv5NSqhL89a9SEnTdcku0exNM1H//2jmMiP+EhsaYHUATrLVbi4EJIlI2GY+7/JnAXKCb8xfX58BoEfmf3w9RYWGMyU5NTU0tT/4mpZRSqkT//vD669b5okUQ4dQyFRTaPm5VRLCF9KcAvwEDRWRkoIALQER+AHoAd2CNdnXGSiOhlFJKqaquuBg+/th9rW8uhlWwoOtpoL2IlH2Nyg/ncN9soD3wBqAbrCmllFKx4IcfwJUnsGFD8EiBoyouWEb6cm/hIyK/Av2MMX8qbxtKKaWUqkSl83MFyL+n7It4ilkRWRDpz1BKKaVUGGh+rojSvP5KKaWUsmjQFVF+gy5jzERjTHI4P8wY08UY0z+cbSqllFIqDA4ehO+/t87j46Fz5+j2pxoKNNL1GJBpjLnPGNOovB9gjKlljLnMGPNf4COgS3nbUkoppVSEfPKJ+/zccyE5rOMuisBB10Ss/Bd/A3YYY94wxow1xrQzgXa2BYwxDY0xA40xTwG7gNeAPs6fL4Wp70oppZQKF89F9Dq1GBF+314UkSeMMXOBe4BbgEsB1y67+caY74D9wCGs/RfrAfWBFkCGs5wrOHsPmCIiG8L+DZRSSilVcZ7ruTQ/V0QEzEhfUsiYBOBqYBRW8tPEENr+FXgZ+JeIbK1IJ1VwmpFeKaVUuRUVQb16cPSodf3LL9CsWVS7FKKYymkRME+Xi4gcx5oWfMkZgHXGWpvVBGiAFYQdxBr52gJ8KCI7ItJjpZRSSoXX//7nDrhOOQVOOy26/ammQgq6PDkDsI3OQymllFKxrnSqCE2KGhGap0sppZSq6TQ/V6XQoEsppZSq6Upv/6MiQsvHTrsAACAASURBVIMuVWM1b94cY4zPo3Hjxn7rbdy4kYEDB5KWlkadOnU455xzePLJJykqKvJbZ82aNfTq1YvU1FQcDgddu3Zl4cKFAfu3cOFCunTpgsPhIDU1lV69erFmzRpb3/G6667DGMMjjzzi8/mhQ4fIyMggMTGRr776qszz3NxcZsyYQY8ePUhPTychIYFTTjmFK6+8kldeeQV/L+J07969zJ/pSSedRMeOHZk2bRq5ubm2vodSKoL27YOffrLOExLgvPOi259qLKS3F1XVp28v2te8eXOys7OZMGFCmWcOh4NJkyaVuf/qq69y9dVXk5SUxLXXXktaWhqrV69my5YtDBkyhKVLl5ap889//pPbbruN9PR0rr32WhISEli2bBk7duxg4sSJPP7442XqTJo0iRkzZpCRkcGQIUM4fvw4//nPfzh48CCzZ89m/PjQ9qLPycnh7LPPJisri08++YRzzz3X6/m1117LkiVLmD59On/+85+9nn377bcMGjSI7du307x5c/r160daWhrbt29n7dq15OTk0K9fP5YsWULdunW96nbv3p0PP/yQUaNGcdpppyEi7Nq1ixUrVnDgwAHOP/98PvzwQ2rXrh3S91BKRdCqVXDlldb5BRd4TzVWfbG1+ExE9KgGB5CdmpoqKnTNmjWTZs2ahVw+JydHGjZsKAkJCbJp06aS+/n5+XLhhRcKIC+99JJXnczMTElMTJS0tDTJzMwsuX/w4EFp1aqVALJx40avOh9++KEA0qpVKzl48KBXW2lpaZKYmOjVVjBvvfWWGGOkXbt2kp+fX3J/8eLFAkiPHj2kqKjIq87OnTulUaNGAsgDDzwgJ06c8Hq+f/9+6du3rwDSv3//MvUvuugiAeT999/3ur93715p3LixAPLCCy+E/B2UUhF0770iYB133RXt3tgV9d+/dg6dXlQqRMuWLWPfvn0MHTqUzh57kiUlJfHQQw8B8Mwzz3jVmTdvHgUFBYwfP57mzZuX3K9fvz6TJ08G4Nlnn/Wq47q+//77qV+/fsn95s2bc+utt1JQUMD8+fND7nfv3r2544472Lx5M/feey8Av/76K+PHj6du3bosWrSIWrW8/69g8uTJZGVlMWLECKZNm0Z8vPeLzunp6SxfvpzmzZuzfv16nyN8vjRs2JDBgwcDsGnTppC/g1IqgnQRfaXRoEvVaAUFBbzwwgs8/PDD/OMf/+Cdd97xuzbr7bffBqB//7J7tvfs2ZPk5GQ2btxIQUFBSHUGDBjgVaYidYJ55JFHaNeuHbNmzeKNN97g+uuvJycnh1mzZnkFg2Ct43rxxRcBePDBB/226XA4uPPOOwGYM2eOrf4AOrWoVFVw4gR8+qn7WhfRR5TtPF1KVSd79uzhuuuu87rXokUL5s+fz8UXX+x1f8uWLQCcccYZZdqJj4+nRYsWbN68mW3btnHWWWcFrdOkSRNSUlLYsWMHeXl5JCcnk5uby86dO3E4HDRp0qRMndatWwOwdau9TR6SkpJYvHgxXbt2ZdCgQRQUFHDVVVcxcuTIMmU//fRTTpw4wWmnnVbyef707dsXsF4uEBGCbMtKVlYWr776KmCt+1JKRdk330B+vnV+2mlWYlQVMTrSpcqaOtVKjGeMdV7axInu5zNmlH0+dqz7ua8RkGHD3M+dIypeBg1yP1+9uuzzd9+1+YV8GzVqFG+99RZ79uwhNzeXb7/9lptuuolffvmFAQMG8PXXX3uVz8nJASA1NdVne677ni8zhFrHVa48nxGqjh07MmzYMAoKCkhOTvY7OrV7924AmjZtGrRNV5ljx45x6NChMs/nzZvH1KlTmTJlCmPGjKFt27ZkZWXxxz/+sWSaUSkVRTq1WKlsjXQZY9YD/wJWisiJyHRJqcoxZcoUr+v27dvz7LPP4nA4mDFjBlOnTmXFihVR6l34ff/997z88ssA5OXlsW7dujKjfOHma+3ZmDFjeP755yP6uUqpEGl+rkpld6TrMuA/wG5jzD+MMecGq6BUrLn55psB2LBhg9f90qNSpbnu16tXz3YdV7nyfEYoTpw4wYgRIzh27BizZ8/G4XBw++23s2NH2S1SXTnKfvvtt6DtusokJSV5Lfp3ef/99xERCgoK+Oqrr+jVqxdz585l+vTptvqvlIoQHemqXHZedQRmAHuAYqDIeXwGjAPqRftVzJp8oCkjwiY7O1sASUxM9Lo/fPhwAeTFF18sU+fEiROSnJws8fHxcuzYsZL7rtQJpdNCiIjs2rVLAMnIyPC6f+qppwogu3btKlNn48aNAkj37t1tfaf77rtPABk7dqyIiMyZM0cA6dOnjxQXF3uVPXLkiNSuXVsA2bp1a8B2Z82aJYD07t3b676/lBFHjhyRjIwMiYuLk2+++cbWd1BKhdmuXVKSKqJOHZHjx6Pdo/KI+u9fO4etkS4RmQhkAL8H1jqDrvOA2cAuY8yLxpi+FYgBlYq6jz/+GICWLVt63e/duzcA69evL1Nnw4YN5OXl0a1bNxITE0Oq89prr3mVqUidQDZu3Mijjz7K6aefzsyZMwG48cYbufzyy3nzzTd56qmnvMo7HA6GDh0KUJIKw5fc3FyeeOIJAMaOHRtSXxwOB9OnT6eoqIh77rkn5O+glArg7bfhscdg/XrwsbbSL89Rrs6dQd8ojryKRGzAycDdwGas0S/XCNgvwBSgWbSjyppyoCNdtnz33Xdy9OjRMvczMzPl9NNPF0D+9re/eT3LycmRBg0a2EqOum3btqgmRz1y5Ii0bNlS4uLi5KOPPvJ6tnv3bklPT5fk5GTZsmWL17PffvtNGjZsKIBMmTJFCgsLvZ4fOHBA+vXrZzs5qohIUVGRtG3bVgDZsGFDSN9DKeXHJ5+IxMVJyYgViJx5psioUSJz5oh8+61Iqf99lpg0yV3nnnsqt9/hE/Xfv3aOcP7S7wrMAbI9gq9C4A3gj0BCtL9sdT406LJnypQp4nA4ZODAgXLLLbfIPffcI1dffbUkJSUJIAMHDpSCgoIy9VasWCFxcXGSkpIiN9xwg9x9993Spk0bAWTIkCFlpupE3FNw6enpMm7cOJkwYYJkZGQIIBMnTvTZv7vuuqtk6nHChAkybtw4SU9PF0Bmz54d8vccPXp0SVZ5X5YsWSKAdO3atUxg9eWXX0rTpk0FkJYtW8rNN98skydPluHDh0u9evUEkMsuu0xycnLKtBso6BIRWbp0aUk2fKVUBQwbJl4Bl6+jbl2RPn1E/vIXkXXrRFz/mOvWzV1m5crofo/yi/rvXztHJH75nwq87zHy5QrA9gHTgLrR/tLV8dCgy553331Xhg4dKm3atJHU1FSJj4+XBg0aSJ8+fWThwoU+gyeXDz74QAYMGCD16tWTpKQkad++vcycObNM0OJp1apV0rNnT3E4HJKcnCydO3eWBQsWBOzj/PnzpXPnzpKcnCwOh0N69uwpq1evDvk7rly5UgDp1KmTHA+wVsO1Vm3atGllnh05ckQee+wx6datm9SvX19q164tjRo1kiuuuEKWLl3q988pWNBVXFwsHTp0EEDWrVsX8ndSSnnYu1ckIUFKAqdzzxWJj5egQZhrNKx2bfd1Vla0v015Rf33r50jbBteG2MuA0YBVwKJWJtQHgJeAy52BmMC7AQuFZEfw/LBCtANr5VSqsb5+9/BubUXXbvCxx9DXh58/rm1Xuvjj62fe/YEbqdlS/j558j3NzJiasPrCmWkN8a0wgq0rscKqlxf/l1gLvCKiBQYY2oBg4BHgDOBx7GCM6WUUkrZVVwMzz3nvr7lFutncjL06GEdYI1jbd9uBV+u46uvoLDQXfdK/XVcWWyPdBljkoE/YAVbrn08DFYqiYXAv0TkJz91GwO/AkdEJL28nVZl6UiXUkrVIK+9BgMHWuf168POnVCnTmh18/Ot0bCPP4aEBLjhBkhJiVxfI6v6jnQZY+YBQ4AUrC9aBLyONaq1WkR87xTsJCJ7jDG7sdJOKKWUUqo8nnnGfT5qVOgBF1hlu3e3DlWp7E4v/sn5czvWdkDzRWSnzTbWAg1t1lFKKaUUwK+/wtq17mvnLhqq6rMbdC3FGtV6U8q5Al9ExpWnnlJKKaWAOXOsNV0AffpA69bR7Y8Kma2gS0SujVRHlFJKKRXE8eMwd6772rWAXsUEuxteK6WUUipaVq6ErCzr/JRTYPDg6PZH2WIr6DLGDDDGHDbG/DuEssudZXUvRqWUUiocPBfQ33gjxFco85OqZHZHuoZhvbm4KISyiwCHs45SSimlKuL77+Hdd63zuDgr6FIxxW7QdT7Wtj4bQij7urNsV7udUkoppVQpzz7rPh88GE49NXp9UeViN+jKALJFJD9YQWeZbKxM9UoppZQqr9xcWLjQfa0L6GOS3aCrEGt6MVTJ5fgMpZRSSnn6z38gJ8c6P/10uPTS6PZHlYvdgCgTSDTGdAtW0BhzEZAE/FKOfimllFLKxXMB/c03Qy0dz4hFdv+rvYa1/c/jxphEf4Wcz2YA4qyjlFJKqfLYtMnaKxEgMRH+9KeodkeVn92g60kgB2tx/EfGmP7GmNquh8aYBGPMQOBjoAtwFJgZrs4GYoz5nTFmvTEmyxhzzBizzRjztDGmVRjarm2MmWCM+dQYk22MOWKM+cYY86Ax5qRytvmGMUacx7sV7aNSSqlqynOU69prIT09en1RFWLs7ubjzLu1Amu9lgAnAGemNhoBtbFGw/KBq0Vkfdh667s/BmtrotF+ihwFrhWRdeVsvz7wBtDJT5Gfgb4ikmmjzRHAYo9b74lIr/L0z6PN7NTU1NTs7OyKNKOUUqoqOXTIeksx3/n+2kcfwQUXRLdPVYuJdgfssD0pLCJvYI1iuYKpBKCp80hw3nsN6BLpgMvpPtwB1xKgA3AycCXWejIH8LIx5oxytv8yVsBVDEwFWmC9xXkbcAxoBawyxiT4a8CTM4ibgfVSwo5y9kkppVRNsGiRO+A691zoqlmYYlm5UtmKyHfAQGNMA6ypxkbOR1nAJyKyP0z9C8gY0wiY7LxcCwz12Ih7lTHmW+BbrMDrb8A1Ntu/AnBl1L9XRB7zePxPY8xerKCsPXAj8FQIzT6GFRQ+jpX3LMNOn5RSStUQIt65uW65BUxMDeyoUmxPL1Ylxpi7gUedl+eKyNc+yjwBTMAaqWoiIntttL8WGAjsBTJE5ISPMl8C5wKbRaR9kPZ6AO8BO4GzgDXAxej0olJKqdLeeQd697bOTzoJdu0ChyO6fap6YioKjfV3Tgc5f/7oK+ByWub8WQu4ItSGjTHJgCsRyqu+Aq5S7bczxrQM0F5t4FmsvyB3isjRUPuilFKqBvJcQH/99RpwVQMV2inTGJMB1MdaPO+XiHxRkc8JoKPz5ycBynwGFAFxwHnAvBDbbgu40mIEat/z2XnANj/l7nG2uV5Elvkpo5RSSsHu3bBihfv65puj1xcVNraDLmPMKcD/AVcDdUOoIuX5nBD6cSrWWi3wH+ggIgXGmN1Ya6fa2PgIz7J+28dKGOurTgln2ooHsBbe32ajD0oppWqif/0LCgut8+7doX3A1SsqRtgKhowxzYCPsBbOu+ZRc7GCicrWwON8X5Cye7GCLjvJTUJt33ONmL/2n8HKzv9XEfnJRh+UUkrVNEVFMGeO+1r3Waw27I5ATQMaY72l+GdgpYgcDnuvQuO5B2SwoM+1QbedCfFQ2