{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Lab 2 - Hopfield Networks" ] }, { "cell_type": "code", "execution_count": 151, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import random\n", "import matplotlib.pyplot as plt\n", "\n", "def generate_memory(height=10, width=10, p=0.5, rng=None):\n", " # Use the provided RNG or create a new default RNG\n", " if rng is None:\n", " rng = np.random.default_rng()\n", " # Generate activation pattern\n", " return rng.choice([-1, 1], size=(height * width), p=[1 - p, p])" ] }, { "cell_type": "code", "execution_count": 152, "metadata": {}, "outputs": [], "source": [ "class HopfieldNetwork:\n", "\n", " def __init__(self, memories, height=10, width=10):\n", " self.height = height\n", " self.width = width\n", "\n", " # We set up the weights, with (x*width + y, i*width + j) denoting the weight from (i, j) to (x, y).\n", " self.set_weights(memories)\n", " self.activity = np.zeros((height, width))\n", "\n", " def set_weights(self, memories):\n", " self.W = np.zeros((self.height * self.width, self.height * self.width))\n", " # Set weights of the network\n", " for mu in memories:\n", " self.W += np.outer(mu, mu)\n", "\n", " def compute_input(self):\n", " return np.dot(self.W, self.activity.flatten())\n", "\n", " def update_activity(self):\n", " self.activity = np.sign(self.compute_input()).reshape((self.height, self.width))\n", "\n", " def attempt_recall(self, memory, input_pattern, max_iterations=30):\n", " \"\"\"\n", " Clamp the network to the input pattern and let it evolve for a fixed number of iterations.\n", " Return the Hamming distance between the memory and the final state.\n", " \"\"\"\n", " self.activity = input_pattern\n", " for _ in range(max_iterations):\n", " self.update_activity()\n", " if np.array_equal(self.activity, memory):\n", " return 0 \n", " # Return the Hamming distance between the memory and the final state\n", " return np.sum(self.activity.flatten() != memory)" ] }, { "cell_type": "code", "execution_count": 153, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hamming distance for memory 1: 0\n", "Hamming distance for memory 2: 0\n", "Hamming distance for memory 3: 0\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def degrade_input(memory, dropout_p=0.1, rng=None):\n", " # Use the provided RNG or create a new default RNG\n", " if rng is None:\n", " rng = np.random.default_rng()\n", " # Degrade the input memory\n", " return np.array([0 if rng.random() < dropout_p else memory[i] for i in range(len(memory))])\n", "\n", "mu_1 = generate_memory()\n", "mu_2 = generate_memory()\n", "mu_3 = generate_memory()\n", "memories = [mu_1, mu_2, mu_3]\n", "degraded_memories = [degrade_input(mu) for mu in memories]\n", "\n", "model = HopfieldNetwork(memories)\n", "\n", "fig, axes = plt.subplots(2, 3, figsize=(9, 6.5))\n", "for i, mu in enumerate(memories):\n", " # Clamp network activity to the degraded input pattern\n", " mu_ = degraded_memories[i]\n", " dist = model.attempt_recall(mu, mu_)\n", " print(f\"Hamming distance for memory {i + 1}: {dist}\")\n", " # Plot the original and retrieved patterns, and print the Hamming distance\n", " axes[0, i].imshow(mu.reshape((model.height, model.width)), cmap='gray')\n", " axes[0, i].set_title(f\"Memory {i + 1}\")\n", " axes[1, i].imshow(model.activity, cmap='gray')\n", " axes[1, i].set_title(f\"Retrieved memory {i + 1}\")\n", " axes[0, i].set_xticks([4, 9])\n", " axes[0, i].set_yticks([4, 9])\n", " axes[1, i].set_xticks([4, 9])\n", " axes[1, i].set_yticks([4, 9])\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 154, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_hamming_distances(dropout_p):\n", " avg_hamming_distances = []\n", " memory_loads_to_consider = range(1, 101, 3)\n", "\n", " for M in memory_loads_to_consider:\n", " memories = [generate_memory() for _ in range(M)]\n", " model = HopfieldNetwork(memories)\n", " hamming_distances = []\n", " for mu in memories:\n", " # Clamp network activity to the degraded input pattern\n", " mu_ = degrade_input(mu, dropout_p)\n", " model.activity = mu_\n", " dist = model.attempt_recall(mu, mu_)\n", " hamming_distances.append(dist)\n", " avg_hamming_distance = np.mean(hamming_distances)\n", " avg_hamming_distances.append(avg_hamming_distance)\n", "\n", " # Plot the average Hamming distance as a function of the number of memories\n", " plt.plot(memory_loads_to_consider, avg_hamming_distances)\n", " plt.xlabel(\"Number of memories / Memory load\")\n", " plt.ylabel(\"Average Hamming distance\")\n", " plt.title(\"Avg. Hamming dist. as function of memory load (deterministic, dropout_p = {})\".format(dropout_p))\n", " plt.show()\n", "\n", "plot_hamming_distances(0.1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The system's recall performance is flawless as long as the memory load does not exceed $15$ memories. For higher loads, recall performance worsens. becoming much less reliable for $30$ or more memories. If the memory load is increased further, say, beyond a total capacity limit of $50$, memory performance -- as measured by Hamming distance -- does not become worse but may, actually, slowly improve again. However, this effect occurs because attractor states are more densely packed in the state space, not because convergence to the correct memory becomes more reliable.\n", "\n", "The average recall performance for any given memory load depends on how many entries of the noisy input patterns are masked during recall. Surprisingly, this does not (strongly) hold for the number of memories that can be stored in the network without error, as shown by the below plots:" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_hamming_distances(0.2)\n", "plot_hamming_distances(0.3)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_hamming_distances(0.05)\n", "plot_hamming_distances(0.01)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Although we don't explore this in this Lab, it should be noted that the recall performance of associative memory systems also depends on the sparsity of the activity patterns to memorize. Sparse, and hence less overlapping patterns, are generally easier to store. This has been known at least since Marr's theory of the hippocampus as a simple memory system (1971)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Part 2: Cortical Pruning and the Development of Schizophrenia" ] }, { "cell_type": "code", "execution_count": 155, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Make a class that inherits from HopfieldNetwork and overwrites the update_activity method\n", "class StochasticHopfieldNetwork(HopfieldNetwork):\n", " def __init__(self, memories, height=10, width=10, T=4, rng=None):\n", " super().__init__(memories, height, width)\n", " self.T = T\n", " # Use an existing RNG if provided; otherwise, create a new one. This allows for reproducibility.\n", " self.rng = rng if rng else np.random.default_rng()\n", "\n", " def update_activity(self):\n", " E = self.compute_input()\n", " P = 1 / (1 + np.exp(-E / self.T))\n", " # Use the RNG to generate random values for reproducibility\n", " self.activity = [1 if self.rng.random() < p else -1 for p in P]\n", " self.activity = np.array(self.activity).reshape((self.height, self.width))\n", "\n", "\n", " def apply_pruning(self, pruning_coef=0.6):\n", " for x in range(self.height):\n", " for y in range(self.width):\n", " for i in range(self.height):\n", " for j in range(self.width):\n", " threshold = pruning_coef * np.sqrt((i - x)**2 + (j - y)**2)\n", " if np.abs(self.W[x * self.width + y, i * self.width + j]) < threshold:\n", " self.W[x * self.width + y, i * self.width + j] = 0\n", "\n", "def plot_hamming_distances_stochastic(dropout_p, T):\n", " avg_hamming_distances = []\n", " memory_loads_to_consider = range(1, 101, 3)\n", "\n", " for M in memory_loads_to_consider:\n", " memories = [generate_memory() for _ in range(M)]\n", " model = StochasticHopfieldNetwork(memories, T=T)\n", " hamming_distances = []\n", " for mu in memories:\n", " # Clamp network activity to the degraded input pattern\n", " mu_ = degrade_input(mu, dropout_p)\n", " model.activity = mu_\n", " dist = model.attempt_recall(mu, mu_)\n", " hamming_distances.append(dist)\n", " avg_hamming_distance = np.mean(hamming_distances)\n", " avg_hamming_distances.append(avg_hamming_distance)\n", "\n", " # Plot the average Hamming distance as a function of the number of memories\n", " plt.plot(memory_loads_to_consider, avg_hamming_distances)\n", " plt.xlabel(\"Number of memories / Memory load\")\n", " plt.ylabel(\"Average Hamming distance\")\n", " plt.title(\"Avg. Hamming dist. as function of memory load (stochastic, dropout_p = {}, T = {})\".format(dropout_p, T))\n", " plt.show()\n", "\n", "plot_hamming_distances_stochastic(0.1, 4)\n", "plot_hamming_distances(0.1)" ] }, { "cell_type": "code", "execution_count": 150, "metadata": {}, "outputs": [ { "data": { "image/png": 