{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Spike Train Analysis: Exercise 3 - Higher Order Correlations\n", "\n", "This notebook covers the following topics:\n", "\n", "* Higher-order correlations; Compound Poisson Process as a model of population correlations\n", "* Complexity distribution\n", "* Analysis of higher order correlations with the SPADE method" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import quantities as pq\n", "import elephant.spike_train_surrogates as surr\n", "import elephant.statistics as stats\n", "import elephant.spike_train_generation as stocmod\n", "import elephant.spade as spade\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Task 3: Higher-order correlations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.1 Compound Poisson Process (CPP)\n", "\n", "The Compund Poisson Process (CPP) is a versatile model of parallel spike trains correlated by a well-defined correlation structure. Here, we use the CPP to generate various types of correlated data, that we will later analyse.\n", "\n", "### Exercise\n", "\n", "* Generate correlated parallel spike trains (e.g. 100) by means of the CPP (see `help(stocmod.cpp)`). \n", "* Plot the data: are correlations visible in the raster plot by eye? \n", "* Plot also the population histogram and the histogram of its values (the *complexity distribution*): is the correlation visible there? Try different firing rates and amplitude distributions.\n", "* Discuss the role of the amplitude distribution in determining the correlation structure among the parallel spike trains.\n", "* Discuss the relation between the amplitude distribution and the complexity distribution." ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Spike train parameters\n", "num_units = 100 \n", "rate = 10 * pq.Hz \n", "trial_duration = 10 * pq.s\n", "# - parameters for the CPP model\n", "assembly_size = 50\n", "assembly_size1 =60\n", "p_coinc = 0.15\n", "p_coinc1 =0.2\n", "jitter = 5 * pq.ms\n", "\n", "# Analysis parameters\n", "binsize = 5 * pq.ms\n", "\n", "# Construct the amplitude distribution for the CPP\n", "amp_dist = np.zeros(num_units + 1) \n", "amp_dist[1] = 1. - p_coinc - p_coinc1\n", "amp_dist[assembly_size], amp_dist[assembly_size1] = p_coinc, p_coinc1\n", "#amp_dist[assembly_size] = p_coinc\n", "\n", "# Generate the CPP data\n", "cpp = stocmod.cpp(rate, amp_dist, trial_duration, shift=jitter)\n", "\n", "# Compute the population histogram and the complexity distribution\n", "complexity_cpp = stats.Complexity(cpp, bin_size=binsize, binary=True)\n", "pophist = complexity_cpp.time_histogram\n", "dist_cpp = complexity_cpp.pdf().flatten().magnitude\n", "dist_cpp = np.concatenate([dist_cpp, np.zeros(num_units - len(dist_cpp))])\n", "\n", "# Plot the results\n", "fig = plt.figure(figsize=(12, 5))\n", "\n", "ax1 = plt.subplot(2, 2, 1)\n", "ax1.set_xlabel('Time (ms)')\n", "ax1.set_ylabel('Unit ID')\n", "for i, st in enumerate(cpp):\n", " ax1.plot(st.rescale('ms').magnitude, [i + 1] * len(st), '.', ms=1, color='black')\n", "\n", "ax2 = plt.subplot(2, 2, 3, sharex=ax1)\n", "ax2.set_xlabel('Time (ms)')\n", "ax2.set_ylabel('Count')\n", "ax2.plot(pophist.times.rescale('ms'), pophist[:, 0], lw=0.5)\n", "\n", "ax3 = plt.subplot(2, 2, 2)\n", "ax3.set_xlabel('Complexity')\n", "ax3.set_ylabel('Probability')\n", "ax3.bar(np.arange(len(amp_dist)), amp_dist, label='amplitude distrib.')\n", "ax3.legend()\n", "\n", "ax4 = plt.subplot(2, 2, 4)\n", "ax4.set_xlabel('Complexity')\n", "ax4.set_ylabel('Probability')\n", "ax4.plot(np.arange(num_units), dist_cpp, '.-', label='complexity distrib.')\n", "ax4.legend()\n", "\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.2 Investigating correlations by the complexity distribution\n", "\n", "The complexity distribution carries information about the probability of observing any number of synchronous spikes in the data. Such synchrony can be due to chance, or to correlations in the spiking activity. It will most of the time be a sum of the two.\n", "\n", "Generating control, independent data and comparing their complexity distribution to that of the original data can be an effective way to assess the presence of higher-order correlations (see Grün et al (2008)).\n", "\n", "### Exercise\n", "\n", "* Generate control data in terms of an independent CPP with same marginal statistics (number of neurons, firing rate)\n", "* Compare the two amplitude distributions (e.g. by plotting their difference): are correlations visible in the correlated data?" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generation of surrogates\n", "surr_sts = []\n", "\n", "for st in cpp:\n", " surr_sts.append(surr.randomise_spikes(st)[0])\n", "\n", "# Computation of the Complexity Distributions\n", "\n", "def compute_complexity_distribution(spiketrains, bin_size):\n", " n = len(spiketrains)\n", " complexity = stats.Complexity(spiketrains, bin_size=bin_size, binary=True)\n", " dist = complexity.pdf().flatten().magnitude\n", " return np.concatenate([dist, np.zeros(n - len(dist))])\n", "\n", "dist_surr = compute_complexity_distribution(surr_sts, binsize)\n", "\n", "dist_diff = dist_cpp - dist_surr\n", "\n", "# Plot the difference of the complexity distributions of the correlated and independent CPP\n", "fig = plt.figure(figsize = (12, 4))\n", "\n", "ax1 = plt.subplot(1, 2, 1)\n", "ax1.set_xlabel('Complexity')\n", "ax1.set_ylabel('Probability')\n", "ax1.plot(np.arange(num_units), dist_cpp, color='blue', label=\"CPP\")\n", "ax1.plot(np.arange(num_units), dist_surr, color='red', label=\"surrogate\")\n", "ax1.legend()\n", "\n", "ax2 = plt.subplot(1, 2, 2)\n", "ax2.set_xlabel('Complexity')\n", "ax2.set_ylabel('Probability difference')\n", "ax2.plot(np.arange(num_units), dist_diff)\n", "\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is interesting to investigate the sensitivity of this measure to the binsize parameter, proceeding with the computation of complexity for different parameter setting, both of the correlated data and of the surrogates.\n", "In particular it is possible to consider the coordinates of the second local maximum of the difference beetween complexity of correlated data and surrogate (purple line). This value is supposed to depend on the order of correlation of the data.\n", "\n", "### Exercise\n", "\n", "* Is it possible to infer a relation between the binsize and the time-precision of the synchrony embedded in the cpp model?\n" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuQAAASmCAYAAABm5L44AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeVxU5f4H8M+ZAQaQTUTABQWXRHKhIAn3CkXzmqaVmgVyTb0GpdLNslKzDZcyWkjL69Zi+rMsb8vFWySWV9TC3DI1TQUXUCtAUQaceX5/GAenOUc5wzAD4+f9ep1XzjPPec5zzpmhLw/Peb6SEEKAiIiIiIicQufsDhARERERXc8YkBMREREROREDciIiIiIiJ2JATkRERETkRAzIiYiIiIiciAE5EREREZETMSAnIiIiInIiBuRERERERE7EgJyIiIiIyIkYkBMRNTIrVqyAJEk4evRovR0jPDwc48aNq7f2iYioBgNyInKow4cPY9KkSWjXrh08PT3h5+eHXr164bXXXsPFixfleuHh4ZAkSd6Cg4PRp08ffPLJJxbt9e/f36JeYGAgbrnlFixbtgxms9nRp+ey9u3bh2effbZefwkgIrpeuTm7A0R0/fjiiy9w7733wmAwICkpCV26dEFlZSU2b96Mxx9/HD/99BPeeecduX50dDQee+wxAMDJkyfx9ttvY8SIEVi0aBH+8Y9/yPVat26NjIwMAMCZM2fw7rvvYvz48Th48CDmzp3r2JN0EQcOHIBOVzNms2/fPsyZMwf9+/dHeHi48zpGROSCGJATkUMcOXIEo0ePRtu2bfHNN9+gRYsW8nupqak4dOgQvvjiC4t9WrVqhQceeEB+nZSUhA4dOuDVV1+1CMj9/f0t6k2aNAmdOnXCm2++ieeffx7u7u71eGauyWAwOLsLRETXDU5ZISKHmD9/Ps6fP4+lS5daBOPVOnTogClTply1jdDQUHTu3BlHjhy5aj1vb2/ceuutKC8vx5kzZ65a98SJExg/fjxatmwJg8GAiIgITJ48GZWVlXKdX3/9Fffeey8CAwPltv/6y0Nubi4kScL//d//Yc6cOWjVqhV8fX1xzz33oLS0FEajEVOnTkVwcDB8fHyQkpICo9Fo0YYkSUhLS8MHH3yATp06wdPTEzExMfj222+veg7V/vOf/6BPnz5o0qQJfH19MWTIEPz000/y+9988w10Oh1mzZplsd+qVasgSRIWLVokl105h3zFihW49957AQC33XabPD0oNzcXycnJCAoKQlVVlVV/Bg4ciE6dOtWq70RE1zOOkBORQ3z22Wdo164devbsaXMbVVVVKCwsRLNmza5Z99dff4Ver0dAQIBqnZMnT6JHjx4oKSnBxIkTERkZiRMnTuCjjz7ChQsX4OHhgeLiYvTs2RMXLlzAo48+imbNmmHlypW466678NFHH+Huu++2aDMjIwNeXl548skncejQIbzxxhtwd3eHTqfDH3/8gWeffRZbt27FihUrEBERYRUcb9q0CWvWrMGjjz4Kg8GAt956C4MGDcL27dvRpUsX1XN57733kJycjMTERMybNw8XLlzAokWL0Lt3b/z4448IDw/H7bffjocffhgZGRkYPnw4br75Zpw6dQqPPPIIEhISLP7qcKW+ffvi0Ucfxeuvv46nnnoKnTt3BgB07twZDz74IN59911s2LABf/vb3+R9ioqK8M0332D27NnXulVERCSIiOpZaWmpACCGDRtW633atm0rBg4cKM6cOSPOnDkjdu3aJUaPHi0AiEceeUSu169fPxEZGSnX+/nnn8Wjjz4qAIihQ4de9RhJSUlCp9OJ77//3uo9s9kshBBi6tSpAoD47rvv5PfOnTsnIiIiRHh4uDCZTEIIITZu3CgAiC5duojKykq57pgxY4QkSWLw4MEW7cfHx4u2bdtalAEQAMQPP/wglx07dkx4enqKu+++Wy5bvny5ACCOHDki9ycgIEBMmDDBor2ioiLh7+9vUV5eXi46dOggbrzxRlFRUSGGDBki/Pz8xLFjxyz2bdu2rUhOTpZfr127VgAQGzdutKhnMplE69atxahRoyzKFy5cKCRJEr/++qsgIqKr4wg5EdW7srIyAICvr6+m/f773/+iefPm8mu9Xo8HH3wQ8+bNs6i3f/9+i3qSJGHIkCFYtmyZattmsxmffvophg4ditjYWKv3JUkCAHz55Zfo0aMHevfuLb/n4+ODiRMnYsaMGdi3b5/FyHVSUpLFnPW4uDh8+OGH+Pvf/27RflxcHF5//XVcunQJbm41P4rj4+MRExMjv27Tpg2GDRuGzz77DCaTCXq93qqvX331FUpKSjBmzBicPXvW4nrFxcVh48aNcpm3tzdWrFiBvn37om/fvti+fTuWLl2KNm3aqF6rq9HpdBg7dixef/11nDt3Tr7HH3zwAXr27ImIiAib2iUiup4wICeieufn5wcAOHfunKb94uLi8MILL0CSJHh7e6Nz586KU1DCw8OxZMkSSJIET09PdOzYEcHBwVdt+8yZMygrK7vqNBAAOHbsGOLi4qzKq6dtHDt2zKKNvwa2/v7+AICwsDCrcrPZjNLSUospOB07drQ61g033IALFy7gzJkzCA0NtXr/l19+AQDcfvvtiudQff2r9erVC5MnT0ZWVhYSExOtflnQKikpCfPmzcMnn3yCpKQkHDhwAPn5+Vi8eHGd2iUiul4wICeieufn54eWLVti7969mvYLCgpCQkLCNes1adKkVvUcQWkE+2rlQog6H7N6vfX33ntPMWC/cgQeAIxGI3JzcwFcXhf+woUL8Pb2tvn4UVFRiImJwfvvv4+kpCS8//778PDwwH333Wdzm0RE1xOuskJEDvG3v/0Nhw8fRl5enrO7AgBo3rw5/Pz8rvlLQtu2bXHgwAGr8v3798vv21P1aPeVDh48CG9vb4tpOVdq3749ACA4OBgJCQlWW//+/S3qz549Gz///DNefvllHDlyBE8++eQ1+1U9hUdNUlISvvnmG5w6dQqrVq3CkCFD0LRp02u2S0REDMiJyEGmT5+OJk2a4KGHHkJxcbHV+4cPH8Zrr73msP7odDoMHz4cn332GX744Qer96tHru+8805s377d4heJ8vJyvPPOOwgPD0dUVJRd+5WXl4cdO3bIrwsLC7F+/XoMHDhQdZQ9MTERfn5+eOmllxSXH7xy6cdt27bh5ZdfxtSpU/HYY4/h8ccfx5tvvolNmzZdtV9NmjQBAJSUlCi+P2bMGEiShClTpuDXX3+1WBeeiIiujlNWiMgh2rdvj1WrVmHUqFHo3LmzRabOLVu2YO3atfK6147y0ksv4b///S/69euHiRMnonPnzjh16hTWrl2LzZs3IyAgAE8++SQ+/PBDDB48GI8++igCAwOxcuVKHDlyBB9//LFFNkt76NKlCxITEy2WPQSAOXPmqO7j5+eHRYsW4cEHH8TNN9+M0aNHo3nz5igoKMAXX3yBXr164c0330RFRQWSk5PRsWNHvPjii3K7n332GVJSUrBnzx458P6r6Oho6PV6zJs3D6WlpTAYDLj99tvlufrNmzfHoEGDsHbtWgQEBGDIkCF2vS5ERK6MATkROcxdd92F3bt3Y8GCBVi/fj0WLVoEg8GAbt264ZVXXsGECRMc2p9WrVph27ZtmDlzJj744AOUlZWhVatWGDx4sDynOiQkBFu2bMETTzyBN954AxUVFejWrRs+++yzegk6+/Xrh/j4eMyZMwcFBQWIiorCihUr0K1bt6vud//996Nly5aYO3cuFixYAKPRiFatWqFPnz5ISUkBADz11FM4dOgQtmzZAk9PTwCAh4cHVq5ciVtvvRWPP/64/AvAX4WGhmLx4sXIyMjA+PHjYTKZsHHjRouHZ5OSkvD555/jvvvuY6ZPIiINJGGPJ4qIiKjOJElCamoq3nzzTWd3xSbr16/H8OHD8e2336JPnz7O7g4RUaPBOeRERGQXS5YsQbt27SzWbCciomvjlBUiIqqT1atXY/fu3fjiiy/w2muvXXNFFiIissSAnIiI6mTMmDHw8fHB+PHj8fDDDzu7O0REjQ7nkBMRERERORHnkBMREREROREDciIiIiIiJ3L5OeRmsxknT56Er68vHzQiIiKi64oQAufOnUPLli3tnsisLioqKlBZWWnTvh4eHnIuBVfh8gH5yZMnERYW5uxuEBERETlNYWEhWrdu7exuALgcjEe09UHRaZNN+4eGhuLIkSMuFZQ7NSBftGgRFi1ahKNHjwIAbrzxRsyaNQuDBw8GcPmGPfbYY1i9ejWMRiMSExPx1ltvISQkpNbH8PX1BQDckvAU3Nwtb9yFYOvTb77xuGI74o9SxXLT+QvKBxZm5XJJ4bdTlbqSXq/ctMm2D7DTKZ07oO1aqdSX3NyVq16qqk3PHKM+z0frtdXCTvdN0ln/hcpen2Wl74owqzyv7oTvm97fT7ntKuX7KYy1HzVqSD8P3Nq0Uiw3F51RLlcaHbPXZ1nDz9rGQMvn87r/f0djPWY9uYQqbMaXcjzUEFRWVqLotAnH8sPh56tt1L7snBltY46isrKSAbm9tG7dGnPnzkXHjh0hhMDKlSsxbNgw/Pjjj7jxxhsxbdo0fPHFF1i7di38/f2RlpaGESNG4H//+1+tj1E9TcXN3dMqINd7WJ++m0453bOQPFTaVwv4tAQrKgGCpPJDVe0HRUOn2m+NAblCfUlSCWAb0iyl+jwfrddWCzvdN6UpY/b6LCt9V4SktoCU479vepWfH0JlGp1635XqNpyfB2o/P80qn2ez0nna67Os4WdtY6Dl83nd/7+jsR6zvvz5NWuI03Z9fCX4+GrrlxkN7zzswakB+dChQy1ev/jii1i0aBG2bt2K1q1bY+nSpVi1ahVuv/12AMDy5cvRuXNnbN26FbfeeqszukxEREREdmASZpg0Lr5taoR/paiNBvPrsslkwurVq1FeXo74+Hjk5+ejqqoKCQkJcp3IyEi0adMGeXl5TuwpEREREdWVGcKmzRU5/aHOPXv2ID4+HhUVFfDx8cEnn3yCqKgo7Ny5Ex4eHggICLCoHxISgqKiItX2jEYjjEaj/LqsrKy+uk5ERERENjLDrHkSkPY9GgenB+SdOnXCzp07UVpaio8++gjJycnYtGmTze1lZGRgzpw5duwhEREREdmbSQiYNCaM11q/sXD6lBUPDw906NABMTExyMjIQPfu3fHaa68hNDQUlZWVKCkpsahfXFyM0NBQ1fZmzJiB0tJSeSssLKznMyAiIiIisp3TA/K/MpvNMBqNiImJgbu7O3JycuT3Dhw4gIKCAsTHx6vubzAY4OfnZ7ERERERUcPCOeQ1nDplZcaMGRg8eDDatGmDc+fOYdWqVcjNzcWGDRvg7++P8ePHIz09HYGBgfDz88MjjzyC+Ph4rrBCRERE1MiZIWDSGGC7akDu1BHy06dPIykpCZ06dcIdd9yB77//Hhs2bMCAAQMAAK+++ir+9re/YeTIkejbty9CQ0Oxbt06Z3aZiIiIiOzAkSPkWVlZCA8Ph6enJ+Li4rB9+/ar1s/MzESnTp3g5eWFsLAwTJs2DRUVFTYduzacOkK+dOnSq77v6emJrKwsZGVl1flYlb56mDwskyVISpn8LilnMhNXrNxi0YZC9kEAEGoJ0TSsn1mvWdU0ZiFTy/ym2IRav7WuHaohE6TmDJZaj6mlbbU2tJyP1ntfj+uyqn3GAW3ZAFW/E3ageEyN9141s6cdSG7KP2pFhfLPlQaTUVHr90ctKZSHSmI1hWtur+y6yplh7dK0U2j5fKp+fhpSxks1Sn1xxrrTLrrWdUPjqIc616xZg/T0dCxevBhxcXHIzMxEYmIiDhw4gODgYKv6q1atwpNPPolly5ahZ8+eOHjwIMaNGwdJkrBw4ULNx6+NBjeHnIiIiIjIXhYuXIgJEyYgJSUFUVFRWLx4Mby9vbFs2TLF+lu2bEGvXr1w//33Izw8HAMHDsSYMWOuOapeFwzIiYiIiMjhzDZuwOU8M1duRpWZDJWVlcjPz7dINKnT6ZCQkKCaaLJnz57Iz8+XA/Bff/0VX375Je688866nrIqp69DTkRERETXH5MND3VW1w8LC7Monz17Np599lmr+mfPnoXJZEJISIhFeUhICPbv3694jPvvvx9nz55F7969IYTApUuX8I9//ANPPfWUpr5qwYCciIiIiBzOJC5vWvcBgMLCQoulrQ0Gg936lZubi5deeglvvfUW4uLicOjQIUyZMgXPP/88Zs6cabfjXIkBORERERE53JVTULTsA6DWuWaCgoKg1+tRXFxsUX61RJMzZ87Egw8+iIceeggA0LVrV5SXl2PixIl4+umnodPZf8Y355ATERERkUvy8PBATEyMRaJJs9mMnJwc1USTFy5csAq69X+uNidsWOWlNjhCTkREREQOZ4YEE9SW1lXfR6v09HQkJycjNjYWPXr0QGZmJsrLy5GSkgIASEpKQqtWrZCRkQEAGDp0KBYuXIibbrpJnrIyc+ZMDB06VA7M7Y0BORERERE5nFlc3rTuo9WoUaNw5swZzJo1C0VFRYiOjkZ2drb8oGdBQYHFiPgzzzwDSZLwzDPP4MSJE2jevDmGDh2KF198UfvBa0kS9TX23kCUlZXB398fMfe9CL2Hp8V7JoX5/803HFNsx3zmrGK5ehKUBp6BwhmJgexFqe8aku5cVX0mBtLajj3atgMt9x5oQJ99rfenHpOmuDVrplhuPl+uXG6sv2xwmmj8/ri1DVMsF2d/Uyw3KyRGsltiIIXPbYP5bNrCHp/PxpoYiOrkkqhCLtajtLS0VnOuHaE6Ntv2Uyh8fLV9Rs6fMyPuxqIGdT72cN2MkJvdAOkvZ6tXWrLS3V25AbVMe5WVdeuYDdQCJC3/s9GaYVStba3BmkpnVA5a+4yX9rgmV6X1fypaaDof5Sbq8/zVMgSqHVNyU75WSoFWvd43JwTeqlS+b2qBt04hs6XZCT9rNLt4UbFY9eeHUjZNO/0ipekz5IzPhFb26Is92rDXtVIb/HGz/n+wvX5Jo4bHZMOUFa31G4vrJiAnIiIioobDLCSYhcY55BrrNxZcZYWIiIiIyIk4Qk5EREREDscpKzUYkBMRERGRw5mgg0njZI1G/Gj2VTEgJyIiIiKHEzbMIRcuOoecATkRERERORynrNTgQ51ERERERE7EEXIiIiIicjiT0MEkNM4hd9F0lgzIiYiIiMjhzJBg1jhZwwzXjMgZkBMRERGRw3EOeY3rJyCX/tyuIJSydldpTNHbCFIuK6YitlNKecV2tKaZ15riXLEJ+/zGXK+p3DUcU+v51Gf/1O6PUDukhs++5vum5bOl8TtYn/deVBgVy3UGT8Vyc2WldaGdUsprui5af44ZPDRVN1ddqv0x7XA+mu+xva65ljbUaP25ao9j2qMNjfXFJY3/D7YHpWvbgP4f7spsm7LCEXIiIiIiIru4PGVF24i31vqNBVdZISIiIiJyIo6QExEREZHDmW3I1MmHOomIiIiI7IRzyGswICciIiIihzNDx2UP/8SAnIiIiIgcziQkmITGZQ811m8s+FAnEREREZETcYSciIiIiBzOZMNDnSZOWSEiIiIisg+z0MGs8aFOMx/qbNzMbhIkN8t5R5JSlkBJeW6SqGwg2cNsUK9ZHBUPaKcMZ07IlKbpWqncH0mn8hmyx32wVxZUe7BHtkI7HVMx26nmTKLKWRy1UMqKe7lplbaFcgZPtc+QYhNaz7M+swtfrFA+pJvy/2okvXWmTnFJpR926J/m76DWbK8K903tmHbLDOvgn5Oq/VbLutuQMl42gsza1xuOkNe4bgJyIiIiImo4zND+kKar/vrEhzqJiIiIiJyII+RERERE5HC2rUPummPJDMiJiIiIyOFsy9TpmgG5a54VERERETVoZkg2bbbIyspCeHg4PD09ERcXh+3bt6vW7d+/PyRJstqGDBli66leEwNyIiIiInK46hFyrZtWa9asQXp6OmbPno0dO3age/fuSExMxOnTpxXrr1u3DqdOnZK3vXv3Qq/X4957763rKatiQE5EREREDle97KHWTauFCxdiwoQJSElJQVRUFBYvXgxvb28sW7ZMsX5gYCBCQ0Pl7auvvoK3tzcDciIiIiIirSorK5Gfn4+EhAS5TKfTISEhAXl5ebVqY+nSpRg9ejSaNGlSX93kQ51ERERE5HhmIcGsdR3yP+uXlZVZlBsMBhgMBqv6Z8+ehclkQkhIiEV5SEgI9u/ff83jbd++HXv37sXSpUs19VMrjpATERERkcOZbZiuUr3sYVhYGPz9/eUtIyOjXvq4dOlSdO3aFT169KiX9qs5dYQ8IyMD69atw/79++Hl5YWePXti3rx56NSpk1ynf//+2LRpk8V+kyZNwuLFizUd65IXIP7yi5NHmUJFtTTH7sqXSnOaY6XUvfWdtlehffW0zRrbrsfz0ZRa2hkpkVVTk6ukT4fyxdX0GWoMqZ/V0tsrpJXX/P1RO6SGdjSn/rZHPxRSql/1mAr32S4/ay4ftP7a8PBQrl5+QbncTve/3mg8fy2fIa3nLql+hjT8DLbDZ8Ipn0N7aUg/JwkAYBY6mDU+pFldv7CwEH5+fnK50ug4AAQFBUGv16O4uNiivLi4GKGhoVc9Vnl5OVavXo3nnntOUx9t4dQR8k2bNiE1NRVbt27FV199haqqKgwcOBDl5eUW9SZMmGDxtOv8+fOd1GMiIiIisgcTJJs2APDz87PY1AJyDw8PxMTEICcnRy4zm83IyclBfHz8Vfu3du1aGI1GPPDAA/Y7aRVOHSHPzs62eL1ixQoEBwcjPz8fffv2lcu9vb2v+VsMEREREdFfpaenIzk5GbGxsejRowcyMzNRXl6OlJQUAEBSUhJatWplNe1l6dKlGD58OJo1a1bvfWxQD3WWlpYCuLzczJU++OADvP/++wgNDcXQoUMxc+ZMeHt7O6OLRERERGQHdZmyosWoUaNw5swZzJo1C0VFRYiOjkZ2drb8oGdBQQF0Ost2Dxw4gM2bN+O///2v5uPZosEE5GazGVOnTkWvXr3QpUsXufz+++9H27Zt0bJlS+zevRtPPPEEDhw4gHXr1im2YzQaYTQa5dd/fQqXiIiIiJzPBMhTULTsY4u0tDSkpaUpvpebm2tV1qlTJwhR92eLaqvBBOSpqanYu3cvNm/ebFE+ceJE+d9du3ZFixYtcMcdd+Dw4cNo3769VTsZGRmYM2dOvfeXiIiIiGznqBHyxqBBnFVaWho+//xzbNy4Ea1bt75q3bi4OADAoUOHFN+fMWMGSktL5a2wsNDu/SUiIiKiujEJnU2bK3LqCLkQAo888gg++eQT5ObmIiIi4pr77Ny5EwDQokULxffVFoYnIiIiImqInBqQp6amYtWqVVi/fj18fX1RVFQEAPD394eXlxcOHz6MVatW4c4770SzZs2we/duTJs2DX379kW3bt2c2XUiIiIiqgMBCWaNc8iFxvqNhVMD8kWLFgG4nPznSsuXL8e4cePg4eGBr7/+Wl6eJiwsDCNHjsQzzzzjhN4SERERkb3YMgWFU1bqwbWeXg0LC7PK0mnzsXSXtyu5lyscXyUjp3rDGjN/2SFTmOaMgkpZ/+zQxuVi699UVbN9qmVsU6GaEU6hHbUsdoCGbJ8aqWZ8vFSlsoOWa6jSP60Z+NRoyt6qMaOgSjuKfa/HzHn1fT6K7aidT9UlTce0y3WxR7ZGrf2orFQ5ZO2PqfW+aamvOUurE36+q90fu2Q1bQzZMZ2RzdoZxyQAgFlIMAttI95a6zcWDWaVFSIiIiK6fpigg0nj+iJa6zcWDMiJiIiIyOE4Ql7DNX/NICIiIiJqJDhCTkREREQOZ4YOZo1jw1rrNxYMyImIiIjI4UxCgknjFBSt9RsLBuRERERE5HCcQ16DATkREREROZwQOpg1risuXHQdctc8KyIiIiKiRoIj5ERERETkcCZIMEHjHHKN9RsLBuRERERE5HBmoX1OuNZE443FdROQC+nydqUqb4UPgVE59TMkjb+RaUhlrnNXvg1mlTTUmo9phxTA6qnpNbBHCmWVdoQdskprpTmVtcr5C7PCeWq9l3a4x/ZITX61ci3fCXt8llXPx829zm3XN8W+q1wTrfenPtO7Q6cx7btCO1q/V3ZpW8tn82q0tKPxPmi+z4qNaDxPZ3wn6vPz2YC+43SZ2YY55FrrNxbXTUBORERERA2HGRLMGqegaK3fWDAgJyIiIiKH4zrkNVxz3J+IiIiIqJHgCDkRERERORznkNdgQE5EREREDmeGDZk6OYeciIiIiMg+hA0PdQoG5ERERERE9mEWNoyQ86FOIiIiIiKyN46QExEREZHD8aHOGtdNQF7lC5gNlmW+hQr5V92Vs/iJyir7dEQhU5jmjJwq1LJp2iOLpVDLVatwPmoZ5bS2rXo+SpktnZGBzV5Z7+ozM50W9ZhJVa1ca/ZBTfU19k9rhkilvqh+TzRmsNTyHdKcMVYLrfdY5TzVm1f6jtshIyWg7fNsr58fWtrR/Pm0oT9Wh1T7mVr3XOR2ySRqL1rvJzN4Og2nrNRwzV8ziIiIiKhBq87UqXWzRVZWFsLDw+Hp6Ym4uDhs3779qvVLSkqQmpqKFi1awGAw4IYbbsCXX35p07Fr47oZISciIiKihsNRI+Rr1qxBeno6Fi9ejLi4OGRmZiIxMREHDhxAcHCwVf3KykoMGDAAwcHB+Oijj9CqVSscO3YMAQEBmo9dWwzIiYiIiMhlLVy4EBMmTEBKSgoAYPHixfjiiy+wbNkyPPnkk1b1ly1bht9//x1btmyB+59TmcPDw+u1j5yyQkREREQOVz1CrnUDgLKyMovNaDQqHqOyshL5+flISEiQy3Q6HRISEpCXl6e4z7///W/Ex8cjNTUVISEh6NKlC1566SWY6vGZCAbkRERERORwdQnIw8LC4O/vL28ZGRmKxzh79ixMJhNCQkIsykNCQlBUVKS4z6+//oqPPvoIJpMJX375JWbOnIlXXnkFL7zwgn0vwBU4ZYWIiIiIHK4uc8gLCwvh5+cnlxsMBrVdtPfLbEZwcDDeeecd6PV6xMTE4MSJE1iwYAFmz55tt+NciQE5ERERETmcADSvmlK9SKefn59FQK4mKCgIer0excXFFuXFxcUIDQ1V3KdFixZwd3eH/orlPDt37oyioiJUVlbCw8NDU59rg1NWiIiIiMjh6jJlpbY8PDwQExODnJycmuOazcjJyUF8fLziPr169cKhQ4dgNtesUX/w4EG0aNGiXoJxgAE5EREREbmw9PR0LFmyBCtXrsTPP/+MyZMno7y8XF51JSkpCTNmzJDrT548Gb///jumTJmCgwcP4osvvsBLL72E1NTUeusjp6wQERERkcM5ah3yUaNG4cyZM5g1axaKiooQHR2N7Oxs+UHPgoIC6K7INBwWFoYNGzZg2rRp6NatG1q1aoUpU6bgiSee0Hzs2rpuAnLJfHm7kslT4aZWVSnvr5YW+JJy/XpNh66WWlkt/bFSO/ZKLazQtmqqZI3p3VXPR0PfVe+b1lTR9kjDreH8NX/e6rEvmtPYm+vetmp9O6T4tlcqb8V21K6r2jVUS2WupW01WtPe17Xu1ajcN7ucpxp7/NyrT07oi10++yr3R/N30x6fT2r0HBWQA0BaWhrS0tIU38vNzbUqi4+Px9atW206li2um4CciIiIiBoORwbkDR0DciIiIiJyOCEkCI0Bttb6jQUf6iQiIiIiciKOkBMRERGRw5khaV6HXGv9xoIBORERERE5HOeQ12BATkREREQOxznkNRiQExEREZHDcYS8BgNyIiIiInI4jpDX4CorREREREROdN2MkJv1gPSXs1X8JcuskgVTa/ZJDRkSNWXrs+WY9mCv7HlK7NBvzRk57ZDBUr0zdW9Dc0ZONRo+K2rXUI1qBk8391ofU2hNHOjgjKmaqR1T7dqq9UWqe0ZSzedvh++hMBrr3IZaP1S/41qyT9rh5/VV6zd0Wj/7Sudpr3NvrNeQ7ErYMGWFI+T1ICMjA7fccgt8fX0RHByM4cOH48CBAxZ1KioqkJqaimbNmsHHxwcjR45EcXGxk3pMRERERPYgAAihcXN2p+uJUwPyTZs2ITU1FVu3bsVXX32FqqoqDBw4EOXl5XKdadOm4bPPPsPatWuxadMmnDx5EiNGjHBir4mIiIiorqrXIde6uSKnTlnJzs62eL1ixQoEBwcjPz8fffv2RWlpKZYuXYpVq1bh9ttvBwAsX74cnTt3xtatW3Hrrbc6o9tEREREVEd8qLNGg3qos7S0FAAQGBgIAMjPz0dVVRUSEhLkOpGRkWjTpg3y8vIU2zAajSgrK7PYiIiIiIgaqgYTkJvNZkydOhW9evVCly5dAABFRUXw8PBAQECARd2QkBAUFRUptpORkQF/f395CwsLq++uExEREZFG1euQa91cUYMJyFNTU7F3716sXr26Tu3MmDEDpaWl8lZYWGinHhIRERGRvWh+oPPPzRU1iGUP09LS8Pnnn+Pbb79F69at5fLQ0FBUVlaipKTEYpS8uLgYoaGhim0ZDAYYDIb67jIRERER1QHnkNdw6gi5EAJpaWn45JNP8M033yAiIsLi/ZiYGLi7uyMnJ0cuO3DgAAoKChAfH+/o7hIRERGRnVQH5Fo3V+TUEfLU1FSsWrUK69evh6+vrzwv3N/fH15eXvD398f48eORnp6OwMBA+Pn54ZFHHkF8fDxXWCEiIiIil+DUgHzRokUAgP79+1uUL1++HOPGjQMAvPrqq9DpdBg5ciSMRiMSExPx1ltvObinRERERGRPZiFB0jji7aoPdTo1IBe1mJnv6emJrKwsZGVl1e1Ybpe3K+mr6vHJAA0pl4XZDumMNR5TcxpqDWmONaexV22o9tdFrW1Jp/zF1ZyyXQs7pGy32zXU0BfVtjWejz0+Q6rs8BlXo/n8laj1z6zShlrbSuVqbauUq3/26+/DL6n0xax2TKX6KtdEc7/tcd+ul/Tu18t5UoNjy0OafKiTiIiIiMhOLgfkWh/qrKfOOBkDciIiIiJyOK6yUoMBORERERE5nPhz07qPK2owiYGIiIiIiK5HHCEnIiIiIofjlJUaHCEnIiIiIscTNm42yMrKQnh4ODw9PREXF4ft27er1l2xYgUkSbLYPD09bTtwLTEgJyIiIiLHsyVLpw0j5GvWrEF6ejpmz56NHTt2oHv37khMTMTp06dV9/Hz88OpU6fk7dixY3U502tiQE5EREREDle9DrnWTauFCxdiwoQJSElJQVRUFBYvXgxvb28sW7ZMdR9JkhAaGipvISEhdTjTa2NATkREREQuqbKyEvn5+UhISJDLdDodEhISkJeXp7rf+fPn0bZtW4SFhWHYsGH46aef6rWf181DnWaDAAyWv1bpKxR+zXJ3V25AS0Y9rVTa0JxNU4VSO6pt2CFjnb0ycqplGtRyTLudp0L9+swCaq+smWoUPxOXquzTtpbrYq8MiUqZR7Xe+4ZESx9VM1tqPKQdfk7UazZNe7DD9/6q9Ru6xtpvcll1eaizrKzMotxgMMBgMFjVP3v2LEwmk9UId0hICPbv3694jE6dOmHZsmXo1q0bSktL8fLLL6Nnz5746aef0Lp1a039ra1G8H8mIiIiInI51XPCtW4AwsLC4O/vL28ZGRl261Z8fDySkpIQHR2Nfv36Yd26dWjevDnefvttux3jr66bEXIiIiIiajhsmRNeXb+wsBB+fn5yudLoOAAEBQVBr9ejuLjYory4uBihoaG1Oqa7uztuuukmHDp0SFtnNeAIORERERE5Xh2WPfTz87PY1AJyDw8PxMTEICcnRy4zm83IyclBfHx8rbppMpmwZ88etGjRwpazrBWOkBMRERGRy0pPT0dycjJiY2PRo0cPZGZmory8HCkpKQCApKQktGrVSp728txzz+HWW29Fhw4dUFJSggULFuDYsWN46KGH6q2PDMiJiIiIyOEclalz1KhROHPmDGbNmoWioiJER0cjOztbftCzoKAAOl3NpJE//vgDEyZMQFFREZo2bYqYmBhs2bIFUVFRmo9dWwzIiYiIiMg5bMy8qVVaWhrS0tIU38vNzbV4/eqrr+LVV191QK9qMCAnIiIiIodz1Ah5Y8CAnIiIiIgc74qHNDXt44IYkBMRERGRE0h/blr3cT02L3t46dIlfP3113j77bdx7tw5AMDJkydx/vx5u3WOiIiIiMjV2TRCfuzYMQwaNAgFBQUwGo0YMGAAfH19MW/ePBiNRixevNje/awzob+82UpzGns7pOfWnILeHlRSK6uev1IfNaZn1tS2Whtq6drNyvdBc9p7hXPSmppcldL1qs909VD53NotTbjy/ZTc3GvXj/qmNU26Gjt8x1XZ4TOh/ZAaft5o/DmhSumc7JXe3R5tM9V87dnt5wddVzhlRWbTT/gpU6YgNjYWf/zxB7y8vOTyu+++22LhdSIiIiIiRXVIDORqbBoh/+6777BlyxZ4eHhYlIeHh+PEiRN26RgRERERuTAhXd607uOCbArIzWYzTAp/aj5+/Dh8fX3r3CkiIiIicm1CXN607uOKbJqyMnDgQGRmZsqvJUnC+fPnMXv2bNx555326hsRERERkcuzaYT8lVdeQWJiIqKiolBRUYH7778fv/zyC4KCgvDhhx/au49ERERE5Gr4UKfMpoC8devW2LVrF9asWYNdu3bh/PnzGD9+PMaOHWvxkCcRERERkSLOIZfZnBjIzc0NY8eOxdixY+3ZHyIiIiK6Dkji8qZ1H1dk0xxyvV6P2267Db///rtFeXFxMfRa16ElIiIiousPlz2U2RSQCyFgNBoRGxuLn376yeo9IiIiIqKrqp6yonVzQTZNWZEkCR9//DHmzp2L+Ph4vPfeexg2bJj8XkNk9jADhr9kDFPq6qVLyvtXKZerckZ2MpVjKmarVMmqpp7xsf4yKqpmCNR0DVX+MqN2TdQSrGrIyKo5e2s9fiY0Z3XVkglS42dF0zHrM3Oi1syBWjN4ariGQuXniup9q+esnIo0XFvVz77RWG/HpAaO95KoTmweIdfr9Xjttdfw8ssvY9SoUXjhhRc4Ok5EREREtcMpKzKbH+qsNnHiRHTs2BH33nsvvv32W3v0iYiIiIhcHZc9lNk0Qt62bVuLhzdvu+02bN26FYWFhXbrGBERERG5MI6Qy2waIT9y5IhVWYcOHfDjjz+iuLi4zp0iIiIiIhfHdchldn1yyNPTE23btrVnk0RERERELq3WI+SBgYE4ePAggoKC0LRp06uupvLX9cmJiIiIiK7ExEA1ah2Qv/rqq/D19ZX/3VCXNyQiIiKiRoAPdcpqHZAnJyfL/x43blx99IWIiIiI6Lpj0xzyHTt2YM+ePfLr9evXY/jw4XjqqadQWVlpt84RERERkWuSUDNtpdabsztdT2wKyCdNmoSDBw8CAH799VeMGjUK3t7eWLt2LaZPn27XDhIRERERuTKbAvKDBw8iOjoaALB27Vr069cPq1atwooVK/Dxxx/Xup1vv/0WQ4cORcuWLSFJEj799FOL98eNGwdJkiy2QYMG2dJlwE1YbZIZVpsqYVbeJJ3yZg/2alup32pVTSbFTdLrFbd669/Vrq3CJsxCcdPeldq3o3attPRb6z1WvQ/2oHIfJJ2kuKmevwb2Op/6akPS69U/n0ptqFwr1WOq1dfwnXUGte+JMJuVt0tVils9d7JBX0MiQs2yh1o3F2RT5CiEgNl8+Yfb119/jTvvvBMAEBYWhrNnz9a6nfLycnTv3h1ZWVmqdQYNGoRTp07J24cffmhLl4mIiIioIWFiIJlNAXlsbCxeeOEFvPfee9i0aROGDBkC4HLCoJCQkFq3M3jwYLzwwgu4++67VesYDAaEhobKW9OmTW3pMhERERE1JA4MyLOyshAeHg5PT0/ExcVh+/bttdpv9erVkCQJw4cPt+3AtWRTQJ6ZmYkdO3YgLS0NTz/9NDp06AAA+Oijj9CzZ0+7djA3NxfBwcHo1KkTJk+ejN9++82u7RMRERGR42l+oNOGdcsBYM2aNUhPT8fs2bOxY8cOdO/eHYmJiTh9+vRV9zt69Cj++c9/ok+fPjaeYe3VetnDK3Xr1s1ilZVqCxYsgN5e81lxebrKiBEjEBERgcOHD+Opp57C4MGDkZeXp3oco9EIo9Eovy4rK7Nbf4iIiIjIThy0DvnChQsxYcIEpKSkAAAWL16ML774AsuWLcOTTz6puI/JZMLYsWMxZ84cfPfddygpKdF+YA1sCsirVVZW4vTp0/J88mpt2rSpU6eqjR49Wv53165d0a1bN7Rv3x65ubm44447FPfJyMjAnDlz7HJ8IiIiImq8KisrkZ+fjxkzZshlOp0OCQkJyMvLU93vueeeQ3BwMMaPH4/vvvuu3vtp8yorffr0gZeXF9q2bYuIiAhEREQgPDwcERER9u6jrF27dggKCsKhQ4dU68yYMQOlpaXyVlhYWG/9ISIiIiIb1WEOeVlZmcV25eyIK509exYmk8nqGceQkBAUFRUp7rN582YsXboUS5YsqesZ1ppNI+QpKSlwc3PD559/jhYtWkCSHLMEzfHjx/Hbb7+hRYsWqnUMBgMMBoND+kNEREREtrFlTnh1/bCwMIvy2bNn49lnn61zn86dO4cHH3wQS5YsQVBQUJ3bqy2bAvKdO3ciPz8fkZGRdTr4+fPnLUa7jxw5gp07dyIwMBCBgYGYM2cORo4cidDQUBw+fBjTp09Hhw4dkJiYWKfjEhEREZGT2bKu+J/1CwsL4efnJxerDcYGBQVBr9ejuLjYory4uBihoaFW9Q8fPoyjR49i6NChcln11Gw3NzccOHAA7du319bnWrApII+KitK03riaH374Abfddpv8Oj09HQCQnJyMRYsWYffu3Vi5ciVKSkrQsmVLDBw4EM8//zxHwImIiIgauzo81Onn52cRkKvx8PBATEwMcnJy5KULzWYzcnJykJaWZlU/MjLSauGSZ555BufOncNrr71mNTJvLzYF5PPmzcP06dPx0ksvoWvXrnB3d7d4vzYXCAD69+8PIdTvxIYNG2zpnjKD6fJ2BaGzPn1RqZw9Ti3zn9bMhPVKLcOjUoa6xpC1TkMf1e+P2g7K10q1nUsKfdFyva9GoR217I6qnzetGVKV6qv0Wy1TqeTmrliu6Tthh2ulekyN18Qe32XVa6WW7VVLNlk7XStN7Wi8hqoZUu31XSEiskF6ejqSk5MRGxuLHj16IDMzE+Xl5fKqK0lJSWjVqhUyMjLg6emJLl26WOwfEBAAAFbl9mRTQJ6QkAAAViudCCEgSRJMDSlIJSIiIqIGpy5zyLUYNWoUzpw5g1mzZqGoqAjR0dHIzs6WH/QsKCiATmfTOid2Y1NAvnHjRnv3g4iIiIiuJw5ahxwA0tLSFKeoAJeTUF7NihUrbDuoBjYF5P369bN3P4iIiIjoemJL5k0bA/KGrtYB+e7du9GlSxfodDrs3r37qnW7detW544RERERkQtz4Ah5Q1frgDw6OhpFRUUIDg5GdHQ0JElSfCCTc8iJiIiI6JoYkMtqHZAfOXIEzZs3l/9NRERERER1V+uAvG3btvK/fXx80KxZMwCXF2ZfsmQJLl68iLvuugt9+vSxfy+JiIiIyKU4apWVxkDTGi979uxBeHg4goODERkZiZ07d+KWW27Bq6++infeeQe33XYbPv3003rqKhERERGR69EUkE+fPh1du3bFt99+i/79++Nvf/sbhgwZgtLSUvzxxx+YNGkS5s6dW199JSIiIiJXIWzcXJCmZQ+///57fPPNN+jWrRu6d++Od955Bw8//LC8mPojjzyCW2+9tV46Wld6dzN0Hn/JCqd0U1UeSLVbhkTFxu2Ugc8ebWjM1miPtu3Rjr0ypopLyplaNV1zO9wfTdfbSTRfK6X7r/WzolKulCFS7TOhmo1V6zVX6ItahlWt51OvP1e0tK3xO+uUzMXMAkrUaHHKSg1NP/V///13hIaGArg8j7xJkyZo2rSp/H7Tpk1x7tw5+/aQiIiIiMiFaU4MJEnSVV8TEREREdWKi454a6U5IB83bhwMBgMAoKKiAv/4xz/QpEkTAIDRaLRv74iIiIjINXEdcpmmgDw5Odni9QMPPGBVJykpqW49IiIiIiKXxznkNTQF5MuXL6+vfhARERHR9YQj5DI7PMpPRERERES20jyHnIiIiIiorjhlpQYDciIiIiJyPE5ZkTEgJyIiIiLHY0AuY0BORERERA7HKSs1rpuAXO9xCXqPS5ZlFQqnr1N5zrU+0zNrTZNthxT0aim+hVm5L+r17fDNsEeacHtdQzukfVe9VmppxZXa0XiP1Y9Z+/pq915LuvqrUWy/PtObq9wftftgl/NRravyPbHHZ1/rNazPa37pknJ5fR5TS9v1+XOciLTjCLmMq6wQERERETnRdTNCTkREREQNCEfIZQzIiYiIiMjhOIe8BgNyIiIiInI8jpDLGJATERERkcNxhLwGH+okIiIiInIijpATERERkeNxyoqMATkREREROR4DchmnrBARERGRw0k2brbIyspCeHg4PD09ERcXh+3bt6vWXbduHWJjYxEQEIAmTZogOjoa7733no1Hrp3rZoTcx6sSei/L26i7ZLCuaFbJ2GaH7Jg2taPlkCqZBpUyE6plcFSjKYuj2rnbIyuhndpRvVb2yDxan9SyT2rMBKnpPDVeb9W2FT4rTrkPWq+Jhqyuam1IaklA7ZFlsgFRzUbbUDAjJ1HD4qAR8jVr1iA9PR2LFy9GXFwcMjMzkZiYiAMHDiA4ONiqfmBgIJ5++mlERkbCw8MDn3/+OVJSUhAcHIzExETtHaiFhv8TnoiIiIjIRgsXLsSECROQkpKCqKgoLF68GN7e3li2bJli/f79++Puu+9G586d0b59e0yZMgXdunXD5s2b662PDMiJiIiIyOGqlz3UugFAWVmZxWY0GhWPUVlZifz8fCQkJMhlOp0OCQkJyMvLu2YfhRDIycnBgQMH0LdvX7uctxIG5ERERETkeMLGDUBYWBj8/f3lLSMjQ/EQZ8+ehclkQkhIiEV5SEgIioqKVLtWWloKHx8feHh4YMiQIXjjjTcwYMCAupztVV03c8iJiIiIqIGx8ZGhwsJC+Pn5ya8NBoXnAuvA19cXO3fuxPnz55GTk4P09HS0a9cO/fv3t+txqjEgJyIiIiKHq0umTj8/P4uAXE1QUBD0ej2Ki4styouLixEaGqq6n06nQ4cOHQAA0dHR+Pnnn5GRkVFvATmnrBARERGR49VhykpteXh4ICYmBjk5OXKZ2WxGTk4O4uPja92O2WxWnaduDxwhJyIiIiKXlZ6ejuTkZMTGxqJHjx7IzMxEeXk5UlJSAABJSUlo1aqVPA89IyMDsbGxaN++PYxGI7788ku89957WLRoUb31kQE5ERERETlcXaasaDFq1CicOXMGs2bNQlFREaKjo5GdnS0/6FlQUACdrmbSSHl5OR5++GEcP34cXl5eiIyMxPvvv49Ro0ZpP3gtMSAnIiIiIsdzUGIgAEhLS0NaWprie7m5uRavX3jhBbzwwgu2HchGDMiJiIiIyOEcNULeGFw3Abm7zgQ3vWVaZ6GXrOqJyir7HFBDum3NbahV15K2Wq0fWlNLK7Vjj3O/GqX2NZ+PWi5zFVrOU61te11zxaatP8uXm9aQxt7NXbmqyudKNU28Sl+UrovmdPWqFK65PT7LVyvX0L64ZIeU7Vq/V05IE6/pZxARkQNHyBs6p66y8u2332Lo0KFo2bIlJEnCp59+avG+EAKzZs1CixYt4OXlhYSEBPzyyy/O6SwRERERUT1wakBeXl6O7t27IysrS/H9+fPn4/XXX8fixYuxbds2NGnSBImJiaioqHBwT4mIiIjIrhyw7GFj4dQpK4MHD8bgwYMV3xNCIDMzE8888wyGDRsGAHj33XcREhKCTz/9FKNHj3ZkV4mIiIjIjjiHvEaDTQx05MgRFBUVISEhQS7z9/dHXFwc8vLyVPczGo0oKyuz2IiIiIiogeEIuazBBuRFRUUAIK8RWS0kJER+T0lGRgb8/f3lLSwsrF77SURERETaSULYtLmiBhuQ22rGjBkoLS2Vt8LCQmd3iYiIiIj+iiPksgYbkIeGhgIAiouLLcqLi4vl95QYDAb4+flZbEREREREDVWDDcgjIiIQGhqKnJwcuaysrAzbtm1DfHy8E3tGRERERHVV/VCn1s0VOXWVlfPnz+PQoUPy6yNHjmDnzp0IDAxEmzZtMHXqVLzwwgvo2LEjIiIiMHPmTLRs2RLDhw93XqeJiIiIqO6YGEjm1ID8hx9+wG233Sa/Tk9PBwAkJydjxYoVmD59OsrLyzFx4kSUlJSgd+/eyM7Ohqenp+ZjNfW8CHdPyyxyxgsK01lUsww6gb0yW9bnMbVkA1SpK+m1Zc0U5rpnB9WcIVKpHa1tq7HDfbbHMdWyLKpmAVXNyqh8P+2RxVHts6Ll/DW3oeUzXp/fnwaUkZOIyB647GENpwbk/fv3h7jK07KSJOG5557Dc88958BeEREREVG94wi5rMHOISciIiIiuh44dYSciIiIiK5PnLJSgwE5ERERETkep6zIGJATERERkVO46oi3VgzIiYiIiMjxhLi8ad3HBfGhTiIiIiIiJ+IIORERERE5HB/qrMGAnIiIiIgcjw91yhiQExEREZHDSebLm9Z9XNF1E5AHGC7C3WCZuvu0yQm/Zimlua7vlNgK7aumQ7dH2netaeztkFLdHunngaukVVfqo52OqXxArT+h7JCyXWMbatdKtR0tf2dUOX9NnxU7fd40fSbqM419fbZNROQMHCGXXTcBORERERE1HJxDXoOrrBARERERORFHyImIiIjI8bgOuYwj5ERERETkcNVTVrRutsjKykJ4eDg8PT0RFxeH7du3q9ZdsmQJ+vTpg6ZNm6Jp06ZISEi4an17YEBORERERI4nbNw0WrNmDdLT0zF79mzs2LED3bt3R2JiIk6fPq1YPzc3F2PGjMHGjRuRl5eHsLAwDBw4ECdOnNB+8FpiQE5EREREDueoEfKFCxdiwoQJSElJQVRUFBYvXgxvb28sW7ZMsf4HH3yAhx9+GNHR0YiMjMS//vUvmM1m5OTk1PGM1TEgJyIiIiKXVFlZifz8fCQkJMhlOp0OCQkJyMvLq1UbFy5cQFVVFQIDA+urm3yok4iIiIicoA4PdZaVlVkUGwwGGAwGq+pnz56FyWRCSEiIRXlISAj2799fq0M+8cQTaNmypUVQb28cISciIiIih6vLlJWwsDD4+/vLW0ZGRr30ce7cuVi9ejU++eQTeHp61ssxgOtohNzPrQIe7n/J1Kn0W5k9skZqpTGzpeZ2lKqqnafWbI0KGT+FuZ5/z9PQR60ZSTVnKq0nmrJDXq0d1fOv/TVUuyZqbWv5HKr2T+vXUEvGWI3skkmWiIis1SFTZ2FhIfz8/ORipdFxAAgKCoJer0dxcbFFeXFxMUJDQ696qJdffhlz587F119/jW7dumnsqDYcISciIiIih6vLCLmfn5/FphaQe3h4ICYmxuKBzOoHNOPj41X7Nn/+fDz//PPIzs5GbGysXc9byXUzQk5EREREDYhZXN607qNReno6kpOTERsbix49eiAzMxPl5eVISUkBACQlJaFVq1bytJd58+Zh1qxZWLVqFcLDw1FUVAQA8PHxgY+Pj+bj1wYDciIiIiJyWaNGjcKZM2cwa9YsFBUVITo6GtnZ2fKDngUFBdDpaiaNLFq0CJWVlbjnnnss2pk9ezaeffbZeukjA3IiIiIicrw6zCHXKi0tDWlpaYrv5ebmWrw+evSobQepAwbkRERERORwErQn+lFZTqDRY0BORERERI5Xh3XIXQ0DciIiIiJyuCtXTdGyjyvisodERERERE7EEXIiIiIicjwHPtTZ0DEgJyIiIiKHk4SApHFOuNb6jcV1E5AHupfD4O5uUXb4QpWTevMXGtPV26MdtdTsWimlVdearl7z+SulRFdpQ/WYWtq+SvtKdO7KXytz1SUN3bDTtVKpL+msz1PrtVKtr+Ea2i0tvdoxiYio4TL/uWndxwVdNwE5ERERETUcHCGvwYc6iYiIiIiciCPkREREROR4fKhTxoCciIiIiByPiYFkDMiJiIiIyOGYGKgGA3IiIiIicjyOkMsYkBMRERGRw0nmy5vWfVwRV1khIiIiInIijpATERERkeNxyorsugnIm7uXwesvGRQlhSyBZq2ZHdXYK/umEq1ZCZUyJGo8T7Xsm0pUsy/a6ZooZRm12/lI7srlGq651uyTSn3RnGFUrS+XGkg2WoDZNImIyBKXPZQ16Ckrzz77LCRJstgiIyOd3S0iIiIiqqPqTJ1aN1fU4EfIb7zxRnz99dfyaze3Bt9lIiIiIroWTlmRNfjo1s3NDaGhoc7uBhERERFRvWjQU1YA4JdffkHLli3Rrl07jB07FgUFBc7uEhERERHVlQBg1ri55gB5wx4hj4uLw4oVK9CpUyecOnUKc+bMQZ8+fbB37174+voq7mM0GmE0GuXXZWVljuouEREREdWSLXPCOYfcCQYPHiz/u1u3boiLi0Pbtm3xf//3fxg/frziPhkZGZgzZ46jukhEREREthCwYQ55vfTE6Rr8lJUrBQQE4IYbbsChQ4dU68yYMQOlpaXyVlhY6MAeEhEREVGtVD/UqXVzQY0qID9//jwOHz6MFi1aqNYxGAzw8/Oz2IiIiIiIGqoGHZD/85//xKZNm3D06FFs2bIFd999N/R6PcaMGePsrhERERFRXWh9oLN6c0ENeg758ePHMWbMGPz2229o3rw5evfuja1bt6J58+bO7hoRERER1QEf6qzRoEfIV69ejZMnT8JoNOL48eNYvXo12rdvb1NbLdxK0NL9D4tNMl6y2uxGmJU3R7ehQtJJipudGlfc1I6pdVNsW69X3ux0nsIsar+ZTIqb2v3UUlfzRkRE1FA5cA55VlYWwsPD4enpibi4OGzfvl217k8//YSRI0ciPDwckiQhMzPTxhOsvQYdkBMRERGRi3JQQL5mzRqkp6dj9uzZ2LFjB7p3747ExEScPn1asf6FCxfQrl07zJ0712HJKRmQExEREZHjOSggX7hwISZMmICUlBRERUVh8eLF8Pb2xrJlyxTr33LLLViwYAFGjx4Ng8FQ17OsFQbkRERERNSolJWVWWxXJoW8UmVlJfLz85GQkCCX6XQ6JCQkIC8vz1HdvSYG5ERERETkeHVYZSUsLAz+/v7ylpGRoXiIs2fPwmQyISQkxKI8JCQERUVF9XBStmnQq6wQERERkWuqyyorhYWFFrlmHDW1pL4wICciIiIix7NlTvif9Wub/DEoKAh6vR7FxcUW5cXFxQ57YLM2OGWFiIiIiBzPLGzbNPDw8EBMTAxycnJqDms2IycnB/Hx8fY+I5txhJyIiIiIXFZ6ejqSk5MRGxuLHj16IDMzE+Xl5UhJSQEAJCUloVWrVvI89MrKSuzbt0/+94kTJ7Bz5074+PigQ4cO9dJHBuRERERE5Hh1mLKixahRo3DmzBnMmjULRUVFiI6ORnZ2tvygZ0FBAXS6mkkjJ0+exE033SS/fvnll/Hyyy+jX79+yM3N1Xz82rhuAvKWbqVo4vaXGToKS+QIk8lBPaoFyT4zirRkppT0em1tSNZfDK2ZMIXKn5/U7oWks85AqdaG9myVDej+ExERuTRb1hW3LVNnWloa0tLSFN/7a5AdHh4OYWNGUFtdNwE5ERERETUgDhohbwwYkBMRERGR45kFNI94a3yos7FgQE5EREREjifM2qeWap6K2jhw2UMiIiIiIifiCDkREREROR7nkMsYkBMRERGR43EOuYwBORERERE5HkfIZQzIiYiIiMjxBGwIyOulJ07HhzqJiIiIiJyII+RERERE5HicsiK7bgLyULcK+Lr95Q8CxkrrilrXt7RDenu1dPVqfVGtr6UvKm1rTWOvVF+oZZ+309qhqu0TERFR42E2A9AYG5hdcx3y6yYgJyIiIqIGhCPkMgbkREREROR4DMhlfKiTiIiIiMiJOEJORERERI7HxEAyBuRERERE5HBCmCE0LvigtX5jwYCciIiIiBxPCO0j3i46h5wBORERERE5nrBhygoDciIiIiIiOzGbAUnjFBQXnbLCVVaIiIiIiJzouhkhb6n3gd9fMlyKCxetK6pku1TLjqla7q58aYVShimVP7+IqkuK5WaVclUu+tskERERNWKcsiK7bgJyIiIiImo4hNkMoXHKCldZISIiIiKyF46QyxiQExEREZHjmQUgMSAH+FAnEREREZFTcYSciIiIiBxPCABalz3kCDkRERERkV0Is7Bps0VWVhbCw8Ph6emJuLg4bN++/ar1165di8jISHh6eqJr16748ssvbTpubTEgJyIiIiLHE2bbNo3WrFmD9PR0zJ49Gzt27ED37t2RmJiI06dPK9bfsmULxowZg/Hjx+PHH3/E8OHDMXz4cOzdu7euZ6yKATkREREROZyjRsgXLlyICRMmICUlBVFRUVi8eDG8vb2xbNkyxfqvvfYaBg0ahMcffxydO3fG888/j5tvvhlvvvlmXU9ZFQNyIiIiInI8B4yQV1ZWIj8/HwkJCXKZTqdDQkIC8vLyFPfJy8uzqA8AiYmJqvXtweUf6hR/Tv4vO299Ay+JSqsyk6hSbEdS+QBIwqSpvuKC9mqZOlXaVitX5aKL6BMREdHVXcLluEY0wIchL6FK8zLk1edTVlZmUW4wGGAwGKzqnz17FiaTCSEhIRblISEh2L9/v+IxioqKFOsXFRVp66wGLh+Qnzt3DgDQ9uajCu/+WvuG1LLVq5Uba980ERERUX06d+4c/P39nd0NAICHhwdCQ0Oxuci2ByV9fHwQFhZmUTZ79mw8++yzduidc7h8QN6yZUsUFhbC19cX586dQ1hYGAoLC+Hn5+fsrlEdlJWV8V66EN5P18L76Vp4Pxs3IQTOnTuHli1bOrsrMk9PTxw5cgSVldYzFWpDCAFJkizKlEbHASAoKAh6vR7FxcUW5cXFxQgNDVXcJzQ0VFN9e3D5gFyn06F169YAIN88Pz8//lBxEbyXroX307XwfroW3s/Gq6GMjF/J09MTnp6e9X4cDw8PxMTEICcnB8OHDwcAmM1m5OTkIC0tTXGf+Ph45OTkYOrUqXLZV199hfj4+Hrrp8sH5ERERER0/UpPT0dycjJiY2PRo0cPZGZmory8HCkpKQCApKQktGrVChkZGQCAKVOmoF+/fnjllVcwZMgQrF69Gj/88APeeeedeusjA3IiIiIiclmjRo3CmTNnMGvWLBQVFSE6OhrZ2dnyg5sFBQXQ6WoWHuzZsydWrVqFZ555Bk899RQ6duyITz/9FF26dKm3Pl5XAbnBYMDs2bNV5xlR48F76Vp4P10L76dr4f0kV5CWlqY6RSU3N9eq7N5778W9995bz72qIYmGuA4OEREREdF1gomBiIiIiIiciAE5EREREZETMSAnIiIiInKi6yYgz8rKQnh4ODw9PREXF4ft27c7u0tUCxkZGbjlllvg6+uL4OBgDB8+HAcOHLCoU1FRgdTUVDRr1gw+Pj4YOXKk1YL+1PDMnTsXkiRZrPPKe9m4nDhxAg888ACaNWsGLy8vdO3aFT/88IP8vhACs2bNQosWLeDl5YWEhAT88ssvTuwxqTGZTJg5cyYiIiLg5eWF9u3b4/nnn7dIt877SVR/rouAfM2aNUhPT8fs2bOxY8cOdO/eHYmJiTh9+rSzu0bXsGnTJqSmpmLr1q346quvUFVVhYEDB6K8vFyuM23aNHz22WdYu3YtNm3ahJMnT2LEiBFO7DVdy/fff4+3334b3bp1syjnvWw8/vjjD/Tq1Qvu7u74z3/+g3379uGVV15B06ZN5Trz58/H66+/jsWLF2Pbtm1o0qQJEhMTUVFR4cSek5J58+Zh0aJFePPNN/Hzzz9j3rx5mD9/Pt544w25Du8nUT0S14EePXqI1NRU+bXJZBItW7YUGRkZTuwV2eL06dMCgNi0aZMQQoiSkhLh7u4u1q5dK9f5+eefBQCRl5fnrG7SVZw7d0507NhRfPXVV6Jfv35iypQpQgjey8bmiSeeEL1791Z932w2i9DQULFgwQK5rKSkRBgMBvHhhx86ooukwZAhQ8Tf//53i7IRI0aIsWPHCiF4P4nqm8uPkFdWViI/Px8JCQlymU6nQ0JCAvLy8pzYM7JFaWkpACAwMBAAkJ+fj6qqKov7GxkZiTZt2vD+NlCpqakYMmSIxT0DeC8bm3//+9+IjY3Fvffei+DgYNx0001YsmSJ/P6RI0dQVFRkcT/9/f0RFxfH+9kA9ezZEzk5OTh48CAAYNeuXdi8eTMGDx4MgPeTqL65fGKgs2fPwmQyydmYqoWEhGD//v1O6hXZwmw2Y+rUqejVq5ecLauoqAgeHh4ICAiwqBsSEoKioiIn9JKuZvXq1dixYwe+//57q/d4LxuXX3/9FYsWLUJ6ejqeeuopfP/993j00Ufh4eGB5ORk+Z4p/ezl/Wx4nnzySZSVlSEyMhJ6vR4mkwkvvvgixo4dCwC8n0T1zOUDcnIdqamp2Lt3LzZv3uzsrpANCgsLMWXKFHz11Vfw9PR0dneojsxmM2JjY/HSSy8BAG666Sbs3bsXixcvRnJyspN7R1r93//9Hz744AOsWrUKN954I3bu3ImpU6eiZcuWvJ9EDuDyU1aCgoKg1+utVmooLi5GaGiok3pFWqWlpeHzzz/Hxo0b0bp1a7k8NDQUlZWVKCkpsajP+9vw5Ofn4/Tp07j55pvh5uYGNzc3bNq0Ca+//jrc3NwQEhLCe9mItGjRAlFRURZlnTt3RkFBAQDI94w/exuHxx9/HE8++SRGjx6Nrl274sEHH8S0adOQkZEBgPeTqL65fEDu4eGBmJgY5OTkyGVmsxk5OTmIj493Ys+oNoQQSEtLwyeffIJvvvkGERERFu/HxMTA3d3d4v4eOHAABQUFvL8NzB133IE9e/Zg586d8hYbG4uxY8fK/+a9bDx69epltQTpwYMH0bZtWwBAREQEQkNDLe5nWVkZtm3bxvvZAF24cAE6nWVIoNfrYTabAfB+EtU7Zz9V6girV68WBoNBrFixQuzbt09MnDhRBAQEiKKiImd3ja5h8uTJwt/fX+Tm5opTp07J24ULF+Q6//jHP0SbNm3EN998I3744QcRHx8v4uPjndhrqq0rV1kRgveyMdm+fbtwc3MTL774ovjll1/EBx98ILy9vcX7778v15k7d64ICAgQ69evF7t37xbDhg0TERER4uLFi07sOSlJTk4WrVq1Ep9//rk4cuSIWLdunQgKChLTp0+X6/B+EtWf6yIgF0KIN954Q7Rp00Z4eHiIHj16iK1btzq7S1QLABS35cuXy3UuXrwoHn74YdG0aVPh7e0t7r77bnHq1CnndZpq7a8BOe9l4/LZZ5+JLl26CIPBICIjI8U777xj8b7ZbBYzZ84UISEhwmAwiDvuuEMcOHDASb2lqykrKxNTpkwRbdq0EZ6enqJdu3bi6aefFkajUa7D+0lUfyQhrkjDRUREREREDuXyc8iJiIiIiBoyBuRERERERE7EgJyIiIiIyIkYkBMREREROREDciIiIiIiJ2JATkRERETkRAzIiYiIiIiciAE5EREREZETMSAnInKQo0ePQpIk7Ny5025t9u/fH1OnTrVbe0RE5HgMyInI5RQVFeGRRx5Bu3btYDAYEBYWhqFDhyInJ8fZXbO7devW4fnnn5dfh4eHIzMz03kdIiIizdyc3QEiIns6evQoevXqhYCAACxYsABdu3ZFVVUVNmzYgNTUVOzfv9/ZXbSrwMBAZ3eBiIjqiCPkRORSHn74YUiShO3bt2PkyJG44YYbcOONNyI9PR1bt24FABQUFGDYsGHw8fGBn58f7rvvPhQXF8ttPPvss4iOjsayZcvQpk0b+Pj44OGHH4bJZML8+fMRGhqK4OBgvPjiixbHliQJixYtwuDBg+Hl5YV27drho48+ump/9+7di8GDB8PHxwchISF48MEHcfbsWQBAbm4uPDw88N1338n158+fj+DgYLm/V05Z6d+/P44dO4Zp06ZBkiRIkoTy8nL4+flZ9ePTTz9FkyZNcO7cOdsuNBER2Q0DciJyGb///juys7ORmpqKJk2aWL0fEBAAs9mMYcOG4ffff8emTZvw1Vdf4ddff8WoUaMs6h4+fBj/+c9/kJ2djQ8//BBLly7FkCFDcPz4cWzatAnz5s3DM888g23btlnsN3PmTIwcORK7du3C2LFjMXr0aPz888+K/S0pKcHtt9+Om266CT/88AOys7NRXFyM++67D0BNsP3ggw+itLQUP/74I2bOnIl//etfCAkJsWpv3bp1aN26NZ577jmcOnUKp06dQpMmTTB69GgsX77cou7y5ctxzz33wNfXV9M1JiKieiCIiFzEtm3bBACxbt061Tr//e9/hV6vFwUFBXLZTz/9JACI7du3CyGEmD17tvD29hZlZWVyncTERBEeHi5MJpNc1qlTJ5GRkSG/BiD+8Y9/WBwvLi5OTJ48WQghxJEjRwQA8eOPPwohhHj++efFwIEDLeoXFhYKAOLAgQNCCCGMRqOIjo4W9913n4iKihITJkywqN+vXz8xZcoU+XXbtm3Fq6++anVd9Hq9OHnypBBCiOLiYuHm5iZyc3NVrxMRETkOR8iJyGUIIa5Z5+eff0ZYWBjCwsLksqioKAQEBFiMZIeHh1uMHoeEhCAqKgo6nc6i7PTp0xbtx8fHW71WGyHftWsXNm7cCB8fH3mLjIwEcHmEHgA8PDzwwQcf4OOPP0ZFRQVeffXVa57jX/Xo0QM33ngjVq5cCQB4//330bZtW/Tt21dzW0REZH98qJOIXEbHjh0hSZJdHtx0d3e3eC1JkmKZ2Wy2+Rjnz5/H0KFDMW/ePKv3WrRoIf97y5YtAC5Pyfn9998Vp+Ncy0MPPYSsrCw8+eSTWL58OVJSUiBJks19JyIi++EIORG5jMDAQCQmJiIrKwvl5eVW75eUlKBz584oLCxEYWGhXL5v3z6UlJQgKiqqzn2ofnD0ytedO3dWrHvzzTfjp59+Qnh4ODp06GCxVQfdhw8fxrRp07BkyRLExcUhOTn5qr8EeHh4wGQyWZU/8MADOHbsGF5//XXs27cPycnJdThLIiKyJwbkRORSsrKyYDKZ0KNHD3z88cf45Zdf8PPPP+P1119HfHw8EhIS0LVrV4wdOxY7duzA9u3bkZSUhH79+iE2NrbOx1+7di2WLVuGgwcPYvbs2di+fTvS0tIU66ampuL333/HmDFj8P333+Pw4cPYsGEDUlJSYDKZYDKZ8MADDyAxMREpKSlYvnw5du/ejVdeeUX1+OHh4fj2229x4sQJebUWAGjatClGjBiBxx9/HAMHDkTr1q3rfK5ERGQfDMiJyKW0a9cOO3bswG233YbHHnsMXbp0wYABA5CTk4NFixZBkiSsX78eTZs2Rd++fZGQkIB27dphzZo1djn+nDlzsHr1anTr1g3vvvsuPvzwQ9WR95YtW+J///sfTCYTBg4ciK5du2Lq1KkICAiATqfDiy++iGPHjuHtt98GcHkayzvvvINnnnkGu3btUmzzueeew9GjR9G+fXs0b97c4r3x48ejsrISf//73+1yrkREZB+SqM1TUEREdE2SJOGTTz7B8OHDnd0VRe+99x6mTZuGkydPwsPDw9ndISKiP/GhTiIiF3fhwgWcOnUKc+fOxaRJkxiMExE1MJyyQkTk4ubPn4/IyEiEhoZixowZzu4OERH9BaesEBERERE5EUfIiYiIiIiciAE5EREREZETMSAnIiIiInIiBuRERERERE7EgJyIiIiIyIkYkBMREREROREDciIiIiIiJ2JATkRERETkRAzIiYiIiIiciAE5EREREZETMSAnIiIiInIiBuRERERERE7EgJyIiIiIyIkYkBMREREROREDciIisvLss89CkqR6PYYkSXj22Wfr9RhERI0BA3IiAgDs2bMH99xzD9q2bQtPT0+0atUKAwYMwBtvvOHsrjnEl19+yeDQybZs2YJnn30WJSUlzu4KEZFDMSAnImzZsgWxsbHYtWsXJkyYgDfffBMPPfQQdDodXnvtNWd3zyG+/PJLzJkzx9nduK5cvHgRzzzzjPx6y5YtmDNnDgNyIrruuDm7A0TkfC+++CL8/f3x/fffIyAgwOK906dP2+045eXlaNKkiVW5EAIVFRXw8vKy27Go4fP09HR2F4iIGgSOkBMRDh8+jBtvvNEqGAeA4OBg+d9Hjx6FJElYsWKFVb2/zgeunoO8b98+3H///WjatCl69+4NAAgPD8ff/vY3bNiwAbGxsfDy8sLbb78NAPj1119x7733IjAwEN7e3rj11lvxxRdfWB3v2LFjuOuuu9CkSRMEBwdj2rRp2LBhAyRJQm5urlzvu+++w7333os2bdrAYDAgLCwM06ZNw8WLF+U648aNQ1ZWlnwe1Vs1s9mMzMxM3HjjjfD09ERISAgmTZqEP/74o1bXd//+/bjvvvvQvHlzeHl5oVOnTnj66act6vz4448YPHgw/Pz84OPjgzvuuANbt261qLNixQpIkoTNmzfj0UcfRfPmzREQEIBJkyahsrISJSUlSEpKQtOmTdG0aVNMnz4dQgh5/+r79/LLL+PVV19F27Zt4eXlhX79+mHv3r21Opf3338fMTEx8PLyQmBgIEaPHo3CwkL5/eXLl0OSJCxbtsxiv5deegmSJOHLL7+Uy678zDz77LN4/PHHAQARERHyPTh69Cj69euH7t27K/anU6dOSExMrFXfiYgaKo6QExHatm2LvLw87N27F126dLFr2/feey86duyIl156ySI4PHDgAMaMGYNJkyZhwoQJ6NSpE4qLi9GzZ09cuHABjz76KJo1a4aVK1firrvuwkcffYS7774bwOWR9ttvvx2nTp3ClClTEBoailWrVmHjxo1Wx1+7di0uXLiAyZMno1mzZti+fTveeOMNHD9+HGvXrgUATJo0CSdPnsRXX32F9957z6qNSZMmYcWKFUhJScGjjz6KI0eO4M0338SPP/6I//3vf3B3d1c9/927d6NPnz5wd3fHxIkTER4ejsOHD+Ozzz7Diy++CAD46aef0KdPH/j5+WH69Olwd3fH22+/jf79+2PTpk2Ii4uzaPORRx5BaGgo5syZg61bt+Kdd95BQEAAtmzZgjZt2uCll17Cl19+iQULFqBLly5ISkqy2P/dd9/FuXPnkJqaioqKCrz22mu4/fbbsWfPHoSEhKiey4svvoiZM2fivvvuw0MPPYQzZ87gjTfeQN++ffHjjz8iICAAKSkpWLduHdLT0zFgwACEhYVhz549mDNnDsaPH48777xTse0RI0bg4MGD+PDDD/Hqq68iKCgIANC8eXM8+OCDmDBhgtXn8/vvv8fBgwctpr0QETVKgoiue//973+FXq8Xer1exMfHi+nTp4sNGzaIyspKi3pHjhwRAMTy5cut2gAgZs+eLb+ePXu2ACDGjBljVbdt27YCgMjOzrYonzp1qgAgvvvuO7ns3LlzIiIiQoSHhwuTySSEEOKVV14RAMSnn34q17t48aKIjIwUAMTGjRvl8gsXLlgdPyMjQ0iSJI4dOyaXpaamCqUfid99950AID744AOL8uzsbMXyv+rbt6/w9fW1OJYQQpjNZvnfw4cPFx4eHuLw4cNy2cmTJ4Wvr6/o27evXLZ8+XIBQCQmJlrsHx8fLyRJEv/4xz/kskuXLonWrVuLfv36yWXV98/Ly0scP35cLt+2bZsAIKZNmyaXVd+/akePHhV6vV68+OKLFuexZ88e4ebmZlF+6tQpERgYKAYMGCCMRqO46aabRJs2bURpaanFvn/9zCxYsEAAEEeOHLGoV1JSIjw9PcUTTzxhUf7oo4+KJk2aiPPnzwsiosaMU1aICAMGDEBeXh7uuusu7Nq1C/Pnz0diYiJatWqFf//733Vq+x//+IdieUREhNVUgy+//BI9evSQp7YAgI+PDyZOnIijR49i3759AIDs7Gy0atUKd911l1zP09MTEyZMsDrOlfPSy8vLcfbsWfTs2RNCCPz444/X7P/atWvh7++PAQMG4OzZs/IWExMDHx8fxVH5amfOnMG3336Lv//972jTpo3Fe9VTYkwmE/773/9i+PDhaNeunfx+ixYtcP/992Pz5s0oKyuz2Hf8+PEWU2ri4uIghMD48ePlMr1ej9jYWPz6669W/Ro+fDhatWolv+7Rowfi4uIsppP81bp162A2m3HfffdZXIfQ0FB07NjR4jqEhoYiKysLX331Ffr06YOdO3di2bJl8PPzU23/avz9/TFs2DB8+OGH8l9ZTCYT1qxZg+HDhys+l0BE1JgwICciAMAtt9yCdevW4Y8//sD27dsxY8YMnDt3Dvfcc48cCNsiIiKi1uXHjh1Dp06drMo7d+4sv1/93/bt21utk92hQwerfQsKCjBu3DgEBgbCx8cHzZs3R79+/QAApaWl1+z/L7/8gtLSUgQHB6N58+YW2/nz56/60Gt1MHy1aUBnzpzBhQsXVM/bbDZbzNEGYBXc+/v7AwDCwsKsypXmuXfs2NGq7IYbbsDRo0dV+/nLL79ACIGOHTtaXYeff/7Z6jqMHj0aQ4YMwfbt2zFhwgTccccdqm3XRlJSEgoKCvDdd98BAL7++msUFxfjwQcfrFO7REQNAeeQE5EFDw8P3HLLLbjllltwww03ICUlBWvXrsXs2bNVE8WYTCbV9tRWTnHEiiomkwkDBgzA77//jieeeAKRkZFo0qQJTpw4gXHjxsFsNl+zDbPZjODgYHzwwQeK7zdv3tze3b4mvV5f63Jxxbz9ujCbzZAkCf/5z38Uj+Pj42Px+rfffsMPP/wAANi3bx/MZjN0OtvHgBITExESEoL3338fffv2xfvvv4/Q0FAkJCTY3CYRUUPBgJyIVMXGxgIATp06BQBo2rQpAFitE109cl1Xbdu2xYEDB6zK9+/fL79f/d99+/ZBCGHxS8KhQ4cs9tuzZw8OHjyIlStXWjzY+NVXX1kdQ+2Xjfbt2+Prr79Gr169NP8SUT0F5WormDRv3hze3t6q563T6axGvuvql19+sSo7ePAgwsPDVfdp3749hBCIiIjADTfccM1jpKam4ty5c8jIyMCMGTOQmZmJ9PT0q+5ztcyger0e999/P1asWIF58+bh008/xYQJE1R/OSEiakw4ZYWIsHHjRsWR1Oo5xdXTKfz8/BAUFIRvv/3Wot5bb71ll37ceeed2L59O/Ly8uSy8vJyvPPOOwgPD0dUVBSAy6OlJ06csJjfXlFRgSVLlli0Vx2sXXluQgjFZEfV85D/+svGfffdB5PJhOeff95qn0uXLl01iU3z5s3Rt29fLFu2DAUFBRbvVfdJr9dj4MCBWL9+vcWUkeLiYqxatQq9e/e2ee61mk8//RQnTpyQX2/fvh3btm3D4MGDVfcZMWIE9Ho95syZY/VZEULgt99+k19/9NFHWLNmDebOnYsnn3wSo0ePxjPPPIODBw9etV9q96Dagw8+iD/++AOTJk3C+fPn8cADD1zrVImIGgWOkBMRHnnkEVy4cAF33303IiMjUVlZiS1btmDNmjUIDw9HSkqKXPehhx7C3Llz8dBDDyE2NhbffvvtNQOt2nryySfx4YcfYvDgwXj00UcRGBiIlStX4siRI/j444/lKQ+TJk3Cm2++iTFjxmDKlClo0aIFPvjgAznRTPVIa2RkJNq3b49//vOfOHHiBPz8/PDxxx8rzquOiYkBADz66KNITEyEXq/H6NGj0a9fP0yaNAkZGRnYuXMnBg4cCHd3d/zyyy9Yu3YtXnvtNdxzzz2q5/T666+jd+/euPnmmzFx4kRERETg6NGj+OKLL7Bz504AwAsvvICvvvoKvXv3xsMPPww3Nze8/fbbMBqNmD9/vl2u7ZU6dOiA3r17Y/LkyTAajcjMzESzZs0wffp01X3at2+PF154ATNmzMDRo0cxfPhw+Pr64siRI/jkk08wceJE/POf/8Tp06cxefJk3HbbbUhLSwMAvPnmm9i4cSPGjRuHzZs3q05dqb4HTz/9NEaPHg13d3cMHTpUDtRvuukmdOnSBWvXrkXnzp1x88032/nKEBE5iVPWdiGiBuU///mP+Pvf/y4iIyOFj4+P8PDwEB06dBCPPPKIKC4utqh74cIFMX78eOHv7y98fX3FfffdJ06fPq267OGZM2esjte2bVsxZMgQxb4cPnxY3HPPPSIgIEB4enqKHj16iM8//9yq3q+//iqGDBkivLy8RPPmzcVjjz0mPv74YwFAbN26Va63b98+kZCQIHx8fERQUJCYMGGC2LVrl9XyjZcuXRKPPPKIaN68uZAkyWoJxHfeeUfExMQILy8v4evrK7p27SqmT58uTp48ec3ru3fvXnH33XfL59SpUycxc+ZMizo7duwQiYmJwsfHR3h7e4vbbrtNbNmyxaJO9bKH33//vUW52rVOTk4WTZo0kV9XL3u4YMEC8corr4iwsDBhMBhEnz59xK5duxTb/KuPP/5Y9O7dWzRp0kQ0adJEREZGitTUVHHgwAEhhBAjRowQvr6+4ujRoxb7rV+/XgAQ8+bNk8v++pkRQojnn39etGrVSuh0OsUlEOfPny8AiJdeesmqb0REjZUkhJ2e+CEicrLMzExMmzYNx48ft1jWjy47evQoIiIisGDBAvzzn/90dnds8tprr2HatGk4evSo1WozRESNFeeQE1GjdPHiRYvXFRUVePvtt9GxY0cG4y5KCIGlS5eiX79+DMaJyKVwDjkRNUojRoxAmzZtEB0djdLSUrz//vvYv3+/6vKE1HiVl5fj3//+NzZu3Ig9e/Zg/fr1zu4SEZFdMSAnokYpMTER//rXv/DBBx/AZDIhKioKq1evxqhRo5zdNbKzM2fO4P7770dAQACeeuopiwytRESugHPIiYiIiIiciHPIiYiIiIiciAE5EREREZETufwccrPZjJMnT8LX1/eqaZmJiIiIXI0QAufOnUPLli1Vk3I5Q0VFBSorK23a18PDQ04E5ypcPiA/efIkwsLCnN0NIiIiIqcpLCxE69atnd0NAJeD8Yi2Pig6bbJp/9DQUBw5csSlgnKnBuSLFi3CokWLcPToUQDAjTfeiFmzZmHw4MEALt+wxx57DKtXr4bRaERiYiLeeusthISE1PoYvr6+AIDeuBNucLf7OTQKUu1/I5b0epVy5TZ0zZpaFxo8lBt3V77+Jj+VL5RZ+Xljk7d1OyUdlNtoevCiYrmxqXIfPc9UKJa7nT1vXaj2F5cqld/4Ky+plFdZFZnKzilW1TXxUiw3lSn0TythrnsbRETUoFxCFTbjSzkeaggqKytRdNqEY/nh8PPVNmpfds6MtjFHUVlZyYDcXlq3bo25c+eiY8eOEEJg5cqVGDZsGH788UfceOONmDZtGr744gusXbsW/v7+SEtLw4gRI/C///2v1seonqbiBne4SQzIr1lVUgnIVcp1OoNCoUpArle+/pKbyhfKpByQS27W7eg9lNtwc1MJ6t2V++im8o1w01sHzaoBuUmlXO1PhTrr+pLKZ1UnKfdbrb42DMiJiFzOn/8bbIjTdn18Jfj4auuXGQ3vPOzBqQH50KFDLV6/+OKLWLRoEbZu3YrWrVtj6dKlWLVqFW6//XYAwPLly9G5c2ds3boVt956qzO6TERERER2YBJmtbG3q+7jihrM7H6TyYTVq1ejvLwc8fHxyM/PR1VVFRISEuQ6kZGRaNOmDfLy8pzYUyIiIiKqKzOETZsrcvpDnXv27EF8fDwqKirg4+ODTz75BFFRUdi5cyc8PDwQEBBgUT8kJARFRUWq7RmNRhiNRvl1WVlZfXWdiIiIiGxkhlnzZEntezQOTg/IO3XqhJ07d6K0tBQfffQRkpOTsWnTJpvby8jIwJw5c+zYQyIiIiKyN5MQMGlMGK+1fmPh9CkrHh4e6NChA2JiYpCRkYHu3bvjtddeQ2hoKCorK1FSUmJRv7i4GKGhoartzZgxA6WlpfJWWFhYz2dARERERGQ7pwfkf2U2m2E0GhETEwN3d3fk5OTI7x04cAAFBQWIj49X3d9gMMDPz89iIyIiIqKGhXPIazh1ysqMGTMwePBgtGnTBufOncOqVauQm5uLDRs2wN/fH+PHj0d6ejoCAwPh5+eHRx55BPHx8VxhhYiIiKiRM0PApDHAZkBeD06fPo2kpCScOnUK/v7+6NatGzZs2IABAwYAAF599VXodDqMHDnSIjEQERERETVutox4u2pALgnhorPj/1RWVgZ/f3/0xzDXTwykIQGQzlMhoc9ViCrlLJN6f4UpQSrZJC+1aqZYLpmUn5gu6+CjWK6rtP7Iuhm1PXXtfahEuS9m5XYuBTaxPuYp5TZwUTk7qBrTb3/Uuq5aJlVh0pZ+WFxSSHREREQu55KoQi7Wo7S0tMFM462OzQ7+HAJfjZk6z50z44bOxQ3qfOyhwc0hJyIiIiK6njh92UMiIiIiuv6Y/9y07uOKGJATERERkcOZbHioU2v9xoIBORERERE5nElc3rTu44oYkBMRERGRw3HKSg0+1ElERERE5EQcISciIiIihzNDggmS5n1cEQNyIiIiInI4s7i8ad3HFTEgJyIiIiKHM9kwQq61fmPBgPw6Za4wKpYrZt4EIHl5Kjfk421VJPzVMmwqZ5Os8lPOGqo3Kv8afMnL+suou6T8BW1ScF6xXHgpZ20VKo9vu/1xwbqwSiXbpUq2T7Vsp0pZU03lCse7CtVMncJVH38hIqLGjgF5DQbkRERERORwZiHBLDTOIddYv7HgKitERERERE7EEXIiIiIicjhOWanBgJyIiIiIHM4EHUwaJ2uoPDHV6HHKChERERE5nPhzDrmWTdg4hzwrKwvh4eHw9PREXFwctm/fXqv9Vq9eDUmSMHz48L/0XWDWrFlo0aIFvLy8kJCQgF9++cWmvgEMyImIiIjICaqnrGjdtFqzZg3S09Mxe/Zs7NixA927d0diYiJOnz591f2OHj2Kf/7zn+jTp4/Ve/Pnz8frr7+OxYsXY9u2bWjSpAkSExNRUVGhuX8AA3IiIiIicmELFy7EhAkTkJKSgqioKCxevBje3t5YtmyZ6j4mkwljx47FnDlz0K5dO4v3hBDIzMzEM888g2HDhqFbt2549913cfLkSXz66ac29ZEBORERERE5nEnobNq0qKysRH5+PhISEuQynU6HhIQE5OXlqe733HPPITg4GOPHj7d678iRIygqKrJo09/fH3FxcVdt82r4UCcREREROZwZEswax4bNuJzAr6yszKLcYDDAYLBOtHf27FmYTCaEhIRYlIeEhGD//v2Kx9i8eTOWLl2KnTt3Kr5fVFQkt/HXNqvf04oj5ERERETkcHWZQx4WFgZ/f395y8jIsEufzp07hwcffBBLlixBUFCQXdqsDY6QN0aStt+jJL3eusxDOXW85K7ykfDyVC53t27H5O2hWLUyQLlcMiunq/coU04171Zu/UCHe7lyXbNB+XzMButrAgAex0sUy3HhonXZJeVjwk35mKL8gnJ9YX3+SvfsqoRZW30iIiIns2UKiunP/2cWFhbCz89PLlcaHQeAoKAg6PV6FBcXW5QXFxcjNDTUqv7hw4dx9OhRDB06VC4zmy//P9bNzQ0HDhyQ9ysuLkaLFi0s2oyOjtZ0PtU4Qk5EREREDnd5yor2DQD8/PwsNrWA3MPDAzExMcjJyak5rtmMnJwcxMfHW9WPjIzEnj17sHPnTnm76667cNttt2Hnzp0ICwtDREQEQkNDLdosKyvDtm3bFNusDY6QExEREZHLSk9PR3JyMmJjY9GjRw9kZmaivLwcKSkpAICkpCS0atUKGRkZ8PT0RJcuXSz2DwgIAACL8qlTp+KFF15Ax44dERERgZkzZ6Jly5ZW65XXFgNyIiIiInI4sw2ZOqsf6tRi1KhROHPmDGbNmoWioiJER0cjOztbfiizoKAAOp22fkyfPh3l5eWYOHEiSkpK0Lt3b2RnZ8PTU2WK7zVIQihMYHUhZWVl8Pf3R38Mg5ukPG+60anHOeS6Jt7KjajNIfewnhd+KchXsarWOeSSyifTrK/9HHLpkvLc6nqdQ64y/9tcWqZYrjSHXFSptK1CXKrSVJ+IiK4Pl0QVcrEepaWlFnOunak6Nlu9MwrevtqembpwzoTR0fsa1PnYA0fIiYiIiMjhzNDZvOyhq2FATkREREQOZxISTML6r97X2scVcZUVIiIiIiIn4gg5ERERETmcyYaHOk2cskJEREREZB9moYNZY2Igs4uuRcKA3IXo1LJsqmSOVCIqVVbrCA6sfRvuKl8uhdVRAMDsrlKuUt/tovXKKSaVVVPcjcqrlXicKlcsh16576KiwrrQpLyCi2RQXk1GjfmiwgouGlfSISIiamw4Ql6DATkREREROZwZ2h/SVB4Ka/w4DEdERERE5EQcISciIiIih7NtHXLXHEtmQE5EREREDmcSOpg0PtSptX5jwYCciIiIiBzODAlmaJ1D7pqJgRiQExEREZHDcYS8BgNyIiIiInI425Y9dM2A3DXPioiIiIiokeAIORERERE5nFlIMGtdh1xj/caCATkREREROZzZhikrXPawHmRkZGDdunXYv38/vLy80LNnT8ybNw+dOnWS6/Tv3x+bNm2y2G/SpElYvHixo7vreGrp04VKynYP5ZTtorKy1nWl5s20HBKVob5WZSaDcr+lKuVGLvkop733OGdSLHcrv2RVVuWj/FHWnz2nWA698jGFm3K55GbdvjBZX1cAMJeUKh/THtRuBBERUSNjFjqYNT6kqbV+Y+HUs9q0aRNSU1OxdetWfPXVV6iqqsLAgQNRXl5uUW/ChAk4deqUvM2fP99JPSYiIiIiezBBsmlzRU4dIc/OzrZ4vWLFCgQHByM/Px99+/aVy729vREaGuro7hERERER1bsGNe5fWnr5T/2BgYEW5R988AGCgoLQpUsXzJgxAxcuXHBG94iIiIjITqqnrGjdXFGDeajTbDZj6tSp6NWrF7p06SKX33///Wjbti1atmyJ3bt344knnsCBAwewbt06xXaMRiOMRqP8uqysrN77TkRERETamADNU1CUny5r/BpMQJ6amoq9e/di8+bNFuUTJ06U/921a1e0aNECd9xxBw4fPoz27dtbtZORkYE5c+bUe3+JiIiIyHZ8qLNGgzirtLQ0fP7559i4cSNat2591bpxcXEAgEOHDim+P2PGDJSWlspbYWGh3ftLRERERHVjEjqbNlfk1BFyIQQeeeQRfPLJJ8jNzUVERMQ199m5cycAoEWLForvGwwGGAwGe3aTiIiIiKjeODUgT01NxapVq7B+/Xr4+vqiqKgIAODv7w8vLy8cPnwYq1atwp133olmzZph9+7dmDZtGvr27Ytu3bo5s+tEREREVAcCEswa55ALF1320Knj/osWLUJpaSn69++PFi1ayNuaNWsAAB4eHvj6668xcOBAREZG4rHHHsPIkSPx2WefObPbRERERFRHjpyykpWVhfDwcHh6eiIuLg7bt29Xrbtu3TrExsYiICAATZo0QXR0NN577z2LOuPGjYMkSRbboEGDbOob0ACmrFxNWFiYVZbO64mkU/stUCXLpEnl2WOFrJRSSHPluiqZKuGmkn3TrHAP9Sr9VrndukvKb5g9lI8pLlqXeZQqZ81UzcjppZKptLxCuS8K2TfVsp2aq6wziV4+qIYsm8zISURELs4sJJiFthFvrfUBYM2aNUhPT8fixYsRFxeHzMxMJCYm4sCBAwgODraqHxgYiKeffhqRkZHw8PDA559/jpSUFAQHByMxMVGuN2jQICxfvlx+XZcp0645M56IiIiIGjQTdDZtWi1cuBATJkxASkoKoqKisHjxYnh7e2PZsmWK9fv374+7774bnTt3Rvv27TFlyhR069bNaiVAg8GA0NBQeWvatKlN1wFgQE5ERERETlA9Qq51Ay7nmblyuzIHzZUqKyuRn5+PhIQEuUyn0yEhIQF5eXnX7KMQAjk5OThw4IBFFnkAyM3NRXBwMDp16oTJkyfjt99+s/laMCAnIiIiokYlLCwM/v7+8paRkaFY7+zZszCZTAgJCbEoDwkJkRcTUVJaWgofHx94eHhgyJAheOONNzBgwAD5/UGDBuHdd99FTk4O5s2bh02bNmHw4MEwqU0fvoYGkxiIiIiIiK4fZuhg1jg2XF2/sLAQfn5+crm9l7z29fXFzp07cf78eeTk5CA9PR3t2rVD//79AQCjR4+W63bt2hXdunVD+/btkZubizvuuEPz8RiQExEREZHDmYQEk8aHNKvr+/n5WQTkaoKCgqDX61FcXGxRXlxcjNDQUNX9dDodOnToAACIjo7Gzz//jIyMDDkg/6t27dohKCgIhw4dsikg55QVIiIiInK4uswhry0PDw/ExMQgJyen5rhmM3JychAfH1/7vprNqvPUAeD48eP47bffVBNXXgtHyImIiIjI4YTQwaxxXXFhwzrk6enpSE5ORmxsLHr06IHMzEyUl5cjJSUFAJCUlIRWrVrJ89AzMjIQGxuL9u3bw2g04ssvv8R7772HRYsWAQDOnz+POXPmYOTIkQgNDcXhw4cxffp0dOjQwWJZRC0YkBMRERGRyxo1ahTOnDmDWbNmoaioCNHR0cjOzpYf9CwoKIBOVxPol5eX4+GHH8bx48fh5eWFyMhIvP/++xg1ahQAQK/XY/fu3Vi5ciVKSkrQsmVLDBw4EM8//7zNc9klca3sPI1cWVkZ/P390R/D4Ca5O7s7mkgqSW1U66skqlGia6kyb8pd+Xc04a7cl6pAb6uySz7KbUgqCYBMBuU/P+lUHlR2V0gCpKtSTqSj/71csVxzYqDCE9Z1Va63qfyCYjmT/RARkaNdElXIxXqUlpbWas61I1THZuM33QcPH22xWeX5Kizt938N6nzsgSPkRERERORwZqE986ZSgnBXwIC8IZBU5kOplatR+ZTq/Hxq3cSlAOsRbwAQbspfGKX09qoj4Z7K52NyV25bf055iFx/znqE3Oyt8hu2ygMY0u8liuVCZf1QSeFPUOYLKiPhREREdE1mG+aQa63fWDAgJyIiIiKHM0OCGRpHyDXWbywYkBMRERGRw9VlHXJX45rj/kREREREjQRHyImIiIjI4TiHvAYDciIiIiJyODO0Z97kHHIiIiIiIjsRNjzUKRiQExERERHZh1nYMELOhzqJiIiIiMjeOEJORERERA7HhzprMCBvwNQybIqLFcr1fVUycnpaZ5lEVZViVclsViw3uXsolruVX7IqK+3gpVjXrPJpC9x7XrFc6JS/dOYm1n1x+71cufEq6/4BALw8lY955jflcoUMnsJV8/cSERE5AKes1GBATkREREQOx0ydNRiQExEREZHDcYS8hmtOxCEiIiIiaiQ4Qk5EREREDscR8hoMyImIiIjI4RiQ12BATkREREQOx4C8BgNyIiIiInI4Ae2rprjqgsMMyImIiIjI4ThCXoOrrBARERERORFHyImIiIjI4ThCXoMBeQMg6TR+uCTl+uJihXJ5WIh1odmsXFclXf3FEHfFcsMf1vUNJdZp5gFA6JX7bfJWblt/oUqxXHe+0rrwksoxL1xULq9SbluYlNvRRChfWyIiIqrBgLwGA3IiIiIicjgG5DU4h5yIiIiIHE4IyabNFllZWQgPD4enpyfi4uKwfft21brr1q1DbGwsAgIC0KRJE0RHR+O99977S98FZs2ahRYtWsDLywsJCQn45ZdfbOobwICciIiIiFzYmjVrkJ6ejtmzZ2PHjh3o3r07EhMTcfr0acX6gYGBePrpp5GXl4fdu3cjJSUFKSkp2LBhg1xn/vz5eP3117F48WJs27YNTZo0QWJiIioqlKcPXwsDciIiIiJyODMkmzatFi5ciAkTJiAlJQVRUVFYvHgxvL29sWzZMsX6/fv3x913343OnTujffv2mDJlCrp164bNmzcDuDw6npmZiWeeeQbDhg1Dt27d8O677+LkyZP49NNPbboWDMiJiIiIyOGq55Br3bSorKxEfn4+EhIS5DKdToeEhATk5eVdc38hBHJycnDgwAH07dsXAHDkyBEUFRVZtOnv74+4uLhatamED3USERERkcPZMie8un5ZWZlFucFggMFgsKp/9uxZmEwmhIRYrjgXEhKC/fv3qx6ntLQUrVq1gtFohF6vx1tvvYUBAwYAAIqKiuQ2/tpm9XtacYSciIiIiByuLiPkYWFh8Pf3l7eMjAy79s3X1xc7d+7E999/jxdffBHp6enIzc216zGuxBFyIiIiInK4uoyQFxYWws/PTy5XGh0HgKCgIOj1ehQXF1uUFxcXIzQ0VPU4Op0OHTp0AABER0fj559/RkZGBvr37y/vV1xcjBYtWli0GR0drel85OPZtBcRERERkZP4+flZbGoBuYeHB2JiYpCTkyOXmc1m5OTkID4+vtbHM5vNMBqNAICIiAiEhoZatFlWVoZt27ZpavNKHCGvJ5JeX/dGqi4plwuhXN6mhWKxUoZMs7fyB7eqifJHoslx5WV8znb3tirz/1U5CyYqlfutv6h8nrqLyu1IJecV2lbI3gmoZiSFSaWcWTaJiIgcQtjwkKYt65Cnp6cjOTkZsbGx6NGjBzIzM1FeXo6UlBQAQFJSElq1aiVPe8nIyEBsbCzat28Po9GIL7/8Eu+99x4WLVoEAJAkCVOnTsULL7yAjh07IiIiAjNnzkTLli0xfPhwzf0DnByQZ2RkYN26ddi/fz+8vLzQs2dPzJs3D506dZLrVFRU4LHHHsPq1athNBqRmJiIt956y2oiPRERERE1HgLqY4xX20erUaNG4cyZM5g1axaKiooQHR2N7OxsOZYsKCiATlczaaS8vBwPP/wwjh8/Di8vL0RGRuL999/HqFGj5DrTp09HeXk5Jk6ciJKSEvTu3RvZ2dnw9PS0oYeAJITWS2E/gwYNwujRo3HLLbfg0qVLeOqpp7B3717s27cPTZo0AQBMnjwZX3zxBVasWAF/f3+kpaVBp9Phf//7X62OUVZWBn9/f/THMLhJ7vV5OhbsMUKu87YefQYAcUl5RFlqF6ZYbm5iPRpuNij/LqY2Qu5+Xnm0WtMIuconzfCHUbFcd0F51Fv645x1ocoIubioPLIvKpX7KC6p9F2prlnlhDjKTkREDcQlUYVcrEdpaanFnGtnqo7Nun/0GPQqf7FXY7pgxK57XmlQ52MPTh0hz87Otni9YsUKBAcHIz8/H3379kVpaSmWLl2KVatW4fbbbwcALF++HJ07d8bWrVtx6623OqPbRERERFRHdXmo09U0qIc6S0tLAVxOWQoA+fn5qKqqslh4PTIyEm3atFFdeN1oNKKsrMxiIyIiIiJqqBpMQG42mzF16lT06tULXbp0AXB54XUPDw8EBARY1L3awusZGRkW61KGhSlP4yAiIiIi53FEps7GosEE5Kmpqdi7dy9Wr15dp3ZmzJiB0tJSeSssLLRTD4mIiIjIXoSwbXNFDWLZw7S0NHz++ef49ttv0bp1a7k8NDQUlZWVKCkpsRglv9pi7mqpU4mIiIio4eAc8hpOHSEXQiAtLQ2ffPIJvvnmG0RERFi8HxMTA3d3d4uF1w8cOICCggKbF14nIiIiIuerDsi1bq7IqSPkqampWLVqFdavXw9fX195Xri/vz+8vLzg7++P8ePHIz09HYGBgfDz88MjjzyC+Ph4rrBCRERERC7BqQF5dcaj/v37W5QvX74c48aNAwC8+uqr0Ol0GDlypEViICIiIiJqvMxCgqRxxNtVH+p0akBem5xEnp6eyMrKQlZWlgN6ZD/CZFJ+Q7KeJaTzVJ7zLnl7KZe7Kyc4Mrup3E7J+sNb6a/cxiVPbbOYvIutk+DoqpTvq75COaERTMr1pXLlpD5KT3QIo0piILX7oDF5j2o7REREZBNbHtLkQ51ERERERHZyOSDX+lBnPXXGyRiQExEREZHDcZWVGgzIiYiIiMjhxJ+b1n1cUYNJDEREREREdD3iCDkRERERORynrNRgQE5EREREjsc5KzIG5ERERETkeLZk3uQIORERERGRfXAd8hp8qJOIiIiIyIk4Ql5bChk2r1pdr1dpxvpPLWp1oVaudkyVXxvLWypk/FT5DdO9XCUjpV75T0QmT+vyKl/lfrufU86mqT/1m/IxzcrZNMX5cuuyyirlNvTK900t8yYzchIRETkGH+qswYCciIiIiBxPSNrnhDMgJyIiIiKyD84hr8GAnIiIiIgcj8seyvhQJxERERGRE3GEnIiIiIgcjg911mBATkRERETO4aJTULTilBUiIiIicrjqEXKtmy2ysrIQHh4OT09PxMXFYfv27ap1lyxZgj59+qBp06Zo2rQpEhISrOqPGzcOkiRZbIMGDbKpbwADciIiIiJyBmHjptGaNWuQnp6O2bNnY8eOHejevTsSExNx+vRpxfq5ubkYM2YMNm7ciLy8PISFhWHgwIE4ceKERb1Bgwbh1KlT8vbhhx9q79yfGJATERERkRNINm7aLFy4EBMmTEBKSgqioqKwePFieHt7Y9myZYr1P/jgAzz88MOIjo5GZGQk/vWvf8FsNiMnJ8einsFgQGhoqLw1bdpUc9+q2RyQX7p0CV9//TXefvttnDt3DgBw8uRJnD9/3ubOEBERERFdS1lZmcVmNBoV61VWViI/Px8JCQlymU6nQ0JCAvLy8mp1rAsXLqCqqgqBgYEW5bm5uQgODkanTp0wefJk/PabSubxWrDpoc5jx45h0KBBKCgogNFoxIABA+Dr64t58+bBaDRi8eLFNneowRLKadzVSHqPWrcjGQzKdb0VUt4DqqviVzb3rk3XACinvAcAs5ty2ntJ5U9EhlLrVPOepysU6+ouVCqWi/ILyo3rVH4LVjh/1ZT3KuWq9YmIiMgx6rAOeVhYmEXx7Nmz8eyzz1pVP3v2LEwmE0JCQizKQ0JCsH///lod8oknnkDLli0tgvpBgwZhxIgRiIiIwOHDh/HUU09h8ODByMvLg16vHEtdjU0B+ZQpUxAbG4tdu3ahWbNmcvndd9+NCRMm2NIkEREREV1P6hCQFxYWws/PTy42qA1u1tHcuXOxevVq5ObmwtPTUy4fPXq0/O+uXbuiW7duaN++PXJzc3HHHXdoPo5NAfl3332HLVu2wMPDchQ4PDzcasI7EREREZEVIV3etO4DwM/PzyIgVxMUFAS9Xo/i4mKL8uLiYoSGhl5135dffhlz587F119/jW7dul21brt27RAUFIRDhw7ZFJDbNIfcbDbDpPAn/+PHj8PX19eWJomIiIjoOiKEbZsWHh4eiImJsXggs/oBzfj4eNX95s+fj+effx7Z2dmIjY295nGOHz+O3377DS1atNDWwT/ZFJAPHDgQmZmZ8mtJknD+/HnMnj0bd955p00dISIiIiKyt/T0dCxZsgQrV67Ezz//jMmTJ6O8vBwpKSkAgKSkJMyYMUOuP2/ePMycORPLli1DeHg4ioqKUFRUJC9ccv78eTz++OPYunUrjh49ipycHAwbNgwdOnRAYmKiTX20acrKK6+8gsTERERFRaGiogL3338/fvnlFwQFBdVpDUYiIiIiuk7UYQ65FqNGjcKZM2cwa9YsFBUVITo6GtnZ2fKDngUFBdDpasaoFy1ahMrKStxzzz0W7VQ/OKrX67F7926sXLkSJSUlaNmyJQYOHIjnn3/e5rnsNgXkrVu3xq5du7BmzRrs2rUL58+fx/jx4zF27Fh4eamsDEJEREREVK0Oc8i1SktLQ1pamuJ7ubm5Fq+PHj161ba8vLywYcMGm/qhxqaAHADc3NwwduxYjB071p79ISIiIqLrgCTUl1W+2j6uyKY55Hq9Hrfddht+//13i/Li4mKb1l4kIiIiouuMsHFzQTYF5EIIGI1GxMbG4qeffrJ6j4iIiIjoqqqnrGjdXJBNU1YkScLHH3+MuXPnIj4+Hu+99x6GDRsmv3c9kdzcld/QK/+uI3kqzLH3VH4AQLgr3x5ja+V1N81uytfe5GFdLqkkqvQ6q5xNsyJQ+TwNv1nXlyovKdaVLiintRUqGTlFhXJ9yd26L+JSlXJd/sWGiIiIGjibR8j1ej1ee+01vPzyyxg1ahReeOEFjo4TERERUe1wyorM5oc6q02cOBEdO3bEvffei2+//dYefSIiIiIiV+egZQ8bA5tGyNu2bWvx8OZtt92GrVu3orCw0G4dIyIiIiIXxhFymU0j5EeOHLEq69ChA3788UcUFxfXuVNERERE5OIcuA55Q2fTCLkaT09PtG3b1p5NEhERERG5tFqPkAcGBuLgwYMICgpC06ZNr7qayl/XJyciIiIiuhITA9WodUD+6quvwtfXV/739ba8IRERERHZER/qlNU6IE9OTpb/PW7cuProCxERERHRdcemOeQ7duzAnj175Nfr16/H8OHD8dRTT6GyUjmxDBERERFRNQk101ZqvTm70/XEpoB80qRJOHjwIADg119/xahRo+Dt7Y21a9di+vTpdu0gEREREZErs2nZw4MHDyI6OhoAsHbtWvTr1w+rVq3C//73P4wePRqZmZm1aufbb7/FggULkJ+fj1OnTuGTTz7B8OHD5ffHjRuHlStXWuyTmJiI7OxsW7rtUGop2yWDwbrQy1OxbmVLX8VytVTzasxu1vV1l5QnYVX5KH8kPM6ZVBq3bkd3ukS5rlomV4U2AEAYjcrVL1ZYF0rKv1sKlbaJiIjIybjsocymEXIhBMxmMwDg66+/xp133gkACAsLw9mzZ2vdTnl5Obp3746srCzVOoMGDcKpU6fk7cMPP7Sly0RERETUkDAxkMymEfLY2Fi88MILSEhIwKZNm7Bo0SIAlxMGhYSE1LqdwYMHY/DgwVetYzAYEBoaaks3iYiIiKih4iorMptGyDMzM7Fjxw6kpaXh6aefRocOHQAAH330EXr27GnXDubm5iI4OBidOnXC5MmT8dtvv9m1fSIiIiJyPM0PdNqwbnljYdMIebdu3SxWWam2YMEC6FXmTtti0KBBGDFiBCIiInD48GE89dRTGDx4MPLy8lSPYzQaYbxi7nFZWZnd+kNEREREdsIRcplNAXm1yspKnD59Wp5PXq1NmzZ16lS10aNHy//u2rUrunXrhvbt2yM3Nxd33HGH4j4ZGRmYM2eOXY5PRERERFTfbJqycvDgQfTp0wdeXl5o27YtIiIiEBERgfDwcERERNi7j7J27dohKCgIhw4dUq0zY8YMlJaWylthYWG99YeIiIiIbMSHOmU2jZCnpKTAzc0Nn3/+OVq0aAFJcswSNMePH8dvv/2GFi1aqNYxGAwwKC0tSEREREQNhi1zwjmH/Ao7d+5Efn4+IiMj63Tw8+fPW4x2HzlyBDt37kRgYCACAwMxZ84cjBw5EqGhoTh8+DCmT5+ODh06IDExsU7HJSIiIiIn4zrkMpsC8qioKE3rjav54YcfcNttt8mv09PTAQDJyclYtGgRdu/ejZUrV6KkpAQtW7bEwIED8fzzz3MEnIiIiKix40OdMpsC8nnz5mH69Ol46aWX0LVrV7i7u1u87+fnV6t2+vfvD6GWvRHAhg0bbOmeQ0lqWTPdVS6tQlZOs5+XYlWTh/IUf5NBudwYoFzuddY6y2aln/IqNULlqQL3P5SzZupLLyjvoNT2ufPK5ZVVyuUmleygSlk5hdm6jIiIiAhAVlYWFixYgKKiInTv3h1vvPEGevTooVh3yZIlePfdd7F3714AQExMDF566SWL+kIIzJ49G0uWLEFJSQl69eqFRYsWoWPHjjb1z6aHOhMSErB161bccccdCA4ORtOmTdG0aVMEBASgadOmNnWEiIiIiK4fjlqHfM2aNUhPT8fs2bOxY8cOdO/eHYmJiTh9+rRi/dzcXIwZMwYb/5+9Ow9vqkr/AP5N0ibpvlC6QWlBUHZQllpRwaFSEBlRHIFBqR0GR239AZ0ZBUdARC0gCuowMDoD6IwI4oKOC4hlcRjLvgkCArKUpS1QurdJm5zfH6W3Dbm39KZp0qbfz/PcB3Jy7rkn96bpm9Nzz7t5M7KyshATE4Nhw4bh/PnzUp0FCxbgrbfewrJly7Bjxw74+fkhKSkJFRUVDp0Lh0bIN2/e7NDBiIiIiIgAuGzKyhtvvIHJkycjJSUFALBs2TJ89dVXWL58OaZPn25X/4MPPrB5/I9//AOffPIJMjMzMXHiRAghsHjxYrzwwgt44IEHAADvv/8+IiIisG7dOptluxvKoYB88ODBjuxGRERERFTNkRFvlfXNZjP27NmDGTNmSGVarRaJiYnIyspqUBtlZWWorKxEaGgogOpFSHJycpCYmCjVCQoKQnx8PLKyspo2ID948CB69uwJrVaLgwcP1lu3d+/eqjtCRERERK1II0bIr8/ErrTs9eXLl2GxWBAREWFTHhERgaNHjzbokM899xyio6OlADwnJ0dq4/o2a55Tq8EBed++fZGTk4Pw8HD07dsXGo1G9oZMjUYDi9LNeEREREREQKMC8piYGJvi2bNn48UXX3RGr2zMmzcPq1evxpYtW2A02i/M4SwNDshPnTqFtm3bSv8nIiIiInKH7Oxsm1X9lJbEDgsLg06nQ25urk15bm4uIiMj6z3GwoULMW/ePHz33Xc2sz9q9svNzbVJVpmbm4u+ffuqfSkAVKyyEhsbK2Xk9Pf3R2xsLGJjY6HVavHPf/4Tf/3rX3H27FnExsY61BEiIiIiaj0as8pKYGCgzaYUkOv1evTr1w+ZmZlSmdVqRWZmJhISEhT7tmDBAsydOxfr169H//79bZ7r2LEjIiMjbdosKirCjh076m2zPqpu6vzxxx8xatQoZGdno0uXLli9ejWGDx+O0tJSaLVaLFq0CB9//DFGjx7tUGeIiIiIiJwpPT0dycnJ6N+/PwYOHIjFixejtLRUWnVl4sSJaNeuHTIyMgBU59uZNWsWVq1ahbi4OGleuL+/P/z9/aHRaDB16lS8/PLL6NKlCzp27IiZM2ciOjra4RhY1Trkzz77LHr16oXvv/8eQ4YMwf3334+RI0eisLAQV69exR/+8AfMmzfPoY4QERERUSsiHNxUGjt2LBYuXIhZs2ahb9++2L9/P9avXy/dlHn27FlcvHhRqr906VKYzWY8/PDDiIqKkraFCxdKdZ599lk888wzeOKJJzBgwACUlJRg/fr1Ds8z14j6UmVeJywsDJs2bULv3r1RUlKCwMBA7Nq1C/369QMAHD16FLfffjsKCgoc6kxTKCoqQlBQEIbgAXhpvG+8gwKNTj6zpdbXV75+m1DZchFgn5WzMlS+jYo28v2t9JP/HqUzy19K71L7LJZVPgpZPS+Z5du4Ip+RU5OXb1cmyspl6wqTfLZPVRk5AYgq+cyeREREZKtKVGILPkdhYWGDM6k3tZrYrPP0V6FTGcBaKipwYt7zzer1OIOqEfL8/HxpIru/vz/8/PxsMnOGhISguLjYuT0kIiIiIvJgqhMD1dzYqfSYiIiIiKhBHJiC4olUB+SPP/64dCdrRUUFnnzySfj5+QEATApTEoiIiIiIbDRiHXJPoyogT05Otnn86KOP2tWZOHFi43pERERERB6v7jKGavbxRKoC8hUrVjRVP4iIiIioNeEIuUTVTZ1ERERERORcqueQExERERE1Fqes1GJATkRERESuxykrEgbkREREROR6DMglDMiJiIiIyOU4ZaUWA/LraHQ6dfWNBtly4SNfbvG3LzeFesvXNaq751YoVDcH2r8m34tm2breV8pkyzVX5TOwioqGrz1vNcsfU+mci6rKBrdNRERELQxHyCVcZYWIiIiIyI04Qk5ERERErscRcgkDciIiIiJyOc4hr8WAnIiIiIhcjyPkEgbkRERERORyHCGvxZs6iYiIiIjciCPkREREROR6nLIiYUBORERERK7HgFzCgJyIiIiIXE5zbVO7jydiQH4dpayRGn8/+R2CAmWLha9ettxitD/lVT7yU/lNQfJvO+9S+a+HWoXElvoi+ye8i+QzbGqKy+UbKa+QLRaV9m0Ls7oMm8JiUVWfiIiIPABHyCW8qZOIiIiIyI04Qk5ERERELsdlD2sxICciIiIi1+OUFQkDciIiIiJyDw8NsNXiHHIiIiIicrmaKStqN0csWbIEcXFxMBqNiI+Px86dOxXrHj58GGPGjEFcXBw0Gg0WL15sV+fFF1+ERqOx2bp27epY58CAnIiIiIjcQTi4qbRmzRqkp6dj9uzZ2Lt3L/r06YOkpCTk5eXJ1i8rK0OnTp0wb948REZGKrbbo0cPXLx4Udq2bdumvnPXMCAnIiIiIo/1xhtvYPLkyUhJSUH37t2xbNky+Pr6Yvny5bL1BwwYgNdeew3jxo2DwWBQbNfLywuRkZHSFhYW5nAfGZATERERkcs1ZspKUVGRzWYyyedXMZvN2LNnDxITE6UyrVaLxMREZGVlNar/x48fR3R0NDp16oQJEybg7NmzDrfFgJyIiIiIXK8RU1ZiYmIQFBQkbRkZGbKHuHz5MiwWCyIiImzKIyIikJOT43DX4+PjsXLlSqxfvx5Lly7FqVOncNddd6G4uNih9rjKChERERG5XGPWIc/OzkZgYG229PqmljSFESNGSP/v3bs34uPjERsbi48++giTJk1S3V7rCcg12uqtIfXkio1G2XKrn3x5RaSvbHmlr337piCNbF2dSd271FBQJV+eV2pXpimT/9MOystli4XZLF+/yv6YoqpSvi4RERFRjUasQx4YGGgTkCsJCwuDTqdDbm6uTXlubm69N2yqFRwcjJtvvhknTpxwaH+3Tln5/vvvMWrUKERHR0Oj0WDdunU2zwshMGvWLERFRcHHxweJiYk4fvy4ezpLRERERC2KXq9Hv379kJmZKZVZrVZkZmYiISHBaccpKSnByZMnERUV5dD+bg3IS0tL0adPHyxZskT2+QULFuCtt97CsmXLsGPHDvj5+SEpKQkVFRUu7ikREREROZWLlj1MT0/Hu+++i/feew9HjhzBU089hdLSUqSkpAAAJk6ciBkzZkj1zWYz9u/fj/3798NsNuP8+fPYv3+/zej3n/70J2zduhWnT5/GDz/8gAcffBA6nQ7jx4935Ey4d8rKiBEjbObg1CWEwOLFi/HCCy/ggQceAAC8//77iIiIwLp16zBu3DhXdpWIiIiInKgxc8jVGDt2LC5duoRZs2YhJycHffv2xfr166UbPc+ePQuttnaM+sKFC7j11lulxwsXLsTChQsxePBgbNmyBQBw7tw5jB8/HleuXEHbtm1x5513Yvv27Wjbtq36DqIZzyE/deoUcnJybJapCQoKQnx8PLKyshQDcpPJZLP0TVFRUZP3lYiIiIhUasQccrXS0tKQlpYm+1xNkF0jLi4OQtR/oNWrVzvWEQXNdtnDmqVo1C5Tk5GRYbMMTkxMTJP2k4iIiIjU0wjh0OaJmm1A7qgZM2agsLBQ2rKzs93dJSIiIiK6novmkLcEzTYgr1mKRu0yNQaDQVoKp6FL4hARERERuUuzDcg7duyIyMhIm2VqioqKsGPHDqcuU0NERERErldzU6fazRO59abOkpISmyVkTp06hf379yM0NBQdOnTA1KlT8fLLL6NLly7o2LEjZs6ciejoaIwePdp9nSYiIiKixnPhTZ3NnVsD8t27d+Oee+6RHqenpwMAkpOTsXLlSjz77LMoLS3FE088gYKCAtx5551Yv349jApZM+slrACsNkUanc6umtbfT37/APnyylAf+XIf+T8+lLexL1fKyKmxyhZDY5Ev9yqTz9SpKZHJvllin70TAKzFJbLlSpk6hdVDfzKIiIioSblq2cOWwK0B+ZAhQ+pdVkaj0eCll17CSy+95MJeEREREVGT4wi5pNnOISciIiIiag2abWIgIiIiIvJcnLJSiwE5EREREbkep6xIGJATERERkVt46oi3WgzIiYiIiMj1hKje1O7jgXhTJxERERGRG3GEnIiIiIhcjjd11mJATkRERESux5s6JQzIiYiIiMjlNFblrOT17eOJWnVArvHyti/Uy5QBMEcFypZXBsqfwooQ+en5lf72ZVazRrau/3n5d53v+XLZcl2xfDlKSu2PWVwiW1VUVsmXWyzybRMRERE5giPkklYdkBMRERGRe3AOeS2uskJERERE5EYcISciIiIi1+M65BIG5ERERETkcpyyUosBORERERG5Hm/qlDAgJyIiIiKX4wh5Ld7USURERETkRgzIiYiIiMj1am7qVLs5YMmSJYiLi4PRaER8fDx27typWPfw4cMYM2YM4uLioNFosHjx4ka3eSMMyImIiIjI5WqmrKjd1FqzZg3S09Mxe/Zs7N27F3369EFSUhLy8vJk65eVlaFTp06YN28eIiMjndLmjbSeOeQabfVWt8jPx66aaBsiu7spWD6DZ3mYTr5+qHw3vOyTZkJnkq9rKKiUb+OqTCMAUFImW2wtLLYrE1XybTMjJxEREbmEi27qfOONNzB58mSkpKQAAJYtW4avvvoKy5cvx/Tp0+3qDxgwAAMGDAAA2ecdafNGOEJORERERC7nihFys9mMPXv2IDExUSrTarVITExEVlaWQ/1uijZbzwg5ERERETUfVlG9qd0HQFFRkU2xwWCAwWCwq3758mVYLBZERETYlEdERODo0aPqjt2EbXKEnIiIiIhalJiYGAQFBUlbRkaGu7vUKBwhJyIiIiLXa8Qc8uzsbAQGBkrFcqPjABAWFgadTofc3Fyb8tzcXMUbNm+kKdrkCDkRERERuZwGDswhv7ZvYGCgzaYUkOv1evTr1w+ZmZlSmdVqRWZmJhISEhzqd1O0yRFyIiIiInI9R9YVd2Ad8vT0dCQnJ6N///4YOHAgFi9ejNLSUmmFlIkTJ6Jdu3bStBez2YyffvpJ+v/58+exf/9++Pv7o3Pnzg1qUy0G5ERERETkco6smuLIOuRjx47FpUuXMGvWLOTk5KBv375Yv369dFPm2bNnodXWThq5cOECbr31VunxwoULsXDhQgwePBhbtmxpUJtqMSAnIiIiIo+WlpaGtLQ02edqguwacXFxEA0Yia+vTbUYkBMRERGR67koMVBLwICciIiIiFxOIwQ0KueEq63fUrSagFyj00GjsU1zr/H1tatXEe4nu39RrE62vMq+iWuNyxdrq+zLgk6bZevqL5XJN5JfIFssKkyy5VazfPtEREREbmO9tqndxwO1moCciIiIiJoPjpDX4jrkRERERERuxBFyIiIiInI93tQpYUBORERERK7nosRALQEDciIiIiJyOVclBmoJGJATERERketxhFzCgJyIiIiIXE5jrd7U7uOJuMoKEREREZEbcYSciIiIiFyPU1YkrSYg1xr10Gr0NmWW6FC7egVd9HZlAFAZIN9upXxiT/hdkC8POG+fqlN/pVy2rib3imy5taRUvrxcvh0iIiKiZofLHkqa9ZSVF198ERqNxmbr2rWru7tFRERERI1Uk6lT7eaJmv0IeY8ePfDdd99Jj728mn2XiYiIiOhGOGVF0uyjWy8vL0RGRrq7G0RERERETaJZT1kBgOPHjyM6OhqdOnXChAkTcPbsWXd3iYiIiIgaSwCwqtw8c4C8eY+Qx8fHY+XKlbjllltw8eJFzJkzB3fddRcOHTqEgAD5uyxNJhNMJpP0uKioyFXdJSIiIqIGcmROOOeQu8GIESOk//fu3Rvx8fGIjY3FRx99hEmTJsnuk5GRgTlz5riqi0RERETkCAEH5pA3SU/crtlPWakrODgYN998M06cOKFYZ8aMGSgsLJS27OxsF/aQiIiIiBqk5qZOtZsHalEBeUlJCU6ePImoqCjFOgaDAYGBgTYbEREREVFz1awD8j/96U/YunUrTp8+jR9++AEPPvggdDodxo8f7+6uEREREVFjqL2hs2bzQM16Dvm5c+cwfvx4XLlyBW3btsWdd96J7du3o23btu7uGhERERE1Am/qrNWsA/LVq1c7rS1NUCA0WoNNWUFXf7t6pQqzYcyhFtlyY55OtjzgnHx9n/P2ae+15/Jk61oLi+XLTRWy5UREREQtBhMDSZp1QE5EREREHooBuaRZzyEnIiIiIg/lwlVWlixZgri4OBiNRsTHx2Pnzp311l+7di26du0Ko9GIXr164euvv7Z5/vHHH4dGo7HZhg8f7lDfAAbkREREROTB1qxZg/T0dMyePRt79+5Fnz59kJSUhLw8+SnDP/zwA8aPH49JkyZh3759GD16NEaPHo1Dhw7Z1Bs+fDguXrwobR9++KHDfWRATkRERESu56JVVt544w1MnjwZKSkp6N69O5YtWwZfX18sX75ctv6bb76J4cOH489//jO6deuGuXPn4rbbbsNf//pXm3oGgwGRkZHSFhISor5z1zAgJyIiIiKXq1llRe0GAEVFRTabyWSSPYbZbMaePXuQmJgolWm1WiQmJiIrK0t2n6ysLJv6AJCUlGRXf8uWLQgPD8ctt9yCp556CleuXHH4XDAgJyIiIiLXa8Qc8piYGAQFBUlbRkaG7CEuX74Mi8WCiIgIm/KIiAjk5OTI7pOTk3PD+sOHD8f777+PzMxMzJ8/H1u3bsWIESNgscivsncjXGWFiIiIiFzPKgCNyps0rdX1s7OzbbKxGwwGpT2axLhx46T/9+rVC71798ZNN92ELVu2YOjQoarb4wg5EREREbUogYGBNptSQB4WFgadTofc3Fyb8tzcXERGRsruExkZqao+AHTq1AlhYWE4ceKEyldSjQE5EREREbmeC5Y91Ov16NevHzIzM6Uyq9WKzMxMJCQkyO6TkJBgUx8ANm7cqFgfqM4uf+XKFURFKWSYvIFWM2Wl4pZIeHkZbcryu2ns6mk62WfSBACvU36y5YGn5N8Y/icK5TtyPteuyFpaLlvVajbLt0FERETU4jmyrrj6dcjT09ORnJyM/v37Y+DAgVi8eDFKS0uRkpICAJg4cSLatWsnzUOfMmUKBg8ejNdffx0jR47E6tWrsXv3brzzzjsAgJKSEsyZMwdjxoxBZGQkTp48iWeffRadO3dGUlKS6v4BrSggJyIiIqJmxEWZOseOHYtLly5h1qxZyMnJQd++fbF+/Xrpxs2zZ89Cq62dNHLHHXdg1apVeOGFF/D888+jS5cuWLduHXr27AkA0Ol0OHjwIN577z0UFBQgOjoaw4YNw9y5cx2ey86AnIiIiIhczyqgesTb6limzrS0NKSlpck+t2XLFruy3/zmN/jNb34jW9/HxwcbNmxwqB9KGJATERERkesJa/Wmdh8PxJs6iYiIiIjciCPkREREROR6LppD3hIwICciIiIi13PhHPLmjgE5EREREbkeR8glDMiJiIiIyPUEHAjIm6QnbsebOomIiIiI3Igj5ERERETkepyyImk1AfnF2/XQGfU2ZX3uOm5X78C5aNn9g3+WfwOE7r4if8ALubLF1tIyuzJRVSnfBhEREZGnsloBqFxX3OqZ65C3moCciIiIiJoRjpBLGJATERERkesxIJfwpk4iIiIiIjfiCDkRERERuR4TA0kYkBMRERGRywlhhRDqbtJUW7+lYEBORERERK4nhPoRbw+dQ86AnIiIiIhcTzgwZYUBORERERGRk1itgEblFBQPnbLCVVaIiIiIiNyo1YyQ7378HwgM0NmUvXG1o129U+91kd2/bWa2bLn1okJGTrNZZQ+JiIiIWhFOWZG0moCciIiIiJoPYbVCqJyywlVWiIiIiIichSPkEgbkREREROR6VgFoGJADvKmTiIiIiMitOEJORERERK4nBAC1yx5yhJyIiIiIyCmEVTi0OWLJkiWIi4uD0WhEfHw8du7cWW/9tWvXomvXrjAajejVqxe+/vpr274LgVmzZiEqKgo+Pj5ITEzE8ePHHeobwICciIiIiNxBWB3bVFqzZg3S09Mxe/Zs7N27F3369EFSUhLy8vJk6//www8YP348Jk2ahH379mH06NEYPXo0Dh06JNVZsGAB3nrrLSxbtgw7duyAn58fkpKSUFFR4dCpYEBORERERC7nqhHyN954A5MnT0ZKSgq6d++OZcuWwdfXF8uXL5et/+abb2L48OH485//jG7dumHu3Lm47bbb8Ne//rW630Jg8eLFeOGFF/DAAw+gd+/eeP/993HhwgWsW7fOoXPBgJyIiIiIXM8FI+Rmsxl79uxBYmKiVKbVapGYmIisrCzZfbKysmzqA0BSUpJU/9SpU8jJybGpExQUhPj4eMU2b8Tjb+oU1yb/F5XYX8CKkiq7MotZ/k8NVVaTbLlVVKoqJyIiInKVKlTHI6IZ3gxZhUrVy5DXvJ6ioiKbcoPBAIPBYFf/8uXLsFgsiIiIsCmPiIjA0aNHZY+Rk5MjWz8nJ0d6vqZMqY5aHh+QFxcXAwBibzst8+wvMmWbmrI7RERERC5XXFyMoKAgd3cDAKDX6xEZGYltOV/fuLIMf39/xMTE2JTNnj0bL774ohN65x4eH5BHR0cjOzsbAQEBKC4uRkxMDLKzsxEYGOjurlEjFBUV8Vp6EF5Pz8Lr6Vl4PVs2IQSKi4sRHR3t7q5IjEYjTp06BbPZ7ND+QghoNBqbMrnRcQAICwuDTqdDbm6uTXlubi4iIyNl94mMjKy3fs2/ubm5iIqKsqnTt29fVa+lhscH5FqtFu3btwcA6eIFBgbyQ8VD8Fp6Fl5Pz8Lr6Vl4PVuu5jIyXpfRaITRaGzy4+j1evTr1w+ZmZkYPXo0AMBqtSIzMxNpaWmy+yQkJCAzMxNTp06VyjZu3IiEhAQAQMeOHREZGYnMzEwpAC8qKsKOHTvw1FNPOdRPjw/IiYiIiKj1Sk9PR3JyMvr374+BAwdi8eLFKC0tRUpKCgBg4sSJaNeuHTIyMgAAU6ZMweDBg/H6669j5MiRWL16NXbv3o133nkHQPUA79SpU/Hyyy+jS5cu6NixI2bOnIno6Ggp6FeLATkREREReayxY8fi0qVLmDVrFnJyctC3b1+sX79euinz7Nmz0GprFx684447sGrVKrzwwgt4/vnn0aVLF6xbtw49e/aU6jz77LMoLS3FE088gYKCAtx5551Yv369w6P+GtEcb7ttIiaTCRkZGZgxY4biXCNqGXgtPQuvp2fh9fQsvJ5ETa9VBeRERERERM0NEwMREREREbkRA3IiIiIiIjdiQE5ERERE5EatJiBfsmQJ4uLiYDQaER8fj507d7q7S9QAGRkZGDBgAAICAhAeHo7Ro0fj2LFjNnUqKiqQmpqKNm3awN/fH2PGjLFb0J+an3nz5klLR9XgtWxZzp8/j0cffRRt2rSBj48PevXqhd27d0vPCyEwa9YsREVFwcfHB4mJiTh+/Lgbe0xKLBYLZs6ciY4dO8LHxwc33XQT5s6da5NundeTqOm0ioB8zZo1SE9Px+zZs7F371706dMHSUlJyMvLc3fX6Aa2bt2K1NRUbN++HRs3bkRlZSWGDRuG0tJSqc60adPwn//8B2vXrsXWrVtx4cIFPPTQQ27sNd3Irl278Pe//x29e/e2Kee1bDmuXr2KQYMGwdvbG9988w1++uknvP766wgJCZHqLFiwAG+99RaWLVuGHTt2wM/PD0lJSaioqHBjz0nO/PnzsXTpUvz1r3/FkSNHMH/+fCxYsABvv/22VIfXk6gJiVZg4MCBIjU1VXpssVhEdHS0yMjIcGOvyBF5eXkCgNi6dasQQoiCggLh7e0t1q5dK9U5cuSIACCysrLc1U2qR3FxsejSpYvYuHGjGDx4sJgyZYoQgteypXnuuefEnXfeqfi81WoVkZGR4rXXXpPKCgoKhMFgEB9++KErukgqjBw5Uvzud7+zKXvooYfEhAkThBC8nkRNzeNHyM1mM/bs2YPExESpTKvVIjExEVlZWW7sGTmisLAQABAaGgoA2LNnDyorK22ub9euXdGhQwde32YqNTUVI0eOtLlmAK9lS/PFF1+gf//++M1vfoPw8HDceuutePfdd6XnT506hZycHJvrGRQUhPj4eF7PZuiOO+5AZmYmfv75ZwDAgQMHsG3bNowYMQIArydRU/P4TJ2XL1+GxWKRsjHViIiIwNGjR93UK3KE1WrF1KlTMWjQIClbVk5ODvR6PYKDg23qRkREICcnxw29pPqsXr0ae/fuxa5du+ye47VsWX755RcsXboU6enpeP7557Fr1y783//9H/R6PZKTk6VrJvfZy+vZ/EyfPh1FRUXo2rUrdDodLBYLXnnlFUyYMAEAeD2JmpjHB+TkOVJTU3Ho0CFs27bN3V0hB2RnZ2PKlCnYuHGjw6mFqfmwWq3o378/Xn31VQDArbfeikOHDmHZsmVITk52c+9IrY8++ggffPABVq1ahR49emD//v2YOnUqoqOjeT2JXMDjp6yEhYVBp9PZrdSQm5uLyMhIN/WK1EpLS8OXX36JzZs3o3379lJ5ZGQkzGYzCgoKbOrz+jY/e/bsQV5eHm677TZ4eXnBy8sLW7duxVtvvQUvLy9ERETwWrYgUVFR6N69u01Zt27dcPbsWQCQrhk/e1uGP//5z5g+fTrGjRuHXr164bHHHsO0adOQkZEBgNeTqKl5fECu1+vRr18/ZGZmSmVWqxWZmZlISEhwY8+oIYQQSEtLw2effYZNmzahY8eONs/369cP3t7eNtf32LFjOHv2LK9vMzN06FD8+OOP2L9/v7T1798fEyZMkP7Pa9lyDBo0yG4J0p9//hmxsbEAgI4dOyIyMtLmehYVFWHHjh28ns1QWVkZtFrbkECn08FqtQLg9SRqcu6+q9QVVq9eLQwGg1i5cqX46aefxBNPPCGCg4NFTk6Ou7tGN/DUU0+JoKAgsWXLFnHx4kVpKysrk+o8+eSTokOHDmLTpk1i9+7dIiEhQSQkJLix19RQdVdZEYLXsiXZuXOn8PLyEq+88oo4fvy4+OCDD4Svr6/497//LdWZN2+eCA4OFp9//rk4ePCgeOCBB0THjh1FeXm5G3tOcpKTk0W7du3El19+KU6dOiU+/fRTERYWJp599lmpDq8nUdNpFQG5EEK8/fbbokOHDkKv14uBAweK7du3u7tL1AAAZLcVK1ZIdcrLy8XTTz8tQkJChK+vr3jwwQfFxYsX3ddparDrA3Jey5blP//5j+jZs6cwGAyia9eu4p133rF53mq1ipkzZ4qIiAhhMBjE0KFDxbFjx9zUW6pPUVGRmDJliujQoYMwGo2iU6dO4i9/+YswmUxSHV5PoqajEaJOGi4iIiIiInIpj59DTkRERETUnDEgJyIiIiJyIwbkRERERERuxICciIiIiMiNGJATEREREbkRA3IiIiIiIjdiQE5ERERE5EYMyImIiIiI3IgBORGRi5w+fRoajQb79+93WptDhgzB1KlTndYeERG5HgNyIvI4OTk5eOaZZ9CpUycYDAbExMRg1KhRyMzMdHfXnO7TTz/F3LlzpcdxcXFYvHix+zpERESqebm7A0REznT69GkMGjQIwcHBeO2119CrVy9UVlZiw4YNSE1NxdGjR93dRacKDQ11dxeIiKiROEJORB7l6aefhkajwc6dOzFmzBjcfPPN6NGjB9LT07F9+3YAwNmzZ/HAAw/A398fgYGBeOSRR5Cbmyu18eKLL6Jv375Yvnw5OnToAH9/fzz99NOwWCxYsGABIiMjER4ejldeecXm2BqNBkuXLsWIESPg4+ODTp064eOPP663v4cOHcKIESPg7++PiIgIPPbYY7h8+TIAYMuWLdDr9fjvf/8r1V+wYAHCw8Ol/tadsjJkyBCcOXMG06ZNg0ajgUajQWlpKQIDA+36sW7dOvj5+aG4uNixE01ERE7DgJyIPEZ+fj7Wr1+P1NRU+Pn52T0fHBwMq9WKBx54APn5+di6dSs2btyIX375BWPHjrWpe/LkSXzzzTdYv349PvzwQ/zzn//EyJEjce7cOWzduhXz58/HCy+8gB07dtjsN3PmTIwZMwYHDhzAhAkTMG7cOBw5ckS2vwUFBfjVr36FW2+9Fbt378b69euRm5uLRx55BEBtsP3YY4+hsLAQ+/btw8yZM/GPf/wDERERdu19+umnaN++PV566SVcvHgRFy9ehJ+fH8aNG4cVK1bY1F2xYgUefvhhBAQEqDrHRETUBAQRkYfYsWOHACA+/fRTxTrffvut0Ol04uzZs1LZ4cOHBQCxc+dOIYQQs2fPFr6+vqKoqEiqk5SUJOLi4oTFYpHKbrnlFpGRkSE9BiCefPJJm+PFx8eLp556SgghxKlTpwQAsW/fPiGEEHPnzhXDhg2zqZ+dnS0AiGPHjgkhhDCZTKJv377ikUceEd27dxeTJ0+2qT948GAxZcoU6XFsbKxYtGiR3XnR6XTiwoULQgghcnNzhZeXl9iyZYvieSIiItfhCDkReQwhxA3rHDlyBDExMYiJiZHKunfvjuDgYJuR7Li4OJvR44iICHTv3h1ardamLC8vz6b9hIQEu8dKI+QHDhzA5s2b4e/vL21du3YFUD1CDwB6vR4ffPABPvnkE1RUVGDRokU3fI3XGzhwIHr06IH33nsPAPDvf/8bsbGxuPvuu1W3RUREzsebOonIY3Tp0gUajcYpN256e3vbPNZoNLJlVqvV4WOUlJRg1KhRmD9/vt1zUVFR0v9/+OEHANVTcvLz82Wn49zI73//eyxZsgTTp0/HihUrkJKSAo1G43DfiYjIeThCTkQeIzQ0FElJSViyZAlKS0vtni8oKEC3bt2QnZ2N7Oxsqfynn35CQUEBunfv3ug+1Nw4Wvdxt27dZOvedtttOHz4MOLi4tC5c2ebrSboPnnyJKZNm4Z3330X8fHxSE5OrvdLgF6vh8VisSt/9NFHcebMGbz11lv46aefkJyc3IhXSUREzsSAnIg8ypIlS2CxWDBw4EB88sknOH78OI4cOYK33noLCQkJSExMRK9evTBhwgTs3bsXO3fuxMSJEzF48GD079+/0cdfu3Ytli9fjp9//hmzZ8/Gzp07kZaWJls3NTUV+fn5GD9+PHbt2oWTJ09iw4YNSElJgcVigcViwaOPPoqkpCSkpKRgxYoVOHjwIF5//XXF48fFxeH777/H+fPnpdVaACAkJAQPPfQQ/vznP2PYsGFo3759o18rERE5BwNyIvIonTp1wt69e3HPPffgj3/8I3r27Il7770XmZmZWLp0KTQaDT7//HOEhITg7rvvRmJiIjp16oQ1a9Y45fhz5szB6tWr0bt3b7z//vv48MMPFUfeo6Oj8b///Q8WiwXDhg1Dr169MHXqVAQHB0Or1eKVV17BmTNn8Pe//x1A9TSWd955By+88AIOHDgg2+ZLL72E06dP46abbkLbtm1tnps0aRLMZjN+97vfOeW1EhGRc2hEQ+6CIiKiG9JoNPjss88wevRod3dF1r/+9S9MmzYNFy5cgF6vd3d3iIjoGt7USUTk4crKynDx4kXMmzcPf/jDHxiMExE1M5yyQkTk4RYsWICuXbsiMjISM2bMcHd3iIjoOpyyQkRERETkRhwhJyIiIiJyIwbkRERERERuxICciIiIiMiNGJATEREREbkRA3IiIiIiIjdiQE5ERERE5EYMyImIiIiI3IgBORERERGRGzEgJyIiIiJyIwbkRERERERuxICciIiIiMiNGJATEREREbkRA3IiIiIiIjdiQE5ERERE5EYMyIlaiRdffBEajcamrKqqCs8++yxiYmKg1WoxevRoAEBJSQl+//vfIzIyEhqNBlOnTnV9h1sgpfPpSYYMGYIhQ4Y0WftbtmyBRqPBli1bblj39OnT0Gg0WLlyZZP1h4jIFbzc3QEiUm/lypVISUmRHhsMBoSGhqJXr14YOXIkUlJSEBAQcMN2li9fjtdeew1Tp07Fbbfdhg4dOgAAXn31VaxcuRIzZ87ETTfdhG7dujXZa/EkSueTGmfVqlXIy8vjF0Mi8lgaIYRwdyeISJ2agPyll15Cx44dUVlZiZycHGzZsgUbN25Ehw4d8MUXX6B3797SPlVVVaiqqoLRaJTKxo0bh23btuHcuXM27d9+++3w8vLCtm3bXPaaPIHS+fQkNaPjDRnBdoTVaoXZbIZer4dWW/1H3Pvvvx+HDh3C6dOnbeoKIWAymeDt7Q2dTtck/SEicgWOkBO1YCNGjED//v2lxzNmzMCmTZtw//3349e//jWOHDkCHx8fAICXlxe8vGx/5PPy8hAcHGzXbl5eHrp37+60ftYEWXW/DHgipfNJDafVahv8PtFoNB7/niKi1oFzyIk8zK9+9SvMnDkTZ86cwb///W+pvO4c8pq5t5s3b8bhw4eh0WikebsajQanTp3CV199JZXXjEyaTCbMnj0bnTt3hsFgQExMDJ599lmYTCabPmg0GqSlpeGDDz5Ajx49YDAYsH79egDA+fPn8bvf/Q4REREwGAzo0aMHli9fbrN/TT8++ugjvPLKK2jfvj2MRiOGDh2KEydO2L3mHTt24L777kNISAj8/PzQu3dvvPnmmzZ1jh49iocffhihoaEwGo3o378/vvjiiwad09LSUvzxj39ETEwMDAYDbrnlFixcuBA1f2Cs73zW55tvvsHgwYMREBCAwMBADBgwAKtWrbKps3btWvTr1w8+Pj4ICwvDo48+ivPnz9vUefzxx+Hv74+zZ8/i/vvvh7+/P9q1a4clS5YAAH788Uf86le/gp+fH2JjY+2OsXLlSmg0Gnz//ff4wx/+gDZt2iAwMBATJ07E1atXb3h+GvK+SE5OhtFoxJEjR2z2TUpKQkhICC5cuADAfg75kCFD8NVXX+HMmTPSeY2Li7M579fPIW/Ita6srMScOXPQpUsXGI1GtGnTBnfeeSc2btx4w9dLRORsHCEn8kCPPfYYnn/+eXz77beYPHmy3fNt27bFv/71L7zyyisoKSlBRkYGAKBbt27417/+hWnTpqF9+/b44x//KNW3Wq349a9/jW3btuGJJ55At27d8OOPP2LRokX4+eefsW7dOptjbNq0CR999BHS0tIQFhaGuLg45Obm4vbbb5cC9rZt2+Kbb77BpEmTUFRUZDdHeN68edBqtfjTn/6EwsJCLFiwABMmTMCOHTukOhs3bsT999+PqKgoTJkyBZGRkThy5Ai+/PJLTJkyBQBw+PBhDBo0CO3atcP06dPh5+eHjz76CKNHj8Ynn3yCBx98UPFcCiHw