{ "cells": [ { "cell_type": "markdown", "id": "a44eef21", "metadata": {}, "source": [ "# BaseAttentive Standalone Applications\n", "\n", "This notebook demonstrates practical applications of BaseAttentive as a standalone time series forecasting model for various real-world scenarios.\n", "\n", "## Table of Contents\n", "1. Air Quality Forecasting\n", "2. Energy Demand Forecasting \n", "3. Weather Prediction\n", "4. Traffic Flow Prediction\n", "\n", "---" ] }, { "cell_type": "markdown", "id": "e256dc25", "metadata": {}, "source": [ "## Setup and Imports" ] }, { "cell_type": "code", "execution_count": 1, "id": "8c20fcbc", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T01:47:52.235033Z", "iopub.status.busy": "2026-04-21T01:47:52.235033Z", "iopub.status.idle": "2026-04-21T01:47:55.803357Z", "shell.execute_reply": "2026-04-21T01:47:55.803357Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "BaseAttentive 2.2.0 — backend: tensorflow\n" ] } ], "source": [ "import os\n", "import warnings\n", "\n", "import numpy as np\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "# ── v2.2.0 Backend Setup ─────────────────────────────────────────────────────\n", "# BASE_ATTENTIVE_BACKEND must be set *before* importing base_attentive.\n", "# Choose your installed backend: \"tensorflow\" | \"torch\" | \"jax\" | \"auto\"\n", "os.environ.setdefault(\"BASE_ATTENTIVE_BACKEND\", \"tensorflow\")\n", "os.environ.setdefault(\"KERAS_BACKEND\", os.environ[\"BASE_ATTENTIVE_BACKEND\"])\n", "import keras # initialise Keras 3 backend before base_attentive\n", "BACKEND = os.environ[\"BASE_ATTENTIVE_BACKEND\"]\n", "\n", "from base_attentive import BaseAttentive, __version__\n", "\n", "print(f\"BaseAttentive {__version__} — backend: {BACKEND}\")" ] }, { "cell_type": "markdown", "id": "886958df", "metadata": {}, "source": [ "## 1. Air Quality Forecasting\n", "\n", "### Use Case\n", "Predict PM2.5 air pollution levels based on:\n", "- **Static features**: Location (latitude, longitude), altitude, urban/rural indicator\n", "- **Dynamic past features**: Historical PM2.5, NO₂, O₃, temperature, humidity\n", "- **Known future features**: Forecasted wind speed, temperature\n", "\n", "### Application\n", "- Public health alerts\n", "- Air quality advisories\n", "- Industrial emission controls" ] }, { "cell_type": "code", "execution_count": 2, "id": "2a86d5a4", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T01:47:55.806958Z", "iopub.status.busy": "2026-04-21T01:47:55.805949Z", "iopub.status.idle": "2026-04-21T01:47:55.836862Z", "shell.execute_reply": "2026-04-21T01:47:55.835479Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Air Quality Data Shapes:\n", " Static : (128, 4)\n", " Dynamic : (128, 72, 5)\n", " Future : (128, 24, 2)\n", " Target PM2.5 : (128, 24, 1)\n", " PM2.5 past [8.9, 50.3] target [9.8, 48.8] ug/m3\n" ] } ], "source": [ "# Air Quality -- realistic PM2.5 with daily rush-hour pattern\n", "np.random.seed(42)\n", "N_AIR, LOOKBACK_AIR, HORIZON_AIR = 128, 72, 24\n", "\n", "def pm25_profile(t):\n", " morning = 22 * np.exp(-0.5 * ((t % 24 - 8) / 1.5) ** 2)\n", " evening = 18 * np.exp(-0.5 * ((t % 24 - 18) / 2.0) ** 2)\n", " return (20 + morning + evening).astype('float32')\n", "\n", "t_buf = np.arange(LOOKBACK_AIR + HORIZON_AIR + 24)\n", "base = pm25_profile(t_buf)\n", "offsets = np.random.randint(0, 24, N_AIR)\n", "\n", "pm25_past = np.array([base[o : o+LOOKBACK_AIR] for o in offsets])\n", "pm25_future = np.array([base[o+LOOKBACK_AIR : o+LOOKBACK_AIR+HORIZON_AIR] for o in offsets])\n", "\n", "static_features = np.random.randn(N_AIR, 4).astype('float32')\n", "static_features[:, 2] = np.abs(static_features[:, 2]) * 1000\n", "static_features[:, 3] = (static_features[:, 3] > 0).astype('float32')\n", "\n", "dynamic_past = np.zeros((N_AIR, LOOKBACK_AIR, 5), dtype='float32')\n", "dynamic_past[:,:,0] = pm25_past + np.random.randn(N_AIR, LOOKBACK_AIR).astype('float32') * 3\n", "dynamic_past[:,:,1] = np.abs(np.random.randn(N_AIR, LOOKBACK_AIR)).astype('float32') * 40\n", "dynamic_past[:,:,2] = np.abs(np.random.randn(N_AIR, LOOKBACK_AIR)).astype('float32') * 25\n", "dynamic_past[:,:,3] = 15 + np.random.randn(N_AIR, LOOKBACK_AIR).astype('float32') * 5\n", "dynamic_past[:,:,4] = 55 + np.abs(np.random.randn(N_AIR, LOOKBACK_AIR)).astype('float32') * 18\n", "\n", "known_future = np.zeros((N_AIR, HORIZON_AIR, 2), dtype='float32')\n", "known_future[:,:,0] = np.abs(np.random.randn(N_AIR, HORIZON_AIR)).astype('float32') * 3\n", "known_future[:,:,1] = 15 + np.random.randn(N_AIR, HORIZON_AIR).astype('float32') * 4\n", "\n", "target = np.clip(\n", " pm25_future + np.random.randn(N_AIR, HORIZON_AIR).astype('float32') * 3, 0, 150\n", ")[:, :, None]\n", "\n", "print('Air Quality Data Shapes:')\n", "for nm, a in [('Static',static_features),('Dynamic',dynamic_past),\n", " ('Future',known_future),('Target PM2.5',target)]:\n", " print(f' {nm:14s}: {a.shape}')\n", "print(f' PM2.5 past [{dynamic_past[:,:,0].min():.1f}, {dynamic_past[:,:,0].max():.1f}] '\n", " f'target [{target.min():.1f}, {target.max():.1f}] ug/m3')\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "33181a43", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T01:47:55.839252Z", "iopub.status.busy": "2026-04-21T01:47:55.839252Z", "iopub.status.idle": "2026-04-21T01:48:26.572230Z", "shell.execute_reply": "2026-04-21T01:48:26.571064Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training air quality model (15 epochs)...\n", " train_MSE=86.975 val_MSE=78.498 val_MAE=7.07 ug/m3\n" ] } ], "source": [ "import keras\n", "\n", "air_quality_model = BaseAttentive(\n", " static_input_dim=4, dynamic_input_dim=5, future_input_dim=2,\n", " output_dim=1, forecast_horizon=HORIZON_AIR,\n", " objective='hybrid',\n", " architecture_config={'decoder_attention_stack': ['cross', 'hierarchical']},\n", " embed_dim=32, num_heads=4, dropout_rate=0.1, name='air_quality_model',\n", ")\n", "_ = air_quality_model([static_features, dynamic_past, known_future]) # build weights\n", "air_quality_model.compile(optimizer=keras.optimizers.Adam(1e-3), loss='mse', metrics=['mae'])\n", "print('Training air quality model (15 epochs)...')\n", "history_air = air_quality_model.fit(\n", " [static_features, dynamic_past, known_future], target,\n", " epochs=15, batch_size=16, validation_split=0.2, verbose=0,\n", ")\n", "print(f' train_MSE={history_air.history[\"loss\"][-1]:.3f} '\n", " f'val_MSE={history_air.history[\"val_loss\"][-1]:.3f} '\n", " f'val_MAE={history_air.history[\"val_mae\"][-1]:.2f} ug/m3')\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "f639be29", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T01:48:26.575468Z", "iopub.status.busy": "2026-04-21T01:48:26.575468Z", "iopub.status.idle": "2026-04-21T01:48:27.724617Z", "shell.execute_reply": "2026-04-21T01:48:27.723448Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Prediction shape: (128, 24, 1)\n", "Overall MAE: 6.97 ug/m3\n" ] } ], "source": [ "pred_air = air_quality_model.predict([static_features, dynamic_past, known_future], verbose=0)\n", "print(f'Prediction shape: {pred_air.shape}')\n", "mae_air = float(np.mean(np.abs(pred_air[:,:,0] - target[:,:,0])))\n", "print(f'Overall MAE: {mae_air:.2f} ug/m3')\n" ] }, { "cell_type": "markdown", "id": "3447a270", "metadata": {}, "source": [ "### Visualization -- Air Quality Forecasts" ] }, { "cell_type": "code", "execution_count": 5, "id": "02acf00a", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T01:48:27.726918Z", "iopub.status.busy": "2026-04-21T01:48:27.726918Z", "iopub.status.idle": "2026-04-21T01:48:28.066163Z", "shell.execute_reply": "2026-04-21T01:48:28.063901Z" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABW0AAAGdCAYAAABpSlG5AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsnQV4FNfbxU/chXhCIEBwd5cihUJLnQoVvrpA3d31X2+p0Za6l9LSQlvc3V0DxBNCiHv2e85dZrPZbJJNspvdJO/veQYmM7Mjd+7s3jn3ved10ul0OgiCIAiCIAiCIAiCIAiCIAgOgbO9T0AQBEEQBEEQBEEQBEEQBEGoQERbQRAEQRAEQRAEQRAEQRAEB0JEW0EQBEEQBEEQBEEQBEEQBAdCRFtBEARBEARBEARBEARBEAQHQkRbQRAEQRAEQRAEQRAEQRAEB0JEW0EQBEEQBEEQBEEQBEEQBAdCRFtBEARBEARBEARBEARBEAQHQkRbQRAEQRAEQRAEQRAEQRAEB0JEW0EQBEEQBEEQBEEQBEEQBAdCRFtBEARBEJoM7dq1wznnnFNpGf/mcnvyf//3f3BycrLrOTR1jh8/rsrw2WefRUu5Ni5j3REckxUrVqh79OWXX9r7VARBEARBaIGIaCsIgiAIgkVkZmbCy8tLiRjffPNNiys1CjfvvPMOHJXc3Fw899xzuPDCCxEdHa3uk6nAbS8WLVqkzsfFxQUnT55stOOuWrUK06ZNQ1RUFNzd3REWFobzzz8ff/75JxwVCrvz58+32b55H8xNnp6eaIns2LFDlQuFdUEQBEEQBEfC1d4nIAiCIAhC0+C7775DUVER2rdvjy+++ALXXXcdHIH//vsPOp2uUURbCjv33ntvlXVz5szBxx9/DHty6tQpJT6Fh4djwIABSE1NhaPw+eefo02bNuqc5s6di2eeeabKNjExMSgoKICrq3Wap48//jheeeUVtd+bbrpJ1duUlBR8//33uOiiizBjxgxVj52d7RfDwOulkG0MhXee28UXX2yz4z7//POqPIwxPY+WJNqyzM1F7I8ePVrdIzc3N7udnyAIgiAILRcRbQVBEARBsFh4Gzt2rBK8KFweO3YMHTp0sHvpMYLS3lDUsbewExkZifj4eBVlS3x9feEIpKenq8jWp556Ctu3b1fi99NPP13FTqIu0Z45OTnw8/Orsa5SsJ0wYQL++OMPeHt7G9Y9/PDDSsT96quvlHBpTkBuLOwV3Tp58mQMHDjQZvuv7f40FSjot9QIZEEQBEEQ7I/YIwiCIAiCUCvbtm1TEWmMAJw+fbqKhmSUojk0n84lS5Zg6NChSjCLiIjAPffco4bwmxuuvXfvXtx9991qO1owDBkyBEuXLrXozlTnaXvkyBHccMMNSsSksMsh8hSct27dWilK98orr1TiM48bGBiIiRMnYuXKlZX2xf1z2YkTJyoNKafnZU2etrt27cIll1yC4OBgJf50794dr7/+OsrKyiptp30+KysLd9xxhxrGz+1HjBiBjRs3WlQOHh4eBsHWkaCVRmlpqYrM5nUyWtncvTXn+2q87KefflIRxLxPd911V7XHKy4uxpNPPqlEa0aHGwu2hHX3k08+Qdu2bfHaa6+pCOWaPJOr8zalMMnjsK6GhISo8u/YsSMeffRR5OfnW1Q2xp622rUSCsrG9YzXFBoaquqDOf73v/+p7WgHYS0+++wz9O/fX5V3QECAei7WrFlT7TXwno4cOVKV+9SpUw3rt2zZop4BrYy6dOmCl156SdUJWz6zhN8rtMdo3bq1Oja/X9jx9Pfff6v1rFc8HuFyrby1e2LuvhsvY9R4jx491L4Z0c1n2xwfffSRum5u16lTJ3zwwQfq88bfIYIgCIIgCKZIpK0gCIIgCLXCyEWKMZdddhl8fHxwwQUXKGGJw6zNDS+nyPvrr7/illtuwfXXX4/ly5fjvffew549e7B48eIqn+E2HJ79yCOPKDGMotp5552nvFAZLVlXKBSNHz8eJSUlKqqyZ8+eOH36tBJ21q1bp8Q/QuGEy3l8CkWJiYlKrOJnec6jRo1S29HL9rHHHlMC39tvv204Trdu3Wo8hzFjxqgI3JkzZyrBaMGCBeoad+7cqQRFUyZNmqTEOUaiZmRk4K233lIerHFxcU02cpHiPsuBgijLmII0l9XlvtLjlfWHgvbtt98Of3//arddu3atskG45ppr1LHMQUH82muvxcsvv4yFCxeq+19XtLrCZ0LryGD9onDHiOJ///23TvvjfafATXGb9e7WW281rKOAyQ6TN998EwcPHlQCoDEsz86dO6vh/JbAzgFjsZrw+daiSllHeR2DBw9WZcRn8tNPP1XCJiOXp0yZUqWu//bbb+p553lqUBy99NJLlZj9wAMPICgoCOvXr1f1m51Av/zyi82eWT4/48aNU/OsMxRVec08DjtC+Fzx3JKTk9W10U5De55jY2NrLUPaodDug+dK4fjbb79V5cZzYn3QYMcAhXwK4Iz+pqBPkZ33WxAEQRAEoUZ0giAIgiAINVBQUKALDAzUzZgxw7Bs/vz5NJHVLVy4sMr2XM7p999/r7T87rvvVst/+OEHw7JnnnlGLRs8eLCuqKjIsDw+Pl7n4+Oj69q1a6V9xMTE6MaMGVNpGf/mco3y8nJdjx49dB4eHrqdO3dWOb+ysjLDfG5ubpX1KSkpuuDgYN3kyZNrPI4xLBvTZtXw4cN1Li4ulc6B5zZt2jS17ZIlS6p8/o477qi0j59//lkt//jjj3V1heVnWlaNzYYNG9T5z50717Ds3nvv1Xl6eupOnz5dadu4uDi1LeuE6TJXV1fdvn37LDrme++9pz7z5ptv1rjdb7/9prZ74IEHaqxfZPny5VWug/W1uLi4yrZPPvmk2nbjxo01XhvhMuPnqrpl5ODBg2rdQw89VGn5mjVr1PLXXntNVxva82Zu+uijj9Q2Bw4c0Dk5OelGjBhR6ZlMTEzUBQQEqDIqLS2tdL6cFi9eXOV7Izw8XDdq1ChdSUlJpXVvvfWW+gzL1VbP7B9//KGO8dNPP9VYJrynxudS233XlkVGRurOnDljWJ6Xl6cLCQnRDR061LAsIyND1fVevXqp8tBITk7W+fv7V3tcQRAEQRAEIvYIgiAIgiDUyLx583DmzJlKEXSMtGOkWHUWCYwENE2kxGgz8vvvv1fZ/r777qvkTctoNUZKHjhwAPv376/THWIEH4dFc9hz7969q6w3jvJl1LAGrRsYnceIXw55t9SWwBxpaWkqOvDCCy+sdA4cDv3EE0/UWA7GaJGChw8fRlON0GYZX3755YZlHHpeWFioEoJZCqMia4pqNiY7O1v9zyH9NaFF6zKKtD6wvmo+xhzqn5mZqSI5tQjihtQfczCSlhHLX3/9dSVrAZYxo3yNn8/amD17top4N540SwNG0lKLpfev8TNJqwI+U7QIYSSxMX369KkSOc19MhKVn+H3B8tGm7RIXVod2OqZ1e4/o/W1OmFNeK7GdYw2HLSDMX5WWQas64wQN/bGZdQ9v98EQRAEQRBqQuwRBEEQBEGoEYpCFGgppNJzUoM+khzeTBGGfpXGmBPYmCiLw4iZwMwUc9vT/5Vwe0sFO6KJJv369at126NHjyoRlUPZKSwZY86j1lJoZ0Dod2kKr4UilLlyME3sRi9cQmHK1tBnl0nDjNH8TDmcvqCgoNI61gmKZdWRl5eHH3/8UXnE0q7AWHTjcHnWK9pGWCpYWoomxvKca0IT8sLDw1FfPvzwQzVMnoJjeXl5pXUUca0NLRMo9v3111+qU4SC888//6zsSupyHbQ9qC4RWU11V1vGumv8eXP3R+tsufHGG6s9D4q6tnpmKXDTQoF2CrQiGTRokBKW6Yerfbc0BHNJGPm8Gj+rWlma2llUt0wQBEEQBMEYEW0FQRAEQagWig70iWTkXXXCGb0c77333iZXiozSowcoxUWef69evZRvLAVVek8uW7as0c+pOhFUPwrdtsTHx6N9+/aVljF6k6IXk8jRw9i0bphLAKdBQZ+iIn1NtcRPpjDCsm/fvrWem2kysZqgF6rmq1wT2noKyLUJ9eaSZtFvmD6t7LxgEj1GojIylR6rjCY2FXGtAf1zeSwK3hRtmZyN9ffmm2+GPTF3f7Q6S//W6u4xy8yWzyzr7EMPPaSibVevXq08gZkEjR7Vs2bNQkOoqcNCEARBEATBGohoKwiCIAhCtTA7OsWXOXPmqChZU5588kllkWAq2pqzNGDCH0bGmYtQ4/YcYm3Mvn371P/mtq8JTVymIFgTzHaflJSkzl/LIG98XabUJfJWEz8ZgWkKLR8o6NX1umwNh2xzOLc5UY1D5Zm4y3T7mmC58vPvvvtulXXFxcUqCpLi4/vvvw9rMmLECHVuHOZvLgqccMg6OxsY9Wts48FEWUxyZYq5qGgmDaNoTUHQePj+P//8A1vh4eGhyo1J2Vh3WX6tW7dWSfushVYvWXdNE3LV5Zns1KmT+p9lXFvSOVs9s5qIz4niLb9/aKNAqxZGefOZbkhEfW1onRpMHqdZnWhwmSAIgiAIQk2Ip60gCIIgCGahsMgoS0azMZKPvqSm09VXX43du3dj8+bNVQSJ+fPnV1rGLOrE1OuWvP3220rI00hISFCepxxCXBdrBELxl8O4KeyYE021CEAtUs40ipU+m+b8SH19fdWQd0uiXsPCwjB8+HAsWLAAe/bsqXRsRgSSSy65BI4EPTcprhlP2jBy/m+6ztij05RDhw6pyEZGhpqrN9OnT8eoUaPUPS4qKrLqdTDa9cUXX1RRmRSaTW0daANx5513Km/WRx55xGCnoImHFNUZLavB86MHrCmsPxT8jOsDI3JfffXVBp0/65k54VjjlltuUdfAc9+wYYOK6rVm1Cd9mHldjJAtKSmp1OnCTpyYmBiLbAwmTZqkngOWh7nr4X3R/IRt8czymKbRzux4YodKfn6+Eu618ta2tzbnnnuuEto/+ugjw/EI7UJo2SAIgiAIglATEmkrCIIgCIJZKIRwyPxNN91UbQlRlHv22WdVxB89IzUo9FIwo8DEiDtaLPz666/KZ5KekqZQ7KKIRxGYQg59QinqMKKwrlBworg0fvx45d3J82ekHaPsVq5cqaIS77rrLowcOVJFZHKI+/Hjx5VnLyP9GEHJ86cYbQyTDNFLlMOqKchSQGL0HIUpczDClNfL62JUH4/Fz9OLk6Ilz8/afPDBBwafTwpuFCYpYGrCmJZsytZoCepYP6qD61asWKESsl111VVWPT7vOf2XKRhScGZ0KqMeKZb98MMP6t5yG9PoTN5b+vBSlL799ttVRwLrg7nh/xSfH3vsMUyePBmXXnqp8silCK0lJ6svrGdLlixRnRxt27ZV9dm4fNiJwbrLSGGuq8kztj6wo4RRqa+//rqyIuDzymfy008/VUI4xUZLRGJG2DJpGjtpuE+eJ60oWD8pjDPBIe89PY9t8czy2OwMYucIj8v7wn3x+bviiiuUXzPh9xYjpWmbwE4ZnjeFXUbkNhR63D7zzDN4/PHHVQQ4vxMpGLMs2UGwZcsWm0b6CoIgCILQxNEJgiAIgiCY4fLLL2c4m27Xrl01lk/nzp11AQEBuvz8fPU3PzNjxgzd4sWLdYMHD9Z5enrqwsLCdLNmzdJlZ2dX+uwzzzyjtt+zZ49aHx4ervPw8NANGjRI999//1U5VkxMjG7MmDGVlvFvLjflwIEDumuuuUbt083NTRcZGam76KKLdFu3bjVss3PnTt2kSZN0gYGBOl9fX7WvVatWqfM3bSbl5eXpbrzxRnUtzs7Oav3y5cvVOnPbkx07dqhjtmrVSufu7q7r2rWr7rXXXtOVlpZW2q66zxuXpyWwHLi9ucnSfTQUXhvLOjQ0VFdWVlbtdgkJCTonJyfdueeeq/6Oi4tT58k6oWFuWV1YsWKF7rLLLtNFREToXFxcDGUxZ86caj/z5ZdfqjrNOtOuXTt1v5YuXao+N3fu3ErX+fLLL+tiY2PVvW3btq3uoYce0u3bt8/i6zB3Xw4dOqTKxM/Pz3C+pnz99ddq+bhx4+pUHtrztnnz5lq3/fTTT3V9+/ZVzyPPZcKECerZMKW2urV79271HEZFRaky5fMzbNgw3fPPP6/LyMiw2TO7fft23fXXX6/uj7e3t7qG3r1769544w1dYWFhlXverVs3dUzj6+HzbXrfzS2r7Tn+4IMPdJ06dVL1pGPHjrr3339f995776ltN27cWMNdEARBEAShJePEf+wtHAuCIAiC0Hxg5JiWwKo2GKX73HPP1ZrUShCswapVq1RkLCM0GXVZmy+vo/Lzzz+rCFhG9jI6XWh6MHKYkfG0nWiq9VAQBEEQBNsinraCIAiCIAhCi4DD/Zmg7OTJk8oCgYnKmiL02GWCNdoyCI6NsZetBoVa2jfQAkIEW0EQBEEQqkM8bQVBEARBEIQWA8Va0+RkTYG0tDQsXbpUJXhjxDAT2jHJleDY0LeZHsEU2BnhTS/eOXPmKH/ghiatEwRBEASheSOirSAIgiAIgiA4OPv27VMJ7AIDA1WSNCbjEhwfJkGLjY1VQm1GRgY8PT0xcOBAlcSOHQiCIAiCIAjVIZ62giAIgiAIgiAIgiAIgiAIDoR42gqCIAiCIAiCIAiCIAiCIDgQItoKgiAIgiAIgiAIgiAIgiA4ECLaCoIgCIIgCIIgCIIgCIIgOBAi2gqCIAiCIAiCIAiCIAiCIDgQItoKgiAIgiAIgiAIgiAIgiA4ECLaCoIgCIIgCIIgCIIgCIIgOBAi2gqCIAiCIAiCIAiCIAiCIDgQItoKgiAIgiAIgiAIgiAIgiA4ECLaCoIgCIIgCIIgCIIgCIIgOBAi2gqCIAiCIAiCIAiCIAiCIDgQItoKgiAIgiAIgiAIgiAIgiA4ECLaCoIgCIIgCIIgCIIgCIIgOBAi2gqCIAiCIAiCIAiCIAiCIDgQItoKgiAIgiAIgiAIgiAIgiA4ECLaCoIgCIIgCIIgCIIgCIIgOBAi2gqCIAiCIAiCIAiCIAiCIDgQItoKgiAIgiAIgiAIgiAIgiA4ECLaCoIgCIIgCIIgCIIgCIIgOBAi2gqCIAiCIAiCIAiCIAiCIDgQItoKgiAIgiAIgiAIgiAIgiA4ECLaCoIgCIIgCIIgCIIgCIIgOBAi2gqCIAiCIAiCIAiCIAiCIDgQItoKgiAIgiAIgiAIgiAIgiA4ECLaCoIgCIIgCIIgCIIgCIIgOBAi2gqCIAiCIAiCIAiCIAiCIDgQItoKgiAIgiAIgiAIgiAIgiA4ECLaCoIgCIIgCIIgCIIgCIIgOBAi2gqCIAiCIAiCIAiCIAiCIDgQItoKgiAIgiAIgiAIgiAIgiA4ECLaCoIgCIIgCIIgCIIgCIIgOBAi2gqCIAiCIAiCIAiCIAiCIDgQItoKgiAIgiAIgiAIgiAIgiA4ECLaCoIgCIIgCIIgCIIgCIIgOBAi2gqCIAiCIAiCIAiCIAiCIDgQItoKgiAIgiAIgiAIgiAIgiA4ECLaCoIgCIIgCIIgCIIgCIIgOBAi2gqCIAiCIAiCIAiCIAiCIDgQItoKgtAo/N///R/atWtXr88+++yzcHJyQlPg+PHj6ly//PJLe59Kk+Wcc85RU1OHdYB1gXWiuV2bIAiCIAiCIDQmK1asUG1r/i8ILQURbQWhhcMfPkumlvrjSLHZ19e32vUsm1mzZjX4OB9++GGLEHr379+vyszT0xNnzpyx6bHy8vLwwgsvoHfv3vD29kZAQABGjRqFb775BjqdDo5AUlKS6pTYsWOHvU9FEARBEGzaialNbAN07txZtZ9SU1OrCDKcvv32W7P7GjFihFrfs2dPw7L8/HzMnj0bEydORGRkJPz8/NCvXz989NFHKCsrs+gcGVhgrv17++231/rZAwcO4OGHH0bfvn3VsXkO559/PrZs2VLrZ88999w6tSW1Mvr111/r1W61F9W9X0RERKC5s2/fPtXWM+7EdxSuuOIKdR8eeeSReu9j3bp16vps3a4XhJaKq71PQBAE+0IBy5ivv/4aixcvrrK8W7duDTrOnDlzUF5eXq/PPvnkk3j00UfRFIiJiUFBQQHc3NzqLNqGhISoxnZzhi9hbKBnZmaqF46bb765yjb//fdfg4/Dl8Dx48crkfiqq65SL0OFhYX47bffcP311+Off/5RddzZuXH7Lk2vjaLtc889p14W+bInCIIgCM2V559/Hu3bt1e/x2vWrFGi6sKFC7Fnzx7VuapBUff777/HtddeW+nzFL0oEHG9MceOHcNdd92lfvfvv/9++Pv7499//8Wdd96JDRs24KuvvrLo/Pg7/MADD1RaRnG5Nj777DN8/vnnuOyyy9Qxs7Ky8Mknn2Do0KGqvTFhwgSzn5s3bx7Wr1+PlgIFarbBjPHy8kJLEG3Z1uNIq/qOOrQF2dnZWLBggTqnH374Aa+++mq9RjbymeT18R0mMDDQJucqCC0ZEW0FoYVj2iBm45airelyUxjVYNzAro26ipjGuLq6qqkpoEWQOAJ8KXJ3d290YbI6GN3Kl7Dp06cjLi4O3333nVnRlufc0GubMWOGEmx///13XHjhhYbld999Nx566CG88cYb6uWM842JJdcmCIIgCM2RyZMnY+DAgWqev//BwcF466238Mcff+Dqq682bDdlyhT8+eefOHXqlOrQ1mAbIjw8HJ06dVKdvxrsDN69ezd69OhhWHbbbbfhxhtvxNy5c/HUU0+hY8eOtZ5f69ata23/moPnzkhD4whXHpsBD1xuTrRlO4YCMSMcn376aTR1LGlzUgCvT/nWRmlpqQoMkTZW3WAgAyPRv/jiC4wbNw6rVq3CmDFjrH5/BEFoGI7xJi8IgkPDnmEOQ9u6dStGjx6txNrHH39crWNDm0PAoqKi4OHhgdjYWDUk3XQ4mqmnreb9SvHs008/VZ/j5wcNGoTNmzfX6mmrDSWbP3++Ojd+lo11RjSYG0rGlwSKqTwOox9s5ZNrztM2JSUFN9xwA6Kjo9V5ctjcRRddZBgmxXLZu3cvVq5caRguZux7ygiSadOmISgoSJU9Izf+/vvvKtfIz/34448qMpkvHtyWw+65/O233zbbM8517F1vDNauXauumZGvnNg4TEhIqLKdqe9rddfGCAFzsOOBETasc8aCrcYrr7yiXvgYUcCoaONjmNqAmLufu3btUvvu0KGDqlN8WeTLWUZGRq1lYHxtPBbrO2H90O49j/XMM8+ojo709PQq+7j11ltVJANfkARBEAShqUKhiLAj1xi2kdhe+uWXXyotp2jL4dwuLi6VllPYNRZsNS655BL1PztxLaW4uFjZK9WFAQMGVLEkoCBNS6bqjv36668rofHBBx9EY8ARXSwjlivb7DNnzqwynJ3tUXMjvhraLrOUtLQ03HTTTUqYZ/uqT58+VaKkjd8f3nnnHcP7A6NZNauKyy+/XLWZuQ+2/9kBYAqv/b777lPXzM+zjc4oYHYUaPWAYjrvLe21fHx81P1cvnx5lX2xHLgdrTEY5d2rVy+8++67ah3bdGzDk7Fjx9ZqO8fr4voTJ05UWffYY48pYVrrsDh8+LCK7mY7lNfKa2D7mpHelsDgCUY/87zYwcC/zcEy5XMXGhqqIqO7dOmCJ554Qq3j+5QWAMEoeu36eJ9qyvPB5fysBq+XUercN4/B54fl5oiWEoLQ2DSN0DVBEOwOBSlGSLAxwF5yNqgIf4jZUOVwNP6/bNky1chhw+1///tfrftlAzwnJ0dFRPAHnI3YSy+9VAmVtUXncmgdh5bxR54Npffee081Xk6ePKl+7Mn27dtx3nnnKaGUQ3coJnN4HhsedUFrxNUHnhNFWQ7dY+OQjVJGM/M8+TcbnVzH8tMaQVr5cpj/8OHDVWQzo0R5XWzAUoykvYD2QqJBwZwNOr4EFBUVoWvXrsr/jQ0xNk6N4TKWG1+OGgMej41rCpUU2tnAp2BsabSr6bVVF1HBoV7EdAieBqO2Ge3L+kDhmsMp6wLvHesnhVY2lHlv2fHA/ykYW9oZwAYy6yKfFwqxfBkgvN8jR45U63766adKPnd8ieB9Z51ylIhuQRAEQagPR48eVf9rbTYNtg/YNmEb4Y477lDLdu7cqX5naUXAzlNLYKc5MY7WrQm2YXlsthVpd8V20z333FPHq6p8fHPHZvuPHceMcKyvPQDbzubapmwfmUJxjG0eRvyyPA8ePKisKRgkwQ71+o6Gs7RdpsHOZtNzZjuUoik70SkMHzlyRLV7KABStKeITIHV9D4wgpr7Y/uJn6dIy/rBNi9FZNqqUWj9+eefcfHFF6uoUq3NnJubaxDU2enev39/dV4UdxlMwHvG9xjWNUZR33LLLaq8aYExadIkbNq0yWBpxTYht2Fb8rXXXlPLuF+WK8+ZwS5sv/MdhQEvmt1cdbZzFEfpj8zzNm0fcxl9m1u1aqXagzwXljvfIdgeTUxMxF9//aXKi0