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01rE+++wzAUAcPXo0y3PZv39/lsd+/bP06aefCrlcLtavX5/r+cncV5/356hRo4Szs7OIiorS2n/AgAHCxsZGJCYmCiGEOHbsmAAgKlWqpCnLlPn+XLx4sVZ5jx49hFKpFMHBwZqyJ0+eCCsrK9GqVStNWeZ155133hHp6elax2jdurUAIDZv3qwpCwgIEACEXC4X58+f15QfOHBAABDr1q3TlL0ZqxBCnDt3TgAQ//vf/7LE0K5dO61rzZQpU4RCoRAxMTFCCCFiYmKElZWVaNKkidb7XIj/rlFqtVpUqVJF+Pj4aB0rMTFReHh4iPbt22eJ6XWHDx/O8rkWQohdu3YJAOLixYvZ7pvTe7lu3brC0dFRPH/+XFN27do1IZfLxdChQzVlQ4cOFXK5XOfjZD4ffc9X5vN+09ixY4W5ublITk4WQghx5coVAUBs27Yt2+cmRPbX/sx47t+/L4TQ73UyxO7duwUAsWjRIk1Zenq6aNmyZZb3XOb1bdq0aTqPMX/+fK3yPn36CJlMpnV91vfzq+9nTFe9IETW8yZExjVPV72kD33jzm3/3P5eP9+6LF68WADQXONf16hRI9G0aVO9n1NOn6m8unjxol7P43U5fT97808fP/74o7CxsRERERFCiIxrbY0aNXRu++TJEwFALFy4UO94iQoDh6xTifbTTz/h0KFDWn/79u3L8/G2bduGli1bokyZMoiKitL8tWvXDiqVSjOcLXM4sK6kanldymvv3r0oV64cBg4cqCkzNjbGxIkTER8fjxMnTuTtSSFjXliDBg00tytWrIj3338fBw4cyDIc86OPPsrz42Tq378/ypQpo7mdmQwmJCQk133btWun1ZtUu3ZtWFtba/ZVqVQ4fPgwevToARcXF812np6e6NSpU67Hv3TpEiIiIvDJJ5/A1NRUU96lSxdUq1YN//zzT5Z93jwnLVu21Ou5AED16tW1kuE4ODjAy8tLa39933c5admyJU6dOgUAePnyJa5du4YxY8bA3t5eU37q1CnY2tpqen/27t0LAPD19dU6VubIizfPhYeHB3x8fHQ+vhAC48ePx/fff4/ffvst2x45XXJ7fwohsGPHDnTr1g1CCK1z5OPjg9jYWFy+fFnrmMOGDdNrfrtKpcLBgwfRo0cPVKpUSVPu7OyMQYMG4fTp04iLi9Pa58MPP9Q5D9jS0hIDBgzQ3Pby8oKtrS28vb21egAz///6e+D1WNPS0vD8+XN4enrC1tY2y3MDgDFjxmhda1q2bAmVSqVZeuzQoUN4+fIlpk2bpvU+B/67Rl29ehWBgYEYNGgQnj9/rjmnCQkJeO+993Dy5MksU3Ve9/z5cwDQ+qwD/83R//vvv5GWlpbt/ro8ffoUV69exfDhw2FnZ6cpr127Ntq3b695z6rVauzevRvdunXTmUfkzetwbucL0H4NXr58iaioKLRs2RKJiYkICAgAANjY2AAADhw4gMTERIOemy76vE6G2Lt3L4yMjLRG7ygUCkyYMCHbfd4c6bN3714oFApMnDhRq/zTTz+FECJLHZvb5zcvn7HCYEi9+KY3v3dk95fd9TJTUlISAOjsRTc1NdXcX5z4+PjofX5y8/z5c8ycORNfffWVXiPgMq9F+o5gICosHLJOJVrjxo3zddmiwMBAXL9+PdsLf0REBAAgODgYLi4uWl8Y39aDBw9QpUoVyOXav6N5e3tr7s+rKlWqZCmrWrUqEhMTERkZiXLlymnKdWWtN1TFihW1bmdWktHR0Qbvm7l/5r4RERFISkrSyqSfSVfZmzLPo67h1tWqVdMa4g1Akx8gu3hyk9vzAfR/3+WkZcuWWLlyJYKCghAcHAyZTIZmzZppGuoffvghTp06hRYtWmjeYw8ePIBcLs9y3sqVKwdbW9ss77mc3hv/+9//EB8fjxUrVmj9qKSP3N6fcrkcMTExWL16NVavXq3zGG+eI33fx5GRkUhMTNT5fvD29oZarcbDhw810wtyOnbm1IHX2djYwNXVNUsZoP15SEpKgp+fH9atW4fHjx9rTRfJnJv8utw+Y8HBwQCQ49DbwMBAAMjxx5PY2NgsDe43vR4rALRu3Rq9e/fGnDlz8N1336FNmzbo0aMHBg0alGt28Zw+n97e3jhw4AASEhIQHx+PuLi4XIcWZ9LnmnTr1i3MmDEDR48ezdJAzHwNPDw84Ovri6VLl2LTpk1o2bIlunfvjg8++EDzuhpCn9fJEA8ePICzs7NmOkam7KaXGBkZafIgvH4MFxcXzXSKTNnVRbl9fgEY/BkrDIbUi296PRP528j8EejNnB0Aik3SzDc5OzvD2dk5X441Y8YM2NnZ5fiD0usyr0V57RghKihskBMZQK1Wo3379pg6darO+6tWrVrIERU+XV8AMpPgvSm7XoTssgjrOkZ+7lsQ3jYjsj7PJz/ed5kJ+E6ePImQkBDUr18fFhYWaNmyJX744QfEx8fjypUr+Prrr7Psq++Xl5y+HLZo0QJXr17Fjz/+iH79+uXrj1WZvbQffPBBto3HzPnH+sT6trI7dnavtT7vgQkTJmDdunWYPHkymjVrBhsbG8hkMgwYMEBnL3V+fE4yj7t48WLUrVtX5zZvNuxel5nT4c0fp2QyGbZv347z58/jr7/+woEDBzBy5EgsWbIE58+fz/GYBSW38xUTE4PWrVvD2toac+fOReXKlWFqaorLly/jiy++0HoNlixZguHDh2PPnj04ePAgJk6cCD8/P5w/fz5L47aoMzExyfIjsJSyuxbpk0SzMD179kyv7WxsbHK8FmU2XJ8+fZrlh7unT5/mmMOhqEpKStL5I6IuOf3oERgYiNWrV2PZsmV48uSJpjw5ORlpaWkIDQ2FtbW1Vl2TeS3SZ246UWFig5zIAJUrV0Z8fHyuv35XrlwZBw4cwIsXL3JseBjyK62bmxuuX78OtVqt9QUpc6hkZobovMjsCXvdvXv3YG5urvcwMF1DtN+m1z6vHB0dYWpqiqCgoCz36Sp7U+Z5vHv3Lt59912t++7evftW5zmv9H3f5fR+qlixIipWrIhTp04hJCREM0y+VatW8PX1xbZt26BSqdCqVSvNPm5ublCr1QgMDNT0fgEZCdRiYmIMOheenp5YtGgR2rRpg44dO+LIkSNZetiyo8/708rKCiqVKt96pjI5ODjA3Nwcd+/ezXJfQEAA5HJ5li/KBWH79u0YNmwYlixZoilLTk7WmR1bH5nTPm7evJntyJHMbaytrfN0XjOXY7p//77O+5s2bYqmTZvi66+/xubNmzF48GBs2bIFo0ePzva9/Prn800BAQGwt7eHhYUFzMzMYG1tjZs3bxocty7Hjx/H8+fPsXPnTq3PSHbPrVatWqhVqxZmzJiBs2fPokWLFli5ciXmz58PQP9rvz6vkyHc3Nxw5MgRxMfHa/3woet85nSMw4cP4+XLl1qf4ezqIn0+v/p+xjJHLsTExGgl19RV17xtL+jb1Iv69gCvW7cux9VVMn8Iu3Tpklbj+8mTJ3j06JEmKWBxsnXrVowYMUKvbXP6AfHx48dQq9WYOHFilukTQMZolUmTJmkl2838vL5enxEVBUXnZ0+iYqBfv344d+4cDhw4kOW+mJgYpKenAwB69+4NIQTmzJmTZbvXKxgLCwu9v1B37twZz54908r6m56ejuXLl8PS0hKtW7c28Nn859y5c1rzUB8+fIg9e/agQ4cOevUAV65cGQEBAVrLBF27dk3vpZHyk0KhQLt27bB7926tX82DgoL0yh/QsGFDODo6YuXKlVrDBPft24c7d+6gS5cuBRJ3TvR932Vm2s7uPdWyZUscPXoUFy5c0DTI69atCysrK3zzzTcwMzPTmjPZuXNnAMiylMzSpUsBwOBzUbt2bezduxd37txBt27d9J7/mNv7U6FQoHfv3tixY4fOBpiu5b70pVAo0KFDB+zZs0drKarw8HBs3rwZ77zzDqytrfN8fEPiePPL6fLly/PcM9ihQwdYWVnBz88PycnJWvdlPk6DBg1QuXJlfPvtt4iPj89yjNzOa/ny5eHq6qpZ6jFTdHR0lueS2fDI/Mxl9152dnZG3bp1sWHDBq37bt68iYMHD2res3K5HD169MBff/2V5fFff476yrwOvr5famoqfv75Z63t4uLiNJ/HTLVq1YJcLte6nuh77dfndTJE586dkZ6ejhUrVmjKVCpVrssPvnkMlUqFH3/8Uav8u+++g0wmy5KrQ5/Pr76fscwfKF7Pm5G5hNybDKlfdXmbejG/5pDXqFED1apVw+rVq7U+6ytWrIBMJkOfPn00ZbGxsQgICNC791kq+TWHvGbNmti1a1eWvxo1aqBixYrYtWsXRo0apbWPv7+/ZroWUVHCHnIq0fbt26f51f51zZs310oeo6/PP/8cf/75J7p27apZmiohIQE3btzA9u3bERoaCnt7e7Rt2xZDhgzBDz/8gMDAQHTs2BFqtRqnTp1C27ZtNctKNWjQAIcPH8bSpUvh4uICDw+PbJd3GTNmDFatWoXhw4fD398f7u7u2L59O86cOYNly5bp3duoS82aNeHj46O1vAsAnT8o6DJy5EgsXboUPj4+GDVqFCIiIrBy5UrUqFFDkmQ8s2fPxsGDB9GiRQt8/PHHmi+PNWvWxNWrV3Pc19jYGAsXLsSIESPQunVrDBw4ULPsWeayWIVN3/edmZkZqlevjq1bt6Jq1aqws7NDzZo1NfNPW7ZsiU2bNkEmk2mGsCsUCjRv3hwHDhxAmzZttJaCqlOnDoYNG4bVq1drhuxeuHABGzZsQI8ePdC2bVuDn0vTpk2xZ88edO7cGX369MHu3btzXepOn/fnN998g2PHjqFJkyb48MMPUb16dbx48QKXL1/G4cOH32rd2fnz5+PQoUN455138Mknn8DIyAirVq1CSkoKFi1alOfjGqJr167YuHEjbGxsUL16dZw7dw6HDx/WDAs3lLW1Nb777juMHj0ajRo1wqBBg1CmTBlcu3YNiYmJ2LBhA+RyOdasWYNOnTqhRo0aGDFiBMqXL4/Hjx/j2LFjsLa2xl9//ZXj47z//vvYtWsXhBCaHssNGzbg559/Rs+ePVG5cmW8fPkSv/zyC6ytrTUN6pzey4sXL0anTp3QrFkzjBo1SrPsmY2NjdZa5QsWLMDBgwfRunVrjBkzBt7e3nj69Cm2bduG06dPa/Ww5qZ58+YoU6YMhg0bhokTJ0Imk2Hjxo1ZGsVHjx7F+PHj0bdvX1StWhXp6enYuHGj5kejTPpe+/V5nYCMHvy2bdti1qxZWufgTd26dUOLFi0wbdo0hIaGonr16ti5c6dBjbhu3bqhbdu2+PLLLxEaGoo6derg4MGD2LNnDyZPnpxlCTd9Pr/6fsY6dOiAihUrYtSoUfj888+hUCiwdu1aODg4ICwsTOtxGzRogBUrVmD+/Pnw9PSEo6NjllFPOXmbejE/R+osXrwY3bt3R4cOHTBgwADcvHkTP/74I0aPHq3V07tr1y6MGDEiS6/7xo0b8eDBA02SwZMnT2pGagwZMkQzokHf99Dbyq855Pb29ujRo0eW8swfkHXdd+jQIbRo0SLP102iAlNo+dyJClFuy2q8vkSHIcueCSHEy5cvxfTp04Wnp6dQKpXC3t5eNG/eXHz77bciNTVVs116erpYvHixqFatmlAqlcLBwUF06tRJ+Pv7a7YJCAgQrVq1EmZmZgJArkughYeHixEjRgh7e3uhVCpFrVq1dC43YuiyZ+PGjRO//fabqFKlijAxMRH16tUTx44d09ouc7mZyMhIncf57bffRKVKlYRSqRR169YVBw4cyHbZszeXlcqM4/XlWLJb9kzXa+Lm5pbl3B05ckTUq1dPKJVKUblyZbFmzRrx6aefClNT05xPyCtbt24V9erVEyYmJsLOzk4MHjxYPHr0SGubYcOGCQsLiyz7Zrc0j664db1OupaR0/d9d/bsWdGgQQOhVCqznNNbt24JAMLb21vr2PPnzxcAxFdffZUllrS0NDFnzhzh4eEhjI2Nhaurq5g+fbpmmafcnosQul+3PXv2CCMjI9G/f3+hUql07vf6vrm9P4XI+HyMGzdOuLq6CmNjY1GuXDnx3nvvidWrV2u2yVz2TNeyVDm9Py9fvix8fHyEpaWlMDc3F23bthVnz57V2ibzuqNrma3sluLR9/oTHR2t+exbWloKHx8fERAQkOW9n10Mmc/7zfP2559/iubNmwszMzNhbW0tGjduLH7//Xetba5cuSJ69eolypYtK0xMTISbm5vo16+fOHLkSJa433T58mUBQJw6dUqrbODAgaJixYrCxMREODo6iq5du2otMSVEzu/lw4cPixYtWmji7tatm7h9+3aWx3/w4IEYOnSocHBwECYmJqJSpUpi3LhxIiUlxeDzdebMGdG0aVNhZmYmXFxcxNSpUzVL1GVuFxISIkaOHCkqV64sTE1NhZ2dnWjbtq04fPiw1vGzu/brWr5LiNxfp7/++ksAECtXrszx9RBCiOfPn4shQ4YIa2trYWNjI4YMGaJZru3NZc90Xd+EyLgeTZkyRbi4uAhjY2NRpUoVsXjx4ixLsRny+dXnMyaEEP7+/qJJkyZCqVSKihUriqVLl+o8b8+ePRNdunQRVlZWAoBBS6AZEndh2LVrl6hbt64wMTERFSpUEDNmzNC67gvx33vnze8EmUsu6vp7/fkY8h7KlJdlzwpadtfamJgYoVQqxZo1aySIiihnMiEkyoREREWCTCbDuHHjsgw/LIl69OiBW7du6ZwbSEVTaXp/llTvvfceXFxcsHHjRqlDKbGmTp2K33//HUFBQblmqi9MxfXzW1zjfhtF9T2UX5YtW4ZFixYhODi4WGanp5KNc8iJqER6c35yYGAg9u7dizZt2kgTEFEptWDBAmzdulWSJI+lxbFjx/DVV1+VyIYUFY6S/B5KS0vD0qVLMWPGDDbGqUjiHHIiKpEqVaqE4cOHo1KlSnjw4AFWrFgBpVKZ7dJhRFQwmjRpgtTUVKnDKNEuXrwodQjFQm7LkZmZmeVpvfiSoCS/h4yNjbPkGCAqStggJ6ISqWPHjvj999/x7NkzmJiYoFmzZliwYAGqVKkidWhERCSB3JKJDRs2DOvXry+cYIiIXuEcciIiIiIq8Q4fPpzj/S4uLqhevXohRUNElIENciIiIiIiIiIJMKkbERERERERkQTYICciIiIiIiKSABvkRERERERERBJgg5yIiIiIiIhIAmyQExFRoViyZAn27t0rdRhERERkANbfBYtZ1omIqMBt27YNI0eOhLGxMQIDA1G2bFmpQyIiIqJcsP4ueGyQExFRgUpJSYG3tze++eYb7NixAw4ODvjxxx+lDouIiIhywPq7cHDIOlEBW79+PWQyGUJDQ6UORWP27NmQyWSa20Uxxvx08eJFNG/eHBYWFpDJZLh69arUIelUHF6HvJzLZcuWoWbNmujXrx9++OEH/PHHH7h9+3bBB0tEVAoVh7rEEMWhDi8u59zQc8n6u3CwQV6K/Pzzz5DJZGjSpInUoWSReSG7dOmSzvvbtGmDmjVrFnJUlJuzZ89i9uzZiImJkTqUbKWlpaFv37548eIFvvvuO2zcuBFubm6SxVMczll28nouv/jiC/z5558AACcnJ0RERKB69eoFHS4R5eDGjRvo06cP3NzcYGpqivLly6N9+/ZYvny51KFRASiudQ/r8PyTl3PJ+ruQCCo1mjdvLtzd3QUAERgYKHU4WtatWycAiIsXL+q8v3Xr1qJGjRqFHFX+SE9PF0lJSUKtVksdisasWbPE6x//vMa4ePFiAUDcv38/nyPMP3fu3BEAxC+//CJ1KEKInM9ZUXyvvK6onUsiypszZ84IpVIpPD09xbx588Qvv/wiZs6cKTp06CAqV64sdXj0lnTVJcWhvtalqNU72Z3Hol5/C1H0ziX9x0ii3wGokN2/fx9nz57Fzp07MXbsWGzatAmzZs2SOqxSQaFQQKFQSB1GjopDjHkVEREBALC1tZU2ED0U9dehOJ1LIsre119/DRsbG1y8eDHL5znzc05FT0JCAiwsLHLdrqjXJYYoLvVOcTjnxeVclkpS/yJAhWPevHmiTJkyIiUlRXz88ceiSpUqWvdv27ZNABDHjx/Psu/KlSsFAHHjxg1N2bFjx0SDBg2EiYmJqFSpkli5cmWWXldDGNpDHhoaKj7++GNRtWpVYWpqKuzs7ESfPn10/vKbGdfdu3fF4MGDhbW1tbC3txczZswQarVahIWFie7duwsrKyvh5OQkvv3223zdP/O5vR5b5jEDAwPFsGHDhI2NjbC2thbDhw8XCQkJWvu/7bk+deqUaNiwYY7764oxLi5OTJo0Sbi5uQmlUikcHBxEu3bthL+/v9ZzePPP0F/f9X0tc4tHl2HDhmWJr3Xr1pr73Nzcsuzz5rkx5LUSQohHjx6JkSNHCmdnZ6FUKoW7u7v46KOPREpKSq7nTNfrcPnyZdGxY0dhZWUlLCwsxLvvvivOnTunM2Z9Y9Qlt8fJ6Vxmp1u3bqJ+/fpi06ZNok6dOsLU1FS4ubmJpUuX6hUTERUMLy8v0aZNmxy3OXr0qAAgdu7cmeW+TZs2CQDi7NmzQgj9r0F5qbvv3Lkj+vbtK6ysrISdnZ2YOHGiSEpK0mynb93w6NEjMWLECOHo6CiUSqWoXr26+PXXX3M9V/ocX99YDTkHmce8deuWGDhwoLC1tRV169bVK6Y365Ls6p61a9fq/RpnR4o6XN/6+/Wygq7DddXfQrAOJ/2wh7yU2LRpE3r16gWlUomBAwdixYoVuHjxIho1agQA6NKlCywtLfHHH3+gdevWWvtu3boVNWrU0MzhvnLlCjp27AhnZ2fMmTMHKpUKc+fOhYODw1vHGRsbi6ioqCzlaWlpWrcvXryIs2fPYsCAAahQoQJCQ0OxYsUKtGnTBrdv34a5uXmWY/Tv31+TKfKff/7B/PnzYWdnh1WrVuHdd9/FwoULsWnTJnz22Wdo1KgRWrVqla/769KvXz94eHjAz88Ply9fxpo1a+Do6IiFCxcCePtzfePGDXTo0AEODg6YPXs20tPTMWvWLDg5OeW670cffYTt27dj/PjxqF69Op4/f47Tp0/jzp07qF+/Pnr16oV79+7h999/x3fffQd7e3sAMPh9oO9rmVs8uowdOxbly5fHggULMHHiRDRq1Eiv565Lbq8VADx58gSNGzdGTEwMxowZg2rVquHx48fYvn07EhMTDT5nt27dQsuWLWFtbY2pU6fC2NgYq1atQps2bXDixIks+SD0iTGvj5OXc3njxg0kJCRg/PjxGD9+PJycnLBmzRr4+vqiatWq6NKliz6nnojymZubG86dO4ebN29mm5+lTZs2cHV1xaZNm9CzZ0+t+zZt2oTKlSujWbNmWuW5XYPyUnf369cP7u7u8PPzw/nz5/HDDz8gOjoa//vf/wDoVzeEh4ejadOmkMlkGD9+PBwcHLBv3z6MGjUKcXFxmDx5crbnypC6J7dY83IO+vbtiypVqmDBggUQrxZGMrQ+zK7u6dmzJ2bNmmXQa/wmKerwTZs25RiTLqzDWYcXaVL/IkAF79KlSwKAOHTokBBCCLVaLSpUqCAmTZqktd3AgQOFo6OjSE9P15Q9ffpUyOVyMXfuXE1Zt27dhLm5uXj8+LGmLDAwUBgZGb11D3lOf6/3kCcmJmY5xrlz5wQA8b///U+rPPOXxzFjxmjK0tPTRYUKFYRMJhPffPONpjw6OlqYmZmJYcOG5dv+OfWQjxw5UivWnj17irJly2puv+257tGjhzA1NRUPHjzQlN2+fVsoFIpce8htbGzEuHHjcjx+fsxJ0/e11CceXY4dOyYAiG3btmmVG9pDnttrJYQQQ4cOFXK5XOdIj8x5ZTmdszdfhx49egilUimCg4M12zx58kRYWVmJVq1a5SlGXfR9nOzOpS5xcXFCJpMJa2trcefOHU15RESEMDMzEwMHDsz1GERUMA4ePCgUCoVQKBSiWbNmYurUqeLAgQMiNTVVa7vp06cLExMTERMToymLiIgQRkZGYtasWZoyfa9Beam7u3fvrlX+ySefCADi2rVrQgj96oZRo0YJZ2dnERUVpVU+YMAAYWNjozOuTPocX99YhdD/HGQeU9e1MreYdNXp2dU9+r7G2ZGiDs9LD3lB1+G6zjnrcNIXs6yXAps2bYKTkxPatm0LAJDJZOjfvz+2bNkClUql2a5///6IiIjA8ePHNWXbt2+HWq1G//79AQAqlQqHDx9Gjx494OLiotnO09MTnTp1eutYf/rpJxw6dCjLX+3atbW2MzMz0/w/LS0Nz58/h6enJ2xtbXH58mWdxx49erTm/wqFAg0bNoQQAqNGjdKU29rawsvLCyEhIfm+vy4fffSR1u2WLVvi+fPniIuLe+tzrVKpcODAAfTo0QMVK1bUlHt7e8PHxyfX/W1tbfHvv//iyZMnej2XvNL3tSyseLKT02sFAGq1Grt370a3bt3QsGHDLPu/vsycPlQqFQ4ePIgePXqgUqVKmnJnZ2cMGjQIp0+f1jy2vjHm1+Po49atWxBCYNq0aahWrZqm3MHBAd7e3nj48KHBxySi/NG+fXucO3cO3bt3x7Vr17Bo0SL4+PigfPnymozKADB06FCkpKRg+/btmrKtW7ciPT0dH3zwQZbj5nYNykvdPW7cOK3bEyZMAADs3bsXQO51gxACO3bsQLdu3SCEQFRUlObPx8cHsbGx2T62Psc3JFbA8HPw5jk1NKbcGPoav4l1uG6sw8kQbJCXcCqVClu2bEHbtm1x//59BAUFISgoCE2aNEF4eDiOHDmi2bZjx46wsbHB1q1bNWVbt25F3bp1UbVqVQAZCSGSkpLg6emZ5bF0lRmqcePGaNeuXZa/MmXKaG2XlJSEmTNnwtXVFSYmJrC3t4eDgwNiYmIQGxur89ivN0oBwMbGBqamppohR6+XR0dH5/v++sSU+Tyjo6Pf+lxHRkYiKSkJVapUyXKfl5dXrvsvWrQIN2/ehKurKxo3bozZs2fr/UODIfR9LQsrnuzk9FoBGec7Li4u35bni4yMRGJios7XytvbG2q1OkuFmFuM+fU4+rhx4wYAYMiQITrv1ycxEREVnEaNGmHnzp2Ijo7GhQsXMH36dLx8+RJ9+vTRrDNcrVo1NGrUSGuI8KZNm9C0aVOd9VBu16C81N1v1mGVK1eGXC7XrPecW90QGRmJmJgYrF69Gg4ODlp/I0aMAJBzIjtD6p7cYs3LOfDw8HirmHJj6Gv8JtbhurEOJ0OwQV7CHT16FE+fPsWWLVtQpUoVzV+/fv0AQOsCbGJigh49emDXrl1IT0/H48ePcebMGU3veFEyYcIEfP311+jXrx/++OMPHDx4EIcOHULZsmWhVqt17qMr+2V2GTHFq3la+bm/vjEZsn9B6tevH0JCQrB8+XK4uLhg8eLFqFGjBvbt25evj6Pva5nf8WT3a/fro0ZeV5Rfq0xFKcabN2/Czs4OFSpU0CpPTk7G7du3s4x6ISJpKJVKNGrUCAsWLMCKFSuQlpaGbdu2ae4fOnQoTpw4gUePHiE4OBjnz5/Ptuc0t2tQXuruN7157c6tbsg87gcffKBzBN6hQ4fQokWLbB/vbeoeXfWMoefg9R7o/IhJF0Ne47w+n/yM2dD6Gyha9WN2ilKMrMMLF5O6lXCbNm2Co6Mjfvrppyz37dy5E7t27cLKlSs1F/z+/ftjw4YNOHLkCO7cuQMhhFaD3NHREaampggKCspyPF1lBWX79u0YNmwYlixZoilLTk5GTExMocVQ0N72XDs4OMDMzAyBgYFZ7rt7965eMTg7O+OTTz7BJ598goiICNSvXx9ff/21Zsi8oUO4dDHktcwtHkOUKVNG52M8ePDA4GMBGefb2toaN2/ezHE7fc+Zg4MDzM3Ndb5WAQEBkMvlcHV1zVOshfE4N27c0PnlYt26dUhOTkbv3r3zFC8RFZzMobpPnz7VlA0YMAC+vr74/fffkZSUBGNj4zz/UJ+XujswMFCrlzgoKAhqtRru7u6aspzqBgcHB1hZWUGlUqFdu3Z5ilvfukefWPPr+4uh9WFOdc/bvMZS1OH5XX8DrMPfxDq8cLGHvARLSkrCzp070bVrV/Tp0yfL3/jx4/Hy5Uut+WLt2rWDnZ0dtm7diq1bt6Jx48ZalYtCoUC7du2we/durXlAQUFBWX7lTExMREBAgM6s6W9LoVBk+cVw+fLlOf46WtwYcq6z29/Hxwe7d+9GWFiYpvzOnTs4cOBAjvuqVKosQ+ccHR3h4uKClJQUTVnmkKU3K0ZDXnt9Xkt94zFE5cqVERsbi+vXr2vKnj59il27duXpeHK5HD169MBff/2FS5cuZbk/8zlmd87epFAo0KFDB+zZs0druGN4eDg2b96Md955B9bW1nmKtTAe5+bNm4iMjNT6QSgyMhJ+fn7w8fHJkl2WiArPsWPHdPa6Zc51fn34q729PTp16oTffvsNmzZtQseOHbNM1dJXXuruNzsUli9fDgDo1KmTXnWDQqFA7969sWPHDp2NrcjIyGwf29C6J6dYM73t95e81oc51T1v8xpLUYfnd/0NsA5/E+vwwsUe8hLszz//xMuXL9G9e3ed9zdt2hQODg7YtGmT5pdQY2Nj9OrVC1u2bEFCQgK+/fbbLPvNnj0bBw8eRIsWLfDxxx9DpVLhxx9/RM2aNXH16lXNdhcuXEDbtm0xa9YszJ49O1+fW9euXbFx40bY2NigevXqOHfuHA4fPoyyZcvm6+NITd9znZ05c+Zg//79aNmyJT755BOkp6dj+fLlqFGjhlZF9qaXL1+iQoUK6NOnD+rUqQNLS0scPnwYFy9e1PoVvEGDBgCAL7/8EgMGDICxsTG6deuGixcv6v3a6/Na6huPIQYMGIAvvvgCPXv2xMSJE5GYmIgVK1agatWqOSb4ycmCBQtw8OBBtG7dGmPGjIG3tzeePn2Kbdu24fTp07C1tc32nOmajzV//nwcOnQI77zzDj755BMYGRlh1apVSElJwaJFi/IUoy75/Tjh4eGIjIxE7dq10bVrV4wbNw5JSUn46aefoFKpsHbt2nyLnYgMN2HCBCQmJqJnz56oVq0aUlNTcfbsWWzduhXu7u6audWZhg4dij59+gAA5s2bl+fHzUvdff/+fXTv3h0dO3bEuXPn8Ntvv2HQoEGoU6cOYmJi9KobvvnmGxw7dgxNmjTBhx9+iOrVq+PFixe4fPkyDh8+jBcvXuh8bEPrnpxifZtz8DYxZcqt7snrayxFHV4Q9TfwdnW4LqzDSW+FmNGdClm3bt2EqampSEhIyHab4cOHC2NjY62lQA4dOiQACJlMJh4+fKhzvyNHjoh69eoJpVIpKleuLNasWSM+/fRTYWpqqtkmc3kFfZbNyFwuQtdSE0II0bp1a61lz6Kjo8WIESOEvb29sLS0FD4+PiIgIEC4ublpLTkmxH/LSURGRmqVDxs2TFhYWOT6WG+7f07Lnr15TF3b6nOuc3LixAnRoEEDoVQqRaVKlcTKlSuzLA3y5uOmpKSIzz//XNSpU0dYWVkJCwsLUadOHfHzzz9nOf68efNE+fLlhVwu1xzDkNden9fSkHjelNMyHwcPHhQ1a9YUSqVSeHl5id9++y3bZc/0ea2EEOLBgwdi6NChwsHBQZiYmIhKlSqJcePGiZSUlBzPWXbHvHz5svDx8RGWlpbC3NxctG3bVpw9e1brMQ2NURd9HkffJVMyryEXLlwQo0ePFjY2NsLa2lr0799fhIWF5RoLERWsffv2iZEjR4pq1aoJS0tLoVQqhaenp5gwYYIIDw/Psn1KSoooU6aMsLGxEUlJSVnu1/calJe6+/bt26JPnz7CyspKlClTRowfP14TgyF1Q3h4uBg3bpxwdXUVxsbGoly5cuK9994Tq1evzvY86Xt8fWLNpO85yO6c6hNTdtf+7OqezOPm9BpnR6o6XJ/6W4jCq8OzOx7rcNKHTIgilM2AirUePXrg1q1bOucsU/7iuaaibNmyZfjss8+QkJAAExMTqcMhoreUnp4OFxcXdOvWDb/++muhPObs2bMxZ84cREZG5nmIfGEpTrFmR4rXmIom1uGFj3PIKU+SkpK0bgcGBmLv3r1o06aNNAGVYDzXVNzcuHEDlSpVYkVOVELs3r0bkZGRGDp0qNShUAHha0yZWIcXPs4hpzypVKkShg8fjkqVKuHBgwdYsWIFlEolpk6dKnVoJQ7PNRU3N2/ehLe3t9RhENFb+vfff3H9+nXMmzcP9erVQ+vWraUOifIZX2N6E+vwwscGOeVJx44d8fvvv+PZs2cwMTFBs2bNsGDBAlSpUkXq0EocnmsqToQQuHXrFtq2bSt1KET0llasWIHffvsNdevWxfr166UOhwoAX2N6HetwaXAOOREREREREZEEOIeciIiIiIiISAJskBMREVG+OXnyJLp16wYXFxfIZDLs3r07132OHz+O+vXrw8TEBJ6enhw6S0REpUaJn0OuVqvx5MkTWFlZQSaTSR0OERERhBB4+fIlXFxcIJeXrN/GExISUKdOHYwcORK9evXKdfv79++jS5cu+Oijj7Bp0yYcOXIEo0ePhrOzM3x8fPR6TNb1RERU1Ohb15f4OeSPHj2Cq6ur1GEQERFl8fDhQ1SoUEHqMAqMTCbDrl270KNHj2y3+eKLL/DPP//g5s2bmrIBAwYgJiYG+/fv1+txWNcTEVFRlVtdX+J7yK2srABknAhra2uJoyEiIgLi4uLg6uqqqaNKs3PnzqFdu3ZaZT4+Ppg8eXK2+6SkpCAlJUVzO7NvgXU9EREVFfrW9SW+QZ45dM3a2pqVNBERFSkcXg08e/YMTk5OWmVOTk6Ii4tDUlISzMzMsuzj5+eHOXPmZClnXU9EREVNbnV9yZq4RkRERCXe9OnTERsbq/l7+PCh1CERERHlSYnvISciIqKiq1y5cggPD9cqCw8Ph7W1tc7ecQAwMTGBiYlJYYRHRERUoNhDTkRERJJp1qwZjhw5olV26NAhNGvWTKKIiIiICg8b5ERERJRv4uPjcfXqVVy9ehVAxrJmV69eRVhYGICM4eZDhw7VbP/RRx8hJCQEU6dORUBAAH7++Wf88ccfmDJlihThExERFSo2yImIiCjfXLp0CfXq1UO9evUAAL6+vqhXrx5mzpwJAHj69KmmcQ4AHh4e+Oeff3Do0CHUqVMHS5YswZo1a/Reg5yIiKg4K/HrkMfFxcHGxgaxsbHMvEpEREUC66b8xfNJRERFjb51E3vIiYiIiIiIiCTABjkRERERERGRBNggJyIiIiIiIpIAG+REREREREREEmCDnIiIiIiIiEgCbJATERERERERSYANciIiIiIiIiIJGEkdABERUWFRqwXkcpnUYRAREVERk6ZSIzlNBQHA2tS40B6XDXIiIirx1GqB/qvP4UVCKrZ91Bx2FkqpQyIiIqI3qNUCgRHxiHyZgjS1GukqAZVajTSVQHrmv1r/VyNdrV2WplIjJV2F5DQ1UtIzGtmv/5vyxu3Mf1VqAQBoXdUBG0Y2LrTnzAY5ERGVeNcfx+JiaDQAYOr2a/hlaEPIZOwpJyIiklJymgrXHsbg0oNoXAx9Af8H0XiZnC55TIWJDXIiIirxDt1+pvn/4TsR+O38Awxp5i5dQERERKXQi4RUXAp9oWmA33wcizSV0NrGXKmAaxlzGClkMFLIYSyXwUghg7FCDiN5Rlnmv5n3/fd/OYwUMpgaKWBqrICJkVz3v8ZymBrp/lepKNw0a2yQExFRiXfodjgAoGklO5wPeYH5/9xBY4+y8CpnJXFkREREJZMQAg+eJ+Ji6AtcCo3GxQcvEBKZkGU7RysTNHK3Q0P3MmjoZgdvZysYFXKjWEpskBMRUYn24HkC7oXHQyGXYeUHDTB561UcvxuJib9fwZ7xLWBqrJA6RCIiomIvXaXGnacvcSH0BS7ez+gFj4pPybJdFUdLNHS3Q6NXDXBXO7NSPY2MDXIiIirRMnvHG7vbwdZciW/71kHHZadwN/wl/PbewZz3a0ocIRERUfGTnKbClbAYXAx9gYuhL3D5QTQSUrXnXysVctSuYKNpgNevWAZlmFhVCxvkRERUoh181SDvUMMJAGBvaYIl/epg2NoL2HDuAVpWcUC76k5ShkhERFTkxSam4dKDF5oe8Bs65n9bmRqhoVsZNPKwQ2N3O9Qsb8ORaLlgg5yIiEqszOQxAND+tUZ366oOGP2OB9acvo/Pt1/D/smt4GRtKlWYRERERc6z2GRN4/ti6AvcDX8Jod3+zpj//arx3cjdDl7lrKCQl97h53nBBjkREZVYRwMioBaAt7M1KpQx17rv845eOBfyHLeexOHTP67hfyMbQ84vEURElA9S09V4EpOEsBeJiE5MfbWetoBKCKSrBdTqjH9VajVUakClVr9RnvGXrs5YXztdJTRrcae/WmtbpRZIU79ai1slNOt2p71am1v12p8QGY+tFhlrfavf+H/mfUJkbK8Wup9XJXsLNHK3QyOPjCHoFe3MS/X87/zABjkREZVYmcudtdcxJN3ESIEfBtZD1x9O43RQFH45FYKxrSsXdohERFQMCSEQk5iGsBeJ//09/+//T2OTsm3UFhdyGVDdxRqN3DN6wBu628HBykTqsEocNsiJiKhESk5T4eS9KABAh2zmiFd2sMSsbtUxbecNLD5wF80ql0XtCraFGCURERVlUfEpCHj6EqHPE/DwVWP7wfNEPHyRiJcp6Tnua2asQEU7c9hbKaGQZ6ydrZDLoJDJoFDIMm7LXpW9+jOSyyB/9a9CLodCDhjJ5TBWvLb+duYa3AoZjOQZ625n/vtmmUIug1yGV/+++pMDCpkMslePLZfhVXlGPHIZIJfLYK5UwFzJ5mJB4xkmIqIS6UxQFJLSVHCxMUUNF+tst+vfyBUnAyOx98YzTPz9Cv6Z2BIWJqweiYhKE5Va4H5UAm4/jcOdp3G4/SQOt5/GIfJl1mW7XlfO2hQV7czhameOinbmqFjWDBXtLDIa4pZKDuemXPEbBxERlUiZy521q+6U4xcimUwGv561cTUsBqHPEzHrz1v4tm+dwgqTiIgKWXxKOu4++6/RffvpS9x9FofkNHWWbWUywKOsBSo5WGY0uO3MULFsRuO7QhlzZhCnt8YGORERlThqtcDhOxEAdM8ff5ONuTG+618XA385j+3+j9CqqgO613Ep6DCJiKgQ3I9KwN/Xnmh6v0OfJ+rczsxYAW9nK3g7W6O6izW8na1RrZwVh21TgeK7i4iISpwrD2MQFZ8CKxMjNPEoq9c+TSqVxfi2nvjhaBC+3HkD9Vxt4WpnnvuORERUJIXHJeP7I4HYevEhVG9kWCtnbQpvZytUd7FGdWcbeDtbwa2sBZfsokLHBjkREZU4mcPV21RzhNJIrvd+E9+rgtNBUbgcFoPJW69i65imMFLovz8REUkvNjENK08GY92Z+5ph6K2qOqClp72m59vOQilxlEQZ2CAnIqISJ6flznJipJDj+wH10Pn7U/B/EI3lR4MwpX3VggiRiIjyWXKaCuvPhmLF8WDEJqUBABq4lcG0TtXQyN1O4uiIdGODnIiISpSQyHgERybAWCFDGy8Hg/d3tTPH/J41MWnLVSw/GogWnvZo7MEvckRERVW6So1t/o+w7PA9hMdlZEWv6mSJqT7V8J63IzOdU5HGBjkREZUomcPVm1YqC2tT4zwd4/265XHiXiR2Xn6MyVuuYN+kVrAxz9uxiIioYAghsO/mM3x74C5CohIAAOVtzeDbvip61CvP+eBULLBBTkREJUpmg9zQ4epvmvt+Tfg/iMaD54n4v1038OOgeuxlISIqIs4ERWHh/gBcfxQLALCzUGJ8W08MbloRJkZcioyKDzbIiYioxIiKT4F/WDQAoJ332zXILU2M8MOAeui94iz+ufEUrS85oF8j1/wIk4iI8ujGo1gsOhCAU4FRAABzpQKjW1bChy09YJXHUVFEUmKDnIiISoyjdyIgBFCzvDVcbM3e+nh1XG3xaQcvLNwfgFl/3kID9zKo7GCZD5ESEZU+j6ITkZCigoCAEIBaZPwLAEIAAgJqkTEUXbwqw6ttU9LV2HwhDP9cfwoAMFbIMLiJG8a/6wl7SxOpnhLRW2ODnIiISoyDmcPVvcvl2zHHtqqEU4GROBv8HD8fC8aSfnXy7dhERKXBlbBoLDl4D6eDot76WDIZ0KNuefi2rwpXO/N8iI5IWmyQExFRiZCUqsLpoEgAbz9//HVyuQxL+9XFb+cfYMJ7nvl2XCKiku7O0zgsOXgXh+9EAAAUchlszYyRkY5DBpkMkMsA2av/ywDIZK/+r6Pcy8kKk9pVgbeztYTPiih/sUFOREQlwqnASCSnqVHe1gzezlb5euxyNqb4zMcrX49JRFRSBUfG47tD9/D3q+HlchnQq34FTHqvCnu1id7ABjkREZUIB1/Lrs5s6EREhe9RdCK+PxyIHZcfQf1qbniX2s6Y0q4qPB2Zf4NIFzbIiYio2FOpBY4GZAyJ7JCPw9WJiCh3EXHJ+OlYEDZfCEOaKqMl/l41R/h2qIoaLjYSR0dUtLFBTkRExZ7/g2i8SEiFtakRGnnYSR0OEVGpEJ2QipUngrHhXCiS09QAgBaeZfFpBy/Ur1hG4uiIigc2yImIqNg7dPsZAODdao4wVsgljoaIqGR7mZyGNafu49fT9xGfkg4AqF/RFp/5eKF5ZXuJoyMqXtggJyKiYk0IgUOa+eP5t9wZERFpi09Jx2/nH2DliWDEJKYBAKo7W+Mzn6po6+XI/B1EecAGORERFWtBEfEIfZ4IpUKO1l4OUodDRFRiCCFwN/wlTtyNxIl7kbgY+kIzR7yygwV823uhU81ykMvZECfKKzbIiYioWMvMrt7csywsTVitERG9jZjEVJwOisKJu5E4GRiJ8LgUrfsr2Vvg4zaV0bNeeRhxihDRW+M3FyIiKtYOvbbcGRERGUalFrjxOPZVL3gErj6M0SxZBgCmxnI0q1QWras6oLWXI9zLmnNoOlE+YoOciIiKrYi4ZFx9GAMAaOfNBjkRkT4iXibj1L0onLgXiVOBkYh+NR88UxVHy1cNcAc0creDqbFCokiJSj5JG+R+fn7YuXMnAgICYGZmhubNm2PhwoXw8vLSbNOmTRucOHFCa7+xY8di5cqVhR0uEREVMYfvZKw9XsfVFk7WphJHQ0RUNKnVAjefxOLwnQgcDQjHzcdxWvdbmRjhnSr2aF3VAa2qOsDF1kyiSIlKH0kb5CdOnMC4cePQqFEjpKen4//+7//QoUMH3L59GxYWFprtPvzwQ8ydO1dz29zcXIpwiYioiMlc7qwDh6sTEWlJSlXhdFAUjtwJx9GACES81J4LXqu8jaYXvK6rLZeMJJKIpA3y/fv3a91ev349HB0d4e/vj1atWmnKzc3NUa4cl7IhIqL/JKSk40zwcwCcP05EBADPYpNxJCAcR+5E4ExQFFLS1Zr7LJQKtKrqgPe8ndC6qgMcrEwkjJSIMhWpOeSxsbEAADs7O63yTZs24bfffkO5cuXQrVs3fPXVV9n2kqekpCAl5b9fAOPi4nRuR0RExdvJe5FITVfDraw5qjhaSh0OEVGhe30o+pE74bj1RPt7b3lbM7TzdsR73k5oUskOJkacC05U1BSZBrlarcbkyZPRokUL1KxZU1M+aNAguLm5wcXFBdevX8cXX3yBu3fvYufOnTqP4+fnhzlz5hRW2EREJBFNdnVvJ2b8JaJSQ60WOHY3AofvZPSEvz4UXSYD6rna4j1vJ7TzdkJVJ0teH4mKuCLTIB83bhxu3ryJ06dPa5WPGTNG8/9atWrB2dkZ7733HoKDg1G5cuUsx5k+fTp8fX01t+Pi4uDq6lpwgRMRUaFLV6lx9G5GQjcOVyei0iJdpcakLVfxz42nmrLMoejvVnNE22qOsLfkUHSi4qRINMjHjx+Pv//+GydPnkSFChVy3LZJkyYAgKCgIJ0NchMTE5iY8EJERFSSXQyNRkxiGsqYG6OBWxmpwyEiKnBqtcD0nTfwz42nUCrkGNDYFe04FJ2o2JO0QS6EwIQJE7Br1y4cP34cHh4eue5z9epVAICzs3MBR0dEREVV5nD1d6s5wYiZgYmohBNCYN4/t7HN/xHkMuCHgXXRsSa/CxOVBJI2yMeNG4fNmzdjz549sLKywrNnGcvX2NjYwMzMDMHBwdi8eTM6d+6MsmXL4vr165gyZQpatWqF2rVrSxk6ERFJRAiBQ3cy6gsOVyei0mDZ4UCsOxMKAFjUpw4b40QliKQN8hUrVgAA2rRpo1W+bt06DB8+HEqlEocPH8ayZcuQkJAAV1dX9O7dGzNmzJAgWiIiKgruhr/EwxdJMDGSo1VVe6nDISIqUGtOheD7I4EAgDnda6BPg5yndxJR8SL5kPWcuLq64sSJE4UUDRERFQeHbmUMV3/H0x7myiKRCoWIqEBsvRiG+f/cAQB81qEqhjV3lzYgIsp3nHhHRETFyqE7r5Y743B1IirB/r7+BNN23gAAjG1VCePaekocEREVBDbIiYio2HgWm4zrj2IhkwHvebNBTkQl07GACEzechVCAIOaVMS0TtW4njhRCcUGORERFRuZveP1XG3hYMUlLomo5Dkf8hwf/eaPdLXA+3VdMO/9mmyME5VgbJATEVGxkbncWfvq5SSOhIgo/11/FIPRGy4hJV2Ndt6O+LZvHSjkbIwTlWRskBMRUbHwMjkN54KjAHD+OBGVPPfCX2Lo2guIT0lHs0pl8eOg+jBW8Ks6UUnHTzkRERULRwMikKYSqGRvAU9HS6nDISLKN2HPE/HBmn8Rk5iGuq62+GVYQ5gaK6QOi4gKARvkRERULGy58BAA0LWOi8SREBHln2exyRi05jwiXqagWjkrrB/RCJYmXNKRqLRgg5yIiIq8kMh4nAt5DrkM6N/IVepwiIjyxfP4FHzw6794FJ0E97Lm+N+