{ "cells": [ { "cell_type": "markdown", "id": "06a706c2-4450-4d65-9f1b-d2e006d96dcd", "metadata": {}, "source": [ "# Example: 2D Koopman - Part 2/3\n", "\n", "- Author: Dr. Daning Huang\n", "- Date: 08/04/2025\n", "- Updated: 05/07/2026" ] }, { "cell_type": "markdown", "id": "9e5d0aa7-901b-40ec-bc5f-967d376dadd0", "metadata": {}, "source": [ "As the second part of this example, we show two things:\n", "\n", "- More refined options in the NODE optimizer regarding sweeping\n", "- Using the NODE optimizer for discrete-time models" ] }, { "cell_type": "markdown", "id": "2076d75b-569d-4227-b1cf-71196e6e8504", "metadata": {}, "source": [ "## Preparation\n", "\n", "As usual, a few imports:" ] }, { "cell_type": "code", "execution_count": 1, "id": "f13f2f44-96af-4e90-bf42-6c54599d3a63", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import torch\n", "\n", "from dymad.io import load_model\n", "from dymad.models import KBF\n", "from dymad.training import NODETrainer\n", "from dymad.utils import plot_summary, plot_trajectory, TrajectorySampler" ] }, { "cell_type": "markdown", "id": "bbba1048-60ef-4168-bba7-4ea10fa76e50", "metadata": {}, "source": [ "We already have data from Part 1, so no data generation here. The config file `kp_model.yaml` is the same, too.\n", "\n", "That file carries the shared dataset, transform, and base model defaults, so below we override the `model`, `criterion`, and `training` entries used for each sweep experiment.\n", "\n", "Next, the specifications for modeling and training:\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "11ced34a-1a90-4496-9ea4-7160a88b8846", "metadata": {}, "outputs": [], "source": [ "mdl_kb = {\n", " \"name\" : 'kp_model',\n", " \"encoder_layers\" : 2,\n", " \"decoder_layers\" : 2,\n", " \"hidden_dimension\" : 32,\n", " \"koopman_dimension\" : 4,\n", " \"autoencoder_type\": \"cat\",\n", " \"activation\" : \"prelu\",\n", " \"weight_init\" : \"xavier_uniform\"}\n", "crit = {\n", " \"dynamics\" : {\"weight\" : 1.0},\n", " \"recon\" : {\"weight\" : 1.0}}\n", "trn_ref = {\n", " \"n_epochs\": 400,\n", " \"save_interval\": 20,\n", " \"load_checkpoint\": False,\n", " \"learning_rate\": 5e-3,\n", " \"decay_rate\": 0.999,\n", " \"ode_method\": \"dopri5\",\n", " \"ode_args\": {\n", " \"rtol\": 1.e-7,\n", " \"atol\": 1.e-9\n", " },\n", " \"sweep_epoch_step\": 100,\n", " \"sweep_lengths\": [10, 20, 30, 50],\n", "}" ] }, { "cell_type": "markdown", "id": "24cfa604-ab1e-4549-bce2-e5922754fec8", "metadata": {}, "source": [ "## Sweeping Options\n", "\n", "By default, we choose a sweeping length sequence of `[10, 20, 30, 50]`, and the length changes every 100 epochs. Recall that this means:\n", "\n", "- Start training the model using the first 10 steps of trajectories.\n", "- When 100 epochs are reached, switch to using the first 20 steps of trajectories.\n", "- Then 30 and 50.\n", "- Then the optimization continues until the maximum number of epochs is achieved.\n", "\n", "Now more options are explored.\n", "\n", "> Note that the goal here is to show the tuning of options, so there is no guarantee on the accuracy of the trained models.\n", "\n", "First, let's define the default case as `nd1`." ] }, { "cell_type": "code", "execution_count": 3, "id": "170821fe-01f0-43f5-bf60-4c49cc050efa", "metadata": {}, "outputs": [], "source": [ "trn_nd1 = {}\n", "trn_nd1.update(trn_ref)" ] }, { "cell_type": "markdown", "id": "003156ab-1350-484b-ad9f-1157bcd7b5e6", "metadata": {}, "source": [ "The second case below adds a tolerance sequence. Sometimes over a short length the loss may have already sufficiently reduced, and training more using the short length might not help as much; in this case we can set the tolerance, and let the optimizer move on to the next length earlier." ] }, { "cell_type": "code", "execution_count": 4, "id": "30ac1769-7455-4f1b-8f89-056a39f17767", "metadata": {}, "outputs": [], "source": [ "trn_nd2 = {\n", " \"sweep_tols\": [0.4, 0.1],\n", "}\n", "trn_nd2.update(trn_ref)" ] }, { "cell_type": "markdown", "id": "94a006cf-efed-42f9-9726-700c18085b97", "metadata": {}, "source": [ "The third case modifies the sweeping mode as `full`. In the previous default case, when a tolerance is achieved at the last sweeping length and the optimizer switches to the next tolerance, the sweeping length stays the same. In other words, when a later length is chosen, the earlier lengths are never used again.\n", "\n", "In this third case, the sweeping length resets once the tolerance is changed." ] }, { "cell_type": "code", "execution_count": 5, "id": "e6b9219e-322e-4c55-a910-5a24b5e0955e", "metadata": {}, "outputs": [], "source": [ "trn_nd3 = {\n", " \"sweep_tols\": [0.4, 0.1],\n", " \"sweep_mode\": \"full\",\n", "}\n", "trn_nd3.update(trn_ref)" ] }, { "cell_type": "markdown", "id": "4e66c779-970f-40dc-8c66-381be7fd5f0f", "metadata": {}, "source": [ "The last case is somewhat different from the previous two. It defines a \"chop\" mode of `unfold`. In the first case, for length `N`, only the first `N` steps of the trajectories are used. But in many cases, the rest of the trajectories could be used for training too.\n", "\n", "The options below turn on the use of these trajectories. The option `chop_step` specifies the overlap between trajectory segments. For example, `0.5` means 50% overlap (so the overlap changes with lengths). The `chop_step` can be an integer too, which specifies a fixed number of overlapping steps.\n", "\n", "> The `unfold` mode might not work for some cases, e.g., when there are unknown states in the dynamics unless one solves the ODE starting from beginning - this means one cannot start from an arbitrary location on the trajectory." ] }, { "cell_type": "code", "execution_count": 6, "id": "4bba150e-f1ff-4a74-8eed-5e8db2da5094", "metadata": {}, "outputs": [], "source": [ "trn_nd4 = {\n", " \"chop_mode\": \"unfold\",\n", " \"chop_step\": 0.5,\n", "}\n", "trn_nd4.update(trn_ref)" ] }, { "cell_type": "markdown", "id": "a81c9c17-08cc-4a3a-9b11-949e48cedc1f", "metadata": {}, "source": [ "### Comparison\n", "\n", "Next we are ready to train and compare the above cases." ] }, { "cell_type": "code", "execution_count": 7, "id": "79cd4633-87ce-4edc-b0e1-80383e367c1f", "metadata": {}, "outputs": [], "source": [ "trn_opts = [trn_nd1, trn_nd2, trn_nd3, trn_nd4]\n", "config_path = 'kp_model.yaml'\n", "\n", "IDX = [0, 1, 2, 3]\n", "\n", "for i in IDX:\n", " opt = {\"model\": mdl_kb, \"criterion\": crit, \"training\": trn_opts[i]}\n", " opt[\"model\"][\"name\"] = f\"kp_nd{i+1}\"\n", " trainer = NODETrainer(config_path, KBF, config_mod=opt)\n", " trainer.train()" ] }, { "cell_type": "markdown", "id": "dfc27126-8076-4578-b699-fec3cf3bcc1f", "metadata": {}, "source": [ "For comparison, we will only look at the loss curves.\n", "\n", "- `nd1`: The reference case. A discontinuity appears every 100 steps, showing the switching of sweeping length.\n", "- `nd2`: With tolerance. The discontinuity appears much earlier than 100 steps, as the length switches once a tolerance is achieved (in this case 0.4). When the last length is reached, it is kept for the rest of the training. Once the last tolerance is reached, the training stops.\n", "- `nd3`: With tolerance and full sweeping. After the first set of discontinuities (due to tolerance 0.4), the tolerance switches to 0.1 **and** the length switches back to 10. Hence the second set of discontinuities shows up for tolerance 0.1.\n", "\n", "> Since shorter lengths are faster to run for one epoch, selecting the correct sweeping scheme can help accelerate the convergence." ] }, { "cell_type": "code", "execution_count": 8, "id": "292cf6dd-dc27-4a71-89cc-62bb61f5c4be", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nd1 Epoch time: 0.08573960721492767\n", "nd2 Epoch time: 0.06466180539270591\n", "nd3 Epoch time: 0.057021134141562645\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "IDX = [0, 1, 2]\n", "labels = [f\"nd{i+1}\" for i in IDX]\n", "npz_files = [f'kp_{l}' for l in labels]\n", "npzs = plot_summary(npz_files, labels=labels, ifscl=False, ifclose=False)\n", "for j, i in enumerate(IDX):\n", " print(f\"nd{i+1} Epoch time:\", npzs[j]['avg_epoch_time'])" ] }, { "cell_type": "markdown", "id": "2244ac49-ceae-4a18-a2f1-41c0e0883b70", "metadata": {}, "source": [ "Lastly, looking at `nd4`:\n", "\n", "- The loss starts 1.5 orders of magnitude lower than `nd1`, and ends with an even bigger difference. This is due to the dramatically increased number of data samples in the unfold mode.\n", "- But the epoch time shows a clear trade-off: `nd4` takes much more time than `nd1`.\n", "\n", "> The rule of thumb is to fill in the memory of your device as much as possible, using whichever modes. This might mean `initial` mode (the default) on CPU, and `unfold` mode on GPU." ] }, { "cell_type": "code", "execution_count": 9, "id": "0118f9dc-46a7-4711-b8a1-302feb50fd3d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nd1 Epoch time: 0.08573960721492767\n", "nd4 Epoch time: 0.31477461695671083\n" ] }, { "data": { "image/png": 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YGIiJiQnNmzdn8+bNFcru2bOH9u3bY2pqSqNGjVi0aFGldbq5uWFsbHwbV1k1Ozs7LC0tq1U2KSmJ8+fPU1paesNycXFxqFQqPv30UxYvXkyjRo0wMTGhffv2HD58uEL5678jU1NTAgMDWb9+fZV1l5aW8vLLL/Pyyy/TqFGjasUthBBCiAeXJN1CCFHHjh8/TpMmTbCysiq3PSgoCIATJ04Yti1cuJCAgAAOHTpUrbr37NnDpEmTGDFiBJ988glFRUUMGzaMq1evGsqcPn2a3r17k5qaynvvvceYMWN49913b5h41pXp06cTEBBAQkJCtcp///33zJkzh+eff54PP/yQuLg4hg4dWi5p37JlC8OGDUOlUjFr1iwGDx7MmDFjqhynPX/+fDIzM/m///u/GrkmIYQQQtzfZDCaEELUsaSkJFxdXStsv74tMTHxtuuOiIjg3LlzhhbZ7t2707JlS3744QcmT54MwDvvvIOiKOzevRtPT08Ahg0bxkMPPXTb560vLl26xIULF7C1tQXA39+fxx57jD///JOBAwcC8MYbb+Ds7MyePXuwtrYGoGvXrvTu3RsvL69y9SUnJ/PBBx/w6aefVnhIIoQQQghRGWnpFkKIOlZYWIiJiUmF7aampob917333nsoikK3bt2qVXdISEi5LtAtWrTAysqKixcvAqDT6fjzzz8ZPHiwIeEGCAgIoE+fPrdzObVq+fLlKIpS7VnTn3zySUPCDdC5c2cAw/UnJSVx4sQJQkNDDQk3QK9evWjWrFmF+t544w18fX0ZP378HVyFEEIIIR4kknQLIUQdMzMzo7i4uML2oqIiw/7b9fdE+jpbW1syMzMBSEtLo7CwED8/vwrl/P39b/u89cU/r/96An79+uPj4wGqdf0HDhzg22+/5T//+Q9qtfz5FEIIIUT1yF2DEELUMVdXV5KSkipsv77tTpbm0mg0lW5XFOW267yX1OT1T5s2jc6dO+Pj40NcXBxxcXGkp6cD196rS5cu3VGsQgghhLg/yZhuIYSoY61atWLHjh3k5OSUGyd88OBBw/7a4ujoiJmZGRcuXKiwLzIystbOW19cH7Ndneu/dOkS8fHx+Pj4VCj76KOPYm1tTVZWVq3EKYQQQoh7l7R0CyFEHXv88cfR6XQsXrzYsK24uJhly5YRHByMh4eHYfutLBlWHRqNhj59+rBhw4ZyLbURERH8+eefNXKOmlTdJcOqy9XVlVatWrFixQqys7MN27du3cq5c+fKlV28eDHr168v9/Piiy8C8Omnn7Jq1aoaiUkIIYQQ9xdp6RZCiDoWHBzM8OHDmT59OqmpqTRu3JgVK1YQFxfHN998U67swoULmTlzJjt27Kj2ZGo3M3PmTDZv3kznzp2ZNGkSZWVlLFiwgObNm3Pq1KlyZU+dOsWvv/4KQHR0NNnZ2Xz44YcAtGzZkkGDBhnKXp/sLC4u7obnz87OZsGCBQDs3bsXuHadNjY22NjYGGZZh2tLhq1YsYLY2NhqT6Z2M7NmzWLAgAE88sgjjB07loyMDMP15+XlGcr17t27wrHXW7a7du1Ku3btaiQeIYQQQtxfJOkWQoh6YOXKlcyYMYNvv/2WzMxMWrRowe+//06XLl1q/dwtWrTgzz//ZMqUKbzzzju4u7szc+ZMkpKSKiTdx44dY8aMGeW2XX8dGhpaLunOz8+ncePGNz1/ZmZmhTrnzp0LXOv+/fekuzb07duXNWvW8H//939Mnz6dRo0asWzZMn755RfCw8Nr9dxCCCGEuP+plAdlNh0hhBB3zblz52jevDm///47AwYMqOtwhBBCCCHqjIzpFkIIUeN27NhBx44dJeEWQgghxANPWrqFEEIIIYQQQohaIi3dQgghhBBCCCFELZGkWwghhBBCCCGEqCWSdAshhBBCCCGEELVEkm4hhBBCCCGEEKKWyDrdN6HX60lMTMTS0hKVSlXX4QghhBBCiAeUoijk5ubi5uaGWi1tZ0LcKyTpvonExEQ8PDzqOgwhhBBCCCEAuHz5Mu7u7nUdhhCimiTpvglLS0vg2peblZVVHUcjhBBCCCEeVDk5OXh4eBjuT4UQ9wZJum/iepdyKysrSbqFEEIIIUSdkyGPQtxbZDCIEEIIIYQQQghRSyTpFkIIIYQQQgghaskDkXT//vvv+Pv74+fnx5IlS+o6HCGEEEIIIYQQD4j7fkx3WVkZU6ZMYceOHVhbW9O2bVuGDBmCvb19XYcmhBBCCCGEEOI+d9+3dB86dIjmzZvTsGFDLCws6NevH1u2bKnrsIQQQgghhBBCPADqfdK9a9cuBg0ahJubGyqVig0bNlQoExYWhre3N6ampgQHB3Po0CHDvsTERBo2bGh43bBhQxISEu5G6EIIIYQQQgghHnD1vnt5fn4+LVu2ZOzYsQwdOrTC/tWrVzNlyhS++uorgoODmT9/Pn369CEyMhInJ6c6iLjmLFiwgNTUVFxcXHBzc8Pf3x8vLy/MzMxQq+v98xIhhBBCCCGEeODV+6S7X79+9OvXr8r98+bNY8KECYwZMwaAr776io0bN7J06VLefPNN3NzcyrVsJyQkEBQUVGV9xcXFFBcXG17n5OTUwFXcurS0NJYuXUpMTAylpaWUlpai1WopLCwErq3PaGxsTIMGDejduzcqlYqsrCw8PDzw9fWle/futG7dGq1WWyfxCyGEEEIIIYS4B5LuGykpKeHo0aNMnz7dsE2tVhMSEsL+/fsBCAoK4syZMyQkJGBtbc2mTZuYMWNGlXXOmjWLmTNn1nrsN7Nq1SpOnDhheK1SqdDr9VhbW2NqaoqpqSm+vr5YW1vj5uZGXFwccXFxnDx5kpycHP7973+Tn5+PRqOhQYMGODo64uvry3PPPUejRo0ICAiQhFwIIYQQQgghatk9nXSnp6ej0+lwdnYut93Z2Znz588DYGRkxNy5c+nevTt6vZ5p06bdcOby6dOnM2XKFMPrnJwcPDw8aucCbkCn02FqakpRUREAiqIYWuGzs7MBiI+Pr3CcSqXCzMwMOzs72rRpg7W1taGFPC0tjbCwMA4ePEh+fj5mZma4urry+OOPM2zYMAICArC0tLyr1ymEEEIIIYQQ97N7OumurkcffZRHH320WmVNTEwwMTGp5Yhu7rXXXuO1114jLy+PCxcuEBMTQ2xsLJcvXyYxMZHU1FTc3d3JzMzk0qVLXLhwgdLSUhRFoaCggPj4+HJJuVqtpnHjxvj4+DB58mTUajUmJiacOHGCs2fPsnbtWi5evIi5uTn+/v4MGTKEl156CWtr6zr8LQghhBBCCCHEve2eTrodHBzQaDSkpKSU256SkoKLi8sd1R0WFkZYWBg6ne6O6rlTFhYWtG7dmtatW9+wnF6vJz4+nsOHD3P06FFOnjzJhQsXSElJIT8/H71eT1RUFFFRUeWO02q1NG7cmIEDB9K7d29OnDjBH3/8weLFi/noo49wcHDA3d2d0NBQxo0bJ13ShRBCCCGEEOIWqBRFUeo6iOpSqVSsX7+ewYMHG7YFBwcTFBTEggULgGvJp6enJ5MnT+bNN9+843Pm5ORgbW1NdnY2VlZWd1xfXdDr9SQmJnLu3DmOHj3Kd999R2RkZKUPFLRaLSNGjOCZZ56hdevWLFmyhNWrV3P69Gl0Oh2jRo1i4MCBhISEYGdnVwdXI4QQQgjxYLof7kuFeBDV+6Q7Ly+P6OhoAFq3bs28efPo3r07dnZ2eHp6snr1akJDQ1m0aBFBQUHMnz+fn376ifPnz1cY63077ucvtzNnzrBq1Sr+/PNPzp8/b5gZ/Tpra2v8/f1p3749b775JidOnODEiRN88803xMXF4e/vz0svvcTEiRNlCTMhhBBCiFp2P9+XCnE/q/dJd3h4ON27d6+wPTQ0lOXLlwOwcOFC5syZQ3JyMq1ateLzzz8nODj4js779+7lUVFRD8SXW0xMDOvWrSMqKorffvuN1NTUcvt9fHx47rnnmDJlCrt372bmzJns27cPJycnxo8fz6OPPkq7du3qKHohhBBCiPubJN1C3JvqfdJd1x7ULze9Xs/u3buZPn06R44cobS01LBPrVYTFBTEp59+SnBwMDt37mTevHn88ccfeHl5MXPmTEJDQ+sweiGEEEKI+8+Del8qxL1O+gSLSqnVarp27cq+ffsoKipiyZIlBAYGGtYLP3DgAI888ghPPPEERkZG/P7775w5cwZfX1/Gjh1LkyZNWLt2bZ1PRCeEEEIIIYQQdUmS7iqEhYXRrFkz2rdvX9eh1Dm1Ws24ceM4ffo0WVlZTJ061TCJ2vr16+nWrRtt2rRh9erVbNu2jczMTKZNm8abb75JgwYNmDJlCmVlZXV8FUIIIYQQQghx90n38puQbjxVO3v2LAsWLGDFihUUFRUBYGZmxrRp03jnnXfQ6/VMmzaNL774ApVKxcyZM5k6dSoqlaqOIxdCCCGEuPfIfakQ9yZJum9CvtxuLikpiaFDh3LgwAHDNmtra+bOncu4ceMoKSnh9ddfZ+PGjVhZWTFx4kSef/75OoxYCCGEEOLeI/elQtybpHu5uGOurq7s37+fqKgoQ3f87Oxsxo8fj6+vLxEREXz++edERUUREhLCv/71L7y9vTl8+HAdRy6EEEIIIYQQtUuS7irImO5b5+fnx6FDhzhw4ACNGzcGIDY21rB+uqIozJkzh5iYGOzs7AgKCuKVV14xdE0XQgghhBBCiPuNJN1VeOGFFzh37py0xt6G4OBgLly4wPLly7GxsaGkpIRXX32VDh06cPLkSXx8fDh27Bhbt27l7NmzNG7cmIULF9Z12EIIIYQQQghR4yTpFrUmNDSUq1evsmjRImxsbDh69CitW7emZ8+eFBQUEBISwpYtWxgyZAgvvfQSzZs358qVK3UdthBCCCGEEELUGEm6Ra1Sq9U899xznDt3jvbt26MoCn/99RdOTk789ddfqFQqFixYwKlTp8jNzcXX15fffvutrsMWQgghhBBCiBohs5dXISwsjLCwMHQ6HVFRUTJLZA3Q6/W8+OKLfPnll1z/bzdp0iTCwsIMZVauXMkbb7yBr68v69atw8XFpa7Cve/p9Xo++eQTTp48iampKa6urri7u9OlSxccHR2xt7fHyMiorsMUQgghxH/J7OVC3Jsk6b4J+XKrefv376dv377k5OQA0KRJEw4ePIiNjQ0ACQkJBAcHk5KSQlhYGM8991wdRnv/iouLo2nTpgQGBpKcnEx+fj5FRUXY29uTmppKaWkpRkZGmJub06xZM7p06cLVq1fx9PSkc+fOPPzww2i12rq+DCGEEOKBIfelQtybJOm+Cflyqx1FRUX07duXnTt3AmBra8vJkyfx8PAArrXCTpw4kSVLlvD444+zatUqjI2N6zLk+87atWt56qmnKC0trbBPr9cTGxvLsWPHOHv2LGVlZQBs2LCBS5cukZeXh6IoBAQE4OLiQnFxMW3atKF///706tVLWsiFEEKIWiD3pULcmyTpvgn5cqtdH3/8MW+//TZ6vR5HR0fWrFlD165dDfv37NnD1KlTKSwsZPbs2fTp06cOo72/zJ8/n7fffpv8/PzbOj4mJoaUlBS2b9/O77//TmxsLOnp6RgbG9O+fXtKS0sJDg5m1KhRBAUF1XD0QgghxINH7kuFuDdJ0n0T8uVW+yIjIxkxYgQnTpzA2NiY2bNn8+qrrxr263Q6nn32WX744QeefPJJVq1ahVotcwDeqWnTprF06VLS09NrrE69Xs+VK1c4efIkc+fO5fTp02RkZGBiYsKwYcNo0qQJ3bt3p0uXLjV2TiGEEOJBIfelQtybJHMRdc7f35+9e/fyxBNPUFpaypQpU+jevTt6vR4AjUbDqlWrWLVqFT///DOurq4kJCTUcdT3vpKSEpydnWu0TrVajaenJ4MGDSI8PJyrV69SWFjI2rVrCQ4OZu3atXTt2hWtVkuLFi1Yvnw5eXl5NRqDEEIIIYQQ9Ykk3VUICwujWbNmtG/fvq5DeSCYm5vzww8/0LlzZwDCw8Px8/Mrl5A99dRTJCUl0a5dO9q0acM333xTV+HeF9zc3Mp15a8tpqamDBw4kJdeeonTp0+Tn5/PZ599ho2NDZ9//jn29vbY2toybNgw9u/fX+vxCCGEEEIIcTdJ9/KbkG48d9+oUaNYtWoVADY2Npw4cQIvL69yZf744w8effRR/Pz82LFjhywtdhsGDx6Mubk533//fZ3GERcXx5w5c/j111+5cuUKHh4eTJw4kY4dO9K9e/c6jU0IIYSoT+S+VIh7k7R0i3rnu+++44MPPgAgKyuLpk2bcubMmXJl+vfvT0REBLm5uXh6erJo0aK6CPWedv78eQoKCli2bBndu3enZ8+ejB07llmzZvHrr7+SkZFxV+Lw9vYmLCyMy5cvc/XqVWbPnk1kZCQ9e/bExMSE7t27s3379rsSixBCCCGEEDVNWrpvQp4o1p3Vq1czcuRI9Ho9xsbG7N27t0J3f71ez6RJk/jxxx954okn+L//+z88PT3rKOJ7S8OGDenVqxfffvutYfz8P2k0GqytrRk+fDhNmzbFz88PT09PmjdvXuuT2RUVFbFgwQK+/vpr4uLiaN26NR06dGDChAkEBgbW6rmFEEKI+kjuS4W4N0nSfRPy5Va3tm3bRt++fdHpdLi5ubF161aaNWtWoVxqaipPPPEEu3fvZuLEiXz22WeyVvRN2NraMmrUKBYuXIharaZx48ZkZGSQm5tLcXHxTY+3srLCy8uLli1b0q1bNwYNGoSTk1OtxFpUVMTGjRuZOnUqsbGx2Nvb8/jjjzN79mysra1r5ZxCCCFEfSP3pULcmyTpvgn5cqt7x48fZ+TIkZw/fx57e3s2bdpU5QR3H330ER988AFGRkasWLGCYcOG3eVo7x1+fn688MILvPrqqzRs2JArV64Y9un1ei5cuEB4eDiRkZGYmpoSFRVFVFQUp0+frrLO60uDdezYkQ4dOvDQQw9hYmJSo3HHxsby3nvvsWXLFvLy8ujSpQuPPfYY48ePl6XkhBBC3NfkvlSIe5Mk3TchX271Q3p6Ov379+fw4cMYGRkxe/ZspkyZUmnZoqIinn/+eTZt2oSfnx/Dhw/npZdekoTsHxo2bMiECROYOXNmhaT7RvLz89m8eTPbtm3j6NGjXLx4kczMzEq7qKtUKiwsLGjSpAm9e/fm+eefrzAp3p2Ii4vj5ZdfZuPGjRgZGdGvXz8+++wzGWIghBDiviT3pULcmyTprkJYWBhhYWHodDqioqLky60eyM3NpW3btly4cAGA6dOn8+9//7vK8nl5ebz88susWLECU1NTRo0axfvvv19rXaDvNSqViqeffppVq1ZhbW1NVlbWHdV35swZDh8+zOXLlzlw4AD79u0jOzu7Qjlzc3OaN2/O8OHD+de//oWFhcUdnReurTk+a9YslixZQkZGBl27dqVnz568/PLLMsxACCHEfUOSbiHuTZJ034R8udUvWVlZBAQEkJycDMCECRNYvHjxDY8pKChgypQprF69mpKSEkJCQvD39+f555+nUaNGdyPseicjI8MwLnrt2rW4urqSmJhYo+fQ6/Vs3bqVdevWsWfPHmJiYigpKSlXxsjIiI4dO9K/f3+aNWvGwIED77hHQnJyMm+++SarVq1CpVIxaNAgPv/8cxo2bHhH9QohhBB1Te5Lhbg3SdJ9E/LlVv8UFRURGBhITEwMAAMHDuS3336r1rGXL1/mo48+4scffyQ7OxszMzNCQkIYOHAgpqam9OjRA3d399oMv144duwYbdu2JSQkhG3bttGkSRMiIyPvynmXLFnCtm3byMnJISUlpdx+IyMjAgICeOKJJ5g8eTI2Nja3fa6ysjLmzJnD/PnzKSgoYMSIEQwbNoy+ffve4VUIIYQQdUPuS4W4N0nSfRPy5VY/lZWVERwczLFjxwBo06