JzTdCeiwK0JorzGhjg8cEHH1S6j3zWWFasIyxrvrfwuWVb+6WXXlLvbIcOHVLPKj+v1Xe+Z5kLPKgO1kW2yfmeSfGZYi3rKOsEBfm6jO4UhGaHThAEwYiZM2cyQ1OlMhkzZoxa9vHHH1cpq/z8/CrLbrvtNp23t7eusLDQsGzGjBm6mJgYw99xcXFqn8HBwbrTp08blv/xxx9q+YIFCwzLnnnmmSrnxL/d3d11R44cMSzbuXOnWv7+++8blk2dOlWdS2JiomHZ4cOHda6urlX2aQ6eN7eraWKZmV7X3Llz1d+ZmZnq7//97381HqdHjx6qnE2599571edXr15tWJaTk6Nr3769rl27drqysjK1bPny5Wq7Dh06VLknn3zyiVq3f/9+w7Li4mJdSEiIur7GgMfjvX7iiScMy6ZPn67r06dPlW1ZDsZlUdO1mePiiy9W27Psq2PevHlqm/fee6/SMfi/Mab3k5g7hx9++EFtt2rVKsMyfobLuI/qrm3z5s1V9q8xbNgw3ZAhQ8yet+l5CoIgCIKjov0eLlmyRJeenq6Lj4/X/fjjj6pd4OXlpUtISKj0W/zLL7/o/vrrL52Tk5Pu5MmTat1DDz2k2gGEv6NsN9VEUVGRrnv37qq9VFJSUus5sr342muv6ebPn6/7/PPPdaNGjVLn8vDDD9frmtke4Pk/9dRTVdZdfvnluuHDhxv+Nm1L1oRWRjVNPj4+hu3T0tJUe3nixImGNiP54IMP1LZffPGFYRnb6ebahQ1tl2nXaG7S2j/vvPOO+vvbb7+t1HZkW8jX11eXnZ1dqV3m7++vrs2Y8ePH63r16lXp/aO8vFyVdadOnQzLnn76abUPtqlM4faktLRU1SFj2K4MDw/X3XjjjYZl99xzjzoXbl8drM91abvxmgcMGFBp2aZNm9Q+vv76a/X39u3bDc9KfXjjjTfUs6eV66FDh9T+fv/990rbjR49Wufn56c7ceKE2XIifMcxbe9W14bW4HK+32mYq0fr16+vdM01tdcFoTkj9giCIFgEe7EZWWiKcYSA1uvPHllGhnI4TW1ceeWVqsdYQ4s2ZCRjbTBigJGbGr1791bDkrTPMlJiyZIlqoedQ8E06GvGqGFLYUQje9LNTbXB8mGPNYdBGfuvWQoTdAwePFhFXmowIpe93eyF1oaDGXu5mkZtsNee12A87In2AbxXtvAWM8eiRYtUtLaxZx3ntcgZSzB3beZgPdSiN6pDW6dtWxeMz0GLGqFlBdm2bRusBSOFN27caIhEIryHbdq0Ec8xQRAEocnBdhsj8Pg7xog6tmfoPc/ISFMYUcjoSQ49p8bD/43bELXBaE22kRg5aEleBEZZMsKREb6MvqRlFSMZ6blrzsqpJjiiiiN6GC3KfRrD6EZGfXKUVUPgKB1z7VKWmzFsBzMq8957763kN8voUbaZTe226oKl7TINlq3p+bKMtfYuo0WN7zGjOxmlyshY3g9jOOLIeNTc6dOnVaQ027za+wgntj15DFoJMBKVsPxpvWA6Wo1oo6VowaFFnNLGgvundy7tFozberSrop2GJe8ElsJ3I1rSGbf/OPKK72La6Dgtkpbteb5z1RW2J2lvp7WHaRtGiwfjdwVGytLKjM9D27ZtK33e2hZzxvWopKRE3Te+r7F8rdm2FoSmiIi2giBYBBvU5oY9UXBjo4eNBzb+2IDShEBLPJVMGwGagGuJwGn6We3z2mfZaOZwK3PJJyxJSKHBhhtfNMxNtcEGFodLUbSk5QGHSdECQhuyVxv0eKK/kynasCpTzyu+IJjCBs/UqVOVFYUGG2W8p5qfXHXwPI0nlifFcNPlfCGoiW+//VadG8uDQ984UXDncKfqPLRMMXdt9RVktXVhYWGoK2y4c8gb7ycbmazz2rlZ6iNmaaOd5aWVD/fNYW/XXHONTfyYBUEQBMGWzJ49W4lbFC4pqLKTXRPtTKFgR09Ltl0oHMXHxysh1BJozzVnzhw1fJ9JzeoDf2dpj0Chrjr/UXNQwLvgggtUO4N5H4y9brkvipDXXXedwdO+Lu0vY+ibaq5dSjswY7R2omlbkm16evOb8061FEvbZRoc9l7d+fI8KByaJjKztL3LdiXFfSadY7vMeGKeAO29gFAMpU1XbdA6gAEhDHyghQf3RZHbuK1HizYmWGMwCK+PAqe5/Bp1gfWe5UChlvC6aBXBY/BdS7t+WtPRwoGWBHyO+HxZ0g6lfQPt42globXJOdGKgO1MzZtYC4KxpKwaCus3OyLYocO2L6+J5U2rB2u2rQWhKSKirSAIFmGuJ50/pMwyymhJ+m/S34iNcc3TiT3TtWGaTEJDP3LGdp9tTBjdQL8nJsBiw48NSjZC2WCyNtVFPDBqk40v+kXxRYIRJYxmqCnLL2Fj2nhiA5IvTqbLud/qYOOPdYOJRtgg16bu3bur6AC+kFlyzyyN5uB+SU2ed9o6vrCQ6kRQ04R6hFEcfBm8/fbblafyf//9Z2igW1LnLYUdEHzx00RbetnSu6yxoqMFQRAEwZpw5BCFOopDbAfV1gahSMuEqvRkZWSk9vteE8y18Mgjj6jfaCbJaggUkLTOWktgBzY9PtnGoGBrKnZ9/fXXyk+WeRy0RE1aoiW2zTivRU2aa3/Zmrq0hUh9/XitgemxtfYX/XWrGx1Xl4ANBhvQT5cBBvSyZTuP+2Cwg3Fbj53/rKNsVzPfBDskKK4yCrm+cHQgRx7Sw5YwXwJ9kNmZb8ybb76p6hq9cil6skOAyeZqiwzntRF2Shi3y7k/jiBjJHJj1yf68tIjl21sXjfb1ixviuXWbFsLQlNEEpEJglBvGHnA4SsUrhhBqmGaBdhesCFFkZS9x6aYW2ZL2Oh74IEH1MQhWkxgwMaR1nCqrmHDRBhs4JuiWU9wvSUwGRt7rCkADhkyRL0UMNKjNkyHe7ExSDHRdDlfpqqD9YONQCYUME3IwWvjSxUTNhhbQDQERhW//PLL6uXIuF4aNxYpFGuRz8YR3qaZlE0jOxjFvXTpUpXQgxEBGryn9aG2iFmK7RwKxwQNvHf9+vUzmyFbEARBEJobbBdwVBXbm1pAQE1QKL355puVcMqow4aiRRpakryWwhJ/s9lGoOjEoAZTKLxx6DcjHE1hm4UT7SJo62Wu/VUftHYi21taR7UmMLO9bjxqjG0h03aQ1hYy/qwt4HlSgGQ5Gov5lrZ3tfNjhHZtI+HYJt+zZ0+N27CjnPtkG9a4raZF7ZpGLbPtyYnnz+jbTz75RAVpUCiuz+goCrTcD+8bBXuOTOP+TWHENSe2pRlAwbr18ccf48UXXzS7XwZJsA08duxYtX9TGJ3O9iYt8bQyra2sqrs+S9vWWnlT6Oa7kQbfHczVR0FoaYhoKwhCvdEiXY2jJNkI/PDDDx2iVDVbg/nz56ssqZqvLQVb2hU0BhRH2fikeGzcWOQQfuMMv8xwa65hwmF99D1bv349hg0bZhh69+mnn6oMrpZEnRD6uTGylg01DotiA49DvmqjuoavJdYQGhSm2fBj1IspLANmUGYD0VqiLf1l6enGzMJ88WG0qjFPPPGEinxmw1DzuePLAOsLh2DyMxqmddlcnSf19abjfSfVNUoZrUGhmy+r9HPjkE9BEARBaAlQDHrvvffUyKTaOpr5+02fXHbGsk1RXRQvRVMOj6etlzY0n5G0/Nt4BBe3Y/uEghwFrtpgpCDFNYp1FI3NwfNjp70ptBlje48+s+xYr2s7qya4H14Dy5Ed+JrAxuhRDjunr6lx+3T16tWqLa9ZonG4PEdY2Vq05fUzupJlqPna0k7i/fffVxYT5kRw00ANRnCz/HkvTG0i6M+qie/0w+UIQQrkpr62bN+xjIzbe1qZMc8A2+PG9mwMXmE0qAbrnda+1tr5tbX1zMFz5HX88MMPyhqBbVltP9ooNgq5xn7NbNvz+MbvF6YwSIIR3bz+yy+/vMp6to8pNmvvTXyevvjiC2XFYHzdxuVS3fXRyoFtWD6bHHWoYe49keVt2rbmva8uylsQWhIi2gqCUG+GDx+uelHZM8ohOfzx/uabbxzKnoBD6tgIZM/zHXfcoX78mZSCQ9Y4nMnWsPEzfvx4NdyHAisbV2wkpqamqsa7Bs3/GYnKnnH2yrPxySFYjz76qGqwUbxjGTMpBz22GB3B4Uu1DS00hhEgbLRz6JYlESvWgI0+Ho/nbg76VtGHiw1SnhsjJKwBo1VYfoxS5fBKDjNjI5YRE4zYocUAh4Vp8GWNHmJsILIe88WFLyqa/5lxA1TzJeYLHX2BWb/qG13O49BzmFERFPLZ8OULm+bVxvJgPWGdZYO2LklYBEEQBKGpw99xLflSdTByj0PT+ftNIYptCmMoomlCGpNR0ZqBbVdaKRAObWf7i5/l7y9FXHZyM8KQI3eYIKsm2HFLIYqd6xTStFFUGhQG+fvetWtXNZmDxzXuNLYWFCofe+wxNUKIoi3LidGbPF/66hpbLjFKmRGP3I7tVorbvBbjpL+2ggl2KbjSkoBJuBiYwHOhyMjyrSm5rAajqxkAQPGSAjiFZra3KbTSMoB2buShhx5S+2a7jx60bIPznrMesD3G0WMUSdlm5L2jsM12HtexLc/EaMZlxs+yzUlPW9ZFtiUpzmt+vJxnG45tbwrlbPty+5ryKnAdOwuYCI/WGabWCEy6xmR7vAZ66lLg5jsYj0PBtzrYocFtjMV6Y1g/GNzAxH8Uatk2Z5n2799f3SPWU4q+9PbV3qNYfoSfY5uVbVdGBbPOs3zY+cH/mcSNAi7fjUxhefP82R5nGfOeMYmesSAuCC0WnSAIghEzZ86k4lqpTMaMGaPr0aOH2XJau3atbujQoTovLy9dVFSU7uGHH9b9+++/ah/Lly83bDdjxgxdTEyM4e+4uDi1zf/+978q++TyZ555xvA3503PiX/zXE3hMXgsY5YuXarr16+fzt3dXRcbG6v77LPPdA888IDO09Oz1nvPffn4+FS73vQ8tOuaO3eu+vvUqVNqfdeuXdV+AgICdEOGDNH9/PPPlfaTkpKiO//883V+fn7q8yxzjaNHj+ouv/xyXWBgoDrnwYMH6/76669Kn2dZ83O//PJLjdfD++js7KxLSEjQNQZvvvmmOi/eg+r48ssv1TZ//PGH+pvXbnz9ll6bKTk5ObrnnntOXTPLjfvg9NRTT5ndPj09XXfZZZfpvL29da1atdLddtttuj179lS6n4Rld8kll6j7wfs5bdo0XVJSUpV6y89wGeuEhum1EV539+7dda6urlWORTZt2qSWT5w4sU7XLwiCIAiOgPZ7uHnz5hq3s/T33rRdqn2uusn4t1lrpxm3Fbds2aKbOnWqrnXr1qqt6Ovrqxs5cmSVtlp1cF81Hd+4HWCO6tq09Smj6tqtH3zwgWqLurm56cLDw3V33HGHLjMz02y7jeXg4eGhGzFihCoba7TLLLnG1NRU3Q033KALCQlR96FXr15V2kQ1vT9obebrr79eFxERoa6V13LBBRfofv3110rbZWRk6GbNmmW459HR0ars2G4n5eXlupdfflm9V7As+B7Btrfp+wz3y/ZZWFiY2k/btm1V+zE5ObnS8ebMmaPr0KGDzsXFpco7UnXwM9yW7wYFBQWV1h07dkx34403qvcatnGDgoJ0Y8eO1S1ZsqTa/RUXF+uCg4N1o0aNqvG47du3V9erwbaw1u7lsbp06VKlLf3CCy+osuQ7hnGdz8/P1910002qvczruOKKK3RpaWlVnkvWRe3e8/mbNGmS7sCBA1Xe67S6Z0n5CUJzwYn/2Fs4FgRBaGwYzbB37956e5E2VeiJymhdeq61NBhdw+hwRiOYDm9zZBgZwigNRg9b4kMsCIIgCIIgCIIgNH0sH1crCILQRGFGVWMo1C5cuFB5X7UktmzZooYy0SahJUIrA2b/ZWID2k0wqVhTYM6cOcrPrTqPPEEQBEEQBEEQBKH5IZG2giA0e5iMgB5Z9Lai1xS9Y+lvysQWnTp1QnOHnmz0B2PirVOnTqlsyMaJ0QTHZMGCBdi3b59KCEHfMvqaCYIgCIIgCIIgCC0DSUQmCEKzhwkVmMwrJSVFmf8zUQQTS7QEwZYw2QKzxHbp0kWVgwi2TQNmDWYCDWZUZgIRQRAEQRAEQRAEoeUgkbaCIAiCIAiCIAiCIAiCIAgOhHjaCoIgCIIgCIIgCIIgCIIgOBAi2gqCIAiCIAiCIAiCIAiCIDgQ4mkLoLy8HElJSfDz84OTk5O974kgCIIgCIJQAzqdDjk5OYiKioKzc8uJQZA2qyAIgiAIQstps4poCyjBtk2bNra4P4IgCIIgCIKNiI+PR3R0dIspX2mzCoIgCIIgtJw2q4i2gIqw1QrR398fjRElkZ6ejtDQ0BYVHWJNpAylDB0BqYdSho6A1EMpw5ZYD7Ozs1WHu9aGa6ltVnn+Ww5yr1sOcq9bDnKvWw5yr1vuvc5uYJtVRFvAYInAxm9jibaFhYXqWCLaShnaC6mHUoaOgNRDKUNHQOph0y3DlmZrZdpmlbrbcpB73XKQe91ykHvdcpB73XIor6ZNXN82q4R5CoIgCIIgCIIgCIIgCIIgOBAi2gqCIAiCIAiCIAiCIAiCIDgQYo8gCIIgCIIgCM0gO3FpaSnKysrsfSqCjYZblpSUqCGXYq/WvGku99rFxQWurq4tzsZGEATBmohoKwiCIAhCs3rZLS4ubpEvyPbE2mXo5uamXvgFy2CdT01NRX5+vhRZMxbl+Zzl5OSICNbMaU732tvbG5GRkXB3d7f3qQiCIDRJRLQVBEEQBKHZCFdxcXHqZbelviDbC1uUYWBgICIiIuSeWFD2x48fVxFtUVFRShyRetx8I6klcrH50xzuNa+Bv8nMoM7f5U6dOkmnqCAIQj0Q0VYQBEEQhCYPXxCTk5NVdGabNm3q9HLYHF6Q7Y01y5D7YsRoWlqa+ptRWkL10A6BgjkFW0a1Cc0T+Z5qOTSXe+3l5aVGTZw4cUIJuJ6envY+JUEQhCaHiLaCIAiCIDR5+IJLoa8+wlVzeUG2J9YuQ77sEwq3YWFhYpVQS9kTsfYQBMHRkO8lQRCEhiHGbXagrFzfuBYEQRAEwUq/rWeTL4lvXvNBE9/plSs0TWiX4evri5tuusmi7VesWIF//vmnwcelXQTtNcxx5swZXHvttejZsyd69+6t/v/+++/Vuh07duDHH3+s9zHPOeccBAQEoG/fvg06/+ZMS6oT69evV3WBU48ePXDbbbehqKioQdchCIIgtCxEtG1k0rIKMP2dpfh0RRzWHkhBQXFpY5+CIAiCIDRbJFK2+SD3sunz008/YcCAAZg3bx5yc3MbTaCriSeffBKhoaHYvXs3du3apYS1QYMGNVig8/f3x4svvmgQ+wTztKQ60adPH2zevFntg/vmyIEPP/wQLYGs/CL13ltaVjePeUEQBKEyIto2MhsOpSK7oARrD5/Gi79tx7Q3FuOpHzbh760nkJFT2NinIwiCIAiCIAg24fPPP8cjjzyC0aNHK7FOIysrCzfffLOKaKSwdeONNyph6+OPP8Z3332nIhOff/75KtGRFPmMxfxrrrkGAwcOVNGR559/PlJSUmo9p4SEBOWTrO3Hz89PJUmioPb0009j+fLl6vi33367Ws/tXn75ZQwePBjt27fH3Llzze43KCgII0eOhI+PT4PKrLnTkuoERwvQ05XQ07WgoKBFdEYVlZQh9UwBzuQVIS27wGDhIgiCINQd8bRtZPKKSuHl7oKCYv0wzpKycmw6kq6m9xbuQeeoAAzrHI7hXSIQE+rbIn7YBUEQBEGwHu3atcO9996rJqFlMuuzNcjMtd0w7Fa+Hvjg5pE1brNv3z7Ex8dj0qRJyu/41VdfNQyJZ92kbzGjGul5yQzzjHSkKMah6u+8847ajgJdTXA7fo5w/88++6wS+WrinnvuweWXX64Ew2HDhuG8887DBRdcoLyTKQrOnz9fTcZ4eHhg06ZNOHDggIrAvO6665R/c1Pi5tVv4XRRjs32H+Thh89G3V/jNi2xTvB8L7roIhw9elSJyHfeeSeaO4Ul+vdcTcDl+68gCIJQPyTStpG5emRH/HjfeDxwXkec378tQvwqZ9E8lJSFr1Ycwm2frMINs1fg4//2YefxDJSVy9ASQRAEQWhOsGO2poliQ33gcNxbb721QedGb06eA0UPUyg8mJ5fXFycEi1at26tMoRHR0croYKChkZ111nfocdC9VCwPZVTaLPJEkGYEZXXX3+9SiI3ZcoUVUf279+v1v3111948MEHDUmKNJGtrtCKgFGVjM787LPPVGRmbYwdOxYnT57ECy+8oCI26TM6c+bMGj/D6E3StWtXJcxZEr3paFCwTS/MstlkiSDcEusEO9F27typ1tPPlrYQzR0KtcbkFZZib/xpu52PIAhCU6ZpdRE3E9xdXdC7TQAmDAjDXVN64khKNtYdTMH6g6mIS6to8CRn5uP3jXFq8vV0w5BOYRjaORwDY0Ph7SG3ThAEQRCaMsnJyYZ5RnhxGO7BgwcNy5isR4PDS5lszZLovvqKHaa0adMGX375JR599FHDssTERCxdulQNJdZgorCJEyeic+fO+O233xAVFaWGGy9atEhFyBnDYcSMYjOmuuRAQsMiYe25f9aJb775Rg0N1zxe8/PzlWj3xhtvWHwc1nctySApLKywEluzZg3ee+895T/KiMg///xTPUOWQAsDioacGFHJ+jt79uxqt2dHhAYFR0aJNjUYCWvP/bf0OsHv86uuukpZPfD/lhJpq/H5kgPoEBls8+8mQRCE5oYof3aGESadIgPUNOOcLkg5k698b9cfSsXuE6dRVq73AMotLMHS3YlqcnNxRp92wUrApZVCiH/laF1BEARBEByfiIgIwzwzzrNNoC1j8h1Gfy1cuFAlyWESm//++08Jqffffz82bNiAvLw8dOvWDa+88gomTJhQrT0C9ztnzhz8/fff+Pfff1U07JtvvokLL7ywxvOjcPHzzz9j7dq1GDFihFr21VdfKTGDUWkae