oxrA1V0odFhEVIjbIiYioyNtyMaN3vI2XI8rbmkkcDRHR24tLTsOwdRcQFBEPZxtT/Da6CRytTKUOi4gKGRvkRERUpKWkq7Dd/xEAYFDjihJHQ/r46aef4O7uDlNTUzRp0gQXLlzIcftly5bBy8sLZmZmcHV1xZQpU5CcnFxI0RIVvqRUFUatv4ibj+NQ1kKJ30Y3QYUy5lKHRUQSYIOciIiKtAO3wvEiIRXlrE3RxstB6nAoF1u3boWvry9mzZqFy5cvo06dOvDx8UFERITO7Tdv3oxp06Zh1qxZuHPnDn799Vds3boV//d//1fIkRMVjufxKRi5/iIuhkbDytQI/xvVGJUdmKiSqLRig5yIiIq03/8NAwD0a+QKIy4BVOQtXboUH374IUaMGIHq1atj5cqVMDc3x9q1a3Vuf/bsWbRo0QKDBg2Cu7s7OnTogIEDB+baq05UHP0b8hydfziFcyHPYWaswPoRjVDDxUbqsIhIQvxmQ0RERRaTuRUvqamp8Pf3R7t27TRlcrkc7dq1w7lz53Tu07x5c/j7+2sa4CEhIdi7dy86d+6c7eOkpKQgLi5O64+oKFOrBX48GoiBv5xHeFwKPB0tsXtcCzRws5M6NCKSGNdUICKiIovJ3IqXqKgoqFQqODk5aZU7OTkhICBA5z6DBg1CVFQU3nnnHQghkJ6ejo8++ijHIet+fn6YM2dOvsZOVFCi4lMwZetVnAqMAgD0rl8B83rUgLmSX8OJiD3kRERURDGZW+lw/PhxLFiwAD///DMuX76MnTt34p9//sG8efOy3Wf69OmIjY3V/D18+LAQIybS37ng5+j8/SmcCoyCqbEci/vUxpJ+ddgYJyINXg2IiKhIYjK34sfe3h4KhQLh4eFa5eHh4ShXrpzOfb766isMGTIEo0ePBgDUqlULCQkJGDNmDL788kvI5Vn7DkxMTGBiYpL/T4Aon6jUAj8eDcL3R+5BLYAqjpb4eXB9VHGykjo0Iipi2CAnIiplrj6MwbQd12GskMPBygQOliawt1LCwdIEDlamcLAygb2lEg5WJrA0MYJMJpMkzsxkbv2ZzK3YUCqVaNCgAY4cOYIePXoAANRqNY4cOYLx48fr3CcxMTFLo1uhUAAAhBAFGi9RQYh8mYLJW6/gTNBzAEDfBhUw530OUSci3XhlICIqRYQQmPvXLQQ8e6nX9qbGcthbmrzWcM/4t1VVBzRwK1Ngcb6ezK0fk7kVK76+vhg2bBgaNmyIxo0bY9myZUhISMCIESMAAEOHDkX58uXh5+cHAOjWrRuWLl2KevXqoUmTJggKCsJXX32Fbt26aRrmRMXF2aAoTNxyFVHxKTAzVmB+j5ro3aCC1GERURHGBjkRUSlyNvg5LofFQGkkx3f96uJlchoiX6YgKj4FkfEpiHyZ8up2KuJT0pGcpsaj6CQ8ik7SOs7KE8E47NsarnbmBRInk7kVX/3790dkZCRmzpyJZ8+eoW7duti/f78m0VtYWJhWj/iMGTMgk8kwY8YMPH78GA4ODujWrRu+/vprqZ4CkcFUaoEfjgTih6OBEALwcrLCT4PrwdORQ9SJKGcyUcLHg8XFxcHGxgaxsbGwtraWOhwiIkn1W3UOF+6/wPDm7pjdvUaO2yampiPqZep/DfVX/x689QwBz16ifXUn/DK0Yb7HmJKuQjO/o3iRkIo1QxuiXXWn3HcqZlg35S+eT5JSRFwyJm25inMhGUPUBzRyxaxuNWCm5AgPotJM37qJPeRERKXE+ZDnuHD/BZQKOca2rpTr9uZKI1Qsa4SKZbV7wbvWdkbn70/h0O1wHA0Ix7vV8rfBzGRuRFRcnA6MwuStVxAVnwpzpQJf96yJnvU4RJ2I9McsOUREpcTyo4EAgH6NKsDZJu/DwKs6WWHkOx4AgNl/3kZymipf4svEZG5EVNSp1AJLD97FkLX/Iio+FdXKWeHP8e+wMU5EBuM3HSKiUuBS6AucCXoOI7kMH7Wu/NbHm/heFThZmyDsRSJWnwzJhwgzvJ7MrT+TuRFRERSdkIrh6y7gh6NBEAIY2Lgido9rAU9HS6lDI6JiiA1yIqJS4IejQQCAPg0qoEKZt0/EZmlihC+7VAcA/HQsCA9fJL71MYH/krm19XKEC5O5EVERc/NxLLr9eBqnAqNgZqzA9wPqwq9XLZgac744EeUNG+RERCXc1YcxOHkvEgq5DJ+08cy343ar7YxmlcoiJV2NOX/dfuvjpaSrsN3/EYCMHicioqJk5+VH6L3iLB5FJ8GtrDl2ftIc79ctL3VYRFTMsUFORFTCLT+SMXe8Z73yWRK0vQ2ZTIa579eAkVyGw3cyEry9DSZzI6KiKE2lxqw9N+H7xzWkpKvR1ssBf457B97OzOhPRG+PDXIiohLs5uNYHAmIgFwGjGubf73jmarkY4I3JnMjoqIm4mUyBv1yHhvOPQCQkT/j12GNYGNuLHFkRFRS8BsPEVEJlplZvXsdF3jYWxTIY7ye4G3VibwleGMyNyIqavwfRKPrD6dxMTQaViZGWDO0IXzbV4VcLpM6NCIqQdggJyIqoe48jcOBW+GQyYDx7+Z/73im1xO8/Xw8bwnemMyNiIoKIQQ2nn+AAavPIeJlCqo4WmLP+BZoV91J6tCIqARig5yIqIT68VVm9S61nOHpaFWgj/U2Cd6YzI2IiorkNBU+334dX+2+iTSVQOda5bB7XAtUcuCSZkRUMNggJyIqgQLDX2LvzacACrZ3PNPbJHjLTObmbMNkbkQknccxSei78hy2+z+CXAZM71QNPw2qDwsTI6lDI6ISjA1yIqIS6MdjQRAC6FijHKqVK5xMwHlN8JaZzK1fQyZzIyJpnAmKQrflp3HjcSzKmBvjfyObYGzrypDJOF+ciAoWv/kQEZUwwZHx+OvaEwDAhPcKvnf8dYYmeGMyNyKSkhACq04EY8iv/+JFQipqlrfGXxPewTtV7KUOjYhKCTbIiYhKmJ+OBUEtgHbeTqjhYlOoj21pYoQZBiR4YzI3IpJKQko6xm++Ar99AVALoE+DCtj+UXNUKGMudWhEVIqwQU5EVII8eJ6APVczescnFnLveKautZ3RvHLuCd6YzI2IpCKEwPjNl/HPjacwkssw7/0aWNynNkyNFVKHRkSlDBvkREQlyM/HgqFSC7TxckDtCraSxPBmgrcjd3QneGMyNyKSyu8XHuLY3UgojeT4fUxTDGnmzvniRCQJNsiJiEqIhy8SseNyRo/zhHerSBqLp6MVRr1K8DbnL90J3pjMjYikEPY8EfP/yRi983kHLzRyt5M4IiIqzfL0DSg4OBgzZszAwIEDERERAQDYt28fbt26la/BERGR/lacCEa6WqBlFXs0cCsjdTiY8F4VlLM21ZngjcnciEgKKrXAZ9uuITFVhcbudpqVIYiIpGJwg/zEiROoVasW/v33X+zcuRPx8fEAgGvXrmHWrFn5HiAREeXuSUwStl3KSJAmde94JksTI3zZxRtARoK3sOf/JXhjMjciksKvp0NwIfQFLJQKfNu3DhRyDlMnImkZ3CCfNm0a5s+fj0OHDkGpVGrK3333XZw/fz5fgyMiIv2sOhGMNJVA00p2aOxRdIZfvp7gbe7fGaOomMyNiKRwL/wlvj1wDwAwo2t1VCzLbOpEJD2DG+Q3btxAz549s5Q7OjoiKioqX4IiIiL9hccl4/dXPc4T3ysaveOZtBO8ReDInXAmcyOiQpemUsP3j6tIVanRxssBAzhVhoiKCIMb5La2tnj69GmW8itXrqB8+fL5EhQREelv1YkQpKar0ci9DJpVKit1OFm8nuBt9l+38L+zoQCYzI2ICs/yo0G4+TgONmbGWNi7NjOqE1GRYfA3oQEDBuCLL77As2fPIJPJoFarcebMGXz22WcYOnRoQcRIRETZiHyZgs0XHgDImDteVL9kZiZ4e/giCZceRDOZGxEVmmsPY/DTsSAAwLweNeFkbSpxRERE/zG4Qb5gwQJUq1YNrq6uiI+PR/Xq1dGqVSs0b94cM2bMKIgYiYgoG2tOhSA5TY26rrZoWcVe6nCyZWlihBldvTW3mcyNiApDcpoKvn9chUot0KW2M7rXcZE6JCIiLQY3yJVKJX755ReEhITg77//xm+//YaAgABs3LgRCoWiIGIkIiIdXiSkYuP5jN7xSe8V3d7xTF1qOaONlwNkMnCpoSLm4cOHePTokeb2hQsXMHnyZKxevVrCqIje3uIDdxEcmQAHKxPMf7+m1OEQEWVhlNcdXV1d4erK4YZERFL59XQIElNVqFXeplgkR5PJZFg1pAGexSbDrayF1OHQawYNGoQxY8ZgyJAhePbsGdq3b48aNWpg06ZNePbsGWbOnCl1iEQGOx/yHGvP3AcALOxdC2UslLnsQURU+AzuIe/duzcWLlyYpXzRokXo27dvvgRFREQ5i0lMxYazmXPHPYt873gmEyMFG+NF0M2bN9G4cWMAwB9//IGaNWvi7Nmz2LRpE9avXy9tcER5EJ+Sjs+2XYMQQP+Grni3mpPUIRER6WRwg/zkyZPo3LlzlvJOnTrh5MmT+RIUERHlbO2ZUMSnpMPb2Rrtq/OLJr2dtLQ0mJiYAAAOHz6M7t27AwCqVaumc2UVoqJu/t+38Sg6CeVtzbTyVxARFTUGN8jj4+OhVGYd8mNsbIy4uLh8CYqIiLIXl5yGda+GYRan3nEqumrUqIGVK1fi1KlTOHToEDp27AgAePLkCcqWLXpL6RHl5GhAOLZcfAgA+LZvHViZGkscERFR9gxukNeqVQtbt27NUr5lyxZUr149X4IiIqLsbTgTipfJ6ajqZImONcpJHQ6VAAsXLsSqVavQpk0bDBw4EHXq1AEA/Pnnn5qh7ETFQXRCKr7YcQMAMLKFB5pV5g9KRFS0GZzU7auvvkKvXr0QHByMd999FwBw5MgR/P7779i2bVu+B0hERP+JT0nHmtMZvePj360CuZy94/T22rRpg6ioKMTFxaFMmTKa8jFjxsDc3FzCyIgM89Wem4h8mYLKDhaY2tFL6nCIiHJlcIO8W7du2L17NxYsWIDt27fDzMwMtWvXxuHDh9G6deuCiJGIiF7537lQxCaloZKDBbrUcpY6HCpBhBDw9/dHcHAwBg0aBCsrKyiVSjbIqdj469oT/H39KRRyGZb2qwtTYy7HS0RFX56WPevSpQu6dOmS37EQEVEOElPTsebUf3PHFewdp3zy4MEDdOzYEWFhYUhJSUH79u1hZWWFhQsXIiUlBStXrpQ6RKIcRcQl46s9NwEA49pURh1XW2kDIiLSk8FzyDOlpqbi0aNHCAsL0/ozhJ+fHxo1agQrKys4OjqiR48euHv3rtY2ycnJGDduHMqWLQtLS0v07t0b4eHheQ2biKjY2nQ+DC8SUuFW1hzdartIHQ6VIJMmTULDhg0RHR0NMzMzTXnPnj1x5MgRCSMjyp0QAl/suI6YxDTUcLHG+HerSB0SEZHeDG6QBwYGomXLljAzM4Obmxs8PDzg4eEBd3d3eHh4GHSsEydOYNy4cTh//jwOHTqEtLQ0dOjQAQkJCZptpkyZgr/++gvbtm3DiRMn8OTJE/Tq1cvQsImIirWkVBVWnQwBAIxr6wkjRZ5/TyXK4tSpU5gxY0aWVVTc3d3x+PFjiaIi0s/Wiw9x7G4klAo5lvarC6URr49EVHwYPGR9+PDhMDIywt9//w1nZ+e3Wm5n//79WrfXr18PR0dH+Pv7o1WrVoiNjcWvv/6KzZs3axLIrVu3Dt7e3jh//jyaNm2a58cmIipOfr8Qhqj4FFQoY4ae9cpLHQ6VMGq1GiqVKkv5o0ePYGVlJUFERPp5+CIR8/6+DQD4tENVeJXj+5WIiheDG+RXr16Fv78/qlWrlu/BxMbGAgDs7OwAAP7+/khLS0O7du0021SrVg0VK1bEuXPndDbIU1JSkJKSornNtdGJqLhLTlNh1clgABm948bsHad81qFDByxbtgyrV68GAMhkMsTHx2PWrFno3LmzxNER6fY8PgWTtlxBQqoKjdzLYHTLSlKHRERkMIO/1VWvXh1RUVH5HoharcbkyZPRokUL1KxZEwDw7NkzKJVK2Nraam3r5OSEZ8+e6TyOn58fbGxsNH+urq75HisRUWHadukhwuNS4GJjit71K0gdDpVAS5YswZkzZ1C9enUkJydj0KBBmuHqCxculDo8oiwO3noGn2UncTksBhZKBb7tW4eJLomoWDK4h3zhwoWYOnUqFixYgFq1asHY2Fjrfmtr6zwFMm7cONy8eROnT5/O0/6Zpk+fDl9fX83tuLg4NsqJqNhKTVdjxfGM3vGP21Tm3EgqEBUqVMC1a9ewdetWXLt2DfHx8Rg1ahQGDx6sleSNSGpxyWmY+9dtbPd/BADwcrLC0v514FbWQuLIiIjyxuAGeebw8ffee0+rXAgBmUymcw5absaPH4+///4bJ0+eRIUK//X+lCtXDqmpqYiJidHqJQ8PD0e5cuV0HsvExAQmJiYGx0BEVBTtuPwIT2KT4WRtgr4N+eMiFRwjIyMMHjwYgwcPljoUIp3OBkfh823X8TgmCTIZMKZVJfi2rwoTI643TkTFl8EN8mPHjuXbgwshMGHCBOzatQvHjx/PkqW9QYMGMDY2xpEjR9C7d28AwN27dxEWFoZmzZrlWxxEREVRmkqNn44FAQDGtqoMU2N+6aSCsWHDBtjb26NLly4AgKlTp2L16tWoXr06fv/9d7i5uUkcIZVmyWkqLNwfgHVnQgEAFe3MsaRfHTRyt5M2MCKifGBwg7x169b59uDjxo3D5s2bsWfPHlhZWWnmhdvY2MDMzAw2NjYYNWoUfH19YWdnB2tra0yYMAHNmjVjhnUiKvF2XXmMR9FJsLc0wcDGFaUOh0qwBQsWYMWKFQCAc+fO4ccff8SyZcvw999/Y8qUKdi5c6fEEVJpde1hDHz/uIrgyIwlcQc1qYgvO3vDwsTgr7BEREVSnq9miYmJCAsLQ2pqqlZ57dq19T5GZuXfpk0brfJ169Zh+PDhAIDvvvsOcrkcvXv3RkpKCnx8fPDzzz/nNWwiomIhXat3vBLMlOwdp4Lz8OFDeHp6AgB2796NPn36YMyYMWjRokWWOpqoMKSp1Fh+NAg/HQuCSi3gaGWChX1qo62Xo9ShERHlK4Mb5JGRkRgxYgT27dun835D5pALIXLdxtTUFD/99BN++uknvY9LRFTc/XX9CR48T4SdhRKDm7J3nAqWpaUlnj9/jooVK+LgwYOa5KimpqZISkqSODoqbQLDX2LKH1dx83HG0rXd6rhg3vs1YGuulDgyIqL8Z3CDfPLkyYiJicG///6LNm3aYNeuXQgPD8f8+fOxZMmSgoiRiKhUUakFlh/N6B0f3dID5koOzaSC1b59e4wePRr16tXDvXv3NGuP37p1C+7u7tIGR6WGWi2w9sx9LDpwF6npatiaG2Pe+zXRrY6L1KERERUYg7/lHT16FHv27EHDhg0hl8vh5uaG9u3bw9raGn5+fpqEMERElDf/3HiKkMgE2JobY2gzd6nDoVLgp59+wowZM/Dw4UPs2LEDZcuWBQD4+/tj4MCBEkdHpcHDF4n4dNs1XLj/AgDQxssBC3vXhpO1qcSREREVLIMb5AkJCXB0zJi/U6ZMGURGRqJq1aqoVasWLl++nO8BEhGVJmq1wI9HAwEAo1p4wJKJi6gQ2Nra4scff8xSPmfOHAmiodJECIE/Lj3E3L9uIyFVBXOlAl91rY4BjVwhk8mkDo+IqMAZ/E3Py8sLd+/ehbu7O+rUqYNVq1bB3d0dK1euhLOzc0HESERUahy49Qz3wuNhZWqEYS3cpQ6HSpHo6Gj8+uuvuHPnDgDA29sbI0eOhJ0dl5aigrPrymN8seMGAKCRexks6VsXFcuaSxwVEVHhkRu6w6RJk/D06VMAwKxZs7Bv3z5UrFgRP/zwAxYsWJDvARIRlRZqtcD3RzJ6x0e08IC1qbHEEVFpcfLkSbi7u+OHH35AdHQ0oqOjsXz5cnh4eODkyZNSh0cllFot8OOr1SRGtvDAljHN2BgnolLH4B7yDz74QPP/Bg0a4MGDBwgICEDFihVhb2+fr8EREZUmh++EI+DZS1iaGGEke8epEI0bNw79+/fHihUroFBkLLGnUqnwySefYNy4cbhx44bEEVJJdPhOOEIiE2BlagTfDlWhkHOIOhGVPgb3kM+dOxeJiYma2+bm5qhfvz4sLCwwd+7cfA2OiKi0EOK/zOrDmrtxeR8qVEFBQfj00081jXEAUCgU8PX1RVBQkISRUUm2+mQIAOCDpm7Ml0FEpZbBDfI5c+YgPj4+S3liYiKTvxAR5dHxu5G48TgW5koFRr1TSepwqJSpX7++Zu746+7cuYM6depIEBGVdP4PXuDSg2goFXKMaO4udThERJIx+OdIIYTOrJfXrl1j4hciojwQ4r+540OausHOgr3jVLgmTpyISZMmISgoCE2bNgUAnD9/Hj/99BO++eYbXL9+XbNt7dq1pQqTSpBVJzJ6x3vUc4EjlzYjolJM7wZ5mTJlIJPJIJPJULVqVa1GuUqlQnx8PD766KMCCZKIqCQ7FRiFqw9jYGosx+iW7B2nwpe51vjUqVN13ieTyTQ/yKtUqsIOj0qYkMh4HLoTDgAY04rXPCIq3fRukC9btgxCCIwcORJz5syBjY2N5j6lUgl3d3c0a9asQIIkIiqphBD44VXv+KDGbnCwMpE4IiqN7t+/L3UIVIr8cuo+hADaeTvC09FK6nCIiCSld4N82LBhAAAPDw+0aNECRkZMvkFE9LbOhTzPmEdpJMfY1uwpImm4ublJHQKVEpEvU7Dj8iMAwJhWlSWOhohIega3qq2srHDnzh3UqlULALBnzx6sW7cO1atXx+zZs6FUcu4jEZG+MnvHBzZyhRPnUZLEbt++jbCwMKSmpmqVd+/eXaKIqKTZcDYUqelq1Ktoi0buZaQOh4hIcgY3yMeOHYtp06ahVq1aCAkJQf/+/dGrVy9s27YNiYmJWLZsWQGESURU8ly4/wLnQ15AqZDjozbsKSLphISEoGfPnrhx44ZmvjgATb4Yzhun/JCQko6N5x8AAMa2qqQzSTARUWljcIP83r17qFu3LgBg27ZtaN26NTZv3owzZ85gwIABbJATUamRmq6G/4NopKnUedr/x2MZ6zv3aVgBzjZm+RkakUEmTZoEDw8PHDlyBB4eHrhw4QKeP3+OTz/9FN9++63U4VEJsfXiQ8QmpcHD3gLtq5eTOhwioiIhT8ueqdUZXz4PHz6Mrl27AgBcXV0RFRWVv9ERERVhM/fcxJaLD9/qGEZyGT5uzd5xkta5c+dw9OhR2NvbQy6XQy6X45133oGfnx8mTpyIK1euSB0iFXNpKjV+PZ2RPHB0Sw8o5OwdJyIC8tAgb9iwIebPn4927drhxIkTWLFiBYCMDK1OTk75HiARUVHk/yBa0xj3drZGXr5aymRAr/oV4Gpnnr/BERlIpVLByioj27W9vT2ePHkCLy8vuLm54e7duxJHRyXB3htP8TgmCWUtlOhdv4LU4RARFRkGN8iXLVuGwYMHY/fu3fjyyy/h6ekJANi+fTuaN2+e7wESERU1KrXAV7tvAgD6NayARX3qSBwR0dupWbMmrl27Bg8PDzRp0gSLFi2CUqnE6tWrUakSs//T2xFCYNWJEADA8ObuMDVWSBwREVHRITd0h9q1a+PGjRuIjY3FrFmzNOWLFy/Ghg0b8jU4IqKiaNO/D3D7aRysTY3wRcdqUodD9NZmzJihmY42d+5c3L9/Hy1btsTevXvxww8/GHy8n376Ce7u7jA1NUWTJk1w4cKFHLePiYnBuHHj4OzsDBMTE1StWhV79+7N03OhoudM0HPcfhoHM2MFPmjKJfaIiF6Xb4uJm5pyuR4iKvmi4lOw+EDGEN7PfbxQ1tJE4oiI3p6Pj4/m/56enggICMCLFy9QpkwZgzNhb926Fb6+vli5ciWaNGmCZcuWwcfHB3fv3oWjo2OW7VNTU9G+fXs4Ojpi+/btKF++PB48eABbW9u3fVpURKw6GQwA6N/IFWUsuDwuEdHr9GqQ29nZ4d69e7C3t8+1cn7x4kW+BUdEVNQs3BeAl8npqOFijUFN2NNDJZednV2e9lu6dCk+/PBDjBgxAgCwcuVK/PPPP1i7di2mTZuWZfu1a9fixYsXOHv2LIyNjQEA7u7ueY6bipZbT2JxKjAKCrkMo97xkDocIqIiR68G+XfffadJ9sJlzYiotPJ/8ALb/B8BAOa+X5NZgqnESEhIwDfffIMjR44gIiJCM3w9U0hIiF7HSU1Nhb+/P6ZPn64pk8vlaNeuHc6dO6dznz///BPNmjXDuHHjsGfPHjg4OGDQoEH44osvoFDonmuckpKClJQUze24uDi94qPCt/pkxnuncy1nJrAkItJBrwb5sGHDdP6fiKi0yEjkdgtARiK3Bm5lJI6IKP+MHj0aJ06cwJAhQ+Ds7GzwMPVMUVFRUKlUWVZdcXJyQkBAgM59QkJCcPToUQwePBh79+5FUFAQPvnkE6SlpWnlqnmdn58f5syZk6cYqfA8ik7E39efAgDGtmJyQCIiXfRqkBvyy7O1tXWegyEiKqqYyI1Ksn379uGff/5BixYtCv2x1Wo1HB0dsXr1aigUCjRo0ACPHz/G4sWLs22QT58+Hb6+vprbcXFxcHV1LayQSU9rT4dCpRZo4VkWNcvbSB0OEVGRpFeD3NbWVu9fy1Uq1VsFRERU1DCRG5V0ZcqUyfOc8dfZ29tDoVAgPDxcqzw8PBzlypXTuY+zszOMjY21hqd7e3vj2bNnSE1NhVKZNQmYiYkJTEz4OSzKYhPTsOViGABgTKvKEkdDRFR06bXs2bFjx3D06FEcPXoUa9euhaOjI6ZOnYpdu3Zh165dmDp1KpycnLB27dqCjpeIqNAxkRuVdPPmzcPMmTORmJj4VsdRKpVo0KABjhw5oilTq9U4cuQImjVrpnOfFi1aICgoSGve+r179+Ds7KyzMU7Fw2//PkBiqgrVylmhVRV7qcMhIiqy9Oohb926teb/c+fOxdKlSzFw4EBNWffu3VGrVi2sXr2ac8yJqER5PZHbvB5M5EYl05IlSxAcHAwnJye4u7trsp1nunz5st7H8vX1xbBhw9CwYUM0btwYy5YtQ0JCgibr+tChQ1G+fHn4+fkBAD7++GP8+OOPmDRpEiZMmIDAwEAsWLAAEydOzL8nSIUqOU2FdWdCAQBjW1fKc04CIqLSwOB1yM+dO4eVK1dmKW/YsCFGjx6dL0ERERUFbyZyq1+RidyoZOrRo0e+Hat///6IjIzEzJkz8ezZM9StWxf79+/XJHoLCwuDXP7fAD1XV1ccOHAAU6ZMQe3atVG+fHlMmjQJX3zxRb7FRIVr15XHiIpPgYuNKbrWdpE6HCKiIk0mhBCG7ODl5YX3338fixYt0iqfOnUq9uzZg7t37+ZrgG8rLi4ONjY2iI2NZcI5IjLI/86FYuaeW7A2NcKxz9pw7jjlG9ZN+Yvns+hQqwXaLT2BkKgEzOjijdEtmV2diEonfesmg3vIv/vuO/Tu3Rv79u1DkyZNAAAXLlxAYGAgduzYkfeIiYiKEK1Ebh2rsTFOJdqwYcMwatQotGrVSupQqJg7dCccIVEJsDI1woDGFaUOh4ioyNMrqdvrOnfujMDAQHTv3h0vXrzAixcv0K1bN9y7dw+dO3cuiBiJiArdN68SudUsb41B/FJJJVxsbCzatWuHKlWqYMGCBXj8+LHUIVExtfpkCADgg6ZusDQxuN+HiKjUydOVskKFCvj666/zOxYioiLB/8ELbH+VyG3u+0zkRiXf7t27ERkZiY0bN2LDhg2YNWsW2rVrh1GjRuH999/PkuSNSJdLoS/g/yAaSoUcI5q7Sx0OEVGxYHAPORFRSZauUmsSufVv6MpEblRqODg4wNfXF9euXcO///4LT09PDBkyBC4uLpgyZQoCAwOlDpGKuFWvesd71isPR2tTiaMhIioe2CAnInrNpn/DcPtpHKxNjTC1o5fU4RAVuqdPn+LQoUM4dOgQFAoFOnfujBs3bqB69er47rvvpA6PiqjgyHgcvhMOAPiwlYfE0RARFR9skBMRvRIVn4JvDzKRG5U+aWlp2LFjB7p27Qo3Nzds27YNkydPxpMnT7BhwwYcPnwYf/zxB+bOnSt1qFRErTkVAiGAdt6O8HS0kjocIqJig9k2iIheYSI3Kq2cnZ2hVqsxcOBAXLhwAXXr1s2yTdu2bWFra1vosVHRF/EyGTv8MxIBjm1dWeJoiIiKFzbIiYjARG5Uun333Xfo27cvTE2zn/dra2uL+/fvF2JUVFxsOBuKVJUa9SraoqEb824QERnC4AZ5vXr1IJNl/aIqk8lgamoKT09PDB8+HG3bts2XAImIChoTuVFpN2TIEK3bcXFxOHr0KLy8vODt7S1RVFQcJKWqsOnfMADA2FaVdH5HJCKi7Bk8h7xjx44ICQmBhYUF2rZti7Zt28LS0hLBwcFo1KgRnj59inbt2mHPnj0FES8RUb7LTORmY2bMRG5UKvXr1w8//vgjACApKQkNGzZEv379ULt2bezYsUPi6Kgo2331MWIS01ChjBnaVy8ndThERMWOwQ3yqKgofPrppzh16hSWLFmCJUuW4OTJk/jss8+QkJCAgwcPYsaMGZg3b15BxEtElK9eT+T2mY8XE7lRqXTy5Em0bNkSALBr1y4IIRATE4MffvgB8+fPlzg6KqqEEFh3JmMaw7Bm7pzqQ0SUBwY3yP/44w8MHDgwS/mAAQPwxx9/AAAGDhyIu3fvvn10REQFJDlNhZP3IjFl61UmcqNSLzY2FnZ2dgCA/fv3o3fv3jA3N0eXLl24/jhl61zwc9wLj4eZsQL9GrlKHQ4RUbFk8BxyU1NTnD17Fp6enlrlZ8+e1SSDUavVOSaGISIqbEIIBEfG4/jdSJwMjMK/Ic+Rkq4GAMhkTORGpZurqyvOnTsHOzs77N+/H1u2bAEAREdHsz6nbK09EwoA6N2gPGzMjKUNhoiomDK4QT5hwgR89NFH8Pf3R6NGjQAAFy9exJo1a/B///d/AIADBw7oXDKFiKgwxSam4UxwFE7ei8TJe5F4EpusdX85a1O0qmqP3vUrMJEblWqTJ0/G4MGDYWlpCTc3N7Rp0wZAxlD2WrVqSRscFUlhzxNxJCAcADC8uYfE0RARFV8yIYQwdKdNmzbhxx9/1AxL9/LywoQJEzBo0CAAGQlhMrOuSy0uLg42NjaIjY2FtbW11OEQUQFSqQWuPYrRNMCvPoyB+rUrnNJIjiYedmhd1QGtqjqgiqMlMwKTJIpi3eTv74+wsDC0b98elpaWAIB//vkHtra2aNGihcTR5awons+Sbt7ft/Hr6ftoVdUB/xvZWOpwiIiKHH3rpjw1yIsTVtJEJZsQAn9ee4KDt8JxOigKsUlpWvd7OlqiVRUHtKpqjyYeZWGmVEgUKdF/WDflL57PwpWQko6mC47gZUo61g1vhLbVHKUOiYioyNG3bjJ4yHqm1NRUREREQK1Wa5VXrMikSERUeH48GoQlh+5pblubGuGdKvZoVcUBLas6oLytmYTRERGVPDsuP8LLlHR42FugdVUHqcMhIirWDG6QBwYGYuTIkTh79qxWuRACMpkMKpUq34IjIsqJ/4NoLDuSkQF6RAt3dK3tgjoVbGCkMHgBCSIi0oNaLbD+VTK3Yc3cIGcyTCKit2Jwg3z48OEwMjLC33//DWdnZ86/JCJJxCWnYdKWK1CpBd6v64KZXavzekREVMBOBkYiJCoBViZG6NOQS50REb0tgxvkV69ehb+/P6pVq1YQ8RAR5UoIgRm7buJRdBJc7cwwr0dNNsaJiArBule9430busLSJM8zH4mI6BWDr6TVq1dHVFRUQcRCRKSXnZcf489rT6CQy/D9gHqwNuX6t0SGun79ut7b1q5duwAjoeIiODIeJ+5FQiYDhjV3kzocIqISweAG+cKFCzF16lQsWLAAtWrVgrGx9hdhZjclooIUGpWAmXtuAgCmtKvC9cOJ8qhu3bqQyWSaHDA5YX4YAoANZ0MBAO9Vc4RbWQtpgyEiKiEMbpC3a9cOAPDee+9plTOpGxEVtNR0NSZuuYKEVBWaeNjh4zaeUodEVGzdv39f8/8rV67gs88+w+eff45mzZoBAM6dO4clS5Zg0aJFUoVIRUhsUhq2+z8CAAxv7iFxNEREJYfBDfJjx44VRBxERLn67vA9XH8UCxszY3zXvy4UzO5LlGdubv8NOe7bty9++OEHdO7cWVNWu3ZtuLq64quvvkKPHj0kiJCKkm2XHiIxVYWqTpZo4VlW6nCIiEoMgxvkrVu3zrcHP3nyJBYvXgx/f388ffoUu3bt0qr0hw8fjg0bNmjt4+Pjg/379+dbDERUPJwNisLKE8EAgG961YIL1xcnyjc3btyAh0fWXk8PDw/cvn1bgoioKFGpBTacCwWQ0TvOJJpERPlHrwb59evXUbNmTcjl8lyTwBiS+CUhIQF16tTByJEj0atXL53bdOzYEevWrdPcNjEx0fv4RFQyvEhIxZQ/rkIIYGBjV3Sq5Sx1SEQlire3N/z8/LBmzRoolUoAQGpqKvz8/ODt7S1xdCS1owERePgiCTZmxuhZr7zU4RARlSh6Ncjr1q2LZ8+ewdHRUSsJzJsMnUPeqVMndOrUKcdtTExMUK5cOb2PSUQlixACU7dfR3hcCio7WOCrrtWlDomoxFm5ciW6deuGChUqaH5Yv379OmQyGf766y+JoyOprTuTkW9gQGNXmCkVEkdDRFSy6NUgv3//PhwcHDT/L0zHjx+Ho6MjypQpg3fffRfz589H2bLZz11KSUlBSkqK5nZcXFxhhElEBeS3f8Nw+E44lAo5fhhYD+ZKrntLlN8aN26MkJAQbNq0CQEBAQCA/v37Y9CgQbCwYDbt0uzus5c4G/wcchkwpCmXOiMiym96fbN9PfHL6/8vaB07dkSvXr3g4eGB4OBg/N///R86deqEc+fOQaHQ/Qutn58f5syZU2gxElHBuRf+EvP/zpi/+kWnaqjhYiNxREQll4WFBcaMGSN1GFTErD+b0RHjU6McKpQxlzgaIqKSJ09dTU+ePMHp06cREREBtVqtdd/EiRPzJTAAGDBggOb/tWrVQu3atVG5cmUcP348y7JrmaZPnw5fX1/N7bi4OLi6uuZbTERUOJLTVJj4+xWkpKvRuqoDRjR3lzokohJt48aNWLVqFUJCQnDu3Dm4ubnhu+++Q6VKlfD+++9LHR5JIDohFTsvPwYAjGjBpc6IiAqCwQ3y9evXY+zYsVAqlShbtqxWpk2ZTJavDfI3VapUCfb29ggKCsq2QW5iYsLEb0QlwDf7AhDw7CXsLZX4tm8dyLnEGVGBWbFiBWbOnInJkydj/vz5mnwwZcqUwbJly9ggL6W2XHyIlHQ1qjtbo5F7GanDISIqkeSG7vDVV19h5syZiI2NRWhoKO7fv6/5CwkJKYgYNR49eoTnz5/D2ZkZlolKsiN3wrH+bCgA4Nu+deBgxR/ZiArS8uXL8csvv+DLL7+EkdF/v9U3bNgQN27ckDAykkq6So2Nr5Y6G9HCnUudEREVEIN7yBMTEzFgwADI5Qa35bOIj49HUFCQ5vb9+/dx9epV2NnZwc7ODnPmzEHv3r1Rrlw5BAcHY+rUqfD09ISPj89bPzYRFU0Rccn4fHvG8oojW3igjZejxBERlXz3799HvXr1spSbmJggISFBgohIagdvh+NJbDLKWijRrY6L1OEQEZVYBreqR40ahW3btuXLg1+6dAn16tXTfAnw9fVFvXr1MHPmTCgUCly/fh3du3dH1apVMWrUKDRo0ACnTp3ikHSiEkqtFvD94xpeJKTC29kaX3TykjokolLBw8MDV69ezVK+f/9+rkNeSmUudTaoSUWYGnOpMyKigmJwD7mfnx+6du2K/fv3o1atWjA2Nta6f+nSpXofq02bNjrXM8904MABQ8MjomJszekQnA6KgqmxHMsH1oWJEb8EEhUGX19fjBs3DsnJyRBC4MKFC/j999/h5+eHNWvWSB0eFbKbj2NxMTQaRnIZPuBSZ0REBSpPDfIDBw7Ayyuj5+rNpG5ERHlx41EsFh+4CwCY1a0GPB2tJI6IqPQYPXo0zMzMMGPGDCQmJmLQoEFwcXHB999/r7XiCZUO686EAgA613KGk7WptMEQEZVwBjfIlyxZgrVr12L48OEFEA4RlUYJKemYuOUK0lQCHWuUw4BGXKqQqLANHjwYgwcPRmJiIuLj4+HoyPwNpVHkyxT8de0JgIxkbkREVLAMbpCbmJigRYsWBRELEZVCCSnpmPj7FdyPSoCzjSm+6V2Lo22IJGRubg5zc3OpwyCJ/H4hDKkqNeq42qJeRS51RkRU0AxO6jZp0iQsX768IGIholLmcUwS+qw8hyMBEVAq5FjWvy5szZVSh0VU6oSHh2PIkCFwcXGBkZERFAqF1h+VDqnpamw8/wAAMJK940REhcLgHvILFy7g6NGj+Pvvv1GjRo0sSd127tyZb8ERUcnl/yAaYzf6Iyo+BfaWSqwa0hAN3NgbQySF4cOHIywsDF999RWcnZ05SqWU2nfzKSJfpsDRygSdajpLHQ4RUalgcIPc1tYWvXr1KohYiKiU2HXlEb7YcQOp6WpUK2eFNcMaokIZDpElksrp06dx6tQp1K1bV+pQSEJrXyVz+6CpG5RGBg+iJCKiPDC4Qb5u3bqCiIOISgG1WuDbg3fx8/FgAECH6k74rn9dWJgYfCkionzk6uqa4zKkVPJdCYvGtYcxUCrkGNSkotThEBGVGvz5k4gKRUJKOj76zV/TGP+kTWWs/KABG+NERcCyZcswbdo0hIaGSh0KSSRzqbNudVxgb2kibTBERKWIwd+Enz9/jpkzZ+LYsWOIiIiAWq3Wuv/Fixf5FhwRlQyPY5IwesMl3HkaB6VCjm9610Kv+hWkDouIXunfvz8SExNRuXJlmJubZ8kPw7q9ZIuIS8beG08BcKkzIqLCZnCDfMiQIQgKCsKoUaPg5OTExC9ElCMmbyMq+pYtWyZ1CCShPy49RLpaoIFbGdQsbyN1OEREpYrBDfJTp07h9OnTqFOnTkHEQ0QlyK4rj/DF9htIVanh7WyNNcMaorytmdRhEdEbhg0bJnUIJBG1WmDLxYcAgEGNOXeciKiwGdwgr1atGpKSkgoiFiIqIZi8jah4CQsLy/H+ihXZUCupTgdF4VF0EqxNjdClNpc6IyIqbAZ/O/75558xbdo0zJw5EzVr1swyz8za2jrfgiOi4ichJR1Ttl7FwdvhADKSt33WwQtyOae3EBVV7u7uOU5BU6lUhRgNFabfL2T8GNOrfgWYGiskjoaIqPTJ0zrkcXFxePfdd7XKhRCQyWSstIlKMa3kbUZyLOxdCz3rMXkbUVF35coVrdtpaWm4cuUKli5diq+//lqiqKigRbxMxqFXP54OaOwqcTRERKWTwQ3ywYMHw9jYGJs3b2ZSNyLSyEjedglR8alM3kZUzOjKC9OwYUO4uLhg8eLF6NWrlwRRUUHb7v8I6WqB+hVtUa0cRzgSEUnB4Ab5zZs3ceXKFXh5eRVEPERUDEUnpGLY2guIT0ln8jaiEsTLywsXL16UOgwqAGq1wJYLGcncBjKZGxGRZAxukDds2BAPHz5kg5yINPbefIr4lHR4Olpi+0fNmLyNqJiJi4vTui2EwNOnTzF79mxUqVJFoqioIJ0Nfo6wF4mwMjVC19ouUodDRFRqGfytecKECZg0aRI+//xz1KpVK0tSt9q1a+dbcERUPPx59QkAoG+DCmyMExVDtra2WaagCSHg6uqKLVu2SBQVFaTMZG4965WHmZLJ3IiIpGLwN+f+/fsDAEaOHKkpk8lkTOpGVEo9i03GhdAXAICuddjLQlQcHTt2TOu2XC6Hg4MDPD09YWTEH9lKmsiXKThw6xkAYEAjDlcnIpKSwbXs/fv3CyIOIiqm/r7+BEIAjdzLcN44UTGUlpaGDRs24KuvvoKHh4fU4VAh2HE5I5lbXVdbVHdhMjciIikZ3CB3c3MriDiIqJja82q4enf2jhMVS8bGxtixYwe++uorqUOhQpCRzC1juPogJnMjIpJcnseh3b59G2FhYUhNTdUq7969+1sHRUTFw/2oBNx4HAuFXIbOtZylDoeI8qhHjx7YvXs3pkyZInUoVMDOhzxH6PNEWJoYoWsdXreJiKRmcIM8JCQEPXv2xI0bNzRzxwFoksFwDjlR6ZGZzO0dT3uUtTSROBoiyqsqVapg7ty5OHPmDBo0aAALCwut+ydOnChRZJTfNr/qHe9RzwXmSuYHICKSmsFX4kmTJsHDwwNHjhyBh4cHLly4gOfPn+PTTz/Ft99+WxAxElERJITAn9ceA+BwdaLi7tdff4WtrS38/f3h7++vdZ9MJmODvIR4Hv9fMjeuPU5EVDQY3CA/d+4cjh49Cnt7e8jlcsjlcrzzzjvw8/PDxIkTceXKlYKIk4iKmNtP4xAcmQATIzk61HCSOhwiegtM2Fo67Lj8CGkqgToVbFDDxUbqcIiICIDc0B1UKhWsrKwAAPb29njyJGPIqpubG+7evZu/0RFRkZU5XP3dao6wMjWWOBoiyi9CCM10NCo5hBD4/cJDAOwdJyIqSgxukNesWRPXrl0DADRp0gSLFi3CmTNnMHfuXFSqVCnfAySioketFvjrWkaD/P26HK5OVBL8+uuvqFmzJkxNTWFqaoqaNWtizZo1UodF+eR8yAvcj0qAhVKBbpxmRERUZBg8ZH3GjBlISEgAAMydOxddu3ZFy5YtUbZsWWzdujXfAySiosc/LBpPYpNhZWKENl6OUodDRG9p5syZWLp0KSZMmIBmzZoByJiiNmXKFISFhWHu3LkSR0hv6/dXydzer1ceFiZM5kZEVFQY3EPu4+ODXr16AQA8PT0REBCAqKgoRERE4N133833AImo6Mkcrt6hRjmYGiskjoaI3taKFSvwyy+/wM/PD927d0f37t3h5+eH1atX4+effzb4eD/99BPc3d1hamqKJk2a4MKFC3rtt2XLFshkMvTo0cPgx6TsvUhIxf6bGcncuPY4EVHRYnCDXBc7OzvNsmdEVLKlqdT458ZTAEB3DlcnKhHS0tLQsGHDLOUNGjRAenq6QcfaunUrfH19MWvWLFy+fBl16tSBj48PIiIictwvNDQUn332GVq2bGnQ41Hudl5+hFSVGrXK26BmeSZzIyIqSvQes5TZK56bnTt35jkYIir6zgRF4UVCKspaKNGiclmpwyGifDBkyBCsWLECS5cu1SpfvXo1Bg8ebNCxli5dig8//BAjRowAAKxcuRL//PMP1q5di2nTpuncR6VSYfDgwZgzZw5OnTqFmJiYPD0PykoIoVl7nMnciIiKHr0b5DY22r+obt68Gd26ddNkXCei0uHPV8ncutR2hpEiXwbZEFER8Ouvv+LgwYNo2rQpAODff/9FWFgYhg4dCl9fX812bzbaX5eamgp/f39Mnz5dUyaXy9GuXTucO3cu2/3mzp0LR0dHjBo1CqdOnco11pSUFKSkpGhux8XF5bpPaXXh/guERCbAXKngqCYioiJI7wb5unXrtG5v374dixYtYmZ1olIkOU2Fg7fCAQDdmaWXqMS4efMm6tevDwAIDg4GkLG0qb29PW7evKnZLrfpaVFRUVCpVHByctIqd3JyQkBAgM59Tp8+jV9//RVXr17VO14/Pz/MmTNH7+1LM00yt7ousGQyNyKiIodXZiLS27GACMSnpKO8rRnqVywjdThElE+OHTsmyeO+fPkSQ4YMwS+//AJ7e3u995s+fbpWr31cXBxcXV0LIsRiLTohFXtfJXPjcHUioqKJDXIi0tueV9nVu9VxgVzORI5EpM3e3h4KhQLh4eFa5eHh4ShXrlyW7YODgxEaGopu3bppytRqNQDAyMgId+/eReXKlbPsZ2JiAhMTk3yOvuTZeeUxUtPVqOFijVpM5kZEVCRxAigR6SUuOQ1H72ZkSeZwdSLSRalUokGDBjhy5IimTK1W48iRI5r1zV9XrVo13LhxA1evXtX8de/eHW3btsXVq1fZ6/0WhBCa4eoDG1fkajhEREWU3j3kf/75p9btzAr29bllANC9e/f8iYyIipSDt8KRmq6Gp6MlvJ2ZzJGIdPP19cWwYcPQsGFDNG7cGMuWLUNCQoIm6/rQoUNRvnx5+Pn5wdTUFDVr1tTa39bWFgCylJNhLj2IRlBEPMyMFXifydyIiIosvRvkPXr0yFI2duxYrdsymQwqleqtgyKioiczu3r3Oi7saSGibPXv3x+RkZGYOXMmnj17hrp162L//v2aRG9hYWGQyzlAr6D9/m9G73j3Oi6wMjWWOBoiIsqO3g3yzDldRFT6RMWn4ExQFAAOVyei3I0fPx7jx4/Xed/x48dz3Hf9+vX5H1ApE5OYir9vPAUADGjMYf9EREUZk7oRUa723ngKlVqgTgUbuNtbSB0OERWAwMBAHDt2DBEREVl+hJ85c6ZEUVFe7HqVzK1aOSvUdbWVOhwiIsoBG+RElKs/X8uuTkQlzy+//IKPP/4Y9vb2KFeunNa0FJlMxgZ5MfJ6MrdBTZjMjYioqGODnIhy9DgmCZceREMmY4OcqKSaP38+vv76a3zxxRdSh0Jv6XJYNO6Fx8PUWI7365aXOhwiIsoFs6oQUY7+epXMrYmHHZysTSWOhogKQnR0NPr27St1GJQPNv/7EADQtbYLbMyYzI2IqKhjg5yIcrTn1XB19rQQlVx9+/bFwYMHpQ6D3lJsYhr+vp5xzR7YuKLE0RARkT7yNGQ9JiYG27dvR3BwMD7//HPY2dnh8uXLcHJyQvny/NJOVFIERbzEnadxMFbI0KlmOanDIaIC4unpia+++grnz/9/e/cdH1WV/3/8PWmTnhBDGgQCBglFEoogRUFljaIiioIuKrJ+LfzEAoso+1URUUFWAdflK2tFVywogq4FF5EiiIgEBCShIy0JPZ20ub8/kgwGEsgkk9xJ5vV8PPJ4MHfunbxzjHPymXPuOT/p4osvlrd35ZHVhx9+2KRkcMSijQdVWGJT+8ggdWsVanYcAEANOFyQb9q0SQMHDlRISIj27t2re++9V2FhYfrss8+0b98+vffee/WRE4AJKhZzu7xdc4X6+5icBkB9ef311xUYGKgVK1ZoxYoVlZ6zWCwU5I3AHxdzu71nLIu5AUAj4XBBPm7cON19992aPn26goKC7McHDRqkP//5z04NB8A8hmHoi/L7xwcnsZgb0JTt2bPH7Aioow37TyotI0dWLw/d1LWl2XEAADXk8D3k69at0/3333/W8RYtWigjI8MpoQCYb/PBLO09li9fbw8N7BBpdhwADcQwDBmGYXYMOGj+urLF3K67OFoh/izmBgCNhcMFudVqVXZ29lnHt2/frubNmzslFADzVSzm9qeOUQqwskMi0NS99957uvjii+Xn5yc/Pz916dJF//73v82OhRo4VVyqrzalS5Ju7RFrchoAgCMcLsgHDx6sZ599VsXFxZLK7i3bt2+fHn/8cQ0dOtTpAQE0vFKbYV+pdzB7jwNN3owZMzR69GgNGjRI8+fP1/z583XNNdfogQce0MyZM82Oh/P4LjVTOYUlahHqp15twsyOAwBwgMPDXi+//LJuueUWRUREqKCgQP3791dGRoZ69+6t559/vj4yAmhgP+85rszsQgX7eunyi8LNjgOgnr366qt67bXXdNddd9mPDR48WJ06ddIzzzyjsWPHmpgO57Mw5aAkaUjXGHl4sJgbADQmDhfkISEhWrJkiVatWqVNmzYpNzdX3bp108CBA+sjHwATVCzmdm3naFm9PE1OA6C+paenq0+fPmcd79Onj9LT001IhJo6mluo5duPSBKLuQFAI1TrG0P79eunfv36OTMLABdQVGLT15vL/gC/kdXVAbcQHx+v+fPn629/+1ul4x9//LHatWtnUirUxH9+PaRSm6HEliGKjwg0Ow4AwEEOF+T/+Mc/qjxusVjk6+ur+Ph4XX755fL0PP+o2sqVK/X3v/9d69evV3p6uhYuXKghQ4bYnzcMQ5MmTdIbb7yhkydPqm/fvnrttdf44wCoRz/sOKKsgmJFBFnVq+0FZscB0AAmT56s4cOHa+XKlerbt68kafXq1Vq6dKnmz59vcjqcy2fl09Vv6trC5CQAgNpwuCCfOXOmjhw5ovz8fDVr1kySdOLECfn7+yswMFCHDx9W27ZttWzZMsXGnnulz7y8PCUmJuovf/mLbr755rOenz59uv7xj3/o3XffVZs2bfTUU08pOTlZW7dula+vr6PRAdRAxXT167pEy5N7EQG3MHToUK1du1YzZ87UokWLJEkdOnTQzz//rK5du5obDtXakZmjzQez5OVh0Q0swAkAjZLDBfkLL7yg119/XW+++aYuvPBCSdLOnTt1//3367777lPfvn112223aezYsfr000/P+VrXXnutrr322iqfMwxDs2bN0pNPPqkbb7xRUtmWLJGRkVq0aJFuu+02R6MDOI+ColIt2ZopidXVAXfTvXt3vf/++2bHgAM+21A2Oj6gfXNdEGg1OQ0AoDYcLsiffPJJLViwwF6MS2X3nr300ksaOnSodu/erenTp9d5C7Q9e/YoIyOj0mJxISEh6tWrl9asWVNtQV5YWKjCwkL746r2TAdQte9SM5VfVKpWYf5Kig01Ow6AepSdna3g4GD7v8+l4jy4DpvN0KINFdPVWcwNABorhwvy9PR0lZSUnHW8pKREGRkZkqSYmBjl5OTUKVjFa0VGRlY6HhkZaX+uKlOnTtXkyZPr9L0Bd/X5xtN7j1ssTFcHmrJmzZopPT1dERERCg0NrfL/ecMwZLFYVFpaakJCnMtPu48pPeuUgny9dFWHCLPjAABqyeGC/IorrtD999+vN998035f2YYNGzR69GhdeeWVkqTNmzerTZs2zk1aQxMnTtS4cePsj7Ozs897LzsAKSu/WCu2H5YkDWZ1daDJ+/777xUWFiZJWrZsmclp4KiK6erXd4mWrzfbUwJAY+VwQf7WW2/pzjvvVPfu3eXt7S2pbHT8qquu0ltvvSVJCgwM1Msvv1ynYFFRUZKkzMxMRUdH249nZmYqKSmp2uusVqusVu6jAhz11eZ0FZcaSogK0kWRQWbHAVDP+vfvb/93mzZtFBsbe9YouWEY2r9/f0NHw3kUFJXqm/LtKW/uxnR1AGjMHC7Io6KitGTJEqWlpWn79u2SpPbt26t9+/b2c6644oo6B2vTpo2ioqK0dOlSewGenZ2ttWvXavTo0XV+fQCnGYah99bslSQN5Y87wO20adPGPn39j44fP642bdowZd3F/HdrhvKKShUb5qcerZuZHQcAUAcOF+QVEhISlJCQUKdvnpubq507d9of79mzRxs3blRYWJhatWqlRx99VM8995zatWtn3/YsJiam0l7lAOrup93HlZaRIz9vTw3rwS0egLupuFf8TLm5uWwz6oJO7z3ekvU+AKCRq1VBfuDAAX3xxRfat2+fioqKKj03Y8aMGr/OL7/8Umk0veLe75EjR2ru3LmaMGGC8vLydN999+nkyZPq16+fFi9ezB8HgJO9s3qPJGlo9xYK8fc2OQ2AhlLR71osFj311FPy9/e3P1daWqq1a9ee8zYxNLzD2af0w44jkqSburYwOQ0AoK4cLsiXLl2qwYMHq23btkpLS1Pnzp21d+9eGYahbt26OfRaAwYMkGEY1T5vsVj07LPP6tlnn3U0JoAa2n88X9+llu09fnefOHPDAGhQGzZskFQ2Qr5582b5+PjYn/Px8VFiYqLGjx9vVjxU4YtfD8lmSN1ahapNeIDZcQAAdeRwQT5x4kSNHz9ekydPVlBQkBYsWKCIiAiNGDFC11xzTX1kBFCP3luzVzZDuqxduOIjWMwNcCcVq6uPGjVKr7zyCvuNNwILKqars94HADQJHo5ekJqaqrvuukuS5OXlpYKCAgUGBurZZ5/Viy++6PSAAOpPXmGJPlpXtoLyqL5x5oYBYJpZs2appKTkrOPHjx9Xdna2CYlQldT0bKWmZ8vb06IbukSf/wIAgMtzuCAPCAiw3zceHR2tXbt22Z87evSo85IBqHefbTionFMlahMeoAEXRZz/AgBN0m233aaPPvrorOPz58/XbbfdZkIiVGVh+d7jVyZEKNTf5zxnAwAaA4cL8ksvvVSrVq2SJA0aNEh//etf9fzzz+svf/mLLr30UqcHBFA/bDZDc8sXcxvZu7U8PFipF3BXa9eurXLL0gEDBmjt2rUmJMKZSm2GFpUX5Ow9DgBNh8P3kM+YMUO5ubmSpMmTJys3N1cff/yx2rVr59AK6wDMtWrnUe06kqdAq5eGduePO8CdFRYWVjllvbi4WAUFBSYkwplW7zyqwzmFCvX31hXtmdEEAE2FQwV5aWmpDhw4oC5dukgqm74+Z86cegkGoH5VbHV2a4+WCvJlqzPAnfXs2VOvv/66Xn311UrH58yZo+7du5uUCn9UMV39+i7R8vFyeIIjAMBFOVSQe3p66uqrr1ZqaqpCQ0PrKRKA+rb7SK6WbTsii0Ua2TvO7DgATPbcc89p4MCB+vXXX3XVVVdJKtvmdN26dfrvf/9rcjrkFZZo8ZYMSUxXB4CmxuGPWDt37qzdu3fXRxYADeS9Nb9Lkq5sH6E49rEF3F7fvn21Zs0axcbGav78+frPf/6j+Ph4bdq0SZdddpnZ8dze4i0ZKiguVZvwAHWNDTU7DgDAiRy+h/y5557T+PHjNWXKFHXv3l0BAZX/mGcPU8C1ZZ8q1ie/VGx11sbkNABcRVJSkubNm2d2DFShYrr6TV1byGJhAU4AaEocLsgHDRokSRo8eHClTsEwDFksFpWWljovHQCn+/SXA8orKlW7iED1jb/A7DgAXMypU6fs25tW4MN286RnFWj1rrJtZW/q2sLkNAAAZ3O4IF+2bFl95ADQAEptht5ds1eSdHffOEZaAEiS8vPzNWHCBM2fP1/Hjh0763k+bDfP5xsPyTCknnFhig3zNzsOAMDJHC7I+/fvXx85ADSAZWmH9fuxfIX4eTPSAsDuscce07Jly/Taa6/pzjvv1OzZs3Xw4EH961//0rRp08yO57YMw9BnKQckSTd14z0bAJqiWu2b8cMPP+iOO+5Qnz59dPBg2X1N//73v7Vq1SqnhgPgXHN/3CtJuu2SWPn7OPx5HIAm6j//+Y/+7//+T0OHDpWXl5cuu+wyPfnkk3rhhRe4r9xEvx3K1vbMXPl4eWjQxdFmxwEA1AOHC/IFCxYoOTlZfn5+SklJUWFhoSQpKytLL7zwgtMDAnCO7Zk5WrXzqDws0p29W5sdB4ALOX78uNq2bSup7H7x48ePS5L69eunlStXmhnNrX2WUjbo8acOkQrx8zY5DQCgPjhckD/33HOaM2eO3njjDXl7n+4c+vbtq5SUFKeGA+A876zeK0lK7hSlls24DxHAaW3bttWePXskSQkJCZo/f76kspHz0NBQE5O5r5JSm774tawgv5np6gDQZDlckG/btk2XX375WcdDQkJ08uRJZ2QC4GQn84u0cEPZfYh394kzNwwAlzNq1Cj9+uuvkqQnnnhCs2fPlq+vr8aOHavHHnvM5HTu6YcdR3U0t0gXBPjo8ouamx0HAFBPHL6JNCoqSjt37lRcXFyl46tWrbJPdwPgWj5at1+nim3qGB2snm3CzI4DwMWMHTvW/u+BAwcqLS1N69evV3x8vLp06WJiMvf1Wfne4zckxsjbs1ZL/gAAGgGH3+HvvfdePfLII1q7dq0sFosOHTqkefPmafz48Ro9enR9ZARQByWlNr1XvpjbKLY6A3CG4uJiXXXVVdqxY4f9WOvWrXXzzTdTjJsk+1Sx/vtbhiSmqwNAU+fwCPkTTzwhm82mq666Svn5+br88stltVo1fvx4PfTQQ/WREUAdLNmaqUNZp3RBgI9uSIwxOw4AF+Pt7a1NmzaZHQN/sHhzhgpLbIqPCNTFLULMjgMAqEcOj5BbLBb97//+r44fP64tW7bop59+0pEjRzRlypT6yAegjioWc/tzr1by9fY0NwwAl3THHXforbfeMjsGyn1WvubHTV1bMKsJAJo4h0fI33//fd18883y9/dXx44d6yMTACfZcjBLP+89Li8Pi+64lK3OAFStpKREb7/9tr777jt1795dAQEBlZ6fMWOGScncz4ET+fppd9m2c0O6Ml0dAJo6hwvysWPH6oEHHtDgwYN1xx13KDk5WZ6ejLoBrmhu+b3jgy6OVmSwr7lhALisLVu2qFu3bpKk7du3V3qOEdqG9fnGQ5Kk3m0vUItQP5PTAADqm8MFeXp6uhYvXqwPP/xQw4YNk7+/v2699VaNGDFCffr0qY+MAGrhaG6hvij/w25U3zhzwwBwSbt371abNm20bNkys6NAkmEYWpBSPl2dxdwAwC04fA+5l5eXrr/+es2bN0+HDx/WzJkztXfvXl1xxRW68MIL6yMjgFr4cO0+FZXalBgbqq6tmpkdB4ALateunY4cOWJ/PHz4cGVmZpqYyL1tOpCl3Ufy5OvtoWs7R5kdBwDQAOq0saW/v7+Sk5N17bXXql27dtq7d6+TYgGoi6ISm/790++SpL8wOg6gGoZhVHr89ddfKy8vz6Q0+Kx8dPzqjlEK8vU2OQ0AoCHUqiDPz8/XvHnzNGjQILVo0UKzZs3STTfdpN9++83Z+QDUwjdb0nU4p1ARQVZd2zna7DgAgBpYXL73ONPVAcB9OHwP+W233aYvv/xS/v7+GjZsmJ566in17t27PrIBqKWKrc7uuLS1fLzqNBEGQBNmsVjOWrSNRdzMcSSnUJnZhbJYpF5twsyOAwBoIA4X5J6enpo/f36Vq6tv2bJFnTt3dlo4AI7bsO+ENu4/KR9PD/25Vyuz4wBwYYZh6O6775bVapUknTp1Sg888MBZ25599tlnZsRzK2kZ2ZKkuAsC5O/j8J9nAIBGyuF3/Hnz5lV6nJOTow8//FBvvvmm1q9fr9LSUqeFA+C4iq3OBifFKDzQam4YAC5t5MiRlR7fcccdJiVBWnqOJKlDdJDJSQAADanWH8GuXLlSb731lhYsWKCYmBjdfPPNmj17tjOzAXBQZvYpfbUpXZJ0d584c8MAcHnvvPOO2RFQLrV8hDwhKtjkJACAhuRQQZ6RkaG5c+fqrbfeUnZ2toYNG6bCwkItWrRIHTt2rK+MAGro/Z9+V4nNUM+4MHVuEWJ2HABADaWWj5AnRDFCDgDupMarPd1www1q3769Nm3apFmzZunQoUN69dVX6zMbAAcUl9r04c/7JUl3s9UZADQaxaU27TxcMWWdEXIAcCc1HiH/5ptv9PDDD2v06NFq165dfWYCUAvL0g7raG6hwgOt+lPHSLPjAABqaPeRPBWXGgq0eqllMz+z4wAAGlCNR8hXrVqlnJwcde/eXb169dI///lPHT16tD6zAXDA/F/KRseHdmshb0+2OgOAxiI1veL+8SC2nQMAN1Pjv9ovvfRSvfHGG0pPT9f999+vjz76SDExMbLZbFqyZIlycnLqMyeAczicfUrLth2RJN3aI9bkNAAAR9gXdGOFdQBwOw4PowUEBOgvf/mLVq1apc2bN+uvf/2rpk2bpoiICA0ePLg+MgI4jwUpB1VqM9SjdTPFRwSaHQcA4IDTW55x/zgAuJs6zWtt3769pk+frgMHDujDDz90ViYADjAMQ5+UT1cfxug4ADQ6p6esU5ADgLtxyo2mnp6eGjJkiL744gtnvBwAB6zbe0K7j+YpwMdT13WJNjsOAGj27NmKi4uTr6+vevXqpZ9//rnac9944w1ddtllatasmZo1a6aBAwee8/ym5lhuoQ7nFEqS2rPlGQC4HVZ+Ahq5j9eVjY5f3yVGAdYab5wAAPXi448/1rhx4zRp0iSlpKQoMTFRycnJOnz4cJXnL1++XLfffruWLVumNWvWKDY2VldffbUOHjzYwMnNsS2jbLp66wv8Fch7OAC4HQpyoBHLOVWsrzenS5KGXcJ0dQDmmzFjhu69916NGjVKHTt21Jw5c+Tv76+33367yvPnzZun//f//p+SkpKUkJCgN998UzabTUuXLm3g5OZILS/IExgdBwC3REEONGJfbkpXQXGp4iMC1a1VqNlxALi5oqIirV+/XgMHDrQf8/Dw0MCBA7VmzZoavUZ+fr6Ki4sVFhZW7TmFhYXKzs6u9NVYcf84ALg3CnKgEauYrj6sR0v2rgVguqNHj6q0tFSRkZGVjkdGRiojI6NGr/H4448rJiamUlF/pqlTpyokJMT+FRvbeGcIpZVvedaBLc8AwC1RkAON1PbMHG3cf1JeHhbd3K2l2XEAoM6mTZumjz76SAsXLpSvr2+1502cOFFZWVn2r/379zdgSucpKbVpe2auJLY8AwB3xeohQCNVMTp+VYcIhQdaTU4DAFJ4eLg8PT2VmZlZ6XhmZqaioqLOee1LL72kadOm6bvvvlOXLl3Oea7VapXV2vjf9/YczVNRiU3+Pp6KbeZvdhwAgAkYIQcaoaISmxZuKFuBeDiLuQFwET4+PurevXulBdkqFmjr3bt3tddNnz5dU6ZM0eLFi9WjR4+GiOoSKhZ0ax8VJA8PbjsCAHfECDnQCC1NzdTxvCJFBFl1ebvmZscBALtx48Zp5MiR6tGjh3r27KlZs2YpLy9Po0aNkiTdddddatGihaZOnSpJevHFF/X000/rgw8+UFxcnP1e88DAQAUGBpr2czSEtPSK+8eZrg4A7oqCHGiEPv6lbLr6Ld1bysuTiS4AXMfw4cN15MgRPf3008rIyFBSUpIWL15sX+ht37598vA4/b712muvqaioSLfcckul15k0aZKeeeaZhoze4NLKR8g7sOUZALgtCnKgkUnPKtDK7UckScN6MF0dgOsZM2aMxowZU+Vzy5cvr/R479699R/IRdm3PGOEHADcFkNrQCPz6S8HZDOkXm3CFBceYHYcAEAtnMwvUnrWKUll95ADANwTBTnQiNhshj5Zf0ASo+MA0JhVTFdv2cxPwb7eJqcBAJiFghxoRH7ac0z7jucryOqlQRdHmx0HAFBL9unqUUxXBwB3RkEONCLzy/cevyEpRn4+nianAQDUVlp6+YJu0UxXBwB3RkEONBJZBcX6ZkvZdkDDma4OAI1aWgZbngEAXLwgf+aZZ2SxWCp9JSQkmB0LMMUXvx5SYYlNCVFB6tIyxOw4AIBaKrUZ2pZZNkKewIJuAODWXH7bs06dOum7776zP/bycvnIQL2omK5+a49YWSwWk9MAAGpr77E8nSq2ydfbQ60vYLcMAHBnLl/denl5KSoqyuwYgKm2HsrW5oNZ8va06KauLcyOAwCog4r7x9tHBsnTgw9YAcCdufSUdUnasWOHYmJi1LZtW40YMUL79u075/mFhYXKzs6u9AU0dvN/KRsdv7pjlMICfExOAwCoC+4fBwBUcOmCvFevXpo7d64WL16s1157TXv27NFll12mnJycaq+ZOnWqQkJC7F+xsSx+hcbtVHGpFm44KEkadgm/zwDQ2J3e8oz7xwHA3bl0QX7ttdfq1ltvVZcuXZScnKyvv/5aJ0+e1Pz586u9ZuLEicrKyrJ/7d+/vwETA863ZGumsgqKFRPiq37x4WbHAQDUUWr5lPUERsgBwO25/D3kfxQaGqqLLrpIO3furPYcq9Uqq9XagKmA+lUxXf2W7i251xAAGrnsU8U6eLJAktQhioIcANydS4+Qnyk3N1e7du1SdHS02VGABnHgRL5W7TwqqWx1dQBA41axoFtMiK9C/L1NTgMAMJtLF+Tjx4/XihUrtHfvXv3444+66aab5Onpqdtvv93saECD+OSXAzIMqW/8BYoN8zc7DgCgjioWdGO6OgBAcvEp6wcOHNDtt9+uY8eOqXnz5urXr59++uknNW/e3OxoQL2z2Qx9uv6AJGkYo+MA0CTY7x9nQTcAgFy8IP/oo4/MjgCYZvWuozp4skDBvl5K7hRldhwAgBOw5RkA4I9ceso64M4+Xle2mNuQri3k6+1pchoAQF3ZbIa2ZZSNkHeIZoQcAEBBDrikE3lF+u9vmZKYrg4ATcW+4/nKLyqVj5eH4i4IMDsOAMAFUJADLmjRxoMqKrWpU0ywOrcIMTsOAMAJKqart48Mkpcnf4IBACjIAZdjGIZ9ujqj4wDQdGxlQTcAwBkoyAEXs+VgttIycuTj5aEhSS3MjgMAcJK0dLY8AwBURkEOuJiPf9knSbqmU5RC/L1NTgMAcJa0igXdGCEHAJSjIAdcyIET+fp84yFJ0vBLmK4OAE1Fzqli7TueL4kRcgDAaS69DzngLmw2Q++t2avp325TflGp2oQHqHfbC8yOBQBwku2ZZaPjkcFWhQX4mJwGAOAqKMgBk+08nKPHF2zW+t9PSJJ6tgnT32/pIg8Pi8nJAADOkmpf0I3RcQDAaRTkgEmKS22as3yXXv1+p4pKbQq0eumJaxP0556tKMYBoImp2PKsA9PVAQB/QEEOmGDTgZOa8Okm+wI/VyZE6LkhnRUT6mdyMgBAfagYIe8QzYJuAIDTKMiBBlRQVKpZ323XGz/sls2Qmvl765nBnTQ4MUYWC6PiANAU2WyGtmUwZR0AcDYKcqCBrNl1TBM/26S9x8pW2b0xKUZPX99RFwRaTU4GAKhPB08WKLewRD6eHmrbPMDsOAAAF0JBDtSz7FPFmvZNmj5YW7a/eFSwr56/qbOu6hBpcjIAQEPYml52/3h8RKC8PdlxFgBwGgU5UI++25qpJxdtUUb2KUnSiF6t9Pi1CQr29TY5GQCgoaRVrLDO/eMAgDNQkAP14GhuoSb/Z6v+8+shSVLcBf6aNrSLLmVvcQBwO/YV1rl/HABwBgpyoAozl2zXyh1Han397iN5yioolodFuvfytho78CL5ens6MSEAoLFITWfLMwBA1SjIgTN8vTldryzdUefXSYgK0vRbuqhLy9C6hwIANEp5hSX6/XjZYp5MWQcAnImCHPiDo7mFenLRFkll93sPaB9Rq9fx8/ZUr7ZhLN4DAG5ue2aODEMKD7QqnF01AABnoCAHyhmGof9duFnH84rUITpYk27oJB8vCmoAQO2lle8/3oHRcQBAFag2gHJf/HpI3/6WKS8Pi16+NZFiHABQZ9w/DgA4FyoOQFJm9ik9/flvkqSHr2qnjjH84QQAqDv7lmdRjJADAM5GQQ63ZxiGJn62WVkFxbq4RYhGD7jQ7EgAgCbAMAyllm95lsCWZwCAKlCQw+19sv6Avk87LB9PD708LJGF2AAATnHwZIFyTpXIy8Oi+IhAs+MAAFwQlQfc2qGTBZryn62SpHFXX6SLIplSCABwjorp6vERgaxLAgCoEr0D3JZhGHp8wSblFJaoW6tQ3XtZW7MjAQCakDT7dHU+7AUAVI2CHG5r3tp9+mHHUVm9PPTSrYny9LCYHQkA0ISk2rc84/5xAEDVKMjhlvYdy9cLX6dKkiZck6C2zbm3DwDgXBVbniVQkAMAqkFBDrdjsxl67NNflV9Uqp5twjSqT5zZkQAATUxBUan2Hs2TJHVgyjoAoBoU5HA7767Zq7V7jsvfx1Mv3ZIoD6aqAwCcbMfhHNkMKSzAR82DrGbHAQC4KApyuJXdR3L14uI0SdLEQR3U6gJ/kxMBAJqiiunqHaKDZLHwwS8AoGoU5HAbpTZD4z/5VaeKbeoXH647erUyOxIAoIlKLd/yLCGK+8cBANWjIIfbePOH3UrZd1KBVi+9eEsXRiwAAPWGLc8AADVBQQ63sCMzRy8v2S5Jeur6DmoR6mdyIgBAU2UYhn2EnC3PAADnQkGOJq+k1Ka/fvKrikpsuqJ9cw3rEWt2JABAE5aRfUpZBcXy9LAoPoJtNQEA1aMgR5P32vJd2nQgS8G+Xpo2lKnqAID6lVY+Ot42PEC+3p4mpwEAuDIKcjRpWw9l6x/f75AkTb6xkyKDfU1OBABo6lIr7h9nujoA4DwoyNFkFZWUTVUvLjV0dcdIDUlqYXYkAIAbOH3/OAu6AQDOjYIcTdY/v9+h1PRsNfP31vM3XcxUdQBAg0ir2IOcLc8AAOfhZXYAwNnyi0r05g97NHv5LknSlCGd1TzIanIqAIA7OFVcqt1H8yRJCYyQAwDOg4IcTUapzdCClAN6+b/blJldKEm6uVsLXd8lxuRkAAB3sfNwrkpthkL9vRXFuiUAgPOgIEeTsGrHUT3/dapSy6cJtmzmp8evSdD1XaJNTgYAcCcV/VBCVBC3SgEAzouCHI3atowcTf0mVcu3HZEkBft66aEr2+muPq1l9WKrGQBAw0rLKFvQLYH7xwEANUBBjkbpcM4pzVyyXR+v2y+bIXl7WnTnpXF66Mp4NQvwMTseAMBNpZVvecYK6wCAmqAgR70pKbXp1wNZKim1KSE6WCF+3nV+zfyiEr2xco/+tXKX8otKJUnXdo7S49ckKC48oM6vDwBAbRmG8YctzxghBwCcHwU5nGr/8Xyt3HFEK7cf0Y87jymnsMT+XItQP3WIDlbHmGB1jA5Sh+hgxTbzl4fH+e+xq2rBtqTYUD15XQf1iAurt58HAICaKLUZ2rj/hI7nFcnDIrWLYIQcAHB+FOT1pKjEpp2Hc5Wanq2t6dlKTc/W/hP5ahXmr47RwepQ/hUfEShvz8a7HXx+UYnW7j6uFduPaOWOI9p9JK/S8838veXv46WDJwvsX9+lZtqfD7R6KSEqyF6od4gOVvvIIPn5nL7/+4cdR/T8V6n2+/Jiw8oWbLvu4mgWzAEAFzR79mz9/e9/V0ZGhhITE/Xqq6+qZ8+e1Z7/ySef6KmnntLevXvVrl07vfjiixo0aFADJnbcsdxCbdx/Uhv2ndSG/Sf06/4s5ZZ/CN0mPKBSPwYAQHUoyJ3gRF6RvfAuK75ztPNwjopLjbPO3X+8QKt3HrM/9vH0UHxEoL0Y7RAdpI7RwQr1d837oA3DUFpGjlaWF+Dr9pxQUanN/rynh0XdWoXq8nbNdflFzdW5RYg8PSzKKihW2h8+nEhNz9G2zBzlFpbol99P6JffT9hfw8NS9sdMh+hgZRUU64cdRyWVLdj28FXtdGdvFmwDAFf18ccfa9y4cZozZ4569eqlWbNmKTk5Wdu2bVNERMRZ5//444+6/fbbNXXqVF1//fX64IMPNGTIEKWkpKhz584m/ARnKy61KTU9u6z43ndCG/af1O/H8s86z9/HU11ahmj0gHgTUgIAGiOLYRhnV41NSHZ2tkJCQpSVlaXg4Lrdz2WzGdp7LE+p6TmVRr7Ts05VeX6Qr5d9NLxjdLBaXeCv38uv33qo7No/Tun+o5gQ30qjxh2igxUeaE6RXlBUqjW7j2nl9qP6YccRHc4prPR8y2Z+uvyi5rq8XXP1ib9Awb41u1e8pNSm3Ufzytry0On2PJpbVOk8b0+L7updtmCbq35QAQCOcGbf5Gp69eqlSy65RP/85z8lSTabTbGxsXrooYf0xBNPnHX+8OHDlZeXpy+//NJ+7NJLL1VSUpLmzJlTo+/p7PbMyDqllH0nyorvfSe1+WCWCktsZ50XHxGorrGh6tqqmbq2CtVFkUHyrMFtWACApq+mfRMj5DVUWFKq7lO+s09HO9Mfp6KXFdFBahHqd9aU6kvbXmD/t2EYOnCiwF6Ibj2UrdSMbO0/XqBDWad0KOuUlqYdrtefqzb8vD11aduwsiL8ouZqGx5Qq6njXp4euigySBdFBunGpBb244dzTtk/tMg5VaxhPWJZsA0AGoGioiKtX79eEydOtB/z8PDQwIEDtWbNmiqvWbNmjcaNG1fpWHJyshYtWlTt9yksLFRh4ekPh7Ozs+sW/A/umbuuyr43xM9bXVuFqmtsWfGdGBvqlMVKAQDujYK8hqxenmoeZFVxqU0JUUH2keuO0cFqHxWkoBqOCv+RxWJRbJi/YsP8ldwpyn48+1Sx0tJztPVQVtlofEa20jJyVFTFp/MNJSEqSP3LC/Aecc3qdcp4RJCvIoJ81f+i5vX2PQAAznf06FGVlpYqMjKy0vHIyEilpaVVeU1GRkaV52dkZFT7faZOnarJkyfXPXAVYsP85WEp20e8a6vTo9+1/fAZAIBzoSB3wEf3XarwQGu9T0cL9vVWzzZh6tnm9OrhpTZDJTZzCnIPi6VRLzwHAGhaJk6cWGlUPTs7W7GxsU557YeujNdjye0VYOVPJABA/aO3cUBksK9p39vTwyJPDxYyAwC4rvDwcHl6eiozM7PS8czMTEVFRVV5TVRUlEPnS5LVapXVaq174CpcEFg/rwsAQFUaxbDn7NmzFRcXJ19fX/Xq1Us///yz2ZEAAMAZfHx81L17dy1dutR+zGazaenSperdu3eV1/Tu3bvS+ZK0ZMmSas8HAKApcfmCvGL7lEmTJiklJUWJiYlKTk7W4cOut9gZAADubty4cXrjjTf07rvvKjU1VaNHj1ZeXp5GjRolSbrrrrsqLfr2yCOPaPHixXr55ZeVlpamZ555Rr/88ovGjBlj1o8AAECDcfmCfMaMGbr33ns1atQodezYUXPmzJG/v7/efvtts6MBAIAzDB8+XC+99JKefvppJSUlaePGjVq8eLF94bZ9+/YpPT3dfn6fPn30wQcf6PXXX1diYqI+/fRTLVq0yGX2IAcAoD659D7kRUVF8vf316effqohQ4bYj48cOVInT57U559/ftY1VW2FEhsb2yT3egUANE5NeR9yM9CeAABXU9O+yaVHyM+1fUp126FMnTpVISEh9i9nrboKAAAAAIAzuXRBXhsTJ05UVlaW/Wv//v1mRwIAAAAA4Cwuve1ZbbZPqc+tUAAAAAAAcBaXHiGvzfYpAAAAAAA0Bi49Qi6VbZ8ycuRI9ejRQz179tSsWbMqbZ8CAAAAAEBj5PIF+fDhw3XkyBE9/fTTysjIUFJSUqXtUwAAAAAAaIxcviCXpDFjxmjMmDFmxwAAAAAAwGlc+h5yAAAAAACaKgpyAAAAAABM0CimrNeFYRiSpOzsbJOTAABQpqJPquijUDf09QAAV1PTvr7JF+Q5OTmSpNjYWJOTAABQWU5OjkJCQsyO0ejR1wMAXNX5+nqL0cQ/nrfZbDp06JCCgoJksVjq9FrZ2dmKjY3V/v37FRwc7KSETRtt5jjazHG0meNoM8c4u70Mw1BOTo5iYmLk4cHdY3VFX28u2sxxtJnjaDPH0WaOc2ab1bSvb/Ij5B4eHmrZsqVTXzM4OJhfagfRZo6jzRxHmzmONnOMM9uLkXHnoa93DbSZ42gzx9FmjqPNHOesNqtJX8/H8gAAAAAAmICCHAAAAAAAE1CQO8BqtWrSpEmyWq1mR2k0aDPH0WaOo80cR5s5hvZyH/y3dhxt5jjazHG0meNoM8eZ0WZNflE3AAAAAABcESPkAAAAAACYgIIcAAAAAAATUJADAAAAAGACCnIAAAAAAExAQQ4AAAAAgAkoyM8we/ZsxcXFydfXV7169dLPP/98zvM/+eQTJSQkyNfXVxdffLG+/vrrBkrqOhxps7lz58pisVT68vX1bcC05lq5cqVuuOEGxcTEyGKxaNGiRee9Zvny5erWrZusVqvi4+M1d+7ces/pShxts+XLl5/1O2axWJSRkdEwgV3A1KlTdckllygoKEgREREaMmSItm3bdt7r3PX9rDbt5e7vZY0dfb3j6OsdQ3/vOPp7x9DXO85V+3sK8j/4+OOPNW7cOE2aNEkpKSlKTExUcnKyDh8+XOX5P/74o26//Xbdc8892rBhg4YMGaIhQ4Zoy5YtDZzcPI62mSQFBwcrPT3d/vX77783YGJz5eXlKTExUbNnz67R+Xv27NF1112nK664Qhs3btSjjz6q//mf/9G3335bz0ldh6NtVmHbtm2Vfs8iIiLqKaHrWbFihR588EH99NNPWrJkiYqLi3X11VcrLy+v2mvc+f2sNu0lufd7WWNGX+84+nrH0d87jv7eMfT1jnPZ/t6AXc+ePY0HH3zQ/ri0tNSIiYkxpk6dWuX5w4YNM6677rpKx3r16mXcf//99ZrTlTjaZu+8844REhLSQOlcmyRj4cKF5zxnwoQJRqdOnSodGz58uJGcnFyPyVxXTdps2bJlhiTjxIkTDZKpMTh8+LAhyVixYkW15/B+dlpN2ov3ssaLvt5x9PV1Q3/vOPp7x9HXO85V+ntGyMsVFRVp/fr1GjhwoP2Yh4eHBg4cqDVr1lR5zZo1ayqdL0nJycnVnt/U1KbNJCk3N1etW7dWbGysbrzxRv32228NEbdRcvffsbpISkpSdHS0/vSnP2n16tVmxzFVVlaWJCksLKzac/hdO60m7SXxXtYY0dc7jr6+Ybj771ld0N+Xoa93nKv09xTk5Y4eParS0lJFRkZWOh4ZGVntvSgZGRkOnd/U1KbN2rdvr7fffluff/653n//fdlsNvXp00cHDhxoiMiNTnW/Y9nZ2SooKDAplWuLjo7WnDlztGDBAi1YsECxsbEaMGCAUlJSzI5mCpvNpkcffVR9+/ZV586dqz3P3d/PKtS0vXgva5zo6x1HX98w6O8dR39/Gn2941ypv/dy2isBNdC7d2/17t3b/rhPnz7q0KGD/vWvf2nKlCkmJkNT0b59e7Vv397+uE+fPtq1a5dmzpypf//73yYmM8eDDz6oLVu2aNWqVWZHaRRq2l68lwHV4/8PNAT6+9Po6x3nSv09I+TlwsPD5enpqczMzErHMzMzFRUVVeU1UVFRDp3f1NSmzc7k7e2trl27aufOnfURsdGr7ncsODhYfn5+JqVqfHr27OmWv2NjxozRl19+qWXLlqlly5bnPNfd388kx9rrTLyXNQ709Y6jr28Y9PfO4Y79PX2941ytv6cgL+fj46Pu3btr6dKl9mM2m01Lly6t9KnIH/Xu3bvS+ZK0ZMmSas9vamrTZmcqLS3V5s2bFR0dXV8xGzV3/x1zlo0bN7rV75hhGBozZowWLlyo77//Xm3atDnvNe78u1ab9joT72WNA3294+jrG4a7/545izv19/T1jnPZ/r5el4xrZD766CPDarUac+fONbZu3Wrcd999RmhoqJGRkWEYhmHceeedxhNPPGE/f/Xq1YaXl5fx0ksvGampqcakSZMMb29vY/PmzWb9CA3O0TabPHmy8e233xq7du0y1q9fb9x2222Gr6+v8dtvv5n1IzSonJwcY8OGDcaGDRsMScaMGTOMDRs2GL///rthGIbxxBNPGHfeeaf9/N27dxv+/v7GY489ZqSmphqzZ882PD09jcWLF5v1IzQ4R9ts5syZxqJFi4wdO3YYmzdvNh555BHDw8PD+O6778z6ERrc6NGjjZCQEGP58uVGenq6/Ss/P99+Du9np9Wmvdz9vawxo693HH294+jvHUd/7xj6ese5an9PQX6GV1991WjVqpXh4+Nj9OzZ0/jpp5/sz/Xv398YOXJkpfPnz59vXHTRRYaPj4/RqVMn46uvvmrgxOZzpM0effRR+7mRkZHGoEGDjJSUFBNSm6Nii44zvyraaOTIkUb//v3PuiYpKcnw8fEx2rZta7zzzjsNnttMjrbZiy++aFx44YWGr6+vERYWZgwYMMD4/vvvzQlvkqraS1Kl3x3ez06rTXu5+3tZY0df7zj6esfQ3zuO/t4x9PWOc9X+3lIeDgAAAAAANCDuIQcAAAAAwAQU5AAAAAAAmICCHAAAAAAAE1CQAwAAAABgAgpyAAAAAABMQEEOAAAAAIAJKMgBAAAAADABBTkAAAAAACagIAeAWjhx4oQmT56s9PR0s6MAAIB6QF+PhmAxDMMwOwQANDZ33XWXjh07Jm9vby1atMjsOAAAwMno69EQGCEHAAd99dVXysnJ0VdffaXQ0FDNmzfP7EgAAMCJ6OvRUCjIARczYMAAPfroo2bHcArDMHTfffcpLCxMFotFGzduPOtYaGioQz+vK7TPddddp4ULF0qS5s6dqxEjRpiaBwDQuLhCX+Ys9PVA3TBlHajC3XffrXfffVeS5O3trVatWumuu+7S3/72N3l5edXr9z5+/Li8vb0VFBRUr9+nIXzzzTe68cYbtXz5crVt21bh4eFasmRJpWMeHh7y8/Or8c9bH+0zYMAAJSUladasWU57TQCAa6Ovdw76eqBu6vfdBmjErrnmGr3zzjsqLCzU119/rQcffFDe3t6aOHHiWecWFRXJx8fHKd83LCzMKa/jCnbt2qXo6Gj16dPnnMcc0ZTaBwBgLvr6uqOvB+qGKetANaxWq6KiotS6dWuNHj1aAwcO1BdffCGp7FPWMWPG6NFHH1V4eLiSk5MlSXFxcWd98pqUlKRnnnnGft3DDz+sCRMmKCwsTFFRUfbnKpw5Tasm1+Tk5GjEiBEKCAhQdHS0Zs6ced7pXjabTdOnT1d8fLysVqtatWql559/3v58YWGhHn74YUVERMjX11f9+vXTunXrKl0/depUtWnTRn5+fkpMTNSnn35qf/7uu+/WQw89pH379slisSguLq7KY2fmPF+uqs4/V47ztd/dd9+tFStW6JVXXpHFYpHFYtHevXurbLOMjAxZLBa98sor6tq1q3x9fdWpUyetWrWq2nYGALgu+nr6+jPR16OhUZADNeTn56eioiL743fffVc+Pj5avXq15syZU+PXeffddxUQEKC1a9dq+vTpevbZZ7VkyZI6XTNu3DitXr1aX3zxhZYsWaIffvhBKSkp53zNiRMnatq0aXrqqae0detWffDBB4qMjLQ/P2HCBC1YsEDvvvuuUlJSFB8fr+TkZB0/flySNHXqVL333nuaM2eOfvvtN40dO1Z33HGHVqxYIUl65ZVX9Oyzz6ply5ZKT0/XunXrqjzmaK4znS/H+drvlVdeUe/evXXvvfcqPT1d6enpio2NrfJ7bdy4UZL09ttva9asWdq4caNatWqlESNGyGaznbO9AQCuj76evp6+Hg3OAHCWkSNHGjfeeKNhGIZhs9mMJUuWGFar1Rg/frxhGIbRv39/o2vXrmdd17p1a2PmzJmVjiUmJhqTJk2yX9evX79Kz19yySXG448/bn/cv39/45FHHqn0+FzXZGdnG97e3sYnn3xif/7kyZOGv79/pdf5o+zsbMNqtRpvvPFGlc/n5uYa3t7exrx58+zHioqKjJiYGGP69OnGqVOnDH9/f+PHH3+sdN0999xj3H777fbHM2fONFq3bl3pnDOP/fHnPV+uM8+vSY7atHl1pk2bZnh7ext79uyxH/vll18MSca+ffvOez0AwHXQ19PXV4W+Hg2Ne8iBanz55ZcKDAxUcXGxbDab/vznP1ea/tS9e/davW6XLl0qPY6Ojtbhw4drfc3u3btVXFysnj172p8PCQlR+/btq3291NRUFRYW6qqrrqry+V27dqm4uFh9+/a1H/P29lbPnj2VmpqqnTt3Kj8/X3/6058qXVdUVKSuXbue82c5l/PlOlNNc9SmzauyceNG3XzzzYqLi7MfCw4Odvh1AACugb6evv5M9PVoaBTkQDWuuOIKvfbaa/Lx8VFMTMxZK64GBAScdY2Hh4eMMzYuKC4urvTY29u70mOLxXLeKVC1ueZc/Pz8an2tJOXm5koq26OzRYsWlZ6zWq0NlqumOZzVfhs3btTIkSMrHVuzZo3Cw8PP+v4AANdHX189+vrT6OtRn7iHHKhGQECA4uPj1apVqxpvf9K8eXOlp6fbH2dnZ2vPnj31FVGS1LZtW3l7e1e6RysrK0vbt2+v9pp27drJz89PS5curfL5Cy+80H7PXIXi4mKtW7dOHTt2VMeOHWW1WrVv3z7Fx8dX+qrunqyaOF+uMzkrh4+Pj0pLS895TkFBgXbs2FHpPJvNplmzZmnkyJHy8ODtFAAaG/p6+vo/oq+HGRghB5zoyiuv1Ny5c3XDDTcoNDRUTz/9tDw9Pev1ewYFBWnkyJF67LHHFBYWpoiICE2aNEkeHh6yWCxVXuPr66vHH39cEyZMkI+Pj/r27asjR47ot99+0z333KOAgACNHj3a/pqtWrXS9OnTlZ+fr3vuuUdBQUEaP368xo4dK5vNpn79+ikrK0urV69WcHDwWZ8s19T5clX1szsjR1xcnNauXau9e/cqMDBQYWFhZ3W6mzdvlsVi0fvvv68rr7zS/t/35MmTevLJJ2v18wIAGh/6evp6wJkoyAEnmjhxovbs2aPrr79eISEhmjJlSr1/ai5JM2bM0AMPPKDrr79ewcHBmjBhgvbv3y9fX99qr3nqqafk5eWlp59+WocOHVJ0dLQeeOAB+/PTpk2TzWbTnXfeqZycHPXo0UPffvutmjVrJkmaMmWKmjdvrqlTp2r37t0KDQ1Vt27d9Le//a1OP8v5cp3JGTnGjx+vkSNHqmPHjiooKNCePXsq3TsmlU1hS0hI0IQJEzR06FBlZWUpOTlZK1asUGhoaC1/WgBAY0NfT18POJPFOPMmGACNXl5enlq0aKGXX365yk+b4bgHH3xQJ06c0AcffGB2FAAA6OvrAX09zMCNEEATsGHDBn344YfatWuXUlJSNGLECEnSjTfeaHKypmPjxo1nreAKAEBDoa+vf/T1MAMFOdBEvPTSS0pMTNTAgQOVl5enH374QeHh4WbHahIMw9DmzZvppAEApqKvrz/09TALU9YBAAAAADABI+QAAAAAAJiAghwAAAAAABNQkAMAAAAAYAIKcgAAAAAATEBBDgAAAACACSjIAQAAAAAwAQU5AAAAAAAmoCAHAAAAAMAEFOQAAAAAAJiAghwAAAAAABNQkAMAAAAAYIL/Dx5JHUEa7uP3AAAAAElFTkSuQmCC", 