61//Gps3b8akSZPQt29fbNiwAX/+859x/vx5LFq0qN7zqWTlypX43e9+hx49emDGjBkIDg7Gvn37sH79evz2t7+V6qSkpGDAgAHIyMhAbm4u3nzzTfzvf//Dvn37bEbjLRYLRowYgbvvvhsLFizABx98gLS0NPj5+eEvf/kLJkyYgIceegjLli3DxIkTkZCQgI4dO9r0KS0tDcHBwXjxxRdx7NgxLF26FGfOnJGCZDkNfV+8+eab2LRpE5KTk5GVlQWdToe///3v+Pbbb/Gvf/0L0dHRsu3/5S9/QWFhIc6dO4dFixYBAPz9/RXPa0Ov9YsvvoiMjAz8/ve/x8CBA1FUVITdu3dj7969uPfeexXbJyJqEoKIWpwVK1YIAGLXrl2KdYKCgsStt94qPZ49e7a4/kd+8ODBokePHnb7xsbGipEjR9qU/etf/xJarVb897//tSlftmyZACD+97//SWUAhFarFYcPH7apO2nSJBEVFSUuX75sUz5u3DgRFBQkysrKhBBCbN68WQAQ3bp1EyaTSar35ptvCgDixx9/FEIIUVVVJTp27ChiY2PF1atXbdq0Wq3S/4cOHSp69eolKioqbJ6/4447RJcuXexef13r1q0TAMTLL79sU/7www8LjUYjTpw4IZUpnc/rFRQUiICAABEfHy/Ky8tl+202m0V4eLjo2bOnTZ0vv/xSABCzZs2SypKTkwUA8eqrr0plV69eFT4+PkKj0YjVq1dL5UePHhUAxOzZs6WymvdTv379hNlslsoXLFggAIjPP//c5jUOHjxYeqzmfbFhwwbpXP7yyy/C399fjB492ma/mmu/efNmqWzkyJEiNjbW7jyeOnVKABArVqyQyhp6rfv06WP3HicichdOWSHyUP7+/iguLnZae2vXrkW3bt3QtWtXXL58Wdp+9atfAQA2b95sU3/w4ME289CFEPjkk08watQoCCFs2khKSkJhYSH27t1r00ZKSgr0er30+K677gIA/PLLLwCAffv24dSpU5g6dard3O2aEd38/Hxs2rQJjzzyCIqLi6VjXrlyBUlJSTh+/LjdFJC6vv76a+h0Ovzf//2fTfkf//hHCCHwzTffNOT02di4cSOKi4sxffp0uznQNf3evXs38vLy8PTTT9vUGTlyJLp27YqvvvrKrt3f//730v+Dg4Nxyy23wM/PD4888ohUfssttyA4OFg6h3U98cQT8Pb2lh4/9dRT8PLywtdff634WtS8L4YNG4Y//OEPeOmll/DQQw/BaDTi73//u2Lbaqm51sHBwTh8+DCOHz/utOMTETmKU1aIPFRJSQnCw8Od1t7x48dx5MgRtG3bVvb5vLw8m8fXT4e4dOkSCgoK8M477+Cdd95pUBvXLxsYEhICANK85pMnTwIAevbsqdjvEydOQAiBmTNnYubMmYrHbdeunexzZ86cQXR0tN0ykjXTUc6cOaN4bCUN6XdNu7fccovdc127drVbAcdoNNpdm6CgILRv395uuklQUJDs3PAuXbrYPPb390dUVJTd6iZ1qX1fLFy4EJ9//jn279+PVatWOfU9quZav/TSS3jggQdw8803o2fPnhg+fDgee+wxm5WJiIhchQE5kQc6d+4cCgsL0blzZ6e1abVa0atXL7zxxhuyz8fExNg8rlndpe7+APDoo48iOTlZto3rgyGlpeyEitVaa477pz/9CUlJSbJ1nHme3EXpXDnjHNZH7fti3759UpD+448/Yvz48U7pR01fgIZd67vvvhsnT57E559/jm+//Rb/+Mc/sGjRIixbtszmLw1ERK7AgJzIA/3rX/8CAMWgxBE33XQTDhw4gKFDhyre4Feftm3bIiAgABaLBYmJiU7rEwAcOnRIsc1OnToBALy9vR06bmxsLL777jsUFxfbjJIfPXpUel6tuv1W+jJQ0+6xY8ek6R81jh075tBxb+T48eO45557pMclJSW4ePEi7rvvPsV91LwvSktLkZKSgu7du+OOO+7AggUL8OCDD2LAgAH17tfQ95vaax0aGoqUlBSkpKSgpKQEd999N1588UUG5ETkcpxDTuRhNm3ahLlz56Jjx46YMGGC09p95JFHcP78ebz77rt2z5WXl6O0tLTe/XU6HcaMGYNPPvkEhw4dsnv+0qVLqvt02223oWPHjli8eDEKCgpsnqsZAQ4PD8eQIUPw97//HRcvXlR93Pvuuw8WiwV//etfbcoXLVoEjUaDESNGqO73sGHDEBAQgIyMDFRUVMj2u3///ggPD8eyZctslg/85ptvcOTIEYwcOVL1cW/knXfeQWVlpfR46dKlqKqqqvc1qnlfPPfcczh79izee+89vPHGG4iLi0NycrLdspnX8/PzQ2Fh4Q37r+ZaX7lyxeY5f39/dO7c+YZ9ISJqChwhJ2rBvvnmGxw9ehRVVVXIzc3Fpk2bsHHjRsTGxuKLL75watKUxx57DB999BGefPJJbN68GYMGDYLFYsHRo0fx0UcfYcOGDTZJiuTMmzcPmzdvRnx8PCZPnozu3bsjPz8fe/fuxXfffYf8/HxVfdJqtVi6dClGjRqFvn37IiUlBVFRUTh69CgOHz6MDRs2AACWLFmCO++8E7169cLkyZPRqVMn5ObmIisrC+fOncOBAwcUjzFq1Cjcc889+Mtf/oLTp0+jT58++Pbbb/H5559j6tSp0mi3GoGBgVi0aBF+//vfY8CAAfjtb3+LkJAQHDhwAGVlZXjvvffg7e2N+fPnIyUlBYMHD8b48eOlZQ/j4uIwbdo01ce9EbPZjKFDh+KRRx7BsWPH8Le//Q133nknfv3rXyvu09D3xaZNm/C3v/0Ns2fPxm233QYAWLFiBYYMGYKZM2diwYIFisfo168f1qxZg/T0dAwYMAD+/v4YNWqUbN2GXuvu3btjyJAh6NevH0JDQ7F79258/PHHSEtLa8QZJCJykNvWdyEih9UsU1ez6fV6ERkZKe69917x5ptviqKiIrt9GrvsoRDVS/HNnz9f9OjRQxgMBhESEiL69esn5syZIwoLC6V6AERqaqps33Nzc0VqaqqIiYkR3t7eIjIyUgwdOlS88847Up2ape/Wrl1rs6/cMndCCLFt2zZx7733ioCAAOHn5yd69+4t3n77bZs6J0+eFBMnThSRkZHC29tbtGvXTtx///3i448/lu1nXcXFxWLatGkiOjpaeHt7iy5duojXXnvNZmlFIRq+7GGNL774Qtxxxx3Cx8dHBAYGioEDB4oPP/zQps6aNWvErbfeKgwGgwgNDRUTJkwQ586ds6mTnJws/Pz87Npv6PWteT9t3bpVPPHEEyIkJET4+/uLCRMmiCtXrti1WXfZQyFu/L4oKioSsbGx4rbbbhOVlZU2+06bNk1otVqRlZUlhJBf9rCkpET89re/FcHBwQKAtASi0vuhIdf65ZdfFgMHDhTBwcHCx8dHdO3aVbzyyis2yz4SEbmKRggn3dlDREQtUk0Col27dt3wrxxEROR8nENORERERORGDMiJiIiIiNyIATkRERERkRu5NSBfunQpevfujcDAQAQGBiIhIcEmDXVFRQVSU1PRpk0b+Pv7Y8yYMcjNzXVjj4mIPM/jjz8OIQTnjxMRuYlbb+r8z3/+A51Ohy5dukAIgffeew+vvfYa9u3bhx49euCpp57CV199hZUrVyIoKAhpaWnQarX43//+564uExERERE5VbNbZSU0NBSvvfYaHn74YbRt2xarVq3Cww8/DKA6M163bt2QlZWF22+/3c09JSIiIiJqvGaTGMhisWDt2rUoLS1FQkIC9uzZg8rKSpv0x127dkWHDh3qDchNJpNNpjWr1Yr8/Hy0adPGoXTfRERERC2VEALFxcWIjo6GVtt8bh2sqKiA2Wx2aF+9Xu/UxHfNgdsD8h9//BEJCQmoqKiAv78/PvvsM3Tv3h379++HXq9HcHCwTf2IiAjk5OQotpeRkYE5c+Y0ca+JiIiIWo7s7Gy0b9/e3d0AUB2Md4z1R06exaH9IyMjcerUKY8Kyt0ekN9yyy3Yv38/CgsL8fHHHyM5ORlbt251uL0ZM2YgPT1delxYWIgOHTqg3dwXoL3uwmmC7L+Z+fwkf3G9yuWPp1P4cqexypcLmS+ninV18uVQqK9pyslHCm17mWSeUOqHwuwonVwbAIRW/i8aukr7+t7FVbJ1zYHyb3FdhfxJtPjIjx5UGVX8dUXhLzFK11PIVLcYFF67Wf5cWbzl6zvjPSH3ngXUvcerd5ApU2hDNbljKr4PVbQBqPp5k7uWAGAxKLSh0LZWxe8ojUJdpb40Bb1ZixdX9QQAPJf2I6q8bE+Ovlh+P63Mj63i+0fhuim9x2XbUdtGE55DtT+bSp8fctdf7e8ONZr09wwUzrnCdVD8DHLGdXPSMZv6fDWExVyBQx++hICAAHd3RWI2m5GTZ8GZPXEIDFA3al9UbEVsv9Mwm80MyJ1Jr9ejc+fOAIB+/fph165dePPNNzF27FiYzWYUFBTYjJLn5uYiMjJSsT2DwQCDwf63n9ZohNbnuoDc1/5NoDPIX1ydwi89pc+91hKQ6+SCbKVfelaFgFyhXDEglzmAl5d8QG71VgjILfInUeOt8MGgEPDKUeq3moAc+oa/dgCK/WNArqK8CQNyKAXkCp8rLS0g94IWfvADUP0ZKq4LyHUmub0Aub+eMyCXx4BcppgBuSrNcdquf4AG/gHq+mVVujgtXPOZTHSN1WqFyWRCv3794O3tjczMTOm5Y8eO4ezZs0hISHBjD4mIiIiosSzC6tDmidw6Qj5jxgyMGDECHTp0QHFxMVatWoUtW7Zgw4YNCAoKwqRJk5Ceno7Q0FAEBgbimWeeQUJCAldYISIiImrhrBCwKv7ZUnkfT+TWgDwvLw8TJ07ExYsXERQUhN69e2PDhg249957AQCLFi2CVqvFmDFjYDKZkJSUhL/97W/u7DIREREROYEVVtUzqdTv0TK4NSD/5z//We/zRqMRS5YswZIlS1zUIyIiIiJyBYsQsKhMh6O2fkvR7OaQExERERG1Jm5fZYWIiIiIWh/OIa/FgJyIiIiIXM4KAQsDcgAMyImIiIjIDThCXqv1BOS+FsDHNoOCsNovLq+YqEM+74xi8gAlckkFFJMYNOWNxIoJMuSfsOrkO2nxti9Tyl7qVaEuAZChQP6kC5m+WIzyt0PIZfUEAFOIUuYMeXJ9r/STP6bapBRWmaQ+SsknlK6DUxIAKfVboVx14ioV733VSVPkjqmybaX7hJyRNEYp2Y3i54qKn32nnUMVCVnU1rMq/KaR66PTEh3J1Ff6uVJLzblV6rfq66bimIrnUGXSJdmqTrgO9R9ApgknJQBS9bOs8uenOSUAakl4U2ct3tRJRERERORGrWeEnIiIiIiaDSvUTwbwzFXIGZATERERkRtYHLipU239loIBORERERG5nEVUb2r38UQMyImIiIjI5ThlpRZv6iQiIiIiciOOkBMRERGRy1mhgUXl2phW1WtptgwMyImIiIjI5ayielO7jydiQE5ERERELmdxYIRcbf2WovUE5DpRvdVVZT+FXin7oFK51tTIfsGBjHpKGRIVsrOpaUOrkGVTp/CVVC4jnM6sLiOntkqhvkJWSm2V/S0dFr387RBVShk8FV6nUia7KqN9XxQz8CndmaGUmU/m3Fq9FDJyKmWsUzimUzLcKb0/ldpQ6ItsNk2lc+WMbI1KWflUniunULr2Cpk65X4+FbN6KnBGFkPVWRkBaCsB7XVtqXofqn0vK9VX83nopPeEI+erwW04IZumU16PE/pXb325a6FwLZ2RRVeJUzLdOtBOa8OAvFbrCciJiIiIqNmwCg2sKr9Bqa3fUnCVFSIiIiIiN+IIORERERG5HKes1GJATkREREQuZ4EWFpWTNVTcHtKicMoKEREREbmcuDaHXM0mHJxDvmTJEsTFxcFoNCI+Ph47d+6st35BQQFSU1MRFRUFg8GAm2++GV9//bVDx24IjpATERERkcu5asrKmjVrkJ6ejmXLliE+Ph6LFy9GUlISjh07hvDwcLv6ZrMZ9957L8LDw/Hxxx+jXbt2OHPmDIKDg1Ufu6EYkBMRERGRx3rjjTcwefJkpKSkAACWLVuGr776CsuXL8f06dPt6i9fvhz5+fn44Ycf4O3tDQCIi4tr0j5yygoRERERuZxFaB3aAKCoqMhmM5nkE8OYzWbs2bMHiYmJUplWq0ViYiKysrJk9/niiy+QkJCA1NRUREREoGfPnnj11VdhsTTdDHYG5ERERETkclZoYIVW5VY9ZSUmJgZBQUHSlpGRIXuMy5cvw2KxICIiwqY8IiICOTk5svv88ssv+Pjjj2GxWPD1119j5syZeP311/Hyyy879wTUwSkrRERERORyjZlDnp2djcDAQKncYDA4rV9WqxXh4eF45513oNPp0K9fP5w/fx6vvfYaZs+e7bTj1NWKAnIBu1y9MumpFVMLN2EabtU3DKtN6SvTR6V09Ur9VlOuVFdnVsp9LV9sMcifGKve/sIpp5pX9zrN/koXtIFl9bRt9ZYvF1r7htSmuG7StO/OSontjLZV/KyoStcO9T/LalLNaxTS3guFT2C5tO9K/VM8hypTnMv2vaHXp049q1f1VpdO/i/J8ufWSZ+1atK+K7bhrHOu5phKbSi9b9X8/lCZal72Pa7QtGIae5X15da0a/K09I1579c04ay+tDJ1p6A0fJ/qkx0YGGgTkCsJCwuDTqdDbm6uTXlubi4iIyNl94mKioK3tzd0utp4o1u3bsjJyYHZbIZer1fV54bglBUiIiIicrnqKSvqNzX0ej369euHzMzM2uNarcjMzERCQoLsPoMGDcKJEydgtdZ+c/75558RFRXVJME4wICciIiIiDxYeno63n33Xbz33ns4cuQInnrqKZSWlkqrrkycOBEzZsyQ6j/11FPIz8/HlClT8PPPP+Orr77Cq6++itTU1CbrYyuaskJEREREzYXVgUydVtVzHYGxY8fi0qVLmDVrFnJyctC3b1+sX79eutHz7Nmz0Gpr+xETE4MNGzZg2rRp6N27N9q1a4cpU6bgueeeU33shmJATkREREQu15g55GqlpaUhLS1N9rktW7bYlSUkJGD79u0OHcsRDMiJiIiIyOVqljJUt49n3kHLgJyIiIiIXM4iNLCoXGpObf2Wgjd1EhERERG5EUfIiYiIiMjlLA7c1GnhlBUiIiIiIuewCi2sKm/qtDp4U2dz12oCcq3OCq2XbWo0YW34PCS1mRCdMsXJSRk8lbJyyrHKZC8FAG9zw9tQzAKqoh/V9eXLhUxWTqVjWrzlT6LFR75ca5Fvp8poX1919jg1GQidlMGyKTN4qs5uqILiuXXGMZ2QZVGRUj9UZs10Cidk8FTMvljPudJVAtf/vlS8PioyJKrNbKkmy6Tq95szsmM6I/OoQvtqs0aqqq82Y6gD7yG7Qzrp9TgjszY5F0fIa7WagJyIiIiImg8r1N+k6anfn3hTJxERERGRG3GEnIiIiIhczrF1yD1zLJkBORERERG5nGOZOhmQExERERE5hRUaWFXeUa+2fkvh1q8ZGRkZGDBgAAICAhAeHo7Ro0fj2LFjNnWGDBkCjUZjsz355JNu6jEREREROUPNCLnazRO59VVt3boVqamp2L59OzZu3IjKykoMGzYMpaWlNvUmT56MixcvStuCBQvc1GMiIiIicoaaZQ/Vbp7IrVNW1q9fb/N45cqVCA8Px549e3D33XdL5b6+voiMjHR194iIiIiImlyz+ppRWFgIAAgNDbUp/+CDDxAWFoaePXtixowZKCsrc0f3iIiIiMhJrELj0OaJms1NnVarFVOnTsWgQYPQs2dPqfy3v/0tYmNjER0djYMHD+K5557DsWPH8Omnn8q2YzKZYDKZpMdFRUVN3nciIiIiUsfqwBQULnvYxFJTU3Ho0CFs27bNpvyJJ56Q/t+rVy9ERUVh6NChOHnyJG666Sa7djIyMjBnzhy7cp3BAp3BYlNmLvW2q6eYQlflFzJVqXtVplpXTpMuv4PQNrzz3uXqcmB5ldsfUymNvdAppKuvVEh7b5CvL9eO0jGrfOR/cJXOldL1ly1X+EyweMv3W1XbCpyVbls2rbiKuvVSqq/mva+SqtTXThpckT1falN2q/kZV3uuVKYyl31PKP3eq6cvVq/qrS6vSvXtNJTiZ60TUrM74+dNse0bd6thnPA+VPOeUPtZo/z7SqG+mrZVUt13uTY8M2u721iFFlaVN2mqrd9SNItXlZaWhi+//BKbN29G+/bt660bHx8PADhx4oTs8zNmzEBhYaG0ZWdnO72/RERERNQ4Fmgc2jyRW0fIhRB45pln8Nlnn2HLli3o2LHjDffZv38/ACAqKkr2eYPBAIPB4MxuEhERERE1GbcG5KmpqVi1ahU+//xzBAQEICcnBwAQFBQEHx8fnDx5EqtWrcJ9992HNm3a4ODBg5g2bRruvvtu9O7d251dJyIiIqJG4JSVWm4NyJcuXQqgOvlPXStWrMDjjz8OvV6P7777DosXL0ZpaSliYmIwZswYvPDCC27oLRERERE5iwVQPQXFcuMqLZLbp6zUJyYmBlu3bnVRb4iIiIjIVThCXqvZrLJCRERERK2HRWhhURlgq63fUnjmqyIiIiIiaiE4Qk5ERERELieggVXlHHLBZQ+JiIiIiJyDU1ZqtZqAXKsR0F6fYsuks6tntS8CoJzJS6susaWq9GyKGcGckCnMq0IhU6XKY6rKoKZQV+lnS6twK7VF5hpZ9Op+QLVV8uVWhSybStk35Shm5lN4b8mdF43Ca1fMNKfy80m2iyozOypeexXZAJ2ROU+xvlKWRYVzq3RMVdkNlTIeql0WoAk/J9S8noZmU6zbB22V/alXvJ5yfVT7PlRzfZSusROySSodU20GXGdk01Si+vXIdUPt4KTazw+5z0OV/VbdR2dkxiWHWIUGVpUXTG39lqLVBORERERE1HxYoIVF5e2Mauu3FAzIiYiIiMjlOEJeyzO/ZhARERERtRAcISciIiIil7NCC6vKsWG19VsKBuRERERE5HIWoYFF5RQUtfVbCgbkRERERORynENeiwE5EREREbmcEFpYVa7bKzx0HXLPfFVERERERC0ER8iJiIiIyOUs0MCimA1MeR9PxICciIiIiFzOKtTPCbd6aBbVVhOQa7UC2uvz3Bvs8/EqpVRXS9UUJ6X3osq+CK18Q7pK+3evUrplnUn+CTXpnxXryvQDALQW+XKLUb4hq86+XKkNaOTbqPRV6qRCscwngJDpR33UpL1Xev8oppBWmVZb9hop1dUpHFOpL0rlak6XyvTpsu9DpfOt9HrUkks176RfFHLXWek9oTbVuppU5g1N7173sdDYt3X9R2/tARrePyVqfq7U1K2PmrTvyo2oO6banwnZqipfp9z5ctZ7XPH3hNx7X8Xvn+onlA56o141oG1yKqsDc8jV1m8pWk1ATkRERETNhxUaWFVOQVFbv6VgQE5ERERELsd1yGt55rg/EREREVELwRFyIiIiInI5ziGvxYCciIiIiFzOCgcydXIOORERERGRcwgHbuoUDMiJiIiIiJzDKhwYIedNnURERERE5GwcISciIiIil+NNnbVaTUAeYDTBy8e2rCzPz66eUhY/rUW+XPVfTuSy+ylkj9NWKWTNVOijUjtqMp8plat5/V4V8h3RKGTTNIV6yzeuQC4rp8Ug33G1r8eily8XMhk/1V57xcxvzsgIp/J6quqHk7Lhqck+qTqjotwxndC/+shmWFWbwbGBmTDro3iunPBX3Qaf77qPNVCXsfJ6as+VioyPiodUee0VOSNrpsqsu7JNOOkv+o3J3irVV/q91JRZM52U7ZWaHqes1Go1ATkRERERNR/M1FmLATkRERERuRxHyGt55kQcIiIiIqJrlixZgri4OBiNRsTHx2Pnzp0N2m/16tXQaDQYPXp0k/aPATkRERERuVzNCLnaTa01a9YgPT0ds2fPxt69e9GnTx8kJSUhLy+v3v1Onz6NP/3pT7jrrrscfYkNxoCciIiIiFzOVQH5G2+8gcmTJyMlJQXdu3fHsmXL4Ovri+XLlyvuY7FYMGHCBMyZMwedOnVqzMtsEAbkRERERORyjQnIi4qKbDaTySR7DLPZjD179iAxMVEq02q1SExMRFZWlmLfXnrpJYSHh2PSpEnOfdEKGJATERERkcsJ1K600tCtZlXLmJgYBAUFSVtGRobsMS5fvgyLxYKIiAib8oiICOTk5Mjus23bNvzzn//Eu+++68RXWz+uskJERERELteYVVays7MRGBgolRsMBqf0qbi4GI899hjeffddhIWFOaXNhmBATkREREQtSmBgoE1AriQsLAw6nQ65ubk25bm5uYiMjLSrf/LkSZw+fRqjRo2SyqzW6uxRXl5eOHbsGG666aZG9t4ep6wQERERkcu54qZOvV6Pfv36ITMzs/a4VisyMzORkJBgV79r16748ccfsX//fmn79a9/jXvuuQf79+9HTExMo1+3nFYzQi7kLqLePl+uRilFvMJXF6UU7E2ZDl1tum1dReM741Um/0ItRvuDWr0UOq5Qrq2S759SOxZ9w9PYW73ly5UIrVIO+oa3oZhaWk1adaVuKKV4VpluW9XnmdJrV5n6W/aYavvnjJ8rlW2oSc2uNn244s+4XH035MJQ6ne97x8Bu3OsmPpcrlzpva/y9atJ+66WU9LYq/yZVUPx515tfZm+q309zsjh4qzrpqYvzjom1c9ViYHS09ORnJyM/v37Y+DAgVi8eDFKS0uRkpICAJg4cSLatWuHjIwMGI1G9OzZ02b/4OBgALArd6ZWE5ATERERUfPhqoB87NixuHTpEmbNmoWcnBz07dsX69evl270PHv2LLRa904aYUBORERERC4nhAZCZYCttn6NtLQ0pKWlyT63ZcuWevdduXKlQ8dUg3PIiYiIiIjciCPkRERERORyNWuLq93HEzEgJyIiIiKXc9Uc8pbArVNWMjIyMGDAAAQEBCA8PByjR4/GsWPHbOpUVFQgNTUVbdq0gb+/P8aMGWO3liQRERERtSw1c8jVbp7IrQH51q1bkZqaiu3bt2Pjxo2orKzEsGHDUFpaKtWZNm0a/vOf/2Dt2rXYunUrLly4gIceesiNvSYiIiKixnLFOuQthVunrKxfv97m8cqVKxEeHo49e/bg7rvvRmFhIf75z39i1apV+NWvfgUAWLFiBbp164bt27fj9ttvd0e3iYiIiKiRXLnKSnPXrFZZKSwsBACEhoYCAPbs2YPKykokJiZKdbp27YoOHTogKytLtg2TyYSioiKbjYiIiIiouWo2N3VarVZMnToVgwYNkjIh5eTkQK/XSxmSakRERCAnJ0e2nYyMDMyZM8eu3EtngZdOKa1mLaXsXGoz1qnJzKfUhqrMjgC8S+U7L/eaNBb5ukpZM80BOtlynzyTXVllkF62rmI2TfmmYVV4d8pl8FSbkVM1FV/I1V432Qx3zspMpyabpspBB8WstgrXU+6Yqn+unJAFVDETpEJ1VfVVZtFVRWUmRMVzpTabqEoaa+PaUnxPqOy3XH1nZYBV8z5Um/FR7fV0huaUwVJNdlDF39fMstliyGZRb8A+nqjZjJCnpqbi0KFDWL16daPamTFjBgoLC6UtOzvbST0kIiIiImcRAIRQubm7002kWYyQp6Wl4csvv8T333+P9u3bS+WRkZEwm80oKCiwGSXPzc1FZGSkbFsGgwEGg6Gpu0xEREREjWCFBhquQw7AzSPkQgikpaXhs88+w6ZNm9CxY0eb5/v16wdvb29kZmZKZceOHcPZs2eRkJDg6u4SERERkZNw2cNabh0hT01NxapVq/D5558jICBAmhceFBQEHx8fBAUFYdKkSUhPT0doaCgCAwPxzDPPICEhgSusEBEREZFHcGtAvnTpUgDAkCFDbMpXrFiBxx9/HACwaNEiaLVajBkzBiaTCUlJSfjb3/7m4p4SERERkTNZhQYaZuoE4OaAXIgbT803Go1YsmQJlixZ4oIeEREREZEr1NyoqXYfT9QsbuokIiIiotaFiYFqMSAnIiIiIpdjQF6r2axDTkRERETUGnGEnIiIiIhcjjd11mo1AbleVwUvnW1Ob2FxwkVVSqutkD5cLs2zUupnrUJqcqWU5YrpqmXugNBWyd8VoTUrNSL/x5QqX/u3kFxqewCwKqVUV6DUjpqU2ELjnB9c2fbVpuFWcyOKk1J8q0of76QU32pev9rPVcUU9HLHdNZntor03M44J6opvveb7pjXv3abxxr7Pil+NqmhIl19ffXVcEYKdrVp39W24wzueJ1qXo/aNpxVn5oeb+qs1WoCciIiIiJqPqoDcrVzyJuoM27GgJyIiIiIXI43ddZiQE5ERERELifgvJmYLR1XWSEiIiIiciOOkBMRERGRy3HKSi0G5ERERETkepyzImFATkRERESu58AIeZOuAepGDMiJiIiIyOW4Dnkt3tRJRERERORGrWaE3M+7Et7etn/m0Jjtv4+oygSI+rJjNrxvGqvKr3tKmfkU+u5dItNJhUNa9fKNKGUy01baPyG08ifF6iefqrPSt+EZOQHlDJ5yNApfpa06+TZUZWxTmyFQzV/Z1I4AOKMvzjqmUnW5zJYK11jp50rxL5VqXo8T+q3Yl6b8S6qTMlIqvh65a9HAtuueC421cZk51f412inXxwnZJJU4I1Ol2nbUHtMdGSyd0bbaNpxxDsm5eFNnrVYTkBMRERFRMyI06r+dMiAnIiIiInIOziGvxYCciIiIiFyPyx5KeFMnEREREZEbcYSciIiIiFyON3XWYkBORERERO7hoVNQ1GJATkREREQuxxHyWgzIiYiIiMj1eFOnhAE5EREREbmBBuozqnnmCLnDq6xUVVXhu+++w9///ncUFxcDAC5cuICSkhKndY6IiIiIyNM5NEJ+5swZDB8+HGfPnoXJZMK9996LgIAAzJ8/HyaTCcuWLXN2PxvNS2uFl0JK97pUpeZ2EqU009oqhR0UVsX3qlDKCyzXtnxdYVVoQyN/Aiy+OruyKoN8XaU06VaFd6FS6mKNTB+FTuGYCv1Wm0JbNu17I9KD3/CYatOkq63vjL4rta1wnYX9W6VJU5YrctY5bKEUz63M62xo+vC69RxJvOfIMeser8FtK7zvnZXG3hnckbJdzTFV/450wutROqaz3ivuOOd0DaesSBwaIZ8yZQr69++Pq1evwsfHRyp/8MEHkZmZ6bTOEREREZGHEg5uHsihEfL//ve/+OGHH6DX623K4+LicP78ead0jIiIiIg8mCN/UuMqK7WsVissFotd+blz5xAQENDoThERERGRZxNCcRZuvft4IoemrAwbNgyLFy+WHms0GpSUlGD27Nm47777nNU3IiIiIiKP59AI+euvv46kpCR0794dFRUV+O1vf4vjx48jLCwMH374obP7SERERESehjd1ShwKyNu3b48DBw5gzZo1OHDgAEpKSjBp0iRMmDDB5iZPIiIiIiJZnEMucTgxkJeXFyZMmIAJEyY4sz9ERERE1ApohPplJz11mUqH5pDrdDrcc889yM/PtynPzc2FTie32DARERERUR1c9lDiUEAuhIDJZEL//v1x+PBhu+eIiIiIiOpVM2VF7eaBHArINRoNPvnkE4waNQoJCQn4/PPPbZ5rjgK8KhDobbtBA7tNY5Hf1H570wghu2mrZDYLZDeNVchu+hKr7CbbdpV8G0Knkd2qfHWymxKLt8ZuU2rb6i2/1fzJ6vpNaOU3NXUVKVw3pXZkPw+0CpvKYzqFM9qW+Xmod1N6/Y6OeNj8/Chs1oZviv1WeQ5Vv7fkTq1SHxV3aHi/lc5VU6rvfGir7Dc1v1Od9vtX5hyqbVvxs8kJfVR73ZSOqaaNpnyvqH6PK2joa3TWdaDWY8mSJYiLi4PRaER8fDx27typWPfdd9/FXXfdhZCQEISEhCAxMbHe+s7g8Ai5TqfDm2++iYULF2Ls2LF4+eWXOTpORERERA3joikra9asQXp6OmbPno29e/eiT58+SEpKQl5enmz9LVu2YPz48di8eTOysrIQExODYcOGNWnyS4cC8rqeeOIJfPPNN1i8eDEmTpzojD4RERERkadzUUD+xhtvYPLkyUhJSUH37t2xbNky+Pr6Yvny5bL1P/jgAzz99NPo27cvunbtin/84x+wWq3IzMxUf/AGciggj42Ntbl585577sH27duRnZ3ttI4RERERkQdzQUBuNpuxZ88eJCYmSmVarRaJiYnIyspqUBtlZWWorKxEaGiouoOr4NCyh6dOnbIr69y5M/bt24fc3NxGd4qIiIiIPFwj1iEvKiqyKTYYDDAYDHbVL1++DIvFgoiICJvyiIgIHD16tEGHfO655xAdHW0T1Dtbo6es1GU0GhEbG+vMJomIiIiIbMTExCAoKEjaMjIymuQ48+bNw+rVq/HZZ5/BaDQ2yTEAFQF5aGgoLl++DAAICQlBaGio4tZQ33//PUaNGoXo6GhoNBqsW7fO5vnHH38cGo3GZhs+fHiD2yciIiKi5klxRa0bbACQnZ2NwsJCaZsxY4bsMcLCwqDT6exmcOTm5iIyMrLe/i1cuBDz5s3Dt99+i969ezvlNStp8JSVRYsWISAgQPq/M5Y3LC0tRZ8+ffC73/0ODz30kGyd4cOHY8WKFdJjuT9HEBEREVEL48hNmtfqBwYGIjAw8IbV9Xo9+vXrh8zMTIwePRoApBs009LSFPdbsGABXnnlFWzYsAH9+/dX2Un1GhyQJycnS/9//PHHnXLwESNGYMSIEfXWMRgMN/wGQ0REREQkJz09HcnJyejfvz8GDhyIxYsXo7S0FCkpKQCAiRMnol27dtK0l/nz52PWrFlYtWoV4uLikJOTAwDw9/eHv79/k/TRoTnke/fuxY8//ig9/vzzzzF69Gg8//zzMJvNTuscUL0WZHh4OG655RY89dRTuHLlilPbJyIiIiLX08CBKSsOHGfs2LFYuHAhZs2ahb59+2L//v1Yv369dKPn2bNncfHiRan+0qVLYTab8fDDDyMqKkraFi5c6JwXLsOhVVb+8Ic/YPr06ejVqxd++eUXjB07Fg899BDWrl2LsrIyLF682CmdGz58OB566CF07NgRJ0+exPPPP48RI0YgKyvLZtnFukwmE0wmk/T4+rtwiYiIiKh1SUtLU5yismXLFpvHp0+fbvoOXcehgPznn39G3759AQBr167F4MGDsWrVKvzvf//DuHHjnBaQjxs3Tvp/r1690Lt3b9x0003YsmULhg4dKrtPRkYG5syZY1du0FZBr73uDwJq0voqzXFS+qqm0LZcmmKl9MJe5QoHVSpW6IvOYr+DVf77DHQm+c5YDPKNy6UQrzI6J3ex0Mq3I9t3dySJVXr/NGXq5qZsW+V7XGNRaEbN390U6goVPz8AIFS8JxTbUOq3O95bcsd0Q0pwZ6UhV3qvyNZ1Yir36ym9HsX3hMr6atpQ4ozX76xjyrXTlOdKbX21faFmqBHLHnoah6asCCFgtVZ/2n333Xe47777AFQvQVOzEktT6NSpE8LCwnDixAnFOjNmzLC565bJioiIiIiaIRdl6mwJHBoh79+/P15++WUkJiZi69atWLp0KYDqhEHXL7zuTOfOncOVK1cQFRWlWEdpYXgiIiIiakYascqKp3EoIF+8eDEmTJiAdevW4S9/+Qs6d+4MAPj4449xxx13NLidkpISm9HuU6dOYf/+/dJ65nPmzMGYMWMQGRmJkydP4tlnn0Xnzp2RlJTkSLeJiIiIqJmou664mn08kUMBee/evW1WWanx2muvKd5sKWf37t245557pMfp6ekAqpdYXLp0KQ4ePIj33nsPBQUFiI6OxrBhwzB37lyOgBMRERG1dBwhlzgUkNcwm83Iy8uT5pPX6NChQ4P2HzJkCIRQPrMbNmxoTPeIiIiIiJo9h1dZmTRpEn744QebciEENBoNLBYVt9QTERERUevDEXKJQwF5SkoKvLy88OWXXyIqKgoajWcuQUNERERETYNzyGs5FJDv378fe/bsQdeuXZ3dHyIiIiJqDbgOucShgLx79+5Nut44EREREXk4TlmROBSQz58/H88++yxeffVV9OrVC97e3jbPBwYGOqVzzhTkXQ6Dd5VtoUxaJK3a7IsqMwpqq2TKzPKVNTIZNgFAW6lQblbIsmm0f6FKbchmPARg0cvnkLLqG/5N1ar0blNoQk3mN6Usi6p/bpWOqSLrn1M+LJRSdjkrO6hcfZX9VnqvqGpHTbZc1POekLltRaluk143ldlB1VDK6Ku6HWdkN7y+jTqPZQe8VJzz5pRlUi017Tgr46Wa1+kMzsrI6Yxz5az6RM2BQwF5YmIiANilr+dNnURERETUEJxDXsuhgHzz5s3O7gcRERERtSacsiJxKCAfPHiws/tBRERERK2JAyPkrT4gP3jwIHr27AmtVouDBw/WW7d3796N7hgREREReTCOkEsaHJD37dsXOTk5CA8PR9++faHRaGSzbHIOORERERHdEANySYMD8lOnTqFt27bS/4mIiIiIqPEaHJDHxsZK//f390ebNm0AANnZ2Xj33XdRXl6OX//617jrrruc30siIiIi8ihcZaWW0mrHsn788UfExcUhPDwcXbt2xf79+zFgwAAsWrQI77zzDu655x6sW7euibpKREREROR5VAXkzz77LHr16oXvv/8eQ4YMwf3334+RI0eisLAQV69exR/+8AfMmzevqfpKRERERJ5COLh5IFXLHu7atQubNm1C79690adPH7zzzjt4+umnodVWx/XPPPMMbr/99ibpaGP56sww6K67inKZ75QybyqWK2XTVKgvk31Tp5A1U1Ol0HaVfGeEV8NTnylltrR6y7chFN4pFm/7MqUMjkKjlOJNoVhNJjuVGRIVs8QpXGel8+UUcn1s6ptcnPGBpjZrqNwxnZQ1U/b6KLWh9phq6iu9T5TaVvE63ZFN0hGyf4JW8TqdlfFRNqOvk7KANmUbzenP92rOoTvOLbV8nLJSS1WYkZ+fj8jISADV88j9/PwQEhIiPR8SEoLi4mLn9pCIiIiIyIOpTgykuW6U8/rHREREREQN4qEj3mqpDsgff/xxGAwGAEBFRQWefPJJ+Pn5AQBMJpNze0dEREREnonrkEtUBeTJyck2jx999FG7OhMnTmxcj4iIiIjI43EOeS1VAfmKFSuaqh9ERERE1JpwhFzSlGtHEBERERHRDaieQ05ERERE1FicslKLATkRERERuR6nrEgYkBMRERGR6zEglzAgJyKihhNAQLkX2l3xQdQVH0Tn+yD6io+7e0VELRCnrNRqNQG5n84Eo85iU6atanxSI61FoVwh7b3ObF+uNcnnIFdqQ5FCdbl2qnzl89tXGeXPiUUvX64qZbnCLcROSeWtNp2zM9Kkq+23mvThCmnpFV+Ps16nmjaccUt4U36wqj0natPeq+mK2jbk+u6kX1pqft68qjSIKDAi+ooPoq4F3tH5RvhXeMvWPx5dDAsENAqfi42h1G93pLdvynaa8nU647PWU4MhchOOkEtaTUBOREQKBBBU6o3ofNvAu22BETqZKM6qEcgLqsDF0ApcaFOOC23KcTG0HFcDK9V/USUiIgbkREStiXeVBhFXjdeCbh9p9NvPJP/roNRQJQXcF0Krg+/ckApUeskMUzEYJyI1OEIuYUBOROSJBBBc6l07z/va6HfbQgO0MqPeFo3ApeCKa0F39b8X25Sj0Jej3kTUNDiHvBYDciKiFs67SoMoabqJsTr4vuIDX7P8R3yJsbI26K4Z9Q6uQJXcqDcRUVPhCLmEATkRUUshgJAS7+tusvRBWKEBWplhbItGIC+4wmbKyfmwchT7VHHUm4jcjiPktRiQExE1Q/pKLaLyjTZLC0Zd8YFPpfwKScU+ldIc74uh1aPfecEVsOhsf3s5ZVUjIiJyKgbkRERupBFASLFeCrqrR7+NaFMkP+pdpbUiL9iE821qp5tcCC1HiW+VXbtERM0ap6xIGJATEbmIwaytnut9xVgn+PaBUWHUu8i37qh39b95QSa7UW8iohaJAbmEATkRkRPpK7UIKdYjtFiPkBI9Qor1CC8wICrfB2FFBtl9qrRW5ITUmevdpgIX25SjxKfOqLeH/hIiotZLA/W3s3jqrLtWE5CHeRXDx+u6l2uxv6xKGRKVsmZqK+XLlTLVaSwymTqVsnqa5BuxesmnFBQK2TStMuVWL4W6CuWyGTkB2Z8MoVXZhjs44yfaGVkwlZp21idOE2ZBdcqohjs+WdW+HmH7f78KL4SUeCO0pDbgDqnzf6X1vGsU+pqrVzipc6NlXnAFrGqy3jaA2oyPTsniqPD56Qxq+y1X3xlt1EeunaY+ppq2lTTle4KoXhwhl7SagJyI6EY01uqMlXUD7NA6AXdwiTcMVfLTS+oq01fhaoAZV/3NuOpfiStBJikAL/Wp80W7CQNYIiJqORiQE1Gr4VWlsQm2paC7xBshxXoEleplU8Vfr8inElcDzMj3N9cG3tf+zQ8ww6S/LtLmSCMRkR0ue1iLATkReQyjSVc9laTY2yboDi3WI7hEj8By7xu2YdEKFPiZawNu/7oBdyUK/MzVCXQYZBMRNQ6nrEgYkBNRi6ARgH+ZlzTCXfemyZoyH/ONp5OYvCw200nqjmxf9TejyLfS9n4HD/3wJyJqFvgZC4ABORE1E1oLEFxadxpJ3Wkl3ggu1cPbcuM7g0uMVdeNapttppeUGSwc3SYiagY4ZaWWWwPy77//Hq+99hr27NmDixcv4rPPPsPo0aOl54UQmD17Nt59910UFBRg0KBBWLp0Kbp06eK+ThORQ/SV2joj2rWrlARfKwsq84b2BvO3rRqBQt/KOiPctnO3C/wrYfbmnZJERC0Cp6xI3BqQl5aWok+fPvjd736Hhx56yO75BQsW4K233sJ7772Hjh07YubMmUhKSsJPP/0Eo9Hohh4TkSwB+FXoEFxy/ch27XQS/4obf9xU6qxSoF3gb3/jZIGfGdYbz0ohIiJqUdwakI8YMQIjRoyQfU4IgcWLF+OFF17AAw88AAB4//33ERERgXXr1mHcuHGu7CpRq6axAoFl3vJzt6/dQNmQ5QDLvS12o9v5daaVlPhUce1jIqJWglNWajXbOeSnTp1CTk4OEhMTpbKgoCDEx8cjKyuLATmRE3lVaarnb19bAjC4ZnWSa4F3cKkeOmvDlwO0CbhrRrj9KlFhuC7ZFYNvIqLWy4VTVpYsWYLXXnsNOTk56NOnD95++20MHDhQsf7atWsxc+ZMnD59Gl26dMH8+fNx3333OXbwBmi2AXlOTg4AICIiwqY8IiJCek6OyWSCyWSSHhcVFTVNB4laCK0FCCrzRnBJdWAdXFLz/2v/lngjoKIBywFqBAr87VcnqRuAV3nV80npoaMaRETkGFeNkK9Zswbp6elYtmwZ4uPjsXjxYiQlJeHYsWMIDw+3q//DDz9g/PjxyMjIwP33349Vq1Zh9OjR2Lt3L3r27Km+Aw3QbANyR2VkZGDOnDl25QZUwXj9VZRZsEFbJd+uRj6LvWJ973L5G8s0lfblOpN840KnbvjQqpevX2W0f6FWb4X09gqzDpSmEQit/ROqpxw4I1BTmw7dGfXdEWBe1w+NFQgo95INtmsySwaUeUPbgKFos5fV7ibJuiPdhdcvB9jIvgNw3jl0RttN+b5tRl9GmnRKUBP+YlXbb3dMfVLzetQGFUqvpymP6alTA6gZcdEI+RtvvIHJkycjJSUFALBs2TJ89dVXWL58OaZPn25X/80338Tw4cPx5z//GQAwd+5cbNy4EX/961+xbNky9R1ogGYbkEdGRgIAcnNzERUVJZXn5uaib9++ivvNmDED6enp0uOioiLExMQ0WT+JmowA/Cu8qoPsmmC7VF9ndNsbQWUNm0pSpbWi0K8SBf5mFFz79+p1j8t8FJYD5C9lIiJqocxmM/bs2YMZM2ZIZVqtFomJicjKypLdJysryyaWBICkpCSsW7euyfrZbAPyjh07IjIyEpmZmVIAXlRUhB07duCpp55S3M9gMMBgMLiol0QOEoCPWWcbbF8b5Q65VhZU6t2gdbctGoEiv+oMkgX+Mv/6y9wsKRdkcz43ERG5UiNGyK+fkqwU/12+fBkWi0V2CvTRo0dlD5GTk6N6ynRjuTUgLykpwYkTJ6THp06dwv79+xEaGooOHTpg6tSpePnll9GlSxdp2cPo6GibtcqJmiN9pVYKskOkudp6mwC8IauSANU3StqMbPvXPK4OuIt9K2FtzFQSIiIiN2jMHPLrZz/Mnj0bL774onM65gZuDch3796Ne+65R3pc8+eB5ORkrFy5Es8++yxKS0vxxBNPoKCgAHfeeSfWr1/PNcjJrapXJJEPsmv+9TU37EerxFBlE2zXjmxXlxX6VcKiq/NpxVFsIiLyFI0YIc/OzkZgYKBUrDQ7IiwsDDqdDrm5uTblubm50vTo60VGRqqq7wxuDciHDBkCIZSvhEajwUsvvYSXXnrJhb2i1kxrBYJK68zVrgmyVa5IAgDlest100fqBN7X/q2sb1USIiIiD6YRApp64kClfQAgMDDQJiBXotfr0a9fP2RmZkozLKxWKzIzM5GWlia7T0JCAjIzMzF16lSpbOPGjUhISFDVVzWa7RxyImeTViQprWdFkvIbp28HqlckUQq2a6aUmPTXrajD2JuIiKiWi1ZZSU9PR3JyMvr374+BAwdi8eLFKC0tlVZdmThxItq1a4eMjAwAwJQpUzB48GC8/vrrGDlyJFavXo3du3fjnXfeUX/wBmJATp5BAH51ViQJKfG2m04SVKqHrgHBtuyKJNfdJFl2fYKbujithIiIqNkYO3YsLl26hFmzZiEnJwd9+/bF+vXrpRs3z549C6229masO+64A6tWrcILL7yA559/Hl26dMG6deuabA1ygAE5tQQCMJp1dW6OtJ+zHVyqb/iKJL7Xz9e2/Vc2fTuXAyQiInIqVyUGAoC0tDTFKSpbtmyxK/vNb36D3/zmN44dzAEMyKnZ0QggaU8kOuT5ScG2sbKBK5L42gbXV6+bUiKtSKI2MRARERE5l4umrLQErSYgD/Mqgp+XbVCnrbCPyjTyCTahrZJ/B+hMDc/ICQBe5fZTHZQycgqNUjZN+XKrl3y5RSaDp1Xhyitl6rQqHFPVN9UGZsEMKdZj2N4o+boyrgSYcLZtGc61LcNVfzOKfCtR7FOFIt9KmLytTTeFRG27zShDomxfFN77TZ4FVQ1ntK3yOii9x2VnP7nhtSt9ZrkjU6UzOCMjpTvabk487fWQ53LlCHlz12oCcmo58gPNWDHsF7S/5IuAci8EllWnfw8s80ZAuZfdTZdtig1oU2zArb+E2LVl8rJIwXmxbyWKfKtQ7FOJYr/q/xf5VKLItxKlPlVcy5uIiMiVOEIuYUBOzdKPHQvxY8dCu3KNFfAz1QTpdYN1r+p/y72k4N1YqYOhSgdDsQ5hxfVnb7VCoLQmcK8bwNf9v191MG+3egoRERFRIzAgpxZFaIESnyqU+FQBbeo+YV9XX6lFQJ0AvTZo97YZea8ZdQ8or1728EZMXhYU+1YH6tcH8FK5T2X1zaEcdSciIpLFKSu1GJCTxzJ7W3HF24wrgWb7J+vMetFYq5dMDCz3RmCpl830mLr/txl1L9IhrOgGo+4agRJjlc1UmaK6QXud/5u9OepOREStDKesSBiQU6sntECJbxVKfKtwIVSh0rUAXl+plUbaA8rrjLrXjMCXV//f/9qoe2B59Yh8uyv198Fu1N1mukxNUF+JEiNH3YmIyHN46oi3WgzIiVQwe1txOciMy0Eyo+51aKyAf4XXdfPba/8fUCeAVz3q7lN9M2pNAG8z8u5Te/MqR92JiKhZE6J6U7uPB2JATtQEhBbXRrarcOEGdeuOukvTY0q9pdH2gLLq6TTSqPu1erjBqHuFt6V6RRmbwP26FWc46k5EROR2DMiJ3Kyho+7amrnuNTejXltlJrDcCwGlNSPw1eWGKh2MldVb26L6j2876n7dyjLXgnaOuhMRkbPxps5aDMiJWghrnVF3oNz2yes+oKpH3esG7XWWiawzdcaRUfealWWKZVaZKfStRE6bihablIaIiFyIN3VKGJATeaDqUXcTLgeZ5CtcC5i1VsCvvGaFGdug/fpgXhp1L9Qh3H6JeMn/ul/CJ3edc/6LIiIij6KxKmcbrm8fT9RqAvIgbQX8tbYTZeUuqsYq/9XLu0y+XGuWL9dVWBTq25cLnfwE3kp/+ctT6S+f397qLT8saZVpRqmuIoXqqr6ouiOlurPakeujs47pjtd/7ZhWTe2o+/mw8nrrGyq11aPrpbWrydSd+x5WZEBYkQFR+T6NPzdK50TNuXLS+01xfr1cOwptK/2JVc1fEpz1S8gpfVF7DpvwLyat5a8xnvpnemrlOEIuaTUBORE1ggYw6a0w6ZVH3XudCkLKt51c3DEiImqpOIe8FtdWICIiIiJyI46QExEREZHrcR1yCQNyIiIiInI5TlmpxYCciIiIiFyPN3VKGJATERERkctxhLwWb+okIiIiInIjjpATERERkevxpk4JA3IicpjWArQtMiLiqhE9Twe5uztERNSCcMpKrVYTkAdpKxFwXaZObZV9Pa9yhYycJvk0eV5lMo0A0CmUC719lk2rl3yqOYtRfkaRxSBfX+iUMnU2PJWd6qx3cvWb+odFTR/VZmtU03elus44h0ptOCtlsMo+6iwahBcYEHG1OviOKDAi8qoRbQuN0FltGyszyr/3Xc5Z70OV2TfVUNOGOzJSNvUvPrnX5Kxfzs5om4iaGG/qlLSagJyIbsy7SoO214LtusF3WKEBOoWIsMLbgtyQCuQGVyA3pAK7b853ca+JiKgl4gh5LQbkRK2QvlIrjXjXDb7bFBugVQi8y/UW5ISUVwff1wLwnJAKFPhX2o64u2Ekl4iIWiCrqN7U7uOBGJATeTCDWYuIgjqj3dcC8JBiPbQKkXOZoQo514Lumn9zQypQ6FvJYJuIiKgJMCAn8gBGk7Y62C4wIuKqjxR8h5boFfcpNlbWjnbXCb6LfaoYeBMRUdPjHHIJA3KiFsS3QieNeEfWmeMdXKoceBf5ViInuMIu+C71aSY3XxIRUaukgQNzyJukJ+7HgJyoGfIr97K9sfKqEZH5RgSWeyvuU+BntpnbnRNagbzgCpQZLS7sORERUQNxHXIJA3IidxFAQLmX3Y2VkVeN8K9QDrzz/c11VjUpl6aaVBictSYiERFR0+MqK7UYkBM1NQEElXnbBNw1//qalH8ErwSYbG6qzAmtQF5gBUx6mcDbU/+GR0RE1AowICdyIqNJh7g8X5uVTSKvGuFjlv9Rs0LgSqDJZm53TkgFLoWYYPaWCbw5CE5ERJ6CN3VKGJATOYHGCiQcCcN9u6LgKxN8WzQCl4NM1fO7Q2tHvS8FVaDSS+bThSPeRETk4TRCQKNyTrja+i1FqwnIg7Q6BGhtU9F7ldnX86qQv9D6QrNsuaZSfshS6Q1jlUlvbw6Wny9c5aOVLbfo5aM1oZMthpBrRingc0aqeWekjnfWMV2Qar5Dri/GbItBzGVfANVTTbLblkmBd05IBS4Fm2BV87Veqd9NeW7VfsY19TmXO6QTUs2rnX+o1I4zUtk7Yy6kmtTx7uKOOZ+eOs+UyKNYof53hof+pbjVBOREzuZbocPIHdGIP9oGWmhQrq/C1wMu4n89L8t+CdJwsRMiIiIJR8hrMSAnUkkjgPijbTByRzT8rt2UufPmK/jy9gso8amS/4sEERERkQIG5EQqtL/kgzHbYhCb5wcAuBBajk/uzMapqFI394yIiKiF4U2dEgbkRA3gY9JhxM4o3PFTGLTQoMLbgm8GXMT/elyClSPiRERE6jExkIQBOVE9NALo/3Mo7t8RjYBryXr2dM7HF7efR7EfU88TERE5iomBajXrsb0XX3wRGo3GZuvatau7u0WtRPQVH6R+0QXjt8YioMIbOSHlWDLqOD4YeobBOBERUWPVjJCr3TxQsx8h79GjB7777jvpsZdXs+8ytXBGsxbDd0fhzsNtoRUamLws2NA/B9/3zINVYWlJIiIiUkdjrd7U7uOJmn106+XlhcjI7m8SNwAAHdBJREFUSHd3g1oDAdx2IgS/3t4OgeXV01P2dbqKL24/j8KASjd3joiIiDxVsw/Ijx8/jujoaBiNRiQkJCAjIwMdOnRQrG8ymWAymaTHRUVFrugmtWQC6HLBH8P2RuKmiwEAgLygCnw66Bx+bl/s5s4RERF5KN7UKWnWAXl8fDxWrlyJW265BRcvXsScOXNw11134dChQwgICJDdJyMjA3PmzLEr99Po4a+5LlNnuf3+hivyGTm1Jvk5wxqzfLkl0Ee2vDLQPiunxSA/lb/KqC4jp1wWUNWcka3RWRkfnVG/noykWgvQ92QIhhwIR/sr1Vk2zV5WbLwtB1v65MGiu8ELUXha8YYTtdlR1VCT1dRJlP5s2JQZIp3RtrMyeDqjDTV9aeobnzz1Rikiasa47KGkWQfkI0aMkP7fu3dvxMfHIzY2Fh999BEmTZoku8+MGTOQnp4uPS4qKkJMTEyT95VaDoNZi9uPhuHug20RUqoHAJi8LNjZNR+b++SigNNTiIiImhwzddZq1gH59YKDg3HzzTfjxIkTinUMBgMMBoMLe0UtRXCJN+76sS1uPxoGH3P1nxmKfCqxrecl/NDjMsqMzG1PRETkMpyyImlRAXlJSQlOnjyJxx57zN1doRYk+rIPhhwMx60nQ6CzVs8RyAkpx5Y+edjb+SqqvDzzh5uIiIhahmYdkP/pT3/CqFGjEBsbiwsXLmD27NnQ6XQYP368u7tGzZ0AumYHYPDBcNxyPlAqPh5djC198nC0Q1GTznUmIiKiGxAA1C5j6KFjaM06ID937hzGjx+PK1euoG3btrjzzjuxfft2tG3b1t1do2ZKZ9HgthMhGHIwHFH51TfWWjQCB266ii2983Cu7bU7eRmMExERuRXnkNdq1gH56tWr3d0FaiF8TDok/BSGuw61RVBZ9Uo2Fd4WbO96Bf/tlYervFGTiIioeRFwYA55k/TE7eTX2yNqIUKK9Rj9v3aY9e8euH9nNILKvFHoa8Z/4s/jpQmH8cUd5xmMExERNUc1N3Wq3ZpIfn4+JkyYgMDAQAQHB2PSpEkoKSmpt/4zzzyDW265BT4+PujQoQP+7//+D4WFhaqP3axHyImUtL/kg3sORKDPL8HQXpsMfiG0+kbNfTddvfEa4kRERER1TJgwARcvXsTGjRtRWVmJlJQUPPHEE1i1apVs/QsXLuDChQtYuHAhunfvjjNnzuDJJ5/EhQsX8PHHH6s6NgNyajkE0P1sIIYcDEfni7WJoY61L8Lm3nnVWTU5N5yIiKhlsEL97221N4E20JEjR7B+/Xrs2rUL/fv3BwC8/fbbuO+++7Bw4UJER0fb7dOzZ0988skn0uObbroJr7zyCh599FFUVVXBy6vhYTYDcmoRIvONGPO/9lJqe4tWYO9NV7G1Tx4utJFJuUpERETNWnO6qTMrKwvBwcFSMA4AiYmJ0Gq12LFjBx588MEGtVNYWIjAwEBVwTjQigJyb40O3hrbnPM+l+0vqlexSXZ/bZF80GcN9JEtrwzwli/3tZ+2X+kr//XQ6iVfLtTO/JdrRukbqdq073L11X7brSelvMGsxbA9kbj7YDh0QgOzlxXbelzCf3tdQqG/C+eGq/n5b0ZLOCmlQ2/KFPRqqO2fmvpNnQreGe0zXT0RtWqNSAxUVFRkU9zYxJA5OTkIDw+3KfPy8kJoaChycnIa1Mbly5cxd+5cPPHEE6qPz5s6qXkSQN8TwZi+uhvuORABndDgx7gCzB/7E75MuODaYJyIiIicrxE3dcbExCAoKEjaMjIyZA8xffp0aDSaerejR482+qUUFRVh5MiR6N69O1588UXV+7eaEXJqOcKvGvDQthjcfL56esrlQBM+G3QOR2KLbrAnERERtRiNGCHPzs5GYGBt4j+l0fE//vGPePzxx+ttslOnToiMjEReXp5NeVVVFfLz8xEZGVnv/sXFxRg+fDgCAgLw2WefwdtbfpZEfRiQU7Ohr9Ti3r0RGHwgHF5WLSp1VmTemotNfXOZ3p6IiIgkgYGBNgG5krZt2zYooWRCQgIKCgqwZ88e9OvXDwCwadMmWK1WxMfHK+5XVFSEpKQkGAwGfPHFFzAajQ1/EXUwICf3E0CvU0EY/UN7hJToAQCHOxTiszvPIT/Q7ObOERERUZNoRqusdOvWDcOHD8fkyZOxbNkyVFZWIi0tDePGjZNWWDl//jyGDh2K999/HwMHDkRRURGGDRuGsrIy/Pvf/0ZRUZE0t71t27bQ6XT1HdIGA3Jyq7BCAx76X3t0za7+lpvvb8Jnd57D4dgiLmFIRETkwZrTKisA8MEHHyAtLQ1Dhw6FVqvFmDFj8NZbb0nPV1ZW4tixYygrKwMA7N27Fzt27AAAdO7c2aatU6dOIS4ursHHZkBObuFdpcHQfRH41f4IeFm1qNJasalvHjJvzUGlN6enEBERebxGzCFvCqGhoYpJgAAgLi4Oos7xhwwZYvO4MRiQk8t1Px2IB39ojzbF1TdgHG1fhM/uPIdLwfJLThIREZEHsgr1679aPXPQjgE5uUxokR6jf2iPnmeCAABX/cz4/I5zONipkNNTiIiIqNViQE5Nyr/MC50v+OPm8wHodzwU3hYtLFqBLb3zsPG2HJi9rQzGiYiIWqNmNmXFnVpNQF5iNUFrtc2D5HfBfoqENidfdn8RKr+0TmWwfKZOU7D8nbVVPvbRp1WnMiNnEwawarOAXt8Vo0mHmy76o8t5f3Q5F4Coq7bn53h0MT6+Oxt5ITeenqJRcye1G7Iyqs0mqaQpM146q76rNafX09zPFRFRy+VAQN7Uv/DdpNUE5NQ09JVaxOX44ebzAeh83h/tL/tCe12EeS6sDMfbleBoTBF+bl/MEXEiIiLiCHkdDMhJFZ1Fg9hcX3Q5H4Au5wMQm+sLr+v+8pAbXIHj7Ypxol0JTkQXo9TH4qbeEhERUbNlFVA94s2bOqk10liB9pd9pAC840U/GKpsp+Nc9TfjeLvi6iA8ugQFAZVu6i0RERG1GMJavandxwMxICdbAoi8akSXcwHoct4fnS/4w8ds+zYpNlbiePsSnGhXjOPRxbgSaOY0FCIiIiIHMSBv7QQQWqzHzecC0PlCdRAeUO5tU6Vcb8GJ6OopKD+3K0ZOaIUUgPOGNyIiInII55BLGJC3QoGlXteC7+oAPLTEYPO82cuKU5El+Ll9MY63K8H5sDJYVa6+QkRERFQvziGXMCBvBXwrdLjpgn91AH4hABEFRpvnLVqBM+GlON6uGD+3L8aZiDJYdJ75hiciIqJmgiPkEgbkHshg1qJTjj86n/dHlwsBiL7sA22dSd5WCJxvWy7diHkqsrQ6QQ+csyY2ERER0Q0JOBCQN0lP3I4BuQfQCKDjRT/cfD4QXc77o8MlP+istpF1Tsi1ADy6BCejS1Bu5FKERERERM0BA/IWLDLfiH7HQ3Hb8RCElOptnrscaMKJ6Oo54Ceii1HsW+WmXhIRERHJ4JQVSasJyI9UesGv0vbORP2Rc/YVtfJ3L1aG+cuWl0d4y5ZX+srP/RBa+3Khk6moIKDUC7eeDEH/n0PR/rKvVF6mr8KR2CLpRsyrgeb6G1J4PyuumqLi/e+MNpqaUh+VpuzIlTtrhRmuVENERK2S1QpA5briVq5DTm6ir9Si16kg9Ps5FDefD5BS01dprfgptgi7b87HT7FFsHgxsiMiIqIWgiPkEgbkzZTGCnQ5H4B+x0PR+5cgm+yYpyJKsPvmq9jf+SrKOBeciIiIWiIG5BIG5M2JAKKv+KDf8RDcdjwUQWW102EuB5qw++Z87OmSj8vBN5iOQkREREQtBgPyZiCoxBu3HQ9B/+OhiMr3kcpLDVXY1/kq9tycjzPhZUxPT0RERJ6DiYEkDMjdxGDWovfpYPQ7HoqbLvhL64RXaa04HFeI3V2u4miHIiboISIiIo8khBVCqLtJU239loIBuQtprUCXc4HodyIEPU8HQ2+pXdHlZFQJ9nTJx4GbClBu4LxwIiIi8nBCqB/x5hxycogA2l/2xW0nQ3HryRAEVNTOC88LqsCezvnYc8tV5N9omUIiIiIiTyIcmLLCgJzUCCnW49aTIeh3og0iCo1SeYmxEvtuuoo9Xa4iO6x6XriadciJiIiIPILVWr2snBqcskINEXPZD8MPtEOnvACprFJnxaEOBdjbOR9HOxTDKp97iIiIiIhaoVYTkM87OwJefgabMmvuebt61sG3ye5fHGuQLa/ysV36pLwSUjB+vF0xdt9SPS+8wnDtG53MX1qUMjUqfWlU/DLphr/ieFqWSU97PURERM0Wp6xIWk1A7irn25Rj7V1ncbhTEQoCKt3dHSIiIqJmSVitECqnrHCVFWoYDZDV4wqsPLNEREREyjhCLmHYSERERESuZxXq54p6aEDO2wuJiIiIiNyII+RERERE5HpCAFC77CFHyN1myZIliIuLg9FoRHx8PHbu3OnuLhERERFRIwircGjzRM0+IF+zZg3S09Mxe/Zs7N27F3369EFSUhLy8vLc3TUiIiIicpSwOrZ5oGYfkL/xxhuYPHkyUlJS0L17dyxbtgy+vr5Yvny5u7tGRERERA7iCHmtZh2Qm81m7NmzB4mJiVKZVqtFYmIisrKy3NgzIiIiImoUjpBLmvVNnZcvX4bFYkFERIRNeUREBI4ePSq7j8lkgslkkh4XFhYCAKrKzHZ1rcI+cY+1qkK2XYtZ/huZRaeRLbeqyKapNlOn4pKdzNRJREREdVjM1XGNaIY3Q1ahUnXsUgXPTLrYrANyR2RkZGDOnDl25d//poFTXLZ97uQeEREREbnXlStXEBQU5O5uAAD0ej0iIyOxLedrh/aPjIyEXq93cq/cq1kH5GFhYdDpdMjNzbUpz83NRWRkpOw+M2bMQHp6uvS4oKAAsbGxOHv2bLN5I5LjioqKEBMTg+zsbAQGBrq7O9QIvJaehdfTs/B6eo7CwkJ06NABoaGh7u6KxGg04tSpUzCb7WcvNIRer4fRaHRyr9yrWQfker0e/fr1Q2ZmJkaPHg0AsFqtyMzMRFpamuw+BoMBBoPBrjwoKIgfKh4kMDCQ19ND8Fp6Fl5Pz8Lr6Tm02uZ126DRaPS4oLoxmnVADgDp6elITk5G//79MXDgQCxevBilpaVISUlxd9eIiIiIiBqt2QfkY8eOxaVLlzBr1izk5OSgb9++WL9+vd2NnkRERERELVGzD8gBIC0tTXGKyo0YDAbMnj1bdhoLtTy8np6D19Kz8Hp6Fl5Pz8Fr2TJoRHNcB4eIiIiIqJVoXjP8iYiIiIhaGQbkRERERERuxICciIiIiMiNPDogX7JkCeLi4mA0GhEfH4+dO3e6u0vUABkZGRgwYAACAgIQHh6O0aNH49ixYzZ1KioqkJqaijZt2sDf3x9jxoyxSyBFzc+8efOg0WgwdepUqYzXsmU5f/48Hn30UbRp0wY+Pj7o1asXdu/eLT0vhMCsWbMQFRUFHx8fJCYm4vjx427sMSmxWCyYOXMmOnbsCB8fH9x0002YO3euTYp1Xs/m6/vvv8eoUaMQHR0NjUaDdevW2TzfkGuXn5+PCRMmIDAwEMHBwZg0aRJKSkpc+CqohscG5GvWrEF6ejpmz56NvXv3ok+fPkhKSkJeXp67u0Y3sHXrVqSmpmL79u3YuHEjKisrMWzYMJSWlkp1pk2bhv/85z9Yu3Yttm7digsXLuChhx5yY6/pRnbt2oW///3v6N27t005r2XLcfXqVQwaNAje3t745ptv8NNPP+H1119HSEiIVGfBggV46623sGzZMuzYsQN+fn5ISkpCRUWFG3tOcubPn4+lS5fir3/9K44cOYL58+djwYIFePvtt6U6vJ7NV2lpKfr06YMlS5bIPt+QazdhwgQcPnwYGzduxJdffonvv/8eTzzxhKteAtUlPNTAgQNFamqq9NhisYjo6GiRkZHhxl6RI/Ly8gQAsXXrViGEEAUFBcLb21usXbtWqnPkyBEBQGRlZbmrm1SP4uJi0aVLF7Fx40YxePBgMWXKFCEEr2VL89xzz4k777xT8Xmr1SoiIyPFa6+9JpUVFBQIg8EgPvzwQ1d0kVQYOXKk+N3vfmdT9tBDD4kJEyYIIXg9WxIA4rPPPpMeN+Ta/fTTTwKA2LVrl1Tnm2++ERqNRpw/f95lfadqHjlCbjabsWfPHiQmJkplWq0WiYmJyMrKcmPPyBGFhYUAgNDQUADAnj17UFlZaXN9u3btig4dOvD6NlOpqakYOXKkzTUDeC1bmi+++AL9+/fHb37zG4SHh+PWW2/Fu+++Kz1/6tQp5OTk2FzPoKAgxMfH83o2Q3fccQcyMzPx888/AwAOHDiAbdu2YcSIEQB4PVuyhly7rKwsBAcHo3///lKdxMREaLVa7Nixw+V9bu1aRGIgtS5fvgyLxWKXzTMiIgJHjx51U6/IEVarFVOnTsWgQYPQs2dPAEBOTg70ej2Cg4Nt6kZERCAnJ8cNvaT6rF69Gnv37sWuXbvsnuO1bFl++eUXLF26FOnp6Xj++eexa9cu/N///R/0ej2Sk5Olayb32cvr2fxMnz4dRUVF6Nq1K3Q6HSwWC1555RVMmDABAHg9W7CGXLucnByEh4fbPO/l5YXQ0FBeXzfwyICcPEdqaioOHTqEbdu2ubsr5IDs7GxMmTIFGzduhNFodHd3qJGsViv69++PV199FQBw66234tChQ1i2bBmSk5Pd3DtS66OPPsIHH3yAVatWoUePHti/fz+mTp2K6OhoXk8iF/PIKSthYWHQ6XR2KzXk5uYiMjLSTb0itdLS0vDll19i8+bNaN++vVQeGRkJs9mMgoICm/q8vs3Pnj17kJeXh9tuuw1eXl7w8vLC1q1b8dZbb8HLywsRERG8li1IVFQUunfvblPWrVs3nD17FgCka8bP3pbhz3/+M6ZPn45x48ahV69eeOyxxzBt2jRkZGQA4PVsyRpy7SIjI+0WuqiqqkJ+fj6vrxt4ZECu1+vRr18/ZGZmSmVWqxWZmZlISEhwY8+oIYQQSEtLw2effYZNmzahY8eONs/369cP3t7eNtf32LFjOHv2LK9vMzN06FD8+OOP2L9/v7T1798fEyZMkP7Pa9lyDBo0yG4J0p9//hmxsbEAgI4dOyIyMtLmehYVFWHHjh28ns1QWVkZtFrbMECn08FqtQLg9WzJGnLtEhISUFBQgD179kh1Nm3aBKvVivj4eJf3udVz912lTWX16tXCYDCIlStXip9++kk88cQTIjg4WOTk5Li7a3QDTz31lAgKChJbtmwRFy9elLaysjKpzpNPPik6dOggNm3aJHbv3i0SEhJEQkKCG3tNDVV3lRUheC1bkp07dwovLy/xyiuviOPHj4sPPvhA+Pr6in//+99SnXnz5ong4GDx+eefi4MHD4oHHnhAdOzYUZSXl7ux5yQnOTlZtGvXTnz55Zfi1KlT4tNPPxVhYWHi2WeflerwejZfxcXFYt++fWLfvn0CgHjjjTfEvn37xJkzZ4QQDbt2w4cPF7feeqvYsWOH2LZtm+jSpYsYP368u15Sq+axAbkQQrz99tuiQ4cOQq/Xi4EDB4rt27e7u0vUAABktxUrVkh1ysvLxdNPPy1CQkKEr6+vePDBB8XFixfd12lqsOsDcl7LluU///mP6NmzpzAYDKJr167inXfesXnearWKmTNnioiICGEwGMTQoUPFsWPH3NRbqk9RUZGYMmWK6NChgzAajaJTp07iL3/5izCZTFIdXs/ma/PmzbK/K5OTk4UQDbt2V65cEePHjxf+/v4iMDBQpKSkiOLiYje8GtIIUSclFxERERERuZRHziEnIiIiImopGJATEREREbkRA3IiIiIiIjdiQE5ERERE5EYMyImIiIiI3IgBORERERGRGzEgJyIiIiJyIwbkRERERERuxICciMhFTp8+DY1Gg/379zutzSFDhmDq1KlOa4+IiFyPATkReZycnBw888wz6NSpEwwGA2JiYjBq1ChkZma6u2tO9+mnn2Lu3LnS47i4OCxevNh9HSIiItW83N0BIiJnOn36NAYNGoTg4GC89tpr6NWrFyorK7Fhwwakpqbi6NGj7u6iU4WGhrq7C0RE1EgcIScij/L0009Do9Fg586dGDNmDG6++Wb06NED6enp2L59OwDg7NmzeOCBB+Dv74/AwEA88sgjyM3Nldp48cUX0bdvXyxfvhwdOnSAv78/nn76aVgsFixYsACRkZEIDw/HK6+8YnNsjUaDpUuXYsSIEfDx8UGnTp3w8ccf19vfQ4cOYcSIEfD390dERAQee+wxXL58GQCwZcsW6PV6/Pe//5XqL1iwAOHh4VJ/605ZGTJkCM6cOYNp06ZBo9FAo9GgtLQUgYGBdv1Yt24d/Pz8UFxc7NiJJiIip2FATkQeIz8/H+vXr0dqair8/Pzsng8ODobVasUDDzyA/Px8bN26FRs3bsQvv/yCsWPH2tQ9efIkvvnmG6xfvx4ffvgh/vnPf2LkyJE4d+4ctm7divnz5+OFF17Ajh07bPabOXMmxowZgwMHDmDChAkYN24cjhw5ItvfgoIC/OpXv8Ktt96K3bt3Y/369cjNzcUjjzwCoDbYfuyxx1BYWIh9+/Zh5syZ+Mc//oGIiAi79j799FO0b98eL730Ei5evIiLFy/Cz88P48aNw4oVK2zqrlixAg8//DACAgJUnWMiImoCgojIQ+zYsUMAEJ9++qlinW+//VbodDpx9uxZqezw4cMCgNi5c6cQQojZs2cLX19fUVRUJNVJSkoScXFxwmKxSGW33HKLyMjIkB4DEE8++aTN8eLj48VTTz0lhBDi1KlTAoDYt2+fEEKIuXPnimHDhtnUz87OFgDEsWPHhBBCmEwm0bdvX/HII4+I7t27i8mTJ9vUHzx4sJgyZYr0ODY2VixatMjuvOh0OnHhwgUhhBC5ubnCy8tLbNmyRfE8ERGR63CEnIg8hhDihnWOHDmCmJgYxMTESGXdu3dHcHCwzUh2XFyczehxREQEunfvDq1Wa1OWl5dn035CQoLdY6UR8gMHDmDz5s3w9/eXtq5duwKoHqEHAL1ejw8++ACffPIJKioqsGjRohu+xusNHDgQPXr0wHvvvQcA+Pe//43Y2FjcfffdqtsiIiLn402dROQxunTpAo1G45QbN729vW0eazQa2TKr1erwMUpKSjBq1CjMnz/f7rmoqCjp/z/88AOA6ik5+fn5stNxbuT3v/89lixZgunTp2PFihVISUmBRqNxuO9EROQ8HCEnIo8RGhqKpKQkLFmyBKWlpXbPFxQUoFu3bsjOzkZ2drZU/tNPP6GgoADdu3dvdB9qbhyt+7hbt26ydW+77TYcPnwYcXFx6Ny5s81WE3SfPHkS06ZNw7vvvov4+HgkJyfX+yVAr9fDYrHYlT/66KM4c+YM3nrrLfz0009ITk5uxKskIiJnYkBORB5lyZIlsFgsGDhwID755BMcP34cR44cwVtvvYWEhAQkJiaiV69emDBhAvbu3YudO3di4sSJGDx4MPr379/o469duxbLly/Hzz//jNmzZ2Pnzp1IS0uTrZuamor8/HyMHz8eu3btwsmTJ7FhwwakpKTAYrHAYrHg0UcfRVJSElJSUrBixQocPHgQr7/+uuLx4+Li8P3/t3PHqAkEYRiGv7GwdgtBxGptLNQjCIJuLR5BC1tFLAQbhQXxAqKlFmolHsBGsBW8gRbqDSwESYqEQIIhgSxMkPdpF3Znupfhn91sdDqdPv7WIkmO46hcLqvVasnzPCUSiT/vFQAQDIIcwFNxXVe73U75fF7NZlPpdFrFYlHr9VrD4VDGGK1WKzmOo1wup0KhINd1tVgsAvl+t9vVfD5XNpvVZDLRbDb79uQ9Ho9ru93qfr/L8zxlMhnV63VFIhGFQiH5vq/j8ajRaCTpbYxlPB6r0+lov98/fGev19PhcFAymVQ0Gv30rFqt6na7qVKpBLJXAEAwzMtvbkEBAH5kjNFyuVSpVLK9lIem06kajYbO57PC4bDt5QAA3nGpEwCe3PV61eVyUb/fV61WI8YB4J9hZAUAntxgMFAqlVIsFlO73ba9HADAF4ysAAAAABZxQg4AAABYRJADAAAAFhHkAAAAgEUEOQAAAGARQQ4AAABYRJADAAAAFhHkAAAAgEUEOQAAAGARQQ4AAABY9AonmqS6joejBAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Computate the complexity distributions of CPP and surrogates for different binsizes \n", "# and store the results in matrices\n", "binsizes = np.arange(1, 31) * pq.ms\n", "complexity_cpp_matrix = []\n", "complexity_surr_matrix = []\n", "diff_complexity_matrix = []\n", "peak_pos = []\n", "for i, binsize in enumerate(binsizes):\n", " complexity_cpp = compute_complexity_distribution(cpp, binsize)\n", " complexity_surr = compute_complexity_distribution(surr_sts, binsize)\n", " complexity_cpp_matrix.append(complexity_cpp)\n", " complexity_surr_matrix.append(complexity_surr)\n", "\n", " diff_complexity = complexity_cpp - complexity_surr\n", " diff_complexity_matrix.append(diff_complexity)\n", "\n", " trough_pos = np.argmin(diff_complexity)\n", " peak_pos.append(trough_pos + np.argmax(diff_complexity[trough_pos:]))\n", "\n", "complexity_cpp_matrix = np.array(complexity_cpp_matrix)\n", "complexity_surr_matrix = np.array(complexity_surr_matrix)\n", "diff_complexity_matrix = np.array(diff_complexity_matrix)\n", "\n", "complexities = np.arange(complexity_cpp_matrix.shape[1])\n", "\n", "# Plot the complexity matrices\n", "fig = plt.figure(figsize=(8, 12))\n", "\n", "ax1 = plt.subplot(3, 1, 1)\n", "ax1.set_title('CPP complexity')\n", "ax1.set_xlabel('Complexity')\n", "ax1.set_ylabel('Binsize')\n", "im = ax1.pcolormesh(complexities, binsizes, complexity_cpp_matrix)\n", "plt.colorbar(im)\n", "\n", "ax2 = plt.subplot(3, 1, 2)\n", "ax2.set_title('Surrogate complexity')\n", "ax2.set_xlabel('Complexity')\n", "ax2.set_ylabel('Binsize')\n", "im = ax2.pcolormesh(complexities, binsizes, complexity_surr_matrix)\n", "plt.colorbar(im)\n", "\n", "ax3 = plt.subplot(3, 1, 3)\n", "ax3.set_title('Difference of complexities')\n", "ax3.set_xlabel('Complexity')\n", "ax3.set_ylabel('Binsize')\n", "im = ax3.pcolormesh(diff_complexity_matrix)\n", "plt.colorbar(im)\n", "ax3.plot(peak_pos, binsizes, 'm')\n", "\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.3 SPADE\n", "SPADE (Spike PAttern Detection and Evaluation) is a method to detect spatio-temporal patterns (STPs) in massively parallel spike trains.\n", "It consists of a mining step, detection of candidate patterns, and two statistical test steps, evaluating significance of the patterns (see Quaglio et al. 2017).\n", "The pattern here is defined as exact spike synchrony across neurons participating in an assembly, without any temporal delay or jitter.\n", "\n", "### 3.3.1 Insertion of STPs into independent artificial data\n", "Again we generate appropriate artificial data in order to understand the method through applications.\n", "Here we generate the data by combining two different CPPs: the first modeling the neurons participating in an assembly, the second modeling independent data for the remaining neurons.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Spike train parameters\n", "num_units = 100 \n", "rate = 2 * pq.Hz \n", "trial_duration = 10 * pq.s\n", "# - parameters for the CPP model\n", "assembly_size = 10\n", "p_coinc = 0.05\n", "jitter = 1 * pq.ms\n", "\n", "# Analysis parameters\n", "binsize_comp_dist = 1 * pq.ms\n", "\n", "# Constduct the amplitude distribution for the CPP \n", "amp_dist_sip = np.zeros(assembly_size + 1) \n", "amp_dist_sip[1] = 1. - p_coinc\n", "amp_dist_sip[assembly_size] = p_coinc\n", "\n", "# Generate the CPP data\n", "cpp_sp = stocmod.cpp(rate, amp_dist_sip, trial_duration, shift=jitter)\n", "\n", "# Generate independent data and combine the two data sets\n", "amp_dist_indep = [0, 1] + [0] * (num_units - assembly_size - 1)\n", "cpp_sp.extend(stocmod.cpp(rate, amp_dist_indep, trial_duration))\n", "\n", "# Compute the population histogram and the complexity distribution\n", "complexity_cpp = stats.Complexity(cpp_sp, bin_size=binsize_comp_dist, binary=True)\n", "pophist = complexity_cpp.time_histogram\n", "dist_cpp = complexity_cpp.pdf().flatten().magnitude\n", "dist_cpp = np.concatenate([dist_cpp, np.zeros(num_units - len(dist_cpp))])\n", "\n", "# Plot the results\n", "fig = plt.figure(figsize=(12, 5))\n", "\n", "ax1 = plt.subplot(2, 2, 1)\n", "ax1.set_xlabel('Time (ms)')\n", "ax1.set_ylabel('Unit ID')\n", "for i, st in enumerate(cpp_sp):\n", " ax1.plot(st.rescale('ms').magnitude, [i + 1] * len(st), '.', ms=1, color='black')\n", "\n", "ax2 = plt.subplot(2, 2, 3, sharex=ax1)\n", "ax2.set_xlabel('Time (ms)')\n", "ax2.set_ylabel('Count')\n", "ax2.plot(pophist.times.rescale('ms'), pophist[:, 0], lw=0.5)\n", "\n", "ax3 = plt.subplot(2, 2, 2)\n", "ax3.set_xlabel('Complexity')\n", "ax3.set_ylabel('Probability')\n", "ax3.bar(np.arange(len(amp_dist_sip)), amp_dist_sip, label='amplitude distrib.')\n", "ax3.legend()\n", "\n", "ax4 = plt.subplot(2, 2, 4)\n", "ax4.set_xlabel('Complexity')\n", "ax4.set_ylabel('Probability')\n", "ax4.plot(np.arange(num_units), dist_cpp, '.-', label='complexity distrib.')\n", "ax4.legend()\n", "\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.3.2 Application of SPADE\n", "\n", "Now we move to the application of the method to the artificially generated data. The goal is to detect the embedded patterns with SPADE, and visualize them.\n", "If needed, look at the documentation of SPADE.\n", "* Apply the method and plot the detected patterns.\n", "* Display the output of the method and examine the contents.\n", "* Is there a relation between `binsize` and the time precision of the synchrony embedded in the CPP (i.e., `jitter` parameter in the previous code cell)?\n", "* Play with the parameters of the method. For example, what happens if the number of surrogates is set to zero (no statistical evaluation)? What happens if `psr_param` is set to `None` (no pattern set reduction)?\n", "* (Optional) Try to inject a second pattern, by generating a second CPP with the appropriate number of components, and apply the method to this data." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Analysis parameters\n", "binsize = 5 * pq.ms\n", "winlen = 5\n", "n_surr = 20\n", "significance_level = 0.01\n", "\n", "# Apply SPADE to the data\n", "# spade_result = spade.spade(cpp_sp, binsize, winlen, output_format='patterns', n_surr=n_surr, alpha=significance_level, psr_param=[0,0,0])\n", "spade_result = spade.spade(cpp_sp, binsize, winlen, output_format='patterns', n_surr=n_surr, alpha=significance_level, psr_param=None)\n", "\n", "# Plot the result\n", "fig = plt.figure(figsize=(12, 5))\n", "\n", "ax = plt.subplot(111)\n", "ax.set_xlabel('Time (ms)')\n", "ax.set_ylabel('Unit index')\n", "\n", "i_pattern_unit = []\n", "for i_pattern, pattern in enumerate(spade_result['patterns']):\n", " for i, t in enumerate(pattern['times'].magnitude):\n", " spikes_times = [t] + [t+l for l in pattern['lags'].magnitude]\n", " if i == 0:\n", " ax.plot(spikes_times, pattern['neurons'], 'o-', color=f'C{i_pattern}', label=f'Pattern {i_pattern}: {pattern[\"signature\"]}')\n", " else:\n", " ax.plot(spikes_times, pattern['neurons'], 'o-', color=f'C{i_pattern}')\n", " i_pattern_unit.extend(pattern['neurons'])\n", "i_pattern_unit = np.unique(i_pattern_unit)\n", "\n", "for i_unit in i_pattern_unit:\n", " st = cpp_sp[i_unit]\n", " ax.plot(st.rescale('ms'), [i_unit]*len(st), '.k')\n", "\n", "ax.legend()\n", "\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "spade_result" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "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": "3.11.10" } }, "nbformat": 4, "nbformat_minor": 1 }