/fuVUN/mSwoNjZWHS8mJsbwGVOB1vi6BdtQm3WBraFY1qFDB1VPNRhRyQhu1lfWPQp1H3zwQaWh8EzmdeLECcNnWFfYYcFh9d27d8fXX39tWJeZmam8R4ODg5Vf6CeffGLRufE54nD2Vq1aqb+3bt2q6i3h8emt2hypzbrA1rTEOnHkyBH1XUihmufz+++/K6/d5gzvjRZp6+bqDA8nvdyQXVCM//25Ey9ePQjOYv8nCIJgMWKP4GBEBHrj4sHt8dq1Q/HT/efi0Uv6Ykz3yEqRtfTB3XI0HR8s2oNr3l2qfMu+W3UYR1OyxehdEARBEJoRjHKlRQHFDb7sM+kOI8EY7bp9+3YVtTp16tRKIqo5nnvuOVxxxRXKL5Kf59De06drHq7q7u6utjNOssPIWyYIMobCCkUWDvs1joATWi6MntSGj2uwg4EdBgsWLMDbb7+thor36tVLJXh6/PHH1TaXXHKJGs6uJZ1iVOX777+vOhAoqjFaU4N1v0uXLmoaNWqU+owlsAOESbA4fJ7PFMXEb7/9Vq0bP368Oi8u15JOWQqjRmkLMm3aNCUocv6xxx6r0z6aMy2xTixbtgz9+vVTidX4f3h4OJ566ik0Z4pLyw3vo55uLgj294Szsz5Hy9aj6fhtwzE7n6EgmCe/tBBlOrGkFBwPJ52kc0R2draKcGEvKntTbU15ebnKRsphO5pvU21QqN11IkNZKDASNz27YiiQMeGBXir6llG4vdoGwdWleery9SlDQcpQ6qHjIc+ylKG14BBZ+iMyk7c2bLUuyZh00MEJTo2WpMkUiqGMjNXsBLRIWya/oTdsTVBooJgwa9asaiNtGa1Lv0bCCF0O1aV9galVgQaj3yh43HDDDUr8oJUDo88oSNEigZ6RF198scHXltFxzAjPYcJcx3OnQMPIOg2eB+8NtzGGAlfbtm0tuqf2ars5CqbXze9Q3o+cnBxV1qblJDQf+MrGIfgULSVRcfOmKd/r7PxiNXKUcDSotytw8PAR/G9xAtLzyuDi7IS3bxiOLlFii0OkHewYzD+xDm/u/hVDQrvi9cE3w9nJ+vqC3OuWQ7mJVtXQNqvYIzQRaIkwoEOommae10NF1Wo2CvTE1Ug9U4D5m46rycfDFYM6hmFYl3AMig2Fj6ebXa9BEARBEOyRjKkpQwHUGEbaUiil1QGFVL7YFxQU1Bppazwkl96NbDSyQVkbjBDr1KkTfv31VyxfvrzaDOlM2jN9+nTlKblx40b88ssvePnll1XE2rnnnmvYjtF0xlYOhB64giAIQvPys/VwcwF0ZSqfy+R+bfH1mjhl/ffKvO2YfctI+HjIu6lgf4rKivHpgb/V/Mb0A9h5+hj6BXe092kJggERbZsg7HHtGBmgpmvHdEZaVoFBwN11PAOlZ31w84pKsWJvkppcnZ3Qu12wIQo3LMDL3pchCIIgCDalLglPrB1pay0osBrD7OqLFy9W3o8dO3aEl5cXLr/8cuWXWBP0VDRtSzASwBJoh8CEPIyI3bRpU7Xb0UuSVg30pnzxxRcxadIk9b+xaEs/Sp63IAiC0PzQ/Gw1e4SSYv3fFw1uh81xmdifeEYl237v7z3KBrCpRRILzY9lSTuRU1Jg+PufhC0i2goOhYi2zQAKsBcOaqemvMISbD6armwUNh9JU8ItoZC77dgpNc3+Zy86RvgbBNzYCH/5wRQEQRCaHZZaFDSloahMCvZ///d/yudRi7w9fvy4TY/JCFqKxYy6ZeIfS2A5du3aFevWrbPpuQmCIAiOAX9LtUhbjhJ1cXaG5jhMy75HL+2HOz9dbQgs6t8hBJP6trHrOQvC/BNrKxXC8qSduLfHJfBytV4HvCA0BBFtmxm0QDinR5SaSsvKsfvkaX0U7sFUpGZV9CDRUoHTN6sOI9TfU4m3tFHoHROsfmQFQRAEQXA8aFXAhF+MaKUwyqQ2lkbM1hdmVKcVg2m0rgaTBD3zzDO4+uqrVRIhDw8PrFy5El988YXyuTWGnr0pKSlVInRNI4oFQRCEppuETFkjmEm4fe8FvfHSb9vU3wwk6hbdCm1DfBv9XAWBHMxKwL4zle2lCsqKsDJlN86LrmxPJQj2QtQ5O+G7+Ddg8Tzg5FE6FdvkGOzR7Nc+BHdM6oGv7hqLj24dhevHdEanyIBK2zGp2YItJ/D4d5twxZuL8fJv27B8TyKyC2oeaikIgiAIQuPy1ltvKRF1+PDhSrilBUH//v1tftzAwMBqhdXo6GjExMQoK4ShQ4eq83n33Xfx3HPP4Yknnqi0LRObRUZGVpqYCb658eqrrypRXUsGpyV34zLjqa7Z6AVBEJqKNYI5RnePxOR+bQzb09+2uLTic4LQmMw/XhFlO6l1hUi7KH6z3AjBYZBIW3tQUgKftf/AqfTsgBEfP6BLb6BrH/0U2ZbjCq16SL4YdAj3V9M1ozshPZs+uGkqCnfn8QyUlOmF4/yiUqzcl6wmZyegc1SgSn42sGMoukQFqGEugiAIgiBYF1oecDIW+LSIJWPatWuHZcuWVUkCZoypXYK5/TDitSZWrFhR43pG12qEhIQokbY2iwlz59Ec2bx5Mz755JNKyd80brnlFjz//POGv729vRv57ARBEBopCVk13D6pB/bGZ+LkqVwcS83GnCX7MfO8nnJbhEaFPrZLkrareW9XD9zf61LsyYxDYn4GtmccQUr+aUR4B8ldEeyOiLb2IO5AhWBL8nKAbWv1E/FvVSHiDhoNeFt/yEiovxemDoxRU15RCbYePaUE3I2H05BbqD835jM7kHhGTd+tPgxfT1cVuTswNhQDYkPVPgRBEARBEAQYPIavueYazJkzR0Uem0KRlsnYBEEQmnOkbU2iLaNwH7+0H+7+Yq2yVPhz8wn1jjm8i3w3Co3HvwmbUVimH1l8XvQgeLt6YnKbwfjs4CKVnPbfxK2Y0akikaog2AsJm7QHnXri1F0vofyq24F+w6uKstmZwOaVwDfvAYUVPrQKY7HXSvh4uKmhKg9f3Bc/3T8Br183FJcNbY92oX6VtsstLMXq/Sl4+6/duPbdZbjlo5X4ZPE+bD2aLsNaBEEQBEFo8TDq+fzzz8eECRPMlsV3332nIpN79uyJxx57DPn5+c22zBgV3qVLF/Tt21dNN998MxwRRqZ//PHH1a4vKSnB3XffjR49ehiS8dGmxJLP1ibw096E9YH2Iy0BqRM1ExcXhwEDBqBfv37qmbniiiuQmZmJpgBHUmiiLS36ONVE+3B/3DaxIrHlWwt2qZGggtBY9XX+ifWGvy+OGa7+n9R6gGHZP/GbW8wIIcGxkUhbe+DkhNLw1kCvfsCEi4HyMiAhDti/Ezi4Ezi0ByjMB7hNUGjlz/76ObBjA9CVkbh99dG4gcFWOzX+wPZpF6wmnEu/2wJsO3YKW46mq/+1KFzCIS2c5m2Ig7urs0pixgjcgR1C0CbE1+EzcAuCIAiCIFiLH3/8Edu2bVP2COaYPn268v6NiorCrl27VJK2gwcPqsRy1VFUVKQmjezsbPU/k89pk/ZSyf8d7QWTZULxSaMu56fZbdgaCmUUXm+77Taz69955x0kJSUpSxCeT2FhIY4ePaqupbbP1gT39fDDDyMoKAhjx461qGyM73VTRepE9dDje/Xq1fDy8lKdBQ8++KBK8kj7GUeHEbPlZ+slI2lNv5e07ytjJveNxrZj6Vh7IBU5BSV4dd52vHrt4BZlx6d9h9s6oahQGdofnMhNVfN9gjogxidM3YMwz0D0D+6IbRlHkJB/CrsyjqFXUHurFJ/c65ZDuclz3dDn29Xeva0nTpyosvzOO+/E7NmzVaPogQceUD/ubLCyN/rDDz9EeHi4YduTJ0/ijjvuwPLly+Hr64sZM2bglVdeaZRGntVwdgHadtRPky4DysqAE4eB/Nyq2x7YCZxKAdZw+k+/LCIa6NIH6NZHb6vgZ73eelogTOrbRk1l5TocSjqjImsp4h5MOqMsFLQfai7j9AmAsAAvDOgQokRcDnfx9TSfcVoQBEEQBKGpEx8fj3vuuQeLFy+Gp6en2W1uvfVWw3yvXr2UQDN+/HglAMbGxpr9DNu0TOhmSnp6umon80UgJydHvRxQ5ORkbqiyKc5OTnBzdbZoW/bBu7tWP9S5JkzPifz333948skn1XIm1WMiOkavrly5UkW0DhkyRInfjz76qIpspXCVlpam3gUYrcv3BLJhwwa1jXb9zz77LC688EIlhq9atUqJXv7+/vjoo49UxG9BQQFuuukm7NmzB25ubup9YuHChSoZHN8nKC63adMGv//+e5V7y2hY7Xr4jsH9cd7cZzt16qQsMpYuXYrU1FTlVf34449XKRsXFxeMHj3a4EFtWk6m8BrL+I5wNldFfSgqq37EHvfp7uxq2bYA3F3q17aXOlFzneDEultcXKyisfl+W1vdcATyCyvO0c3FyXDO/J/fUxkZGeq5M+WawRE4kJCJjNxi7InPxGf/7sIlA6LQUmDZZGVlqefbuQWJ1fbmp6PLDfNjA3uo3xiN4X6dlWhLfj+yGuHtzCdhrStyr1sO5SbPNdspDcGuyiYjEbTGB2Ej6txzz8W0adPU3/fddx/+/vtv/PLLLwgICMCsWbNw6aWXYu1avfcrP8shaPQGW7duHZKTk3H99derH4SXX34ZTRYXF6BD16rL+ePnGwC4ulW2SUhJ0E8r/9b/3bodcMkMoO8w656WsxO6RbdS07VjOiO7oBg74jKw5Wia8sQ9lVNo2DYtqwCLtseriS8G3aIrEpp1igxQywRBEARBEJoDW7duVS99/fv3NyxjO5Xi4QcffKAER4oxxlCcJEeOHKlWtKWFwv33318p0pbiYGhoqBIk+WJAUYTiDsVE46CF2z6tyIptSu+YINxzfi/D33fPXY+iEvORIExESwut+nDttdeqqEHy9NNPY8SIEaqtzmALCte0i7j66qvVOwDL58CBAypA44svvlDlN3ToUHzzzTfo2rWrspIYNmyYmlhel19+uXpHGDVqlCoHJtfj9VPIffPNN9UxGfhB0XfRokVYsmSJKr99+/apdadPn1bbM1KW7xzbt+sT0pgT2ydPnqxEZZ4/hXa+q/B8q/ssj7N+/XqcOnUKHTt2VGJx69atze5fu2eWBpyYE74sZcaaN6pd1zcoFg/11r+DkVvXv1utcNstsC2e7Du9XucgdaLmOkGxlt8NDGxiMsM//vijSQQjlZZXiLZeHm6V6jVFi+Dg4Go7tB671AsPf7NRRer+uT0Zw7q3USM4WwL87mKHCb/TRbRtHDIKs7HpzGE1H+Tuhws6j4CbUYfVBUEj8Hn8UhSUFWHDmUN4OPgqeLq4N/i4cq9bDuUmz3V1332WYtdfAF6EMa+++qpqhI0ZM0Yp059//jm+//57jBs3Tq2fO3cuunXrpnrW2YhjTz0bXmyEsbecvdwvvPCC6mFnb7u7e8MfLoeCP34PvgoUFwFH9+utFGipcPygPjpXI/G4Xtg1JisTOHkE6NQD8LROpmJ/L3flhcuJvQgn0nNVpO3WY+nYfeI0SsrOhoPrdCpDKKevVx6Cv5cb+lPAjQ1F/w4hCPZrWCUWBEEQBEGwJxTydu/eXWnZDTfcoMRGtktNBVvC4faEEbfV4eHhoSZT+BKgveBrUZf83zgCs7bu8crRmk7Vbm+637rw008/VbJHWLBggRJrKUZpAh6DMmg/wGN06NAB55xzjlp36NAh7N27V4m6GoxW2b9/v4o0ZrQrI1UJy5eiEOF7AaN3uS1fnCjOct88D36WvsN815gyZUqla6vuGuk/zGjoNWvWqCARvmN8++23KrCkus8y0lZ7YeM1MZo2Ojq62vKt6fgabGtbum29cKrbfqVO2KZO8HlnJwA7Kdgh8OmnnyobDUenqLTiXZT2CKbfS8bfWab0ignGdWM64asVh9Qozv/9sQsf3ToK/t7N7F2+GmorH8G6LEzcjDKdXqc4v+0QeLhWrmc+7l4YG9UHC+M3Ia+0EGvT9uJcI6/bhiD3uuXgZPRcN/TZdphuO/Yq8seO0QS8QEYscGiIcSIHNnzbtm2req4p2vJ/NvyM7RJooUC7BDbyaOJeH38wW9NgPxMKsrRB4HThdfpkZUf2wungLr19QuJx6Dp044EqPrNjPZy/eQ86Vph2XdRndfx8bDfAwzqiadsQHzVdOqQdCkvKlHBLAXfrsVNIyMgzbJddUIIVe5PURNqH+WFAbIiKxO0eHWjREDzxhGk4UoZSho6A1EMpQ2vXpfr6ejYHr0h7Y+0yrMkL0dH8//z8/JS4Z4yPj48SEjXRj4EIFAq5jJ62FGQoOmoCprX58NZR1a4z1ebeuWG4xdvaEg4F1+C9p9+rJm4bQ3HMHLQqoAjM0XwMBGE5a8IuhTIGeyxbtkwJuxTCzO3bHAwEYRAJJ1o0UGinGFwdxlE1FJQdZXj73NEPVLvOySQ/9ccj7q5hT41XKVpqneD+2fHDSG9HF215X/juZ2kSMnNcOaIjdhzPwM7jGWr05psLduHZKwZIjhTBqpSWl+HPswnInOGEC9sONbvdedEDlWhLFsVvtppoKwhNWrSdP3++GtZEjx+SkpKifqxMs6lSoOU6bRtjwVZbr62rjtr8wWyNTfxMwtrqp1EXwKm4CLrsHIDTWQJ2bgIHpznxJefYfjU5LfoJOhdXlLSJRVGHbihu3w0lbTpUjdKtJzH+QEzfEFzaNwSncoqwOyFbTfsSs1FgNAQvLi1HTb+uj4OHqzO6RfmhZ7Q/ekf7IzzAvKAsnjANR8pQytARkHooZWgt2NGrDRWvq0BiDa/Ilo4tyrAmL8SG+oM1NmzTUhRiUqu8vDxlcXDZZZcpb1db4eHmYpNtGwKDLhiRTDsEitm0L+AQcU60iTCGkbS0gOBIO4pXhNtQtBs+fDgOHz6skjYZ2yOwfc26QgGNdZLWFBoJCQnKQ5e+t+edd55696BfLY/Bz1UHLS7oU6tFRDOwhOfAd5TaPutoeNRhiG9dtm0IUicqoCUCI3FpKcI6TfsPW3XqWBOOriw/m+ikvt8ltOF75OK+uOPT1cjKL8aGQ6n4c8sJXDSonZXPVmjJrE/bj7TCM2p+WHh3RHgHmd2OyckivYOQnH8aW04dRlrBGYR5WS9vkCA0SdGWVgj0i2JGXVtTmz+YrbGLn8mYydAFBQMHdsEpJd6w2KmsFO7HD6oJmA9dn6HQzXza6ocPCwO6xwJX8iWsrBwHEs+oCFxOR5KzoMXkFJWWY8fJLDWRiEAmNKOVQojyNvL20FdZ8YRpOFKGUoaOgNRDKUNrwU5XCnmmvp51oSFekYL1y7AmL8SG+oM1BitWrDDMs51JT9SWDtu+9LGlr62WiIzClDmhn/f/r7/+wr333ou3335bdQowIRgjlinyMukXExbzuWc9oUXa1KlTcdVVV6FHjx6q3lx88cWG/VEs5juAlrTtuuuuU4IY57k9RWRGXv75559VIjV5DvyOofjOyE/6jPKY/HxNn60Nfp5BI3wX4VD5sWPHKg/floTUiQoYBfzEE0+oedb3AQMG4L333oOjY5zIkNYI9YWWeQ9c2BtP/7hF/T1n8X70bNMKsREBVjlPQZh/osLr/eKY6keYODs547zWAzH38H/QQYd/E7fguo4VI8AFoTFx0jnAOED2KrKhM2/ePFx00UVqGYep0B8sMzOzUrRtTEyMajhxSBkTGrBxZDyMJS4uTu2LWWers0cwhQ0lJjpjT3ljibZMVhEWFmYf75ozGYBmpcApPbli3bSbgUmXG58s8OPHeiuGHv2t5odb6XTyirBNCbjpKqFZZl6FdYUxrs5O6N6mlfLC7dc+GL5OhYgIDxf/n6ZaD5sBUoZSho6A1EM9FFTYBmjfvn2dBT1NxKFI1BQjbekBSr9ORnHaC1uUYU33tLHbbo6C6XXz+U9MTFTCJdu/TUHMFupHU/+eEprvvU7PLkBmrv79LSrIB76ebg36bf7kv32YtzFOzUcH+2D2zSPh6e4wsWZWRdpwjUdCXjquXv6KmmcU7Y9jH1fibHUk5WXgyuUvqfm2PmH49pxHGvQ8yr1uOZSb6CwNbbM6hFLDYU+8oPPPP9+wjD2LjNZYunSpYdnBgwdVbzezxhL+z15zFojG4sWLVUF07969ka+iCREYDAwZC8y4F3hlLvDa18ANDwDDJgA9TPxajh8Clv0JfPQicM8VwJuPAv/NAxitayW9P9DHA+N6tcZDF/XF9/eNx4e3jMSN47qqzMYUajVKy3XYdeI0vlh2EHd9vg73fb8bs//Zi+1xp1DmYN52giAIglAbjArkMG1zcNg3Xw4YedVQvvzyS7UvJnM1RYtybNeuYggqI7yYHJa5BDhMl0PBmc38s88+M2xDOystwYyWbIFRiBw1JQiCILQcrBVpq3HDuC7oGKEXNpgXhe97gtBQ/jjrZUsuaju8RsGWRPkEo29QrJo/mZeGfWdOyE0Q7IKrI6jQFG1nzJhRaTgjleibbrpJ2RjwZYFC7F133aWEWnofkYkTJypxlsObXn/9deVjS28wZoU1l2lXqIbgMGDEufrJlN2bK+bLSoH9O/TTz58CoZFA78H6qXMvwK3h3lfOTk5qCAynK0fEIr+oVBnSMwp3y9F0JGfmG7Y9k1+Cv7aeVJOflxuGdQ7HiK4R6N8hxKJkZoIgCIJgT9jOoa8pvTZNs4izbTRw4ECr+RkyKRY7uZnEVev81uypmOTVGPr+f/LJJ8oPlOfACIEtW7ao0U/GUHDmeRpHhvE4giAIQsvAGknITOF73OOX9sfMz1ajoLgM/+1MQL/2ISrIRxDqQ1FZsSGxmLuzK85vO9iiz53XZhB2nD5qSEjWo5V4LAstULRlUgZGz954441V1tG/ipEbfKEpKirCpEmT8OGHH1bKvEmvqzvuuEO9gPBFgeLv888/38hX0YyZfAXQoSuwaxOwexNwKrViHW0Vlv6hnyjgvvyF1VMM08N2WJdwNZHE03nYejQdm4+kqQjbkjJ9tG9OQYn6Qefk5e6CwR3DMLJbJAZ1DIVXMx1OIwiCIDRtLrjgAuXnyEhY44RUubm5KgL2f//7n0rCxcznTIZE0ZTZzx9//HFcffXVdToWO8anT5+OL774wiDaUiym7yotp3744QfDtrSeuvPOOzFt2jTDsj59+lTZJzvIIyIiqgznFQRBEFoGpVZIQmaO1sE+mDW5J/73x0719/sL96Br60BlvyAIdWV58k5kl+iDv86J7INAd1+LPjc2sjfe2TMPhWXFWJq0HXf1uBgeLpL/QGhc7N6yZrRsdba69L2ZPXu2mqqDHrcLFy604Rm2cNw9gF6D9JPuTiA5Xi/eUsQ9spdjKPXbMdLWVLBduRCIitGLvi7W+RFvHeSjpgsGtMWJhGQczwbWHUzFpsNphl5e9siu3JesJjcXZwyIDcXIrhEY2jlcReQKgiAIgiNAgZMJmSjaMvmM5pVGwZYWBRRmKeDSMuqRRx5Ro47+/vtvNcKI4u3gwZZFimiwg5z+t++++y68vb3VcRktGx6u7xjVoBDL3AIUbikqC4IgCII5tPcva4u2ZELvaBWks2RXIvKLS/HKvO1464bh6v1OEOrC/OPrLEpAZoq3qyfGRPRWichySwuxJnUPxkdZljdJEJqNaCs0IfgyGdVWPzFZWX4esG8rsGszMGBk5W3zc4HvPtAnMvPx03vl0kah50DA1zoJQxhRO6Z7GMb2bK28lPijvmZ/CtYfSkVuYYnapqSsHBsOparJxdkJfdoFKwGXkbtBvpKsQxAEodnz32/A4t9r3kang0ubWODu5yovf/8Z4KR+WFyNnHsJMPGyep0ehVRG1K5cuVIJqoSWAxxlRKsoTg8++KBhe1pF/fvvv/j555/rLNoyQSuTVf36669K+KVo+9Zbb+HYsWOVtuOyyy+/XIm3PXr0wPDhw1WiWFO/Wo528vWtHK3y2GOPGbKfC4LQdCgsLUZeaSEC3H3g6iw2Y4J9/GxNYbTt/oQzarTloeQsfLn8IG6ZUNWfXRCq41BWAvae9aPt6B+FnnW0OJjcZpASbck/8ZtFtBUaHRFthfrj7QMMHK2fTNmzVS/YkrwcYNMK/UTD7w5dgF5nvXDbdLCKpQJ7dhlJy4nDdJiwbM2BZKw7kIrMPH0207JyHbYdO6UmDrHp3qaVslAY0SUc4YHeDT4HQRAEwQEpyAcyT9W4CX+FdK1Cqq7Iyar1s4Zj1BMm+6IoStsCirZHjhxRScg0qydG3L788stKpE1MTERxcbGyjGKkbH1FYorC9LHNy8vDlClTlHetMcwXsGfPHmzduhVr165V1gxMmsbkY8bJyMaOHYuPPvqokj0CE8sKgtC0KNeVIz4vHWW6chSUFSHaRyLsBftH2hLa3D12aT/c+8ValZT61/XH0LddMAZ1lN8awTLmn6gcZauNarKUfsGxCPdqhdSCTGxKP4hThVkI8QyQ4hcaDRlbINiGbn2BGx4ABo4CvIxeLHXlwNH9wPyvgOdnAg9fBxQVWvXQNMBnMrK7p/TCd/eOx1v/NwyXDm2P8ACvitMAsDc+E5/8tw/Xv78csz5bgx/XHEH8qVyrnosgCIJgZ/gbREG2hkkXGAz4mmmA+wXU+lk1Gf/O1TMh2W+//YacnBwlqNL6YMyYMWodo3BpZ0B7hOXLl2PHjh3K45/ibX245pprsGHDBjz77LMq2rY6D1rmFBg0aBDuvfdezJs3T0XlMmlZXFycYRvmEujYsWOlicljBUGDdZrR2KzjlkCP5X/++afBBXj8+HEEBgaaXXfmzBlce+216Nmzp0r0x/+///57tY7P148//livY9JShNHv7PRghPrDDz+sEi43BXJKCpRgS/JKCg3z1oQJDm+++WbD32vWrFHiCe+5xu23346nnnpKzbdr107dD2PYsTV//nzD34z25/dUly5d1CgCfp6JE83B77CLL75YzTOx4pVXXlnnazD+HOvRq6++WuP2+fn5KpkjnwNyww03oHPnzsojfMSIEdi8uSLhMzvFWrdujb59+6pREY8++ihsAUdaMB9MXWACS54XJ9bt2267TXUesrNu585duPnay+Hi7AxXZ+vmNtHoFBmAm4yia+lzm5Fj3fdHoXmSW1KAxYnb1Ly3qwfObT2gzvtwdnLGedED1Xw5dPg3YavVz1MQakIibQXbwBfdEefqp9JS4Oi+imRmSScrtgsIAjxMbAr27wCCQoHwhmcIpSVCjzZBarp1QjccScnG2gMpWLM/GfEZeYbtDidnqWnu8oNoG+KLkd0ilI1Ch3D/OvfGCYIgCA4EbQtqsy7Q6VDGJFqmy+8ysUuwEVdccQXuueceJRx9/fXX6oVa++1hpCutCSgyEYpAhw4dUsJQfaCoeuGFF6rI3Y8//tjiz2nHY3SuIFjKTz/9pDyZKfyz88HUTsMUCngUw+i1bCuY9I9ezbt371bPGQW1lJQUtY4iIUXBq666qs77bdWqlRJ8KR4WFhZiwoQJ6nmmGOfoZBXnVQpsyC8phJ+7dUehMTLfOPE0O6GGDBmi7rlmDcNlln4vUdyneEjhliInI/2ZVJEJHmk3U1P7nUIq62ZdMf6cJtrWJK5yFAO/v/38/NTfl1xyCebMmaM6y3jeTPbIDgaNhx56SHWUaSMXbMHvv/+uvNTrAkVmCsxubm7qN4j2PUwOPuuue9Cpa3e4u3tg6/rViL3kfNiKSwa3w464U9h4OA1Z+cVKuH35msFwlvc0oQb+SdiikoiR81oPVMJtfaBo+9XhxWf3uRnTY8eKRiA0GhJpK9geRvF06Q1Muxl4/lPg1S+B6Xfqk5uZeuEyKd2XbwFP3KSffvwY2LsNKKlfRJExbLyxp/b/xnbBZ3eegzm3j8aMczqjY0Rlj92Tp3Lx/eojuHPOGvzfB8vx6eJ92JeQifJqEuYJgiAIQkOgkMXoLfrBJicnVxJ5OnXqhMWLF2PdunXYv3+/EilSU1MbdDxGnJ06dUpZM5iDfrZvv/02Nm7ciBMnTihRZebMmSpCzPgzjLSi2GU8cb+CoMHobEaJjx49upJIlpWVpaIuGeVKQYhiHgVTCnbfffediuijRYhpxCwT8xmLcYwcp5DGiNnzzz/fIL7WREJCAiIjIw37oaDG5ywtLQ1PP/20Eg55fEZtEm5HixJG0bZv315Fw9fkGa0lU+Y+jAU5R6WkrBT5pXorMQ0m3LE2Q4cORVJSkip/wu8VlrcWacvvvpMnT2LYsGEW7e/FF19U/tksd0Ih9M0331Qe3byHNcFj8v4QrY4xwrd///6qLrCzjAIwt2EdpV2M6edYPyj482/WQXN88sknmD59uuFvdphpoxtYHrS8qas4a3wOhOfGqGTjY/K7mtfywgsvVHpeSkpK1LWNGzdO7YfXxk5CPj+9evXCrl271O8P5ymo8/wI7Xgo2BKO8igoKFD71fxsL7joMnz/jfnnwlrweA9c2AfBfnrRjblMfllngee80GJh50cla4R2I+q9L1rG9GrVXs0fz03Fgax4q5yjIFiCiLZC4xMSAYy7ELjnBWDyFZXXJZ0AMtL086mJwJL5wNuPA/deAcx+Hli1yDJ/QQtoG+qH6aM6YfYto/DVrLG49dxu6NGmlfI21Eg5U4DfNsThvrnrcM07S/HBoj2ql7esiQx3EwRBEJoGHD6emZmprA+ioqIqRQXy5ZvLGY3G5GDaEN/64uXlheDg4GrX81gLFixQPrZ8+Z8xY4YSa//7779KdgqMdKP4xYnnTJ/cUaNGNejchObDvn37EB8fr+oT6zcFXA1GE7q7uyuRaOfOnXjttdcMQimFWAq4FPRq45133lFD1rkf1j3aftQGo9p5PEYAz5o1S0U8EvoxUyhmRKgmIGt4eHhg06ZNWLRoEe6+++5ahTaKxxyGzqhPh4KR8pyMAhGy8jLhlJcPp6KiSkOKdbm5+m2N27wlJfplhXUXdXm/6d9NQZUdPrRaoac2RVxGJnM5BVsK3hrszNKG5XPivdbYtm1bFYGXx+B9pR93XWAnAj/HfTJylnWWAivrAb//aO1gCusHBX9uY3xeGqz73C/tbszByHNev/F3KpdRQOV3r6k1hCVQwOUzQB9yXotpPWUZ8x5oAuyBAwdU5wmfH/6uUMzl9TMKnUI0ny8NitvsYAkJCVEJMu+8806Dn23fgYOwelWFzYWtCPB2x8MX9zW8q325/BD2J2Ta/LhC02TH6aM4kavv5O4T1AHt/SIatD8mJNNgQjJBaCzEHkFwLHz9gctu0tsoHNlb0VCk7+32dfqJva3RHeB85Z1sYVvlsBGtvHHZ0A5qokfSuoOpykZh5/EMQ4Tt6dwiLNhyQk3+Xm4q6RltFPq1D4G7q2TZFQRBEOoPxQdGhZizMzD2cDSHsSekORg5VdMQbQponDRuueUWNdUWrctJQxvOW51HrtDIfDsQyKs96rTe+EQA11YVqoyhSMth2C4uLkqcYpQ4o8W7deumhFJGctM7mdCuoD7QUuSbb75Roh8nCkq1QVGWEZ0cQs8Idp4XBavZs2dX+xkKyYSdF6zjFGWjo6PNbktPVYpu9LStLgLTbmj2FGlpLHT13Dr97w10efF1nLn+Kpz54B01lFh52oaH05QVoI+1FsnJMrrvPoDRo999V+fDs+z5fRUTE6Mil7WIU3qmcjnXG8PobOOoUs1GwdpQKNY6w3jPOPpBOxeeJ6O/6wrF6HCWoRm+/fZbZVFDcVXjpZdeUh1gfCZoJ0LRmFY4mrWCpb7KtBZh5x7h97iW1JLwt4QWDRr0IadYrV03/9ZGU/C6aaWgwWhedrAw2p12PTzHUedOVetCQsNxOiNDPYPGorst6NsuBFeP7Ijv1xxR72iv/L4dn90xRt7FhCrMP26cgKz+UbYaYyP74J0981BcXorFSdsws/tFcHeRNo9geyTSVnAs6HE7eRrw8P+Ad34GbnscGDZB75FrTEYqyv1NEkyUVWQvbQjBfp6YOjAGr147BD/dPwEPXNgbQzuFwc2l4nHJLijBfzsT8PSPW3Dlm0vwyrztWL0vGQXFtvGfEgRBEARBsBgKtrmJtptqEYQ5DJti6ldffaXEHopBTMpkHG1rCRRIy4zadxSFjBNZvffee1i4cKGKMHzrrbcqra8JJtGjkMwh9kwCyHOtCWMhiiJ0dZG2HC5P0Yw+pvfffz8cnYLSIkNwgquTKwLdfWx6PAqhjPbkpAmwTLqoLWOkp6VwBALFXmM4dJ9RtlxXFxhJbXx/Lb3fNUFLAXP1kUI0I3dpe2Ms6jIJmdaJQWGVYu3Bgwfr9EyYYmyNQIH+33//xeTJkw3LTK/TkuumoE3PZwrZWqRtaUmR2p6Rzo3BtWM6qdGRJPVMAbYdE1seoTIZhdlYmbJLzbdy98WYyF4NLiJfNy+MiehtSN64NnWvFLvQKEjXgOC4ePsCg0brJ0bcHj+sj8BlQrPQCMC0Z+vTV4CcLGDIOcCAUfqo3Qbi7+2OiX3aqCm/qBSbjqSpCNxNh9MMDZX84lKs2JukJndXZwzoEKoicId0Coefl374kSAIgiAIQqPBSFg77v/PP/9U/q4bNmwwLGOULYW6V155RUURvvHGGypRE4Wq9PR0FW3r7++vfJQ1GDFIsYlWC0yGx8ReGrQTobBFqw+KdfTytATafAwaNEglDiMU+bQh7Dw+h7TXB0YgUrDlRFsTh4SWB8Rbn2QsqyQPWXffhtN33IRI/1D4uHkBBfrh5ieP7kaMXzj9VCo+P3Mmwzep6NXr8Cx3egdT8GMd0URb2kjQ01aLvrWExx9/XA3t53B/RuNSYHzggQdUJ0FdxN/6wrpCb1fWPXNiZZcuXdS1chta0hBG17JuLFmyRNnJmEbmatHbfG5Onz6tOjtM4XPFZ0R7Zow7HCiKMzkaj0u7D+NOEtp7MMq9tmSA5jhy5IiKjqatAq+XEbg9evYy2MXFxx1R/ria6GxrXJydccng9tgbr6+rtEjgCEhB0Pg7fqN+xACA89sOgZuzdWQvWiQwylZLSDY2qo8UumBzRLQVmgZsBHToop8uug46emplZFSsz88Ddm5kVy9waDfw/YdAj4F6AbfvMMCj4UN1vD1ccU6PKDXReJ+9uhRw1x9KRW5hidqmuLRc/c3JxdkJg2JDMb53NIZ2DpNhO4IgCIIgNA61WBfYGopFmqWABgUjRhPSL5mJ7pjoiQmPnJxd0G/AQHw993MVYUgRiiLcpZdeqnxt33//fSXqUZxlkjwNiqMcZk5xjOsmTJhgSJxUE/TrpLhHMZgiE4ekcz9k/PjxSkymryjFQGNf29qgHymFsby8PDV0nEybNk0ly3IYfCoiaSloMFoM7u5w8vCAr28gnJ2c4eniriwSCjzdUOLlATdjIY5eqGf9UOsDRb+RI0eqYfbaMHz6ZjNCmcs1r1VLYKT0Rx99pPySKZgzupt14O+//26UrO60rqH9B+sKhVBTX1tGrU6cOFFZFjBJHuEzwY4IRmJrLF26VNVfWtgwySQjViny/vDDD8o71hT6h9N6gwI3I3WNI2f5PFEUHjFihOrQ4DOi7YNCa3390HkNjGrXom/5nDz4yGM4na8PYFmzYmmlZ7Mx6H420pYwYbQgGH+3/XFCH4XvBCdc1Nay5IaW0D+kE0I9A5BemIWN6QdwuigHQR6WW5gIQn1w0pkzUGth0HuKP2jsWWevqa0pLy839IA2Vo9kc6NKGcYfAz55GUjRZ6SthLsH0G+4XsDtPoDjiqx6LqVl5dh5IkMJuOsOpCIzr3IGXuLj4YpR3SMxoVdr9GgbBOdGaEzWhtRDKUNHQOqhlKG14BBRJrZhdve6euoZ+7E2xst+c8QWZVjTPW3stpujYHrd/A6lUEnRixF4tvaTtDapZ/KRlV+s5r3cXRHZyhuuRnZUgu2esTNFuUg5G1VLW4QI7yA1f6owC6cKs9V8hFcrBHrUPTJT0EMRn56yWrK7xrjX/C7QfHDZkcCEkUyg16NHD2VBwXcna3AqpxCncwpV5O1VU8djxfLlZj2lG/LbXBvXv7cMqVkF8HBzwbyHJjbJ7w5pB1ufNSl78NiWL9T88LDueG3wzVbd/ycH/sa3R5aq+ZndL8RVHSzz2pZ73XIoN9GqGtpmlUhboXnQpgPwwhwg/iiwcTmwaSWQedbfqLhIv4yTjx/w/KdAQEXvbENhA4GWCJxmntcTBxIzsWZ/ClbtS1YNGpJXVIp/tserKTzAC+N6tcb4Xq3RJkQawoIgCIIgtDw4tJo5AjSYFyD+VC4ig3zg6SYJXm0NrRE0Aoy8bH1dvXAKetE2t7RARNsGwGhYRowbC6m25tFHH8XatWtV5DGjcjXbkL17reu/yVGHJOHkCbz08ssWJQG0Nt2iWynRlucSl5aDTpFVI5OFlsf8E8YJyIZbff+TowcZRNtF8ZtxZfsx0uEv2BQRbYXmA3ui23bUT5fdBBzeoxdqt6wG8s96eAUGVxVsc3MAH1/95xsILRF6tAlS080TumHXiQws3ZWINQeYpEzfuGHj4oc1R9TUOSpARd+O6RGFQJ+KJAiCIAhC/ZABRM0rUkFovmTnl1R5XkvKypVwGxHoBT+vxklq1BIpLitBQak+wpnZz2mJoOHh4gZXZxeUlpchTyUqK1e2CUL9uPHGGxu16GbPnt0ox9FE246dOyM2fCDsAS0SmFOE7Is/LaKtgMS8U8q2gER6B2FwmN6GxZq09Q1Dj8AY7D1zAsdyknE4OxGdA/R+1IJgC0S0FZontEzo0ls/Tb8T2LtNL+B2MPPF/b+HABqVDx6rt1AIjbTKKVDA7dc+RE2zJvfAuoOpWLo7EduOpaP87DvKoaQsNX2yeD8G0v+2V2tlpM9hPoIgCILl0AuRw0i15Cx1GVIq9ggNx5plyH1xyC3vJYeVNVZGcqHx4D3WbBFI62AfZGQXqiSvXJecmY+i0nIE+3pIBJMNyCrON8wHuPlUKmPO+7p64kxxnroX+aVFKmu6IBhbw3EijIq3l61Q9+iKQBwmJbtocHu7nIfgOGhetoReti426nBiQjKKtlq0rYi2gi0R0VZo/ri6AX2G6CdTEuKAxOP6+flf6ScKu4PPAQaNBgL0/l4NxdPdVVkicDqdW4gVe5KUgHskRT/8rKxch42H09TEhGeju0VifO/W6Okg/reCIAiODhOkMPM2M3AfP372e91CKEwwqpMCoXja1g9blKG3t7fKsC7+/82P/OJSFJfqI/XY7vHxcINXsCvSsgqQXaAXc5VfZkkZwgO9VUe4YEXB/Kw1gpOJNYKGj5uXEm1JbkmBiLZCJdi5omHPQJMO4X5KNOb5SDIyoaisBAvjN6mCcHN2wZQ2Zt79rcS4qH54b+98FJeXYnHiNtzZfSrcnEVaE2yD1CyhZVNUCHTqqbdS0Dh2QD/99CnQra8++rbfCMC7aqO2PgT5euLSoR3UdDwtR4m3y/Yk4lS23v82n/63O+LVFBbghbE9o5SFQttQyUwpCIJQE8zg3alTJ+XlVxcoNmZkZKgM3iIQ1g9rlyFFeEkM13zJyquIsg3w1kdSOzs7ITzQC+5uzoY2UW5hCUqUz6033F1lFJI1yCstVNYHxMfNU1khmOLjqo9wpsCbW1qo/pcOLcHUGoHY03/axdkZXVsHYsfxDKRnF6pOH747NRkKzwD7v4N3dhYQ+jC/Be19Rk2a5ck7DR1S50T2QSsbJlH0c/PCyIieWJa0Qx1zfdp+jI7oZbPjCS0bEW2Flk1sN+CRN4CMNH3ysk3Lgfhj+nW0TNi3TT9RwH3ze8DNukM024X54abxXfF/Y7tg94kMLNmdiDX7K/xv2fj4ae1RNdFcn/YJFHHF/1YQBKF6sY9TXQVH2isws7WItvVDylCwlJLSciXGaslcfT3dDOsoDLJz28PVBcln8lFerkNRaZk+QVkrb3h7VGwr1I+ssxG0mjWCOehh6+3iYRB4GcHm6So2JUJV0dbelm60SKBoS/YnZDYN0TYrDtj2LrD7cziX5IK55Ms9XYAhj9j7zJo0f1RKQDbC5sdjQjKKtppFgoi2gq0Q0VYQSHAYMHmafqJdwqYVehE3PVlfPoy4NRVsk04AEdGAmQiFusJhf33bh6hp1uSeWH8wRUXgbj16CuVnk3QcTs5S06fK/zYE43tHY5j43wqCIAiC0ITIyi+qFGVrLoLTx9MNbUN8kXQ6X9ko0EYqISMfYQGe1X5GqJ2y8jIVOUvo9UgbhOqgjy1FW5JbWiCirVDFHoHR8W4u9o0OZTIyDVokMLmzQ8L3uaT1wNa3gCO/64ODjHDa9TEw+CFAkv7Vi8NZidiTqbfGivWLRK9W7WBrBoZ0RrCHPzKKsrE+bR8yi3JtGt0rtFxEtBUEU1q3Ay75P+DiGUDcQX0Cs16DKm9TXAS8fB/g7qH3vh0yFmjfhSEiDS5PDjMa25MRta2RmVuE5XuTsHRXgsH/liLupiPpaqIP3KhuEcort3dMsPjfCoIgCILgELRr1w4eHh7w8tILgwMHDsSnc+YgK18fZUvhVbNGMAftENqE+CAlswB5RfyMTo1AYpRfaICX1do89MD+559/cPvtt5tdT7uVBx54AEuXLlWWHfz75ptvxv3331/rZ2ti9+7dmDlzJtLS0tR+Bw8ejNmzZxvKyxZklxQoqwPi7+5dYxn6unkitUA/n1tSiBDPAJudl9A0k5AxIt7eHShdW1cWbR2O8lLg8Dy9WJu8sfI6Vy/oPIPhlJsAp+zjwImlQLtz7XWmTZr5J9Ya5i9uN6JR6iWtZSZFD8D3R5ejTFeOJYnbMK3DaJsfV2h5iGgrCNXBL3smJeNkyu7NQGG+flr6h34KjdT73w4eC0S1tUq5tvL1wKVD2qvpRHoOlu7S+9/St0nzv/13R4KaQv09Ma5na5XALEb8bwVBEARBsDM//fQT+vbta/g7O78YZeV6wcfX01XZI1RHaWmpEjOjgrxxKqdQdWSTrPxiFJeWK7uEmj5vKRReP/7442qF13fffRdJSUnYuXOnOp/CwkIcPXrUos/WBO1YPvjgA/Tu3RtlZWWYPn06XnvtNTz77LNoFGsEMwnIjGFSHQ8XN2WNUFhWrGwSzPnfCi3Yz9bd/vXBz0sflX/yVC6OpmSrKGB7+uwaKMpS9gfY/h6QfaLyOp8IoN9dQO/boDu5DE5/XaFfvvszEW3rAZMlMhkY8XLxwMTW/dFYnBc9SIm2ZFHCZhFtBZsgbteCUB8Cg4D+IwBXI281Win89QPw9K3AczOBf34Bsk5brXwpxN44viu+vnscXrtuCCb2iYa3e0W/C4Xcn9Ydxa0fr8LMOasxb2Oc4QVHEARBEITG49VXX1WRPvfee69hGcU+RlYyWRuT5l122WVITU213UmUFFQ/lRbVYVt9R7E1oOC6esVSXDJpDM4dPRRjxozBvn371LoVK1agR48euOmmm5TQ+/vvv+Pw4cO44IILMGX8aFw6cRS+nTtHbVtQXIr5/yzD8BEj0KdPHyV8/vHHH2rdgw8+iEGDBql9jB49GgcPHtR/pqAAV155Jbp3764+M3HiRLWcgiu34fYXXnhhlXNOSEhAWFiYEmw1sZXnWd1nGWH89NNPY9iwYWjfvj1efPFFs2XBpIk8b0Ifbp4zRWBboYmv6hpc3ODpUrtHra9rRdSvZqsgtGw0awQt0tYR0CwSaKNyOOmMfU+GAu2K+4FP2wArH6gs2Ib2Bs77Erj5ODDkccArGOgwFWUewfr1tE3IP2W3U2+q/JuwBQVnv9vOix4Ib1fPRjt2e78IdAtoo+YPZyfiSHZiox1baDlIpK0g1IfY7sCd3YH8XGDbOr2FwoGdFf5E8Uf107I/gVe/oumT1cqZQ9n6tgtR08zJPbHhYCqW7k7AFiP/W1opHEnZhzmL92MA/W97tcawLhGO0fMsCIIgCM2YzZs345NPPjEIchr33Xcf/v77b/zyyy8ICAjArFmzcOmll2Lt2ophnVblm4oI1ypEjwEmflrx9w/DgNKzY+FNiRgMTPmmXqdAkVQb7v/YE0+hbZfeeHDmLfjh94WYNGYIvv/+e1x++eXYu3ev2mb//v348MMP8fnnn6vo0yFDhuDbb79F165dkZ+fr/7uP2Agotq0w+3/Nx3vzfkKF0waD18PV5w5oxdrHnnkEbzxxhtq/scff8Q999yjLAw4cRtNJD59Wt+xzkhZius7dugTyphyyy234LzzzsPy5csxcuRIjB8/HtOmTVNCa3Wf5XHWr1+PU6dOITY2FjfccANat25dbTnl5eXhs88+wyuvvILGiLL1ryXK1tgigX6N6hxLChBo4eeE5osjJSEzTkb2z/Z4g0VCr5izImhjQuuDLW8Bh3+t4leL9lOAAfcDbcdVtdJzcUdhhyvgs/8joLwE2P8NMOC+Rj31pgztXuZXSkA2vNHP4bw2g7A/S1//FsVvwV09qv+uF4T6IKKtIDQEb19g5ET9dCYD2LJan8Ts2AH9+uETqgq2JcVVk5rVE4qw5/SMUhOjalfQ/3Z3okpYRijibj6SriZG5Y7oFoEJ9L9tZ4fGjCAIgiA0c3Jzc3HNNddgzpw5lSIss7KylBBJkXLcuHFq2dy5c9GtWzds2LABQ4cORXO3R0g9k4/f5/+Bzt26Y+igfioSmWXF6OPERH10UocOHVT0LWEEK8Xcq666qlL5nk4+jjOnM9A+tiMGDh6GlMx8ZScV0kofbbd48WK8//77yMnJQXl5uUGcZXQtReE777xTHWPKlCkWXQOjammHsGbNGqxbtw7PPPMMvvnmGyXAVwetDkhISIi6pri4uGpF2+LiYiVuM/L3kksuga2EDU20pWbk7+Zt0ecYjcuEZfRrZFIytiut5SUsNG3RlvXA3dXZYURbjb3xjehrW14GHJmv96tNqhAOFYz27H490P9eILhbjbvJj71aL9pqFgn8jDxnFrHz9DEcz9WPWOkd1B4d/CPR2IyP6ocP9v2BkvIyLE7ciju6XSBWMoJVEdFWEKxFYDAw4WL9lJoErP0XGG3yQnA6HXjmdmDwOcDYC4Do9lY7PF9YLhnSXk0n03OwZHcilu9JUkk7SH5xKRbvTFBTiL8nxvaIQv9oL4SFWe0UBEEQBKFFQwHy/PPPx4QJEyqJtlu3blUJrLhcg9Gjbdu2VRGZNhFtrzMfOaowzVB+9foatm24SEcf2+wCfQIy4udlvvOathHGQmNQUJDZCNgFf/0FV6NOcXZcF5eUozgnXUUwM9qZEa67du1SFgmE4imjbJctW4YlS5bg4Ycfrja61hR3d3cltnNiErLIyEiDGGwOWihoMCKX/rzmYJ2gYMv90TvXVtDagMKrZnlgqTcthXVG22YV5yvBtqC0CD5ujTf0WHAsysrKUaIlIXOzfxIyjehgH/h7uanvGEba8rvDpudWnAPs+QLY9i6QFVd5nXcY0HcW0Od2wDvUot2VBXSCLmoknJLWABn7gOQNQNQw25x7M+N3owRkl8SMsMs50B98RHhPrEjeicziXGxMP4AR4XoLHUGwBiLaCoItCI8CLr2h6vJVi4CCPGDl3/qpUw/gnAv0/rhWir4lbel/O64r/m9sF+w+cVrZJ6zen6ISl5FT2YX4Zf0x/AJgSKd0XDE8Fj3bBlnt+IIgCILQ0uBQ/G3btinB0JSUlBQl/AUGBlZaHh4ertZVR1FRkZo0srP1Q9UZQapNFCgI/9fmFbX5+tV32zqgnVN2fon6v++AQTh8YD/27d2Dnj17qjJjBGpUVJTyr9U+Qzp37gx/f3988cUXyl6AHDlyRAm5I4YPx/G4oziyeys69hqI8vIyJKak4XR6Ktzc3BAREaHKhhG32j7pTduqVStMnToVkyZNwvz583Hy5En4+fmpSOhKZWfEqlWrlP8shVWyZcsWdQ60uKjus6b3osq9OZtojVHEPCfaaRhfe03lacl2tSUgq8vnfVy9lGirJfzxdvWo07GF+lHfe91ofrZuLhadm1b3te8rW9EtuhU2Hk5DTkEJ4k/lIDq4ogPIamSfhNOOD4A9n8GJicaM0AX3hG7AvUCXqyu+Ty24Xu07vLznjXChaMt97ZoDXcQQ659/M+N0UQ5WJe9W87RuGRnW06Z1rCYmRQ1Qoi1ZeHIThoV2q/5e2+kchcbD9F439J7bXbTlcCh6Ty1atEh5VXXs2FENFxs4cKBaz4vlMCQOM6M/1IgRI/DRRx+pxpMGe7rvuusuLFiwAM7OziqxA3urjXvrBcEx0AEenkDR2WQOh/fqJ78AYNR5wJgpQHC41Y7GoUt92gWraeZ5PbH+EP1vE7HlSLrB/5YNHE4cWjRteAcM7RwuQ98EQRAEoQ7Ex8cr71QOzTeOsmwo9Dh97rnnqixPT09Xic34IkAbALaXKQJWF9FpL3g+jCY9k6cXnoOCQ/DF3C9x/fXXq3UULGkZQf9aTtp1aDAZ2QMPPIC3335brafdwNdff62EXnoDM1o2OzsHlJLuefBxjJs4GedNvQTde/RASHCwITkY98mo2ieffNJwDFoYMCkZ5/k/RWQmDuMxjaG1AX1rWd4U3vl+8dtvv6my5+fMfdb4XvB4PHfTe8PrnjdvHnr16oV+/fqpZcOHD8d7771ntiy1/ZC6RBGW6cqUHy2h1YG7rvrIX3N4wAU8GluNOSUFaOXq4zARls2V+t5rW5NfVBEt7+asr+e1wW34rGRkZKgOFVvRNtANG8/Ob9h3EqO7hFht364ZO+Cz/1N4nvwTTroK4ZoURZ6DvG63oThijH5Uwml2rOk71yyBZcOOHwSMRribH5xLcqA78CPSezwGnZuf1a6hOTIveT1Kz96Pc4J64kyG9RKA15V2ulYIcPVBVmke1qbtxdGkE/AzSuRofK/5fFOzEpov5Sb3mu20huCks2P3XWZmpmqkjB07FnfccQdCQ0NVLzuHM3Eir732mmqwfvXVV6ox9NRTT2H37t1qeJPWKJ48eTKSk5NVLzUbhuyNZwZWNoYsgVEL7C1nwbJHvzFuYlpamspEKw9sCyxDRtquXwqs+AtIOll1uGLvQcDkK4GO3W12Cnx5ok3CvA1HcTqvogFG2gT7YNrwWIztGQV3B8kK66g06XroIEgZShk6AlIPm14ZNnbbrTYYtUk/Ug6F16DoQsGF5fHvv/8qawS2fY2jbWNiYpQgyCRllkbatmnTRu2H181yT0pKUl6vbCdbUzC2Fhzlk3haH+np5e6qhjJbGw7ZTjqdj+LSCkGFVlCtfJpXVCjfc+oqfGUW5SKtUJ+kLcjDD6GeAXU+bnxeOvJL9fWwvW843F1sJ74J9b/XtiY5Mx+5hfr3hphQX4veE9jZwY6Pdu3a2fT7affJ03j4G71se17faNxzfq/676y8FEjfpXxqnQ7/CqfE1ZVW61zcgW7XQtfvHiCkZ4POm9/h7ISjDuKy/C447fpYv3zCx0CvWxq07+YM7V6uXv4yUgvPwAlO+OGcxxDpbd9Ro7P3/4mf41ap+Xu6X4xL242s9l7Le2PzptzkXrPtxk7q+rZZ7RppS0GWDU9G1mqwwalBPfmdd95RveIXXXSRWsbedQ4lY+OYQ4qYUIDZYDkUTYvO5VAoJhdg5lgOtxIEh8LLBxh3ITB2KnB4D7D8L2DbGr7d6bON7twI9B9pU9E20McDlw1tj2ExXtiXXoZfNxzDifRctS4+Iw9vLdiFr1YcxCWD22PKgLbw8XCsRqMgCIIgOBLjx49XQQXGMIiAvrUcUcb2LgWYpUuXqhFhWqItDs8fNqx670IPDw81mcKXAO2lT4vE4/+OFJWnkZVfbJgP9HG3yTlSPGoT4quSnWmiEq2g6HMbFuAFZ2fHK5e6YuzTaWkZqgRkJZWtEepT/r5uXgbRlv64wa7Ws/QSrHOvG4Ois50iPCc+c5acm/a9ZPydZQu6tG4FF2cnlJXrsC/hTN2OVZwLJG8EEtcASWuBpPVAif69qBJeIUDfmXDqcwfgE64i0K2BVj5OvW8Bzoq2zns+B/rcZqUjND/Wp+5Xgi0ZGtYNrX2tF1ldXya3GWwQbf9N3IrLO+j91I1pjGdBcAyM73VD77ddRds///xTeUpNmzYNK1euVEOdmNH1llv0vUrslaPPl3HSBkZVDBkyRCVtoGjL/xmxoAm2hNuzYDZu3GizLKyC0GDY0OncSz9lnQZW/wOsXAgUFwGDTL7kGZFbmA+072LVbKKuLs6Y0DsCE/pEY/ORNPyy7pjqqSYZOUX4bOkBfL/mCC4YEIOLB7dDsJ/jRfAIgiAIgr2htymHyBvj4+OD4OBgw/KbbroJ999/v/JDZaQFrb0o2NokCZmDUFJabhBR2ebw9bRdJzAFm8hW3sjILcLpHL0NVXZBsYq+jQzygZtLy3tJLiorURPxcnGHRz0jZH1dPZF2dj63tADBsH90u9C4MJkgn2fi6UBJyDR4TrER/jiUlIWTp3KVt62fVzX1PTcJSFxbIdKm7QBMbA8qEdQNGHCfiq6FW+Uh71YlvD8Q1g9I2w6kbAbSdgJhfWx3vCbM/OMVCcgujhkOR6CjfxQ6+bfG4exEHMiKx7HsZHTw13uhC0KTFW2PHTum/GnZgH388cdVtOzdd9+t/KJmzJhhSMzAyNrqkjbwfw7FM8bV1VU1iKtL7FBbUgdbIybUUoZV8AsEplwFTJoGpCYArm6VzOud/voeTptWQNe2I3TnnA8MGqP3xrVSPWQnx6DYUDXtT8zEr+vjsP5gqvIv47DGn9cdxbyNxzChV2sVoWsTc/8miDzLUoaOgNRDKcOWWA+bYiIP+rJquRfYDmXgwocffojmjHGUbYC3baJsjeH+Q/w84eHqjJQzBapOMnlS/KlchPp7wsfTrUX59ptG2dYX2iG4u7iiuKwUBaXFKC0vg6uzWGi1JIpMkpA5IszPQdGWHEjMxKCOYfpRjBn7KwRa/p8VV/OOfKOAqJFA6xFA65FAWF+9hV1j0OtmYOlM/TyjbceZ97huySTlZWBj+kE1H+kVhCFhXeEoTGkzCO/uTVTzixI2Y2Z3va+6IDRZ0ZYNbkbIvvzyy+pv+tvu2bMHH3/8sRJtbUVtSR1sjZhQSxnWCE3L07R4BsA5NxuhW/VeSk4nj8Dp63dR/vOnKOg3EvmDx6EsNNKq9TDYDbhtdDQu7B2CRbtSsfZwBkrLdSgt0+GfHQn4d0cC+rcLxPl9IhAbZn1fuqaEPMtSho6A1EMpw5ZYDxua1KExWLFiRaW/6ec4e/ZsNVkTTQh1NCGbCU810ZbnSNG2sfDzclfDt5NO5ym/29KycuXHyWhcruO5OKrwZM3yzy7ON5S/n5t3g/bn6+qF02X65y6vtLBBIrDQ9GDnh0Zdnp3G/F6iaPv3pkPo4nwIzpuXAbsPKl9aFGbW/EH60lKcjTor0vrHWHVkY53oOh1Y+QBQWgjs+wYY9Zpto3ubIH+cXAedCi0CLowZphIsOgoTWvfH7H0LVIK0/xK34rau50sHl9C0RdvIyEiVcdWYbt26qYysJCIiQv2fmpqqttXg33379jVsw8QXplkqT58+bfi8KY899piK7jVN6kCj4MZKRMbGk5hQSxlaRGAAdNfepRKXOZ04ohY5FxbAZ/1iNem69tVH3/YZChglQGloPWQAe5/ObZGRU4g/Np/A39tOqqhb/kRuPX5GTT3btsK0oR0wqGOoww2TagzkWZYydASkHkoZtsR66IgJt+wFk5+xzJmQjOXPEWuO8JucW1iM4mJ9MISPuytKS4pRWjn3qc0J9XXFqewCFJwVnPhvRnERMrIAD1cXZdfg4+kKlybgL8gOEb7jcEShJfc3t7gAJUV60dzXzRMlxcVoSPG7lTmhvLhUzWeVZ8PDu3mL3k3pXjcGuXn5KCvV33+nMjcUFpbXeg3FxcUqKIrfT/xesgn5p85G0K7F8JOrMM9rK9ydSoGkarZ39QQiBlcItFHDAM9WcBg8A4HO0/SCbdEZ4MjvQLfp9j4rh4F2L3/Hb1Lzrk4uOL/NYDgSge6+GBbWDatT9+B0UQ42px/EsHDb5akRWgZ2FW1HjBihkjAYc+jQIZVJV0tKRuGVSRs0kZYCK71q77jjDvU3vcDOnDmDrVu3YsCAAWrZsmXL1MsDvW/rm9TB1ogJtZShxXh6AaPO009xB/WJyzavBErORq8c2KEmtAoBHn9H/78V62FogDduntANV4/siIXbTmLexjicztXbi+w5mYk9J7eiXagfLh/WAWN7RinPupaEPMtSho6A1EMpw5ZWDyWJR+VyZ2Z2BjVQuHUU2FbQPDBb+bojL9M+Ih87m0tKy1BQXKaGeOv0AVoGqIkxctDL3QVuTK4Ex8TY0soSIS+zKAdF5XqZttjdD3kuZxp8/PTCLJSjHOlwQq5npsMIis2Nut7rxuBUTiHKypggDdDlelp8Xt7e3mjbtq31v7MzjwB/XQmkbTMsUg62TmaSh2kCLe0OwvoDrlV1AIei1y160Zbs/kxEWyNWJO9EVrHe9mVsZB+08vCDo8GEZBRtyT8JW0S0FZq2aHvfffdh+PDhyh7hiiuuwKZNm/Dpp5+qifDH4N5778WLL76ITp06KRH3qaeeQlRUFC6++GJDZO55552nkpfRVqGkpASzZs1SScq4nSA0K5iIjNMVtwBrFwMr/wbSzr6gefsCgcE2OzR94KYNj8VFg9th+Z4k/LLuKOIz9D+ax9Nz8MafO/HVioO4dEh7TO7fFl7udv16EQRBEIQWA6PYKIwwOq+srIaEOo0EPWQ/WrRFzUcFeeO5Kwc5hPiUV1iCTUfSsHpfskpWZEqwvydGdInAiK4RDpd8lSJeRkaGSm5XmwB2ujAbT6//GeXQIcTTH28PvR3OVhhCvHDvH1iftl/NP9H3anRvpQ+0Eex3rxuD/KISvPS5PvFT+3B/PHFZd4tHAdgsWnjza5UEW43Trm2xubAz9pZ1x6WXXYd2nQfYz+qgvlBgbtUZyDwExC/XC9StOtr7rByC+SfWGeYvbucYCchMGRrWVdnHUFxenbobOcX58HNvmD2N0LKxq6oyaNAg/P7778qu4Pnnn1ei7DvvvINrrrnGsM3DDz+MvLw83HrrrSqiduTIkfjnn38qDYv77rvvlFA7fvx4Q4KH994T026hGePrD0y6DDj3EmD/dn30ba9BVRsln