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_pruning(dropout_p, T=4):\n", "\n", " memories = [generate_memory() for _ in range(9)]\n", " model = StochasticHopfieldNetwork(memories, T=4)\n", "\n", " # Gradually increase the pruning coefficient and measure the network's performance\n", " pruning_coefs = np.linspace(0, 2.5, 26)\n", " avg_hamming_distances = []\n", " sparsities = []\n", " for pruning_coef in pruning_coefs:\n", " model.apply_pruning(pruning_coef)\n", " # Print sparsity of model weights\n", " sparsity = np.sum(model.W == 0) / model.W.size\n", " sparsities.append(sparsity)\n", " hamming_distances = []\n", " for mu in memories:\n", " # Clamp network activity to the degraded input pattern\n", " mu_ = degrade_input(mu, dropout_p)\n", " model.activity = mu_\n", " dist = model.attempt_recall(mu, mu_)\n", " hamming_distances.append(dist)\n", " avg_hamming_distance = np.mean(hamming_distances)\n", " avg_hamming_distances.append(avg_hamming_distance)\n", "\n", " # Plot the average Hamming distance as a function of the pruning coefficient\n", "\n", " fig, axes = plt.subplots(1, 2, figsize=(12, 5))\n", " fig.suptitle(\"Effect of pruning on network performance (stochastic, dropout_p = {}, T = {})\".format(dropout_p, T))\n", " axes[0].plot(pruning_coefs, avg_hamming_distances)\n", " axes[0].set_xlabel(r\"Pruning coefficient $\\hat p$\")\n", " axes[0].set_ylabel(\"Average Hamming distance\")\n", " axes[0].set_title(r\"Avg. Hamming dist. as function of $\\hat p$\")\n", " axes[1].plot(pruning_coefs, sparsities)\n", " axes[1].set_xlabel(r\"Pruning coefficient $\\hat p$\")\n", " axes[1].set_ylabel(\"Fraction pruned synapses\")\n", " axes[1].set_title(r\"Synapse sparsity as function of $\\hat p$\")\n", " plt.show()\n", "\n", "plot_pruning(0.1)\n", "plot_pruning(0.2)\n", "plot_pruning(0.33)\n", "plot_pruning(0.5)\n", "plot_pruning(0.75)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We would now like to assess the occurrence of \"functional fragmentation\" or \"spurious attractors\" after pruning.\n", "\n", "We can define a network that stores a number of pre-defined memories. We will then apply heavy pruning to the network, assess the recall of one of the memories and observe the network's behaviour during (attempted) convergence." ] }, { "cell_type": "code", "execution_count": 223, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Hamming distance to memory 1: 21\n", "Hamming distance to memory 2: 53\n", "Hamming distance to memory 3: 32\n", "Hamming distance to memory 4: 30\n", "Hamming distance to memory 5: 63\n", "Hamming distance to memory 6: 58\n", "Hamming distance to memory 7: 30\n", "Hamming distance to memory 8: 49\n", "Hamming distance to memory 9: 57\n", "Hamming distance to memory 10: 59\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a single random generator with a fixed seed\n", "rng = np.random.default_rng(seed=30)\n", "\n", "# Generate memories with the seeded RNG\n", "memories = [generate_memory(rng=rng) for _ in range(10)]\n", "\n", "# Plot the structured memories\n", "fig, axes = plt.subplots(2, 5, figsize=(12, 5))\n", "for i, mu in enumerate(memories):\n", " axes[i // 5, i % 5].imshow(mu.reshape((10, 10)), cmap='gray')\n", " axes[i // 5, i % 5].set_title(f\"Memory {i + 1}\")\n", " axes[i // 5, i % 5].set_xticks([4, 9])\n", " axes[i // 5, i % 5].set_yticks([4, 9])\n", "plt.show()\n", "\n", "# Create the Hopfield model\n", "model = StochasticHopfieldNetwork(memories, T=4, rng=rng)\n", "model.apply_pruning(1.25)\n", "\n", "# Degrade memory with the same RNG\n", "mu = memories[0]\n", "mu_ = degrade_input(mu, dropout_p=0.35, rng=rng)\n", "\n", "# Plot mu and mu_\n", "fig, axes = plt.subplots(1, 2, figsize=(8, 4))\n", "axes[0].imshow(mu.reshape((10, 10)), cmap='gray')\n", "axes[0].set_title(\"Memory\")\n", "axes[0].set_xticks([4, 9])\n", "axes[0].set_yticks([4, 9])\n", "axes[1].imshow(mu_.reshape((10, 10)), cmap='gray')\n", "axes[1].set_title(\"Degraded memory\")\n", "axes[1].set_xticks([4, 9])\n", "axes[1].set_yticks([4, 9])\n", "plt.show()\n", "\n", "# Update the model activity and plot it\n", "model.activity = mu_\n", "for step in range(30):\n", " model.update_activity() # Ensure `model.update_activity` uses the same RNG\n", " if step % 5 == 4:\n", " plt.imshow(model.activity, cmap='gray')\n", " plt.title(f\"Step {step + 1}\")\n", " plt.xticks([4, 9])\n", " plt.yticks([4, 9])\n", " plt.show()\n", "\n", "# Print the Hamming distance\n", "for i, mu in enumerate(memories):\n", " dist = np.sum(model.activity.flatten() != mu)\n", " print(f\"Hamming distance to memory {i + 1}: {dist}\")\n", "\n", "# NOTE. For exploration purposes, we plot the distance between the converged activity and each memory within each quadrant.\n", "heatmap = np.zeros((10, 4))\n", "# Loop through each memory and compute distances\n", "for i, mu in enumerate(memories):\n", " mu_reshaped = mu.reshape((10, 10)) # Reshape memory for quadrant comparisons\n", " for x in range(10):\n", " for y in range(10):\n", " # Determine which quadrant the (x, y) point belongs to\n", " if x < 5 and y < 5: # Top-left (1st quadrant)\n", " heatmap[i, 0] += model.activity[x, y] != mu_reshaped[x, y]\n", " elif x < 5 and y >= 5: # Top-right (2nd quadrant)\n", " heatmap[i, 1] += model.activity[x, y] != mu_reshaped[x, y]\n", " elif x >= 5 and y < 5: # Bottom-left (3rd quadrant)\n", " heatmap[i, 2] += model.activity[x, y] != mu_reshaped[x, y]\n", " elif x >= 5 and y >= 5: # Bottom-right (4th quadrant)\n", " heatmap[i, 3] += model.activity[x, y] != mu_reshaped[x, y]\n", "\n", "# Plot the heatmap\n", "plt.imshow(heatmap, cmap='hot', interpolation='nearest')\n", "plt.xlabel(\"Quadrant\")\n", "plt.ylabel(\"Memory\")\n", "plt.title(\"Hamming distance between activity and memory in each quadrant\")\n", "plt.colorbar(label=\"Hamming Distance\")\n", "plt.xticks(range(4), [\"Q1\", \"Q2\", \"Q3\", \"Q4\"]) # Quadrant labels\n", "plt.yticks(range(10), [f\"Mem {i+1}\" for i in range(10)]) # Memory labels\n", "plt.show()\n", "\n", "\n", "fig, axes = plt.subplots(1, 4, figsize=(16, 4))\n", "\n", "# First subplot: Final model activity with shaded quadrants\n", "axes[0].imshow(model.activity, cmap='gray')\n", "axes[0].set_title(\"Final model activity\")\n", "axes[0].set_xticks([4, 9])\n", "axes[0].set_yticks([4, 9])\n", "\n", "# Shade Quadrant 1 (top-left) in green\n", "axes[0].axhspan(-0.5, 4.5, xmin=0, xmax=0.5, facecolor='green', alpha=0.3)\n", "# Shade Quadrant 2 (top-right) in red\n", "axes[0].axhspan(-0.5, 4.5, xmin=0.5, xmax=1, facecolor='red', alpha=0.3)\n", "# Shade Quadrant 4 (bottom-right) in blue\n", "axes[0].axhspan(4.5, 9.5, xmin=0.5, xmax=1, facecolor='blue', alpha=0.3)\n", "\n", "# Second subplot: Memory 1\n", "axes[1].imshow(memories[0].reshape((10, 10)), cmap='gray')\n", "axes[1].set_title(\"Memory 1\")\n", "axes[1].set_xticks([4, 9])\n", "axes[1].set_yticks([4, 9])\n", "# Shade quadrants 1 in green\n", "axes[1].axhspan(-0.5, 4.5, xmin=0, xmax=0.5, facecolor='green', alpha=0.3)\n", "\n", "# Third subplot: Memory 7\n", "axes[2].imshow(memories[6].reshape((10, 10)), cmap='gray')\n", "axes[2].set_title(\"Memory 7\")\n", "axes[2].set_xticks([4, 9])\n", "axes[2].set_yticks([4, 9])\n", "# Shade quadrant 2 in red\n", "axes[2].axhspan(-0.5, 4.5, xmin=0.5, xmax=1, facecolor='red', alpha=0.3)\n", "\n", "# Fourth subplot: Memory 3\n", "axes[3].imshow(memories[2].reshape((10, 10)), cmap='gray')\n", "axes[3].set_title(\"Memory 3\")\n", "axes[3].set_xticks([4, 9])\n", "axes[3].set_yticks([4, 9])\n", "# Shade quadrant 4 in blue\n", "axes[3].axhspan(4.5, 9.5, xmin=0.5, xmax=1, facecolor='blue', alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the above example, the final activity pattern of the model resembles the correct memory (1) most closely in the top-left quadrant, but is actually more similar to memories 7 / 3 in quadrants 2 / 4. The model thus ends up in a mixture of memories at once. Synaptic pruning appears to cause a loss of coherence among the network activities in different regions of the topological space. At least intuitively (and, perhaps, naively?), this phenomenon could be said to resemble the dyscoordination of thoughts, actions and emotions (processed, to some degree, in separate parts of the brain) that is said to occur in Schizophrenia [https://academic.oup.com/schizophreniabulletin/article/34/1/155/1892304].\n", "\n", "On another note, the notable \"T-shape\" in the lower left quadrant of the network activity first occurs on Step 15 of convergence, and then persists, although it does not appear in any of the network's stored patterns. This is what Hoffmann and Dobscha call a \"parasitic locus\". One might liken this phenomenon to the occurrence of persistent thoughts in Schizophrenia, that appear to be improperly grounded in previous experience. The author of this solution finds that argument a bit less convincing -- but you be the judge!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] } ], "metadata": { "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": "3.10.11" } }, "nbformat": 4, "nbformat_minor": 2 }