/fc/LtM+8aY4VhvQP4MTLfx+aXbCbZCPrW8bSullKpC1q6F336zzhs2hKuvjm5/VNjYDbr6Yk0XDhORdyLQn2rFmZPLlZH/NhGJxoigUkqpWOK5gH70aGvrH1Ut2A266mGN7Lwb/q7YlutxnhSkbB3nTztvDIbafh2P89Lt/x0rJ9dyEanQHpQiUi/Qc+dImI52KaVULNu2DV5/3To3Bm66Kbr9UWFlN2XEb1i5vapCci/PBKwNg5R1PT8QgfY9n5W0b4w5FxiDFbxNsPG5SimlaqrnnrOSogL07w8tWkS3Pyqs7AZdS4EkY8zFkeiMTbtwjyz5/VtpjEkETnFebrHRvmfZQH/rPZ951mmO9bJBCvCrx+bWJQdWYlSAiz3uT7XRR6WUUtVFQQHM88hqpAvoqx27QdfDwA/Ac87UEVHjHG370nkZaDOqTlg5ugDs5Av7DigIoX3PZ5HKR6aUUqq6W7YM9jsnWU47DQYOjG5/VNjZXdPVD3gSa63Sd8aYF4BNwJFAlURkefm6F9RqoAdwhjHmbBH51keZIc6fxVjb7oRERPKMMW9hbQN0pTHmVhEpDND+ZhHxzOf1Du7krf7MxQoKP8eaigTYE2oflVJKVSOeC+jHjoW4OP9lVUyytfeiMaYY6+1FsKbOQqosIhH5m+Pc8HobkAysFpHBpZ43B/6HNcW3TETKs+H1auflJBGZUer5EKwpV4DxIhLKhtee9d9F915USim1ebM7AWp8vJUyonHj6PYpNsTU3ot2R7q+IMRAqzKISJYx5m/A34BBxpj/OM/3YE37zcIKuI4C95eub4xZAIx0tlXmP5yIrDHGvIGVKuPvzv0YFwEngN8DjzmLbgaeD+uXU0opFV0zZsDXX8O0adCsWWQ/65VX3Oe/+50GXNWUraBLRDpHqiMV8AjQChgNXOs8PB0FrhWRreVsfyjwX6xpwP9zHp5+BgaJyPFytq+UUqqq+egjmDTJOs/OhlWrIvt5nu0PGeK/nIppdhfSVzliuQG4Cngda8ueAqw9EZ8FzhWRdRVo/yDQDbgLa/Psw1hpIL4FpgAdRSTTfwtKKaViznvvuc/Xr4ecnMh91o4d8Pnn1nnt2laqCFUthX0j6mgRkRXAiqAFvev8CfhTCOWOA084j7Cp6DoupZRSEfLpp+7zEyesrXmGDYvMZ61e7T7v1QtSNc91dVWukS5jTJIxZqwxZqkx5mNjzNelntc1xlxljPl9eLqplFJKVSLPoAtgha1/09vz6qvu88GD/ZdTMc/W24sAxpiOWCNKTXG/NSCebygaYwzwDdAWuExE3gpPd5U/+vaiUkqFyc6dkJHhfS8lBfbtgzp1fNcpr8OHoUEDazQN4JdfIr9ov3qJqbcXbY10GWMaA+uB04D3gXFAmd/yzsSlz2L9Yehol1JKqdixaVPZe7m58MYb4f+s1193B1znnqsBVzVnd3rxbqy9Bl8RkV4i8izurO2lrXX+vLC8nVNKKaUqnefUYmKi+zwSU4yeby3q1GK1ZzfoGoiVp+u+YAVF5BfgGNDSfreUUkqpKPEMum67zX2+ahUU+tqYpJwKC60F+i5XXhm+tlWVZDfoagbkichPIZbPxUpOqpRSSlV9xcXe04vjxsGpp1rnBw/Chg3h+6wPPoBDh6zzjAzoGGznOBXr7AZdJ4DaoRQ0xiQAqfhY86WUUkpVSVu3WovbAU4+GZo3h997LE0O5xRj6alFE1NrwlU52A26fgJqG2PODKHsQKw8YJtt90oppZSKBs+pxS5drECodNBVXFzxzxHRVBE1kN2gaxXWG4l/DlTIGNMAa19CAV4JVFYppZSqMkoHXQA9e0JamnW+cyd89lnFP+e772DbNuv8pJOspKiq2rMbdD2BtZn09caYZ40xrV0PjKW5MeYW4Eus/RB/RjeCVkopFSt8BV3x8d4jUcuXV/xzPEe5+vf3fktSVVu2gi4ROQwMALKAscAPwMnOx4VYQdY/gVOBHcBgEfGXUkIppZSqOgoK4Kuv3Nfnn+8+95xiXL7cmh6sCE0VUSPZ3gZIRL4GzgFmAYewphs9jyPAU8B5IvJD+LqqlFJKRdDXX7sTlZ5+untKEaBvXysrPcCPP1rTg+W1ezd88ol1HhcHAweWvy0VU8q196KI7BeRCSLSAGurn0uBvljBWJqI3CYi+8PYT6WUUiqyfE0tutSpAwMGuK8r8hbjmjXu8x49vIM7Va2VK+jyJCI/iMg7IvKWiPxPRMLwWodSSilVyQIFXQBXXeU+r0jQpVOLNVaFgy6llFKqWggWdA0cCLWdqSq/+MLanNqu3Fx48033tQZdNYrfoMsYk+Y86vq4Z+uonK+ilFJKlVN2NmzZYp3Hx1ubT5eWmgp9+rivV660/zlvvAHHjlnn7dpBq1b221AxK9BI1z7n8ZGPe3aOvWHvtVJKKRVOnrm3zjnHWsPlS+m3GO3yTBWhey3WOIGCLtfbiLV83LNz6BSmUkqpqi3Y1KKL53Y9H3wAe22MKxQVeS+i16nFGidQQHSS8zjPxz27h1JKKVV1hRp0NWoE3btb5yLei+KD+egj2O98sb9xY+88YKpG8Bt0iUiu88j3cc/WUTlfRSmllCoHEXfeLAgcdEH5pxg9A7RBg6CWTgTVNPpfXCmlVM22cyfs2WOdOxxw5pmBy3sGXW+9BTk5oX2ObnBd49kKuowxicaY84wx7UIo285ZNqH83VNKKaUizHNqsXNnK0t8IM2bQ8eO1vnx47BuXfDP2LIFtm61zpOT4dJLy9VVFdvsjnQNAzYBN4dQdpKz7B/sdkoppZSqNKGu5/JkN1Gq59TiZZf5fzuyutm509rTUgH2g65rnD8XhFB2Dtbbi9fa/AyllFKq8pQn6PKcYly3DvLz/ZeFmpkqIj/fSijbrRv8/HO0e1Ml2A26zgJOAF+GUPYTZ9m2djullFJKVYqiIu8cXaEGXW3bQuvW1nnpLPOl7dsHGzda58bA5ZeXr6+x5o474JtvrOz93bpZf041nN2gqwlwJJT9FZ1lDjvrKKWUUlXPli1w5Ih13rgxZGSEVs+Y0KcY16yx3pAEK/ho2LB8fY0lInD22e5tk/7v/yAlJbp9qgLsBl1HgFRjTGKwgs4yqcCx8nRMKaWUirjSU4uuxKeh8JxiXLUKCgt9l/Ncz1VTphaNgdtugw8/hEmTYOzYaPeoSrAbdG0G4oBQ3nX9HRAPfGe3U0oppVSlKM96Lpfzz4dTT7XODxyA998vWyY/H/77X/d1TUsVcf758Nhj9oLZasxu0LUMa3H8k8YYv7t0GmNOB2YC4qyjlFJKVT0VCbpq1YLf/c597StR6ltvQV6edd6mjXVUZ65pVOWT3aBrDvA91jqtL40x040xFxtjWjiPXsaYR4EvnGW2As+Et8tKKaVUGBw7Bl9/7b7u3Nl+G57rulauLBt0eE4tVvdRrkWL4Lrr4OjRaPekyjJiMyo1xjQH1gFnYo1k+SwGbAEGikhmBfqnQmSMyU5NTU3Nzs6OdleUUio2fPwxXHihdX7GGdaiersKC639GA8etK4//dS9p2JxsTX96Mp2/8EHcNFFFe93VfTdd9b3zsuzRvPWrYOWLSvjk2Nq3tL2NkAi8gvQCbgX93otg/uLfwf8GeikAZdSSqkqqyJTiy7x8dY+ii6eU4ybNrkDrgYN4IILyvcZseCVV9zTqMbAySdHtz9VVLn2XhSRfBF5VETOxnpD8XTnkSoiZ4vIYyKSF86OKqWUUmEVjqALvKcYly93TzF6JkS94org2wvFsr/8BRYutNJhLF1q7WGpyqjwhtciclREtjkPnchVSikVG8IVdPXt685BtXUrfP+9dV7TUkVcfz1kZkL79tHuSZVV4aBLKaWUijkHD8KPP1rntWtDhw7lb6tOHRgwwH29YoW17c3mzdZ1UpIVmNUEmgA1oHh/D4wx5zlP80Xk+1L3bBGRL8pTTymllIoIz61/OnSwAqOK+P3vYZkzQ9Ly5ZCc7H7Wp0/1C0aOHoUXX4Qbb9QcXDb4DbqAz7DeTvwBaFfqnh0S5HOUUkqpyhWuqUWXyy+3RsxOnLD2GvTcZ7C6pYoQgVtugRdesLY4WrAA0tKi3auYEGh68aDzyPFxz85xKOy9VkoppSoi3EFXaipceqn72jP9xBVXVLz9qmTFCivgAli92jvjvgrI7wiUiDQI5Z5SSikVU0TCH3SBNcW4fr33va5doUmT8LRfVVxxBdx1F8ycCaNHw9Ch0e5RzPA70mWMucoYM7AyO6OUUkpF3G+/QVaWdX7SSeHbmufKK8uub6puU4sACQkwY4YVYM6eHe3exJRA04vLgOc9bxhjVhljFkS0R0oppVQkeY5ynX++tYdiODRqVDbjfHVOFdGvn/cLAyqoYH/TSj+/ArgsQn1RSimlIi8SU4sunolSW7aEtm3D23606EbWYREo6DoMpBlj9M1DpZRS1Uckg67hw91b4EyYUD3SKYjAkCHw0ENw/Hi0exPT/G54bYx5D+gOzAcWAUexUkbsB/phY5NJzdMVebrhtVJKhaCoyHrT0JXSYccOa1PqcDpyBHbvtjbRrg5eegmGDbPOO3SwNgqvaF6z8ImpqDbQKNbjWEHXKOfhko4VfIVK83QppZSqGr7/3h1wnXJK+AMusBbnn3RS+NuNln//233evXtVCrhiTqCUEauNMZcDt2MlR60DuFJGHKyEvimllFLhFcmpxerq1Vdh1iyYMwceeSTavYlpAUegRGQ9UJJ0xBhTDGSJyCmR7phSSikVdhp02RcXB3feCbfdBvE6cVURuuG1UkqpmkODrvLTgKvCAiVHPWKM2Vrq9nXA2Mh2SSmllIqA/Hz45hv3defO0etLVffzz9HuQbUUaKQrBXCUurcYeC5y3VFKKaUi5MsvrbcXAc4803qLUZX10UfWm5c33gj6RnxYBRorPI4VeJUWU69nKqWUUoBOLYaioADGjIHiYpg717petCjavao2Ao10bQccxpi+ldUZpZRSKmI06AouL8+9F2VKCkybFp52v/8eFi4MT1sxLNBI11JgMvCaMeZXrOSoAOnGmG/8VytDRKRDeTuolFJKhYUGXcHVrw/Ll8Mrr1hJXps1q1h72dkwdSr885/WW5AXXQSnnx6WrsaiQBnpE4EFwB+o2JSiiEhcBeqrEGhGeqWUCuDAAWjgTDWZkACHD0NiYnT7VJ0VFcG//gX33w/797vvX3klrFwZzk+KXJCbFQAAIABJREFUqSVPgZKjFgB/NMZMANoCycBq4BBwfeV0TymllAqDTZvc5+eeqwFXJG3YAHfcAV995X3/4ovhr3+NTp+qiKBJN0QkC8gCMNbGnQUisjbC/VJKKaXCR6cW/fvlF3jvPbj++opt0F1cDCNGWHs1ejrtNHj8cWvT7OqwAXgF2E2OehvWOi+llFIqdmjQ5ZsI3Hwz/OlP0L+/FYCVV61aULeu+7pOHWtk64cf4JpranzABQHWdKnYomu6lFLKDxFo1Aj27bOuf/jB/YZeTffyyzB0qHVujJWjq2vX8re3b5+V42vAAPj736Fp0/D007+YiuQCjnQZY0YbY4b6eWaMMcHqP2SM+UdFOqiUUkpVyPbt7oArNRVat45uf6qSyy+HCROsgOv220MPuL76CgYNgr17ve83bAhbtsCLL1ZGwBVzAo50OTe43i0ip/p4thtoKCJ+14U5y5ysby9Gno50KaWUH0uWwLXXWud9+sAbb0S3P1XRp59C27bgKL0RTSnFxTBpEvzjH9b5jTfCnDmV00ffqs9Il1OgLxRTX1YppVQNpOu5guvSJXjABVYaiCeesAIusLLV79kT2b5VI3YX0iullFKxRYMub1lZ5at35Ag88ID7uk8fa5qxcePw9KsG0KBLKaVU9VVYCJ9/7r6u6UHXtm3Qrh3cead78+9QTZ/uXsOVkQGvvmptHK5CpkGXUkqp6uf4cfjPf6BXL2s/QbAChSZNotqtqMrJsRa/HzgATz4JN9wQet3t22HGDPf1I49AcnL4+1jNBU2OqpRSSsWMXbushd3PPVd2rVGvXlHpUpURH2+NTH33nZWR/6abQq87eTIUFFjnnTvDsGGR6WM1p0GXUkqp2CYC778PTz1lbdZcWOj9PD7eSs752GPR6V9VkZICS5fCgw/CWWfBhReGVu/TT60UEC4zZ1qJUJVtGnQppZSKTbm58O9/wz//Cd9+W/Z5kyZWtvUbb6zZ04qeatWChx4KvbwI3HWX+/rqq6FHj/D3q4YIJeiqZ4xZ5es+gJ9nXmWUUkqpsPnxR3j6aZg/31qnVFrPnjB+PPzud1C7duX3ryrJy6vY2qvDhyEpyTqvXdvKMq/KLZTkqELF8nGJJkeNPE2OqpSq9jZsgIcfhtdfL/ssORmuuw5uvRXOPrvy+1YV/fSTNSr18MMwalT52xGBdetg61brrceqJabyhQYLupZhBV0VIiLXVLQNFZgGXUqpam3rVmsdkispp0vr1jBunLVhcz2dXCmRnQ0XXGBtyQPwt79Zi+Grn5gKugJOL4rIkMrqiFJKKeXXihXugMsYuOIKa1Srb19d1O3L0aPWG4pgTQ/26RPd/qj/Z++8w6Oouj/+uUDoEKQLiDTFAggiiKhgRRQVwYZix95RUSzIT8WuWF4VEUVAUcT2viCINEFQVIoUUbog0mvokHJ/f5xdZzfJJjtbsjub83meeTJz586ds5tN5uy5534PoDpdiqIoihcInFIcPBjGjIHzzlOHKxT16sGPP0LXrjBsmHtR2ClTHIkIJWYUOL2oeAedXlQUJWXZsweqVoXMTDletw7q1EmsTV7BWokMumHJEmjWDI48UhLnL73U/RhFR9Ialh/6FUFRFEVJbqZPdxyu5s3V4QpFfmV9InGW+vSRsVatgkGDordL+Rd1uhRFUZTkJnBqsVOnxNmRzCxdKjUVZ82KbpzJk+Gbb2TfGCn9k7xRLs+hTpeiKIqS3AQ6Xeedlzg7kpXt26Wm4tKlUuro888jGyc7Gx580Dm+4QZo2TIWFio+1OlSFEVRkpfVq0UuAmQVnqqh52X1atixQ/ZLloRGjSIbZ9gwWLhQ9suXd6dcr4SFOl2KoihK8jJxorPfsaOjjq44nHii1Eds1gxGjIDWrd2PsXs3PPGEc/zII5o7Fwe09qKiKIqSvOjUYng0bAjz5kVe9uill2DjRtmvWzd4mlGJGa6cLmPMWb7d36y1O+Jgj6IoiqIIWVmiF+VHna6CidThWrsWXnnFOX7uOahQITY2KUG4nV6cDHwH5BTWUVEURVGi4tdfnYLWdetKGSBFdMtuvFH0ymLBY4/BgQOyf+KJcM01sRlXyYNbp2sHkGGtzaesu6IoiqLEkMB8rvPOU+kCELHTXr0k6f3EE2HatOjHO/54qFhRjl99VVX+44jbd/ZPIN0YUzEexiiKoijKv2g+V17mzYMvvpD9zZvh77+jG88Y6NsXli+Ht98WyQklbrgqA2SMuRH4AOhjrX01blYprtEyQIqipBQ7dkD16lLk2hjYsgWqVUu0VcnB999Djx7QvbsqxnusDJCrRHpr7YfGmNOA540xpYC3rLV742OaoiiKUmyZMkUcLoA2bdThCuTMM+G33wp/T7KzxVldv162DRuCf559Ntx3X9HYrADuVy+O8e0eAJ4D+htjfge2APkUfQLAWmu7Rm6ioiiKUuzQqcWCCaWhNXIkvPaaOFYbNzqOa35UqKBOVxHjVqfrwlzHZYGTCrkm/PlLRVEURbFW6y0G8vnnUuYnHGHY3bth7tzwxt2wITq7FNe4dbruiYsViqIoiuJn6VLRjgKoXBlOPjmx9iSSzz+HK66QlYpffgkNGjjnDh6EMmWC++eOgFWrJm2HHy4/A/cjLRekRIzbnK6342WIoiiKogDBUa6zz45c9NPr/PMP3HST7M+bB08+KWV+AFatgrPOkqnEbt2ca047DWbNEseqdu28TpmSUFSMQ1EURUkudGpRqFsXXnhBnM7GjeHNN6V9xw644AJYswYuvTR4BWPVqtCuHRx5pDpcSUhUtReNMZWAukB5a+282JikKIqiFFsOHgwW/CzOSfTGwF13ydRihQpQpQocOiRSEUuXSp/SpeGEExJrpxI2ETldxpguwONAGyRaZgPHMsZUAYb5Dq+z1u6KzkxFURSlWDBzJuzfL/tNmkgh5+LOKafIT2vhlluCndLhw6F9+4SYpbjH9fSiMaYfMAZohyNKFiROZq3dCRwELgKuiNJGRVEUpbhQ3KUi1q8X5yo/BgxwcrpAClNfeWXR2KXEBFdOlzHmDOApYD9wM1AZ2Byi+3DEGeschX2KoihKcSJ3vcXixIYN0Lq1FJzem0t3fORISaT306uXlO9RPIXbMkBfAV2B3tbaN31tG4Ca1tqSufpWBnYCq6y1TWJnspIfWgZIURTPs3GjrLoDKFUKtm+HSpUSa1NRkZUlKzV/+EGOzzxTVPmNkbZzz5V8LpB+335bfFd1BuOpMkBupxd9E8sMLayjL49rFxBCNjf5MMZcYoyZYIzZZIw5YIxZZYx5xxjTOAZjpxlj7jfG/GqM2WmM2W2MWWiMedK3IEFRFKV4M2mSs3/qqcXH4QLIyID0dNkvUQIee0wcrmXLRBLC73Add5wUvFaHy5O4TaSvCuyy1u4Js78n1OiNMQZ4H7gp16mGwB3AtcaYK6214yMc/zBgEtA616nmvu06Y8y51tq/IhlfURQlJSjO+VzVqsGYMTBhAvz1F5xzjrTPnCkSEQC1asG4cbKKUfEkbiNdO4DKxphCaxEYY2oD6cCmSAwrYh7FcbhGAycANZGp1NVAReAzY8zREY7/GeJw5QD/hzhz9RCF/wNAY2CMMaZ0hOMriqJ4m5yc4Hyu4qrP1bkz3HGHc3zTTaJK73fKAhXpFc/h1unyF3Q6J4y+t/l+/ujyHkWKMaYW8JjvcBzQw1q70Fq7xVo7BjgL2Is4Xs9GMP6FwLm+w77W2qestautteustW8B1/vONQNuiea1KIqieJYFC2DLFtmvUQNatUqsPcnEpZdK9Ktt20RbokSJW6frAyRp7XljTPVQnYwxVyE6XhaZtktmrgMq+PYft7lWFvim/Ib4DrsbY2q6HN//lWUz8Hruk9ba0cD8XH0VRVGKF4FTi+eeK3lNqY61kiyfe0FbdnbevsUpvy2FcfWpttZ+BXwNHA/MNcY8C5QFMMbcZIz5P2PML8DHSL7YcGvttNiaHHMu8v1cbq1dEKLPF76fJYALwx3YGFMeONt3+D9rbWYh4x9vjNEKpIqiFD+KY+mfzz+X3K2zz4ZFi6Ttww+hY0fYujWxtilxIZKvElcjEa8jgL6IVhdINKgfolJvgPdwphiTGX8M+5cC+swB/F89TnQx9nGAv/hVQeMHnnMzvqIoivfZswd+DMhEKQ5O17598NBDsv/99zB0qES9br1V3ot27WRKUUkpXDtd1tqD1tpbEGflTWA28A+wHvgNeBtoY629vYDITlJgjKmL5GoBrArVz1p7ENjgO2zq4haBfUOODwT+ZbkZX1EUxftMmwaZvsdFixaOVlcqk50tUhAlS0oO2w03SO5WVpacr1gRqofM4lE8SkjJCGPMiUCmtXZRfud9U3G942VYERH4id5SSN/NyIrDanEYP1DV3834iqIo3qc4Ti1WqgRvvCG1FP/6SwpbZ2TIuTp14JtvNI8rBSlIp2sOEt2p628wxrwJZFhr+8XbsCKiQsD+gUL6+iqw/hsZi+X4+wP28x3fGFOY1Hx6uEaFy7Bhw/K0HX/88bRp04bMzExGjhyZ53zLli1p2bIl+/btY/To0XnOn3TSSTRr1oyMjAy+/vrrPOdPOeUUmjZtytatW/nmm2/ynO/QoQONGjVi48aNTJgwIc/5s88+myOOOIK1a9cyZcqUPOc7d+5M7dq1WbVqFT/4lZ8DuPDCC6levTpLly5l1qxZec5369aN9PR0fv/9d+bMmZPn/BVXXEH58uWZP38+8+fPz3O+Z8+epKWlMXv2bBYvXpzn/A033ADATz/9xLJly4LOpaWl0bNnTwCmT5/OX7mmHsqXL88VV0ip08mTJ/PPP/8Ena9cuTLdu3cHYMKECWzcuDHofLVq1bjoIklxHDt2LNu2bQs6X7t2bTp3lqpeX331Fbt2Bdexr1evHuf4tIVGjx7Nvn37gs43bNiQjh07AjBy5EgyM4MD4UcffTTtfYV79bNXvD57l3399b//+GZVrszSXL//VP/sdVmwgBq+6dWcEiUY36sXWydP/vd8qM+e/3emeIfCphdzy+vfDfSKky2KoihKMaPi1q1UXLdODsqVY/txxyXWoCKm2urVVH/rrX+P53ftytZGup4qVQlZe9EYsxsoaa0tH9CWA2y01nqmtE9BGGNOwJFruMenmxWq71wkyf03a21Yye7GmPtwZCKaW2t/D9GvElIyCeA1a+0D4YyfawytvagoivcYPBhuv132O3eWmoKpSlYWDBsG110HpUtLMn3r1rBkiZxv1w5mzJC6k0q4pEztxT+AMsaYp4wx9Y0xVX3txhhzmDGmarhbEbyOSAlck1ujkL7+89sK7BXZ+IHn3IyvKIribQJV6FO99M+QIZLD1by55LE9/LDjcFWoAB9/rA5XilPQb3cQUtj6Cd/mpybBzkRh2ELuk0jWA3uQPKqGoToZY8rgFO5e6mL8wL4Nge9D9Au8t5vxFUVRvEtWlsgk+Ellp2v7dnjC9yhdtgw+/RSGD3fOv/46NG6cGNuUIiNkpMtaOwxRSPc7AQZxoIzLLWllhX3q87/5Dk8uoGtroKRvf56LW/wBHAxj/MBzbsZXFEXxLr/+6qzYq1cPjjkmsfbEk0qVoF8/SE+Hhg3huefgyivl3MUXQy9Nly4OFOgQWWsHW2uPA9KASogTtcm372ZLZsb6fh5tjGkeos9lvp85QN5lTSGw1u4D/F/juhpjQkX8/OMvttYWpOelKIqSOgRKRZx3HhhPpee4Iy0N7r9folyjR4ssxKefyjZkSGq/duVfwopCWWtzrLV7nUO7180WR/tjwQjAv744T0FrY0wD4Fbf4VfW2s25+xTCIN/PWsB9+Yx/GY4q/qDc5xVFUVKW3E5XcaBmTTjpJNk3Bnr0kDalWOB26q85cEYc7EgY1tpNOM7WRcaYUcaY5saYGsaYC4GpiN7WHqSIdxDGmGHGGGuMyXcZqLX2G2CS7/BFY0w/Y8yRxpg6xpi7EKcPYDFOYW1FUZTUZvt2mD1b9kuUkPqDqc7Bg4X3UVIatwWvF1trlxXUxxhTzxjjtWzA55FFAwBXAgsRlfixSJL7HuDKwl57AfQA5iJ5YU8Dq4F1wFtAOWAlcJG19lCE4yuKoniLKVMgJ0f227SBqsm80D1C9u+Hxx+Hbduk7M8558Cdd4pUhFIsceV0GWOONsY8Zozpmc+59saYFcAaYJkxZpkxpl2sDI0nVugFdAe+Q0r2HERqIr4LtLTWjo9i/O1Ae+ABROl/F7AXWAT0B1pZa7WyqaIoxYfiMLX46quSMH/UUTKNOHMmDBoEbdvCIf2OXRwJKY6ab2djngceBp6w1j4f0F4DWEbeUjS7gOOttetiYKtSACqOqiiKZ7AWjjwS1q6V45kz4dRTE2tTrNm0CRo1cqJaJUo4kb2nnoInn0ycbamFp1YguM3pOsv384tc7bchDtcS4CSgGTALWbno9aLYiqIoSixZssRxuNLT4eSCFHU8Ss2a8MknIg9RpozjcLVrB489lljblITh1umqi2h15Z4K6+pr72utnWet/QO4E/FAUzRurCiKokRE4NTi2Wenpgq7MdC1K5x/vpNAX6ECfPRRar5eJSzcOl3VgZ3W2ix/gzGmAiJ5cBD4t/y5tXaBr61B9GYqiqIoKUNg6Z9OnRJnR7yZNAneecc5fu01aNIkcfYoCcet05UJpBsTpOLW3jfOr/msvtuLo+SuKIqiFHcOHIBp05zjVHW6tm+HG25wji++GG6+OWHmKMmBW6drhe+aMwParkSmFn8I7OirV1gF2BiNgYqiKEoK8c47IqUAsqqvYciyt97ktddg1Sq4/XZYv17aatZU1XkFcF+IeixwAjDcGPMccDhwve9c7uT6ExEHbXU0BiqKoigpwh9/BCeRB0aCUoGff4YHHoAHH5QVmn4++EBV5xXAvdP1KnA10AgR9gRJlh9hrV2Yq++lSARselQWKoqiKN4nMxOuu85JKm/VCh56KLE2xZrXXpOf1oqTtXkz3HorXHhhYu1SkgZXTpe1NsMYczLwCHAyosM1HhEQ/RdjTBrQAVgFfBsbUxVFURTP8txzMHeu7JcuDSNGyM9Uolcv2LlTFgp8+y3MmgXXX1/4dUqxwZU4qpK8qDiqoihJy9y5ok+V5Vv4/tJL0KdPYm2KJ3/9lXq5asmLpxLl1OlKEdTpUhQlKTlwAFq3lnwuEOX56dOhpC5sV2KCp5wut6sXFUVRFCV8+vVzHK7y5WHYsNR1uGbNcpTnFSUfIpLFNcacBlyGlPs5DEgroLu11p4QyX0URVEUDzNjhhR99vPKK6knDpqdDb//Lirz7dtLvcV77oH770+0ZUoS4srpMsaUBD4EevqbwrhM5y8VRVGKG3v2iCSEP4WlUyfRrko1xoyB7t2hTh05XrVKCnir06Xkg9tI14PANb79acB/gXXAgRjapCiKonidhx4SBwSkqPUHH6SmOOjAgfLTL4QKcNddibFFSXrcOl3XI5Grp621T8XBHkVRFMXrTJgAgwc7x2+9BfXqJc6eeHHwINSvDyVKOLlcxxwDZ5yRULOU5MVtIn0jxOl6JQ62KIqiKF5nxw7Rq/LTrRv07Bm6v5cpUwY+/jg4T+3OO1MzoqfEBLeRrl1AmrV2bzyMURRFUTzOPfc4U201akjEK5WdkBkzYNky2a9QQVT3FSUEbiNdM4F0Y0zdeBijKIqieJgvv4SRI53j994TxyuVeecdZ/+aayR/TVFC4NbpehbIBJ6Jgy2KoiiKV9m0CW67zTm+7jq45JLE2RNPsrJkVeaGDeJo+rnzzsTZpHgCV06XtXYecAVwmTHmc2PMScakctxYURRFKRRrpbDztm1yXK8evPFGYm2KJ4MHQ4sW4mT