YNBw8evKWuxOnp6SxZsoSkpCQSExP57bffKC4uRqVS0aBBA7p3745araa0tJTGjRvTokULunTpQuPGjVGpVLV1aXfFli1bGDx4MM2aNePo0aO0b9+eQ4cO3fU4YmNj2bRpE4sWLeLUqVMV9nt7ezNy5EimTp16Rwl4dHQ0r7/+Or/88gsODg68+OKLvPXWW9L1XAghxD1F7kuFuDdJ0n0T8uVWf+n1eh599FE2btwIQJ8+ffjll1/uaLbsoqIiTpw4wfnz59FqtWzfvp0DBw6QlpZGTk4Of/+4WFhY4OTkRGBgIGPGjMHLywt/f/97IpHbtWsXr776Kjk5OURHR9OnTx82b95cpzGlpqby+eefs27dOqKiospNzGZmZsawYcN44okn6N27922/x4mJibzyyiv88ssvODo68sYbb/DUU0/h4OBQU5chhBBC1Jqb3ZcqikJZWRk6na4OohPiwaLRaDAyMqpWY5wk3TchSXf9N2nSJBYvXoxOp6N79+6sX7++1tZuVhSF1NRU/vzzT06fPk1ERASpqakYGxtz9OhRiouLMTMzw8nJiUGDBtG5c2dMTEzo2bNnjUwYVlM+/fRTvvnmG7KyskhOTubpp5/mu+++q+uwDMrKyli6dCmLFi3i9OnTlJaWGvaZmJjg6+vLa6+9xpgxY25rDHhZWRnbtm3jrbfe4sSJE3Tr1o1Fixbh5+dXk5chhBBC1Kgb3ZeWlJSQlJREQUFBHUUnxIPH3NwcV1dXtFrtDctJ0n0TknTfG7Zt28bQoUPJzc3Fx8eHsLAw+vXrd1dj0Ov1nDt3jm3btnHw4EFMTU2JiYlh79696PV6jI2N8fHxYdiwYZiZmeHl5UXv3r1xcXG5q3ECjB49mr/++ovs7GxycnKYMmUKc+fOvetxVIder+fAgQP89NNPrFmzptyEb1qtlh49evDBBx/Qrl2726p/1apVvPXWW1y6dImhQ4cyd+5cvL29ayh6IYQQouZUdV+q1+u5cOECGo0GR0dHtFrtPT8UToj6TFEUSkpKSEtLQ6fT4efnd8OGIEm6b0KS7nvHiRMn6Nu3r2FyrmnTpjF79uw6juqaS5cusXXrVi5evEhZWRm//PILFy9epLS0FI1GQ6tWrfD29iYpKQkfHx8CAgIIDg6mbdu2WFtb1/ga4wMGDCAuLo6ysjKioqL49ddfGTRoUI2eozaUlZXx2Wef8cUXX3Dx4sVy+xwcHJg4cSLvvvvubXXxDw8P54cffuC7777D0dGRWbNm8dRTT9VU6EIIIcQdq+q+tKioiNjYWLy8vDA3N6/DCIV4sBQUFBAfH4+Pjw+mpqZVlpOk+yYk6b63nD59ms6dOxvWh27bti1btmzBzs6ujiOrXFZWFjt27AAgIiKCX3/9laSkJDIzM9Hr9ZSUlFBaWoparcbY2BgzMzM6deqEjY0NkZGRWFpaYmVlha+vLx06dODq1asAODk54eTkhK+vL7a2tpiZmZVL3Dt27IharebixYskJydz4sQJWrZsWSe/g9t15coVZsyYwc8//0xOTo5hu4eHBxMnTmTcuHE4Ozvfcr3nz59n4sSJ7Nq1Czs7O+bNm8czzzwjLQZCCCHq3M2S7pvd+AshalZ1P3uSdN+EJN33noKCAjp37myY2dzY2Jg5c+bw8ssv13Fkt05RFBISEoiMjCQ2Npb4+Hjc3NxISUlh586d5Obmkp+fj7m5OS4uLpw+fZq0tDTDJComJiYUFRUZ6lOr1VhYWKBSqZg0aRJz586lpKSES5cu4eHhUYdXeme2b9/OW2+9RWRkpOGBi0ajwd3dnTfeeIPnn3/+lnsLpKam8vzzz7N//348PDzo27cvM2fOrPFeB0IIIUR1SdItRP0iSfcdCgsLIywsDJ1OR1RUlCTd96C3336bjz/+2DALtr+/P9u2bXsg1uH+u9LSUtLS0khPTyctLY3i4mKsra1xc3PD19cX4L75/11UVMSaNWsICwvj4MGDhu3m5uaMHz+e2bNn3/LNSElJCR9++CEff/wxarWacePGMXfuXLmpEUIIcddJ0i1E/VLdz5402VThhRde4Ny5cxw+fLiuQxG36aOPPiI2NpamTZsCEBkZiZ+fHxMnTuTs2bN1HN3dY2xsjJubGy1atKBnz57079+fhx9+2DD2HahXM6vfCVNTU5555hkOHDjAd999Z5iNvKCggM8//xwLCwuGDh1KcnJytevUarW8//775OXl8cILL7Bs2TJ8fHxYuHAhWVlZtXQlQgghxIMjLCwMb29vTE1NCQ4O5tChQ1WW9fb2RqVSVfkzevToSo/r1q0br7zyyi3HdrvHiWtL1A4aNAg3NzdUKhUbNmy4Yflu3brd8L3t1q1bpceNHj2awYMH33J8t3vc7ZCkW9zXPD09iYiI4IsvvqBdu3YUFRWxaNEiAgMDMTc35+GHH+bDDz/kypUrdR3qXRcfHw9c63J+P3aZfvrpp4mKiuLcuXOGL3GdTsf69etp2LAh06dPv+Xke+7cueTl5bF8+XK+/vpr7O3t6dev3wP5/0cIIYSoCatXr2bKlCm8++67HDt2jJYtW9KnTx9SU1MrLX/48GGSkpJISkpi3bp1wLWGlevbPvvss7sZvriB/Px8WrZsSVhYWLXK//zzz4b38fqDl23bthm2/fzzz7UZbq2S7uU3IWO67x+KorBr1y4+++wzNmzYwD//62s0GszNzbGzs6Nr167Y29tjampKcnIySUlJaLVajI2NMTY2RqvVGn7atm2Lo6MjNjY2qNVqTE1N8fLywsHBoY6utHrmzp3L66+/XmHc9/0qIyODF198kTVr1hjW/TYxMWHcuHGMHj2a9u3b33KdS5YsYcaMGaSkpDBq1Cg+/fRTnJycajp0IYQQArg/u5cHBwfTvn17Fi5cCFxb/szDw4MXX3yRN99884bHhoeH0717dzIzM7Gxsamy3OjRo1mxYkW5bbGxsXh7e7Nz506mTp3KyZMnsbOzIzQ0lA8//BAjI6MbHidujUqlYv369dVuWY6Li8PHx4fjx4/TqlWrKsu99957zJw5s9y2HTt20K1bN06fPs3LL7/M/v37MTc3Z9iwYcybNw8LC4sbHncrqvvZu/V1dYS4R6lUKrp27UrXrl2JjIzk448/Zvfu3cTHxxsmHsvNzSU3N5eVK1fWyDmNjY1p0KAB1tbWODg40KdPHx566CFcXV2xtLTEyckJNze3Omlpvr7etYmJyV0/d12ws7Nj1apVLF++nF9++YV58+axf/9+vvjiC7744guaNm3KokWL6NKlS7XrHD9+POPHj2f9+vWsXr0aHx8fGjVqxJdffsnDDz9ci1cjhBBC3JiiKBQUFNTJuc3Nzau16kdJSQlHjx5l+vTphm1qtZqQkBD2799fY/F89tlnREVFERgYyPvvvw+Ao6MjCQkJ9O/fn9GjR7Ny5UrOnz/PhAkTMDU15b333qvyuPpAURTKinV3/bxGJpp6taLL66+/TkREBDk5OSxbtgy4ds+Xn59Pnz596NixI4cPHyY1NZXx48czefJkli9fXuVxtUWSbvFA8vf3N3zAAM6cOcPBgwc5e/YsMTExNGvWDLj29Ors2bPExsYaEvO//+j1evz8/NDr9WRmZpKQkEBhYaGh3tLSUrKyssjKyiI+Pp6jR49WGo+RkRFmZmZYWVlhZ2eHk5MTffr0wc/PDzs7O9RqNSYmJoYW9JpI0q+P6X7Q1vM0Njbm8ccfZ9iwYfz1118888wzJCUlcf78ebp27Urjxo354osv6NWrV7XrHDJkCEOGDGHfvn08//zzPPLII/j6+rJo0SJCQkJq8WqEEEKIyhUUFNTZnC15eXk0aNDgpuXS09PR6XQVlvh0dnbm/PnzNRaPtbU1Wq3WsNrLdV988QUeHh4sXLgQlUpF06ZNSUxM5I033uCdd96p8rj6oKxYx4qxW+/6eUOX9sLYtP6kkBYWFpiZmVFcXFzuPVqxYgVFRUWsXLnS8H9x4cKFDBo0iNmzZ+Ps7FzpcbWl/vzGhKhDgYGBBAYG1khder2eK1euEBERQUREBDExMcTFxZGUlIS3tzfp6ekkJiYSFxdn6OZcVlZmaGVPSEgAri2DVRWVSmXo5m5mZkZQUBAeHh7Y2NiQl5fH1atXcXBwwMHBARcXF1xcXHB3d8fDwwN7e3vUajXp6enA/TOJ2q1SqVT07NmTxMREFi5cyLvvvktGRgbR0dH07t0bLy8vwsLCGDBgQLXr7NSpE6dPn+bMmTNMmDCBoUOH0rlzZx5//HHGjBlTi1cjhBBCiFsVERFBx44dy7XcPvzww+Tl5XHlyhU8PT3rMDpxJyIiImjZsmW5hz8PP/wwer2eyMjICg96apsk3ULUMLVajaenJ56envTp0+eGZVNTUzlz5gyRkZFER0dz6dIlEhMTSUtLw9PTk7y8PDIzM7l8+XK5FnRFUSgpKaGkpIS8vDw2btxY7fg0Gg22trbk5OQA157+PugmT57M5MmT+eabb3jrrbdITU0lPj6egQMHMnLkSGbMmGGYBb86AgMD2b9/P9nZ2UydOpVx48bx2muv8eabb/L666/flxPXCSGEqF/Mzc3Jy8urs3NXh4ODAxqNptyKKnCtN159a1mub4xMNIQurX6vvJo8r7h1knQLUYecnJzo0aMHPXr0uGlZvV5PcnIy8fHxXL58mcTERJKSkkhLS6Nx48aUlJSQlZXF8ePHuXDhAoWFhRQXF1NaWopOpzNMHKfT6Qyt3AAjRoyoteu714wbN45x48axatUqpk6dSlJSEt9//z0//vgjw4YNY+zYsfTt27fa9VlbW7N48WI+/vhjJk6cyFtvvcXSpUv58MMPGTx4MEZG8hUshBCidqhUqmp18a5L1yek3b59u2GCLb1ez/bt25k8eXKNn0unKz8GOiAggHXr1qEoiqG1e+/evVhaWuLu7l7lcfWBSqWqV92861JV7+3y5cvJz883fA727t2LWq3G39+/yuNqi7xTQtwj1Go1bm5uuLm50bFjx1s+Xq/Xk5KSQnFxMfn5+WRlZaHRaG5r1u773dNPP83TTz/N8ePHmTlzJr/88gtr1qxhzZo1+Pj48OWXX960F8Pf2dnZ8dNPP1FQUMDatWuZMmUKTz/9NE899RRz5sypN5OyCCGEEHfblClTCA0NpV27dgQFBTF//nzy8/NrfFiWt7c3Bw8eJC4uDgsLC+zs7Jg0aRLz58/nxRdfZPLkyURGRvLuu+8yZcoUQ6+0yo6THmvVk5eXR3R0tOF1bGwsJ06cwM7Orka77nt7e/Pnn38SGRmJvb091tbWPP3007z77ruEhoby3nvvkZaWxosvvsgzzzxj6Fpe2XHGxsY1Flc5ygNg8ODBio2NjTJs2LBbPjY7O1sBlOzs7FqITAhxLzh69Kji7u6uAIYfX19fZcuWLbdVX2lpqfLWW28pNjY2ikqlUoYMGaKcPn26hqMWQghxv6nqvrSwsFA5d+6cUlhYWEeR3ZkFCxYonp6eilarVYKCgpQDBw5U67gdO3YogJKZmXnTspGRkUqHDh0UMzMzBVBiY2MVRVGU8PBwpX379opWq1VcXFyUN954QyktLb3pceLmrr8///wJDQ296bGxsbEKoBw/fvymZVNTU5VevXopFhYWCqDs2LFDURRFOXXqlNK9e3fF1NRUsbOzUyZMmKDk5ube9LhbUd3P3gOxTnd4eDi5ubmsWLGCtWvX3tKxsk63EOK67777jtdff73c2LNGjRqxaNEievbseVt1btq0iY0bN/Ltt9+iKAojRozg448/rtVlK4QQQtyb7sd1uoW4l1X3s/dA9I3o1q0blpaWdR2GEOIeN2rUKJKTk1mxYgVOTk4AxMTE0KtXL8aMGUNMTMwt19mvXz8WLlxIfHw8Tz/9NKtXr8bBwYGQkBDCw8Pr5TgyIYQQQghRfXWedO/atYtBgwbh5uaGSqViw4YNFcqEhYXh7e2NqakpwcHBHDp06O4HKoQQ//Xss8+SkpLC8uXLcXJyQlEUli9fjr+/P0888QTh4eG3XKeNjQ1ffvkl2dnZbNy4kebNmzNmzBhMTEwICgrip59+Qq/X1/zFCCGEEEKIWlXnSXd+fj4tW7YkLCys0v2rV69mypQpvPvuuxw7doyWLVvSp08fUlNTDWVatWplWGf57z+JiYl36zKEEA+g0NBQUlJSOHjwIP369UOn07FmzRq6d+9OkyZN2LVr123V269fPz777DNiYmJYtGgRxcXFjBgxAkdHR2bMmMHGjRvvqQT8iy++4N///jcvvfQSHTt2pEePHkycOJGffvqJhIQEac0XQgghxH2tXo3pVqlUrF+/3rBkAEBwcDDt27dn4cKFwLUZmD08PHjxxRd58803q113eHg4CxcuvOmY7uLiYoqLiw2vc3Jy8PDwkDHdQoib2rt3L0OGDCEtLc2wrUmTJixZsoTOnTvfUd1FRUVs2LCB3bt3s2TJEsrKyggICOCpp57itddeq9dj+BwcHAgICMDJyYmkpCSKiopISkrC2NiYzMxM8vLyMDY2xtraGjc3N0aNGoWzszPt27cnICCgrsMXQoh6Q8Z0C1G/3BdjuktKSjh69CghISGGbWq1mpCQEPbv318r55w1axbW1taGHw8Pj1o5jxDi/vPwww+TmprK4sWLsbe3ByAqKoouXbrQtGlT9uzZc9t1m5qaMmLECMLCwigsLGTFihXY2dkxZ84cnJycCA4O5vHHH+fXX3+td63gmZmZvPXWW6xbt459+/Zx7NgxkpKSuHTpEjk5OZw/f56vv/6aUaNG0ahRI2JiYvjggw9o1qwZFhYWDB48+LbGywshhBBC1Af1OulOT09Hp9MZ1lK7ztnZmeTk5GrXExISwvDhw/njjz9wd3e/YcI+ffp0srOzDT+XL1++7fiFEA+mCRMmkJ6ezqJFiwzJd2RkJF27duX5558nPj7+jupXq9WMGjWKXbt2kZWVxenTp3n44Yc5fPgwgwcPxtjYmIEDB/LNN9+wZ8+eOk3CL1y4gF6vp3v37pXuV6lU+Pv7Exoayn/+8x9+/vlnvvrqKy5cuMDVq1d58cUXOXToEA899BAjR45k2bJl9e6hghBCCCHEjdTrpLumbNu2jbS0NAoKCrhy5QodO3assqyJiQlWVlblfoQQ4nY899xzpKen8+WXX+Lk5IRer2fx4sX4+fnx+OOP11iPHS8vL+bNm0d8fDwlJSWsXr2azp07s3z5cjp37oyxsTHu7u6MGzeOgwcPlhtCU9sOHTqEtbX1bXV3tLOzY9asWSQmJhIVFYWZmRnjx4/H0tKSMWPGkJ6eXgsRCyGEEELUrHqddDs4OKDRaMqtiQuQkpKCi4tLrZ47LCyMZs2a0b59+1o9jxDi/jdx4kRSUlLYs2cPISEhlJaWsm7dOjp16oSXlxdLliypsdZbIyMjHn/8cd544w12795NaWkpa9eupWvXrsTGxjJq1CjMzMywsrKiZcuWjB8/nmPHjlFaWloj5/+n3Nxc+vfvf8f1uLu7880335Cbm8vzzz/Phg0b8PLy4tlnn2Xq1KkcO3asBqIVQgghhKh598REakFBQSxYsAC4NpGap6cnkydPvqWJ1G5XVRNWCCHE7frjjz8YNWoUmZmZhm0NGjTgmWeeYfbs2bX+XXPmzBnWrl3Lrl27iIqKQqVSkZycjImJCV5eXrRt25ahQ4fSs2dPLC0t7+hcPXr0wNfXlyVLltRQ9P8TFRXFN998w+LFi8nKykKj0dCkSROGDBmCsbExPj4+9OzZE3d39xo/txBC1AWZSE2I+qW6n706T7rz8vKIjo4GoHXr1sybN4/u3btjZ2eHp6cnq1evJjQ0lEWLFhEUFMT8+fP56aefOH/+fIWx3rVBkm4hRG1ZvXo1M2bM4MKFC4ZtKpWKXr16MW/ePJo3b37XYomOjmbNmjXs3LmTM2fOoFKpSEpKQq1WY2Njg4+PD+3atWPcuHE0bdoUc3PzatVra2vLc889x+zZs2s1/qKiItavX8/p06fR6XRs2LCB2NhYSktLUalUNGvWjIYNG5KamoqnpydNmjShT58+9OzZE5VKVauxCSFETZGkW4j6pdqfPaWO7dixQwEq/ISGhhrKLFiwQPH09FS0Wq0SFBSkHDhwoNbjWrhwoRIQEKA0adJEAZTs7OxaP6cQ4sF07tw5JSQkRFGr1eW+B4OCgpR58+YpFy9erJO48vPzldWrVyuTJk1SOnbsqPj6+iq+vr6KSqVSjI2NFRcXF+Xhhx9W5s6dqxw5ckRJSUmpUIdKpVI2b96sxMXFKVOmTLkr399/l5ubq4SHhyvbtm1T/vOf/yg9evRQmjRpotjZ2SlmZmaKnZ2d4ufnpzz22GPKnj177mpsQghxq7Kzsyu9Ly0sLFTOnTunFBYW1lFkd2bhwoWKl5eXYmJiogQFBSkHDx6ssuzkyZOVpk2bVrovPj5eUavVyi+//FLp/q5duyovv/zyLcd3u8c96Hbu3KkMHDhQcXV1VQBl/fr1Nyz/6aefKjY2NpX+P87Pz1csLS2Vzz77rNJjQ0NDlccee+yWY7zd466r7mevzpPu+q6qLzchhKhphYWFyrvvvqs8+uijipGRUbkE3NHRUZkwYYISHx9f12EqKSkpyooVK5Tx48cr7dq1U7p27ap4e3srgKLRaBR7e3vlkUceUT744AMFUIqKipSWLVsarsXf31954403lAMHDih6vb7OrkOv1ysXLlxQJk2apHh6eiqA0qBBA+Wjjz5Szp07V2dxCSFEVe7HpPvHH39UtFqtsnTpUuXs2bPKhAkTFBsbm0of5CqKohw/flwBlL1791bYN3PmTMXFxUUpLS2t9FhJuu+uP/74Q3n77beVn3/+uVpJd0pKimJsbKysWrWqwr4VK1YoJiYmytWrVys9VpLue5wk3UKIupCcnKzMmTNHsbCwqNATyMnJSXnqqaeUffv21XWY5WRmZipr165VXnnlFeWJJ55Qhg8frgwfPlxRFEWxtLSstFeTs7Oz0rlzZyUsLEzJzMys8/hnz56tPPPMM4qJiYliZmam9O/fv979noUQD677MekOCgpSXnjhBcNrnU6nuLm5KbNmzarymDZt2ijjxo0rt02v1ys+Pj7KG2+8UekxoaGhFf4GxcbGKoqiKOHh4Ur79u0VrVaruLi4KG+88YYhcb/RcaL6qpN0K4qiDB06VOnZs2eF7V27dlWefPLJSo959913K7xHO3bsUBRFUU6dOqV0795dMTU1Vezs7JQJEyYoubm5Nz2uuiTpvkPSvVwIUV/89ttvSrdu3RStVlvhj0Pz5s2VN954Q9m2bVu9/p5SqVQKoLz33nvK8uXLlaeeekoxNzevcD0WFhZKu3btlDfffFM5c+ZMncWbnZ2tvP3224qXl5cCKK1bt1Zmz56t7Ny5s85iEkKI+y3pLi4uVjQaTYVk7Nlnn1UeffTRKo8LCwtTLC0tlby8PMO2v/76SwGUyMjISo/JyspSOnbsqEyYMEFJSkpSkpKSlLKyMuXKlSuKubm5MmnSJCUiIkJZv3694uDgoLz77rs3PE7cmuom3Rs3blRUKpUSFxdn2BYTE6OoVCply5YtlR6Tm5urPPHEE0rfvn0N71FxcbGSl5enuLq6KkOHDlVOnz6tbN++XfHx8TEMY67quFshSXcNkZZuIUR9odPplJ9//lnp1atXlS3HlpaWSqdOnZR///vf5f5g1aXo6GhDfH/vLpiXl6dMnjxZcXNzMyTl//xp3LixMnr0aGXx4sVKeHh4lV0Ga1Nqaqryww8/KF26dFEARavVKm3atFHmzJmjJCYm3vV4hBAPrltNuvV6vVJSUnLXf6o7dCghIUEBKvQomjp1qhIUFFTlcZmZmYqpqamybNkyw7ZnnnlGeeSRR254vsq6ib/11luKv79/uZjDwsIUCwsLRafTVXlcfaDX6xVdqe6u/tzusLDqJt1lZWVKw4YNDQ89FEVRZsyYoXh6ehrej8pU1k188eLFiq2tbbmHMxs3blTUarWSnJxc5XG3orpJt1HVU6wJIYSoT9RqNUOGDGHIkCEApKens3XrVjZt2sSWLVtISUkhNzeXffv2sW/fPt566y20Wi3u7u6EhIQwbtw4WrZsiYmJyV2NOzw8HACNRoOTk5Nhe4MGDViwYAELFixAr9ezY8cOfvzxR/bs2UNsbCzFxcVER0cTHR3N8uXLgWuzuzs6OtKqVSv69+/P008/jYODQ63G7+joyIgRIxgxYgQFBQUsXryYn376iZUrVzJjxgz0ej0ODg40bdqUzp07M378eBo2bCizogsh6lxZWRlarfaun7ekpARjY+Naq9/GxoahQ4eydOlSRo8eTU5ODuvWrSMsLOyW64qIiKBjx47lvrMffvhh8vLyuHLlCp6enjUZeo1SdApLn/3zrp5z7Mo+qIxq7++bRqMhNDSU5cuX8+6776IoCitWrGDMmDGo1epbqisiIoKWLVvSoEEDw7aHH34YvV5PZGTkXVkJ6zpJuoUQ4h7l4ODAU089xVNPPYVer2f37t2sWLGCnTt3cunSJcrKyigpKeHixYssXryYxYsXY2xsjJ+fH4WFhTRr1oxOnToxcOBAAgMDb/mPWXUdPHgQ4IbLLqrVanr27EnPnj0N29LS0jh8+DB79+4lPDycffv2oSgKqampbNmyhS1btvDKK6/QoEED2rVrx4svvsjDDz+Mi4tLrVwHgLm5Oa+88gqvvPIKcO3G8qeffmLbtm0cO3aML7/8krlz56IoCiYmJvj6+tK+fXtGjhxJhw4dMDKSP7tCiLvHyMiIkpKSOjlvdTg4OKDRaEhJSSm3PSUl5abf5ePGjaNnz55ER0ezY8cONBoNw4cPv+2Y70UqjYqxK/vc9XPWtrFjxzJr1iz++usv9Ho9ly9fZsyYMbV+3tokf/2rEBYWRlhYGDqdrq5DEUKIm1Kr1XTt2pWuXbsatkVGRrJ69Wp27NhBcXExFy5cID09nXPnzgEQGxvLxo0befvtt1GpVNjY2ODt7U3fvn0ZMGAAAQEB2NnZ3XFs12++2rVrd0vHOTo60r9/f/r37w9AQUEBa9asYcOGDRw+fJikpCT0ej35+fns3LmTnTt3AuDt7Y1arSY4OJhhw4bx2GOP1Vqyq9VqGTVqFKNGjTJs0+v17N27lw0bNnDgwAHWrl3LmjVryMvLw9jYmDZt2jBq1CieffbZOmmBEkI8OFQqVa22ON8prVZL27Zt2b59O4MHDwaufYdu376dyZMn3/DY7t274+Pjw7Jly9ixYwcjRowo16JZ1fn+eW8fEBDAunXrUBTF0Nq9d+9eLC0tcXd3r/K4+kClUtVqq3NdadSoEV27dmXp0qUoikJISAheXl43PKaq93b58uXk5+cb/m/s3bsXtVqNv79/lcfVitvuwP6AkDHdQoj7hV6vV2JjY5Uvv/xSCQkJUTw8PCqdnO3vP7a2toqNjY0SGBioDB8+XJk7d65y8uTJG46r+qfhw4crgDJv3rwavR6dTqfs3LlTmThxojJ06FClRYsWVY4Nd3BwUHr27Kn85z//qbNZ0uPj45W33npLCQwMVIyMjBStVqsMHz5cefPNN5WjR4/WSUxCiHvL/TaRmqJcWzLMxMREWb58uXLu3DnlueeeU2xsbAxjbm/kgw8+UGxtbRVAOXDgwE3LT5gwQWnfvr0SGxurpKWlKTqdzjCR2gsvvKBEREQoGzZsKDeRWlXHiZvLzc1Vjh8/bljmbd68ecrx48ertfzpt99+q5iamiqmpqbKjz/+eNPyH330keLp6amcP39eSUtLU0pKSpT8/HzF1dVVGTZsmHL69Gnlr7/+Unx9fQ0TqVV13K2QidRqiCTdQoj73dWrV5Vvv/1WGTNmjNKmTRvlkUceMaxbXdWPSqVSLC0tlYEDByrz5s1TNm/erERHR1d6I9KiRQsFUH7//fdav5asrCxl2bJlSufOnQ03Yv/80Wg0SufOnZX/+7//U37//fcq14KtTXq9Xjl58qTy+eefKx4eHgqgmJqaKsHBwcq2bduUgoKCux6TEKL+ux+TbkVRlAULFiienp6KVqtVgoKCqpVAK4qiXL58WVGr1Urz5s2rVT4yMlLp0KGDYmZmVu0lw250nLixHTt2VPp3+O9Jb1UKCgoUa2trxc7OTikqKrpp+dTUVKVXr16GpVars2TYjY6rrup+9lSKoii11Yp+P8jJycHa2prs7OwbjkcUQoj7TV5eHtu3b2fjxo2cOnWKuLg4MjIyKC0tveFxDRo0wMXFBT8/P9q0acMnn3xCWVkZERERNG3a9C5Ff01RURHr1q1j/fr1HDp0iISEBPR6fYVyFhYWNG/enP79+zN27FhDl8K7JSsriy+//JLffvuN7OxsIiMjMTU1xd/fn+7duxMaGkpgYKBMzibEA66q+9KioiJiY2Px8fHB1NS0DiMU4sFS3c+eJN1V+PuY7qioKEm6hRDivzIzM9m2bRu7du3C3NycmJgYIiIiiIiI4EZ/UgoKCjAzM7uLkVak1+u5cOECu3fvZufOnfzyyy/k5uZWKGdubk6TJk14/vnnGTBgAB4eHnc1zosXL/Ltt9+ydetWzp49S1FRkWE8WqNGjQgKCmLAgAH06tULjUZzV2MTQtQdSbqFqF8k6a4h0tIthBDVU1BQwF9//cXOnTs5fvw40dHRpKSkUFRUhK+vLzExMXUdYgWKorBnzx7DrO9xcXGUlZVVKOfu7o6HhwdOTk48+uijPPHEE1hYWNy1OPV6PefOneObb77hwIEDREdHk5eXh1qtxtHREQsLC9q0aUNISAiDBw+Wv1dC3Kck6RaifpGku4ZI0i2EEHdGr9fX2nJkteHgwYOsWLGCQ4cOodfrOXXqVKUzm1pZWeHv70+PHj14+umneeihh+56rElJSXz//fds3ryZiIgIw7I7jRo1orS0lFatWjFw4ECGDx9+Vx8SCCFqhyTdQtQvknTXEEm6hRDiwZaXl8fhw4eZO3cuhw8fJi0trdJu9N7e3nTq1IlOnTrh4+NDjx496uTmNzs7m/DwcFasWMHx48e5cuUKiqLQoUMHzM3Neeihh3jqqadueQk3IUTdk6RbiPpFku4aIkm3EEKIv9Pr9WzdupU1a9awd+9eYmNjKS4urrSsjY0NAQEBhISE8OSTT9K8efO7HO01iYmJHD16lHnz5nHixAmysrLQaDT069cPFxcXjI2N6datG71798bGxqZOYhRC3Jwk3ULUL5J01xBJuoUQQtxMRkYGR48eZd++fezevZvt27dXWk6j0dCoUSPGjBlD+/btadu2bZ0kuUVFRWzevJnc3Fw2btzIjh07uHr1KjqdDmdnZzp27MjVq1dp1KgR7du3p3v37jRt2lRmTxeijknSLUT9Ikn3HaoPs5f/teA4xbmlWLs1wN7bCtcAOyydzOWmRwgh6rmysjI2btzIunXrOHDgAPHx8ZSUlFRaVqvV4urqSsuWLenVqxdPPPEETk5OdzniaxITEzl//jyXLl1iyZIlxMXFkZ6eTklJCTY2Ntjb26PX62nUqBEtWrRg4MCBdOjQQW7yhbhLJOkWon6RpLuG1FVLd2pMFnuWnCE/vQhdmR5dmR4UBSOtBkUBEwtjrF0a4NjYhiZdG2LpZI5aLcm4EELUV1euXGHNmjVcunSJhIQEjhw5QmxsbKVlTUxMcHd3p0ePHowYMYKWLVtib29/lyP+H51Ox+XLl/nzzz/ZunUrUVFRJCQkYGRkRHp6Omq1Gmtraxo2bEirVq0YNWoUHh4eNG7cGCMjozqLW4j7jSTdQtQvknTXkLpKuk/+dpHDP0RWuk+tUaHSqNEYq1EUBRVQWlSG2kiNhb0Zjo2tadLFHZcAO0nEhRCiHouLi2PVqlXs2LGDs2fPkpqail6vr7Ssi4sLer0ePz8/goKC6Nu3Lz169KjzpDY3N5dNmzaxf/9+Tp8+zdWrV9FqtZw4cYKSkhJMTU1xcHBg4MCBBAUFUVpaSps2bWjRogVarfauxZmdnY1KpZKhYuKeJkm3EPWLJN01pK6S7kvHUjn1+0UyLuVSWqxD0VXvbVL9d1UelUqF8t+WcZuGFrgF2tO0hweWjua1GLUQQog7dezYMdatW8e+fftQqVTExcVV2SIOYGFhgYeHB4MGDWLgwIE0a9asTlvFr7u+tviOHTs4cuQI5ubmXLx4kZ07dxomnmvQoAFt27altLQUuDYDvL+/P3369CEgIABra+s7juHdd98lLCyMrKwsTExM8PLy4pNPPuHRRx+942sU4m6TpLtmdevWjVatWjF//vy6DkXUsNGjR5OVlcWGDRtq9TySdNeQ+jKRml6vJzshn6vxOWRcziMzIRdTCy35V4vITs4n/2rRjStQAQpYuZhj6WyOW4Ad/j08MLW4e60MQgghbk92djabN29m7dq1nD59msuXL1NQUFBl+euTs7m7uxMQEECHDh3o3bs3zZo1qxdrpiuKwqVLl4iKiqKkpIQ//viDY8eOkZSURGZmJhYWFiQnJ6PX6zExMcHKygo/Pz8GDhxISUkJ1tbW+Pv707x5c9zd3StcU0FBAX/88QdjxoyhuLiYkSNHMmPGDOzs7JgwYQI///wzL7zwAgsWLLhhnEeOHCEsLIyjR4/i4OBAYmIiaWlpuLq60qNHD15++WUaNWpUrWtOTExkzZo1hIeHo1Kp8PDw4PHHH+eRRx6RuVpEtd2vSXdYWBhz5swhOTmZli1bsmDBAoKCgiot6+3tTXx8fJV1hYaGsnz58mqdV5Lu2rVr1y7mzJnD0aNHSUpKYv369QwePLjK8t26dWPnzp1V7u/atSvh4eHVOrck3feY+pJ030xRXglJERkkncvgamw2OSkFFOWWouhv/PaqNCq82jjRZlhj7Dzr7/UJIYQor6ioiG3btvHnn39y+PBhzMzMiI2NveHNqEqlwtLSkp49e9KtWzf8/f1xd3enUaNG9e5GvaSkhBMnTnD8+HHOnj1LXl4eDRo0YNu2bcTHx1NcXGxIyh0cHEhKSkKv16NWXxt61bJlS5588kleeeWVCte2ePFiJk2aRFBQEH/88Ue5GeQzMjJYs2YNM2bMIC0tDScnJ1q1asWECRNQFIVDhw5x4sQJjhw5QkFBAX379iUwMJCpU6eWq6esrIxVq1axbNkyDh8+jKIoPPTQQ2RmZhrOU1BQgJWVFRYWFvj7+zNgwABGjBiBnZ1dpb+PmJgYfvjhB06ePElycjIqlYrevXtjamqKp6cnjz76aL2+VxF37n5MulevXs2zzz7LV199RXBwMPPnz2fNmjVERkZWOqlkWloaOp0OgH379jFs2DAiIyMNvw8zM7Nq95KRpLt2bdq0ib1799K2bVuGDh1606Q7IyPDMOno5cuXCQoKYtu2bYblNrVabaXfj5WRpPsec68k3VXJu1pIwql0dKV60i5mkxaTRVZCfpXlteZGNOvtRcvBvhhrZfIbIYS41+Tl5bFt2zb++OMPTp06RVxcHFevXqWsrOyGxxkbG2Nra4ubmxtNmjShVatWPPLIIwQHB9/Vsde3oqysjPT0dBISEsjOziY1NZWnnnoKlUpFnz59+Oijj2jTpk2lx547d44pU6awd+9e7OzsMDMzIykpiby8PPr06UP37t0ZM2YMDg4OVZ4/LS2NZcuW8f7775Ofn4+lpSWurq64urqyf/9+dDodTZs2Zfjw4bzyyisVEgG9Xk9kZCSffPIJe/fuNcxy7+vri5GREWlpaZSWllJUVGRYzq24uBgnJyccHR2xtbXF39+f8PBwTpw4QVlZGaampnTp0oVevXqRm5uLs7Mzrq6uODs7Y21tTWxsLHFxcWRnZ5Obm4uHhwcajYZDhw7h6uqKp6cnAQEBdOzYEWNj4xp9v8Sdux+T7uDgYNq3b8/ChQuBa58LDw8PXnzxRd58880bHhseHk737t3JzMy86fKL+fn5/Otf/+Lnn3/G0tKS119/nd9++82QdL///vv89NNPnDlzptxxrVq1YtCgQXzwwQeGRO6RRx5h7ty5lJSUMGLECObPny+fl5tQqVQ3Tbr/Li4uDh8fH44fP06rVq1uWFan0zF16lSWLl2KRqNh3LhxpKSkkJ2dzYYNG1i5ciWvvvoqiYmJmJiYGI4bPHgwlpaWfPvtt7z33nts2LCB1157jRkzZpCZmUm/fv34+uuvsbS0rPLc1f3sSVZVhb8vGXYvs7A3w7+7R7lteVcLiT2YTOKZq6TH5VCYVWzYV1JQxokNMZzYEIOVqzkO3lY07+eNc2Pbux26EEKI22BhYcHgwYMr3NhkZGSwdetWdu/ejYWFBVFRUURFRREREYFer6e0tJTU1FRSU1M5ceIEP/30EwBGRkY0btwYX19fNBoNOp0Of39/WrZsSVBQEP7+/nXWZd3IyAgXFxdcXFwAeOqpp4Br3dc3b97M5s2b0Wq1mJmZ4eDggFqtJj8/HxsbG/Ly8ujcuTOffvope/fuJTs7m6FDh/LMM88QEBBQrfM7Ojoybdo0pk2bxtmzZ1mzZg16vZ62bdvy+eefExgYeMPfjVqtJiAggGXLlhm2JSUlkZyczPHjx7lw4QJWVlZ4e3vTvXt3w3VWJT4+ng0bNpCbm8uJEyf4/fffKS4upqysDJVKhaurK4WFheTl5WFkZISxsTHNmjXDzc2NvXv3kp+fb0jwdTodlpaWKIqCg4MDDRs2JCQkBDc3N44ePYpWq0WtVmNubk7Lli25fPkyCQkJaDQaHB0dad++PY0bN6ZBgwbVbpkStSM/v+rGFo1GUy5RuFFZtVqNmZnZTcs2aNCg2rGVlJRw9OhRpk+fXu48ISEh7N+/v9r1VMfUqVPZuXMnv/zyC05OTrz11lscO3bMkNCNHTuWmTNncvjwYdq3bw/A8ePHOXXqFD///LOhnh07duDq6sqOHTuIjo7mySefNPSGqQulRVU/UFWpVRhpNTVW1ti0fqaOc+fOZfny5SxdupSAgADmzp3L+vXr6dGjBwDDhw/npZde4tdff2X48OEApKamsnHjRrZs2WKoJyYmhg0bNvD777+TmZnJE088wccff8xHH310xzFKS/dN3Ost3dWhL9MTdzSFi/uTyErIpyCrkJL88g8bVCqw97aiSTcPmnR3x8io7scECiGEuHNlZWUcPnyYvXv3cvz4cSIjI0lISCjXze9mro+77tevH4GBgXh7e2NmZoazszMPPfTQXWt569ixIwcOHMDFxYW8vDzy8vKqdZxKpcLY2BhjY2NMTU0JDAwkMDAQR0dHfHx8sLa2plevXpibPziTkebn57N//3727NnDuXPniI2NxdnZGRMTE/bt22eYZd/MzIzmzZtz+fJlwzj8oqIirKysyM/PJycnB7j2gMTKyorOnTtTXFxMWloaWq0WExMTWrVqhYeHBwcOHECr1WJqaoqVlRWPPPIIhYWFFBQU4OjoiJOTE97e3jg5OdX5rP115XZaum80Z0D//v3ZuHGj4XWDBg2qnC/in+NpHR0dSU9Pr1DuVlKLxMREGjZsyL59++jYsaNh+7Rp09i5cycHDx684fHVbenOy8vD3t6e7777zpB0ZWRk4O7uznPPPWfoXt6/f3+8vb354osvAHjppZc4ffo0O3bsAK51WQ4PDycmJgaN5lqC+sQTT6BWq/nxxx+rfd01acnITVXu82jlSJ9p7Qyvl4/ZQllx5Q2KLgF2DJwRbHj93fPbKMotLVdm/Pf9bjvO2mzpdnNz49VXX2Xq1KnAtb9rPj4+tG3b1tC9fNKkScTFxfHHH38AMG/ePMLCwoiOjkalUvHee+8Z5hW43rI9bdo0du3axYEDB6o8d623dF++fBmVSoW7uzsAhw4d4vvvv6dZs2Y899xzt1utqANqIzW+wa74BrsCoOgVMi7lEnsomdObYtEV61EUSI/NIT32LPuWncXO05KA3l407eaOSpYlE0KIe5aRkREdO3Ysd8N7XWlpKQkJCURHRxMXF8evv/5qWBYsPz/fkHhdT6JWrlxZ6Tmut5BZWVnh4OCAm5sbQ4YMoUmTJjRs2BBXV9cbdt+rjrKyMiIiIgD45ZdfCAoK4siRI+zYsYMrV67QtGlTAgMDMTc359SpU6xYsYLjx4+Tk5ODoiiUlJRQUlJCfn4+O3furHQyH7VajVarxdzcHCsrK+zs7OjUqRNt2rTByckJS0tLjI2NCQgIuGlX1/quQYMGhISEEBISckf1FBYWcuHCBSIjI0lOTsbW1pa9e/dSVFRESUkJubm5hm79x44do6ysjLKyMoyNjTlz5gwXL17kypUrlJWVGcbsX++FqFKpDC21rVq1oqCggNTUVMzNzTE3N6d169YEBARw5swZzM3NsbOzw9HR0TB5nUqlwtnZGWdn5wc2iX9QxMTEUFJSQnDw/5JKOzs7/P39y5WbMGECY8eOZd68eajVar7//nv+85//lCvTvHlzQ8IN4OrqyunTp2v3AkSVsrOzSUpKKvfeGhkZ0a5du3IPgCZMmED79u1JSEigYcOGLF++nNGjR5d7KOXt7V3ub5Grqyupqak1Eudtf8OMHDmS5557jmeeeYbk5GR69epF8+bNWbVqFcnJybzzzjs1EqC4+1RqFfbeVth7W9HuiSZkJeZxZlMccUeSKcq+9sQr41Iue5ec4di6KBp3aohPsDMOvtb1YlZcIYQQNcPY2Bhvb2+8vb0BGD9+fLn9OTk5HD58mKNHjxIREUHDhg0NS5ydPHnS0P1Ur9eTn59Pfn4+SUlJnD59mj///LPC+a53Bbe0tMTOzg4nJyfc3NwYNGgQXl5eODs74+joWK6L63VHjhwhOzsbW1tb2rZtC0C7du1o165dhbJt27ZlzJgxACQnJ7Nz506Sk5MN3eudnZ1RqVQkJiaya9cuoqOjDddRVFREUVERGRkZxMXFcezYsRv+/kxNTbGwsMDGxoYOHTrQtm1bnJycDK3mTZs2xdvbu9xN/P3EzMyMFi1a0KJFC8O2UaNG3VGdxcXFxMXFkZKSQmpqKtnZ2TRs2JCIiAhOnTpFVlYWOTk5lJWVERsby759+8jLy6O4uBidToebmxvJyclkZWUZ6rw+QVNWVhYqlcrwcKVbt24UFBRw5coVLC0tsbKyokWLFkyePBlnZ+c7uo675UY9Pv75/+5GCcY/7/Hi4uLuKC4ABwcHNBoNKSkp5banpKTcdDhFbRg0aBAmJiasX78erVZLaWkpjz/+eLky/xy7rVKpDA8g60Lo0l5V7vtnw9jTX/aodtknP+t2J2HVO61bt6Zly5asXLmS3r17c/bs2XK9PKB239vbTrrPnDljmMr/p59+IjAwkL1797JlyxYmTpwoSfd9xMbNgkfGBfLIuEBKiso4vu4CEdsuU1asozCzhNMbYzm9MRa1RoVboD3tR/hj73V/dsW/n+jL9OxadApTay1WzuY07ekpD02EELfEysqKnj170rNnz0r3l5WVce7cOU6dOsW5c+e4ePEily5dIi0tDU9PTxISErhy5YohOb/e2pydnc2VK1cM9fyzBf16d/DrCbqtrS1paWkA9OjR45YSWBcXF5588skbltHr9Zw6dYrIyEhiYmK4dOkSCQkJpKam4urqSklJCampqVy8eNEwOzlc6ylQWlpqaM2NiIgoN37779RqNSYmJpibm2NtbU1QUBAPPfQQdnZ2aDQaMjMzadiwIV5eXvj4+ODq6vrAfmebmJjg7+9foZWyb9++t1yXXq8nPT2d/Px8ysrKOHr0KCkpKVy9epXc3FwCAgI4f/48WVlZ5ObmGpL1UaNG3TNJ962Msa6tslXRarW0bduW7du3G7od6/V6tm/fzuTJk++4/usaNWqEsbExBw8exNPTE4DMzEyioqLo2rWroZyRkRGhoaEsW7YMrVbLiBEjKn3IV5/cyjjr2ipbl6ytrXF1deXgwYN06dIFwPBZ/udEmuPHj2f+/PkkJCQQEhKCh4dHZVXWitv+bZaWlhpmf9u2bRuPPvoocO2JbVJSUs1EJ+odrakRwU8HEPx0ACUFpRz/OZqo3QkU55ai1ylcOZnOlZPpmFlradLNndZDGmEks6DXSxlXcone+7/P6uGfomjR35eH+vtgZHJ/trgIIe4uIyOjCq2c/6QoCleuXOHkyZNER0cTGxtrGB+cnp5OTk4ODRs2JDU1lZSUFEpLS8t1B/9ngl4b3brVajWtWrW66bhCuJYwXL58mfPnzxMTE0NcXJzhev6eoEdHR5OcnGzo/qjX6yksLKSwsJCrV69y8eLFm44Rvf7wwcfHhyZNmmBnZ4darebSpUs4ODjg7OyMi4sL7u7ueHp64u3tjYeHxwObrFdGrVaXW5bKz8+vDqN5ME2ZMoXQ0FDatWtHUFAQ8+fPJz8/39AbpSZYWFgwbtw4pk6dir29PU5OTrz99tuVfhbGjx9vmExx7969NRbDgygvL8/QUwggNjaWEydOYGdnZ3j4URNefvllPv74Y/z8/GjatCnz5s0r15PlupEjR/L666/z9ddfVzkcqrbcdjbUvHlzvvrqKwYMGMDWrVv54IMPgGsTItjb29dYgKL+0pobEzwqgOBRAZzZHMfhHyLRlV7rglGYXcLJXy5y8teLODay5pFxzbH3qt6aieLuUBupMbE0pvi/k2SU5us4uuYCR9dcwNqtAX2nt8PS/sGZNEgIUTdUKhUeHh7VanFQFIW4uDjOnj1LdHQ0Fy9eNLQ4X716FVNTUz755JO7EHXV1Go1Xl5eeHl5Vat8bm4u58+fJyoqyrDOemJiIq6u1+ZZycjIICoqiujoaEpLS8t1dbz+8CEyMpLIyMhqnU+lUuHg4ICdnR1arZaUlBQsLCywsrLC1ta2XLLeunVr/P39sbe3x8rKSpJ1USuefPJJ0tLSeOedd0hOTqZVq1Zs3ry5xnsSzJkzh7y8PAYNGoSlpSWvvfYa2dnZFcr5+fnRqVMnMjIyyo0TFrfuyJEjdO/e3fB6ypQpAISGhrJ8+fIaO89rr71GUlISoaGhqNVqxo4dy5AhQyq8v9bW1gwbNoyNGzdWe0K3mnLbs5eHh4czZMgQcnJyCA0NZenSpQC89dZbnD9/vtzU+veyB2H28poUsy+R4xuir60F/o//WW6B9gT09MCjjRNGxtKSWtcun0gl/KvTFOdcm504+OmmnNkcS/7V/y0hZ+FoSr/pQVi73HkXMiGEEDUjIyODixcvEh8fz+XLl7G2tkan05GRkcGZM2c4dOgQubm5FBQUUFRURGlp6R0vgXp9siEjIyPDeOcGDRpgbW2Nra0t7dq1o1WrVtjZ2WFubk5paSk+Pj54eHjU23Xe70X34zrd9Y2iKPj5+TFp0iRDkijuHz179qR58+Z8/vnnNVJfdT97d7RkmE6nIycnB1vb/63hHBcXh7m5ebmuOvcySbpvT1LEVXYsOElBVjFGJppyyxOoNCocfaxp92QT3JpLr4i6cnx9NMc3xKAv1aNSqxj3XV/0Oj0Hvo0gYtsllL/NG6E1N6LN441p1ttLWjqEEOIelZmZSXZ2Nnl5eWRkZHD+/Hn27dtHWloaGRkZhnHL19frtrCwoLCw8IZrN1eHSqUyJOumpqY0a9aMhx56CFtbW4yMjLh06RJOTk64urrSsGFDQ1f462uri/+RpLt2paWl8eOPPzJ9+nQuX75cLscR97bMzEzCw8N5/PHHOXfuXIU5IW5XrSfdhYWFKIpimH0zPj6e9evXExAQQJ8+fW4v6npIku47c/FgEgdWRlCcV4pTYxvS4rIpK/xfAm5iYYxf14a0G+aH0T0yYcP9Yv/Kc0T+dZmyEj0aYzVjVvzvc1uUV8LOL05x+URauWPURmqa9/Wi7eN+GGmlt4IQQjwIiouLSUhI4MyZM1y6dInExESSk5MNyXpmZiaurq6oVCoyMjK4cuWKYWK7O2VhYYG7uzu2trZotVri4+OxsrLC2toae3t7Q3d4Nzc3mjdvjp+fH3Z2dvdt4ilJd+26Pvzis88+Y+TIkXUdjqhB3t7eZGZmMmPGDF5//fUaq7fWk+7evXszdOhQJk6cSFZWFk2bNsXY2Jj09HTmzZvHv/71r9sOvj4ICwsjLCwMnU5HVFSUJN13KC02i8M/RJF49ioWDmaUFJRSkl/2vwIqcGpsQ4dRTXHyk6eKd0P4FyeJO5JCWZEOYzMjQr+puOREWmw22/9zjLz0IsO2Bg6mlBaWYeNmQfCopjjL+yWEEKIS+fn5xMbGGiaTS0xMJCkpCUdHR4yNjQ2zRx8/fpzCwkJKSkoME+XdKa1Wa1jv28TEBDMzMxo0aICVlRU2Nja0atWKtm3bYmtrS4MGDSgoKDC0sFtYWNTA1dcOSbqFqF9qPel2cHBg586dNG/enCVLlrBgwQKOHz/OunXreOedd4iIiLjt4OsTaemuWVG7Ezi06jxFuSW4t3SgOLeUtIvZ5cZ/N3zIgaY9PfBq44TaSLqV1Za9y84QdyiFwuwSzKy1PP1l5Uv+AJzeGMvh1ZHoy669UfZelhQXlJGXVoi5rQlthvnh393dMOZPCCGEuF16vZ7U1FTi4+MpLS2lrKyMzMxMLly4wK5duwzd5P/eFb6kpAQTExMKCgpqZF1djUZjSNh9fX1p1aoVtra2mJqakpKSwrBhw+jXr18NXO2tkaRbiPqlup+92+7PW1BQgKWlJQBbtmxh6NChqNVqOnToQHx8/O1WK+5zTTo3pEnnhpzfcZno3QnkphXiFmiPhYMZCSfTyc8oIuF0Ogmn01EbqWlgb4pvBxceGuCDqYVMxFKTTBpoMbc1pTC7BEunG89S/tAAH5qGeHB2cxzHf47hanwuKo0KZz8bNCYaDq+O5NyWOJz97Wj/ZBO05sZ36SqEEELcb9RqNS4uLri4uFTYN23atBseq9fryc3NNSxDl5CQYOgKn56eTmZmJllZWTg5OaHVasnMzDR0l/97O5ROp0On01FUVMTx48c5fvx4ufNERkbWSdIthLg33XbS3bhxYzZs2MCQIUP4888/efXVVwFITU2VFmFxU027e9C0uwexh5LZt/wciaevYudpSdsnm5CdkEdk+GWKckrJTSm4tvTYLxfRNjDCwcca73bOeAe7YG5tUteXcU9LPHvVMMGdg8/Nl3MzNjGi1WON8e3gyq7Fp0mOyCTlQhZqYzUdRjVFY6zmwMprk7C5NLWj4+hm2HtY1vZlCCGEEAZqtRpra2usra1p3rz5LR1bUlLClStXiIuL48qVKyQmJpKSkoKVlRWmpqZkZmYSGxtLVFQUXbt2raUrEELcj267e/natWsZOXIkOp2OHj16sHXrVgBmzZrFrl272LRpU40GWleke/ndceVUOgdXRZCbWoCtpyXWzg2wcDTl0tE0Mq/klptJ+zqbhhbYe1th7WJOcf61idpcm9tLMl5Nq1/ZCSrITSmg1eBGtHuiSbWP1ev17F9+jojtlw1DA2zcLeg7rR2J565ybF00BZlFNOrkhnewM16ta3atTSGEEOJBJN3Lhahf7sqSYcnJySQlJdGyZUvDkg6HDh3CysqKpk2b3m619Yok3XdXWYmOyPArHFt7geK8UozNjHB7yB6nxjakRmWSFpNNYVYxN/pfq1KBsbkR5jYmWLs2wDXADs82Tlg4mKHWyBjx61ZN2o7GWE1eWhFth/vRekjjW64jOymfzZ8cITelALj2uw8c4EP7EU0ozC7hzKY4Tm+MxdjUiIAQD9oMb4KRjNMXQgghbosk3ULUL3cl6b7uypUrALi7u99pVfWOJN11Jy+9kLN/xnM1PoeCzCKyEvJRa1SYWGoxMTfCwdea0mIduSkFZCfnoyu58cQpaiMVFg5mlBaVYelgjoOvFQ0fcqDhQ/YYaR+85cpWjt+KvkxPWYmexo+40W1Sy9uu69TGWI78GIled+3rxK25HV0ntqCBvRlFeSUc/DaCmAPJaDQqWg1uRKNOblg4mNXUpQghhBAPBEm6hahfaj3p1uv1fPjhh8ydO5e8vDwALC0tee2113j77bcNLd/3Okm664+C7GLij6SQFpNNXlohlk5mZFzK5eqlXPSl1xJutZEKU0stJQVlKDoFBQW1Ro2uTIeiq7pujVaNua0pDQPt8Ql2wc7TEjOr+7ub+s9v7iE7OQ9diULzvl50fLbZHdVXlFfC1k+PknIhCxQwNtXQ7skmBPTyQq1WodfruXIynahdV4g7mIKFgyktBvrSNMTjvvm+EEIIIWqTJN01r1u3brRq1Yr58+fXdSiiho0ePZqsrCw2bNhQa+eo9dnL3377bb755hs+/vhjHn74YQD27NnDe++9R1FRER999NHtVi1EpcytTQjo6UlAFStbFeWVUJBZRGmhjkvHU8lKzCcvrZD8jCLMrLXkphUCoNaoUKlVKHrFsASWrkRPbkoB51MKOL/9MgAmlsaoUGHlYo5TYxs8WjniGmB33yxjVphTbGiZNrW885nhTS20DHqvI5lXctm95AypUVnsXxHBkdVRdH7uIXw7uOLZ2gnP1k5cjcvm4KpI9q88x5Gfomj3ZBMaPeyGicx6LoQQQjxwwsLCmDNnDsnJybRs2ZIFCxYQFBRUadkXX3yRbdu2Vbo88aVLl/Dx8WH9+vU8+uijtR22uIldu3YxZ84cjh49SlJSEuvXr2fw4MFVlp87dy4ffvghSUlJFRLYgoICXFxc+PDDD3nppZdqOfKad9tJ94oVK1iyZEm5/9AtWrSgYcOGTJo0SZJucdeZWmgNy4o5N7GtsL+kqIyks1e5cjKN1Jhs9GV6clIL0JXo0RipURup0DYwRgXkpRdRnFsKQFFuCakXsjizKQ4AYzMjLB3N8G7vjFdbZ2zcLdDcg4l4YVYJ/HdZbTPrmluOzdbdkkHvdOD8X5fZt/wcpUU6/vr8BKf/iKXP6+0wtdJi721N/7eDKCspI2ZvErEHk9m/4hzWbha0fdwPn6CKy8QIIYQQ4v6zevVqpkyZwldffUVwcDDz58+nT58+REZG4uTkVKH8uHHjWLhwIfv27aNTp07l9i1fvhwnJyf69+9/t8IXN5Cfn0/Lli0ZO3YsQ4cOvWn5Z555hunTp/Pzzz8zcuTIcvvWrl1LSUkJo0aNqq1wa9VtZwoZGRmVTpbWtGlTMjIy7iiomnT58mW6detGs2bNaNGiBWvWrKnrkEQd0Zoa4dXWmYfHBjLko4cZNrszoUt60f+t9jTt6YG1qwX6Uv21CdxMNRibG2FqpcXEwhi1scpQT2lhGRmXcjm2Lpr1b+1lxZgt/PRKOD9N2cm2+cc4tyWevKuFdXilN6fX/3f8+38Hl5jb1GxXNJVaRUCIJ49+0BFz22vd9NOis1k16S9O/BJtKGekNcK/uwd932xP3zfaY6TVsH3+cb59bhsXDySh19/xlBNCCCGEqMfmzZvHhAkTGDNmDM2aNeOrr77C3NycpUuXVlq+VatWtGnTpsJ+RVFYvnw5oaGhGBlV3q6Yn5/Ps88+i4WFBa6ursydO7fc/vfff5/AwMBKzzljxgzgWpflwYMH8+mnn+Lq6oq9vT0vvPACpaWlt3P597V+/frx4YcfMmTIkGqVd3JyYtCgQZW+90uXLmXw4MHY2dlVeqxOp2PKlCnY2Nhgb2/PtGnT+Pso6pUrV2Jvb09xcXG54wYPHswzzzwDwHvvvUerVq349ttv8fb2xtramhEjRpCbm1vdS67SbSfdLVu2ZOHChRW2L1y4kBYtWtxRUDXJyMiI+fPnc+7cObZs2cIrr7xCfn5+XYcl6gm1Ro1bcwc6PtuMwR924ukve/LMkl70fKU1PkEumFlp0ZXqQQ8N7E0wsTTGwt4UczsTHHyt0Jobodcp5KQWkpNcQNyhFPYtP8ePL4az9JnN/DB5B5v+fYjoPYkUZBXfPKC7pCS/rNzrBna1M37d0ceakWE9aPmYLyo1KHqFI6sv8ONLO0iLzixXtuFDDgz+sBOjFvekWR8vTmyI4bvnthH+xUmK80tqJT4hhBBC1J2SkhKOHj1KSEiIYZtarSYkJIT9+/dXedy4ceP46aefyt3Th4eHExsby9ixY6s8burUqezcuZNffvmFLVu2EB4ezrFjxwz7x44dS0REBIcPHzZsO378OKdOnWLMmDGGbTt27CAmJoYdO3awYsUKli9fzvLly2/18kUlxo0bx19//UV8fLxh28WLF9m1axfjxo2r8ri5c+eyfPlyli5dyp49e8jIyGD9+vWG/cOHD0en0/Hrr78atqWmprJx48Zy/2diYmLYsGEDv//+O7///js7d+7k448/vuPruu3u5Z988gkDBgxg27ZtdOzYEYD9+/dz+fJl/vjjjzsOrKa4urri6uoKgIuLCw4ODmRkZNCgQYM6jkzUV2q1CvcWjri3cDRs05XqSLmQRcS2S6TH5lB0tYiCjGJsPSywclaj0+kpK9JRUlhKSX4Zih70OoX8jCLyM4pIOHMVuNaN28zGBCOtBsdG1ni0dsKtDsaJl+SX/jcJvva6gV3tziTe/kl/mvXy4s85R8iIzyUvvYjfZh6k9dDGPDTAByOtxlDW1EJL22F+tBnamOPrYzi9MZbovYl4tHSk++SWaGXctxBCCFFtOp3ufz3cAI1Gg1qtrtAya2xsfEdl1Wo1Go0GvV5f7QlS09PT0el0ODs7l9vu7OzM+fPnqzxu5MiRvPbaa6xZs4bRo0cDsGzZMh555BGaNGlS6TF5eXl88803fPfdd/TseW2CoBUrVpRbfcnd3Z0+ffqwbNky2rdvb6i3a9eu+Pr6GsrZ2tqycOFCNBoNTZs2ZcCAAWzfvp0JEyZU67prkl6vwN96BqrU1+Yu0peVX9VHbaS+o7KoVajVKmpbnz59cHNzY9myZbz33nvAtWEDHh4ehvetMvPnz2f69OmGbuxfffUVf/75p2G/mZkZI0eOZNmyZQwfPhyA7777Dk9PT7p162Yop9frWb58OZaWlsC1Lu/bt2+/46HTt32n37VrV6KiohgyZAhZWVlkZWUxdOhQzp49y7ffflvtenbt2sWgQYNwc3NDpVJVOrtcWFgY3t7emJqaEhwczKFDh24r5qNHj6LT6fDw8Lit48WDS2Oswa2ZPT1fas2T/+nK2JV9eHZJCJ1GN8fK2ZzSgjLyM4spzi3DzMYUh0bWNHAwpYGDKaZWxlg4m4IKCrNLyIjPJfVCFmc3x7N51mGWPvsnK8ZtZd2be9j11SlSLmSgK7vx8md3Sq9TMLH8b/KqAq1F7S+Z1sDOlKGzHqHbCy0wtdKi1ykcXXOBtVN3Exl+udwfbgCVSkWboY0J/aYXD49pTm56Iatf3smOsJPk/HddcCGEEELc2AcffIBWqzX8/PDDDwCYm5sbtvn5+QHXunr/vew333wDgKOjo2Gbm5sbcC2p+XvZBQsWABiOqU02NjYMHTrU0A05JyeHdevW3bAlNCYmhpKSEoKDgw3b7Ozs8Pf3L1duwoQJ/PDDDxQVFVFSUsL3339fofW8efPmaDT/azBwdXUlNTW1Ji7tlh3/OZqlz/5p+InZlwjAsjFbDNt+mrILgDMbY8uVjQy/tuzzdxO3G7Z9/8JfAJzfdqlc2XN/xt2V69FoNISGhrJ8+XIURUGv17NixQrGjBlT5cOc7OxskpKSyr23RkZGtGvXrly5CRMmsGXLFhISEoBryfzo0aNRqf73MMHb29uQcEPNvbd3dKft5uZWIes/efIk33zzDYsXL65WHTcbYF+dyRVatWpFWVlZhWO3bNli+GLIyMjg2Wef5euvv77VyxSiUlpzY1wD7HAN+N/YkpKCUnLSCkg8c5WL+5PJTS2gJL+U4rxS7DwtKSvWUVaiR1eqo7SoDH3ptSeIpYVlZF7KJfNSLlG7ElBrVNi6W2DSwBgLZ3N8O7ji1tyuxpbWSo/Lpqz4WpJramF8V5fsavxwQxp1cuPi/iQOfR9JXlohuxef4eB35+n83EOVTqIWEOJJQIgnmVdy2fLpMX56dSeuzezo+q8WWNjLet9CCCFEVWbMmMHbb79teH09WSwoqPgAe8qUKbzyyisVyqalpVUoO3HiRJ577jnD6+v3EjdKfP/JwcEBjUZDSkpKue0pKSm4uNx4UtVx48bRs2dPoqOj2bFjBxqNxtCCeScGDRqEiYkJ69evR6vVUlpayuOPP16ujLFx+V53KpWqQuPB3dJ6aGNaD270v1j+2xo9ZlnvCmUDB/gQ2M+7QtlRX1VsQW4a4knTHn9rqLwLrdzXjR07llmzZvHXX3+h1+u5fPlyue79t6t169a0bNmSlStX0rt3b86ePcvGjRvLlamt97b2m7duol+/fvTr16/K/X+fXAGuPVXbuHEjS5cu5c033wTgxIkTNzxHcXExgwcP5s0336wwy2FlZf8+wD4nJ6eaVyLEtUTcwcsaBy9rWgz4XzekgswishLzidh2iavxOZTkl6IvVTA216A1N6asSIeiKCh6BUVRKCvSczX+v5M2nMsgascVUIGZlRZ7bys82zjh29HVMFv7rcpLL0T5b5ehuuiurVKpaNTJDc82Tuxffo6oXQmUFJSxff5xbN0tCHm1DdauFYeA2Lpb8uT8rsQeSmbf8nOsfmUn7Yb70ay3F8amdf51JoQQQtQ7Go2mXKvsdf9MLmqq7K08yNdqtbRt25bt27cblpLS6/Vs376dyZMn3/DY7t274+Pjw7Jly9ixYwcjRoy44fDRRo0aYWxszMGDB/H09AQgMzOTqKgounbtaihnZGREaGgoy5YtQ6vVMmLECMzM6u8DfrVaVWlCXNnQxZooezc0atSIrl27snTpUhRFISQkBC8vryrLW1tb4+rqysGDB+nSpQsAZWVlHD16lDZt2pQrO378eObPn09CQgIhISF3rQd0vb5LvT65wvTp0w3bqjO5wt8pisLo0aPp0aOHYWa6G5k1axYzZ8687ZiFqIy5rSnmtqa4Nbc3bNPr9OSmFXL5eCrxR1PJTsqnKKcEvV7B3M6EsmI9ep0eXakeRaeAcq17+pWT6Vw5mc6+ZedwamyDc1Nb3Jrb49TIGpNqJuFFOaWo1Sp0gEZb8Q/m3WJsakSXiS1o0s2dvxacoCCzmMwreax5bRc+wS50/ddDGGkrfk35BLngE+RC8vkMTvwSw9E1F/Bo7Ujn5x667QcRQgghhLj7pkyZQmhoKO3atSMoKIj58+eTn59/05ZNlUrF2LFjmTdvHpmZmfznP/+5YXkLCwvGjRvH1KlTsbe3x8nJibfffrvShwTjx48nICAAgL17997+xT3g8vLyiI7+36o1sbGxnDhxAjs7O8ODj6qMGzfOMEa+OpPUvfzyy3z88cf4+fnRtGlT5s2bR1ZWVoVyI0eO5PXXX+frr79m5cqVt3Q9d6JeJ923O7nC3+3du5fVq1fTokULw3jxb7/9loceeqjS8tOnT2fKlCmG1zk5OTIGXNQKtUaNtUsDrPv5ENjPx7C9rERH5uVcIv66TEZcDrlphZQWlaHoFdQaFXqdYpgALTU6i9ToLE7/HguAsakGO08rvNs749e1YZUJaFFeyfXVwsivB8ubuTS1Y2RYD05vjOXIT1HoSvXEHkwm/lgqPSa3xLt95V3MXJra0bepHRHbL3H4h0hWTdxOk67uPDy2OWrNvbd2uhBCCPGgefLJJ0lLS+Odd94hOTmZVq1asXnz5gr3/5UZPXo07777Ls2bNy83nrcqc+bMIS8vj0GDBmFpaclrr71GdnZ2hXJ+fn506tSJjIyMatUrKnfkyBG6d+9ueH09x7o+ZvtGhg0bxuTJk9FoNIZeEDfy2muvkZSURGhoKGq1mrFjxzJkyJAK76+1tTXDhg1j48aN1aq3pqiUvy9gVg03W9g8KyuLnTt3otPpbj0YlYr169cbfgGJiYk0bNiQffv2GWZIB5g2bRo7d+7k4MGDt3yOW5WTk4O1tTXZ2dlYWVnV+vmEqEpRbgnxR1O4fCKNzMu55F0tQtEpKCgoVXzctA2McGpsQ0CIJ55tnAwTRZz4NYbz2y+Tl1aImY0JT3/R4y5eyY2VlZSxa9FpLu5PNmzzbu9Mx2cDaHCD8dt6vZ5Tv8dyfvtlNEZq/Dq70WKQryTfQggh7htV3ZcWFRURGxuLj48PpqamdRjh/UFRFPz8/Jg0aVK5xjhxf+jZsyfNmzfn888/v+O6qvvZu+WWbmtr65vuf/bZZ2+12krdyeQKdyosLIywsLDbenggRG0wtdTi380D/27/63mh6BWyEvOI3ptIwql0MhPy0JX8b7KHkvwyQ3d0MxstXm2cafiQPVmJeeh118oZmdRd9/LKGGmN6PFia9o+kc+Jn2OI3ptI3OEUrpxOw7O1M13+1QKjSsceqWn1aCNaDvIlZn8Su746xfENMbQe3IgWj/re1cnihBBCCHFvSktL48cffyQ5OblGJu8S9UdmZibh4eGEh4fzxRdf3NVz33JLd236Z0s3QHBwMEFBQYZlCPR6PZ6enkyePNkwkVptkpZucS/Kzyzk8I9RXD6RRnFu6Q3L2nlZMnTWI3cpsluXcSmXPUvOkBqdBVx7SND1Xy0qneX878pKyti37BwXdifQwM6UHi+2wsnP9i5ELIQQQtQOaemufSqVCgcHBz777DNGjhxZ1+GIGuTt7U1mZiYzZszg9ddfr5E6a62lu6bdbID97U6uIMSDrIGtGd3+1dLwuqSolIsHkrkQnkDKhUz426M2U8v6PfGYnaclg97rwF8LTxB7IJmyYh3b5x/HuYkNvV5vW+W4dSOtEV2eb0GHZwI4uzmePz89isZYTZuhjfHv7lFuTUYhhBBCCLjWtVzcn+Li4urs3HXe0h0eHl5ugP11fx9gv3DhQubMmWOYXOHzzz+v9UkN/t69PCoqSlq6xX1Dr9eTeOYqEdsukZtaSNd/tcDe6974v50WncmWuccozC4BQK1REfS0P4F9fW5yJORnFbPri5Mknr2KRquhWS9P2g73Q2Ncv7rXCyGEEFWRlm4h6pfqfvbqPOmu76R7uRD1z6EfznP691iuf3u5NLWl12ttMWlw8zXHS4rKOPxDJElnr5KfWYSFgxlNurrTvLdXpetUCiGEEPWFJN1C1C+SdNcQSbqFqJ/y0gvZPPswWQn5AJjbmNBpTHO82998iZHrMi7lsm/5WVIvZKEoCs5N7egwqin2XlbS/VwIIUS9I0m3EPWLJN13SLqXC3FviD+WyqFV58lOupZ823pY0G1Sy1vqMq/X67mwM4H4IymkXcxGV6rH3suKlo/54t7CsbZCF0IIIW6JJN1C1C+SdNcQaekWov4rK9Fx/OdoTv520TBJnF9nNzo//9AtLxWm1yuc+SOW839dJie5ACMTDa2HNqLxw240sKt6nXAhhBCitknSLUT9cs/MXi6EEHfKSKuh/Qh/7L2t2PXVKcpK9FzYnUj8sVRCXmmNW3OHatelVqtoMdCXFgP/n737Do+iWh84/t2S3ntv9B5CgIiAtEgVpIrcqIgNvdh+2MACV8WKIipR9CqCigoqiArSCb0IAaQGCGmQ3ns2uzu/P3JZiUlIAglJ4P08zz5kZ87MnJklk3n3nPOeVuiKyzm9LYnM2HwOrtyOhbUZrft6ETK+TY1Z04UQQgghhLicBN1CiBtGq1u88O/hxpaPjpAUnYGuSM+6N/7Eu5Mzg58MwdK+foGyubUZ3Ua1AiA/rZiDP54hZtsFTqxPoG1/H9oP9sO9rUO9W9OFEEIIIcTNQ54UaxAZGUmnTp3o1atXU1dFCFEPWnMtw57tyciXemH+v2zmySez+f7xbZzdeRHFeHUjauw9rBn8eHfu/2oow1/oibWTBRvmH2Tp/RtZ/86fZMTlNeRpCCGEEDeNyMhIAgMDsbS0JCwsjAMHDtRYNjAwEJVKVePr/vvvv34VF1e0Y8cORo8ejbe3NyqVil9++eWK5QcOHHjFz3bgwIHXpd6NQcZ010LGdAvRchmNRvZ9fYpTm5NMwbZrkD29Izrg3cnlmvev1xs59tt5Tm9NoiirFLfWDnQZEYhPN1fpfi6EEKLB3YhjulesWMF9993H4sWLCQsLY+HChfz444/ExMTg7u5epXxGRgYGgwGAPXv2MGHCBGJiYkzXw8rKCgcHh1qPq9PpMDeXv9WN6Y8//mD37t2EhoYyfvx4Vq9ezdixY2ssn52djU6nAyApKYnevXuzefNmOnfuDIC5uTnOzs61Hvd6frZ1/d2Tlm4hxA1LrVZz6/2dueezIfSc3BYzKw2Zcfmsm3eArx/ezIkN8de0f61WTci4Nkz5eBB3fTCANv29ObI6lm8f2cJPz+8kJioJo9HYMCcjhBBC3IAWLFjAww8/zLRp0+jUqROLFy/G2tqaJUuWVFvezc0NT09PPD09TQGYu7u7aVlNAffAgQN5/PHHefrpp3F1dWXYsGEAHD9+nBEjRmBra4uHhwf33nsvmZmZpu2MRiPvvvsubdq0wcLCAn9/f954440Gvgo3phEjRjBv3jzGjRtXp/LOzs6mz9HNrWL2GBcXlyqf9z/df//9jB07ljfeeANvb2/at28PVATud911F46Ojjg7O3PnnXcSHx9fadslS5bQuXNnLCws8PLy4vHHH7/6E74CCbqFEDc8Cxszut/ZhrsWDKD9IF8AdEXl7F12iq8f2sSxtXHXHBzbe1jTeWggE+b3Z+hzoZhbatn13+N8P2MbR387T3ZSQUOcihBCCFEvRUVF9X7p9XrT9nq9nqKiIkpKSuq03/rQ6XQcOnSI8PBw0zK1Wk14eDh79+69thOvxrJlyzA3N2f37t0sXryY3NxcBg8eTEhICAcPHmT9+vWkpaVx1113mbaZPXs2b7/9Nq+88gonT57ku+++w8PDo8HrdrXKS/X1fhkNfz/zGA1Gykv16HWGWvfbnG3ZsoWYmBg2bdrE77//Tnl5OcOGDcPOzo6dO3eye/dubG1tGT58uKk1/dNPP2XGjBk88sgjHDt2jF9//ZU2bdo0Sv0kkVoNLp+nWwhxY7BysKD/w11p29+HXV8eJ/diEbpiPfuXn+bQz2fpMNiPnne1RWt+bbdG/xB3/EPc0euNXDySwZkdF/nz+xgs7cwl+7kQQojrytbWtt7brFy5kkmTJgGwevVq7rrrLgYMGEBUVJSpTGBgYKUW4UvqM3I1MzMTg8FQJYj18PDg9OnT9a53bdq2bcu7775rej9v3jxCQkJ48803TcuWLFmCn58fZ86cwcvLiw8//JBFixYxdepUAFq3bk2/fv0avG5Xa9kDm+q9zeAnu9PqFi8A4v9MY+tHR/Ds6Mwdr4SZyqx4KorSgvJK2z303Yhrq2wjsrGx4YsvvjB1K//2228xGo188cUXqFQqAL766iscHR2Jiopi6NChzJs3j2eeeYannnrKtJ/GyuclQXcNZsyYwYwZM0xjZ4QQNw7PDs5MnH8baedy2PXf4+QkFaIvNXB8XTwx2y7QY3wb2g/yxdza7JqOo9WqCejpQUBPDwoyijm4siL7+anNSbQf6ItPN1f8e7hJ9nMhhBDiOggNDa30/ujRo2zbtq3aLyZiY2PJzc2lrKyMIUOGXK8qiqvUtWvXSuO4jx49yrlz57Czs6tUrrS0lNjYWNLT00lOTr5un60E3UKIm5ZHGycmvNOfrIR89i49SeqZHMpLKlq+o1edJbCXB237++Ld+dqTrtm5WTNoRncAshPzObc7mS0LD6NSg3dnF0LvaodbkHzBJ4QQomEVFhbWexsLCwvTz+PGjaOwsLDKF8T/HBt7NVxdXdFoNKSlpVVanpaWhqen5zXv/59sbGwqvS8sLGT06NG88847Vcp6eXlx/vz5Bq9DQ5u65PZ6b6Mx+/uzDOzlwdQlt6NSqyqVmfzhwGus2fVV3WcbGhrK8uXLq5R1c7v+DR4SdAshbnouAfbcMfcWyorLiduXyvE/4si9WMTZHcmc3ZGMlaMFwWOC6DQ0oEFu0s7+9vT2t6fHpHam7Oe/vrwHn25u+HZzoU1/H+l+LoQQokH8MxipL61Wi1ZbNWS41v1CRTbq0NBQtmzZYspqbTQa2bJlS6MltLpcjx49+PnnnwkMDKz2HNu2bYuVlRVbtmzhoYceavT6XA0zy2sL59QaNWpN1Weba91vU+vRowcrVqzA3d29xhmoAgMD2bJlC4MGDWr0+kifRiGE+B8LazM6DPZjwrv9Gfp8KJZ2Fd3LS3LL2Pf1aZZN28SO/x5DV1xey57q5vLs5xGfDSGgpztHfqnIfv7z8zuJ2SbZz4UQQtzYZs6cyX//+1+WLVvGqVOneOyxxygqKmLatGmNfuwZM2aQnZ3NlClT+PPPP4mNjWXDhg1MmzYNg8GApaUlL7zwAs8//zxff/01sbGx7Nu3jy+//LLR63YjKCws5MiRIxw5cgSAuLg4jhw5QmJiYqMfOyIiAldXV+6880527txJXFwcUVFRPPnkk1y4cAGA//znP7z//vt89NFHnD17lujoaD7++ONGqU/L/gpDCCEagUqlwr+7O/d8Fk7CoTT+/CGG3ItFGMqNnNl2gTNRF/ALdqX/9G5YO1jUvsM6sLQ1p+MQfzoO8SfxcDqHV59j95ITHP3tPL7dXAnq7YlXA8wtLoQQQjQnkydPJiMjgzlz5pCamkr37t1Zv379dckQ7u3tze7du3nhhRcYOnQoZWVlBAQEMHz4cFPPtldeeQWtVsucOXNITk7Gy8uLRx99tNHrdiM4ePBgpVbkmTNnAjB16lSWLl3aqMe2trZmx44dvPDCC4wfP56CggJ8fHwYMmSIqeV76tSplJaW8sEHH/Dss8/i6urKxIkTG6U+KqU+KQZvIpdnLz9z5gx5eXk1dk0QQtz48lKK2LvsJBePZXLprqnWqmh9qzedhwXg2gjjsY1GhdRT2fy5IoaMc3mYWWnw7+FOr7vbY+ti1eDHE0II0bxdSvD7z+fS0tJS4uLiCAoKwtLSsglrKMTNpa6/exJ016Kmm5sQ4uakL9Vz4IcY0s7mkBX399zb5tZaOob7EzKxLVptw4/cKc3XEb3qLOf3pqIrLcetlSN27lZ0v7M1jt71nw5GCCFEyyNBtxDNiwTdDUSCbiFETdLP5nD8jwTO70sxLVOpVfj3cKPP1E6N1hpdWqDjxPoETm1JpDRfh7mNGe0H+dJ1VFCDdXcXQgjR/EjQLUTzIkF3A5GgWwhRm7RzOez/+jTp53IrLXfys6P3lHb4dXdvtGMXZBRz9Nfz5KcUkXYuF41WjXcXF4LHtMatlUxBJoQQNxIJuoVoXiTobiASdAsh6qo4r4z9354ibn8qRv3ft1afrq50HhaAX3e3KvNgNqSS/DIOrzpH/J9pFOeUYWlnRoch/rgE2OEX6tEo3d7rYtOCaDJic3HwssGvuzuBvdyxdbWqdooSIYQQNZOgW4jmRYLuBiJBtxCivoxGI3/9HseJP+IpydOZltu6WeHsb0ef+zpi52bdqHUoLdSRdCSDjNg8YrYmYSg3YuNiiVdHZ0LGtcbe0waVqvG+ALjcsgc24uBti1FvxGhUKMkto6yoHK25BhtnS5z8bOk01B9nf3uZn1wIIa5Agm4hmhcJuhuIBN1CiGuRn1bMqc2JxGxLQlesNy139LGh1+R2BPT0bPQ6GI1GLhzN5Mz2i2TG5aErKkelVmFuY4ZPZxfaD/LFrbVjoxxbrzPw9YObiFg8GAubioBaURQy4/O5cCSD9LO55KcVozVXk51UgEqtxs7NCo92jrQf6Id7O8fr9uWAEEI0dxJ0C9G8SNB9jWTKMCFEQyov1bPvm1Oc3ZmMUW80LTez0tLqFi963d0OS7vr08prNCokHkojZtsF0mNzKSsox9rZEr9gVzTmGtre5oNbA02Bdn5/CnuXniTi0yG1li0t1BG7O5mkIxlkxeej1xlQqVVotGqc/ezwD3WnbX8fzK3NGqRuQgjR0kjQLUTzIkF3A5GWbiFEQzIajZz4I4G/1sZRkltWaV3HIX50CPfHJeD63mv0pXoy4vJIPJxR0SJfpEelVuHsb0vHIf44+tji3sYR9VWMCd/y0WHSz+Yy5eNB9d5WURRykgo4sSGBtDM55KcVYzQoeHdywdLeDHsPa4J6e+ISKAnjhBA3Bwm6hWheJOhuIBJ0CyEaS0ZcHn9+H0PKyWwU49+3YrfWDrgE2dNjfBusHa//w5O+VM/5P9PIisujKKuUxOh0jAYFKwdzXIMc6DoqCPe2jmjNNbXua+XM7Th42TDsuZ4NUreCzBLSz+ZyenMimXF5lJcaUKnAu4sLLkH2mFlU9Bxw8LJpkOMJIURzIkG3EM2LBN0NRIJuIURjM+qNJBxO5/zuFOIPpaEY/r4t27pZ0X6gL11HBaI11zZN/YxGko9nc35vMmlnc1GMCgVpxai1amxcLHEJtKfVLV74dXerEoh/NXUDPe9qR9dRQY1SN71OT9KRTHRF5SQdyeDCX5noyyq6pbsE2tO2vw92HlZ4d3FtsuztQgjRUCToFqJ5kaC7gUjQLYS4nkryyji48gxnd1zEeFnwjQpcAu3pNiqIoFs8UaubNoAsyi4h7kAqF49nkZNYgEFvpDRfh8ZMg7WTBS4B9nh1dmHv0hPc/dFAbJytrlvddMXlJB5KJzeliPy0YuIOpKIYFCzszHANtKf72Da4tXaoU0u9EEI0Jzdq0B0ZGcn8+fNJTU0lODiYjz/+mN69e1db9oknnmDz5s2cOnWqyrrExESCgoJYvXo1Y8aMaexqi1rs2LGD+fPnc+jQIVJSUli9ejVjx46tsfz777/PvHnzSElJqfL/uLi4GE9PT+bNm8eTTz7ZyDWvOwm6G4gE3UKIpmA0GjkTdYET6xPIuVBYaZ2tqyUdw/1p1cer0aceq4+yQh1ndlwk+UQWOUkFlBWW4+hry52v3dqk9TIajaSfzePc7otkns/HoDOQm1yExlyNo7ctPl1daD/ID3v35nMthRCiOjdi0L1ixQruu+8+Fi9eTFhYGAsXLuTHH38kJiYGd3f3KuWPHDlCSEgIu3fv5tZbK/99ee211/j0009JSkpCq629d5hOp8PcXKaqbCx//PEHu3fvJjQ0lPHjx9cadKenp+Pr68vSpUv517/+VWnd119/zSOPPEJycjLOzs61Hvt6fbYSdDcQCbqFEE1NV6rn6JpYzu64SHFO5eRr1s6WOHrb0Hl4IAE9qj6ciOrlpRVxbsdFLhzLJPdCIYZyI7bu1qhV4N7eiYAe7vgGu6GRLulCiGbkRgy6w8LC6NWrF4sWLQIqvij18/PjiSeeYNasWdVuExoaSkhICF988YVpmaIotG7dmrvuuou333672u0GDhxIly5d0Gq1fPvtt3Tt2pVt27Zx/PhxnnvuOXbu3ImNjQ1Dhw7lgw8+wNXV1VSn9957j88//5ykpCQ8PDyYPn06L730UgNfjRuXSqWqNegGmDBhAnl5eWzevLnS8oEDB+Lp6ckPP/xQ7Xb3338/ubm59OrVi8jISCwsLIiLiyMpKYlnnnmGjRs3olar6d+/Px9++CGBgYGmbZcsWcL777/PuXPncHZ2ZsKECab/j7Wp6+9e0wwQFEIIUWfmllp6TW5Pr8ntKckrIyE6ndjdyaSczKY4u5Ti7FKSj2eh1qpwDXKg/UBfWvf3kTHMV+DgYUPopHaETmoHVMwnnnwiixPrE0iKTudM1AVUahWe7Z3QWmhw8LQhsJcH7u0cm7xrvxBC3Ch0Oh2HDh1i9uzZpmVqtZrw8HD27t1b43YPPvggs2bN4sMPP8TGpiJxZlRUFHFxcTzwwANXPOayZct47LHH2L17NwC5ubkMHjyYhx56iA8++ICSkhJeeOEF7rrrLrZu3QrA7Nmz+e9//8sHH3xAv379SElJ4fTp09d6+qIaDz74IHfccQcJCQkEBAQAcP78eXbs2MGGDRuuuO2WLVuwt7dn06ZNAJSXlzNs2DD69OnDzp070Wq1zJs3j+HDh/PXX39hbm7Op59+ysyZM3n77bcZMWIEeXl5pv8bDUlaumshLd1CiOaqKKeEgz+cIeloJqX5uirrHbxsCL6zFb7d3LB2tGiCGv5t15fHOb0lCWsnC/y6u+HaygEXfzscfWyb5bzbRqORgrRispMKObU5kcy4fHRF5aACn84uOPraYmFtRtAtnjj52jV1dYUQN4mraek2GAwYjcZq93epC7Zer8fMzOyKZTUaDSqVqtayarUajaZuOTOSk5Px8fFhz5499OnTx7T8+eefZ/v27ezfv7/a7XJzc/Hy8uLTTz/l/vvvB+C+++4jLi6OnTt31ni8gQMHkp+fT3R0tGnZvHnz2LlzZ6WA7sKFC/j5+RETE4OXlxdubm4sWrSIhx56qE7ndT0ZjQoYqw/nVBoVAIpBQa1VX7msWgWqWsqqVajVqquqZ11bug0GAwEBATz00EP85z//AWDOnDksW7aMuLi4Gr/4vv/++1m/fj2JiYmmbuXffvst8+bN49SpU6hUFfXW6XQ4Ojryyy+/MHToUHx8fJg2bRrz5s27qvOSlm4hhLjB2ThZMeCxYAAKM0v46/fzJBxMpyi7FIC8lCJ2LD4GgLO/LRpzDX7BbrQb6Iuty/VLbAZwfl8qAMU5ZcRsu0DMtgumdVpzNbauVri2csA32BX/UA/MLZv2z5NarcbByxYHL1uCensCFVnmk09mUZKvI+FgGjFRF4hedQ6VWoVroD2BYZ6YW2vxD3HHxrllde8UQty4Xn/9dV599dVq1x0/fhyAUaNGER8fz4IFC3j++eerLXvgwAHc3Nzo1asXGRkZLF68mMcff7xKublz55qCpcbi6OjI+PHjWbJkCffffz/5+fn8/PPPREZG1rptaGhopfdHjx5l27Zt2NraVikbGxtLbm4uZWVlDBkypMHq35AOrzrH4VXnql034d1+AGx49xB3fzSQ42vjOPB9TLVl73y9D5b25qx5eQ/3fBbO6c2J7Fl6slKZkPFtCJ3YtmFP4B80Gg1Tp05l6dKlzJ07F0VRWLZsGdOmTau1p1nXrl0rjeM+evQo586dw86u8pfjpaWlxMbGkp6eTnJy8nX5bKWluwaRkZFERkZiMBg4c+aMtHQLIVoMvU7Pme3JZCfkkxmfT+b5vCpltOZqHH1s8enm2uhJxIxGI0vuqWhB6BDuj4W1lsy4fFJjsjHoamh9sdDg3cWFwFAP3No64uhlU/EtfDOjL9UTH51GYXoJeWnFnN+bgkFnRK1VYedmTYchftg4W+LkZ4uTj7SICyGuzY3W0q3T6bC2tuann36q1AI6depUcnNzWbNmTY3bbt26lSFDhnD27Fm2bdvGM888Q0pKiqm7eXUGDhxI9+7dWbhwoWnZiBEjsLa25p133qlS3svLi/Pnz9OtWzfOnz9PUFDjTH95LW60lm6o+LKjbdu2bNq0CaPRyLBhw4iLizN1N6/OpTHdv/zyi2nZY489RnR0NMuXL69S3s3NDbVajb29PVu3bmXQoEFXc1rS0n2tZsyYwYwZM0w3NyGEaCm05lo63e5vel+SV8bpbUmc3XGRwowSjAYFvc5IZlw+mXH5HF1zHhtnCwL+F+C6Bjng4GXdYGOX08/kmn7u/a/2plZso9FIekwu8YfSSDuTS15KUUUXbkBfZiDxUDqJh9IB0Jir0ZprcPS2xbuLC61v9cLRu2qrxPWmtdTS5lYf0/sB07tRkldG3P5U0s/lkp1YwLG1cRUJ8FRgYWOGb7AbPl1d0Jip8Qt2a5bd64UQNw6NRlNrEGxmZtYoZWtjbm5OaGgoW7ZsMQVjRqORLVu2VNuKfrlBgwYRFBTEV199xbZt27j77ruvGHDXpEePHvz8888EBgZWm/G8bdu2WFlZsWXLlmbZvVytVkEtgbBKq2qUso2ldevWDBgwgCVLlqAoCuHh4VcMuGvSo0cPVqxYgbu7e42Np4GBgWzZsuWqg+66kqBbCCFucFYOFoSMbUPI2DYAZJzP48z2C6ScyCI/rRijQaEou4yTmxJhU6JpO0t7c5x9bfHu5kqbW72xdb26LukJ0X8Hzpd3G1er1Xh2dMaz499TfxiNRlJPZZNwKB1UKrLi8sg4n4dBZ8SgM5J2Joe0MzkcXnUOlUaFjZMFrq0c6HS7Px7tnZtFtnErBws6DQ2g09C/HxD0Oj3JJ7K5eCwTxQixe1JIPp6FYqxoUbD3tKZtP28sbM1w8bfDpZWDJGwTQtwUZs6cydSpU+nZsye9e/dm4cKFFBUVMW3atCtup1KpeOCBB1iwYAE5OTl88MEHV3X8GTNm8N///pcpU6bw/PPP4+zszLlz5/jhhx/44osvsLS05IUXXuD555/H3Nycvn37kpGRwYkTJ3jwwQev6pg3i8LCQs6d+7vre1xcHEeOHMHZ2Rl/f/8rbFmRUO3hhx8GYOnSpVd1/IiICObPn8+dd97Ja6+9hq+vLwkJCaxatYrnn38eX19f/vOf//Doo4/i7u7OiBEjKCgoYPfu3TzxxBNXdcyaSNAthBA3GbdWDri1+rsHT1Z8HjnJRWTG5pF+Lpf0c7mgQGm+juST2SSfzObgD2dQa1XYuFjRpq83Pl1ccA6wx9yq9j8j6WdyAOo0jlytVuPd2RXvzq6mZUaDkYRDacQfSCM9No+irBKMegXFoFCYWUphZinxB9LQmKlxCbTH0t4cW1crWoV5Npts41rzirHe/iGVp3UrzCwhMTqd3JRCCjJKOLEhwTQtnJm1loBQd9xaO6I1U+PXwx1rh6ZNiCeEEA1t8uTJZGRkMGfOHFJTU+nevTvr16/Hw8Oj1m3vv/9+5s6dS+fOnQkLC7uq43t7e7N7925eeOEFhg4dSllZGQEBAQwfPtz09+OVV15Bq9UyZ84ckpOT8fLy4tFHH72q491MDh48WKkFeebMmQCmMdtXMmHCBB5//HE0Gk2duqRXx9ramh07dvDCCy8wfvx4CgoK8PHxYciQIaaW76lTp1JaWsoHH3zAs88+i6urKxMnTryq412JjOmuhWQvF0LcbHQl5cQdSCPpcDqZ5/Moyi5DqWEMmIWdGVozDU5+tnh2dCawp0eVbt/fTt9CaYGOVn08GfxESIPUsSC9mNi9yVw8VtFary8zUFZYXrWgCqzszXH2t8c32JXWfb2bfeBq1BtJO5vDhb8yUalUZJzLJeVUNkaDglqjwsHbhqDenmjM1bgGOeDVwRl1M2jhF0I0vhtxnm4hWrK6/u5J0F0LCbqFEAJykgqI3ZtM+tk8tBYasuLzTVnS/0mlBgtbc+w9KhKJ7fnqJPoyAwMe7Urb23wbpX6KopCfWkx6bC7H18WRl1IRiFfH2d8Wj3bOuLd1xN7TGrfWLaMrd2m+jsQj6RSkF6Mr1nN+XyoluRWt4loLDa3CPLHzsMbMqqJV3d6j8ZLjCSGahgTdQjQvEnQ3EAm6hRCieiX5ZZzdcZHk41nkXCikJK8Mo6GGrKgqmLpkKFqLa0u6Ux+lhTri9qWSdCSDrPh8inNLUapLyvvP1vBbvbB2bBkPrUajkayEAi4ezUClVnHxeBZpMTkYyo2o1ODka4dfdzcURcGjrSM+XV3RWsjIMiFaKgm6hWheJOhuIBJ0CyFE3RVmlpBwKI3UmBwKM0pQqVXkXiwkoKcHAx7t1tTVIy+lkKyEAtLP5pJ6OpvMuPxqy10aH94x3L+iRdzDGpWq+U1ZVhNdqZ6Lf2VSlFVCcW7FlyOl+ToUpaJVPKi3J5YO5ljYmuEX4o6Ln0xnJkRLIEG3EM2LBN0NRIJuIYS4cemKyzm/L4XEwxlkxdXcGm5hq0WtUePsZ4dvsBut+7ac1vDL5aUUkXwyC0O5kYSDaWTE5lV0w1eBs78dXp2c0ZcZ8OrojG+wG5a25k1dZSHEZSToFqJ5kaC7gUjQLYQQN5eM2Fxi96RQkl9GQXoJmXF5GPVV/1RqzNTYuVvj0d6JNv288Wzv1KJawy/R642knsyiOLeM3OSiv1vFjQpmlhr8urtjZqXB2tECn25uuLd2kMRtQjQRCbqFaF4k6P6f3NxcwsPD0ev16PV6nnrqKdOcb3UhQbcQQtzcDOUGLhzNIGb7xSu2hlvameHWxhFnPzss7Mxp00Jbwy8pyi4lLSYHXXE5sXtSyIzPp7xED4Cjjy3O/nboistxDbLHu7ML7u2d0UowLkSjqi3oDggIwNpakigKcb0UFxeTkJAgQbfBYKCsrAxra2uKioro0qULBw8exMXFpU7bS9AthBDinzJic4ndm0LKqWzyU4rQlxtQqkmWfnlreFCYJ96dnVtEpvSaGI1GchILKMotIysuj9g9KRRll1Feokf1vy7qKrUKcxszUzDu2dEZrdn1S6AnxI2spudSo9HI2bNn0Wg0uLm5YW5u3iJ73gjRUiiKgk6nIyMjA4PBQNu2ba/49/2GD7ovl52dTY8ePTh48CCurq512kaCbiGEELUxlBvIis8n/VwuZ3clk52QX2OmdPe2jvh1c8MlyB5nP1tsXVt+q5SiKBRll1CQXsLZnclkxOZSlFWKrkSPSg12rtYY9EbsPaxxCbTHt5srXp1c0DRgy3hpoY4/vz9T0RXeyRJ7T2u8Ojizd9lJEg6mcfszoXh3rtsX7kI0V1d6LtXpdKSkpFBcXNxEtRPi5mNtbY2Xlxfm5lfOgdLkQfeOHTuYP38+hw4dIiUlhdWrVzN27NhKZSIjI5k/fz6pqakEBwfz8ccf07t37zofIzc3lwEDBnD27Fnmz5/PjBkz6rytBN1CCCGuRsb5PGL3JJtaw8tLq583HBVY2pnj4GmDR3tH/Ht44N62ZcwdXhelBTpSY7KJ359KdlIhRVmlGI1G9GVGNOZqzCw02LhY4eRjQ9sBvjj52GLlYFHv4xz4IYaTGxPQmKkx6IygAoPOiLWjOeY25uQlFzLqlTDMrLRseOcgep2BcW/2xdbVqhHOWojGUdtzqaIo6PV6DIYa7jdCiAaj0WjQarV16lXS5EH3H3/8we7duwkNDWX8+PFVgu4VK1Zw3333sXjxYsLCwli4cCE//vgjMTExuLu7A9C9e3f0en2VfW/cuBFvb2/T+7S0NMaPH8+qVavw8PCoU/0k6BZCCNEQdMXlxB9MQ1dUTmZcPplx+eReLKyxvLmNGW36eeHRzhnXQPuKacvUN053UV1xOYnR6aTG5JCTVEBBZgnm1lrykotQjGBmqcHK0QLvTi74hbhhbm2GW2t7tOZV5xkvL9WzcuZ2wp/ugUc7J9Nyo8GISq1CURR+f3U/WfH5GMqNOPnZoi81UJxXRt9pnUk/l8u5Xck4eNkw6PFgHL1tr+elEKLO5LlUiJapyYPuy6lUqipBd1hYGL169WLRokVAxZgVPz8/nnjiCWbNmlXvY/z73/9m8ODBTJw4sdr1ZWVllJWVmd7n5+fj5+cnNzchhBANrjivjISDaSQfzyIrIZ+irFIM5dX1SweVRoXWXIOtqxUugXZ4d3HFP+TGm9ZLrzeSHpNNyukcsuLyURQoLykn7UwOihHUWhWW9ua07eeDpa055jZaLhzL5OJfmdz3xe1X3LeiKJSX6DG3NsOoN7J76QlKcnUUZZfi0d6JpOh0CjJKcA6wo6xAR1FOGXauVrQd6Ev30a1MWduNeqNkcBdNQoJuIVqmZh1063Q6rK2t+emnnyoF4lOnTiU3N5c1a9bUus+0tDSsra2xs7MjLy+Pvn378v3339O1a9dqy//nP//h1VdfrbJcbm5CCCGuB11xOYmH0kk7l4tiVMiKzyc7saDGYFytVWPjbEGHIf64+NvhHGCPtWP9u2e3BHlpRSQfzyInsQCtpZbk45lkJxVg1CsE39mKXpPbX/MxinJKyb1QiFFR0JcZiNmaRPLxLLSWGjQaNSX5OgDc2jgw8N/dsHa05NjaOEoLy+k9uR1ay6ot8UI0FAm6hWiZmvVfhszMTAwGQ5Wu4B4eHpw+fbpO+0hISOCRRx5BURQUReGJJ56oMeAGmD17NjNnzjS9v9TSLYQQQlwP5tZmtOnvQ5v+PqZlRr2RhOh0Lh7LJPN8HvnpJeiKy0GpWFeQXsKf38eYyqu1Kswstdh7WOPaygHfbq74dHWptmt2S+LgYYODh81lSyqCbKPR2GBj4G2cLLFx+nval6Benhj1RnIuFKIxU6OgUJxdRtQnR/nxmZ2gVAwFMOqNnNqUgEc7JzqG+3PhWCaWduZ0HOKPvUfLT5YnhBDi6rXsv7510Lt3b44cOVLn8hYWFlhY3JgtBEIIIVomtVZNUG9Pgnp7mpYZjUayEgpIik4nP70YQ7mR7IQC8lKKMOoVygrLySjMIyM2j1ObEgHQmqux97Kh/UBfXALscfa3w9zarKlOq8E0dtI5tVaNS+DfrYpOPnZEfDoERVEw6o1ozDQYjUZOb04i8XA6Z3deRK8zEn8gjWO/x6G10ODRzgm9zkBJXhmeHZzpeVfbFj2PuxBCiLpr1kG3q6srGo2GtLS0SsvT0tLw9PSsYauGERkZSWRkpGR/FEII0Syp1WrcghxwC3KotLysuJz4/akkn8wiK6GAoswSU+Z0va4iMN+77NTf+9GosLAzx8HTGve2Tvh1d8WjvdMNkz29MalUKjT/m4NcrVbTaWgAnYYGVCpTlF1KzLYkbJwtURSFxOgM4v9M5UzUBdQaFajAaFCwcrAgqLcHvt1csfOwQaVSsPe0kc9BCCFuAM16TDdUJFLr3bs3H3/8MVDxzb6/vz+PP/74VSVSqy8ZOyOEEKKlM+qNpJzK5sLRDIrzdJSX6E2J22piZqXFJcCO1n29cfG3w8nPDjMZr9xg8tKKUFHRNb0ws4Ton8+RFpNDeYkeKwcLSgt1GMuN2Lpa4Rxgj6OPDU4+tmgsNASEuEsit5uUPJcK0TI1+V/PwsJCzp07Z3ofFxfHkSNHcHZ2xt/fn5kzZzJ16lR69uxJ7969WbhwIUVFRUybNq0Jay2EEEK0HGqtGp+urvh0da20vDC7hLh9qaSeziY7qZDi7L+zp5eX6Ek9nUPq6RxTeZVGVTGnuJc17m0c8e3mimd7ZwkAr8LlY9Mtbc0Z+kxopfVGvZH4g2mc251MdlIBiqKQGZ9P8l+ZKApoLTRY2JjhF+KGtYM5Xp1dcAmwR2upkdZxIYRoZpq8pTsqKopBgwZVWT516lSWLl0KwKJFi5g/fz6pqal0796djz76iLCwsEat1+Xdy8+cOSPfKAohhLgp6Er1XPwrk+TjmZSXGSjN05GdWEBxblmN22gtNbi3cSSwlwfOfnY3zFjx5shoNJJyIpvMuDyMBgW1Vs3ZHRcrzfluZqnBrY0jGjM1zn522DhbYu9hjU9X1xtqrvebkbR0C9EyNXnQ3dzJzU0IIYSA/PQi4g+kkRqTQ86FQopzSjHoqp/GDEClVmFpZ4a9hw1urR3wDXbFs5MLWmkVbzR6nZ7S/HIM5QYSDqZzelsSpfm6it4LKtBo1WgtNKg1KsyszLD3sKbzMH/cWjvK0IEWQp5LhWiZJOiuhdzchBBCiOrpdXouHsvi4rGKLs+FmSVkJxRQlF3zWHGthQbPDk74dXfD2d8OR19brOwabtaQ0nwdRkXB2kFmIrmcoigUZpYQtz+VzPh8yvJ15KUVowIKMktAAZUKtFZa3Fo5EBTmSWl+OZZ2Zvh1d8PW1aqpT0Egz6VCtFQSdNdAupcLIYQQVyc/vZjE6DRST+eYxorry2qeDUSlBgtb84p5xYPs/zf+vP7ziqeezub31/b/b6egNdegGBXTOHWNuZqhz4RWGdt+s9OVlJOXUkxJXhmpp3MoK9BRXmogNSab0oJyjHojKrUKr47OqFRQVlSOvZcNLv52eHd2wSXIAbV0W78uJOgWomWSoLsWcnMTQgghrp1ebyT1ZBYXjmaiUqvISy0iO7GAwoySGrfRmFckgPPq6IxLgD2OPrZYO9bcgr198V+c3XGx1ro4+9thNBjJSynCwcuGoc/2xN7D+qrO62agKy7n4vEsUBRyU4q4+FcmhZkllBaUoygKyv/GlmstNFg5WGBpZ0arW7ywsNViYWuORxtHtNJ9vUHIc6kQLZME3bWQm5sQQgjReAqzSkg8lE7K6WxykgoozCpFX3qFVnEVmNuaYe9e0Sru3cUVn26uKAaF7x/fhr7MwG2PdkWtVZEVV4DWXI1ba0dUGojdncK5Xck171sNGjMNrW/1omO4P4ZyI66tHNDIOPQrKi3UkRSdTsb5PHKTi9AV63HwtCbjfB75acUVXdfVKhy8bfBs50RpgQ5Le3NsXS1xb+uEZwdnaSmvI3kuFaJlkqC7FnJzE0IIIa4vo95Iakw2F45lotGqyU4qJCexoCKAq4Fao8JoUHDys2X82/1QqaoP4opzSkk7m0tZUTnZiQWc3pKEUV9zQjhzay32HjZYOZqjtdDg5GtHtzsC6931/WZWmFVC2pkcdMV6ykv0nN15kdKCcspL9Bh0BlQaFRZ25hj1RqzszLFxtsSrswue7Z3QWKhx8rOXBHz/I8+lQrRMEnTXQMZ0CyGEEM1LcW4pidHppJzKJjuholW8vERfqcxt07vSboBvnfdp1BvJiM+jrKCc0sJyzu9J5uKxTMxtzFABpQXlVTf633hxrYUG1yAHuo0OwtnPDjNLDRozzTWe5c2ntEBH6ulsUk5lk59WTGFmKWaWGspL9eQkVUyFplKrMLfR4t/dHZUGFIOCo48tLoEOuLd1wNzq5piiToJuIVomCbprITc3IYQQovkyGo2kn80j9XQWDp42BPb2rLGVu/77Vkg9nc2RX2LJSynCaFAoySuDKzw5aS012LlaYe9pjYOXLW6tHfDr4S4ttdegIKOYjNg88tOKMLPUknwim4zYXHTFevQ6Ayhg6WCOocyAuY0ZVo4WOHja0OoWT8ystNi4WGLnZoVa3fI/A3kuFaJlkqC7FnJzE0IIIcQlulI9Z7dfoDRfV5GZPbeUouxSirPLrrid1kKDlaMFgb08cPa3w9nPDhsXSyxtza9TzW9c5WV6CjNKSDiURu7FIgrSSygv0WNhZ0ZWQj66ooreEGqtCic/O1wC7ChIL8HO3RpHH1tcA+1wb+uE1rz591KQ51IhWiYJumshNzchhBBC1MagN1KcW8rJDYmkns6mOKeMsqLyK06VBhXJ28ytzbB2ssDBywbXVg74dHLGpZXDDdEy2xwY9UZyLhaSGZcHSkV39vP7UinJK0NXrMeoN2I0Kqag29xKi5WDOT5dXXFtZU95qQHXIAecfGxRN3GPBXkuFaJlkqC7BjKmWwghhBDXSq83kngojeyEfFQqFWWF5WQnFZAVn0/5FbK0qzUq0zRp9h5W6EoMuLVxwKujM1b2NU+bJq6OXmcgMz6PjLN55FwspCC9GEs7M0oLykk7k4NRX/G4rDVX49bGkVvv74STr911r6cE3UK0TBJ010JubkIIIYRoaEajkfyUYpJPZpN5Ppeci4UUZpZSVqDDaLjyo5lKBVorLdYOFth7WOPT1QXfYDfs3a2bvCX2RmU0GinIKCEvuQjFqODR3qlJhgbIc6kQLZME3bWQm5sQQgghriddqZ685IogPPdiIakxOaTF5NShq7oKa2cLDDojNs6WOHhZ4xJgj0c7J1zbOEoytxuAPJcK0TJJ0F0LubkJIYQQornISysi9WQ2mXF55FwopCCjBI2ZmuKcslqDcrVWhbOfHZ4dnbH3sMbayRJzKy3ubRzQWsi84y2BPJcK0TJJ0F0LubkJIYQQorlTFIXi7FKST2WTGJ1OfmoxRdml6IrLTeORr0SlVmFmpcXa0RxbVyscfW3x7eqKextHzK1vjjmwWwJ5LhWiZZKguxZycxNCCCFES6bXG8k4l0PamVxUKijJ1ZGXWkRmXB4lubpat7ewNcPS3hx9mQFbF0vsPW1wCbTDrY0jboEOMo78OpLnUiFaJgm6ayDZy4UQQghxozPqjWQlFpB+NoeshALyU4oozCqhtKActVZlmuP6StQaFS5B9ri1csTewwpzGzMsrLV4tHPG0l7mIW9IEnQL0TJJ0F0LubkJIYQQ4malK9FTkF5M8vFMkk9mU5BRQkluGeUl+lqzrMP/Mq1baLC0N8fWxQoHbxv8e7jj2soBK3tzVCrVdTiLG4c8lwrRMknQXQu5uQkhhBBCVKXX6ck8n0/6uVw05hqKskopSC8m7UwOxTlltW6vtdBgYWOG0WDE2skSew9rnPztcG/tgHs7J8wtJbnbP8lzqRAtkwTdtZCbmxBCCCFE/eWlFZF2JpfM83nkJRdRkFFMab4OM0sNRTllUMsTqEoNLgH2OPrYYutqhUqjQmOmxjXQHtdWDk0yT3ZTk+dSIVomCbprITc3IYQQQoiGZSg3UJhZStLRDNJicshPK6Y4p5SyYj3GcmPddqICrbkGC1szrB0tCOztgbOvHbZuVtg4W96QWdfluVSIlkmC7lrIzU0IIYQQ4voxGo3kJBWSEZuL1qKi23phZikXj2dSmFmKUV/HoBzQmKuxsDHDysGiYio0bxuc/e3w7uyClYNFI55F45DnUiFaJhksI4QQQgghmg21Wo1LgD0uAdUHlUajkfzUYjJj88hKKiAvuYiirBJsXCwpzCqlMKMEXXFF1nWDzkixrozinDKy4vNJuGw/ZlZabF2tQKWAosLW9X/jyn1tcQlywMXPTqZDE0I0CAm6a3D5lGFCCCGEEKJ5UKvVOHrb4uhtS5sayhRmlZB+LpfshHxyk4spzCimOLcMXbEevc4ACpSX6MlJKjBtc/nPl6jUKtzbOmDvboONiyVGo4KVnRn+PTxw8LJppDMUQtxopHt5LaQbjxBCCCHEjUVfZqAws4SCzBISDqaRnVBAcW4pZUV69GV6lFp6sLu1cuDOebden8peRp5LhWiZpKVbCCGEEELcVLQWGhx9bHH0scUv2K3Ker1OT1ZiATmJBWgttBRllZgSv+nL9Dj62jZBrYUQLZUE3UIIIYQQQlxGa67Fo40THm2cmroqQogbgGSHEEIIIYQQQgghGokE3UIIIYQQQgghRCORoFsIIYQQQgghhGgkEnQLIYQQQgghhBCNRIJuIYQQQgghhBCikUjQLYQQQgghhBBCNBIJumsQGRlJp06d6NWrV1NXRQghhBBCCCFEC6VSFEVp6ko0Z3l5eTg6OpKUlIS9vX1TV0cIIYQQQtyk8vPz8fPzIzc3FwcHh6aujhCijrRNXYHmrqCgAAA/P78mrokQQgghhBAVz6cSdAvRckhLdy2MRiPJycnY2dmhUqmu67EvfZsprex1J9es/uSa1Z9cs/qTa3Z15LrVn1yz+pNrVn9Ndc0URaGgoABvb2/UahklKkRLIS3dtVCr1fj6+jZpHezt7eWPYD3JNas/uWb1J9es/uSaXR25bvUn16z+5JrVX1NcM2nhFqLlka/IhBBCCCGEEEKIRiJBtxBCCCGEEEII0Ugk6G7GLCwsmDt3LhYWFk1dlRZDrln9yTWrP7lm9SfX7OrIdas/uWb1J9es/uSaCSHqQxKpCSGEEEIIIYQQjURauoUQQgghhBBCiEYiQbcQQgghhBBCCNFIJOgWQgghhBBCCCEaiQTdQgghhBBCCCFEI5GgWwghhBBCCCGEaCQSdAshhBBCCCGEEI1Egm4hhBBCCCGEEKKRSNAthBBCCCGEEEI0Egm6hRBCCCGEEEKIRiJBtxBCCCGEEEII0Ugk6BZCCCGEEEIIIRqJBN1CCCGEEEIIIUQjkaBbCCGEEEIIIYRoJBJ0CyFECxMYGMj9999veh8VFYVKpSIqKqrBjqFSqfjPf/7TYPu73uLj41GpVCxduvS6HfOfn4sQQgghBEjQLYQQ9bJ06VJUKpXpZWlpSbt27Xj88cdJS0tr6urVy7p165ptYH3kyBHuuece/Pz8sLCwwNnZmfDwcL766isMBsNV7bM5n68QQgghblzapq6AEEK0RK+99hpBQUGUlpaya9cuPv30U9atW8fx48extra+rnW57bbbKCkpwdzcvF7brVu3jsjIyGoD0ZKSErTapvkT8cUXX/Doo4/i4eHBvffeS9u2bSkoKGDLli08+OCDpKSk8OKLL15xHwEBAZSUlGBmZmZadqXzbQgxMTGo1fJdthBCCCEqk6BbCCGuwogRI+jZsycADz30EC4uLixYsIA1a9YwZcqUarcpKirCxsamweuiVquxtLRs0H029P7qat++fTz66KP06dOHdevWYWdnZ1r39NNPc/DgQY4fP17j9nq9HqPRiLm5+XU5B0VRKC0txcrKCgsLi0Y/nhBCCCFaHvlKXgghGsDgwYMBiIuLA+D+++/H1taW2NhYRo4ciZ2dHREREQAYjUYWLlxI586dsbS0xMPDg+nTp5OTk1Npn4qiMG/ePHx9fbG2tmbQoEGcOHGiyrFrGtO9f/9+Ro4ciZOTEzY2NnTr1o0PP/zQVL/IyEiASt3lL6luTPfhw4cZMWIE9vb22NraMmTIEPbt21epzKXu97t372bmzJm4ublhY2PDuHHjyMjIqPU6vvrqq6hUKpYvX14p4L6kZ8+epnHTl8Ztv/feeyxcuJDWrVtjYWHByZMnq4zpru186/qZBAYGcscdd7BhwwZ69uyJlZUVn332mWndP8d0nz9/nkmTJuHs7Iy1tTW33HILa9eurVTm0ue3cuVK3njjDXx9fbG0tGTIkCGcO3eu1msmhBBCiOZNWrqFEKIBxMbGAuDi4mJaptfrGTZsGP369eO9994zdTufPn06S5cuZdq0aTz55JPExcWxaNEiDh8+zO7du01doufMmcO8efMYOXIkI0eOJDo6mqFDh6LT6Wqtz6ZNm7jjjjvw8vLiqaeewtPTk1OnTvH777/z1FNPMX36dJKTk9m0aRPffPNNrfs7ceIE/fv3x97enueffx4zMzM+++wzBg4cyPbt2wkLC6tU/oknnsDJyYm5c+cSHx/PwoULefzxx1mxYkWNxyguLmbLli3cdttt+Pv711qnS7766itKS0t55JFHTOO/jUZjpTK1nW9dPxOo6EY+ZcoUpk+fzsMPP0z79u2rrVdaWhq33norxcXFPPnkk7i4uLBs2TLGjBnDTz/9xLhx4yqVf/vtt1Gr1Tz77LPk5eXx7rvvEhERwf79++t8LYQQQgjRDClCCCHq7KuvvlIAZfPmzUpGRoaSlJSk/PDDD4qLi4tiZWWlXLhwQVEURZk6daoCKLNmzaq0/c6dOxVAWb58eaXl69evr7Q8PT1dMTc3V0aNGqUYjUZTuRdffFEBlKlTp5qWbdu2TQGUbdu2KYqiKHq9XgkKClICAgKUnJycSse5fF8zZsxQavozAChz5841vR87dqxibm6uxMbGmpYlJycrdnZ2ym233Vbl+oSHh1c61v/93/8pGo1Gyc3NrfZ4iqIoR48eVQDlqaeeqrHM5eLi4hRAsbe3V9LT06td99VXX9V6vnX9TBRFUQICAhRAWb9+fZX9BAQEVPpcnn76aQVQdu7caVpWUFCgBAUFKYGBgYrBYFAU5e/Pr2PHjkpZWZmp7IcffqgAyrFjx+p0PYQQQgjRPEn3ciGEuArh4eG4ubnh5+fH3Xffja2tLatXr8bHx6dSuccee6zS+x9//BEHBwduv/12MjMzTa/Q0FBsbW3Ztm0bAJs3b0an0/HEE09U6gb99NNP11q3w4cPExcXx9NPP42jo2OldZfvq64MBgMbN25k7NixtGrVyrTcy8uLf/3rX+zatYv8/PxK2zzyyCOVjtW/f38MBgMJCQk1HufSPqrrVn4lEyZMwM3NrV7bXK6un8klQUFBDBs2rNb9rlu3jt69e9OvXz/TMltbWx555BHi4+M5efJkpfLTpk2rlAyvf//+QEUXdSGEEEK0XNK9XAghrkJkZCTt2rVDq9Xi4eFB+/btq2Su1mq1+Pr6Vlp29uxZ8vLycHd3r3a/6enpAKbgtG3btpXWu7m54eTkdMW6Xerq3qVLl7qf0BVkZGRQXFxcbTfqjh07YjQaSUpKonPnzqbl/+wefqnO/xwjfTl7e3sACgoK6lW/oKCgepX/p7p+JvU9XkJCQpVu91BxzS6tv/wzupprJoQQQojmT4JuIYS4Cr179zZlL6+JhYVFlUDcaDTi7u7O8uXLq93mWlpsmxONRlPtckVRatymTZs2aLVajh07Vq9jWVlZ1av8P9X3M7nW49Xkaq6ZEEIIIZo/CbqFEOI6at26NZs3b6Zv375XDN4CAgKAilbYy7t0Z2Rk1Nry2bp1awCOHz9OeHh4jeXq2tXczc0Na2trYmJiqqw7ffo0arUaPz+/Ou3rSqytrRk8eDBbt24lKSmpQfZ5uZrOt66fSX0FBATUeM0urRdCCCHEjU/GdAshxHV01113YTAYeP3116us0+v15ObmAhVjxs3MzPj4448rtXQuXLiw1mP06NGDoKAgFi5caNrfJZfv69Kc4f8s808ajYahQ4eyZs0a4uPjTcvT0tL47rvv6Nevn6lr+LWaO3cuiqJw7733UlhYWGX9oUOHWLZs2VXtu6bzretnUl8jR47kwIED7N2717SsqKiIzz//nMDAQDp16nRV+xVCCCFEyyIt3UIIcR0NGDCA6dOn89Zbb3HkyBGGDh2KmZkZZ8+e5ccff+TDDz9k4sSJuLm58eyzz/LWW29xxx13MHLkSA4fPswff/yBq6vrFY+hVqv59NNPGT16NN27d2fatGl4eXlx+vRpTpw4wYYNGwAIDQ0F4Mknn2TYsGFoNBruvvvuavc5b948Nm3aRL9+/fj3v/+NVqvls88+o6ysjHfffbfBrs+tt95KZGQk//73v+nQoQP33nsvbdu2paCggKioKH799VfmzZt3Vfuu6Xzr+pnU16xZs/j+++8ZMWIETz75JM7Ozixbtoy4uDh+/vnnKkMPhBBCCHFjkqBbCCGus8WLFxMaGspnn33Giy++iFarJTAwkHvuuYe+ffuays2bNw9LS0sWL17Mtm3bCAsLY+PGjYwaNarWYwwbNoxt27bx6quv8v7772M0GmndujUPP/ywqcz48eN54okn+OGHH/j2229RFKXGoLtz587s3LmT2bNn89Zbb2E0GgkLC+Pbb7+tNlnYtZg+fTq9evXi/fff5+uvvyYjIwNbW1t69OjBV199xT333HNV+73S+db1M6kPDw8P9uzZwwsvvMDHH39MaWkp3bp147fffqvTZyiEEEKIG4NKkQwtQgghhBBCCCFEo5C+bUIIIYQQQgghRCORoFsIIYQQQgghhGgkEnQLIYQQQgghhBCNRIJuIYQQQgghhBCikdwUQfe4ceNwcnK6qilfhBBCCCGEEEKIq3VTBN1PPfUUX3/9dVNXQwghhBBCCCHETeammKd74MCBREVFXdW2RqOR5ORk7OzsUKlUDVsxIYQQQggh6khRFAoKCvD29katvinazoS4ITT7oHvHjh3Mnz+fQ4cOkZKSwurVqxk7dmylMpGRkcyfP5/U1FSCg4P5+OOP6d27d4McPzk5GT8/vwbZlxBCCCGEENcqKSkJX1/fpq6GEKKOmn3QXVRURHBwMA888ADjx4+vsn7FihXMnDmTxYsXExYWxsKFCxk2bBgxMTG4u7tf8/Ht7OyAipubvb39Ne9PCCGEEEKIq5Gfn4+fn5/p+VQI0TI0+6B7xIgRjBgxosb1CxYs4OGHH2batGkALF68mLVr17JkyRJmzZpV7+OVlZVRVlZmel9QUACAvb29BN1CCCGEEKLJyZBHIVqWFj0YRKfTcejQIcLDw03L1Go14eHh7N2796r2+dZbb+Hg4GB6SddyIYQQQgghhBBXq0UH3ZmZmRgMBjw8PCot9/DwIDU11fQ+PDycSZMmsW7dOnx9fa8YkM+ePZu8vDzTKykpqdHqL4QQQgghhBDixtbsu5c3hM2bN9e5rIWFBRYWFkRGRhIZGYnBYGjEmgkhhBBCCCGEuJG16JZuV1dXNBoNaWlplZanpaXh6el5TfueMWMGJ0+e5M8//7ym/QghhBBCCCGEuHm16KDb3Nyc0NBQtmzZYlpmNBrZsmULffr0uaZ9R0ZG0qlTJ3r16nWt1RRCCCGEEEIIcZNq9t3LCwsLOXfunOl9XFwcR44cwdnZGX9/f2bOnMnUqVPp2bMnvXv3ZuHChRQVFZmymV+tGTNmMGPGDPLz83FwcLjW0xBCCCGEEEIIcRNq9kH3wYMHGTRokOn9zJkzAZg6dSpLly5l8uTJZGRkMGfOHFJTU+nevTvr16+vklytvm7WMd2KovD9998zfvx4LC0tm7o6QgghhBBCCNGiqRRFUZq6Es3ZpZbuvLy8m2Ke7ueff5758+cTERHBN998I/NACiGEEEI0Ezfbc6kQN4oWPaa7Md2sY7qHDx+ORqNh+fLlvP32201dHSGEEEIIIYRo0aSluxY34zeKn376Kf/+978BWL16NWPHjm3aCgkhhBBCiJvyuVSIG4G0dIsqHnvsMWbMmAHAPffcw9GjR5u4RkIIIYQQQgjRMknQXYObtXv5JR988AFDhgyhqKiI0aNHV5kLXQghhBBCCCFE7aR7eS1u5m48OTk5hIWFERsby3fffcfkyZObukpCCCGEEDetm/m5VIiWrNlPGSaajpOTE7/99hvnz59nxIgRTV0dIYQQQgghhGhxpHt5DW7G7uV6vZ7Zs2fzxhtvmJa1b9++UsCt1+ubompCCCGEEEII0SJJ9/Ja3EzdeNauXcsdd9yBSqVi/fr1DB06tNL62NhYxo4dy5tvvsno0aObqJZCCCGEEDenm+m5VIgbibR0C5NRo0bx8MMPoygK//rXv0hMTKy0fvHixRw/fpx//etfHDt2rIlqKYQQQgghhBAthwTdopJZj/yHwbfcTlZWFhMnTqSsrMy07s0332TQoEEUFhYyZswYMjIymrCmQgghhBBCCNH8SdAtTNLO5LD942NM7fosnfyD+fPPP/m///s/03ozMzN+/PFHWrduTXx8PBMmTECn0zVhjYUQQgghhBCieZOguwY3YyI1ew9rHL1t0BUamDnwLdq4deLTTz/lm2++MZVxcXHht99+w97enp07d/LYY48haQGEEEIIIYQQonqSSK0WN1vCirKicja+d4i0mByMKgMfbZ3L+bxT7Nu3j27dupnKrV+/nlGjRmE0Gvnkk0947LHHmrDWQgghhBA3vpvtuVSIG4W0dItKLGzMGDGrF77BrqgVDU8OfJWOrj2YMGECeXl5pnLDhw/n/fffJywsjLFjxzZdhYUQQgghhBCiGZOW7lrcrN8oGvRGtn/yF+f3pWBUjHxz4CNcu1mzatUqVCoVAIqiUF5ejrm5eRPXVgghhBDixnezPpcK0dJJS7eolkarZuDjwXQY7IdapWZq2NMUn1Yzf/58UxmVSlUp4P7555/JzMxsiuoKIYQQQgghRLMkQbeokVqtou+Dnek2uhUAk0IeYt93J9m2bVuVsgsXLmTixIlMnDhRMpoLIYQQQgghxP9I0F2DmzF7eXVUKhW9p7Sn5+R2AIzsNJnlc9dyIelCpXK33347dnZ2bN++nccff1wymgshhBBCCCEEMqa7VjJ25m9H/zjHga9jUKnUxBYd5z8/PImFlYVp/dq1axk9ejSKovDhhx/y5JNPNmFthRBCCCFuLPJcKkTLJC3dos6CR7Sh013eGIx6Wtt04ZPHVqDXGUzrR40aZRrz/X//939s2LChqaoqhBBCCCGEEM2CBN2iXvqOC8FpgIJOX4adzo1vnlmHrrjctH7mzJlMmzYNo9HI5MmTOX36dBPWVgghhBBCCCGalgTdot7uemwMGT6nKNYVYcjS8vMrOyjJLwMqxoB/+umn9OvXj7y8PGntFkIIIYQQQtzUboqg+/fff6d9+/a0bduWL774oqmrc0N4af5z7Cj4mfzSXIpSdPz6n70UZZUAYGFhwapVq1i5ciVPPfVUE9dUCCGEEEIIIZrODZ9ITa/X06lTJ7Zt24aDgwOhoaHs2bMHFxeXOm0vCStqlp6eTvitw4no/BQuNu7YuloyYnZvHLxsqpQtLy/HzMysCWophBBCCHFjkOdSIVqmG76l+8CBA3Tu3BkfHx9sbW0ZMWIEGzdubOpq3RDc3d1Z/PUi3t82i9T8CxRmlvL7a/vISsivVC41NZX+/fvzySefNFFNhRBCCCGEEKJpNPuge8eOHYwePRpvb29UKhW//PJLlTKRkZEEBgZiaWlJWFgYBw4cMK1LTk7Gx8fH9N7Hx4eLFy9ej6rfFG699VZeeeNF3t38HEk55ynJ07H29f2kxuSYyvz000/s37+fJ598ks2bNzdhbYUQQgghhBDi+mr2QXdRURHBwcFERkZWu37FihXMnDmTuXPnEh0dTXBwMMOGDSM9Pf061/TGUd8RB48//jh3jB/J/C0vkJB3Fl2xnj/eOsCFoxkAzJgxg3vvvReDwcCkSZM4c+ZMY1RbCCGEEEIIIZqdZh90jxgxgnnz5jFu3Lhq1y9YsICHH36YadOm0alTJxYvXoy1tTVLliwBwNvbu1LL9sWLF/H29q7xeGVlZeTn51d63UyKskr4/bX9ZMbl1XkblUrF559/TlDbAN7d8DzJpecx6IxsfO8QcftTTOtvueUWcnNzGT16NDk5ObXvWAghhBBCCCFauGYfdF+JTqfj0KFDhIeHm5ap1WrCw8PZu3cvAL179+b48eNcvHiRwsJC/vjjD4YNG1bjPt966y0cHBxMLz8/v0Y/j+bk4MqzpMXksPH9QxTnlNZ5O1tbW37++WfMrcx4bc3TFFilYzQobP3oCDHbkrC0tOSXX37Bz8+PM2fOcPfdd6PX6xvxTIQQQgghhBCi6WmbugLXIjMzE4PBgIeHR6XlHh4enD59GgCtVsv777/PoEGDMBqNPP/881fMXD579mxmzpxpep+fn39TBd59pnYkPTaXvOQiNi2IZtQrYWjNNXXatkOHDnz11VdMmjSJZ756gGWzf6EsTsvO/x6nrKicbne04tdff6Vv375s3LiRV155hbfeequRz0g0V+Xl5RQVFWEwGNDr9VX+9fDwMGVmzcnJ4ezZsxgMhkrlLv3ctWtX0+9pSkoK27ZtQ6/XV7vfAQMGEBISAoDRaAQqvqwTQgghhBCiMbTooLuuxowZw5gxY+pU1sLCAgsLCyIjI4mMjMRgMDRy7ZoXc2szhj4byq9z9pIRm8fOz48xcEYwKpWqTttPnDiRmTNnsmDBAh5fdA8r31xP0u5cDnwXQ1mRnp53BfPNN98wZ84cHnrooUY+G9EUDAYDqampXLhwgYsXL3Lx4kXTz1OnTiUzM5OoqCh27tzJqVOnatzPd999x5QpUwDYtm0bEyZMqLHsF198wYMPPgjAX3/9RURERI1lFy5caAq6jx49Sv/+/Wnfvj0dOnSo9Grbti2WlpZXcwmEEEIIIYQwadFBt6urKxqNhrS0tErL09LS8PT0vKZ9z5gxgxkzZpjmQ7yZOHjaMOSpEP54+09i96Tg6GNLyLg2dd7+7bff5sCBA+zatYtnFz/CkrkrOboqnqNrYtEVlzNu6jhGjx4t83a3QCUlJZWC6AsXLjBhwgTatKn4/7Fs2TIeeOABUwvyPy1fvrzOx5o1axbff/89/v7+lJWV4erqirm5OZaWllhYWKDRaNBqtWg0GpydnU3bubm5ER4ejkajqVTm0r/t2rUzlY2JiaGoqIjo6Giio6MrHV+lUvHJJ5/w6KOPApCVlcXJkyfp0KEDrq6udf4iSgghhBBC3NxadNBtbm5OaGgoW7ZsYezYsUBFd9EtW7bw+OOPX9O+b9aW7ku8O7tw6/2d2P3lCQ79eBYnX1sCe9XtiwwzMzNWrlxJSEgIx48f56M1bzJ72jz2LD3JqU2J6IrKGfBoN1P59evX06ZNG1PgJq4/RVHIyckxBdLBwcGmhINr165l9uzZXLhwodoEeP7+/qbPTqVSYTQaUalUaDSaasft9+jRg4EDB9K1a1dTi3hiYiJJSUkkJCSYjpGYmEhiYmK19TUzM8PX15eAgAD8/f2Jjo4mKysLf39/AgICWLNmDdbW1rWe94QJE4iJieHUqVOcPn3a9Dp16hR5eXmVphvctm0bkyZNAsDZ2blKy3ifPn1wdXWt9ZhCCCGEEOLmolLqOz/UdVZYWMi5c+cACAkJYcGCBQwaNAhnZ2f8/f1ZsWIFU6dO5bPPPqN3794sXLiQlStXcvr06Spjva/GpZbuvLw80/jSm8neZSdJOZXN7c+EYudmVa9td+zYweDBgzEYDHzyyScMDb6TqE//QjEo+IW4MeSpEH5a9SMRERG0a9eOffv23XS9ChqLoigUFBSQmZlJVlYWmZmZdOvWzRRE7tu3j/fff5+MjAxTF/CSkhLT9t9++62pi/bvv//O6NGjTeusra3x9fXFx8cHFxcXOnfuTGpqKlFRUcTExFSqh0qlIiQkhIEDBzJw4ED69++Po6PjFeteUFBgCsAvBd6X/3zhwoU6fRnm6upqCsovBeOXfg4MDLxia7WiKKSnp2NnZ2cK3r/77jtefvll4uPjq51Wb9WqVaZZFv78809++eUXU7f19u3by/9tIYQQ1+xmfy4VoqVq9kF3VFQUgwYNqrJ86tSpLF26FIBFixYxf/58UlNT6d69Ox999BFhYWHXdNzLW7rPnDlz097cjAYjhnIjZpZX1ynivffe47nnnsPMzIxdu3bhaRbIloWHMZQb8ezoTLd7fOh7Wx8uXLjA8OHD+e2339BqW3QHjAanKAr5+fmVAuhLP48cOZL27dsDsGHDBp599lnTuvLy8kr7+frrr7n33nuBqoH0Ja6urvj4+PDyyy8zceJEoCJh4aFDh/D19UWr1XL48GG2b99OVFSUKWHhJSqViu7duzNw4EAGDRpEv379cHJyatDrodfrSUlJqTYoT0hIICEhgcLCwlr3Y29vT+vWrU29LC5/eXl51RiQl5SUcPbs2Uot46dPn+b77783fRbvvPMOs2bNqrSdl5cXHTp0oFu3bsyYMYO2bdte+8UQQghxU5GgW4iWqd5Bd1JSEiqVCl9fXwAOHDjAd999R6dOnXjkkUcapZJNSW5ulV08nolHO6c6ZzRXFIWJEyeyatUq/Pz8iI6OpjxDzcb3DlFeosc1yB6vERYMGnobJSUljBkzhmeeeYb+/fvfFGNms7Ky2LhxIykpKaZg+ZFHHiE0NBSAlStXEhERUeP0apcH0mvXruWOO+6otN7KygpXV1dcXV156aWXTMnIkpKSWLNmDa6urnh7e+Pr64u3t3eVxGFpaWls376dbdu21RpkX2rJbuggu74URSEvL6/GoDwxMZGUlJRqW6svsba2rhSQX/6zr68vGs2V//9v2rSJVatWcfr0aWJiYkhJSam0/uDBg6bP+OjRo+Tn5xMWFoa5ufm1XwAhhBA3LHkuFaJlqnfQ3b9/fx555BHuvfdeUlNTad++PZ07d+bs2bM88cQTzJkzp7Hqel1JS3dVJzbEs/frU7Tu41WvjOb5+fn06tWLM2fOcPvtt/PHH3+Qk1jI+rf/pLSgHAdvG5RuGdx9/yRTINSmTRuWLFlC//79G/OUmkR5eTnr1q3j66+/5rfffqvSIr1s2TLuu+8+oHIgbW1tjaurKy4uLqZA+uGHHzb1BMnMzOTIkSOm9S4uLnUa13y5S0F2VFQUUVFRVbKLq1QqgoODKwXZlycxaylKS0uJi4vj3LlzVV7x8fE1JoKDilwSrVq1qraF3N/fv9oEgXl5eaax49HR0SxYsMAUuE+bNo2lS5diY2PDgAEDGDJkCOHh4XTp0kWmMhNCCFGJBN1CtEz1DrqdnJzYt28f7du356OPPmLFihXs3r2bjRs38uijj3L+/PnGqmuTkJvb35JPZvHHW3+iGBRC72pLyNi6Jz47fvw4YWFhFBcX8/LLL/P666+Te7GQP976k6LsUmxdrfAbY8WylV/yww8/UFhYyPnz5wkMDKw4dnKyKXt1S7du3TpGjRpleh8cHEznzp1NwfKYMWPo3r07AMXFxWRnZ+Pi4oKVVf3G1Nfm0rjlHTt2mFqyb9Qguz50Oh0JCQnExsZWCcjPnz9f5UuSy2k0GgIDA6sNyIOCgrCwsKiyzf/93/+xfPlyMjIyKi13d3dnyJAhLFu2TDL9CyGEAOS5VIiWqt5Bt62tLcePHycwMJAxY8bQt29fXnjhBRITE2nfvn2lZEw3Arm5VXZ6SyK7vjwBwJCnQwjqXfep2ZYvX84999wDVIwpHjVqFAUZJfzx1gHyU4uxtDdnxOxeWLpq2LlzJ8OHDzdtO3r0aPbt28c999zDAw88QNeuXRv2xBrJxYsXWb58OTY2NsyYMQOoaOnu1asX4eHhTJ06tcHORa/Xm8Z8Z2RkmMZ+X/q5un/Lysqq7OfyIPu222674YPs+jAYDCQlJXHu3Llqg/LS0tIat1WpVPj7+xMcHMzkyZO58847sbGxASpmXTh+/DibN29m8+bNbN++neLiYrp06cKxY8dM+/jwww/x9fU1JZMUQghxc5HnUiFapnoH3WFhYQwaNIhRo0YxdOhQ9u3bR3BwMPv27WPixIlcuHChsep6XUn38prtXXaSExsS0FpouGNuGK6Bdc/K/PjjjxMZGYmjoyPR0dEEBQVRnFfGhrf/JCuhADMrDUOeDME32M20TWlpKe3bt680fVSvXr144IEHmDJlyjVlhb548SL79u3j0KFD6PV6LC0tsbS0xMrKyvRzTcuqe29mZkZJSQm//PILy5YtY/PmzRiNRnx9fYmPjzd1KVYU5Yrd8xVFobCwsF4BdHXTedXFP1uyXVxcrmo/Nzuj0UhKSkqlIPzywLygoKBSeRsbG8aOHUtERAS33357pQSCOp2Offv2UVRUxIgRI4CK3wMnJydKS0tRqVSEhoYSHh5OeHg4ffv2rTIeXwghxI1Hgm4hWqZ6B91RUVGMGzeO/Px8pk6dypIlSwB48cUXOX36NKtWrWqUijYVublVZTQY2Tj/EBf+ysTG2ZI7X++DtVPdHvh1Oh233XYb+/fvJyQkhN27d2NlZUVZUTmbFkSTeioblVpF32md6DDE37SdXq9n48aNLFmyhF9//dXUxdfS0pIXX3yRV155pdZjl5WVcfjwYfbu3cu+ffvYu3cvSUlJV3cR6sHKygo3Nzd8fHywtrauErSbmZmRm5tbJZCurhW6LpydnXFzc8PV1bXWf93d3es97lvUn6IoZGRkcPbsWTZs2MDy5csrDcVxc3Nj8uTJREREEBYWVu0XMllZWbz66qts2bKFkydPVlpnaWnJ//3f//Hmm282+rkIIYRoOvJcKkTLdFVThhkMBvLz8ytlKY6Pj8fa2hp3d/cGrWBTk5tb9cqKyvl1zl7yUoq45d6OdBkRWOdtk5KS6NGjB5mZmTz44IN88cUXABjKDez873HO7UoGoNvoIHpNbo9KXTkAycjI4Ntvv+XLL7/kxIkTfPrppzz66KNAxRzPOTk5+Pv7k5SUZAqu9+7dS3R0NDqdrtK+1Go1Xbt2JSwsDDs7O0pKSigtLa30qsuyxmJpaVnnANrNzQ0nJyeZcq0FUBSF/fv3s3z5clasWFFpPHfr1q2JiIgwzV9fneTkZLZs2WLqjp6cnMz8+fN59tlnTeuffPJJU0t469atb4rZAIQQ4kYnz6VCtEz1Drrj4uLQ6/VV5pg9e/YsZmZmpsRXLZ10L69dXmoRKSez6TDYr97bbtmyhaFDh2I0Gvniiy948MEHgYpg5PCqc0T/fA6AwN4eDPx3cLVTlCmKwsGDB2nXrh0WFhZER0fz/vvvs2rVKiwsLKptKXZ1daVPnz7ccsst9OnTh169emFra1uvuufm5rJy5UqWLVvGu+++y6233opOp2P37t18+eWX3HnnnXTp0gWdTlengL2srAxHR8dqA2lra2sJlm5w5eXlbN68meXLl7N69WqKi4tN63r27ElERAR33303np7V509QFIWYmBicnJzw8PAA4JtvvjFlwAcICAhgyJAhjB8/npEjR8r/KSGEaKEk6BaiZap30D1gwAAeeOABpk6dWmn5t99+yxdffEFUVFRD1q/Jyc2t7mobp/xPb775Ji+99BIWFhbs2bOHHj16mNad3XWRnZ8dw2hQcGvjwNBnQrFysDAdJzExsVIr9uHDh6vNKq3RaOjUqROTJ09m8uTJV93ip9fr2bBhA19//TVr1qwxBfQPP/wwn3/+eb33J0R1ioqKWLNmDd9++y0bN27EYDAAFT0yhgwZQkREBOPHj8fOzu6K+zlz5gwrV65k8+bN7Nmzp9Lvxi233MKXX35Jp06dGvVchBBCNDx5LhWiZap30G1vb090dDRt2lSeLurcuXP07NmT3Nzchqxfk5ObW92UFujY+tEROt7uX+eM5kajkbFjx/Lbb78RGBjIoUOHKmVkTjmVxeYFhykrKsfMTkWW7xl2H9nO3r17SUlJqbI/d3d3+vTpQ9u2bUlLS2Pr1q1cvHjRtL53797s2rWrXtMvFRUVMWfOHJYvX05aWpppeefOnZk6dSoRERF4e3vXeX9C1FV6ejorV65k+fLl7Nu3z7TcysqKMWPGEBERwbBhw2qdRq+oqIidO3fyxx9/8MUXX2A0GomNjZX/t0II0QLJc6kQLVO9g24HBweioqIICQmptPzQoUMMHDiwSobelk5ubnVzePU5Dv14tt4ZzXNycujZsyfnz59n5MiR/PbbbyQmJppasE8dOstgl0m42XpRrCvk011vcDrtKFqtluDgYPr06WPqLh4UFFSpFdtgMLB582a+/PJLfvnlF4YNG8Zvv/1mWn/w4EF69OiBWq2uVKeSkhLTnNhGo5FWrVqRkJCAm5sb//rXv7jvvvsICQmRLrriuomNjeW7775j+fLlxMTEmJY7Oztz1113ERERwa233lrl//I/paSkcODAAe68807Tsg8++IA777yTVq1aNVr9hRBCNAx5LhWiZap30D169GisrKz4/vvvTdMfGQwGJk+eTFFREX/88UejVLSpyM2tbqpkNJ93K9aOFnXa9siRI/Tp04fS0lIcHR2r9JawtbDn6SGvE+DQFgUFr0GWDI64pV5ZtzMzM8nNzTX10IiPj6dVq1b4+/szbdo0pkyZwpEjR1i2bBnR0dEkJCSYWhBXrlyJlZUVw4cPr1cruRANTVEUoqOjWb58Od9//z2pqammdQEBAfzrX/8iIiKCzp0712l/u3bton///piZmTF9+nRefvll07jwG0VKSgouLi619ggQQoiWQJ5LhWiZ6h10nzx5kttuuw1HR0f69+8PwM6dO8nPz2fr1q106dKlUSp6vUkitfq7PKO5WxsHRr0cVm0CtOosXbqUadOmAaDVagkJCanUiu3j5cvOz45zfl9Ft/LuY1sTOqntVbc2r127loiICPLy8qpdv3XrVgYNGnRV+xbiejAYDGzbto3ly5fz888/V+pl1L17dyIiIpgyZQo+Pj417uPEiRPMnDmTjRs3AhVzhz/zzDM888wzLfp+ZzAY+O233/jwww+JioritttuY/PmzfKlmRCixZOgW4iW6aqmDEtOTmbRokUcPXoUKysrunXrxuOPP15pPO6NQm5u9ZOXWsSvr+ylrKic1n29GfjvbnUOjHfu3IlaraZHjx6m7t2XU4wKB388y9E1sQC0vtWL/o90rXNg/08lJSWsXr2aJUuWsGXLFvz9/bn33nu59957ad++/VXtU4imUFJSwm+//cby5cv5448/TInTVCoVAwcOJCIiggkTJuDo6Fjt9lu3bmXWrFn8+eefQEWW/5deeol///vfLaqFODc3ly+//JJFixYRHx9fad2LL77IG2+80TQVE0KIBiLPpUK0TFcVdN9M5OZWf8knsvjj7T9RDAq9prQneHTDjhWNiUpi15cnUAwKHu2duP3/emBpf22BQXFxMZaWlrWOiRWiucvOzubHH39k+fLl7Ny507TcwsKCUaNGERERwciRI7G0tKy0naIorFq1ihdffJEzZ87g5+fHmTNnqpRrjk6fPs1HH33EsmXLTFOuOTs788gjj+Dn58eMGTNQqVRs3LiR8PDwJq6tEEJcPXkuFaJlqlPQ/ddff9GlSxfUajV//fXXFct269atwSrXHMjN7eqc2pLIX7+eZ+hzoTj5Xnl6o6tx8XgmWxYeRlesx97DmmHP98TBy6bBjyNES5aQkMD333/P8uXLOX78uGm5g4MDEyZMICIiggEDBpjyc0DF9HhfffUVTk5OTJw40bRs69at3H777c0mgaDRaGT9+vV89NFHbNiwwbS8S5cuPPXUU0RERJh6zEyfPp3PP/8cT09Pjh49iru7e1NVWwghrok8lwrRMtUp6Far1aSmpuLu7o5arUalUlHdZiqVyjSv7I1Cbm5Xr7xUj5mlttH2n3OhgA3vHqIwswQLWzNun9kDzw433hAHIRrCX3/9xfLly/nuu++4cOGCabm3tzd33303ERERNWbl/+qrr3jggQfo27cv77zzDn379r2eVa+koKCApUuX8vHHH3P27Fmg4m/PmDFjeOqppxg4cCAJCQls2bKFrVu3smfPHlxdXUlPTycxMZHhw4ezdu1a6dUihGiR5LlUiJapTkF3QkIC/v7+qFQqEhISrlg2ICCgwSrXHMjNrWGkns7G3tOmzhnN66o4r4xN7x0iIzYPtVbFbdO70aavzD8sRE2MRiO7du1i+fLl/Pjjj+Tk5JjWdejQgYiICP71r39VmkJswYIFvPTSS5SWlgIVs1i88cYbdO3a9brVOzY2lkWLFrFkyRLy8/OBihb7Bx98kBkzZlBaWsqCBQvYunUrcXFxVbZftGgRzz33HCUlJfz73/+mrKyMfv360b9/f1q1atVsWvCFEOJK5LlUiJZJxnTXQLKXN5zz+1LYFnkU1yD7emU0ryt9mYGoT44S/2caAKET29J9XGt5iBaiFmVlZaxfv57vvvuOX3/91RRUA9xyyy1ERERw11134e7uzsWLF3nttdf48ssvMRgMqFQq7r33Xl577bVG+7JVURS2bt3Khx9+yO+//27qYdWmTRsGDRpk6h4PcPDgQXr16gVUzIAQFhbG4MGDue2220hLS2PUqFGsXLmS6dOnV+mt5enpSb9+/UxBeLdu3dBqG6+XjhBCXC0JuoVoma46e/muXbtIT0/HaDRWWvfkk082WOWaA7m5Xbu8lCJ+nfO/jOa3ejFwRnCDB8SKUeHA9zEcW1vRwtX2Nh/6PdQFjVa6kApRF/n5+axevZrly5ezZcsW071do9Fw++23ExERwdixY7l48SIvv/wyP/30EwDh4eFs2rSpQetSXFzMt99+y0cffcSJEydMy4OCgtBoNMTGxqIoCg888ABffvklUDFN2Msvv8xtt91Gv379sLOrmktCURQmT57Mjz/+iIODAx06dCA6OtqU7f2SY8eOmaa/TElJwd7eHhsbyRkhhGh68lwqRMtU76B76dKlTJ8+HXNzc1xcXCoFTyqVivPnzzd4JZuS3NwaxuUZzXve1Y7uY1s3ynFObU5kz9KTKEYFr07OhD/dAwvb5js3b0l+GTHbLhAU5omDpzzUi+YhNTWVFStWsHz5ctM0YgBWVlbceeedRERE4OLiwssvv8zrr7/OrbfeCmCaK7y6gLcuEhMTiYyM5L///a+p2/ulsdf//IK3Y8eOTJkyhVdeeaVex8jNzSUkJIT4+HgmT57MkiVLOHToELt27WLnzp2cOnWK2NhY03HvueceVqxYQY8ePUwt4X379sXNze2qzlEIIa6FPJcK0TLVO+j28/Pj0UcfZfbs2TdFIhq5uTWcU5sT2b2kotUq/P9CCOzl2SjHSTqawdaPDlNeYsDB24Zhz/XE3sO6UY51LcqKylk7bz/ZCQVY2psz6uXejZLpXYhrcfbsWb777juWL19uSlwG4OLiwqRJk4iIiODWW29FrVbzwgsv8NVXX/HKK6+YvpytjaIoREVF8frrrxMVFWXq9h0UFMQTTzzB559/zunTpwkICGDIkCEMGTKEQYMG4eXlddXntG/fPvr3749er+eLL77gwQcfrFSfy79M7tu3L3v27Kmyj/bt2zNgwAAWL14sQ1mEENeNPJcK0TLVO+h2cXHhwIEDtG7dOC2VzY3c3BrWnmUnObkhAa2FhjvmhuEa6NAox8lKzGfju4coyi7F0t6coc/0wL2tU6Mc62oV5ZSy/u0/yUkqBMDKwZyRL4fh5GPbxDUToipFUTh48CDfffcdP/zwA6mpqaZ1AQEB3H333axevZozZ84AFUHz66+/zpQpU6p8QWs0Gjl06BAffPABa9euNSVGg4qW7ZUrVzJ27Fg0Gg179+7F09OToKCgBj2fd955h1mzZmFlZcXBgwfp1KlTjWUTEhLYtWuXqTX8Upf37t27c/jwYVO5l19+GXd3d/r16yfjwoUQjUKeS4VomeoddD///PM4Ozsza9asxqpTgxs3bhxRUVEMGTLENA6xruTm1rCMBiMb3j3ExWOZdBkRyC33dmy0YxXllLJx/iGy4vPRmKkZ8Fg3Wt1y9a1jjaGssJycCwXsXXaSrIQCrBzMGfVyGI4SeItmTK/Xs23bNpYvX86qVatM3coBfHx8yM/PNy3r1q0bb731FiNGjEClUpGcnEx4eDinTp2qtE8LCwv69evH2LFjmTZtWqOPoTYajQwfPpxNmzbRpUsXDhw4YJrXuzbZ2dns3r0bo9HInXfeCUBJSQkODg6m8eF2dnb06dOHBx98kEmTJklruBCiQchzqRAtU72DboPBwB133EFJSQldu3bFzKzyeNkFCxY0aAUbQlRUFAUFBSxbtkyC7magrKic2N3JdLzdv9EfRMtL9WxbdJTE6HQAet3djm6jm256IEVRyIjNw72NY6XlpQU61r15gOyEAqwcLbjjlTAcvGSMt2j+SkpK+P3331m+fDnr1q2rlJRMo9FgMBgAWL16NT/++CMrV65Er9cDYGlpyeDBg3nmmWcYMGAAGk3DzmxQm7S0NIKDg0lLS+Oxxx7jk08+uep95efns2jRInbt2sXu3bsrtd736tWLBQsW0K9fv4aothDiJibPpUK0TPUOuufNm8ecOXNo3749Hh4eVRKpbd26tcEr2RCioqJYtGiRBN3NkGJUQEWjBcJGo8K+b05xckPFHPPtB/nRd1on1E2Q2fzgyjMc+SWWPlM70nlYYKV1pfk61r5xAKPByKiXwxp8TnMhGlt2djY///wzy5cvZ/v27TWW69OnD0888QSTJk1q8i7YmzZtYujQoQD89NNPTJgw4Zr3aTAYOH78OKtWreL999+nqKiIhQsX8tRTT13zvoUQNzd5LhWiZap31PH++++zZMkSTp06RVRUFNu2bTO9ribg3rFjB6NHj8bb2xuVSsUvv/xSpUxkZCSBgYFYWloSFhbGgQMH6n0c0TyVl+rZ8uFhjv7aeFnv1WoVt07txC33dUSlgphtSWyYfxBdcXntGzegExviOfJLLAAas6otepb25ox8qRejXpGAW7RMzs7OPPzww0RFRZGYmMi7775LcHAwAGZmZkydOpVDhw6xZ88epkyZ0uQBN8Dtt9/OCy+8AMBDDz1EQkLCNe9To9EQHBzMq6++SmxsLC+++CKPPvqoaf3BgwdJTk6+5uMIIYQQomWod9BtYWFB3759G6wCRUVFBAcHExkZWe36FStWMHPmTObOnUt0dDTBwcEMGzaM9PR0U5nu3bvTpUuXKi95qGn+EqPTif8zjYMrzhD/Z2rtG1yDLsMDCZ/ZA62FhovHsvjt1X0UZpY06jEvid2TzN5lFWNYQ+9qS4fBftWWs7K3wNrh74A7dm8KealF16WOQjQkPz8/nnvuOY4cOUJcXBwpKSksXbqUHj16NHXVqnj99dcJCwsjNzeXKVOmVJm3+1p4eHjwxhtvYGFR8XtdXl5OREQEbdu2Zc6cOZXGwwshhBDixlTvoPupp57i448/brAKjBgxgnnz5jFu3Lhq1y9YsICHH36YadOm0alTJxYvXoy1tTVLliwxlTly5AjHjx+v8vL29q53fcrKysjPz6/0Eo2n9a3edBoaAEDUJ3+RFd+41zsg1IM7/teSnJNUyJo5e8k4n9eox7zwVwbbP/0LgE7DAuh+Z90y/8cdSGXboiOsm3eA/DQJvEXLFRgYiIuLS1NXo0ZmZmZ8//33ODg4sHfvXv7zn/802rEyMjJwcXGhuLiY119/ndatW/PJJ580aKAvhBBCiOal3kH3gQMHWLZsGa1atWL06NGMHz++0qsh6XQ6Dh06RHh4+N8VVqsJDw9n7969DXqsS9566