72uF3mHTQC8reM9Ro+4SX3b4Nw+0dhwKFUlKdufoI/eSM8uxCeL9+O71UcwdWAMLh7cDoE+Dt6bLQiCIAjNAAojbm5uarI3C3ceRnqeXjy+cnRbeHk5hicj3x8mD/TD5IGxOJqShf92JmDp7kSVaZ6k5+XhQPJRfLHiKPp3CMHEvm0wvEu4avs4gpDHe8trqE3IW5awFill+oRMU6KGwtvLOoJBn4iO+CN5o5pfn3kQ/SO7WGW/Qv3vdWNwMCXP8DwPaeVnf3sahssf+1s/7+IB9J151upgOFbvzceH/+5Tq2KzQ9CuqQm2hOfMhGSrHtb/vecLYJQ+B1BL5kh2IvZkHlfzHfwi0atVezgibs6umNi6P36JW42S8jIsSdqOS9qNsPdpCU0Yu4fCXXDBBWqqqQFKQZdTdQQFBeH777+30RkKggPDhlyPAfrJlOOHgQ3L9NO8ucCQscDYqUCbDtY5tJMThneJUNOek6dV5O2Gw3p/6dzCEvyw5gh+23BMibuXDe2A1kGSsEIQBEEQmjuMZl22W589m5YD43q1hiMSGxGAOyICcNP4rlh/MBX/7kzAtqPpyk5B+fcfO6Um+t6O79Uak/pGq880haH1C896PpLJbQZZbd9DQrvCGU4qgndd6j7JjN5COJKi7wAgnSId4BlI2wHkJevn244HznnTsKp7m4pz3RefiYsGtUOTpPv1wJrHgfJSYO9cYMTzgLPdpRu7Mv+4UZRtzHCHGL1RHZOjByvRlvyTsFlEW6FBtOwnXxCaM4zA1SgqBFYt0k+x3YGxFwD9rNfj17NtkJqOp+Xg1w3H1MtaWbkOxaXl+HvrSSzadhIjukbiiuEd0Dkq0GrHFQRBEATBsViyK8GQaX5C72j4eNg/8rcmGEU7pkeUmtKyCtT5/7sjHilnCgwd0X9sPq6mjhH+Kvp2XM/W8PNyzOtiJFp8Xrqa7xcciyhv61ln+bv7oFdQe+w8fQwn89IQn5uONr6hVtu/4JgcTnYw0TZuYcV8h/MrrWof5qc8qulfvT8hE00Wn3Ag9kLg8DwgL0UfWdzxIrRU8koK8V/iVjXv5eKBSdFmApYciE4BrRHrF4mjOcnYd+YkTuSmoo23fFcK9cP+4y0EQbANk68AnvtYL9B6GA1LPLpP2SY4PXIdfBf/CmQ3LDGFMe3C/PDghX3w1V1jcdnQ9irChpTrgNX7k3HX52vxyDcbsIWRLKaZQARBEARBaNLwt33BlhOGvy8Y0LQ8T8MCvDB9VCfMnTUWr103REXYurtWvC4dScnGh//sxdVvL8Er87Zj67F0lDtYe2ZRwuZK0V7WZlhYhZ/p+jT9MHShZYi2bi7OaBvq51iibfvJlVYxIXKXKL2wnJpVgFPZhWiy0CJBgwnJWjD/Jm5BQZk+CTcFW29Xx/Icry4hmcai+IrvZUGoKyLaCkJzpnU74JpZwJvf6f/n32dxys2G78q/4DS3YkiRtQj198Kt53bHN3ePx/+N7YJAH3fDuh3HM/DE95tw55w1ZyNy9ZmlBUEQBEFo2vA3XktS2jsmSHXmNkVoAdW3XQgevrgvfrhvAu6a0hOdzwpBpKSsHCv2JuHx7zZhxvvL8c3KQ0g9kw97U1hWjKVJ2w3RaOdE9rb6MUaE9zDMr00V0ba5k19UisSzzzSjWCnc2pWCDCB5g34+qBsQUNXXtHt0K8N8k462jZkI+EZXCNU5etuZltgZWCkBWYxjJiAz5dzW/eFyNgHkvwlbUKaTd16hfohoKwgtAU9vfcTtsx8Bj7wBDD4HOhe9O4pu4mU2OyyHDl49siO+uXsc7jm/l8ogrXEsNRuvzd+BG2avwB+b4lBYXGqz8xAEQRAEwfYYR9lOHdhEvSRNoKctI4bfv2kkPr51FC4d0h4B3hWd0bRU+HbVYdw4ewV2nciw67muTN6F/NIiNT8uqg+8XK2fDDbGN8xgubDz9FHkluhtJITmydHUbOXxTDo6gjXC8X8BTfwysUbQ6N6mQrTd15RFW2cXoOeN+nle894v0RLZnXkccTkpap7Jx2L9o9AUCPLww9Cwbmr+VFE2tp06bO9TEpooItoKQkuChu2degK3Pgrdy18g+7wrga59Km+zdyvwxZtASoJV/eKm9G+Lz+44B09e3r9StErqmQKV5fW695apSJWsfP3QF0EQBEEQmg7p2QUqoRcJ8vXA8C7haG60D/fHbRO747t7x6v2zOCOoXA+mwuntFynfPztyUKjIbhTjIbmWhMm/xl+1iKBkWOb0w/a5DiCY+DQfrbtp5jdpJtRpO3e+CYs2pJeFG3Pfsns+bxCsG5BrEnZY5i/MGYomhKToysSQS5K2GLXcxGaLiLaCkJLpVUI8kdO1gu5GvRl+/M7YN1i4KlbgU9fBRKPW+2QLs5OGNUtEu/dOAKvXzcUA2MrDNmzC0pUpMp17y7F7H/2ICXT/sMMBUEQBEGwjIXbThr8XdlRS2/J5gqHiLM988LVg5UVFKNxyabDaSgu1Sdha2yS809jW4Y+kivaJ1RFpNmK4eEVvrbrxNe2WXPEkUTb8jIg7h/9vLsf0Np8UmV/L3e0DfFV80dSslRSsiaLfwzQbqJ+PisOOLkcLY1N6QfU/05wMkSuNhXoAe7vph9pujp1N/LOjoQQhLrQfFtTgiDUncxTQPLZKBH25G5aATxzOzD7eeD4YatGafRpF4yXpg/GR7eOwrieUco/jhSVluPPzSeUbQKTfBxPy5E7KQiCIAgODD1eF22LV/P8PZ/cry1aCiH+nojtXI7SVinIKy7GzuP2sUj4p1ICskGqrWUr+gTFKs9csj5tv3g1toBIW1dnJ8SE6oVQu5GyCSjMqPB7damwKanO17asXIdDRsJzk6QFJyQ7VZiNoznJar5LQDQC3e1cB+uIu4srJrTur+aLy0uxPlMvQAtCXRDRVhCECoJCgde+Ai69AfA16k3fvg548S7gnaeAI9ZNOtEh3B+PXNIPX846BxcPbgcPNxe1nNE6TPJx2yer8OKv20S8FQRBEAQHZe2BFGTm6SOIRnQNV0JmS+HAmXhscFmM4nZ7Udx+D1YfaPxkQeW6ckN2cmc44bzogTYXIgaHdlbzWcV52JdZ4WUsNB+YbyIhI1fNM6kg7c4c3RrBrK9tU7dIiL0Q8ArRzx+Zp0/G1kIwtl8ZHNoFTRFji4QVpyqsHgTBUkS0FQShMl4+wJQr9eLtlbcBAUEV6/ZsBl69H3jjEaDYusM7wgO9ccekHvj27nG4fkznSkk+Vu9PFvFWEARBEJpAArILBsagJfHnyfXQnU3VVBaYjoX5C5FbUtio57Aj4yiSC06r+YGhnRHmFWjzYw4P72GYF4uE5puErFznQEnIjv1dMd9+co2bGvvaNulkZIQRxd1n6OfLioH936KlWSOQwaFd0RRhhHB7vwg1fzAvEQl56fY+JaGJIaKtIAjm8fAEzr0EePVL4Nq7gOCwinUuroC79TMSE39vd1wzuhO+vnscbju3G1r5eFQSb2//ZBVe+k0ibwVBEATBEYhLzcaek3rBkD6SfWKC0VIoLCvGsqQdlZYVeWfgztWzkV2c16wSkJlCb0l6TJJ1qdYdhSU4np9txwg7i7a5SUDadv18WH/AN7LGzaODfeDnpfea3p+QCd1Zv+0mS6+bKuZ3zdHnIWnmcATB5lOH1LyPqyd6tGqaHYK0qjGOtl1oZGUjCJYgoq0gCDXj5g6ccz7w0hfA/90PhEUBF1xdeZvycmD3Zv3/VsLTzQWXDu2AL+8ai1vP7YZAH33kLZsoq/aJeCsIgiAIjsCCrRVRtlMHxtjUS9XRWJ3CxDL6qNq27q2BUlc1H5efiLvWz1Z+jLYmr6QQK5J3qnlfNy+MDO+JxiDIww/dAtuo+WM5yUjJ1wv3QvPhcEq24yQh0xKQkQ41WyNo3tpatG1WfjGSTjfxBMfB3YCos4nXMvYCyRvR3DmUlajsV8iAkE5wdbazPUcDOLf1ALg46aW3BSc3IF8Skgl1QERbQRAsw9UVGDkReHEO0MnkhWDHeuDdp4Bn7wA2Ltdnd7WieHvZ0A746q5xIt4KgiAIggORV1iCpbv0Hq5e7i4Y37s1WhKajyy5s+cF8DrSHyjRdzIfy0nBzHXvIynftv6Ty5N3oKi8RM1PiOoHDxd9dGFjYGyRwIRkQvOMtKUA2iHcz74nE2dsjVC7aGucjKxZWCS0wIRkla0RmqafrUaIpz/GRfZV89kl+fjr5AZ7n5LQhBDRVhCEOn5rmPRycnjOXz/o55NOAHNeA566FVjzH1Ba2qji7ctimyAIgiBYyJkzZzB37lzceOONGD9+PIYNG4YLL7wQzzzzDNatWyflaAFLdieisETfUTu+V2v4eDSeYGhvUgsyseXUYTXf2jsYwyM7o09YDDwPDYBTkT4RGwXbO9e+j7iclGZljaAxPKy7YX5t6t5GPbZgW4pKynAiXZ+ELCbU175JyOjjemKxft4zGIgY3DJF2y7TAHd//fzBH4HiHDRnNlVKQtY0/WyNmR471jD/07GVKCm33nuy0LwR0VYQhIZzyQwgtlvF36mJwJdvAU/cCCz/CygpbhTxdqWIt4IgCEItJCUl4eabb0ZkZCRefPFFFBQUoG/fvkq4jY6OxvLly3Huueeie/fu+Omnn6Q8q4EekX8ZJSCbOrBdiyqrfxO2GhKQTW4zWNlCDO8SAedib3gcHoBWznrBKKMoG7PWfYD9Z05a/RxO5qZhd2acmmeim64BeruCxqKjfxTCPPVJz7ZlHJYhv82IuDQmIdM5hjVC4toKgbL9eVUDSKqhS1SAihIme+ObgX2Hmw/Qbbp+viQPONB8f59ySwqwJ/O4mm/jE4pIb6PE2E2UDn6RGBAQq+bTCs9gceI2e5+S0EQQ0VYQhIbBxlCvQcCjbwEPvAp07VOxLiMN+O4D4LEbgMW/A0WF1hdvZ43FLRNEvBUEQRAso1+/fggKCsLWrVtx9OhR/PDDD3jzzTeVgPvhhx9i1apVOHXqFJ566im88847eOONN6RozbDzRAZOntJH4vVqG4R2YXYePt3IgvWi+E1qnsm4zoseqOaHdQlX/zuXeKJ18nCVNVwbDnvP+o+w7WxkrrVYZJTQZkq0XjhuTHi8YeH6aNuS8jJstfL1CfbjsFESMruLtseMrRHOt/hjnu6u6Bihj0xl1HBuod5GpNlYJOxpvhYJ/K4s05U3C2sEYy6JHGqY//7oMpVsTRBqQ0RbQRCsA18UuvUFHnwNeORNoGdFlkycyQB++gRIT7Z6abNBdvmw2sXbE+nNewiRIAiCYBn79u3D66+/riJpq8PLywtXX3011q9fjxtuuEGK1gwLNldE2V4wsGlm9a4vuzOPIyH/lJrvH9IR4V76qNqIQG/EhutFomNJhXiy+w3oG6SPrCooK8JDm+ZYzUaAgsa/CVvUPBPcTIweAHtgbJGwTiwSmqVo29Heom3cQv3/TOTUbmKdPtq9TYVFwv7mYJEQ1h8I1XujqmRk6bvRHGlu1ggaXXxbo3er9mr+RG4a1sh3pmABItoKgmB9OvUA7n0BePJ9oN9w/TL+H63/kTJQXt5o4u1tH6/CK/O2i3grCILQwgkODrbp9i2BU9mFWHcwVc0H+XpgRNcItCS0KFsyOXpQZRHTqCx2HsvCG0NuMQibxeWleGLLXIPY2hC2pB9EeqFeWBsW1g1BHvaJdB4Q0hEezm6GZGQSOdY8OJKcrf53dgI6nO2IsAtZccDps0nuGKXoVbfv427NzddWjXA0jrb9HM1xJIMm2ro5u6BfsL7jq7lwTew4w/y3R5aq6xWEmhDRVhAE29GuEzDzaeC5j4HLTCKVysuAF+8Gfv0CyD5jM/E2wLtCvF2xN0nEW0EQBEGRkZGh/GtPn9Z7HdIS4bXXXsPzzz+P/fvPigSCWRZuO2nwu5zcry3cXFrOK0VhWTGWJe9Q896uHhgd0avS+uFnLRLIuoMp8HBxx0sDb8C5Uf0NEbIv7vge846vsVoCMnrq2gte34CQTgb/3sNZiXY7F8E6FJeW4fjZEWptQnyVJZndOHY2ypZ0sNwaodkmIyP0tXXVJzvEvm+AUuvZzzkC8XnpSC7Q/y73DuoAL1cPNCeGhHZV/raEXuc7Mo7a+5QEB6fltLAEQbAfrdsBESbJMTavAk4eAf75GXh0BvDjx0CmfqihNcXbr+8ai5sndBXxVhAEQTCwadMmxMbGquRjHTt2VP62gwcPxueff46vv/4aAwYMwLZtkiTEHKVl5Vi0XZ9Ui0l+pvRv26Jq1qrk3YaEW2Mj+1YRFNqH+SGylbea33X8NLILiuHq7IIn+03HxTFnRx8BeHvPPHx9eHG9oqyyi/OwOlU/LDrQ3beSRYE9GBHewzBvLfsHwX7EpeWgrNxBkpBp1gik/ZQ6fzwswAsh/nqB82DiGZRZcZSf3fBsBXS6XD9feBo4/DuarzVC8/GzNfYCv7ajUbTt0aV2PR/B8RHRVhAE+3A6HXDVD6dDcRGwZL4+Ydk37wHpKVYVb6cNi61VvD0pnreCIAgthieeeALTpk1DVlYWHn/8cVx88cVKwD106BCOHDmCq666Ci+88IK9T9MhWXsgBadziwxRpZog0lKolPyrTWVrBENyrrPRtoxG3nQ4Tc07Oznj/p6X4dqO4w3bzjm4CB/uX1Bn4XZJ0naV+ItMbD1AicL2hPYMGuvS9tn1XISGc8RRkpCVFADxy/TzvlFAqFGy43pE2xYUl+F4WjPJcdGME5I1Vz9bY9jhF+kVZLjeQ1kJ9j4lwYER0VYQBPsw+Qrg1S+Bcy8B3M9GqZSWACsXAk/cCHzxBpAS32ji7a0i3gqCILQYGFl7//33w8/PD/fccw+SkpJwyy23GNbPmjULmzdXiHOW8NFHH6F3797w9/dX07Bhw7Bo0SLD+nPOOUcJesbT7bffjqbGgi0VCcimtrAEZKkFmdh66rCab+0djF5nE8qYMqJLha/tugMVHdG857d1PR93dLvAsOzHYyvw2q6fDZnSLWFRJWuEqsJxYxPqFYhO/q3V/MGsBJw667UrNIMkZBF2FG3jl1cM/WeULf1c60GztEiIHg200tuS4OQy4EzzGGJfXFaK7RlH1Hywhz9iz9oINDfY0XZ17FjD398dPds5IQhmENFWEAT7ERgMXHkb8OpXwJQrAU/vigRl65YAT90KLP3DqocU8VYQBEEoLi6Gl5eXKgg3Nzd4e3sjJCTEUDCcp+dtXYiOjsarr76qBOEtW7Zg3LhxuOiii7B3b8VwcQrDycnJhun1119vUjeDUWq7T+q9BtsE+6BPu5aVpI0JxHSqu1fvI0sRtrrkR1rn8Jaj6Sgs0UfFakyPHYeHek2DE/Sf/zt+I57b9g1KyktrPYdjOck4kKXv1O4cEI2O/lFwBIaHV1g0MCGZ0HQ5kqJPQsbaGRvh32StETS6tzESbeObiWjL756extG2X6A5sCvzmPINJ4NCu1T7Hdsc4EgN2tuQFUk7kZCXbu9TEhwUEW0FQbA//oHApTcAr30FXHQd4K3/AVPNxW59bXLISuLtePORt6/+vh0nT+Xa5PiCIAiC/WjTpg2OHTtm+PvHH39EZGRFRA8FVWMR1xKmTp2KKVOmoFOnTujcuTNeeukl+Pr6YsOGDYZtKA5HREQYJkbkNiUWbDleKcq2Ob9Qm0ILAy3ClWLredEDq93WxbnCIqGotBzbj1X17L8wZhie7X8dXJ301gbLk3fi0c2fo+CsX65F9gzR9o+y1TD21V2XKhYJTZWSsnKDhQCTkHm5u9rnRGgZcuxv/byzGxAzod67ig33h4erXvbY21wibUmP6wHns/dnz1zAgk4fR2dTWoU1wpBm6GdrmsRxWvvRar4cOvx4dIW9T0lwUOz0LSwIgmAGHz9g6jV6y4TlfwG52UCUydDLlAQgJLzCD9ca4u3wWPXyySGfv6w/hqz8YiXeLt+ThBV7knBOzyhMH9UJbUM0MVkQBEFoytCzNi1N7zVKzj+/clbyP//8UyUmqy9lZWX45ZdfkJeXp2wSNL777jt8++23SrClyPvUU08pIbc6ioqK1KSRna2PgCsvLzdMFBP5v63JKyrB0t2Jap7Z5Mf1jGqU4zoKu07HISFfL772D+6IUI+AGq9/WKcw/LNdHxG79kAyhnQKrbLNORG94TXQHU9t/QpF5SXK2/CBjZ/glYE3wc9NHwmuwWMxEndxoj5BnpuzC8ZH9nOYe9DZvzWC3P1wujgHW04dREFJETxcrNNWa2k05nNtSlxKlhJucTbK1m71K2M/nLP1nUS61qOhc/XRj8SrB85OQOeoQDVKIPVMAdKz8hHs59n077VXGJw6XACnI/OBvGSUH/0biJ2Kpsym9AOGjrH+wZ0c5vvNVvf6orbD8N3RpSq55cKETZjR8VwEezatzlyh9nvd0Hosoq0gCI4HbRLoeWsKPW/ffUo/z8jcgaPq7W9VnXh7wcAY/CXirSAIQrPmmWeeqTVRmYtL3ZM77d69W4m0hYWFKsr2999/R/fu+gjE6dOnIyYmBlFRUdi1axceeeQRHDx4EPPmzat2f6+88gqee+65KsvT09PVMfgiwGRqfDlwdrbtALole9NUIh8yLLYV8rIzkafXkFsEvx9fZZgf4d+5kuhvjiifcni6OaOwpBzrD6YgeVC4isA1pT2C8ESnaXjlyK8oKCvG7szjmLXmfTzReRoC3XwM2/Fer0najcxi/QiggQEdUXgmF4VwnBFBffzbYfmp3SgsK8GKY1vRL6CDvU+pSdKYz7Up2w5XRIVH+DrXWs9thff+X6BJVzmhI5HfwPOICXLH7pP6+Q37TmBQ+wrLhKZ8r92jL0cQRVv6wW77CGf8hqCpwu+2oznJar6DdziKz+QhDXloLlR3rycE98GfqZtUcsmv9v2La6PH2PU8Bevf65ychiVAFNFWEISmw4q/gXT9jzk+eRn4rwsw7Ragc0+rHcKrDuJtdFD10VGCIAhC06Wm6Nea6NKlC3bs2KEa67/++itmzJiBlStXKuH21ltvNWzXq1