5Sxuddpq0KUoBuCoDZIzZ5dstg5MPlgPsL+Aya63VeGuc0TJAiqIkjOHDRZPLz8SJcO65CTMnruTkQNOmsGJFcPunn0KPHomxqXjjqcCP20T6ivm0lQzR7kfFURVFUVKVv/+Ge+91ju+8M3UdLoA//5RpRZD8rbvuEomM7t0Ta5fiCdxGuo6P5CbW2sWRXKeEj0a6FEUpcnJyRGl+yhQ5btIE5s+XVXypzM6dMGSIrMp86KFEW1Pc8VSky5XTpSQv6nQpilLkvPWWSESACITOmCH1BxWl6PCU0xVRwWtFURSlGLNrFzz/vFMCB6BPH3W4FKUQ3EpGKIqiKMWV7GzR3jrqKHjhBTh0SNqbNYOniklluD17xMH0C6Iqigsinl40xrQCTgXqABUIHeKz1tr7IjNPCRedXlQUJa5MngwPPACLFgW3t20rK/caNUqMXUXFa69BZiaUKgUPPihtt90G776bWLuU1J5eNMYcBYwA2uY+Rd6Viv42dboURVG8yJIlEtn55pvg9iOOkGhXjx6Sz5XK7NsHAwbA9u3Br/XYYxNnk+JJXDldxpgawPdIdOsvYCrQC9gLDAFqAR1957cCHyE6XoqiKIqX2LZNpgwHDXIEQEFWJvbtK1Gv8uUTZ19RMnKkOFwgKzZBXvv11yfOJsWTuI10PYg4VN8DF1pr9xtjegG7rbUPABhjSiKRrZeAI621l8XSYEVRFCWOHDok9QSffhp27HDajREB1AEDoE6dhJmXEK69FkqWFEczI0PaevaEKlUSa5fiOdzGhLsg04V9rbX5qtBba7OttQOBp4BuxphborRRURRFiTfWwpgxkhTfu3eww3XGGTB3LgwdWvwcLoCyZaFLF9i712nTOotKBLh1uhoA2cDcgDYLlM6n7398526KyDJFURSlaFi0CM45B7p2heXLnfYmTeDrr2HqVGjVKnH2Rcv27ZKbFo0u5fvvO9Os7dtDy5axsU0pVkSi05VhrQ3M09oLpBtjSgS2W2t3GmMygGOiNVJRFEWJE3//DSefDPsDJi/S0+HJJ+Huu6F0ft+pPcSSJdChA2zZImr5J5zgfoysLCly7UejXEqEuI10rQMqGWMCl2j+7RsnqESQMaYSUAUpjq0oiqIkIxMmOA5XyZLiaK1YIflLXne49u+HK64Qh+uKK9w7XKNHw9q1snJz7Vppq1EDLtNUZSUy3Dpdy4E0oGlA20zfz/tz9X0ckYxYGplpiqIoStz55Rdnf8AA+M9/oHr1xNkTS3r3dnTF1qyBdeuCz//wA2zenP+1a9dKAn3DhnD77U77zTdDGY0lKJHh1umahDhSFwS0vYXIQtxgjPnFGDPYGPMT0AfJ6XovJpYqiqIosSfQ6UqlMj6jRwdPCd54I9St6xzv2iURqyZN4NlnRYsrkN69ZSVndrao0INodN12W/xtV1IWt07XKGBw4HXW2t+B24BDQBvgFqAd4pwNsdYOio2piqIoSkzZtQv++EP2S5aE1q0Ta0+sWLUKbglYOH/FFXDrrcF9XnpJph1374YnnoCjj4YPPxQnC6S2ZIcOIpUxfjz8/DO8+ioceWTRvQ4l5Yi4DFCegYypC1wM1AMygEnW2t9iMrhSKFoGSFEU10yZIqsWQVbj/ZYC/7IPHYJTT4U5c+S4USOYN08WBwTy7bdSzufPP4PbW7QQh+y880QI9ccf4fTTi8Z2JRI8VQYoZrUbrLXrrLWDrLWPW2tfUocrRTh4MNEWKIoSLwKnFk8+OXF2xJK+fR2HKy0NRo3K63ABnH8+LFwoU5C1ajntCxdC587QqZPkg6nDpcQQV06XMWatMWaNMSbFK5sqAPzvf3DUUcG6PYqipA6p5nSNHSuFqf28+CK0aRO6f6lSMu24YgX07w/lyjnnJk0SbTItaK3EELeRrmpAFWvtqngYoyQRgwdDt26ygqdLF6nDpihK6mCt5Cn5adcucbbEgi1bpEyRnwsvhPtzL6oPQcWKIpXRpIlEuPxFrcuUkRyvXbtibq5SPHHrdP1DZIKqitdo1UpKX4BEurp316lGRUkl1qxx5BLS06Fp04L7JzvVq8Mzz4i2WL16MGyYJMGHy333yXTixIlw3XXyZfPAAXHGnnoqbmYrxQu3Ttc3QFljTMd4GKMkEW3bwkcfOf+0fvhB9GlitPBCUZQEEzi12KaNE93xKsaIUvwvv8Dnn0O1auFfu2mTTCf6ufxyEUT9+WfJCXvuudjbqxRL3P6VPQusB4YYYxrE3Bolubj0UsmJ8PPxx/JNUlEU75Nq+Vx+WrZ0P1Vaq5ZIZ/TsKVGuC3xSlCefDFdeqWKoSsxwJRlhjOmOSEIMAEoCXwGzgC1IIex8sdZ+FZ2ZSmHETTLCWhEDHDLEafv4Y/nnpCiKd2nfHmbNkv2xYyUHymts3w7lyzupELEgK0sS7BWv4CnJCLdOVw6iMg/yQsO62Fpb0r1pihviqtOVmSn5Df7we+nSMHmyLqVWFK9y6BBUruzkaW7eLDUFvUROjmhpbd0Kn30m4qZKccRTTpdbd34eYTpaSgqRliY5EqeeCosXyz/sbt3kW/JRRyXaOkVR3LJwoeNwNWzoPYcL4IUX5MsfSE7aihXuXsfu3bBjB9SvHx/7FCUfXDld1tqT4mWIkuSkp0ti6ckny7fibdtg2jR1uhTFiwTmc3lRKuLHH+HJJ53ju+927zg+/LCkSrz8smh1eX0hgeIJCvyUGWPq+8r7KAo0aCC5H1WrSuQrsLaZoijeIVCfy2tJ9Nu2wVVXOTUSTz3VvaTD99+L6OmePXDHHcErFxUljhQW6VoNbADU8VKEtm1h9WqoVCnRliiKEileXbloLdx0k4g2g3wB/PRT94nvFSqILtnSpdC1qwiiKkoREM4n1VNJakoRkJ/DlZOj4XlF8QLbtzulvdLSRGLBK7z5JowZ4xx/+CEccYT7cdq2hfnzRX/r9tvdiagqShToU1KJnq1b4Ywz4JNPEm2JoiiF8euvzn5g5Ylk56+/oE8f5/j+++HiiyMfr2xZePppqFMnetsUJUxUjESJjlWrJDS/cqVMWdSvD6d6yrrPAAAgAElEQVSdlmirFEUJhVfzuYYPF/kagBNPlNWLiuIxNNKlREe1ao5a86FDcMklsnRbUZTkxIv5XNbCyJHOcd++7lXi33kH5s6NrV2K4hJ1upTQHDoE06cX3Cc9HcaNg5o15XjbNimhsWBB/O1TFMUd1nrT6dqzB1q3linBSpXcq+fPmQP33iuv99FHnYiZohQx4ThdtYwx2VFsWXF/FUp8ePNNydW69FJYsyZ0vwYNJLnVnxuyfLnkivTqBevXF4WliqKEw/LlIggKEqVu3Dix9oRLpUpSeHrTJvj2WyhXLvxrrRUdr+xs2X75BUpqkRQlMYQb6TJRborX2LDB0b756ivZCuLkkyX871+6bS0MHSriqU89BXv3xtdeRVEKJ3eUy2ur9ipXFl0uNxgj/5s6dpQ6jUOG6EprJWGEk0i/C7g/3oYoSUbJktC9O4wYAccdJ98UC6N7d1mG3aePfBsF2LcP/u//RM3+11+9909eUVIJL04txoLGjWHqVClj5pXonpKSFFjw2lfgeqO1VtfUJjlxK3j900/iKJ1ySnD79u0S6j/22PyvmzQJHnwQFi2S4w8+EFFDRVESR5s2kt8EMGGCFIxOdlQDUCkYT32T10+yUjDt2+d1uAD69YMWLcSx2rUr7/lzz4XffoP334fOneH66/P2+eef2NurKEr+7N8vkWg/bdsmzpZw2bsXjjxSSo5NmyZpC4riYdTpUtyzYIHULcvKgoEDpY5ZfpQsKcn0336bN3F1+nRJwL/rLtiyJe4mK0qx57ff5G8WpATOYYcl1p5wGDNGvpy9/77USHTDM8/Ad9/Fxy5FiRB1uhT3lC7tJLN26uReFTonRyJk2dmindOkCbz4Ihw4EHtbFUURvJjPFajN1bNn+DmhCxZA//4SZT/3XInyKUoSoIr0inuOPVYiVaNGiTRE7n+E77wjDtUJJ0gOSe7l3Tt2iL6Xn127ROxwzBhJdnUreqgoSuEEOl3t2iXOjnDZskXyzvxcfXX41z75pDMVWbasO4kJRYkjhUW6RgCji8IQxWMYA1ddBccck/fcq6+KEGHHjrBkSd7zBw7AxIniZDVt6rT/9BM8/nj8bFaU4ozXyv+MHi1f3kDyShs1Cv/ad9+VPLDSpSWKrihJQoGrFxXvELfVi27ZtcuJYpUqJUrSgZGrnBwROixRApo3h/HjxUkbMMDp8+23Mi2gKEps2LQJateW/bJl5e80LS2xNhVG+/Ywa5bsv/023Hmn+zE2bYJatWJrl5JseGr1ok4vKrHFWnGiFiwQja7cU4UrV0q7f79KFXj6aUnyHTdO2q+/Xq73PyQURYmOwKnF1q2T3+FatcpxuEqVgiuuiGwcdbiUJEOdLiW2pKfDAw+EPr9hA9SoIfkaLVtKmzHw4YciQbFxI2zeLI7Xt9+qPo+ixAKv5XN98omzf955UL164mxRlBiiTzSlaOnQQUL+69fDf/7jtNeoIer3fiZOdCJfiqJEh5fyuazNu2oxHAYNgsGDHVkMRUlCNKcrRUianK5IyciA22+XFZHGwFtviS6Plg1SlOjIzhZNrt275XjNGqhfP7E2FcS8eTIFClCxonxJK1++4Gu2bJHyPrt3y+Ke8eOhYcP426okA556SGikS0kO9u2DyZNl31pYulQdLkWJBUuWOA5X7dpwxBGJtacwDh6UiDhAt26FO1wAr7/uvEZrk/81KsUWzelSkoPDD4ehQ0Vo9eab4bnnEm2RoqQGufO5kv3LzCmniA7gmjXhTxU+/rhExZ5/XiQiSumjTUlO9JOpJA8XXSSrGP0J9n727pXVjO3bJ8YuRfEyXsrnCuTII8PvW748PPoo3HabN8obKcUWnV5UkovcDteCBXDSSbKCaeXKxNikKF7Gi+V/IqVq1eSP5CnFmpCJ9MaYoTG6h7XW9orRWEoIPJ9Inx85OeKELVokx23awMyZojKtKErh7NkjMi45OeKMZGSIOHEykp0tEjHqNCnu8NQHpqDpxRsAS/4vKNBTy30+9zkLqNOlRMaZZzpO1+zZ0K+flvVQlHCZO1ccLoBmzZLX4QL46iuZIrz6arj2WjjqqIL7jx0LP/4odVurVCkaGxUlSgpyup4K0V4auBNIB9YAPwDrfOfqAB2ABsBO4F3gYCwMVYohzzwDb74Z3PbSS3DOOXDuuYmxSVG8hJfyuUaOlBSCZ56BkiWhf//QfTMz4aGHYNkyeP99+PJLqfWqKElOSKfLWpvH6TLGlAa+9113rbV2ZJ4Lpd9VwHvA6cDZsTFVKXbcdZeIHW7YAJUrS704gOuuk1yvmjUTa5+iJDteyefavl20tfwUJoj6xRficIGscGzWLH62KUoMcZtI3xdoB9wRyuECsNZ+CtwBnAo8HLl5SrGmenVRqe/bFxYvdpysjRvhhhucaRNFUfJirXciXV98IdErgLZtoUmTgvtfeaWUCmrQQKYkq1WLu4mKEgtcKdIbY/5Epg4rWmuzC+lbCtgN/GWtPS4aI5XCSclE+tx89x107uwcv/Ya3H9/4uxRlGRm7VpHeb5iRdi5U6btkpEOHWDGDNl/4w24997wrjvoy14pUyY+dilewFOJ9G4jXUcCBwpzuACstVnAAd81ihI9550HDz7oHD/8sJQMURQlL4FTi23aJK/DtWaN43CVLClRrHApU0YdLsVTuHW6dgOVjTGFTqAbY5ojyfa7IzFMUfLlueecVU2ZmfD224m1R1GSFa/kc336qbN/zjlQq1bibFGUOOPW6ZqKhPKGGmNCyv4aY6oAHyByEVMjN09RAsjOhieegOXL5bhHD3jvvcTapCjJSu7yP8nKyID04GuuCd1vwgS46ipYtSr+NilKnHDrdPUH9gGtgaXGmAHGmE7GmGa+rZMxZgCwFDgJ2O+7RlGip0QJyVPx89tvRXv/v/8Wx09Rkp3MTJgzxzlO1kjXwoXw+++yX748XHJJ/v1mzYLu3WHUKDjmGPjgg6KzUVFiiCuny1q7DLgA2ApUBx4FvgUW+LZvfW01gM3ABdba5bE0WCnGGAODBklNtvPOk6K4gXkqW7Y4UbBY4y9HdNll8buHosSK33+H/ftlv359qF07sfaEIjDK1bWrJPznx9698qULoE6d4AU1iuIhXNdetNb+ADRFIliLgBxkytH49hcB/YBjfH0VJXZUqSKlgMaPD879OHRIHKK2bWHSpNjec9UqOOMMcer++184+mh4+WVZkq8oyYhX8rnq13dyNAvS5jrnHJgyBY49Vv6+69YtGvsUJca4kozIdwBj0oCqvsPt1trMqK1SXFMsJCMK4p574K23ZL9ECXj1VbjvvtjUccvJgZtvhg8/hLQ0R0/ojjtEMb9UQYUdFCUB3HgjDBsm+6++Cg88kFBzCsRamQpt2VL+vgoiOzt5V2EqicJTkhGunhbGGL94yhfW2vUAPidrU6wNUxRXVKwo/4yzs8VJ6t1b8kUGDYp+SXmJEjBkiDwQrJV9kLH//lvyTEJNiyhKIvCKKCrIF6M2bYLbdu+WLzPlygW3q8OleBy34qjZQDYijnooblYprinWka7FiyXf6sAB+Qce+Jk+5RQppOs2p2XxYhgwAIYODf7Hf+CARBFGjXLaWrWCb76RXBNFSTQ7d8JhvsXlpUpJ+azczksyc+AAnH++fIEaM0aLWSuF4alIl9ucrq3AbnW4lKRi9WpnWuL444OXnc+aJd+i584Nb6ycHLj6apnqGDVKShAFUrYs3HQTHH640/bbb7Ik378KS1ESyezZzn6LFsnpcGWGyELx//1NmyaCqWec4ajOK0oK4NbpmgekG2NqxMMYRYmILl1g/nw480z47DOp1/jqq85qp3/+gdNOC45O5cf69XDccSLWmJUlbUOGwLp1wf2ysqQIdyBr18Kpp0qyr6IkEi/oc119tfy9DBokkTk/JUpIu5+rrlLFeSWlcDu9eD4wDnjLWhtmcSylKCjW04uh+O47KSmSkeG0jRqVf5mRr7+WZPnt25228uUlUtaiRXDfnBwpyLtunThzP/8M+/bJuVKlJOG+IJFHRYknF14I48bJ/vDhcN11ibVn61bJr1y4UKRXFi6UL0n+gvV//CGrEgMZPlzaX3ghNothlFTGUx8Q16sXjTEPAC8AnwGvWGsXxMMwxR3qdIXg00/lWzXIP/bZs6FCBef87t1SNHvo0ODr6taVuo41a+Y/7q+/QqNGUL26PEi6dBEnLC1NnL0zz4zP61FSk8xMcU42b3Y2a+Hcc92VxbFWPrNbt8rxkiXQtGl8bC6IgQNF2mHhQokgh+LEE8Of+leU/Eldp8sY46+/UBvwx3z3A9uQBPv8sNbaxhFbqISFOl35sHs3NG8uBXUBOnaUXBE/P/8sEamVK522evXgjTdEfDXQOSuMf/6RCMODD8K118bEfCUF2L9fnIpAZ2rzZti0Kfg4MMIaSIkSolHVs6eotVeuXPD9Vq2Cxr5/t1WqwLZtzjR7PJg4URLezz8/uP2yy+DLLwu+tkkTiQpXqCA5lBrRUiLDUx8ctwJDDfJpK+/bQqEKkkpiqFgRHnpItnLlJNfLz/TpcNZZzhQHSC3Hd95xVn65oV49iaIVpjOkFB+2bpVITmDpKrfk5IhjM3GiLOK46CJxwDp3zj/XKbcoajwdrqFDoVcv+ZKR2+lq0cJxusqVg2bNpK1FCzjhBPkyVLWqrE484wy45RbR2VNJCCXFcet06ZyJ4h2Mgbvvhg4dZIqjfn3n3EknQXo67Ngh37QHD5ZpyEi/bVub/7Vr1siD6YMPpHyRUnx4443wHS5jZKq6Vi2ZHqxZU6arZ8xw+hw4AJ9/LluVKhJN6tlTPt9+56qo9LkmTYLbbpP9hQvzfv4vu0ym81u0kIhWfs7U/PmSX5mdDe++K07Ys8/Gz2ZFSQKiVqRXkgOdXnTJ/PnQr5/oax12GCxaFFlpkYwMiaC9+y7cfrso4/vZuVNWYv3xh+iEjR0rzp6S+uzaJU62/+/xrLMkBzDQqQrcqlXL3zHxi+9+8onkDuZH3boSpe3ZU6ok+KNd48bBBRfE/rX9/rt8rnftkuNjjpH8R7fSFJmZcMMN8toaN5byXslaI1JJZjw1vahOV4qgTpdL1q+XaY6tWyUP6+WXI4tyDRoEd94p+8ceK6Kq/nEmTZI8r0M+Wbu0NMkr69JFNn/NOSX1ePllePhh2T/qKPjzz+inzhYvFgflk09Em64wtm4VZy6WrF8vMhT+CF7duuLkRVoLMScH+vcXweFGjWJnp1KcUKdLKXrU6XLJM8/A66/DI49Anz6RTyvu2iUPnD17JIds/nwnkRkkd6xbN5nGzM1RRzkOWIcOULp0ZDYoycWBA9CwIWzcKMdDhogcSaywVqYRR44UXTr/SsVAmjSB5ctjd0+Qz3jHjhLVAvm8z5wpX14UJXEUD6fLGFMfaA/UASpQwAu31j4d0U2UsFGnKwJC5WG55aWXZFVZz55QqVLe80uWiIr9rFmhx+jRQ+QtFO8zeLBMNYOUhlq1Kn4Cn5mZIsg7cqRoze3dK+333is5ZbEiK0tWT/r1v0qWlKn5zp1jdw9FiYzUdrqMMXWAwcD5FP5iDSIZoUtS4oynna4ffpBVg9deK1GfVOWff2D8eHlwTZ7sCKqCJNrfdFNw///+V6JorVvHdxWaEjuyskQXa5VPXefVV+GBB4rm3vv2yWdr+3aRQnEjeVIQ1kqu4ttvO22DB8Ott7of66abJFp27bX6mVZiReo6XcaYdGAO0Aipw/gT0BXR6voSqAW0Ayr5zo8DsNbeGFOrlTx41unatk2mYnbvFjX32bNFsyfVOXBANMPGjRNH7Mcfg5OIc3KkvuPmzZIr9r//aQ6YFwgU461aVVavVqyYWJui5bXXgh3HRx4RpXi3TJjgSEu0aSNTkzqlrkSPp5wut181egONgdlAU2ttN197hrX2OmvtecDhiGJ9dSBTHS6lQF58URwukCjBjTeGLoabSpQtK1Mz//mPiLPmXrXlF9QEScLu0cNJyFeSE2uDnZF77vG+wwXQoIGzMvGKK+C55yIb55VXnP2WLdXhUoolbp2uixGx0z7W2nxDKtbafdbax4BXgV7GmJ5R2qikKhs2iCBiIPPniyPmVTZtkofS1KnRjVOuHFx/vfNgmjcPntbUyKRm/HjRrAKZ2guUD/Ey3bpJVLZbN6mJGOm04Ndfw+OPi0TGM8/E1ERF8QpupxczEPX5stbabF9bDrDdWls9V9/qwCZghrX2jJhZrOSLJ6cX77nHcboqVHCSgNPSJNLTvHnibIuEkSOdSN3558tDOFoGDhRJC5CH3YwZ0L599OMqsee002SaGKB3b/ndKXnZv9+9ppeihMZT04tuna69wD5rbY2Att1IHcYyNtdgxphtANbaGIvFKLnxnNO1Zo3kKPmnEseMkQiRX1G7dWvZL+W2aEICWblSXpN/VeTKlZKvFg05OVJ77/vv5bhRIxHJTIVpq1RixgyR/QD50rBqlZSG8iI7dsjfZahi74qSXHjK6XIbJ14H5P5v/w9QEggqZW+MKQdUoeC6jEpxZcAAx+Fq315ERIcOdZbWz50bnAPiBRo3lkLZp5wiKvWHHx79mCVKwLBhUrII5GHeu3f04yqx5fnnnf3rrvOuw3XwIHTvLgKoS5cm2hpFSTncOl0rgdLGmAD1R/ziQ7fn6nsf4oGujNA2JVVZvhw+/NA5HjBAIkPHHgv/939Oe//+kkTuJb78En76SZbsly0bmzHr1w9erv/++xIZVJKD+fPh229l3xgR2/Ui1krh6WnT4K+/5MvQtm3RjXn99fI37U8dUJRijlunawriSAUq4g3y/bzHGDPOGPOsMWYM8CySdD88ejOVlOKpp6TILcDZZ8OZAXXUH3rIqU946JDo+vj7eoHyMQ7sWiuv/+qrZeWYn5tvdlY3KoklcMXipZeKTpcXeeop+Ogj57hPn+jKCP3wg0R8n3pK3pOMjOhtVBSP49bp+hTR4/p3st9aOxt4BHGwzgf6AhciztnXyCpGRRF+/11qx/nJvYqpVCmJgqWlyfHPP0u5nuLIihUyZZmWJlOVixc706+1asm04+jRkk+0fLmUaVGKlhUr4PPPneNHH02cLdEwfLg4R35uvln0uKJh6FBnv2NHZ4pcUYoxMau9aIw5DrgUqAdkAJOstZNiMrhSKJ5JpL/0UvjqK9nv0kVKieTHM8/Ak0/Kftmykjx+9NFFY2MsWb1aSqYccYT7a6+6CkaNcndNhQqi+XX44ZLU/9hjUodPiQ+33iq1FQE6dYLvvkusPZGwZAm0aOHkWHbqJH+X/i8+kZKdLc7cs8/KQpD69aO3VVHy4qlEei14nSJ4wumaO9eZOgTRnmrVKv++mZnQtq3ky4Asx58+3TulQ+bOlVyWceOkDt8777i7fv16OPJIEYyNBq86Al5g/XpZneoXrf3+ezjjjISaFBHXXy/TgCAyLTNnSi3RWJGdLV88FCU+eMrp8tB6fMXz9Ovn7F92WWiHC+Rb9ocfSrmQrCx5ELz1lhTyTSSLFkneVuPGBffbvduJ4n30kQi+5lcMOxTvvec4XKeeKhGvDRtg48b8f/r3c6vWz5ypD7148dprzvvdrp1MoXmNNWuCp/sHD46twwX62VOUQKy1YW/AVOBJ4AxEl8vV9brFbwN2pqen26Rl5kxrJS3c2hIlrP3jj/Cu69fPua58eWtXrIivnaFYtszaLl3EjlKlrP3xx4L75+RYe+yx0r9TJ2tXrQr/XgcPWlu7tvO6R40K3Tcjw9obb7T22Wflntu3y3tbs6Zz/dKl4d9bCY/t262tWNF5j//3v0RbFBl33+28ho4dox8vKyv6MRTFHQl//rrZ3D7Yc4Bs37Yf+AF4BjgXKJ/oF1Oct6R2unJy5B+6/5/7tdeGf+3Bg9Y2a+Zce8YZ1mZnx83UPGRkWNunj7VpaY4NYO2ZZxZ+7YwZ1i5f7v6en3zi3Ofww609dCj/fn/9ZW2DBvZfR3DuXOfceec5Y3z2mXsb3JCTY+2CBeKIHjwY33slC08/7by/xx9ftJ/JWLFxo7Vlyzqv47vvoh/z+uvl73vt2ujHUpTwSPjz183m9sF+GzASEUTNyeWEHUQ0u15AVjFWSvSLK05bUjtdkybZf/+xlyrlPlo1e7a1JUs6Y7zzTnzsDCQ729phw4IjTrm3n36Kz71POcW5x1NPSdvOndbu2xfcLzMzuO+xxzp9HnnEaX/ssdjbuGmTtR9/LA/YWrWce9WoYW3v3tauWRPeOK+/bu1dd0nkyCvs2WNttWrOa/7oo0RbFBk7d1rbv7+1hx1m7YknivMcDb/+6rwn5ctb+/ffMTFTUQoh4c9fN1s0D/nGwE2IDtfqACfM74hlArOBVxL9IovDlrROV06OtSefbP/9Z3zrrZGN07evM0bFitauXh1bOwP55Rdr27a1eZys9u2DI0gXXhi7ew4cKA5U4MM8Lc3aDRvk/IAB4rC2bGntyJHOdStWWFuhgnPNvfdK+6efOm0XXBC9fVlZ1k6bZu2jj8oDOpQj6t8WLix8zP/+1+l/ySXR21hUvP66Y3eDBuL8epldu6xdsiT6cQJTAbz0+1S8TsKfv262WD70jwSuAz5AVOj/dcAS/SKLw5a0TtfYsfbff8RlykQ+7bB/v5MjBdaee27038xzs2GDtTfcYPM4EHXqSFQnJ0fypYxxzs2fH97YmZkSVWja1No338x7/v7789736qud8127Ou0ffhh87ZAhwdd9+63YGWh/tGRmWpuentdG/1a1qtwHrG3dOu/1mzfL9FVgzs8FFzjXGyN5c8nOwYPW1qvn2P322/G5T05O7D/focjMtPbBB2XKfOvW6MaaMsXaNm288btUUoWEP3/dbLFcf185YNNqvIoUa37iCef49tsjr0lXtqyILfolIyZNgg8+iN5GkBVoL78sOmDDhjntpUuLztXSpdCzp1OqqHt3p09gzb2Cxv/yS5g6VcZasiRvn0aN8rbdfbezH6jmHSi7AdCrFxx2mHPcsydUrw7lysnx+vWwZUvBNloLa9fCF1/AnXfC+PHB50uVkuoBfkqWFBmPZ56BX38Vdfy//4YJE6RweW6GD5e6lA0ayGfip5+kb+D933ijYBsTgbWyKtTPyJHwzz/O8fjxUpIpWmkPkPfw44/h2mtFa61cuWCF+Hjx8svw6qvy+6taNfhcTo5s4XLWWfDLL6IRpyhKXiLx1BBdjFbA/Yjq/Fac3K4cYBcwAXgUaJ9oz7I4bCRjpGv0aBuU47FxY/RjPvigM2blytEn7I4bZ+1RR9k8kZuuXUPnns2ZY4MiNIWtDgyM9oG1nTvn7bNmjUy9+vvkl2Ozc6e1U6fmnc46dCg4IRqsvfJKa086yTmeNCn4mj17ZLrwxRet7dbNiVL5t+uvz2vj6NHW3nabtV99JbaES+BKzoK28uWt3bYt/HEjYcgQa++7z9ovvpBptcL43/8kQnvnnbICtWnT/G0//HCZAncT4Tl4UH6fffta26pV3jFPPFEWKMSaKVOcz+yyZdaWLi3369Ilby7exImS13jbbdb+8EPsbVGU6En489fN5vbB3gcYC+wIcLByfMdjgYeAtkDJRL+w4rYlndOVlWXtMcfYfx8gffvGZtx9+4KdpPPPL3waJjtbErVXrpQVfpMnW/v558HTW4HJ6OGs4urc2bnmppsK7z97trVffy3TkRkZec9nZVl75JHOmLmnEAtizx6RjGjXLvi1nHmms//KK9bOmycPz5YtgxcmhHIiYjW9tX+/JNfXqFHwPcHaF16IzT3zI/BLAIiz0amTtW+9lX/if06OTJX6+190kbNf0PvXsaMk1+de+GCtLED4z38kHzAwFy/3VrastX/+Gfv34NAha+vXly8Ll18uye4vvigyLvnlp91xh2PTffflHW///qKbBlWU/En489fN5vbB7k+S34nUYLzfF/EyiX4hxX1LOqdr+HAbFJGKZQRjxozgvKpbbpEI2E03Wdu9uzgbLVvKQyQ9PbhvqC093drXXgstz5CfDf5rS5UKf7VeKAKTyqtVy/+BHQ433+yMU66cs3/NNRLVK+g9qFBB3rtHH5UITKxlEA4elCjZaaeFtqFOnfjITmRlWXvccQW//hYtrH38cVlIkZ0d/H6VLSvn/cePPirRokceCb3CNT1dzgfy88+h71+qlLWnny6LJmbPjo8MxbBhzv1q1LB2715pX7IkfyevZUun/7Rpec+XKWNt9eoS/VWUxJDw56+bze2DPXB14u/AW8DlQM1Ev5DiviWV03XwoLUNG9p//1n7ZQ9iyb332gIfoOFuxojTtmmTextOP90Z5557ons955zjjJX7Qe2GXbusbdRIxgmMNB51lLVbtgS/7uOPt7ZXL2vfe09WGxaVsOVttzl2BAqM+rd4SDAEruasWDHYmchvq1UrODLXrZuzX7Zs8Ofl0CFxmi+6SCJGgePkXq2blSWLDvznGzWSaNJ//5t/BDSQaCNK2dnB07wDBhR+TVaWTCs+8kjeKFh2dvBr/e236OxTlMhI+PPXzeb2wd4deAOYHzC96M/l+gN4B7gSqJXoF1bctqRyut591wZFbQp7mETCnj3WNm5sC3xwBm6VK8v03QkniMBqt26SpxMoKOqWCRNs0IM40py1wJWGJUpEL4fx44+yQvL8851xjZGpoDfflOnVePxOwmHfvuBVkN98E6w1BrHRjAokKyvY2XjiCWlfs0ZWH3bu7OQ1hdoCpTzuuiv0vdats/a555zP5q+/5u3z8ssypRmucG52ttjZrVt078tXXzmvoVIla3fsiHwsa+Vvxz9ep046zagkioQ/f91sERe8NsYcBpwOdETKAp0AlAD8Ay4HpgHTrbWfRnQTJWySpuD1gQPQpAmsWyfHL70EffrE516rV0utOJDVe4cdBlWqBP887DCpJVcqDmVGrT62J8EAACAASURBVJXakHPnynHfvuGtZszN3XfD22/L/iWXwNdfx8a+H3+UFYZ+5syB1q1jM3akfPopXH217DduDMuXw/79siJ00iRnpdz06dChQ2zuOWoUXHWV7FeqJJ+b3Kv0du+W+48dKzUzt27Nf6ySJWHFClmFWRA5ObKKr107WfUaKdnZUrR86lQ5HjIEbr7Z/TjWSgH5OXPkuGVL+OEHd/VAc7Nxo6y23LMHeveG9PTIx1KUyPFUwetYRloqAxcALyKRMH8ULCvRnmVx2EiWSNdrr9l/v/3Wru3kjKQqX35pg6IHbpXVMzKCp9gmT46tfYF5TEOHxnbsSDj3XMeeZ55x2jMzg/PRunaNzf1CRbkKYuJEp3/ufMBwFk3Emocecu4f6YrdwKoQ/q1+/fgk6ytK0ZLw56+bLSY6XcaYskBrZOViW+BoJOJl8JoXqkTOnj3BGk2PPw7lyyfOnqLgkktEuwskWvLWW+6uHzFC3jeQcc46K7b29ejh7M+fH9ux3bJ2LUyeLPvGwHXXOedKlYIHH3SOx4yBP/+Ee++FVasiv+fo0TIOSFSnd+/Cr3n2WWf/1lth5Ur4z39g4EAnIlmUPP20o3u1axfcdpu4TW7ILwJbsSI0bBi9fYqihE8knhpQHilyPQCYARwgWKcrB9iMrHC8N9GeZXHYSIZI18CB9t9v0UccYe2BA4m1p6gYMcJ53VWrWrt7d3jXZWcH6z7FQ918zBhn/A4dYj++GwYMcGw555z8+wTKePijdLVqidyFW3LLloQT5Zo+3elfqpQUFU8Gcq/YHTEi/GsDV0yWKCF5fbVqSbuieJ+EP3/dbG4f7C8iRa0P5uNkrQM+Be4Ajkv0CytuW1I4XYE6UUVRlDpZyMwUeQr/a3/11fCuC5zGqlQpPLFOt/z9t3OP9PSiLS8TSE6OtU2aOLYE1o8MZPJkp0/gVqmS+6nXTz5xrg9XtiRwirNXL3f3izf33OPYdthhTl3OwggsIXXNNdIWqSSJoiQfCX/+utncPtgDi1qvBkYAvYAmiX4hxX1LuNO1bp399x97yZLR13DzGoMGOa//8MPDi/JdfLFzTbSSE6HIyZEHtP8+J50kWk1FTaCuWeXKoR/6OTnBeliBSvtpaSL9EA65o1z9+oV3XXa2iKi2ahW6IkGi2LMnWIolnNWMBw4Erw79/feisVVRio6EP3/dbG4f7O8D1wJHJtpw3fL8bhLrdAU6HWeemTg7EsX+/eJs+d+Dd98tuP9ffwVPFy1ZEj/bApXpQfS5ijraddNNzv1za1flJreAZ926wfa//nrh9xs50gY5eW7FeZNV/iB3JPCzzwq/ZuVKKf3z9NPxt09Rip6EP3/dbK4S6a21N1trP7LWrgn3GmNMmpt7KB4lUObgkksSZ0eiKFsWHnrIOX7xxYKLIL/zjpMM3akTNG0aP9tOOCH4eNkyWLQofvfLzd69ktDu58YbC+7fowfUqiX7W7aI5Ih/sQLA/ffDI4+ETibPzpbkcz/33ZdXIqIwopF5iCdnny3J/X7uvrvgYuYbNohMyMCBhb/viqLEHVdOlzHmNpf9ywD/dWWR4j127nR0hKB4Ol0gD0P/w/2vv0QfKj/27YP333eO7747vna1bOnsN2kitrVoEd97BvLll84KzaZN4eSTC+5fpkzwezJiBMyYAe3bO20vvQQ33ACZmXmv/+wzWLpU9itXDm/FYigHLhl5+WWoV0/2y5WTVaH5YS3ceaf8fY4bBxdd5K3XqSgpiFvJiLeNMVeF09EnI/EN0Nm1VYq3GDfOieq0bg316yfWnkRRsaJEYfw8/7wj9hnIqFGwY4fsN2wIF1wQX7sCna7sbKhbN773y82wYc7+jTeGF0W6/XaJHgLMmweLF4vcxMUXO31GjAh+vyFvlOv++0UgtyDmzhXh0LFjveGUVK4M770Hd9wBv/8OJ56Yt8++fXDoEBxxhNP2yivJG8FTlOKCm7lIIBNZuXhhIf3KA98jCffrEz2HWhw2EpnTddll9t8ck3DquaUy27fLSjv/+/HVV8Hnc3KC6/69/HL8bTp4UJLQ/ffcuTP+9/SzapVz3xIlZMFFuATWaPSLpQaKqNaunbdk0scf26BcrnDEagNX9z38cPj2JTMPPyz1Nt9/X/O5lFQn4c9fN5vbB/u1iEzEPuCMEH0qATN9Dtc/QNNEv8jisCXM6dq3z9oKFayujgrgkUec9+Okk4KTsmfOdM6VLes+wTtSTjjBue8PPxTNPa21tn9/577nn+/u2j//dK41xtply6Q9J0ec+zlzgvtnZVl79NHONU8+Wfg9fvvN6Q/WLlrkzsZkZMeOYMf/f/9LtEWKEk8S/vx1s7lNpP8IuBcoC/zPGNM28LwxJh2YDLQH1vocs6Uug2+Kl5g8WRKlQVSzjzsusfYkA717O1Njc+ZITT8/gYr1PXu6T/COlMBk+vnzpUbm++8Hq6/HmpwcGD7cOXabyH3MMc7Uq7Xwxhuyb4xUO8hdR3LUKFkkAFIHMJxcrgEDnP1LL4VmzdzZmEyMHSt/j2+/LdURQBYgXHhhYu1SFMUhEk8NeByJZG0FmvnaqgFzfe0rgQaJ9iiL00aiIl2BUgCpMjUTC+6+23lfOnaUtnXrROXc3/7bb0VnT2C1gB49ZGoOrC1TxtqNG+Nzz6lTnXsedpjIarglUCKhfPnQ04VZWdbWq+f07d+/8LEXLbJBUa6i/H3Ekm3brL36ankNdeoER56HD0+0dYoSbxL+/HWzRVR70Vr7LPAqUBWYaIw5FZgKtAJWIBGu1VH4gooXyMqSGnl+unVLnC3JRp8+Uk8QYPp0+PFHSX72Lzg47bTgBPd4ExjpWrbMSbA+eFDkK+LBhx86+1df7UT/3HDWWc5Ky3375D3Mj1degX/+cY4PHiw8KT4wytW1a9H+PmJJdrYTTV2/3ok8H344XBXWuidFUYqKaDw2YAgS2fKXA/oTqJNoT7I4biQi0jVtmg1SYc/OLtr7Jzs33ui8P+ee60SXwNpRo4rWlq1bnXuXKSP3r1tXEvkzMmJ/v4wMa8uVc+6ZO//KDYFiqXXqyMKAQDIzg5Xa/dsNN+Tt6+ePP4LFaaOxLxn47LO8r78wEVpFSQ0S/vx1s0UU6QrgVmA0YIDFQEdr7foox1S8QqAgateuUCLaj1OK0bevs0R/0iTYuFH2Dz8cuncvWluqVQuObh17LKxaJYKulSvH/n6ffw7798t+s2b5yxqES6BY6vr1MnYgo0aJ9hg40UUQqYouXSAjI++Yzz7rRMK6dMmbH+Y1Lr9c/gb9lCkDr7+eOHsURcmXkE9JY8zUwjZgClAXsEi0a1Q+/aYU0WtRihJr4b8Burc6tZiXo4+Wh2Fubr8d0hJQqCFwinHRIihdOn73ikSbKxS5xVIHDnQcpqwseOYZ59yjjwYn7E+eDKefHjz1uGwZfPqpc9yvX+S2JQvGwLvvykIWY2TRQblyibZKUZRcGGvzz3swxuSj6hgR1lpbMkZjKSEwxuxMT09P37lzZ9Hc8LffnOhFejps3hzfh7hXWbAgOFcoLQ3+/htq1y56W/r1c/KY+vQRVfd4sHy5OJwAJUvCunVOpCpStm6VSN2BA3I8fTp06AAffQTXXSdt6emwerX8HDAAnnzSub5OHRg/XhzPG290nMLzzoMJE6KzLZk4dEgc0fLlE22JohQVnlL8LVXAOS3UpYQmcGrxwgvV4QrFCSfI+/PNN3J8+eWJcbj8tviZPz/43PbtUj7n9tujVy0PjHJ16RK9wwVQvTpcfz0MHizHAwdKWaDAKFfv3lCliuz36yeVEW6+WZyQ9esl4vXFF/DEE+IMDh8e7JilAqVL69+ioiQxISNdirco8khX8+ZSggQkx+ayy4rmvl5k+XLo3Fly3iZOlNI/iWDFCtFSA6hRAzZtEgfriSck/2fvXvjuOynAHSnZ2dCggTOd9/XXsavFuWSJU/jab7ff6fJHufxOl58pUyR/btcuOR482CkYvWGD5Nd5mddfl8/X88/HJzdPUZIfT0W61OlKEYrU6Qp8eJcpI1M/FSvG/75KdOTkiHPiLz69fr04HffdB2++KW1nny15UJEycaJM2YFEp9ati23kpUsXmSbMzVNPhY5aLVokIqvXXCPOSarw11+ySGHfPqmnOXmyCMoqSvHCU06XLjdT3BOYQN+pkzpcXqFECUfzCpwpxt69ZbqtWTOZwovmi1igNtc118R+quuBB/K2VakC994b+prmzSUHMZ7q+4ngo4/E4QKpbNC4cWLtURSlUFw5XcaYrsaYbGPM52H0Hefre0Hk5ilJSWA+l65a9BaBSf0LFsjPBg2kXNHChXDttZHndO3cGfzZuOGGSK0MTaBYqp/AXK5QVK+eepIm/fqJXMbhh8OQIYlZEasoiivc/hfq4fv5bhh930HCfle7vIeSzGzcCLNmyX6JElrXzWuESqZv2TL6BPpRo0QDDKBVq+B7xQpjgqNdhUW5Uhlj4MorZZrx5JMTbY2iKGHg1uk6EdHjmhlG3ym+vh5XHVSCGDPGmX46/XRJyFa8Q2CkK/cKxkBmzRKxzS++cGQaCiO3Nle8uOoqSc4/7DApC1RYlCvVKVMm0RYoihImbp2uekCGtfZgYR2ttQeAnYh4qpIq6NSit2nWzJlmW7bMqdOXmxEjxMG+/HLR9CqMP/+EX36R/bS0+Nb8K11aPofbt+cvPpvKbNkSXc6doigJxa3TdQioaEzh8xC+PpphnUpkZMgSfD+xkgJQio7y5R3hUmsd2Y9AMjNh9Gjn+Mor8/bZsSP4ODCB/uKLJYdKiS3794s22UUXicCuoiiew63TtRIoDZweRt+OQBngL7dGKUnK+PHyQAbJ2TnyyMTao0RGfsn0gaSlwc8/Q//+krjevn3weWuhTRupSDBwoDjjH33knI9HAr0iqy9XrIBx4+R3cuhQoi1SFMUlBSnS58c4JK9roDGmo7U237kJY0wFYCBSk3FcdCYqSYPWWkwNTjhBkt4hdF7XUUfB//1f/ud+/hlWrpT9VaukPI+/mHft2nDqqbKSMT09+uR8xWHPHnk/rRVNMlWeVxTP4TbS9QawDWgFzDbGXGaMqeQ/aYypZIy5ApgDtERyugbGytj8MMY0Nsa8Y4xZZYw5YIzZZIyZYIyJ2dyXMeYMY8yXxpj1vnv8bYwZYYxp5WKMNGNML2PMRN84B30/ZxljXjTGNIuVvXHhwIFgUUp1urxLuMn0oVi82EnevvxypzQPiM7XiBGS5F6+vKjG5+b33yVaM29e3mlKJTSvvw4zZ0KvXlLeSFEUz+Fakd4YczowFqiMRLIskOE7nY7IRBhgN9DVWjstVsbmY8sFwGeEzh37ALjFRiG7b4zpD/Qnf9XbTOAOa+0HhYzRFPgcaF5At6estf8XhZ3xVaQfN86Rh2jSRJKwNYrhTTZskALQABUqSIkctxpWGRnw5ZdQqRJccYW0lSghka9Bg+DFF6Xt6adFTyqQPn3glVdk/7nn4NFHI38tXsBaqf+oOlqKEg889SByrRZorZ2BTDF+gUhClAAO820lfG2fAyfG2eFqiuNwrQa6AjWBE3z3B+gFRPwf3RjTE/g/5Jc6FWjnu8fZwHwgDRhsjOlQwBgNfNc2BzYB9wPHAlWBhsDlwFdAoStCE0rg1OIll6jD5WVq14aaNWV/715nqtAN6elw000wdarTdsklkueXkyPOHORf23DDhmBbUp1ff5X34dZbYcaMRFujKEoCiar2oi936ySglq9pEzAnVK5XLDHGfAFcCuwFmltr/wo4Z4BvgAt85xtbaze5HL8ssByRyZgPtLXWZgacrwIsBuoAs621bUOMMwU4yzfW6W7tcGFv/CJd2dny0NiyRY5//DFvcrXiLc47T+okQuQFy3fsgHr1nFI006ZBx47O+T17JPpVvnzwdS+9JKtgN26UKbMzzww+/8IL0KGD9z5jWVmwbRvUqhXc/sAD8Nprsn/jjTB0aHjjWSvRxK5dNUqmKKHxVAQgqroY1tq91trp1trRvm16ETlctQB/UtF7gQ6Xzy4LPOY7rABcG8FtLkIcLoD+gQ6X7x47gZd8h22MMSflY2cXxOECuD5eDlfc+eknx+GqXRvatUusPUr0hFKmd8OHHzoOV/Pm4igFUrFiXocL4OGH4bvvZOVkbodrzhyZbjz1VOjRwxsr9DIy4OWXoVEjybfKjb+CA+QvvzF+vETAcnKC27/6SnLm2rSB2bNja7OiKAnBq8XIuuDY/kV+Hay1C4AVvsOLI7jHRb6f+4DxIfoE3ju/e9zi+znbWjsrn/PeIFAQtWvX1KthVxyJNpk+Oxveess5vvfe2Ew59+3r7O/f740Veps3wyOPwNq1kvu4bFnw+R9/lAT4hx4SCY5ArJX2Dh1kFaj/d5GRAffcI/sLFsAHBaaNKoriEaJ6ehqhqjHmCPP/7Z15uB1VlbffXxIyECCEMAmCAUWQISAqICJGRcBGREH8ukE0NOCAIDjghNog3YoTdiOgiK2IMyKiyCh8BPkcmWQURAERkUCADAwhJFnfH2sXp+65VXWGe4Z77l3v89RTwx5qVdWuXav2XnttadOypVPC5tgxrVcA11fESy6yaXqUYcE5bjCzFUURzOwfwD/q4gMgaSKwR9q9vC5scPoKzIbbcwWDT76lq8hXVyMuusjn/ANYZx04qENTrJ51lrfurLZazdh+NGE2vEVqiy1qg0zWWw/uumto+IQJ3nL3hS8M7ya89Vb35g/uZiNzXLv66nDssTB1qrcun3xy568lCIKe05bSJemAZKv0OPAwbsh+T8lyd0ckHcqWaf1AgymJsm7HNSQ1PR2RpAnAFmm3kfzZObasO74V3rUJcLukDSV9VdKDwPLkMuL3ko6SNHp/52++ufZxXWut4X/qwWCy5ZY1tw/33++2SK3wla/Utg8/vLgbsR0228y94d91lyszeczgve+FX/2q/fyfecaVm3pbVjNvsVqwwJd6li1zhXC77dwGrp7jj/fWqPvug332aV6eadPg3e92ZW3ffWv3cbXVvBv21lvdp9p4n18yCMYILStdkr4KnAu8GphGzUVE2dKNvqhsjpGHG8R7KLc9q4X818Q977dyjvr88y18zwFuAd5NbdDBZGAn4CvAVckwf/SR71rcZ5/B6O4JGjNpks/DmNFKa9ftt8MVV/j2hAlw5JGdlQ2KZzs4/3w44ww31j/ooKGKU2Z0fuaZ8NnPDleqlixxxWXyZPchtnLl0PCnnnID+A03hNmzh5978WIffXjbbW78X8/OO/tozqlTW7vOF7zAXWw88MDQ7tqM5z9/6OCEIAgGmpYUIkkHAO/CRwQegrs9AHgQ926/MTAP+DOwENjTzLqhdGUtSMsaxHsqt93KPJDTc9vNnqM+/xm57c/g9+ok4Hn49EhzgJ+k8F1xn2KlSFpUtdSdr3PEBNdjl3btuvKtXJmbiG5j5tMSZWywwVAbMgkOOcRbjT7+cR85mWfNNYceq1fK8nkVjejOh99yi9tvdZJJk2K+yiAYB7SqEB2OO0P9iJl9L43gA8DMVpnZP83sHOAleLfbTyVt1TlxB4r8vZ0MHGdmnzKz+8xsuZndgvvoujDF2V/SS3ouZRV33+3di+BdUXvv3V95gs7SjtK1aJF7nM/IjL27jeSj/A46CGbN8mlw6pmVa2yu7y6VPFxyBaxesZowwbv4sqWeiRNhzhz40pe8O3aTTUZ+TUEQjDtanXsxMxb/Xt3xIcqbmT0h6SjckP1jwDuaPYGkacDEkuAnkjuIzC1Fo7b8abntx0tjFZwnt93sOerzz+exEO9GHIKZmaQTqI2U3I+SgQFmVtn92JXWrrwB/R57+McqGDu0Y0z/zW8OdRPRy66vTTeF733PFaqZM4eHv+UtsHSpK1fTpg0Pv/NOL8MTC6qXKVPcpquMWbPaG3AQBEGQo1Wla21giZktyR1bTkHXnZldK+kJ3ParFS4BymryzXCj/YVpv+CXdAj58FYshZfi1zW5hXPU578wt/37ej9fOW7EFbTpwNYtyNh9omtxbDNnTm379tvh6adrxvVFdMtNRKvMKjHPzByQlhHG6EEQ9JlWuxcXMtz766PANElFBgkT8WlzOs2dab1Rg5F/m6X148m9Q1OY2Srcg3w+j0bnuLPu+B257dJZfVPLXdZNu1azMnadBQvcvxB418sb23F1FoxqZszw0YLg3tQz1wVlXHxxbSTrzJmdcxMRBEEwTmhV6fo7sGbdSLuszX2vfMQ0H+FUKhSOIsxsrpmpZLk3RbshrSfh9mNl7JzWN7YiQ905dpRU2CIoaSNqXutvyIeZ2SN4qxxUjJxM7imyvpLFZfF6zoUX1uxedtut2M4lGHxases69dTa9hFHdM5NRBAEwTihVaUrczb6ytyx8/DWr1MkHShpC0n7A+fgRveX03kuAjIPhYWTxkmaQ83X1s/bOEdm4D4deH1JnPy5i87xs7TeRVJZv81Lgezr1eZ8LF0g37UYDlHHLnmlq8pmqRduIoIgCMY4rSpdmYL1ttyxs4Hf4rZNP8S71X6M+6laCBQMMxoZaQ7DTCt4p6SiMev/ldZPAN9p4zQXUvM2f2K9F3lJM4APp93rzOy6gjy+BqzEW7I+VB+YWrlOSrur8PvWf5YsqX1gIey5xjLNzsGYt+Xab7/euIkIgiAYY7SkdJnZNbjj0Hm5YyuBPYEv4N1pK3Cj8h8Au5jZ3zokaz3H4yMG18Cdi75B0nqStpP0QyDNy8FniiaaljRXkqVlXn24mS0DPpJ2XwxcImknSetKejVwFe6XbCXwwSIBzewOIOuTOUnSlyRtJWmmpF2AX+D3DuB0M/tzUT4955JLahMN77BDsbPIYGxQ371Y5KNq0SL49rdr++97X/flCoIgGIPIiirZAUHSPnjrWpnj0/8FjrCCi5Q0F1ecAA41s7NLznEC3lpXNEzrGeA9Zlbq2DTNwfgd4N/K4gDfB+ZVjHBsiKRFM2bMmLFo0aLGkRvx8MPuLuKnP/WJePOTEAdjCzOfOzErN3/7m7tmyHPKKfDB9F+x3XbeDdmPUYtBEATDGajKqBve4nuGmV0E7IB3490DPI1P23MZsL+ZHV6kcLV4jhOA1+DdmQ/iriTuB74L7FylcKX0K83sIOAA3B3GAlxZW4DbfO1rZgePROHqOOut54bSF18cCtdYR6ruYly5Ek4/vbZ/9NGhcAVBELRJq366Rh1m9lfgPW2km0+TGnKKO7/Vc9TlcT5w/kjyCIKusP32cPXVvn3TTUPdg1x8sc9MAO4m4uCDey9fEATBGKEjSpekXYG3ApvjrTg3AN80s392Iv8gCLpIlduIcBMRBEHQMRp2L0qaJeksSQ9KWirpRkmH5MLPAq4Bjgb2Ad4EfBr4s6QyVwtBEIwWypSucBMRBEHQUSpbuiRNBa4GXkStK2574GxJq3Bv84el4w8C9+Ej+jbG/Vv9SNI2Zvb3LsgeBEEn2HprmDTJvdLffbe7DFlrrXATEQRB0GEatXS9B58P0ICz8Nass9L++9P+I8DeZraRme1iZpvgzlP/jiteR3VJ9iAIOsGUKfCiF9X2b7453EQEQRB0gUY2XfvjCtZxZvbsbLKS/gScksKONLMhXufN7NeSjsENx/ek5u8qCILRyPbbwy23+PZNN8G118KTT/r+ttvCq8rmoA+CIAiapVFL19Zp/Y2643k3CZeWpM2Ob96qUEEQ9Ji8Xdf11w/tWnzf+8JNRBAEQQeodI4qaQWwxMzWKQh7DFgLmFTmC0vSQ8AsM5vYIXmDEjrqHDUYf1x5Jeyxh29PnQrLlvn2zJlw//0xajEIgtHKQP0RNmrpmgAsKwlbBtDA+ejKdoQKgqDH5B2kLsu98ocfHgpXEARBhxhoj/RBEHSIddeFjTceeizcRARBEHSUULqCIHDyrV3gbiJisvMgCIKO0YxH+nUk/d+i4wAlYUPiBEEwAOywg0/7k3H00f2TJQiCYAzSjNI1GZhbEV4VBu5WIgiC0c6OO9a2t90W5s7tmyhBEARjkUZK17cbhAdBMFbYd1943evgT3+CM84INxFBEAQdptJlRDA4hMuIIAiCYBwyUH+HYUgfBEEQBEHQA0LpCoIgCIIg6AGhdAVBEARBEPSAsOkaI0haBWjGjBn9FiUIgiAIesLixYvvM7Pn9VuOZmnGZUQwGKwCJixevHhJ3fE10vrxFvNrJ10raZqJ267sY4l+34Nun79T+Uc5H2z6fQ+inLefptPxxjTR0jXGkTQfwMzmdjtdK2maiduu7GOJft+Dbp+/U/lHOR9s+n0Popy3n6bT8cY6YdMVBEEQBEHQA0LpCoIgCIIg6AGhdI0jJM2WZE0slX3uktaU9ClJN0taKmmRpD8Az2XAHNUFY49RVs7XALaSdJ+kZZIekPQTSXNHeJnBOGe0lXNJ57RbzuUcKulqSQslPSnpDkmfl7RBkzIMBGFIH7SEpM2AK4DN64JeltYbSJppZo/1VrIg6BydKOeSDgN2ZOiH6znA/sCbJZ1oZid2UOwgaIkO1ecbAi8EXpI71nQ5lzQFuADYuy5oS+A44B2S9jGz6xpe0CBgZrGMkwWYjU9AbsDr8b/womV6SfrJwK0p/ZPAUcDGKd//AFamsMv7fa2xjN9lNJRzYHdgRYp3I/AaYD1gF+DKnHwH9ft+xTKYy1gp58DXc/FOwxW4DYGDgUfS8QeAdft9zzvy3PotQCw9fNhDX9K5baQ/Kpf+wILwD+fC9+n39cYyPpfRUM6Ba1P4P4C168ImA39M4X8Hpvb7nsUyeMtYKOfAdri7IwNOLwh/eU75+0K/73knlrDpClrhPWl9o5n9uCD8y8DDdXGDYNAYUTmX9DLgpWn3c2Y2ZBZ6M1uOtySA2828YcQSB0HrjIZy/m68+305cEJ9oJn9Fvh52j1c0sCblFOupQAAFqhJREFURIXSFTSFpM2BrdPueUVxzOwZ4Gdp97WSVu+FbEHQKTpUzvfNbRfmAVyMd+kAvLENUYOgbUZROc/yuNrMHi4Iz+e9Nt6dOdCE0jXOkTS5yag75rZ/XxEvC5tK7aUOgr7S43Ke5XG/mT1QlDh90G4sOGcQtM0glXNJ6wKbtCDDsDwGkVC6xi+npaHET6chvjdKOknS+iXxt8xt312R7z0laYKgH/SjnGf7VenzebxAUtTFwUgYxHLerAx/w+2+imQYOOJFH79sA0xP21OAHYBPAHdI2qsg/rq57bJmYICHctuzRiRhEIycfpTzLI+q9Pk8plCbly4I2mEQy3lTMqTWssxebOC/KaF0jS9WAZcB78BHjayNv6g7Aqfio0RmAj+VVN+MOz23vaziHE/ltuNDEvSDfpfzLI+q9I3yCIJGDHo5b1aGfB4D/54M/EiAoHnM7D6GO6AD73O/UdJVwPnANOAUYG7vpAuCzhDlPBgPRDkfTKKlK3gWM7sAODftvkrSRrngJ3LbUyuymZbbrpx+Igj6QQ/KeZZHVfpGeQTBiBiAct6sDPk8Bv49CaUrqOfC3PYOue2Fue31KtLnwx7piERB0Hm6Wc4XFsSpymM5Y+BjEoxKRnM5b0qG5Jtr7RIZBo5QuoJ68oaTa+e278xtb1aRPh92Z2msIOgv3SzndxbEqcrjLjNbVRkzCNpjNJfzZmV4HjVdZeC/KaF0BfVsmNvOexi+Ibe9c0X6LGwZcHunhAqCDtPNcp7lsYmk5xQlTn/vO9bFD4JOM2rLuZktxKcHalaGYXkMIqF0BfXsl9vOnNphZndTe+neUpQwvWBZ+ivN7MmieEEwCuhmOc936RTmAfwLkHn4/nlJnCAYKaO9nGd5zJVU5g4iy3sR8KuSOANDKF3jCEkbNwh/K7B/2r3KzP5ZF+Wrab2jpAMKsjgWWL8ubhD0lH6XczO7Frgu7X5Y0oy6869GbZ65+4FfVMkbBEWMkXJ+Jj6Z9WQK5l6UtDM1xe8bZraiII/Bot8zbsfSuwV3QHcucDA+pcMs3IBxN+Dr1GZ7fxzYviD9ZODWFOdJ4EhgI7zP/VPAihR2eb+vNZbxu4yGco7PEZfFuwEfrr8usBNwRTpuwEH9vl+xDOYyVsp5kjWLdyqwBbABcBBubG/AA8C6/b7nnViULjoYB0haBMxoEO0B/AW5uiSPzfCXafOS9NcDrzOzx9oWNAhGwGgp55IOB84AVisINuBEMzuxgZxBUMhYKeeSpgAXUOxzDHwwwD5mdl1J+EARStc4QtL+wCtxw8SN8T+SScCjwE148++3zWxpg3zWBN6P97Vvjns+/jPwfeA082kbgqAvjKZyLunFwAfwFoD1kwy/BU41s/mtX10QOGOpnEsSMA84FJ/SaBpuZP9z4ItmtqBRHoNCKF1BEARBEAQ9IAzpgyAIgiAIekAoXUEQBEEQBD0glK4gCIIgCIIeEEpXMKaQdK8kkzS337L0GklrSjpF0l8lLU/34d5+yxUE3UDS/FTG5w1CvkHvGM3PMJSucYaks1NhNEnXN4j73RTv7B6JF4yM8/FRSJsDTwELcF8+DZG0qaRjJV0o6T5JT0taKukmSSeXTfORSz8vV67KlqYmdZa0n6S7JD0q6WuSpjaTrsm8zy6Rbamk2ySdIelFJWnn5JTZwxqc54sp3oIKT9tIWkfSxyRdI+nBlP8CSf9P0ser0o70ehrk2+hZli3zWz1X0BkkTUrv4aWS/pnK0mOS/iTpIkkflbRTv+Uc70zqtwBBX9lR0v5mdn6/BQlGhqRtgD2AZ4Ddzex3LaTdBLgXUO7wEmA6MCct75R0gJld1SC7Z/Dh4kU80YQss4Fv4Y4R/4w7TvxEWjpJXk7hw+23Tsthkt5mZj/OJzCzmyV9LsnyRUkX23Av36QP27Fp9ygze6RIAEkHAadTm4h4FbA4ybI+8ArgOEnvNbPvd/p6GlA2RH8d3B/TsiRrPWXPvhvch0+AXCTHaMy3a0haD7gYeGnu8DK8LGwJbIVPybOYoRNfBz0mWrqCT0uKcjD4bJPWN7eicCUmpvVFwIHAOmY2A58z7V+Ae4CZwAWSNizO4ll+Y2YblizPb0KWlwJ/MLNLzeeH+x9c+eg0eTk3AKYCr8eVz8nAt9KHrJ6T8Dnr1sYVpiFImgx8E7+nF5QpOpLeBXw35XM9fp+nmdk6SZa9gWtT+HdT/G5cTyFlzxD4TYryo5I4+1fl20nM7O1mtpWZ/XQQ8u0y38XfnaXAh4HnmNk0M1sbd6D6OtyB6aLyLIJeEB/b8cvV+NQP2+CtCsFgMy2tm+rCq+Mx4MVm9gYzOy/zPm1my83sElwhWAasBTT6+I+UW4GXSdpJ0kzcWWJlN3gnMLNnzOxSfEoV8Fa+YfPRmdly4DC8VerNkg6si/IJ/J1ahE+rMgy5I8lT8VaInwEvN7NLUt6ZLJcBu6ZwAadK2qHT1xMMPpK2AvZMu/9uZl8wswezcDNbamZXmNl78RavoI+E0jV+eRA4LW2fIJ9Rvily9huzS8JnZ3FKwp81dpf0nGS383dJTyX7g/fnW98kHZhsXhZJWpLsE7ZtQs5NJX0j5b1M0j3J1qZy6gxJ20r6Zoq/LJ3315LeLZ/EtdE1bZxsae6W20b9sZGsBfntn2wzHk553C/pe5J2rIt3QrrPZ6dDr6qzsZnb6FxmttjMbqoIvwPIWs9e0uq1tEI610fwVrcH8W6zE7p5zjp+S01x3booQmpJ/EraPU3SOgCStgc+mo5/oKjrMfGfeOvTA8Dbyzx+m0/u+w7gnyn+Sa1dCtDE9XSDZt8HSetKOlLSzyTdkWzRnpB0u3xQyEYV5yg1lq47/zopr3vS+f8h6SyV2Cl2K9+UfqLcdvLmVN89LOkXkl6Rwivr1hK2y21XTp5uZssKZBrJM+haXV6Xd1t1eRVt1vOTJR0j6Tcp/jNyG8ybJJ0u6eUNT9zPiR9j6f2Cf5wN+CE+QeritH9EQdzvprCz645nk5POLjnH7CxOSfi9KfxQ/INiSY4Vuby/kuKenPZX4HZGWfhjwBYVeR+Oz9lleJP7U7m0d+HN70WyHYVPg2G5tHm5rgJWrzjvO3HjdcNtmB4H/tjC85kAfDt3vhXpWrP9lcB7cvE/hCsn2XNcnvazZdcOlZvzUv4XlYTPS+HzO1hWJ3ax/BfKibcqPZ7inF6Rz3Tg7hTvHNw+9noaTxD8XGoTEX+sSZk/nuKvAp7bjetp4f7Np6BOKIjX1PsAfDFXtp8BHql73x4C5jSQZV7F+d+W234Cb7HN8r4HmNnDfFfD7a7y1/tYbvuAXNjsFp7Jgbl0z2/jmY7kGWT3YFTV5VXPMIW3XM/j7/j8XJxVSfZ8uh82vN8jfQljGayFnNKV9k9I+/cBU+ridlvpWoTbiMxJx1fHu2eyAv1xXIk4Bpie4mwL3JHinNsg77uA3dLxCcB+1D4Awz6MwJtS2BLgONKs9ngrw164YbcBZ1acdylwMzllB3hBC8/no7nr/wSwZjq+MXAuNcVr97p08+iw0pPLexK1CvVzJXGy8z8M3IZXjEvx7sIvA5v1u+zXlf/C+4Tbj2Xl+4MN8nptLu7P0vrxsvcipTk4l+ZFTcq8dS7NQd26niZlmU9rSlfl+wC8D/gY3lozKR2biLeoXpryuJU0ZV2JLPMqzv8YcCPehZuV5TdSU3Y+38N8T6SmdByD2/ABPA+4kKE/V6VlqCDfzXPpLgXWa/GZjuQZZPdjtNXlVc+wrXoeeDs1JfttwNTcvdoUeC9N/EiN6AWMZfAWhitda+F/NgYcUxe320rXo8DaBeFX5s7xqYLwV6awZcDkkryfokDZAV6dy3u33PGJubR7lcj9/PTCPUPd3xVDK+MN2nw2a1BrsfpsQfhE4JoU/qu6sHl0T+k6hpqyt3VJnOz8WSX7SLpP2bEnqVMY+lz+59cdXy1VuPek8OXUtSqV5PeN3DUacHSD+P+VK7sTmpR5AvB0SndSN6+nCVnm05rSNZL3YQquwBvwqgpZ5lWc/0FgVkH4B1P43b3IF1iTWovjxwvSrQb8MVeOZrd4r/Kt408DV+Dd2PvRohLW4jPI7seoqcurniEjqOfxgQgGfHUk71DYdI1zzGwJ8Pm0+zFJ03t4+q+ZWdFomivSejlwSkH4r/GXdArwgpK8zzWzv9QfNHd5kI3AeksuaC7+x3mruRHzMMzsr7ht06QUv4hzzKxsuH0jXocrwcupPZP8+VdSs+t5pRqPJBwxkuYAn027p5nZ7SVRHwD+A/97nWpms3Alch98tN804NuSdu+yyM2yq9wv1oOSFuDl6VL8h2EV8C4zu7+JfL6a276LghGNdayT1o+Z2apmBE3xHku7ZX67OnU9nabt98HMngZ+mXbbHcH6dSt22XFBWm/WZp3Xar574l3Sy/BBFEMwt+srquua5YiUfjneYvNa4Pgkz0OS/iDpYEmqyGMYLTyD0VSXVzGX9uv5JWld6bOwEaF0BeBGwQuADfCm5l5xS8nxh9L6XjMbNhovfYQWpt2ZJXnMrzjv1WmdN0rfNa23yH28hi25eJuU5P3bivM2IpPnJksjCAv4Fd7ilI/fFZJB8AW4wnQ9buBeiJldbmafNrPbrDYK72kzuxi/Z3/BK7GTuylzC6yGl/cNcJ9YWV34KLCzmX2rUQbpA/bF3KEX0B33Fs0w4uvpEg3fB0lbSTotGZcvkbRKtYE4x6RopcbcDbi25Pg/ctvt+K1qNd8Xp/Ufi+q0xDVtyAGA+UjjD+L10ruBH+A/AZaivAzvufiRClwEdeAZjKa6vIqR1POXpPV+kn4uH+xU6by4iFC6AszsSeAzafe4kYwIaZGy0V0rG4Tn4xSOMmFo5VcWlvdblP29TKH28SpaMu/oq5fk3ZQH+BIyeUplNx99lFVSTftdahX5iLzLgc3wynsfKxj51Axmtpha+dpF0rqdkbKGpGtLKtAPlSS52sxkZsKf6Q74YIF1gP+Vu6toxDvxP+Gn8Q+DgLMkTalIkzkPnVn08SsixcvkKXM+2onr6QaV74Okf8Vtvt6L2xRNx7vYF6Qlc6jbbgv80qKDdWW5rA7pZL5Zma+q0x5oQ4768z9kZmea2UFm9kK8XjsC+HuKciBwdD5Nh57BaKrLq2i7njezq4FP4TZ5+wI/ARamUZpflLRFMwKE0hVknIm/mDNxu4TxRvYu/Cz7eDVYTijJZ2XJ8Vbo2LQ37ZCU7svwrsL7gD1G0GWa8fsse1yR6zTrUVx5rtEoYWqRuwl4K37dc/D3oRRJz6XWBXwS8K94F+CWeMVcxp/SekqK2wxb4V1G4F21lbRzPV2k9H2QO2s9C//Y/gh37jnVzGZazRnrl7PoXZd0DGJmC8zsG3hLUPYO/3sWPg6fwYjqeTM7CXghPvDgMrzLcSv8m3m7pLc3K0Awzkl995m90LENWiOyirRMOehVS1kVVU3hWVj+LzyrkDbtjjhNkclTKoN8HsKsSXskrWpl+U+nNp3Ig7jCdV+nz9NpzGx2i8pxUR6Gd6+vBA6U9KqK6F/D7e9uwkd0LqD2s3JcsoUrYj61Lp83NSlaFs/w7uWmaPF6+sHrcaX4dnyQxfU23GfZBr0XqytkrdNV9kAjshWqwswW4iNswZWGjEF4Bq3W5VWMuJ43s3vM7GQz2xtvSX41/l5OAs6QtH5V+lC6gjzfAv6Kj7T5aEW8zGDyuSXhL+ukUG1S9YHJwm7IHctsT+ZI2rg7IjUkk2eLChl2pzZn6g0lcdpC0jR86Pqu+OjDPczsrg5lv3Nu+94O5dlxzOzP+B8/+EjDYUg6GB8gsBI4zNyJKclu6kq81eCsou7DZMye2YYcJWmtKnlS+FFp9+JWjeGbuZ4+ktUfNxcNKkg2c6/prUhd48a03kFSWevrK7ssQ9ZNuDx3bBCeQat1eRUdrefNbKWZzQfegI92nM7Q+S+HEUpX8Czp43FC2j2S8j+vzGhyv/qAZM9ybP3xPvB/JG1efzCNnsuMnfPz4l2Jd69OBL5QlXEX7WMux5urV8P9x9SfdyLwybR7jeWm+hgp8jkDz8f/2hYBe5rZbU2mrex2SIpDpsT/wcw63kLXYTLj+FeozqN/6o7577T7JTOrn6Lonbh7jJ2oGSDX8ym8gt4IOKfC+/Uk3BXAc1L8qm7LKkqvp89kE0pvW1KGjsCH748FLseVnqm47dQQ0rN+fzsZS9pMUuV9krQ6tRbT/AwZg/AMWq3Lq2i7nk91ZBnLqfUAVdl0htIVDOP71Ib4l/3hnJvWR0g6NDMclrQN3jXV7kijTrIcuETSruDGyJL2xY2LAX5pZr/OIqcm9aPwLpx/k3SBcnPdSVpN0kslfR73fdRxzOwJagbn75N0fPZXnP7KfgDsRs1xakdIytz38UmWlwKvN7NWWtGeJ+l3kg6T9GyzvXzKjL3xYeEvTHJ/rFNydwszu5HaUPf6+/wV3Cj6LtxFRn3au3PHT1LBdC5JUcs+sPsBv5G0d6Z8SZokaU/8vmUfymNbfCbNXk8/uQJ/37bF55ZcG1xJl3Qc7n6jyC3DwGFmS6nZRv2npKNTyzLpnTmP9m0dtwHulHS+pLcqNw2RpOmp3rsml///5NIOwjNoqS6vYoT1/DmSviVpL0lr5tLMxn+OpuI+xapHodoInHzFMngLdc5RS+Lkp6MY5ggRb4n5XS78GWpOPR/BPyRGY+eoc0vC59HA0WdZHpRPHfFkTt6qaYAOpeaIMnPqWT8txrDranRNLTyfiQyfBuhRalPHrASObOeeVZxz99z5nmLoNEL1y7UF6WfXlZencBuW5bljTwCHjKLyX3mfcJ9pmey7pGNvpOb8dfeKtBOB61LcSyviHYK3KmbnWVlQ1hZX3beRXE+b928+rTlHrXwfcN9N+bLzGLXpWS7FHXwWno/mnJiWnj93ztk9yncybnydrzczL/TLgTfnwgrrp5Lz7VV3D7N6a1HdsRUUO2YdyTOovB/0qS6veoYpvOV6Hnefk4VlvvOeqLu/Deu4aOkKijifij5y87+F1+HNs/fiBfAJ/APwEty4uN/8Be9b/yb+4co8EX8JeKmVTEZsbpezJd6FdBte+WRe++fjrRjNjjprGXMbgXfgzv4uxyvONfAh1z8AdjKzMzp82nw9MJXqodRFQ7MX4Abb5wJ34hXYjLS+Dvgc7sn+Ox2Wu2uY2S+p2eF8Mo3ozByhnmlmpQbt5k5sD8Mr4b0kHVIS7zt4183xeKvWI7g95aO408dP4nPpjfi+1V/PSPPrFGb2AbxL9kb8IzgxbR+L282t6J90ncXcf90++ICLW/G6ZQVuR7k7Pt9fRpGj0bJ8L8PrpA/hikHmSHSNlM8NeH22vZl9piD9aH8GbdXlVbRZz38U+DCuiN6NK9ETcTvobwE7NvOuKmlwQRAEQRD0CUmvxbv7/mZms/ssTt+RdC/uPf7V5sbqY4Jo6QqCIAiC/pMNnvllZaxgoAmlKwiCIAi6jKSJks5LgyZm5I5vI+k83DbrGQrmZgzGDpMaRwmCIAiCYIQIH6R0AICkJfg3OJtqZhVwlJmVzWMYjAFC6QqCIAiC7rMS93+4Fz7H4fq4IfbfcI/m/21tugUJBocwpA+CIAiCIOgBYdMVBEEQBEHQA0LpCoIgCIIg6AGhdAVBEARBEPSAULqCIAiCIAh6QChdQRAEQRAEPSCUriAIgiAIgh4QSlcQBEEQBEEPCKUrCIIgCIKgB/x/I6JBf6ABf24AAAAASUVORK5CYII=", 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