y0cHBxMLz+/6lskRcO55d4O+HR1QV9mYN2bB0g5ldWox3Nt5cCY1/vg5GdHSW4Zv7+2j4SDaY1yrPRzuWz+4DBGg0KrPl70ubdjnceue7R3wtHbhqLsUtbOO0B+WnGj1FEIUTHF2X//+1+g4u/A5s2bG+U43t7e7N69m59//pm2bduSkZHBjBkz6Ny5M6tWraKeaVaEEEII0QLUO+h2dHRk/PjxDBgwAFdX10oBqoNDw865nJmZicFgwMPDo9JyDw+PSnPE1iY8PJxJkyaxbt06fH19rxiwz549m7y8PNMrKSnpqusv6katUTP4yRBcWzlQVljOujf/5PS2xr3uti5WjJ4bhm83Vww6I5s+iGbfN6coyGjYwPbisUz0ZQZ8urow4LFuqNR1TxZn7WDByJfCcPC2oSirlHVv7KcgXQJvIRrLpEmTeOSRR1AUhXvvvbfSMKaGpFKpGD9+PCdOnCAyMhI3NzfOnj3LhAkT2LVrV6McUwghhBBNp97ZyxuTSqVi9erVjB07FoDk5GR8fHzYs2cPffr0MZV7/vnn2b59O/v372+0ukRGRhIZGYnBYODMmTOSJfI60JcZ2PHZMc7vS8HS3pxJ792Gha1Z7RteA6PByJ6lJzm9pSLIV6nAv6cHXYYH4NnBuUEyqp/dcZGAXh6YW11d0qjinIqW7ryUImxdrRj1Sm/s3KyvuV5CiKqKi4vp3bs3J06cYPjw4axduxa1unFnOigoKGD+/PkcOXKENWvWmO47BQUF2NnZNeqxhRAti2QvF6JlatZBt06nw9ramp9++sm0DGDq1Knk5uayZs2aRq+T3NyuL0VROPJLLF6dXPBs73TdjnnhaCbH/4jn4rFM03LnADu6DA+kVR8vtOZ1nz+4rKgcjZm6XtvUplLg7WbF2Hm3YmlnftX7UxSFzPN5ZMTm0bqvNxY2jfvlhhAtyYkTJ+jVqxclJSXMnz+fZ5999rocV1EUU8CdmZlJhw4dmDRpEnPnzsXT0/O61KElSktLY9u2bWzZsoXk5GRuv/12xo0bR0BAQFNXTYgGJ8+lQrRMVxV0//TTT6xcuZLExER0Ol2lddHR0VdfmX8E3QBhYWH07t3blLzNaDTi7+/P448/zqxZs676WLWRlu7m48KxTOzcrHDwtGn0Y+VcKODEhgTO7ryIQWcEKqby6jjEj47h/lg7WV5xe32ZgXVvHUCjVXP7zB6YWzdcMFuUU8ra1/cTEOpB73+1v6pW+Py0YmJ3J3NudzJ5KRXJ2Rx9bBkxqyc2LlYNVlchWrrPP/+c6dOno9Vq2b17N717976ux//iiy94+OGHAbCxseG5557jmWeewdbW9rrWoznKzc1l+/btbNmyhS1btnDy5Mlqy7Vv3567776bu+++mw4dOlznWgrROCToFqJlqnfQ/dFHH/HSSy9x//338/nnnzNt2jRiY2P5888/mTFjBm+88Ua9KlBYWMi5c+cACAkJYcGCBQwaNAhnZ2f8/f1ZsWIFU6dO5bPPPqN3794sXLiQlStXcvr06SpjvRuD3NyaVnZiAb/O3YtGq2bI0yF4d74+GZBLC3XEbLvAyY0JFGWVAqDWqAi6xYsuwwNwa+1YZRujvmJseNLhDMyttYz+zy04+TZs19CyonLMrbX1CrhL83Wc35/CuV3JpJ/NNS3XmFe0xpcVlmPjYsnwWb1w8pEHeiGgotV58uTJ/PjjjwQFBXH48OEGz1tSmx07dvDcc89x4MABoCKfyauvvsqDDz7YLOY4v16KiorYvXu3KciOjo6ud8K5jh07Mn78eNq1a8edd9553T9LIRqKPJcK0TLVO+ju0KEDc+fOZcqUKdjZ2XH06FFatWrFnDlzyM7OZtGiRfWqQFRUFIMGDaqyfOrUqSxduhSARYsWMX/+fFJTU+nevTsfffQRYWFh9TpOfUlLd/NQnFPKpg+iyTiXh0qj4tapnegY7n/djm80GIn/M40T6xNIO5NjWu7ezpEuwwMJ7OWBWqNGURR2fHaMszsuojFTM2J2Lzw7ODdq3fQ6A/u+PkX3ca2x/UcrtV5nIDE6nXO7kkk6moFiqPg1V6nAu4srbfp5E9DTA11ROX+8/Sd5yUVY2Jox9NlQPNpdn279QjR3ubm5hISEEB8fz+TJk/n+++8bJM9DfSiKwk8//cTs2bOJjY0FoEuXLhw6dAhz86sfYtKc6XQ69u/fz9atW9m8eTP79u1Dr9dXKtO+fXsGDx7M4MGD+eyzzwAYMGAAbdu25fjx4+zbt48DBw7g5OREcnJylSnZHB0d6dGjB0OHDqVnz56EhITg7Ny492whGoIE3UK0TPUOuq2trTl16hQBAQG4u7uzadMmgoODOXv2LLfccgtZWY073dP1Jje3pqfXGdj53+PE7k4GoNPQAG65twNqTeMmN/qnzPN5HF8fz/m9KRj/F8TaOFvSaag/RdllnNyYgEqtIvz/QggIbfxeGLu+OM7prUnYe1gz6pUwrBwtSD2VzbldF4k7kEp5icFU1iXQnjb9vGndx6tKF/nSAh0b5x8i/VwuGnM1Q54Mwb+He6PXX4iWYN++ffTr1w+DwcAXX3zBgw8+2CT10Ol0fPbZZ7z22mtMnDiRTz/9tEnq0RgMBgOHDx9m69atbN26lZ07d1JcXPNMDTY2NqSmppq62l8+Fv6fdDodJSUl/P777yxbtozNmzfX2Er+5JNP8uGHH5rqlJmZeV161AlRH/JcKkTLVO+gu1WrVvz888+EhITQs2dPHn74YaZPn87GjRu5++67yc7Obqy6XlfS0t28KIrC0V/Pc3DFGQC8u7gw5MmQRs9uXp3i3DJObU7k1OZESvMr5zQIndSWkHFtrks9CjNLWPv6fgoySjC30aI2U1Oa+3d9bF2taN3XmzZ9vWrt5l5eqmfrx0dIOpyBSq2i/0NdaDfQt7FPQYgW4Z133mHWrFlYWVlx8OBBOnXq1GR1ycvLw2AwmFpljx07xuuvv84bb7xB27Ztm6xe9aEoCidPnmTr1q2mLuOFhYWVylhYWFBWVgZUfNnfv39/BgwYwMCBAwkNDb3qVv7i4mJ+/PFHvvnmG3bt2mU6BoCVlRUTJ05k/Pjx+Pj40Lt3b7y9vQkNDaVHjx6ml4+Pz3Xv8SDEJRJ0C9Ey1Tvofuihh/Dz82Pu3LlERkby3HPP0bdvXw4ePMj48eP58ssvG6uuTUJubs1L/J9pRH1yFH2ZgdCJbQkZf30C3OoYyg2c3pbEvq9Poxj//jXy7uJCl+GB+HV3q9e83PVRmFVC7J4UYqIukP+/hGgAZpYaWt/qTZt+3ni0c6rX8Y16Izu/OM7ZHRcB6Dm5HcFjWsnDpbjpGY1Ghg8fzqZNm+jSpQsHDhzAyqp5JB684447WLt2LVqtlkcffZRXXnkFd/fm11Pl/Pnzpu7imzZtqvYL+gEDBjBu3DgGDx5MSkoKhw8fZsCAAYSGhmJm1vBfsOp0OrZt28aqVatYtWoVmZl/z15hbm5eJVHsJW5ubixYsIB77rkHqGgVV6vVN9W90mAwsHfvXtatW4eNjQ0REREEBgY2dbVuCvJcKkTLVO+g22g0YjQaTUlcfvjhB/bs2UPbtm2ZPn36DTfGTG5uzU9WQj4n1sfT76Eu172LeXWyk/I5/kcCZYU6Eg+lc+k3yt7Tms7DAmh7m+9Vz9F9ubKicuIPpHJudzIpp7Lhf8dRaUCtUWPQGbH3tOaOV8JqzbJeE0VROLjiDEd/PQ9A52EB3HJvx0b78kCIliItLY3g4GDS0tJ47LHH+OSTT5q6SkBFS/esWbNYt24dAHZ2drzwwgs8/fTT2Ng0/owPNUlJSTF1F9+6dSvx8fE1lr3Ukj1v3jx69ux5/Sp5mUtB5KUAPCEhwbROo9Hg6emJSqUiJSUFg8HA77//zqhRowD45ZdfmDZtGp06dcLV1RUXFxecnZ1xcXHBxcWF4cOH4+9fkYuktLQURVGazZc29aHT6di6dSurV69mzZo1pKWlVVo/ZMgQpk2bxvjx41vk+bUU8lwqRMvUrObpbk6ke3nLYdQbSYhOJ7CXx3VraTDqjai1VQP+goxiTm5MJGZbErriisQ/ZlZa2g/0pdPQAOw9rOt1HIPeyIUjGZzblUzi4XQM5UbTOs+OzrTp501QL090xeWsnbefwsxS3Fo7MOa1Ptd0LY7/Ece+b04D0OoWLwY81hWNWcPNOy5ES7Rx40aGDRsGVEydOWHChCau0d+2bt3K888/z6FDhwBwcXHh448/ZsqUKQCcOXOG2bNnY2ZmZnqZm5ubfh45ciTh4eEAZGRk8PXXX1cqe3n5jh070rlzZ6AiiIyOjqagoICjR49y+PBh9u3bVyXI1mq1tG/fnhMnTmBtbc1tt93GoEGDGDhwID169GhW2dgVReHw4cOsWrWKn3/+mdOnT5vWqVQqQkJCmDx5MlOmTMHPz485c+bw+uuv17i/9evXm/7fLFmyhAcffBBLS0tTUH4pQHd2dmbGjBkEBwcDFV9cxMbGVlrfGC3+V1JYWMj69etZvXo1v//+O/n5+aZ1Dg4O3HHHHaSlpbF58+ZKy++++24eeOABevXqdVP1ALgeJOgWomW6qqA7NzeXAwcOkJ6ejtForLTuvvvua7DKNQdyc2veFEVh95ITnN6SRIchftw6tVO1wXBDyrlYyMZ3D9J/ele8O1U/hVl5qZ6zOy9yYkMCecn/6/6tgoAe7nQeHohXJ+caH0QURSHtTG5FQrT9qZQV/p1119HHlrb9vWnVxxs7t8otCflpxWxaEE3/hzrj3vbaM5DH7klm+6d/YTQoeHd2Ifz/Qhp03nEhWqJZs2bxzjvv4OjoyJEjRwgICGjqKpkYjUZWrFjBiy++SHx8PAsXLuSpp54CYNeuXfTv37/Gbd944w1efPFFAA4fPkyPHj1qLDt79myefPJJtm/fzpo1a/j+++9rLBsaGsq8efPo168fGo2G48ePExIS0qyC7NqcOnXK1AIeHR1daV3v3r0ZM2YMXbp0oby8nOzsbLKyssjKyjL9/Pbbb9OxY0cA3nvvPZ577rkaj1VdgH45Ozs7UwD+3nvvmWZ/OX78OOvWrcPe3h57e3scHBxMP9vb2+Pp6Vnn1uesrCx+++03Vq9ezcaNGyktLTWt8/T0ZOzYsYwbN46BAweaejfGx8ezbNkyli5dWukLl06dOvHAAw9wzz33SFK6BiLPpUK0TPUOun/77TciIiIoLCzE3t6+UuCgUqlumERql8jNrXlTFIVjv8dx4IcYUMCrkzNDngrB0q5xhjkUZpXw29x9FGWX4tnRmVEv977it/iKUeHCsUxOrI/nwtG/xws6+9vReVgArft6ozWvaEHOvVjIud3JxO5OpiCjxFTW2tHifwnRvHEOsKv1eJd3Bb9SVt+6uHAsky0fRFNeasAl0J5hL/TE2sHiqvcnREtXXl5O//792b9/P3369GH79u3XvfWxNmVlZURFRdGmTRtat24NVLSa/vLLL5SXl1NeXo5Op6v08/Dhw00BXFxcHHPmzDGtLy8vp7CwkPT0dLKzs1EUhdTU1CrH1Wq1aLVaLCwsuOWWW7j99tsZPny4qVX8RhAfH8/q1atZtWoVu3fvrpQJvX379vTq1cuUcK179+5V5gNXFIWCgoJKQfnlP0+dOtX0Rc7y5ct59dVXycrKIicnp0rW9Q0bNjB06FAAvvzySx566KEa671y5UomTZoEwNq1a5k5c2alAF2j0ZCRkUF8fDxJSUmVGlS8vb25/fbbGTNmDLfddhuOjo41fmliNBqJioriq6++4qeffjIF7FqtllGjRvHAAw8wYsSIZvc705LIc6kQLVO9g+527doxcuRI3nzzTayt69dVtiWSm1vLkBidzrZFRygvNWDvYc3tz4bi5GPboMcoLdDx+2v7yL1YhIO3DaPn3lKv4D73YiEnNiZwdsdF9GUV03lZ2pnR6hYv0mPzyDyfZyprZqkhsLcnbfp649XZBfVVjKnOPJ/Hvm9PMeSpEKyuIVDOPJ/H+ncPUpqvw97DmuGzemLv0XRjRYVoanFxcYSEhJCXl8eLL77IG2+80dRVanDJycls376d7du3ExUVRUxMTKX1KpWKbt26MXDgQAYOHEj//v1xcam+58+NKjU1lTVr1rBq1Sq2bt1aZS5xgDZt2tCjRw9TBvSQkJCruk4Gg4G8vLxKQXrv3r1xdXUFICoqiqVLl5Kfn09eXh75+fmVfl61ahXDhw8Hqm9B/6fg4GDGjRuHnZ0dzzzzTJX11tbW2Nvbs3DhQiZPnlztPvLy8lixYgVLlixh//79puUeHh7ce++9pnHwon7kuVSIlqneQbeNjQ3Hjh2jVatWjVWnZkHGdLc82UkFbHzvEIUZJZhZaRn8ZHf8gt0aZN/lpXr+ePNP0s/lYuNsyej/3IKt69UliikrLCcmKomThD6KnwAAdVZJREFUGxMpzPy7RVulUeHbzZU2fb0JCPVAa3H1Y6gVo8Kq2bvISSrEyc+WkS/1xsr+6gPvvJQi1r/9JwUZJVjamzP8hZ64BjnUvqEQN6gff/yRu+66C5VKxcaNG03joVuq5ORkoqKiTEH2mTNnKq1XqVQEBwdXCrIvTVsmICcnh7179xIdHW16XZ6M7XIBAQGVpiDr0aMHnp6ejVq/S496hw4d4ttvv+WXX36pUj9fX18CAgJ48cUXGTlyJAC//vorzz33nCl4LykpqbTNDz/8YAq6N2/ezOzZsxkzZgyjR48mODjY1NPq5MmTfPXVV3z99dekp6ebtg8LC+OBBx5g8uTJVXoFiOpJ0C1Ey1TvoHv8+PHcfffd3HXXXY1Vp2ZFbm4tS0l+GVsWHib1dA7m1lomfzgQC5tr68Zm1BvZ+H40F45mYGFjxh1zw2qd97pO+zUYSTiUTtKRDFwD7Qm6xfOaAuN/ykspYu3r+ynOLcPJz45RL/XG0v7qu90X55ax4Z0/yUoowMxSQ/jMHvh0cW2w+grR0kyfPp3PP/8cT09Pjh492iyn6qrJxYsXKwXZZ8+erbRepVLRvXv3SkG2k9O154q4mWRmZnL48OFKgfi5c+eqLevl5WUKwC+1ivv6+l5zEjK9Xs+uXbtYvXo1v/zyC4mJiaZ1ZmZmDBkyhHHjxjFmzJg6Bf7l5eWmVvT8/Hz8/PxMX7488cQTLFq0yFTWz8+P0aNHM3r0aAYNGoSFhQXl5eX88ccfLFmyhLVr15p6B1hZWTFhwgSmTZvGwIEDUaubfmaS5kqeS4VomeoddH/55Ze89tprTJs2ja5du1YZlzNmzJgGrWBTk5tby2PQG9nz1UkCQt3x73HtD8F/rY3jwPLTaMzVjHyxNx7tWs6DZ25yIevmHaA4twxnfztGvtT7msa764rL2bQgmpST2ag1Kgb8O5jWfbwasMZCtBzFxcX07t2bEydOMHz4cNauXdtsg4ULFy5UCrL/Gfyp1WpCQkIYMGAAAwcO/P/27jwu6jp/4PhrZrhvkFtRUC7xAERAvO+rtdTa7Njy2mrL2sp0yw7Ttu1Yy6yNra0t7de2pbbZ5ZH3fQGKogh4gIByy30NM/P9/UFOEaCAnPp+Ph7z0Pl+v/P9vufLl2He38/xZvjw4ZJkt4Hi4mLi4+M5duwYcXFxHDt2jKSkpHrjtQGcnZ3rtYj37t37uol4VVUV27dvZ8OGDXz//fd16o9bW1szZcoUZsyYwW233daqrcvZ2dls3LiRH374gW3btlFRUVHnuImJicbSaVBbhu8///kPn376KYmJicbl3t7ezJkzhzlz5nSqiQo7C/leKkTX1Oyk+1pfKFQqFXq9/oaD6kzkw+3mkHehGBtnixa1JOt1BvZ9lECfKA+8QrtOS9ZVRZfL2PjqUSqLqunWy5Ypz99Y4q2v0bP7nydJPZINKoh6sC/9Jnm3XsCtoCSnAl21Hp229qGv1qOrMaCr1mNubdoqN2OEADh9+jSDBw+mqqqKFStWsGjRoo4OCUVRyMzMNCbYu3fv5vz583W2UavVDBo0qE6S7eDg0DEB3+LKy8s5ceJEnRbx06dPNzhG3N7entDQ0Dot4n5+fpSXl7Np0yY2bNjApk2bKCsrM77GycmJ22+/nRkzZjBhwoR2qaFdWVnJrl27+P777/nhhx8wNTUlNTXVeMPg1VdfxcTEhGnTptG3b19iY2P59NNP+fLLL41lyVQqFWPHjmXevHnMmDFDan//TL6XCtE1SZ3uRsiY7ptHSU4F3710EFNLEyYuCsPJ68a7hnc1RZfK2PjqESqLtQRN7MXQOTc2eY3BoHD4s0QSt9V2VQy+vTeDZ/lftwXm17OpKwaF9OO56Kr16LWG2gS5Wo+uRo+u2oC9uxUBY7yMr93yZiy6at3PyXTt9vqfk2o3fycmPzvYuO1n87dRU1n/CyuAq58Dty+PuqH3L8SvffTRRzzyyCOYmJhw4MABIiIi2u3YiqKQlpbGsWPH6nRlzsnJqbOdWq0mLCysTpItY2g7r6qqKhISEuok4idPnkSr1dbb1tra2jgL/VXdu3dnxowZzJgxg5EjR3ZoiTZFUcjKysLT0xOo7fLu6upKYWEhAD4+PkybNo3bb7+dsLAwNm7cyOrVq9mxY4dxH/b29tx7773MnTv3lq/9LUm3EF1Ts5PuCxcu3PSTqP2afLh1fUWXytj6VhwlORWYWmgY83jIdVs6U/ZkUpBWwpAH+tYpwdWVFV4qI37DOUY8NOCGJmm7SlEU4r87T9y62rGg/qN7EDW7L6mHs6ksrqayWFvn34qiarxCXBj9WHDt6w0Kn/xhS6P77xHszORnw43P18zdapz1/bfcAhyZ9vIQ4/N1T+9BW6nDxEyDibkajakGE3MNJmYaHHvYMOSB2pq52ooaNr8WQ9DP5dtaMku8EIqiMGvWLNavX4+Pjw/Hjx9vk4RWr9dz9uzZeuOEi4qK6m2r0WjqJdnyN6xrq6mpITEx0fhzj4uLIz4+3ji5WUBAgDHRHjx4cKcd6lBVVcWaNWv44Ycf2LFjB9XV1cZ1dnZ2PPHEE7z66qvG2t+rV6+uM+lbv379jLW/u9I8Cq1FvpcK0TW1qHv5qFGjmD9/PnfddRcWFhZtFVunIB9uN4eqUi073j1OVuIVUEHEvQEMuM2nwbvlF+Ny2P7OcRSDwugFwfgO8+yAiNueoijoawzGOuF11v2q3rdeZ+Dc/kv1kuir/7dztyL/fDGKAj1CnMmMz6+3v6s8+3dj6vO/tAL++MphVGpVbXJsVpsYa8zUmJhpcOhhQ+CvWrrPH8pCrQYTMw2a32xrZmnSorJo8d+dJ3Zt7SzN9p7WDLrTj96R7jfNjRbRfoqKiggNDSUtLY1Zs2bx5Zdf3lBr3NUE69cJdnx8POXl5fW2NTU1ZcCAAcZxv6GhoQwcOPCWKOt5q9Pr9SQnJ2Nqaoqfn19Hh9Ns5eXlbNu2jR9++IEff/yR3Nxcli5dyvLlywEoKyvjww8/xMXFhW3btvG///2vTu3vgIAAHBwcjA9HR8frPrezs0OjufEbzx1FvpcK0TU1O+mOj49n9erVfPnll2i1WmbNmsX8+fPbtTtde5IPt5uHQWfg4GeJJO3IAMBvZHeGz++HxvSXP77ZyYVsfu0o+hoDfiO7M/KRATdlNzZFUYhbf5aM47m4BTrVTaZ/bpEe83gIUDvL+qcP/gSNfFJ49utGv8m92PlePPoaA+Y2pnQf0A3rbpZY2ptjaW9m/NfaweKGZlBvbTVVOhK3XuTkj6lUl9UA4OhlS9hdvvQa7HZT/uxF2zl8+DDDhw9Hr9fz73//+7q1kK9qqCtxQkJCnRbAqywtLQkJCamTYPfr1w8zs87zeyVESxgMBo4ePYqHh4dxArUNGzYwc+ZMAPz9/Zk4cSLm5ubs3buXmJiYFh/Lzs6uyUn6b5/b2Nh06N8G+V4qRNfU4jHdOp2O77//njVr1rBlyxb8/f2ZN28eDzzwAC4urVMbuTOQD7ebi6IoJG69yOH/O4OiQNhdfoTO9AVq63z/uPww2godXqEuTHh6EGqTztk970ZVFFXzzbP7qCqtaXC9Z79uTH3hlxtpO947jomZpl4SbWlvjpWDORa2ZmQnF7J1RSzaCh0O3a2Z/Fw4Nt26xsQ32ooaTm1JI2FjmnEsuEtve363bAiam/QaEG3jzTff5LnnnsPS0pLY2FiCgurOn1BaWlpv0qzExMQGJyG1s7Ork1wPGjSIgICALt1KJ0Rz7NixgzfffJPdu3dTU/PL3ysnJyeGDx/O3Llz0ev1FBUVkZCQQFpaGtXV1VRVVVFZWUl5eTnl5eWUlZVRVlZWr854S6jVahwcHBg5ciQbNmy44f01l3wvFaJruuGJ1Kqrq/nnP//JkiVL0Gq1mJmZcffdd/Pmm2/i4dH1SwnJh9vNKfNkHgkb05jwzCBMzDSU5lXyw7JDVBRW4+rvwNQlEa0y7rkzK7pcRtLODDQm6l8l0rXJtJWDBeY2za9vXphZyuY3Yqi4Uo21kwWTnxvcKjXN20tVmZaEjWmc3pKGd7ibcfy5EE1lMBiYPHky27Zto3///qxcudJYIur48eOkpKQ0Wh7q6mzUVxNsHx+fTjsuV4j2VFJSwk8//cQPP/zAxo0buXLlClBbCq979+4APP3006xatarRfZw5c4bevXtTVFTEsmXL+OCDD1Cr1ZiYmGBiYoJGo0GtVqNSqRgyZAiKolBUVER6ejoFBQXU1NTU+d2dMGECW7dubdP33RD5XipE19TipPtqeYevvvoKa2trZs+ezfz588nMzGT58uWUlJRw9OjR1o633cjs5Te/qzNpK4pC/IbzxH93Hjs3K25bGomFjXTVbKmy/Eq2vBlD0aVyzK1Nmbg4rEvVNgeoLKlG0StYOdbOWVF0uYwDn55m0J1+ePR16uDoRGeXk5NDcHBwvRnEr+rRo4cxsb766N69uwxnEKIJdDodhw4dYvPmzSxZsgRb29obu//85z/ZsGEDVVVVVFVVGVu8rz5iYmKM3dYXL17MW2+91egxEhIS6N+/PwDLly9n2bJlddaPHDmSjz/+GH9//7Z5k9cgSbcQXVOzk+6VK1eyevVqkpOTmTp1Kn/84x+ZOnVqnbvxmZmZeHt7N1hjsquRD7dbQ9z6FFL2XuL2ZUOw7iJdojuzqlItW1fEkXuuCI2pmrF/DqFXmFtHh9Viu/95gnP7LwO1k8EN/r0frn5d60aCaF87d+5k5syZODs710mwQ0NDb8kZl4XoTKqrq6moqGgwOa+qqiI8PBxra2sAjh07RmxsbJ3tevfuzf33398hscv3UiG6pmYn3X5+fsybN485c+Y02n1cq9Xy5ZdfMnv27FYJsiPJh9vNT1EU0uNycfF1wMqh+TNgi4bpqvXseO84GcfzUKlVDP9jPwJGe13/hZ1QWUEl8d+eJ3l3Joq+9iPTK8SFsLv8cO4ttY6FEEK0D/leKkTXdMNjum928uEmRMsZdAb2/fsUZ/deAmDw3f4E39G7y3ajLc2t4PiGc5zddxnFUPvR6T+6ByMfHtDBkQkhhLgVyPdSIbomk6ZsdPLkySbvcODAgS0ORghxc1GbqBn5yACsHMw58f0FYtelUFFUzZAH+6LugrWwbV2tGPnIQIJv78Oxb85x/uBl7NykFrIQQgghhGhck1q6r87meHXTa7VSNVT2pCNlZGTwwAMPkJubi4mJCS+99BK///3vm/x6uaMoROs4tTmNw5+fAcAn0p3Rjw2sUyO9KyrMLMXG2RJTi9r7lxnHczl/KIvQmb7Yu1t3cHRCCCFuNvK9VIiuqUkt3ampqcb/Hz9+nEWLFrF48WKioqIAOHToEG+//TZ///vf2ybKG2BiYsKqVasICQkhOzubsLAwpk6dapwgQwjRPvpP8cbS3ow9H5wk9Ug21WU1jHsqFHPr5pcm6yx+XQ5NURRi15+lIK2E8wez8BvZndAZvti6yMR8QgghhBC3smaP6Y6IiGDZsmVMnTq1zvJNmzbx0ksvERcX16oBtrbg4GB+/PFHvLyaNqGT3FEUonVdSshn+zvHqKnSY+duxYSFg7pULe9rybtQTNz6s2SeyANArVERMNaLkDv6YO1k0cHRCSGE6Orke6kQXZP6+pvUlZCQgI+PT73lPj4+JCYmNjuAvXv3Mm3aNDw9PVGpVHz77bf1tomOjsbb2xsLCwsiIyNbXP87Li4OvV7f5IRbCNH6ug9w5ralkVh3s6Aku4Lvlx4iLabhesZdjUtveyY/O5hpy4bg2a8bBr3CmW3prHt6D6c2p15/B0IIIYQQ4qbT7KS7b9++vP7662i1WuMyrVbL66+/Tt++fZsdQHl5OcHBwURHRze4fu3atSxcuJCXX36ZY8eOERwczKRJk8jNzTVuExISQv/+/es9Ll++bNzmypUrPPjgg3z00UfNjlEI0bqcve2Z/reheAQ5UVOlZ/s7x4hbn2KcEbyrc/N3ZOoLEUx9MQK3AEf0NQasu1lSU6WjqkRLRVE1VWXa6+9ICCGEEEJ0ec3uXn706FGmTZuGoijGmcpPnjyJSqXihx9+ICIiouXBqFRs2LCB6dOnG5dFRkYSHh7O+++/D4DBYMDLy4snnniC5557rkn7ra6uZsKECTz00EM88MAD1922urra+LykpAQvLy/pxiNEGzDoDBz5bxKnt1wEwCvUhdGPBXfpcd6/pSgK2UmFVJZUc+CT0+i0erxCXEg7moOjly0egY64BTrhEeiIlaN0QRdCCNE46V4uRNfUojrd5eXlfPHFFyQlJQG1rd/33XffDU9O9tukW6vVYmVlxddff10nEZ89ezZFRUV89913192noijcd999BAQEsGzZsutuv2zZMpYvX15vuXy4CdF2zu67xP5/n0JfY6gd5/1MGI7dbTo6rFahrajh0GdnOLvvknGZSg2Kof62dm5WuPd1YuicIEzMuvbM7h1NURTO7rtE7LoUekd6MOSB5vfEEkKIzkaSbiG6pibNXv5b1tbWPPzww60dSz35+fno9Xrc3NzqLHdzczMm/Ndz4MAB1q5dy8CBA43jxT///HMGDBjQ4PZLlixh4cKFxudXW7qFEG3Hb0R3HLvbsO2dYz+P8z7IqD8F4x3udv0Xd2KXEwvY++FJyvKrUKlg4LTeFFwsJfNEHibmaoLv6ENVsZbspCsUpJdSklOBrkaPxvSXkT8Jm1IxMdPgHuiIg6cNqi5Y37y9VZVq2f/JKdKO1s4VcGpzGt4R7rgHOHZwZEIIIYS4FbUo6e5Khg8fjsHQQJNSI8zNzTE3Nyc6Opro6OhOV3dciJuVc297pr86lB3vxZN95grb3zlG6Iw+DLrTr8slmjqtnth1KZzalAaAraslox4Nxj3AEZ1Wz9a34rh8qoCTP6Qy9flwomYHUV1eQ25KIdUVOlSq2verKArx356nuqwGAHMbU9wDnXAPdMQ90IluvWxRa5o9NcdNLfNkHns/TKCiqBqVRoWTly0FaSUc/vwMd7wS1eWuJSGEEEJ0fZ3625qzszMajYacnLozG+fk5ODu7t6mx16wYAGJiYnExMS06XGEEL+wtDdn6pJw+k3qBcDxDefZ+nYc2oqaDo6s6fLTivnuxYPGhDtgjBcz3xhubGU1MdMw8Zkw3AMdqanUsfn1GArSSjC3NsUr1BXfYZ7GfelrDPSb1AvPft3QmKmpLqvhYmwOR/6TxHcvHmTLG7F1jm3QNf0G481Gp9Vz6LNEtrwRS0VRNfae1tzxShSTnh2MqaWG/AvFnN1/6fo7EkIIIYRoZZ26pdvMzIywsDB27NhhHNNtMBjYsWMHjz/+eJseW1q6hegYahM1UbODcPaxZ/8np8g4nsd3Lx1i/MJBnXqct8GgcPKHCxz7+iwGvYKlvRkjHhpAz0Gu9bY1MdcwcfFgtrwRQ+7ZIja9dpTbXorEyatuvXITMw2D7vQDQK8zkH+hmOzkQrKTrpCTXIhLH3vjttqKGv67YBfOve3x+Lkl3NXPAVOLTv0x3yry04rZHX2SoktlAARN7EXEvQGYmNeOiw+d7svRL5OJ/SoFnwj3W+KcCCGEEKLzaNFEaq2prKyMc+fOARAaGsrKlSsZM2YMTk5O9OzZk7Vr1zJ79mz+9a9/ERERwapVq1i3bh1JSUn1xnq3BZmwQoiOk3ehmO0rj1F+pQpTSw2jHw2m1+DON867JKec3R+cJDelCIBe4W4Mn98PSzvza75OW1HD5tdiyLtQjIWdGb97KRKHJt5YMBgU9Fq9MYHMOJHHT2/WbflWaVQ4e9vhHuhEnygPnHvbN7SrLstgUEj48QJx63++0eFgzshHBuAV7FJnO32Nnq8X76M0t5KQ6X0YfLd/B0UshBA3Rr6XCtE1tTjp1mq15Obm1hsv3bNnz2btZ/fu3YwZM6be8tmzZ7NmzRoA3n//fVasWEF2djYhISG89957REZGtiTsJvt1S3dKSop8uAnRQSqLq9nx7nGykwoBCJ3py6CZvp1ibK6iKCTvzODwf5LQVesxtdQQNTsIvxHdjeOyr6e6rIZNfztCwcVSrBzMue2lSOw9ml8JQlEUirPKyU6qbQnPTiqkLL/SuH7Y/H70HVf7+WzQGVCpVZ3iHLZUaV4Fez44abwueoW7MWJ+fyzszBrcPi0mm+3vHEdjquaut0Zi62LZnuEKIUSrkKRbiK6p2Un32bNnmTdvHgcPHqyzXFEUVCrVTdcdWz7chOh4Bp2Bw18kkfhTbT3vnoNcGf3YQMysOq6ed0VRNfs+TiDjeB4AHkFOjHxkYIuSuaoSLRv/dpTCjFKsnSz43dJIbF2tbjjG0rxKspOvkJNUyIDbfIzJfPLuDI5/cw6/kT3wH9UdW5cbP1Z7URSFc/svc3BNIjWVOkwtNEQ9GITfqGvf6FAUhU1/O0pW4hV8hrgz7s+h7Ri1EEK0DvleKkTX1Oyke9iwYZiYmPDcc8/h4eFR70tOcHBwqwbYUaSlW4jOJ2VvJgc+OY2+xoC9hzUTFg5qcnfs1pR6NJv9/z5FdVkNGlM1g+/2p/8U7xtqOa4srubHvx6h+HI5Ni6W/O6lSGyc26Y1dssbMWSezDc+9+zXjYAxPeg12K1T1wevKtNy4NPTpB7OBsDV34HRjwZj59a0mwYFF0v49vkDKAr8bmkk7oFObRmuEEK0Okm6heiamp10W1tbExcXR2BgYFvF1KnIh5sQnUu9cd6PBdMrrH3GeWsrajj02RnO7qudBbtbL1tGPRZcbwK0liovrGLjK0coyanAzs2K25ZGYu1o0Sr7/jWdVs/F2BySd2dy+VSBcbmZlQm+w7sT9WDfTtf1/FJCPnv+dZKKK7WlwAbd6UvwtN7NLpm2/9+nSNqZgbOPHXf8dWine59CCHEt8r1UiK6p2SXDgoKCyM/Pv/6GQgjRBlx62zP9b0N/LrmlZ9vbx4j7+iyKoW3nhLycWMA3z+3n7L5LqFQQfHtvbv/r0FZLuAGsHS2Y+mIEti6WlORUsOlvR6korm61/V9lYqahz1BPpj4fwax3RxE60xcbZwu0FTpKssvrJKI1VbpWP35z6LR6Dn9+hs2vx1BxpRp7D2tuXx5F6HTfFtUoD/u9H6aWJuSnlhhvngghhBBCtKVmt3Tv3LmTF198kddee40BAwZgalp3TOXNctdNupcL0bnVG+cd5sroR1t/nLdOqyd2XYqx7ratqyWjHg021t1uC6V5Ffz4yhHKC6pw9LLhthciG50grLUoBoXLpwswMdfg5l/73sqvVLFu4R56hroSMLoHngOcUbdjy3DBxRJ2//MEhRm1pcD6ju9JxH0BN1zy6+SPFzj632QsHcy5e+VIKSEmhOgypKVbiK6p2Um3Wl3bsvDbsdwykZoQoiOk7MnkwKdtM847P62YPf88SWFmbdIXMMaLIQ8EtkuSVpxdzsa/HqGisJpuvWyZ8kIEFjZtm3j/VtKOdPZ/ctr43NrJAr+R3fEf1R07t+bPsN5UikEhYVMqsetSMOgULOzMGPnIAHqG1q95fq19lBVUUppbiVNPWyxsfzl3+ho9//vLfkpyKgi+ow/hs6SEmBCia5DvpUJ0Tc1Ouvfs2XPN9aNGjbqhgDob+XATovPLO1/E9neOt9o4b4PewMkfUjn2v5/rP9ubMeKhAfQc1PSkrzUUXSpj46tHqCzW4tzbnqnPh7f7jO0FaSUk78nk/P7LVJfXGJd7BDkxfH7/FpU3u5ay/Er2fHiSrMQrAPQKc2X4Q/2vW/P80ql88s4VU3S5jMLMMoqzytFV194ENrc25Y5Xo+rcKEiLyWH7O8d+LiE2okvN4C6EuHXJ91IhuqYW1+m+VTTlw81gMKDVats5MmFqaopG03lnWhbtq6K4mp2/quc96E5fQmc0v553SU45u/95ktyzRQB4h7sxbH6/6yZ9beVKRimbXj1CVWkNrr4OTF4Sjpll+3eH1mn1pB/LJWV3JpkJ+WhM1dz/z7HGmwBVpVrMbUybXJ+8IecOXObg6tNoK3SYmGsY8mBfAkb3QKVSodPqKc4up+hSOUWXyijNrWDUowONx9v2dhwX43Lr7E+tUWFmbYqztx2Tnh1cJzZFUdj8WgyXTxfgE+nOuCelhJjomnJSCtFV6+k+wLmjQxHtQJJuIbqmFiXdRUVFfPLJJ5w5cwaAfv36MW/ePOzt7Vs9wI7S1DHdWq2W1NRUDAZDB0QpHBwccHd3v6Ev+uLmcSPjvBVFIXlnBof/k4SuWo+ppQlDZwfhO8Kzw6+vgoslbHr1KNXlNbgHOjLpL4M7dBxyWUElBakl9Br8S2+CDc8fwKAz4D+qB77DPbG0b/pNiuqyGg6uOc35g1kAuPo6MOqxgeQkF5IWk2NMsn/71+re6DHG2d0Tt10k92wRDp42OHS3waG7dW0pMQW0VTpj13xtRQ3px/PoM9SDKxmlfLtESoiJruv0Txc59H+JoMC4p0LxiXDv6JBEG5OkW4iuqdlJd2xsLJMmTcLS0pKIiAgAYmJiqKysZOvWrQwaNKhNAu0o1/pwUxSF9PR0ampq8PT0NI53F21PURQqKirIzc3FwcEBDw+Pjg5JdCJ1xnl7/jzO27Pxcd4VRdXs+ziBjON5QG3X6ZGPDMTWpW3qZLdE3oViNv3tKDWVOjz7dWPi4rBOU1O7vKCSdQv3oq+pvfmo0qjoOciVgFE96BHs3OAs41WlWooulZEWk0PSzgxjV/CB03wYfLc/ao2aw/85Y5zADmpLmjn0sMHB0wbH7jb4jexeZ6x2U+z9KIGU3Zl4hbgw/I/9Ob7hHEk7Mujmbcf0V6WEmGg+bUUN+/99msJLpUTcF4hXsEubH1NRFI797xzHvzlnXGZqacL0V4e2+pAP0blI0i1E19TspHvEiBH4+vry8ccfY2JS29Ki0+n44x//yIULF9i7d2+bBNpRrvXhVlNTw7lz5/D09LypWvm7koKCAnJzc/H395eu5qKOvPNFbHvnGBVXqjG1NGH0YwMbHOedejSb/f8+RXVZDRpTNYNn+dN/snenTL5yzxay+fUYaqr09Ah2ZsLCQWhMO8d1X11ew4XDWaTsziTvfLFxuZWDOeH3BeA3vDsApzanEf/deapKGh6S8+sW55yUQgrSSn5uubbB0t7shnodKIrCyR8uEPf1WQw6BTMrEwbd6Uvs+rPoqvSMfHgA/qN7tHj/4tZTmFnKtpXHKMmuMC7zG9GdyD8ENvuGUFMZDAqH1iRyZns6AKEzfclKLCA7qRBHL1vueCUKE/PO8bkgWp8k3UJ0Tc1Oui0tLTl+/DiBgYF1licmJjJ48GAqKioaeWXXdK0Pt6qqKlJTU/H29sbSsvO0iN1KKisrSUtLw8fHBwsLi44OR3Qy9cZ53+VL6PTacd7aihoOfXbGWKu5Wy9bRi8IxrFH69XdbgvZSVfY8mYsumo9PQe5Mu6pUDQmnauXzZWMUlL2ZHJu3yWqSmuY8Mwg4w2PxG0XObg6sc72jl42BI7zwtnbHqeetm3edb4ws5S9/0ow3hyw97CmOKscSwdzfv/2yA4ZMy+6ntSj2ez98CQ1VXqsu1ngFeJC0s4M1BoVM14fjmMrVVH4NX2Nnt0fnCT1cDaoYOicIIIm9KKisIoNzx+gsliL38jujHxkQIcPixFtQ5JuIbqmZn+zsLOzIz09vV7SnZGRga1t5/6y2hy/HtN9PfKHrePIuRfXYmVvztTnIzj8nyQSt17k2NfnKEgtIWCMFwfXnKYsvwqVCgbe3odBd/p2uuS1Ie6BTkxcFMZPf48l/Vguu/4Rz9gnQlB3otidvGwZ8oe+hN8TQMbxPGN3W8WgUFmiRW2iMpYCG/FQ/xuaab4lHHvYMm3ZEE5tSiPu67MUZ5WDCiqLqjnx3XnC7wlo13hE15R+LJeaKj0eQU6M/XMIlnbm+I3oTtHlsjoJt06rb5WhIDVVOratPMblUwWoNSpGLwim95DaoVVWjhaMeSKEzX87ytm9l3DzdyRwrNcNH1MIIUTraHZL95///Gc2bNjAW2+9xdChQwE4cOAAixcv5s4772TVqlVtEWeHaUpLt7Sytszo0aMJCQm5oWtGfgaiqX49zvsqW1dLRj8WjJu/YwdG1jKZJ/LY+nYcBp1C7ygPRi8IRt0Ju8RfVV5QyZ4PE7h8ugAAr1AXRjw8AKtmTLjWFgovlbH3XycpulROTaWutoTYihHYukoJMXFtOq2exG3p9J/cq8F5CwByzxWx9a04Iv8QiO+wlk/KWFWi5acVseSdL8bEXMP4hYPo0cBs5Se+P0/MVyloTNVMWzYEZx8Z+nazkZZuIbqmZjeNvPXWW8ycOZMHH3wQb29vvL29mTNnDnfddRdvvvlmW8Qo2kB0dDTe3t5YWFgQGRnJ0aNHG93W29sblUrV6GPOnDktiuGbb77hr3/9awvfgRDN4z+qB79bGomVU22SFzjWi5lvDO+SCTdAj2AXxj0Zikqj4sKhLPb9KwHF0PkqQNZU6UjZk8n/nt3P5dMFmJhrGD6/HxMXhXV4wg3g2N2GacuiuP2VIXj264a+xsCRL5LIPJGHVNQUv3YlvZQDq08bf89MzDQMvM2n0YQb4PSWNKpKtOz550m2roijrKCy2cctK6jkh1cOk3e+GHMbU6a+ENFgwg0wcFpveoa5oq8xsH3VcarLapp9vKa4OvGhEEKIpmlxne6KigrOnz8PQJ8+fbCyujlbBW7Glu61a9fy4IMP8uGHHxIZGcmqVatYv349ycnJuLq61ts+Ly/P2M3+4MGD3HnnnSQnJxvPh6WlZZ2J5GpqajA1vX6JptbQVX8GouNoK3VUFFZdczbzriT1aDY734tHMSgEjOnB8Pn9O3QSOEVRKM4qJ/NEHhnxeWSduYJBV/tnxqWPPaMfC+60sytfSS9lw5L9xtJknv27MeKhAZ1qFnvRMS4czmLvvxLQVeuJuD+Qgbf5NOl1Bp2Bkz+mcuyb2sn7TC01RNwXSOAYryb9nhZdKmPzGzGUF1Rh7WTB5CXh1x0rXl1ew7cvHKA0txKvUBcmPhPWap8JlcXVnNyYSvLODKb/bSh2brW/y3qdoUsMz7kZSEu3EF1Tiz8hraysGDBgAAMGDLhpE+6b1cqVK3nooYeYO3cuQUFBfPjhh1hZWfHpp582uL2Liwvu7u64u7vj5FQ7q7Crqyvu7u5UVVXh4ODA2rVrGTVqFBYWFnzxxRcUFBRw77330r17d+O18uWXX9bZ7+jRo3nqqaeMz729vXnttdeYN28etra29OzZk48++qjNzoO4NZlZmtw0CTeAT4Q7oxcEo1JB8q5MDn6W2O4ttDqtnoz4PA6uSWTd03v4etE+Dn+exKWEAgw6BVsXS8Lu9mPay0M6bcIN4NTTloCr42BVcPlUAd88u48z29Ol1fsWZdAbOPLfJHa+F4+uWk/3Ad3wH9m9ya9Xm6gJmd6HGa8Px9XPgZpKPQc+Oc2m145SklN+zdfmnivih+WHKS+owt7TmmnLhzRpcjZza9PaCRZN1WQcz+PkjxeaHG9jKourOfJFEmuf2kPCj6loK3Sc3XeZvAvF/PjXI+x8L/6GjyGEEDezJk2kNnPmTNasWYOdnR0zZ8685rbffPNNqwQm2oZWqyUuLo4lS5YYl6nVasaPH8+hQ4davN/nnnuOt99+m9DQUCwsLKiqqiIsLIxnn30WOzs7Nm7cyAMPPECfPn2M9d0b8vbbb/PXv/6V559/nq+//ppHH32UUaNGERAgExsJ0Zg+UR4YdAb2fHiSM9vS0ZioifxDYJtONFiSU0FG/M+t2YkFdcbKq01UuAc64RXigleIC/Ye1l1m0sOw3/tx/mAWNZU67NysKMmp4MCnp0k9ks2Ih/tj6yI3mW8VVaVadv4jnsunauchGDitN4Nn+bdo7gTH7jb87uUhJP6URszaFLISr3D59BVjS/FvZSbks33lMXTVelz62DNp8WAs7JpegszZ256hc4LY9/EpYtem4NLHAc9+3Zodd0VxNQk/pnJme7qxS7lzb3sGzfTFK9SFoktlZJ+5gkqtorywCmtH6XEmhBANaVLSbW9vb/zCdKvUo27O7OVXKYrSYSXTrKysmvSlNj8/H71ej5tb3dmC3dzcSEpKavHxn3rqqXo3ZBYtWmT8/xNPPMFPP/3EunXrrpl0T506lcceewyAZ599lnfeeYddu3ZJ0i3EdfiN6I5BZ2Dfx6c4tTkNtYma8Hv8Wy3Z1dfoyUoqJPPnRLs4q24r3dWSSV4hLnj269bmZb/aiqWdOaEzfTn6RRLayhrC7wng2DdnuXy6gP/9ZT/D/9gf32GeHR2maGMFF0vYtvIYZXmVmJhrGPnIAONM4S2lVqvoP8WHnoPcSNqZQcCYX2rC/7p79oXDWeyOPoFBr9B9QDfGPz2oRb9P/qN7kJ1cyNm9l9j5j3hmvD6sWUmxQWfg2yUHqCiqBsCltz2D7vSlR4iL8XPFsYctbgGO5CQXkrInk9Dpvs2OUwghbgVN+hRfvXo1UJtULl++HBcXl5u+LvWCBQtYsGCBcexMU1RUVGBj0zHdVsvKyrC27rhum4MHD67zXK/X89prr7Fu3TouXbqEVqulurr6ukMRBg4caPy/SqXC3d2d3NzcNolZiJtNwBgv9DoDB1cncvKHC2hM1YTd5dfi/ZXlV9a2Zp/I4/KpgjqTJ6k0KtwDHPEKdsEr1AWH7jZdpjX7evpN6kXS9nRKcirQVtQw843h7PsogeykQiztm97aKLoug16hsqgaOzcrxj89CKeerVcS1c7Nioh7f7mRrK3U8e0LB/Ab0R1TKxMO/98ZUMAn0p3Rjw1EY9qycmMqlYphc/tRkFbClfRSdr4Xz20vRFyzvGBlSTUWtmaoVCrUJmoCxvQgMyGfQTP96BHs3ODveOBYL3KSC0nelUnI7X06dE4JIYTorJp161RRFHx9fTl9+jR+fi3/Iic6jrOzMxqNhpycnDrLc3JycHd3b/F+f5vwr1ixgnfffZdVq1YxYMAArK2teeqpp9Bqtdfcz28nYFOpVBgMhka2FkL8VtCEXhh0Bg5/nsTxb86h+XlMaVPodQZykgvJOJFHZnwehZllddZbOZjT4+fW7O79u2Fm1T4TJra3q93zt719jIRNqQSO9eK2FyPJOnOlThfdwsxSHDxtJMm4Cbn0tmfCojBcfOwxt2nb6/zc/kuUZFcQt/6scVngOC+Gzu13w2UATcw1jHsqlG9fOEhOciExa1OIvD+w3nblhVWc/OECSTsymPDMIHoMdAEgZIYvg+7yu+YNNZ9Idw59lkhZXiWXTuUbXyuEEOIXzUq61Wo1fn5+FBQUSNLdACsrK8rKyq6/YRsduynMzMwICwtjx44dTJ8+HQCDwcCOHTt4/PHHWy2eAwcOcMcdd/CHP/zBeIyUlBSCgoJa7RhCiIb1n+KDvsZAzFcpxK5LQW2qbnS25fLCKmOX8Uun8qmp/FVrtgpc/RyN3cadetneNK3Z19NzkCue/btx+VQBR/6bxPinBtVJuEvzKvl+6SG6+dgz8uH+jY7NFV1DZXE1ez48Sdjv/XHpXdu7rbGyXK0tcKwXF2NzuJRQO3YcVe1kaAadAbVZy1q5f83e3ZpRfxrA9neOk7AxFVc/B3wiam+yl1+p4sQPF0jemWGclyE9LteYODdlRnITMw2+I7qT+NNFknZmSNIthBANaPYgoTfeeIPFixfzwQcf0L9//7aIqctSqVQd2sW7qRYuXMjs2bMZPHgwERERrFq1ivLycubOndtqx/Dz8+Prr7/m4MGDODo6snLlSnJyciTpFqKdBN/eB73OwLGvz3H0iyQ0Jir6TfLGoDeQe7bI2G38ysXSOq+zsDPDK9iFHiEudB/QDQubW7M7tUqlYsgf+rJhyX7SjuaQdaYAj76/JN1X0ktQFMg+c4VvnjvA4Fn+9JvYS1q9f0VRlC5xkybvfBHb3zlO+ZUqyguqmPnG8Hb7Oep1BvZ+eNKYcHfrZUvBxVJOfH+BtNgcRj48ADd/xxs+jne4OwNu8yFhYyp7/5WAha0ZqYezSN6daUy23fwdGXSnL579mz/hWuAYLxJ/usjFuFwqiquxsje/4ZiFEOJm0uyk+8EHH6SiooLg4GDMzMzqje2+cuVKqwXXGoqKihg/fjw6nQ6dTseTTz7JQw891NFhdahZs2aRl5fH0qVLyc7OJiQkhC1bttSbXO1GvPjii1y4cIFJkyZhZWXFww8/zPTp0ykuLm61Ywghri10hi/6GoUT353n0GdnyDieR+65IrQVul82UtXWz/YKccEr2AVnH3tJHH/m1NOWwHE9ObM9ncOfJ3HHq0ON3X17hblx55vD2ftRAlmJVzj8f2dIO5rNiIcHYO/e+W++tqbCzFKSdmagUtfeqABQDArfvngQN39HfId74tLHvlMm4Cl7Mjnw6Wn0NQbsPawZ+2Rou13/NVU6drx7nMwT+ag0KkY/OpA+Qz1Ji8nmwOpEii+Xc2pzWqsk3QDhs/zJO19EdlIhW96IMSbb7oGOhM70xbNftxb/jJx62hI0sReuvvaYWXbNSRSFEKItqZRmFh/97LPPrrl+9uzZNxRQa9Pr9cYJvMrLy+nfvz+xsbF069a0O7lXJ1IrLi7Gzs6uzrqqqipSU1Px8fHBwkLKZHQE+RkIcW2KonD0v8kkbEw1LjO3MaXHQGd6hLjQY6AzlnbSKtWYypJq1i/ci7ZCx4iH+hMwxqvOesWgkLQzg6P/TaKmSo/GTE3EvQH0m+TdMQG3E121nguHs0jalUFuShFQO374vugxmFmZcvl0AZv+dtS4vb2HNb4jPPEd1h1bl46fiFWvM3D48zOc2ZYOQM8wV0Y/OrDd5imoKtOydUUcuWeLjOOuvYJ/6ZZdXVZD7PoUQmf6GluNDQalxWO8ywoqsbA1o7q8hm+fP0BlsRZLezNGLwi+oWRbtL9rfS8VQnRezb4d2dmS6uvRaDTG8c7V1dUoikIz7zMIIUSXpVKpiLgvABtnS6pKtfQY6IyLr8MNT9B0q7C0Myd0hi9Hvkgidl0KPpHudRIzlVpF3/E96RHszL6PTnH5dAEVhdUdGHHbupJRypnt6Zw/cNnYY0KlUdFrkCsBY73Q1RjIPZGHe6Ajk54dzLl9l0iLzaE4q5y4dWeJW3cW90BHBs8KwD2gdVpwm0tbUcNPf48jJ6UQgEF3+RI63bfdWrjLr1Sx5Y0YCjPLMLc2ZeLisHqt2eY2pgyb26/Ost3vn8DU0oTI+wOafHOgLL+S+O/Ok7I7k4j7A+k/2ZsxT4Sw6dWjVBZrKc2rlIRbCCHawfVnyGjA+fPnefHFF7n33nuN5Zw2b97M6dOnm72vvXv3Mm3aNDw9PVGpVHz77bf1tomOjsbb2xsLCwsiIyM5evRo/R1dQ1FREcHBwfTo0YPFixfj7Nw+k6MIIURnoFKp6DepF2F3+eHm7ygJdzMFTeqFnbsVlcVa4r+70OA2ti5WTHk+nNGPDSR05i+1itNisjl/8DJVJdeu3NBVpMVkc2ZbOtoKHbauloTf48+9/xjDqEcHUpBawvqFe9nyZizbVh7Dzc+BMY+HcP8H4xj5yIDaiehUkJ1UiPpX3z6qy2ow6NuvSoWphQlm1iaYWpowcVEYg2b6tVvCXZxVzg/LDlGYWYaVkzm/ezmySd3HCy6WcOFwFsm7Mvj6L/tIP3btUpqleZXs//cp1j29h6QdGRj0CnnnigDwDOpG+D3+ABxak0h+ausN+6oq1XLyhwsc+W9Sq+1TCCFuBs3uXr5nzx6mTJnCsGHD2Lt3L2fOnKF379688cYbxMbG8vXXXzcrgM2bN3PgwAHCwsKYOXMmGzZsMM6qDbB27VoefPBBPvzwQyIjI1m1ahXr168nOTkZV1dXAEJCQtDpdPX2vXXrVjw9PY3Pc3JymDlzJt98802Txy9L9/LOTX4GQoj2cDEuh21vH0NtouKuFSOxc2taxYhvXzhAfmoJqMDZ247uA5zpPtAZN3/HJs0M3VEURSE/tYTknRn0DHOlZ2jt39vygkoOf5FE4BgvPPt1Q1EUUnZncux/56goqtvC7+hlw6TFg7Fx/qU7eVlBJRdjcwma2NPYwrrv41NcjMvBd5gnvsM96eZt1yatrwa9AbWm9pxrK2qoLNZi79F+4+/zLxSz5c0YqkprsPewZvJz4c3qap91poB9H52iJKcCgD7DPIl6oC8Wdr9MdliaV0H8txdI2ZuJoq/9eufZrxuhM33x6Otk3E4xKGxbeYz0Y7nYulgy/W/DWqU0WkFaCRueP4Bao+Le6DEydKUNSPdyIbqmZifdUVFR/P73v2fhwoXY2tpy4sQJevfuzdGjR5k5cyaZmZktD0alqpd0R0ZGEh4ezvvvvw/Ulp7y8vLiiSee4Lnnnmv2MR577DHGjh3LXXfd1eD66upqqqt/+eJQUlKCl5eXJN2dlPwMhBDtQVEUtrwRw6WEArzD3Rj/9KAmvSbmq2QyT+RzJb3uLPEm5hp8ItwZ9ejAtgq5RbQVNZw7cJnkXZkUpJUA0CPYmcnPhtfZTlEU0mJyiF2bQnFWOQC2LpaE3e2PvYc1296Ko6KoGisHcyYuDsPZx77B4ymKwteL9hn3AeDYwwbf4Z74DvPEutuNj//W1+g5uOYMBp2BkX8a0CHdqS+fLmDb23HUVOlx9rFj0rODW5SQ6qr1xH19llObUlGU2moDQ+cE4RPpjkqlYts7x7gYkwOAZ/9uDJrpi3ugU4P7qi6r4dsXDlCaV0nPQa5MWDioVVr8v3vxIHkXiom4L4CBv+t9w/sTdUnSLUTX1Ozb7AkJCcyYMaPecldXV/Lz81slqKu0Wi1xcXGMHz/euEytVjN+/HgOHTrUpH3k5ORQWlr7Zae4uJi9e/cSEBDQ6Pavv/469vb2xoeXl1ej2wohhLg1qFQqIv/QF5UK0mJyuJxY0KTXRNwbyMw3hnNfdG0XbN/hnljYmaGr1tfpUq0oCof+L5Hzh7I6pCt67tlC9v7rJP9dsIuDqxMpSCtBbaKiz1APgm+vmzhlnSng+6WH2LHqOMVZ5VjYmhI1uy93vT0S32GeuPS25/ZXonD0sqGiqJofXzlC+vGGu0OrVCrufHM4ExeF4TPEHY2pmsLMMmK+SuHLP+9mz4cnb+h9lV+pYuNfj5K8K4Oz+y9RkFpyQ/tridSj2Wx5M4aaKj2e/box9cXIFrcAm5hriLw/kGnLo3DsYUNViZYj/0lCr629lkKn96H7gG787uUhTH0+otGEG2rHjY97OhSNqZr0Y7mc/LHhoRPNFTC29ntT8q5MmUNHCCF+1uyJ1BwcHMjKysLHx6fO8uPHj9O9e/dWCwwgPz8fvV5fryu4m5sbSUlNGy908eJFHn74YeMEak888QQDBgxodPslS5awcOFC4/OrLd1CCCFubU5etgSO78mZbekc+fwMd/xtWJPHx1s5WuA3ojt+I7qjGBSuZJTWaXEtulTG6S0XOb3lYod0RT/0+RnyztWO7XXobk3gWC98h3fHwvaXrssF6SXEfpVCRnweUJsADrjNhwFTvetN7GXjbMm0l4ewfdVxLp8qYNtbcUTNCSJoQq96x1abqOk5yJWeg1ypLq8h9Wg25/ZdIjupEGunX3ow6XUGshIL8Ozv3KTznp10hR3vHqeyWIuZlQljngjBuXfDLe5tJWlnBgc+OYWigHe4G2MeD0Zjqrnh/br6OjD9b0OJ/+4Crn4OmJjX7tPZx54pSyKavB9nb3ui5gSx/+NTxK5NwaWPQ+3Y+xvQO8qDI/85Q3FWOdlJV+rUtxdCiFtVs5Pue+65h2effZb169ejUqkwGAwcOHCARYsW8eCDD7ZFjDckIiKC+Pj4Jm9vbm6Oubk50dHRREdHo9fr2y44IYQQXUrYnX6cP3CZgoulpOzJJHBM82/KqtQquvWq2y30agJ7KaG2K3p+agn5qSWc+P4CJuYahjzYt0XH+i1FUchJLiR5dyZD/tDXOI43aGIvLnsUEDDWCzd/hzo3BErzKohbf5ZzBy6DUjtbeeBYL0Jn+GLl0HiLrZmVKZP/Mpj9n5wiZc8lDq5OpDS3koh7AxrtxmxubUrgGC8Cx3hRmluBxuyXBDXzRB7b3j6GlYM5fYZ54jvCk24963evVRSFM9vSOfT5GRS9gqOXLRMWhmLn1n7jtxVF4cR3F4hdlwJAwBgvhs3v16qTGGpMNYTd5XfD+wkY3YOc5ELO7r3Ezn/EM+P1YVg7tny4lpmlCX2GepK0M4OkHRmSdAshBC1Iul977TUWLFiAl5cXer2eoKAg9Ho99913Hy+++GKrBufs7IxGoyEnJ6fO8pycHNzd3Vv1WL+1YMECFixYYBw7I4QQQljYmRE605cj/0kidm0KvX9TQqylbF2siLw/EICKwiounSrgUkI+lxLyqSzWYvOrFt/s5EJS9mTWtoT361ZnIq3GVJVqObvvEsm7Mii6VDt+2tnHzlhP3G94d/yG1+2tVlWiJf678yRuu4hBV9tN2GeIO4N/79/kCcjUJmpGPDwAW1cr4tafJWFjKmV5lYx6bCAmZtdu8bV1rTtZXVWpFnMbUyqKqknYmErCxlScetriO6I7vkM9sPo5UTzyRRKnNqUB0HuIByMe7o+pRbO/7rSYYlBqY9hcG0PwHX0YfLdfpy3NpVKpGDa3HwVpJVxJL2Xne/Hc9kIE6hvoXREw1ouknRmkHs0mqlRbp8eEEELcipr9V8jMzIyPP/6YpUuXkpCQQFlZGaGhofj53fjd1oaOFRYWxo4dO4yTqxkMBnbs2MHjjz/e6sf7NWnpFkII0ZCgib1I2pFBcVY58d+dJ+LewFbdf52u6EptV3R791+S3IuxOaTsziRld2ZtV3Qf+9oEfEC3Ol3RFUUh68wVkn9Ofq4mzibmGnpHeeAe0PB435oqHae2pHHyh1RqKmsrg3j260b4vQG4tKB7tkqlInSGLzYuluz7VwKpR7MpL6xiwjODmjW2OWB0bZf3zPg8zu6/RPqxXK6kl3L0iyRi/pvE3atGYetihVeIC4lbLzL4bn8G3ObTrsmuQWdg70cJnNt/GYAhDwTSf4rPdV7V8UzMNYx7MpRvXzxITnIhMWtTjDeBWsLZxw5XXwdsXS3RVevBthWDFUKILqjZs5e/8sorLFq0CCurunegKysrWbFiBUuXLm1WAGVlZZw7dw6A0NBQVq5cyZgxY3BycqJnz56sXbuW2bNn869//YuIiAhWrVrFunXrSEpKanLZrxshJcNaz5w5cygqKjLWYh89ejQhISGsWrWq0dd4e3vz1FNP8dRTTzW4Xn4GQoiOkH4sl61vxf1cQmxEu3ZdzkkpJC0mh8yT+RRm1J8V/c6/j8DWxZKK4mq+fHyXsXRUN287Asd60WeoR4Ot8wadgeQ9teW/Kn8u/9Wtly3h9wbQfYBzqySvWWcK2Pb2MbQVOuzcrJj0l8EtLttVVaYl9XA2Z/dfQq81MOO1YcZ15QWVrTLzeXPoqvXseO84GcfzUKlVjHxkAH4jWneum7aWejSbHauOAzD+6VC8w1veq9BgUFq1O72oJbOXC9E1NTvp1mg0ZGVlGWtkX1VQUICrq2uzW4Z3797NmDFj6i2fPXs2a9asAeD9999nxYoVZGdnExISwnvvvUdkZGSzjtNcv27pTklJuemS7ujoaOM5DQ4O5h//+AcREQ1PvvLEE0+wfft2zpw5U29deno6Pj4+bNiwgdtvv/2ax/xt0n3lyhVMTU2xtW38Frgk3UKIzqi2hFgslxLy6RXuxoQmlBBrC7/tio5KxX3RY4wJ8p4PT6IxVRM4xqvRScQaK/81eJY/vYd4tEoZqV8rvFTGT3+PpSyvEnMbUyYsHHTNWbaboqZK165dyH+ruqyGrW/FkZNSiMZMzbgnQ421zbuaI18kkbAxFVNLE6a/OrRda5l3BRcOZ1FZrCVwnFebT3DYEEm6heiamp10q9VqcnJycHFxqbN8586dzJo1i7y8vFYNsKPdjC3da9eu5cEHH+TDDz8kMjKSVatWsX79epKTk+vdTAGIj48nNDSUAwcOMHTo0DrrXnnlFT744AMyMjIwMbn2F57fJt1NIUm3EKKzKsws5Ztn96MoMPWFiBue9flGKYpCxZWqZrXwXk4sIObLZPLO185cbmFrSuhMXwLH9WzThKKiuJptb8WRd74YtYmKUX8aSJ+hnm12vLZiMCic23eJuK/PUl5QhZmVCRMXD8Y9wLGjQ2sxg87Axr8dJSe5EKeetty+PMo4O3pLFGaWUpBWgu/wrtXq3xCdVs/6hXspv1LF0LkNz8bf1iTpFqJravJfVEdHR5ycnFCpVPj7++Pk5GR82NvbM2HCBO6+++62jLVdRUdHExQURHh4eEeH0upWrlzJQw89xNy5cwkKCuLDDz/EysqKTz/9tMHtQ0JCGDRoUL31iqKwZs0aZs+ejUqlYv78+fj4+GBpaUlAQADvvvvuNeMYPXp0nWQ6NzeXadOmYWlpiY+PD1988cUNv1chhGgrjj1qS4gBHP7PGQyGjq1JrFKpmpxwF1wsYcubsWx69Sh554sxMdcQOtOXu98ZRb9J3m3egmdlb85tL0bSa7AbBp3CrvdPcOL7812mrrOiKFyMy2HDc/vZ+68EyguqsHG24HdLh3TphBtqJ78b++cQLOzMuJJeyoHVp1v8c7mSXsr//rKffR+forqsppUjbX+JP12k/EoV1t0s8B/Vo6PDEUJ0IU3ui7Vq1SoURWHevHksX768zozeZmZmeHt7ExUV1SZBdoQbmb28vLy80XUajaZOi+y1tlWr1VhaWl53W2vrpnf90mq1xMXFsWTJkjrHGT9+PIcOHWr0dfPnz+e5557j3XffNR5v9+7dpKamMm/ePAwGAz169GD9+vV069aNgwcP8vDDD+Ph4dHkmzFz5szh8uXL7Nq1C1NTU/785z+Tm5vb5PcmhBDt7WoJsSsXS0nZnUng2Bsv69WWGir/1XesFyEzfbGyb/qkZq3BxFzDuKdCOfrzTN8xX6VQklPJsLlBNzRzdlvLTi4k5stkclIKgdoyZ8F39CZoYq/rzsjeVVg7WjD2iRA2v3aUs3sv4Rbg2KKSdY5eNjh62VKYUcq5A5fpN6n9W4ZblVqFiXltqbab5WcthGgfTU66Z8+eDYCPjw9Dhw7F1PTGS6TcrGxsbBpdN3XqVDZu3Gh87urqSkVFRYPbjho1it27dxufe3t7k5+fX2+75tyBzs/PR6/X15uEzs3NjaSkpEZfd9999/HMM8+wfv165syZA8Dq1asZPnw4/v7+ACxfvty4vY+PD4cOHWLdunVNSrpTUlLYvHkzR48eNfYu+OSTT+jbt2+T35sQQrQ3CzszBt3py+HPk4hdl0LvIa1TQqy1NVT+q/cQD8Lu9qszM3p7U6tVDHmgLzYulhz+/AzJuzIoL6hk7J9DOt15LMwsJWZtCulxtTeDNWZq+k/2ZuC03phbd65YW4Nnv26E3e1P7NoUDq1JxNnbDmef5jVCqFS1Nd0PfZZI0s4Mgib27LSl05pi4G0++A73lBJoQohma9Kt5JKSEuP/Q0NDqayspKSkpMHHzeJm7l7eEg4ODsycOdPYxbykpIT//e9/zJ8/37hNdHQ0YWFhuLi4YGNjw0cffUR6enqT9n/mzBlMTEwICwszLgsMDMTBwaFV34cQQrS2oAm9sPewpqpEy/Fvz3d0OHXUVOk4/u051j69h1Ob0zDoFDz7deOOV4cy9s8hHZpw/1r/yd5MeHoQGjM1mSfz+fGVI5QXVHZ0WACU5Vey58OTfPPsftLjclGpVQSM8eLulaMIvyfgpky4rwqe1huvUBf0NQZ2rDreoi7ivsM90ZiqKcwoJe9cUesH2c6s7M1lVnYhRLM1qaXb0dHROGO5g4NDg3cpFUVBpVLdNHWtb6R7eVlZWaPrNJq63ZGu1X1ara57TyQtLa1ZcTTE2dkZjUZDTk5OneU5OTm4u1+7NMj8+fMZN24c586dY9euXWg0Gn7/+98D8NVXX7Fo0SLefvttoqKisLW1ZcWKFRw5cuSGYxZCiM5MbaIm8g+BbF0Rx+nNaQSO9erwZNagM5C8O5Nj3/yq/Je3HeH3+Lda+a/W1muwG797KZKtb8VxJb2U75YeYtLiwXTz7pjJoqpKtZz4/gKJWy+irzEA4B3hxuC7/XHwbLxH281EpVYx+tFgvn3hAKV5tTcfJiwc1KwZ7c2tTek9xIOz+y6RtCsTV7+uN+Y9/rvzuPo6dPhkiUKIrqtJSffOnTtxcqot57Fr1642Dehm0Jwx1m21bWPMzMwICwtjx44dTJ8+HQCDwcCOHTt4/PHHr/naMWPG4OPjw+rVq9m1axf33HOPMaarM5s/9thjxu3Pn296i09gYCA6nY64uDhj74Lk5GSKioqa9waFEKIDeIW40GOgM5kn8zn632QmLGy/EmIGg0JZXgXFl8spyiqnOKucy6cKKMmpHbrUluW/WptLHwdufyWKn/4eS9Glcn585TBjnwzFK9jl+i9uJTVVOk5vuciJHy5QU6kDwCPIifB7AnD1dWi3ODoLcxtTxj0Vyg/LDpN+LJeTP14g+PY+zdpHwFgvzu67xIVDWQz5Q2CnGzpwLQXpJcSuSwEF7loxAofut8YNFyFE62pS0j1q1CgAdDode/bsYd68efToIbM2dlULFy5k9uzZDB48mIiICFatWkV5eTlz58695utUKhXz5s1j5cqVFBYW8s477xjX+fn58X//93/89NNP+Pj48PnnnxMTE4OPj0+TYgoICGDy5Mk88sgjfPDBB5iYmPDUU0/VmUhOCCE6K5VKReQfArn03AEuxuZw+XRBq7eKVZVpKb5cm1QXZ/2cYF8upySn3DhO+9cs7MwIndGnzct/tTZbFyumLYti+zvHyEq8wtYVcQybG0TguJ5telyDzkDynkyO/+8cFT/3DnDqZUv4PQH0GNg5ewe0F2cfe6JmB7H/36eIXZuCi68DnkFNv77d/B1w6F47BKMwsww3/67T2h3zZW3C7RPpLgm3EKLFmjyRGoCJiQkrVqzgwQcfbKt4Oo3o6Giio6Nvmu7yv3a1nvrSpUvJzs4mJCSELVu21JtcrSFz5szh5Zdfpl+/fkRGRhqXP/LIIxw/fpxZs2ahUqm49957eeyxx9i8eXOT41q9ejV//OMfGTVqFG5ubrz66qu89NJLLXqPQgjR3hx72NJ3nBeJ29I5/PkZpr82rNljPw06AyU5Fb8k1T8n1sVZZVSVNj6eVmOqxs7dGgcPa+w9rXHwtKbnINcu1aL4a+bWpkx+Lpz9H5/i7L5L7P/kNKV5lQy+27/VW+sVRSH1SDax61Ioyf6ld0DY7/3oM9Sz0/cOaC8BY3qQk1LI2b2X2PWPeGa8NgwrR4vrv5Dam1ITFoZh42yBxrTrzPp9+XQBmSfyUGlUDJ7l39HhCCG6MJXSzOKLd9xxBzNnzjTOZn6zuzqmu7i4GDu7uuPKqqqqSE1NxcfHp04ZMNF+5GcghOhMqkq1rHt6D9oKHcPn92uwdVZRFKpKtBT9utX6chnFWeWU5laiXKPet7WTBfY/J9b2Hr8k2TbdLG/K5FBRFI5/c45j/zsH1M64PvJPA1qtXNPl0wXEfJlM3oVioOv2Dmgvumo93y09RGFGKe6Bjkx9PqJTl3e7EYqi8P1Lh8i7UEzQhJ4Mnduvo0MCrv29VAjReTWrpRtgypQpPPfccyQkJBAWFlZvnPHtt9/easEJIYQQXYmFrRmD7vTj8OdniF1/lm4+9pTlVxq7hRdllVF8uRxtha7RfZiYa2oT658fDp6//N/Uotl/trs0lUrFoDv9sHGxZN/Hp7hwOIvyK1VMeGbQDZVtyk8rJubLFC4l1JbhNLXQ0H+qDwNu88HM8tY6x81hYq5h/FOhfPviAbKTColZm0Lk/YHN2odiUCjKKsexk3fVTj2STd6FYkwtNITM9DUur6nSsf2d44RM741HX5lYTQjRNM1u6f7tjNp1dnYTzV5+lbR0d27yMxBCdDYGnYH/Pbuf4qzyxjdSgY2zZW1L9W9arq2cLG7p8cONuXy6gO3vHENbocPO3YpJfxnc7FniS3LKiVt/lvMHswBQa1QEju9J6PQ+WNqbt0XYN6XUo9nsWHUcgPFPh+Idfu3qJ1eVX6nix+WHqSzRct8/x3baGxwGnYGvF++jJKeCQXf6MuhOP6C29Xvne/GkHsnGysmcu1eOarVeF00lLd1CdE3N/rQzGAxtEUenczOP6RZCCNF21CZqhs3rx5Y3YzAx+1WrtefP3cE9bLBzt2r3L+tdnWe/bkxbNoSf/h5LSXYF3y89xMRFYU2alKuiuJr4b85xZmcGir62raHPUA/Cfu+PnZtVW4d+0/GJcKf/VG9ObUpjz4cnsXO3xsnL9rqvs3I0R22iRlet58KhLALHerVDtM2nUqsI+70fp3+6yIDbfpkQNn7DeVKPZKPWqBj7eIj8DgshmqzZLd23Gmnp7tzkZyCE6KwMegMqtUparVtZRVE1W1fEkp9agsZUzahHB9J7iEeD22orakjYlEbCxlR01bU30XsMdGbwPf44e9u3Z9g3HYPOwOY3YshKvIKNswW3vzIUK4fr9xY4+eMFjv43Gefe9kx/dWg7RNo6ft26P+Kh/gSM6ZgbBtLSLUTX1OTZL3bu3ElQUBAlJSX11hUXF9OvXz/27t3bqsEJIYQQXZVao5aEuw1YOZhz20uR9Bzkir7GwM734jn5wwV+3Yagr9FzanMa657ew/FvzqGr1uPS256pL0Qw+blwSbhbgdpEzbinQrFzt6Isv4ptb8eh016/d6DfyO6oNSryLxSTn1bcDpE2T0MTGRZcLGHPBycB6De5V4cl3EKIrqvJSfeqVat46KGHGryrZm9vzyOPPFKnbrMQQgghRFswtTBh/MJBBE3sBcDRL5M58Olp9DoDZ/dfYv2ifRz+/AxVpTXYe1gz7skQbv9rVKvXTr/VWdiYMWnxYMxtTMk7X8yeD05ec/Z9AEs7c+MY8OSdme0RZpNVFFWz/pm9nNmejuHn91FZXF17Q6FaT/cB3Zo9cZwQQkAzku4TJ04wefLkRtdPnDiRuLi4VglKCCGEEOJa1GoVUbP7MuSBQFBB0o4M/vvoTvb88yRleZVYOZgzfH4/7nxzOD6RHtLroI3Ye1gz/ulBqDUqY73z6wkY2wOAcwcuUVPV+Ez+7e34N+coyakgZW8mKhXodQa2rzpOWX4Vdu5WjH0iFLXm5iyRJoRoW03+5MjJycHU1LTR9SYmJuTl5bVKUEIIIYQQ16NSqeg/xYdxT4aiMVVTXV6DmZUJg2f5c/c7owgc1/OmrSPdmXj0dWLEQwMAOPH9BVJ2X7sF2zOoG3ZuVtRU6kk/3jm+OxZnlZO0MwOAiHtrW7MPfHqanORCzKxMmPhMGOY2jX8PFkKIa2ny7OXdu3fn1KlT+Pr6Nrj+5MmTeHg0PJGJEEIIIURb8Ylwx87diqzTV/Ad7nlDNbxFy/iN7E5xdjnx355n3yensHGxbLQ7v0qtYsiDfTG3NsXVz6F9A21EzNpkFIOCV6gLHn2dOLUljZTdtS3eY54IwaGT1xUXQnRuTb79O3XqVF566SWqqqrqrausrOTll1/md7/7XasG15Gio6MJCgoiPDy8o0O5ac2ZM4fp06d3dBhCCCFuAt162tF/irck3B0o7C4/eg/xQNEr7Fh1nKLLZY1u2zPUFTd/x07R7T/3bCFpR3NQqSD8ngAyE/I58vkZACLuC8Qr2KWDIxRCdHVNTrpffPFFrly5gr+/P3//+9/57rvv+O6773jzzTcJCAjgypUrvPDCC20Za7tasGABiYmJxMTEdHQorW7v3r1MmzYNT09PVCoV33777TW3Hz16NCqVqtHH6NGjWxTHu+++y5o1a1r0WiGEEEJ0Liq1ipF/GoCrnwPV5TVsXRFHVYn2uq8zXGfytbakKApHv0wGalvrNSZqdr57HEWpfd5/qneHxSaEuHk0uXu5m5sbBw8e5NFHH2XJkiXG0hwqlYpJkyYRHR2Nm5tbmwUqWk95eTnBwcHMmzePmTNnXnf7b775Bq229o9mRkYGERERbN++nX79+gFgZla3VaGmpuaa4/+vsreXki1CCCHEzcTETMOEhYP4bukhSnIq2L7qGFOWhKMx1dTbVlupI+arZDKO53HXihGYmNffpq0VpJaQnVSIxlRN/6k+bH0rDm2FDlc/B4bP79cpWuKFEF1fs2YX6dWrF5s2bSI/P58jR45w+PBh8vPz2bRpEz4+Pm0Vo2hlU6ZM4dVXX2XGjBlN2t7JyQl3d3fc3d1xcantYtWtWzfjsm7duvHBBx9w++23Y21tzd/+9jf0ej3z58/Hx8cHS0tLAgICePfdd+vs97fdy0ePHs2f//xn/vKXvxiPuWzZstZ620IIIYRoB5b25kxaHIappQnZSYXs+/hUnTrqV5maa8iIz6Msv5LUI9kdECk497bnjr9GETUniKP/TaI4qxxrJwvGPz2owRsFQgjREi2a0tPR0ZHw8HAiIiJwdHRs7ZjaREVFBb169WLRokVtdgxFUaip0nXIo6E/Zu1p2bJlzJgxg4SEBObNm4fBYKBHjx6sX7+exMREli5dyvPPP8+6deuuuZ/PPvsMa2trjhw5wt///ndeeeUVtm3b1k7vQgghhBCtwbGHLeOeCkWlVnFu/2Xivz1fbxuVWkXAmNryYUm7Mto7RCOXPg4UXy4n80Q+GjM1ExYNwsrBvMPiEULcfJrcvbyr+9vf/saQIUPa9Bi6aj2fzeuYBHH2pxMwtei4H+d9993H3Llz6yxbvny58f8+Pj4cOnSIdevWcffddze6n4EDB/Lyyy8D4Ofnx/vvv8+OHTuYMGFC2wQuhBBCiDbRY4Azw+YGsf+T08StP4udmxV9hnrW2cZ/VA+OfX2OnORCCjNLcexh2y6x6bR6KoursXWxImVvJgkbUwEY9aeBOHvL8DchROu6JYpXnj17lqSkJKZMmdLRody0Bg8eXG9ZdHQ0YWFhuLi4YGNjw0cffUR6evo19zNw4MA6zz08PMjNzW3VWIUQQgjRPgLH9WTAbbVDEPf+K4GclMI6660dLeg5yBWA5F3Xru/dmk5vSWP9M3vZ/8kp9v/7FAChM33pPUTK3wohWl+Ht3Tv3buXFStWEBcXR1ZWFhs2bKhXRio6OpoVK1aQnZ1NcHAw//jHP4iIiGjyMRYtWsSKFSs4ePBgK0dfl4m5htmfdkyLbEdMPvJr1tbWdZ5/9dVXLFq0iLfffpuoqChsbW1ZsWIFR44cueZ+fjsBm0qlwmAwtHq8QgghhGgf4fcGUJJdzsW4XLatPMYdr0Rh62plXB84pgcXY3M4u+8Sg2f5Y2LWtt9pqsq0nPj+AgadwvmDlzHoFHqFuzFopm+bHlcIcevq8KT7ejNpr127loULF/Lhhx8SGRnJqlWrmDRpEsnJybi61t4ZDQkJQafT1Xvt1q1biYmJwd/fH39//zZPulUqVYd28e5MDhw4wNChQ3nssceMy86frz+eSwghhBA3N7VaxegFwfz4yhEK0kr4aUUs05ZFYW5de6O9e7AL1t0sKC+oIi0mB99hntfZ44058d0FtBU6NKZqair1OPW0ZfSjA1GpZaZyIUTb6PAMccqUKdfs9r1y5Uoeeugh43jhDz/8kI0bN/Lpp5/y3HPPARAfH9/o6w8fPsxXX33F+vXrKSsro6amBjs7O5YuXdrg9tXV1VRXVxufl5SUtOBddW5lZWWcO3fO+Dw1NZX4+HicnJzo2bNnqxzDz8+P//u//+Onn37Cx8eHzz//nJiYGJnlXgghhLgFmVqYMHFRGN8tPUjRpXJ2vHucyX8ZjNpEjVqtYuDvfKgo0uLm37YT9JbmVXL6pzQA9DUGLOzMmPBMmDSaCCHaVKce063VaomLi2P8+PHGZWq1mvHjx3Po0KEm7eP1118nIyODtLQ03nrrLR566KFGE+6r29vb2xsfXl5eN/w+OpvY2FhCQ0MJDQ0FYOHChYSGhl7zvDTXI488wsyZM5k1axaRkZEUFBTUafUWQgghxK3F2smCiYvCMDHXcPlUAQdWJxqrr/Sb5E34LH9sXSzbNIZjX5/FoKs9pkoN458KbfNjCiFEp76tl5+fj16vx83Nrc5yNzc3kpKS2uSYS5YsYeHChcbnJSUlN13iPXr06BaXGPP29q732ob2ZW5uzurVq1m9enWd5a+//rrx/2vWrKmzbvfu3fX28+2337YoTiGEEEJ0Ps7e9ox5PJjtK4+RvCsDe09rBt7WPr3gCi6WcHbfJePzYfP74x7o1C7HFkLc2jp10t3a5syZc91tzM3NMTc3Jzo6mujoaPR6fdsHJoQQQghxi+gV5kbkH/py+PMzHP1vEnauVniHu6EYFDJP5HHuYBYjH+6PxrR1J1TLiM8z/r/fpF4Ejrm5GlWEEJ1Xp+5e7uzsjEajIScnp87ynJwc3N3d2/TYCxYsIDExkZiYmDY9jhBCCCHErabf5F70ndATFNj9zxPkXyhGURT2/fsU5w9c5mJc65YLrSyuJmlHbdlS90AHIv8Q2Kr7F0KIa+nUSbeZmRlhYWHs2LHDuMxgMLBjxw6ioqLa9NjR0dEEBQURHh7epscRQgghhLjVqFQqoh7sS49gZ3TVera+FUdlUTUBo3sAkLQjo9WOpdcZ2L7qOGX5Vdi5WzFh4WDUmk79FVgIcZPp8E+csrIy4uPjjTOQX51JOz299m7kwoUL+fjjj/nss884c+YMjz76KOXl5cbZzNuKtHQLIYQQQrQdtUbN2CdCcPSyoaKomp/eiqN3lAeo4PLpAkpyym/4GIqisPWtOHKSCzG1NGHiM2GY25i2QvRCCNF0HZ50X28m7VmzZvHWW2+xdOlSQkJCiI+PZ8uWLfUmV2tt0tIthBBCCNG2zKxMmbhoMBZ2Zly5WMrRL5PpPsAZgORdmTe8/4RNaVw6mQ9A4FgvHLrb3PA+hRCiuVRKS6exvkWUlJRgb29PcXExdnZ2ddZVVVWRmpqKj48PFhYWHRThrU1+BkIIIUTXl3uuiI1/PYK+xkDPUBfSj+dhYWfGve+PQWPSsjaizIR8trxe22PR1ELDff8c2+XrcV/re6kQovPq8JbuzkpauoUQQggh2oerrwOjHh0IQPrxPEwtTagq0ZJ+rGUTqhVnlbNj1THj8/B7A7p8wi2E6Lok6W6EjOkWQgghhGg/vYd4MHiWPwA1lTpsXCxb1MpdXV7D1rfiqKmsLftq524l5cGEEB1Kkm4hhBBCCNEpBN/eG7+R3QGoKq3GxsWyWa83GBR2vR9PcdYvk7CF3xOAuoVd1IUQojXIJ1AjpHt561u2bBkhISHG53PmzGH69OnXfM3o0aN56qmn2jQuIYQQQnQOKpWK4X/sj3tfJ3RVBrauiKWiqLrJrz/63yQyT+Sj+vkbrquvA97hbTv5rhBCXI8k3Y24mbuX7927l2nTpuHp6YlKpeLbb7+95vZvv/02jo6OVFVV1VtXUVGBnZ0d7733XrPjePfdd1mzZk2zXyeEEEKIm5fGRM34p0Ox97CmLL+K718+hLai5rqvS9mTyalNaQAETeyFjYsl4fcGoFKp2jhiIYS4Nkm6b0Hl5eUEBwcTHR3dpO0feOABysvL+eabb+qt+/rrr9FqtfzhD39odhz29vY4ODg0+3VCCCGEuLlZ2JgxYdEgUEFZXiVb3oxFMTRecCcnpZD9n5wCIHRGH6IeDOLut0fi0depvUIWQohGSdJ9C5oyZQqvvvoqM2bMaNL2rq6uTJs2jU8//bTeuk8//ZTp06fj5OTEs88+i7+/P1ZWVvTu3ZuXXnqJmprG70z/tnt5eXk5Dz74IDY2Nnh4ePD22283+70JIYQQ4ubg4GFDnygPAHLPFhG7LqXB7coKKtn+zjEMOoVe4W4MutMPQMZxCyE6Dfk0asSNjOmuqdI1+tBp9a2+bXuYP38+O3fu5OLFi8ZlFy5cYO/evcyfPx8AW1tb1qxZQ2JiIu+++y4ff/wx77zzTpOPsXjxYvbs2cN3333H1q1b2b17N8eOHbv+C4UQQghxU7qaQAOc+P4CKbsz66yvqdKx7e1jVBZrcfSyQaWC5F0ZGPSG9g5VCCEaJQULG7FgwQIWLFhASUkJ9vb2zXrtZ/O2NbrOK8SFSX8ZbHz+xaM70VXrG9zWva8Tv3sp0vh87ZO7qSqt33L8x/9OaVZ8LTFp0iQ8PT1ZvXo1y5YtA2DNmjV4eXkxbtw4AF588UXj9t7e3ixatIivvvqKv/zlL9fdf1lZGZ988gn/+c9/jPv77LPP6NGjR+u/GSGEEEJ0CfYe1ngEOZGVeAWAfZ+cwsbFEs9+3VAUhb3/SqAgrQQLW1P6Te7F/o9Pk3E8D69QV6ydLDo4eiGEqCUt3aJJNBoNs2fPZs2aNSiKgsFg4LPPPmPu3Lmo1bWX0dq1axk2bBju7u7Y2Njw4osvkp6e3qT9nz9/Hq1WS2TkLzcZnJycCAgIaJP3I4QQQoiuIXBsbY1tjZkaRa+wY9Vxii6XcXzDOVKPZKPWqBj3ZCinNtX2xus/xVsSbiFEpyIt3W1g9qcTGl2nUtedQfP+D8Y2edtZ746+kbBu2Lx583j99dfZuXMnBoOBjIwM5s6dC8ChQ4e4//77Wb58OZMmTcLe3p6vvvpKxmULIYQQ4ob0GuyGuY0p1WU12HtYU5xVzsZXj1L5cymxofP6UZJbQdGlMsxtTBk4rXcHRyyEEHVJ0t2I6OhooqOj0esb7vp9LaYWTT+tbbVtW+jTpw+jRo3i008/RVEUxo8fT69evQA4ePAgvXr14oUXXjBu/+vx303Zt6mpKUeOHKFnz54AFBYWkpKSwqhRo1r3jQghhBCiyzAx0+A3sjunNqfRa7ArFw5nU5ZXCUC/Sb3wHerJumf2ABByRx/MrU07MlwhhKhHku5G3MiY7s6urKyMc+fOGZ+npqYSHx+Pk5OTMeFtzPz583nooYcA6tTY9vPzIz09na+++orw8HA2btzIhg0bmhyTjY0N8+fPZ/HixXTr1g1XV1deeOEFY9d1IYQQQty6Bt7mQ//J3tg4W+I3ojvb3j6Gc297Iv8QSMLGVCquVGPjbEnQxGt/jxFCiI4gGc0tKDY2ltDQUEJDQwFYuHAhoaGhLF269LqvvfPOOzE3N8fKyqpOua/bb7+dp59+mscff5yQkBAOHjzISy+91Ky4VqxYwYgRI5g2bRrjx49n+PDhhIWFNWsfQgghhLj5WDlaYONsCYBjD1t+v3IkY58IQV9j4MT3FwAI+70fGlNNR4YphBANUimKonR0EJ3Z1Zbu4uJi7Ozs6qyrqqoiNTUVHx8fLCxkwo6OID8DIYQQ4tZSll+JlZMF6p/nvsk9V0TKnkyGze1Xbz6cm821vpcKITov6V4uhBBCCCG6hF3RJzh/8DKT/jIYr2AXAFx9HXD1dejYwIQQ4hqke7kQQgghhOgSLGxMQYHknRlUlWk7OhwhhGgSSbqFEEIIIUSXEPBzze6Lcbl8uWAXR75IQjHISEkhROcmSXcjoqOjCQoKIjw8vKNDEUIIIYQQgJOXLa5+DigGBX2NgfIrVTf9OG4hRNcnSXcjFixYQGJiIjExMR0dihBCCCGE+Fngz63dao2KwXf7d3A0QghxfTKRWiuQCeA7jpx7IYQQ4tbSZ5gnBWklOPvYY+dm1dHhCCHEdUnSfQM0mtpakFqtFktLyw6O5tZUUVEBgKmpaQdHIoQQQoj2oDFREzU7qKPDEEKIJrslkm5vb2/s7OxQq9U4Ojqya9euVtmviYkJVlZW5OXlYWpqilotvfXbi6IoVFRUkJubi4ODg/EGiBBCCCGEEEJ0JrdE0g1w8OBBbGxsWnWfKpUKDw8PUlNTuXjxYqvuWzSNg4MD7u7uHR2GEEIIIYQQQjTolkm624qZmRl+fn5otVIrsr2ZmppKC7cQQgghhBCiU+vwpHvv3r2sWLGCuLg4srKy2LBhA9OnT6+zTXR0NCtWrCA7O5vg4GD+8Y9/EBER0eRjqFQqRo0ahVqt5qmnnuL+++9v1fegVquxsLBo1X0KIYQQQgghhOj6OjzpLi8vJzg4mHnz5jFz5sx669euXcvChQv58MMPiYyMZNWqVUyaNInk5GRcXV0BCAkJQafT1Xvt1q1b8fT0ZP/+/XTv3p2srCzGjx/PgAEDGDhwYJu/NyGEEEIIIYQQtzaV0olqLqlUqnot3ZGRkYSHh/P+++8DYDAY8PLy4oknnuC5555r9jEWL15Mv379mDNnTpO2Lykpwd7enuLiYuzs7Jp9PCGEEEIIIVqDfC8Vomvq1NNta7Va4uLiGD9+vHGZWq1m/PjxHDp0qEn7KC8vp7S0FICysjJ27txJv379Gt2+urqakpKSOg8hhBBCCCGEEKIlOrx7+bXk5+ej1+txc3Ors9zNzY2kpKQm7SMnJ4cZM2YAoNfreeihhwgPD290+9dff53ly5fXWy7JtxBCCCGE6EhXv492oo6qQogm6NRJd2vo3bs3J06caPL2S5YsYeHChcbnly5dIigoCC8vr7YITwghhBBCiGYpLS3F3t6+o8MQQjRRp066nZ2d0Wg05OTk1Fmek5PTZrWZzc3NMTc3Nz63sbEhIyMDW1tbVCpVmxyzMSUlJXh5eZGRkSHjdppIzlnzyTlrPjlnzSfnrGXkvDWfnLPmk3PWfB11zhRFobS0FE9Pz3Y7phDixnXqpNvMzIywsDB27NhhnFzNYDCwY8cOHn/88XaJQa1W06NHj3Y5VmPs7Ozkj2AzyTlrPjlnzSfnrPnknLWMnLfmk3PWfHLOmq8jzpm0cAvR9XR40l1WVsa5c+eMz1NTU4mPj8fJyYmePXuycOFCZs+ezeDBg4mIiGDVqlWUl5czd+7cDoxaCCGEEEIIIYS4vg5PumNjYxkzZozx+dXx1LNnz2bNmjXMmjWLvLw8li5dSnZ2NiEhIWzZsqXe5GpCCCGEEEIIIURn0+FJ9+jRo687A+Pjjz/ebt3JOxNzc3NefvnlOmPMxbXJOWs+OWfNJ+es+eSctYyct+aTc9Z8cs6aT86ZEKI5VIrUHBBCCCGEEEIIIdqEuqMDEEIIIYQQQgghblaSdAshhBBCCCGEEG1Ekm4hhBBCCCGEEKKNSNLdSUVHR+Pt7Y2FhQWRkZEcPXq0o0PqNJYtW4ZKparzCAwMNK6vqqpiwYIFdOvWDRsbG+68805ycnI6MOL2t3fvXqZNm4anpycqlYpvv/22znpFUVi6dCkeHh5YWloyfvx4zp49W2ebK1eucP/992NnZ4eDgwPz58+nrKysHd9F+7veeZszZ069a2/y5Ml1trmVztvrr79OeHg4tra2uLq6Mn36dJKTk+ts05Tfx/T0dG677TasrKxwdXVl8eLF6HS69nwr7aYp52z06NH1rrM//elPdba5lc4ZwAcffMDAgQONNZGjoqLYvHmzcb1cZ/Vd75zJdXZ9b7zxBiqViqeeesq4TK41IURLSNLdCa1du5aFCxfy8ssvc+zYMYKDg5k0aRK5ubkdHVqn0a9fP7KysoyP/fv3G9c9/fTT/PDDD6xfv549e/Zw+fJlZs6c2YHRtr/y8nKCg4OJjo5ucP3f//533nvvPT788EOOHDmCtbU1kyZNoqqqyrjN/fffz+nTp9m2bRs//vgje/fu5eGHH26vt9AhrnfeACZPnlzn2vvyyy/rrL+VztuePXtYsGABhw8fZtu2bdTU1DBx4kTKy8uN21zv91Gv13Pbbbeh1Wo5ePAgn332GWvWrGHp0qUd8ZbaXFPOGcBDDz1U5zr7+9//blx3q50zgB49evDGG28QFxdHbGwsY8eO5Y477uD06dOAXGcNud45A7nOriUmJoZ//etfDBw4sM5yudaEEC2iiE4nIiJCWbBggfG5Xq9XPD09lddff70Do+o8Xn75ZSU4OLjBdUVFRYqpqamyfv1647IzZ84ogHLo0KF2irBzAZQNGzYYnxsMBsXd3V1ZsWKFcVlRUZFibm6ufPnll4qiKEpiYqICKDExMcZtNm/erKhUKuXSpUvtFntH+u15UxRFmT17tnLHHXc0+ppb/bzl5uYqgLJnzx5FUZr2+7hp0yZFrVYr2dnZxm0++OADxc7OTqmurm7fN9ABfnvOFEVRRo0apTz55JONvuZWP2dXOTo6Kv/+97/lOmuGq+dMUeQ6u5bS0lLFz89P2bZtW53zJNeaEKKlpKW7k9FqtcTFxTF+/HjjMrVazfjx4zl06FAHRta5nD17Fk9PT3r37s39999Peno6AHFxcdTU1NQ5f4GBgfTs2VPO389SU1PJzs6uc47s7e2JjIw0nqNDhw7h4ODA4MGDjduMHz8etVrNkSNH2j3mzmT37t24uroSEBDAo48+SkFBgXHdrX7eiouLAXBycgKa9vt46NAhBgwYgJubm3GbSZMmUVJSUqdF7mb123N21RdffIGzszP9+/dnyZIlVFRUGNfd6udMr9fz1VdfUV5eTlRUlFxnTfDbc3aVXGcNW7BgAbfddludawrkM00I0XImHR2AqCs/Px+9Xl/nwxrAzc2NpKSkDoqqc4mMjGTNmjUEBASQlZXF8uXLGTFiBKdOnSI7OxszMzMcHBzqvMbNzY3s7OyOCbiTuXoeGrrGrq7Lzs7G1dW1znoTExOcnJxu6fM4efJkZs6ciY+PD+fPn+f5559nypQpHDp0CI1Gc0ufN4PBwFNPPcWwYcPo378/QJN+H7Ozsxu8Fq+uu5k1dM4A7rvvPnr16oWnpycnT57k2WefJTk5mW+++Qa4dc9ZQkICUVFRVFVVYWNjw4YNGwgKCiI+Pl6us0Y0ds5ArrPGfPXVVxw7doyYmJh66+QzTQjRUpJ0iy5nypQpxv8PHDiQyMhIevXqxbp167C0tOzAyMTN7p577jH+f8CAAQwcOJA+ffqwe/duxo0b14GRdbwFCxZw6tSpOvMriGtr7Jz9eg6AAQMG4OHhwbhx4zh//jx9+vRp7zA7jYCAAOLj4ykuLubrr79m9uzZ7Nmzp6PD6tQaO2dBQUFynTUgIyODJ598km3btmFhYdHR4QghbiLSvbyTcXZ2RqPR1JsJMycnB3d39w6KqnNzcHDA39+fc+fO4e7ujlarpaioqM42cv5+cfU8XOsac3d3rzdxn06n48qVK3Ief6V37944Oztz7tw54NY9b48//jg//vgju3btokePHsblTfl9dHd3b/BavLruZtXYOWtIZGQkQJ3r7FY8Z2ZmZvj6+hIWFsbrr79OcHAw7777rlxn19DYOWuIXGe13cdzc3MZNGgQJiYmmJiYsGfPHt577z1MTExwc3OTa00I0SKSdHcyZmZmhIWFsWPHDuMyg8HAjh076ozDEr8oKyvj/PnzeHh4EBYWhqmpaZ3zl5ycTHp6upy/n/n4+ODu7l7nHJWUlHDkyBHjOYqKiqKoqIi4uDjjNjt37sRgMBi/mAnIzMykoKAADw8P4NY7b4qi8Pjjj7NhwwZ27tyJj49PnfVN+X2MiooiISGhzs2Kbdu2YWdnZ+wGezO53jlrSHx8PECd6+xWOmeNMRgMVFdXy3XWDFfPWUPkOoNx48aRkJBAfHy88TF48GDuv/9+4//lWhNCtEhHz+Qm6vvqq68Uc3NzZc2aNUpiYqLy8MMPKw4ODnVmwryVPfPMM8ru3buV1NRU5cCBA8r48eMVZ2dnJTc3V1EURfnTn/6k9OzZU9m5c6cSGxurREVFKVFRUR0cdfsqLS1Vjh8/rhw/flwBlJUrVyrHjx9XLl68qCiKorzxxhuKg4OD8t133yknT55U7rjjDsXHx0eprKw07mPy5MlKaGiocuTIEWX//v2Kn5+fcu+993bUW2oX1zpvpaWlyqJFi5RDhw4pqampyvbt25VBgwYpfn5+SlVVlXEft9J5e/TRRxV7e3tl9+7dSlZWlvFRUVFh3OZ6v486nU7p37+/MnHiRCU+Pl7ZsmWL4uLioixZsqQj3lKbu945O3funPLKK68osbGxSmpqqvLdd98pvXv3VkaOHGncx612zhRFUZ577jllz549SmpqqnLy5EnlueeeU1QqlbJ161ZFUeQ6a8i1zplcZ03321ne5VoTQrSEJN2d1D/+8Q+lZ8+eipmZmRIREaEcPny4o0PqNGbNmqV4eHgoZmZmSvfu3ZVZs2Yp586dM66vrKxUHnvsMcXR0VGxsrJSZsyYoWRlZXVgxO1v165dClDvMXv2bEVRasuGvfTSS4qbm5tibm6ujBs3TklOTq6zj4KCAuXee+9VbGxsFDs7O2Xu3LlKaWlpB7yb9nOt81ZRUaFMnDhRcXFxUUxNTZVevXopDz30UL2bYbfSeWvoXAHK6tWrjds05fcxLS1NmTJlimJpaak4OzsrzzzzjFJTU9PO76Z9XO+cpaenKyNHjlScnJwUc3NzxdfXV1m8eLFSXFxcZz+30jlTFEWZN2+e0qtXL8XMzExxcXFRxo0bZ0y4FUWus4Zc65zJddZ0v0265VoTQrSESlEUpf3a1YUQQgghhBBCiFuHjOkWQgghhBBCCCHaiCTdQgghhBBCCCFEG5GkWwghhBBCCCGEaCOSdAshhBBCCCGEEG1Ekm4hhBBCCCGEEKKNSNIthBBCCCGEEEK0EUm6hRBCCCGEEEKINiJJtxBCCCGEEEII0UYk6RZCCNFpqVQqvv32244OQwghhBCixSTpFkII0aA5c+agUqnqPSZPntzRoQkhhBBCdBkmHR2AEEKIzmvy5MmsXr26zjJzc/MOikYIIYQQouuRlm4hhBCNMjc3x93dvc7D0dERqO36/cEHHzBlyhQsLS3p3bs3X3/9dZ3XJyQkMHbsWCwtLenWrRsPP/wwZWVldbb59NNP6devH+bm5nh4ePD444/XWZ+fn8+MGTOwsrLCz8+P77//vm3ftBBCCCFEK5KkWwghRIu99NJL3HnnnZw4cYL777+fe+65hzNnzgBQXl7OpEmTcHR0JCYmhvXr17N9+/Y6SfUHH3zAggULePjhh0lISOD777/H19e3zjGWL1/O3XffzcmTJ5k6dSr3338/V65cadf3KYQQQgjRUipFUZSODkIIIUTnM2fOHP7zn/9gYWFRZ/nzzz/P888/j0ql4k9/+hMffPCBcd2QIUMYNGgQ//znP/n444959tlnycjIwNraGoBNmzYxbdo0Ll++jJubG927d2fu3Lm8+uqrDcagUql48cUX+etf/wrUJvI2NjZs3rxZxpYLIYQQokuQMd1CCCEaNWbMmDpJNYCTk5Px/1FRUXXWRUVFER8fD8CZM2cIDg42JtwAw4YNw2AwkJycjEql4vLly4wbN+6aMQwcOND4f2tra+zs7MjNzW3pWxJCCCGEaFeSdAshhGiUtbV1ve7ercXS0rJJ25mamtZ5rlKpMBgMbRGSEEIIIUSrkzHdQgghWuzw4cP1nvft2xeAvn37cuLECcrLy43rDxw4gFqtJiAgAFtbW7y9vdmxY0e7xiyEEEII0Z6kpVsIIUSjqquryc7OrrPMxMQEZ2dnANavX8/gwYMZPnw4X3zxBUePHuWTTz4B4P777+fll19m9uzZLFu2jLy8PJ544gkeeOAB3NzcAFi2bBl/+tOfcHV1ZcqUKZSWlnLgwAGeeOKJ9n2jQgghhBBtRJJuIYQQjdqyZQseHh51lgUEBJCUlATUziz+1Vdf8dhjj+Hh4cGXX35JUFAQAFZWVvz00088+eSThIeHY2VlxZ133snKlSuN+5o9ezZVVVW88847LFq0CGdnZ+666672e4NCCCGEEG1MZi8XQgjRIiqVig0bNjB9+vSODkUIIYQQotOSMd1CCCGEEEIIIUQbkaRbCCGEEEIIIYRoIzKmWwghRIvI6CQhhBBCiOuTlm4hhBBCCCGEEKKNSNIthBBCCCGEEEK0EUm6hRBCCCGEEEKINiJJtxBCCCGEEEII0UYk6RZCCCGEEEIIIdqIJN1CCCGEEEIIIUQbkaRbCCGEEEIIIYRoI5J0CyGEEEIIIYQQbUSSbiGEEEIIIYQQoo38PyUkoah+BWq6AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "IDX = [0, 3]\n", "labels = [f\"nd{i+1}\" for i in IDX]\n", "npz_files = [f'kp_{l}' for l in labels]\n", "npzs = plot_summary(npz_files, labels=labels, ifscl=False, ifclose=False)\n", "for j, i in enumerate(IDX):\n", " print(f\"nd{i+1} Epoch time:\", npzs[j]['avg_epoch_time'])" ] }, { "cell_type": "markdown", "id": "372b12a9-1a6b-4863-906f-6632b92ba815", "metadata": {}, "source": [ "## Discrete-Time Model\n", "\n", "It might sound strange to include this topic in this example, as the rest are all for continuous-time models. But below we will show how easy it is to switch to a discrete-time one, even with the same NODE optimizer.\n", "\n", "The ideas are two-fold. For modeling, the continuous-time (CT) and discrete-time (DT) versions would be, respectively,\n", "$$\n", "z = f_{enc}(x),\\quad \\dot{z} = f_{CT}(z_k,u_k) ,\\quad x_k = f_{dec}(z_k)\n", "$$\n", "and\n", "$$\n", "z_k = f_{enc}(x_k),\\quad z_{k+1} = f_{DT}(z_k,u_k) ,\\quad x_k = f_{dec}(z_k)\n", "$$\n", "And if one uses the same NN architecture for $f_{CT}$ and $f_{DT}$, then there would be no way to differentiate the two models from the NN perspective.\n", "\n", "For training, underlying NODE trainer, we simply implement a `predict` function that solves an initial value problem (IVP) and can be back-propagated. If a model provides a DT IVP, then the NODE thus trained would produce a DT model.\n", "\n", "Therefore, all we need to do is to replace a CT model (like `KBF`) with a DT model that has a `predict` function for DT dynamics." ] }, { "cell_type": "markdown", "id": "49865189-75a2-4551-9b7d-fc200bc93392", "metadata": {}, "source": [ "In this example we will use the DT version of KBF, as imported below." ] }, { "cell_type": "code", "execution_count": 10, "id": "0ff46063-bcc6-4629-b793-a3cb8276e277", "metadata": {}, "outputs": [], "source": [ "from dymad.models import DKBF" ] }, { "cell_type": "markdown", "id": "536cb7f3-115b-4b03-a169-3097530fc590", "metadata": {}, "source": [ "The options are nearly the same for the `nd4` case above. We just modify the sweep lengths. The ODE solver options are not needed and thus removed." ] }, { "cell_type": "code", "execution_count": 11, "id": "32bd76ae-d2c3-4890-b484-8abcef1f386f", "metadata": {}, "outputs": [], "source": [ "trn_opt = {\n", " \"n_epochs\": 1000,\n", " \"save_interval\": 20,\n", " \"load_checkpoint\": False,\n", " \"learning_rate\": 5e-3,\n", " \"decay_rate\": 0.999,\n", " \"sweep_epoch_step\": 200,\n", " \"sweep_lengths\": [2, 4, 6, 8, 10],\n", " \"chop_mode\": \"unfold\",\n", " \"chop_step\": 0.5,\n", "}" ] }, { "cell_type": "markdown", "id": "8ef2112d-29a8-4775-8fe3-e1873f3c58fc", "metadata": {}, "source": [ "Then training - again nearly the same, even the `NODETrainer`." ] }, { "cell_type": "code", "execution_count": 12, "id": "50830e14-a9b3-427a-a247-01c5eff7d0ec", "metadata": {}, "outputs": [], "source": [ "opt = {\"model\": mdl_kb, \"criterion\": crit, \"training\": trn_opt}\n", "opt[\"model\"][\"name\"] = \"kp_dt\"\n", "trainer = NODETrainer(config_path, DKBF, config_mod=opt)\n", "trainer.train();" ] }, { "cell_type": "markdown", "id": "3d6442bc-bc1a-4227-a1ac-95f209be7983", "metadata": {}, "source": [ "Then plotting the loss to check convergence." ] }, { "cell_type": "code", "execution_count": 13, "id": "10880722-a19c-4486-bf61-8c0d6dce2eaf", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "npz_files = ['kp_dt']\n", "npzs = plot_summary(npz_files, labels=['dt'], ifscl=False, ifclose=False)" ] }, { "cell_type": "markdown", "id": "1d06f95a-d15c-43e7-adf0-b02c26903665", "metadata": {}, "source": [ "Lastly the prediction on a new test case - an OK job given that we did not tune the model extensively yet.\n", "\n", "> You might want to try different autoencoder options, e.g., `res`, to improve the model." ] }, { "cell_type": "code", "execution_count": 15, "id": "52d03483-8433-49b7-9253-bde993672b2d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 301\n", "t_grid = np.linspace(0, 6, N)\n", "\n", "mu = -0.5\n", "lm = -3\n", "def f(t, x):\n", " _d = np.array([mu*x[0], lm*(x[1]-x[0]**2)])\n", " return _d\n", "\n", "sampler = TrajectorySampler(f, config='kp_data.yaml')\n", "ts, xs, ys = sampler.sample(t_grid, batch=1)\n", "x_data = xs[0]\n", "t_data = ts[0]\n", "\n", "_, prd_func = load_model(DKBF, 'kp_dt.pt')\n", "with torch.no_grad():\n", " pred = prd_func(x_data, t_data)\n", "\n", "labels = ['Truth', 'dt']\n", "plot_trajectory(\n", " np.array([x_data, pred]), t_data, \"KP\",\n", " labels=labels, ifclose=False);" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 5 }