cvZccwfvx4HD16FLGxsWb399hjj6mEacaRtrR2CA0NVdYKfDGgRQH/tqW4wxePlYcqhq1OG9UVYWF+aCnQsmDDjkNq3tvVA+d3HgFPF72tUk0M6piM1ftTkFtUhvQiV/SOMe8BHBYWhsiQMDy0eQ7OFOfheEEanjv8E94achvCvfTiEu/1pqNxhs9cHDtSfc6RGFfeX4m2ZF9REiaFDbX3KTVJGuu5Nkfq1gpxtF+n1ggL02e4b2ycVq02zPv2ugK+QQ2r6wM7A3/t0CcFTMopd5hnp8H3OuQK6LY8AqfcRHgkLkGYdyng6xg+13VlW0JFkssRUT0d5h7Z+l7P8J+ERelblWi75NRO3NrrAviajLQQmva99vT0bLqi7bPPPlsleoCN3QMH9GHxjCB44IEHlM8Yh4ZNmjQJH374IcLD9R5R5OTJk7jjjjuwfPlyFdHAxjGjElxdRY8WhGZHpx5A1z7AgZ36v+MOAq8/CPQdClx2ExDZxibiLW0TfjURb1fuTcKYHlGY1K0VmlmbQhAEocVAMZLiKtuRjCgzHcJWUxSsOdzd3dGxY0c1P2DAAGzevBnvvvsuPvnkkyrbDhmij4g6cuRItaKth4eHmkzhS4D20scXA+O/bcHO4xkGj/eebYMQa8+M8nZgTdpeNXyVjIvsC283y17AhneJUKItWX8oDX3bV7VI0Ojaqi1mD78L9234GGmFZ5QVw6z1s/HW0NsQ4xuOzKIcbM/W+zCHePhjSHg3ODs5VnqSwWFdlG0DxYf16ftxv5NTi/I9tiaN8VzXlISMdIwMaPTjK4qygcSzke0BHeAc3K3BI+u6t6kQn/cnnLHPddniXvMzPW8ENrwAJ10ZnPZ/Awx5DE2Rzaf0HWNkSFhXh7pHtrzXYd6tcF70ICw4uQF5pYX4M34Dru043q7nKVj3Xje0Ltv9SejRo0elLLpr1qwxrLvvvvuwYMEC5QnGKIWkpCRceumllfzC6EHGDMDr1q3DV199hS+//BJPP/20na5GEASbEtMJeOBV4J4XgNbtKpbv2AA8cxvwzXtAlj6rtTXF2yuGx+Kru8biJqOEZeU6vXj7+K978fF/+5BTUGLV4wqCIAi2595778V1112HuLg41fkfEBBQaWooFIGNPWmNYUQuMU6A5qiw81Jj6gATr/kWgHHyr8ltLPc6HtIpDK5nLRHWHUxVnQQ10dY3DB+OuAttfPTiLsXbmes+wMGsBPyXuA1lOn2nwqTogXBxMMGWeLt6om+wvtMitSATx84OdRaaBqVl5YhL1Q/jjQ7ygY+HnTyJTy6pSKrVfopVrNDYfo8O1tuNHE7OQnGp3uqlWUDRlsmbye7PgLPfE02Jcl25QbT1cfVE98CW9TtzdYexyseX/BK3CkVlxfY+JcGBsHs4KiNimYzBFA4r+/zzz/H9999j3LhxatncuXPRrVs3lYV36NCh+O+//7Bv3z4sWbJERd/27dsXL7zwgvIIYxQvox0EQWhmsOHWaxDQoz+wbikw/yvgTIY+OcHKhcCGZcCNDwIDRtpEvJ1qEnlL8faPzSeUgHv9OZ0xpX9buDTDnmFBEITmyDfffKOiaadMmdLgfdHKYPLkyWjbtq3yL2MbdsWKFfj333+VBQL/5nGCg4OVpy2DE0aPHo3evXvDkcnIKcS6g/po0VY+HhjRrWq7vTmTkn8a204dUfPR3iHo1cqo07gWfDzd0KddMLYeO4W0rAIcTclW0Ys1QTuE2cNn4YGNn+JwdiKyivNwz/oP4etaEd07pQ7CcWMzPKw7NqfrrTTWpu5DrH/THKrdEjmRnmtIQlZbPbUpx/6umO/Q8O9mje7RrZCQkYfScp0SbnsYRd82aQLaATETgBOLgaxjQPwKoK1eP2kqHMrSf9eRASGd4Opcd0/5pkwb31CcE9kby5N34nRRDhYlbMHFMcPtfVqCg2B30fbw4cMqIQN9Hpi4gdYGbOxu3boVJSUlmDBhgmHbrl27qnXr169Xoi3/pyeYsV0CLRRol7B3717069evXpl4m3NG0OaClKGUoepRHj5BL84u/QNO//wMp8IC6EpLoWvTod4ZZmvDw9UZlw9tj/P7t8G8DXH4ef0xFJeWI7ugBB8s2qt8cG89txv6tQ+xyfGbG/IsSxk6AlIPm14ZWus4jKbt0ME6yZJor3D99derkWPcL8VYCrbnnnsu4uPjVZDBO++8g7y8POVLe9lll+HJJ5+Eo7Nw20mUsYeSUab92sDNpWV1TP6buBU6ZY7EKNtBdR7uP7xrhBJttWhbS8SwVh5+eHfYnXhk02fYnRmnhsxyIj0CY1RErqMyPLw73t37u5pfn7YP13eqeJcTHJsjKVmG+Y6Rdspgz2j0uIX6eVcvIPocq+26e5tW+G9ngprfF5/ZfERb0usWvWirRds2MdF2U7reHpMMDu2Clsg1seOUaEt+OLocF7QZ0uLEa8EBRVt6edHOgD62bODS33bUqFHYs2cPUlJSVKRsYGBgpc9QoOU6wv+NBVttvbauvpl4m3NG0OaClKGUYSUGjoVTtwHwXf4ndG7uyC135tuzYbVz1mmU+7eyyvAqY8Z39kNHv2j8czAHG45mqmXH03Px+Peb0T8mEFcNjUa4f1UvQkGeZWsi34dShi2xHjY0E69pfoUvvvgCXl4NS/zBEWLVQZGWVl9Ncbg0RVvi7OSEKQPaoiXB+rwofpOa59BV2hLUlWGdw/H+wj1qnhHLHJVjCX5uXsrP9sktX2KjkaAxOXoQHJko72C094tAXE4K9maeQGZRLlp5+Nr7tAQLYPSpRid7Rdqm7QDyzr7HU3i0YkImRtpq7EvQt9ubDbEXAl4hQMEp4PBvQEEG4GU+8aEjYvwdNzi0K1oiXQLbYFBIZ2UTkZSfgRXJuzChtfkgRKFlYVfRlkPINBiNQBE3JiYGP//8c4MbzjVRWybe5pwRtLkgZShlWJUwoL3+ua6U87uoEE5vPACERkDHZGUdulq9Hj7VpxsOJmXh4//249DZBu+2E2ewKyELlwxuj6tGxMLbw+4DGxwSeZalDB0BqYdNrwwbmolX44orrsAPP/ygslS3a9cObm6VPRy3bduGlgwjQ0/n6kenDeschlD/lpXRmlGuifkZhiG7tC6oK8F+nujaOhAHEs8gLi0HSafzEBWk99asDU8Xd7wy6Ea8uP17LEvegWA3P5UIzdGhRQJFW0Yob0zfr5LsCI7PESPRtqO9kg3GGVkj0M/WirQJ8YWvpytyC0uxNz5Tdco0m0R5rh5A9+uBrW8B9EPd/x3Q/240BXJLClQHD6Gfd6R3M4qAriPXdBxv8Pb97uhSjI/q23zqqFBvHEpFYFRt586dVRZdDiVjgrEzZ85UirZNTU01eODy/02b9L3fxuu1ddVhSSbe5poRtDkhZShlaBHL/tR73p7JgNOr9wMDRwGX3ACER1m1HvZoG4x3bxqBpbsS8cWyA+olt7RMh1/WH8OSXYm4YVwXnNsnWkUqCfIsWxv5PpQybGn10FrHmDFjhrLkuvbaa9VoLXk5qsyCLccN81MHWe7l2lxYeDbKtqERrsO7RCjRVhPCLx9muSWHm7Mrnu1/HaZljoJbXjl83KzTYWFri4Tvji5T8+tS94lo2wQoKy/HsVS9ZWBkK2/4etopCdmxs9YINhBt2QZntO2mI+kqL0VSZj5aW9iB0iTodZNetCW75wD97rL6KENbsO3UYUOSxZZqjaDRP7gjugW2xf4zJ3EkO0nZRgwJ62bv0xLsjEOJtrm5uSpRA7P4DhgwQEU7LF26VHl+kYMHD+LkyZPK+5bw/5deekl5iDFCgixevFhFy3bv3t2u1yIIgoPQpj0Q3hpITdT/vWU1sH09cM75wAXTAb8AqzYGKcyO7BaBH9ccwW8b4lRCh8y8Iry1YJdKYHbHpO7Ny0NLEAShCfP3338r39mRI62bvLI5cDwtB7tOnFbzzLret10tQ2350s2M7+UlQFlJxXxt/+vKgNA+gGfdo1htSUFpEZYl7TRkMx8d2ave+xreJVx16GoWCXURbQk7E5hNPa24wvrJkeG5+rt5I7skH5vSD6KkvFSJz4LjEn8qD0Wl5fa1Rsg/BSRv0M8Hd9cn2LIy3c6KtpqvbbMSbVlmUcOBpHXAqT1AymYg0nGTFmrwO6KlWyMYf9dfGzsOT2z9Uv397ZFlItoK9hVtH3zwQUydOlVZIiQlJeGZZ56Bi4sLrr76apXA4aabblI2BkFBQUqIveuuu5RQyyRkZOLEiUqcpcj7+uuvKx9bJnSYOXOm2UhaQRBaIL2HAN0HAKv/Af78Fsg5A5SVquRlWLcYmHwFMOESwN163xle7q64YVxXnNevLeYs2Y+1B1IMXmH3f7ke5/SIwk3juyIsoGUNMxUEQXA0aI/VGNZYTZHEwxvx0f+zdxbQUVxtGH5X4u4eIAIhQQLB3d2KttBCi0uNCi0t3tL2L1ChuDvFtbhrIASCJBB3d09W/3PvbHYTNCGbZBPuc86e3Jm9mZmdmZ2d+e73va/uZxBACnMIwCOSva8LwCoypd4KPSvg4yBAX3NMPK8mPUahlJOG6GHvTaUKKlOW7WxpiJi0PBooyswrhplh3X1WIeY57awb41y8PzVQe5gRgVaW5dPyZdS8nm2NSSNEnyWjP1WSZVvajKy0ri1JtqhTNJ3MBW1LDMk0PGhLJCpKgrZafAFaWLjiXaeTbRM4G1gjJj8FARnheJIZhSZm716lC0NFjdbmx8XF0QAtMSIjmmIWFhbw9fWlemiEP//8E4MGDaKZtl26dKGSB4cPH1b+Pwnwnjx5kv4lwVxS2kZce5csWVKDn4rBYGgcQiHQfRDw6xZg8DhVgLawADi8DfhxEhAaqPbVkvKyBaN88L+P2qKBtZFy/pXABExecwU7r4agSCxV+3oZDAaDUT5WrFiBOXPmICpKJQPA4OjoZg4XfiTq8WNgVBgJZEcCubGcSRAxuynOBsT5nH5iZQK2hMJUzjxHgzgd66dW86/2jTizZBKS8g3l5NzqMkQioQQikcDQbMKSNMCErLQ0gsvAKllFI3tTpVTZ07pmRkZoOArQVjxzPNsLiPKgycTmpyKxkKvoaGbuAj2izfuOw+fxMdath3J6dxgnNcN4d6nRTNt///33jSYTq1evpq9XQbJ0T50qdYFnMBiMV15U9IGhHwFdB3BZt9fPcg+a+bnUqKyq8K5vidVTOuPMgxhsvxJCdbRICdqua6E4ExCLyT09aPYt01JkMBiM6oUM+BcUFMDV1RX6+vovGJFlZHAPk+8kfC1AoMP9JaXt5fkrqEBf8ldSCDzawK0v/BjQfBo0gaSCDNxPD6VtRwMrtWQ5dfSwxb6b4bR961kS+rdwRl2GlDkLeHyqVXkrORCfeQ5l9zm1JdPWrgaqD2RSIOoM19Y2Buw7VslqSDWci40RwpJyqARMfpEYBjWl31sVaBsCHh9w11VxHhC8j9O6rRXSCO+2nm1p+ji0xObg00gtysaN5CfU2LGBUdU9qzI0GyYuxGAw3j1MLYDxXwC9hgGHtgDObty80hTkAfqGalulgM/DQJ966Oplj93XQnHMLwpSmRxpOUX47UgA1bud3scTDe1VxosMBoPBqFpIVRcbMHsFVk2BL4uq9gDI5Vx2XV4cEHMREOWqssRqkDNx98pk2arjHCHZi5ZGukjLLcKDyHQUFEugr1N3H8WMtPTQzLwBHqSHI74gnWbUORtyHiQMzYLcj5IgJsHGVA/Gem8vBfLWJN4BihSDZPX7cANAVQSRSCCfl2S9E4NAH1euyrfO0HSKajCMSCTUmqDtu61nWxqiAT7GpRtWBR2j03vCL+NH7w9qerMYNUTdvVNgMBiMN2FfD/hsMSB7rqyzIJ+TTPDyAd6bAFhwJY3qgLjxTuvjif4tnbHxfJDSDCEwNhOfb75JtbU+6dEI5oaa7w7NYDAYtZVLly6ha9eu+Pjjj2t6U95tSDDUdQjwcA0nsxB1Fmg4ssY1Fk/HcdIIPPDQ19FHLcslJdlEIoEM0hKT0nvhqejiaYe6TAdrLxq0LZFIYEFbzSQ+PQ/FCrku95rSs40sVTlbRXq2JXg6muG4X7RS17bOBW1tfDhzx9SHnLEbMSWzbAJNQySV4EF6GG1b6BjD1ahuXw8rymDndtgeeg654kKcj/fH5Eb9YKOnWYadjHdA05bBYDA0Av5zl8Iz+4HcbMD3EvDjZODARk5CQY0QQ5KfPmiDnz9oTV25CWTE/9zDOExcfYWWUIokTO+WwWAwqoLJkydTD4WxY8di3759yMnhsswYNYDbUFU7jMsqqkkeZUQioSCdtltZuqv1IblDI1V5a4lJ6buia3szWf3eAYyqkEbQhKBt/yoP2pZAgrZ1cjCMGJKV8Ji4SGoejzIjUEQG6wC0tmrEql6eQ1+ogxH1O9M2kZnZF3Gl+g8SQyNgQVsGg8F4HnNrwEBRnikRA2cPAXM/Ac4dAsTczYW6aO1mjfXTutDsWwNFmWShSIotl55h6rprVPeOZP0wGAwGQ31ERETgypUr8PT0pGZkNjY26N27N/755x/ExMSwXV2dOHXjNCwJkf8BUnGN7v/TcXeV7f5OlTcgK02zeuYw1OV+6++GpdCM27oMyawlmsCEx5mRyBUV1PQmMV5CqEIaocZMyPISgJQHqixRg6rV7rQ20YOFEWd49Swui8pD1Dkaj+M0yQlBOwBJMTSNuykqaYS2TM/2pYxo0Ak6RAMewImYO8jScGM5RtXAgrYMBoPxPN0GAr9uBfqNBoRaKo3b/RuB+VOAO5dflFSoBEIBH8PbNsCWWd0w0McZfIV0XmJmARYf8Mf3u+4gMpllgTEYDIY6adasGebNm4e7d+8iPDwcI0aMwOnTp9GoUSN4e3tjwYIFuHdPpW3KqCIE2qrMuqJMIP5Gje3qQkkxLiU8pG0DoS462zZV6/LJ731bd05yiWjaPoziMnrrMh2sPZWZYndK6VcyNIew0pm2tjVgQhZ5utqkEQhEo9rT0Zy2C0QSakhW59A1U0nNEK3gsKPQNO6mPlPK0LSyaljTm6ORmGobUpkEAslKPhxZc7+PjJqDBW0ZDAbjZRATspETgaWbgQ69uFIjQloysPF/wM+fA4nqzcYyNdDB5wOaYvWUzmheX2WMFhCVjpkbr+OfU4+RXaDeTF8Gg8FgAPb29pg+fTpOnTqFtLQ0GsyNiopCv3798Msvv7BdVNW4lpJICK85iYSrSY9QKOUy0nrYe0OXBJTVDNG1LeFW8LslkXArhUkkaBoyuRzhikxbK2Ndei9al/VsS5uR1WmJBEIZiYRN0CTSinIQnptI2x4mjjQ4yXg5Y1y6QsDjwnaHom6gQAOzphlVCwvaMhgMxuuwsAYmfgPMXwV4tVTNT0sCjKtGDN7Fxhj/+7At5o9sCVtTPTqPVG6d9I/BxNWXceROJCR1vKSSwWAwagoDAwOMHDkSO3bsQHJyMqZMmcIORlVDMm35QpWubQ3JAp2O5QzICAOc2lTJOlq7WkFbyD2C3Q5OpkGzukwz8wY0a5lwJ+UZJDKm169JxKfn02zTGpNGIJqm0ee5tp4lYKteSZLy6No+ratBW8eugKkb1465AKRzma2agF+prPs21h41ui2ajq2+OXo7cM+gOeICnIzxrelNYlQzirsjBoPBYLwWZ1dg9i9AoD9wcDPQtjune5tfqOpDHrxKMnLVULrVqbEd2rhb0yDtnuthKBJLkVckwbpzQfjPP5rq4BJNXAaDwWC8HStXrnzlNVhXVxfu7u7o3JkzAmFUIbqmgGM3LrCQEwWkPQasmlXrLk8syMB9hZO5k4EVvEzrVcl6dLWFaNnAEr6hKcjIK0ZwfBYalwog1TW0+EK0sWqEy4kPacAhKCsazcxdanqzGArCklTSCDUStCVyKCKFPEH9fgBfUC2rdbU1poMnIoms7mbakmeS5tOBq99w036/A/22QJOkEQjk+sB4PWNde+BMHCfXtC/iKt6r35FeWxnvBuxIMxgMRkXw8gEat3hR0zYvB1gxFxg4BvDprLbgrbZQgDEd3dCrmSO2Xg7G+YdxdH5sej7m7fVDGzcrTO3tCSdLVlbEYDAYFeXPP/9EamoqCgoKYGbGBc4yMzOhr68PQ0NDpKSkwMXFBZcvX4aTkxPbwVWJ21AuaFuSbVvNQdszcX5lDMhI4L6q6OBhS4O2hFvByXU6aEvoYONFg7aEm8mBLGirQYSW0bOtgaBtRPVLIxC0BHw0tDfFk5gM6iGRkVcEc0MuI7xO0Wwq4PszUJwFPN0JdFgMGNfsbxnRt/ZLDaFtkoXvWUUDZHWJBka26GTjhRvJgUgpysK5+PsYWEXVIAzNg8kjMBgMRoWvnHxA+NyY15HtQGw4sO4XYMX3QHyUWverhZEuvhnSHCsndURjR1Pl/LthqZi2/hrWnw9CXlHNOm4zGAxGbYPo1bZu3RqhoaFIT0+nr5CQELRt2xZ///03YmJiYGtri9mzZ9f0ptZ9XIfUmK6tTC7DaUXQlpji9HVoVaXra+turTQdvfUsCfI6LpHQztqD7lfCreSgmt4cRinCFHq2NZZpG/kf95dodtbvW62rLiuRkIU6ibYR0OJTri2TAP4ranqLEJIdh2xxPm37WLpDWE3Z1bWdcW49le09YZfo7xbj3YAFbRkMBqOyEH22zDTV9LOHwOKZwL/rgQLupkRdNLI3xZ8fd8B3w7xhacxlBEhlchz2jcTE1VeobAKZZjAYDMabIYZjJNvW1dVVOc/NzQ3Lly/H3Llz4ejoiN9//x03b95ku7OqMXYGrFtw7WR/IJerLKkOHmVEUnkEAnExt9ZTDY5WBcTsycuJc6+Py8hHbFoe6jLEZMjLjMumi8pLxrXERzTbjlGzkMGCMEWmrYWRDswMq9mELCsCyFCUydu1B/S470RNBG3rrEQCocXngJDzyMCjjUBBqWeWGuBuaT1bJo1QbpqY1UdzhbRMTH4KbiQ9qYrDw9BAWNCWwWAwKn0lFQCfLQI+XQRY2nLziHzChSPAj5OAm+dflFOoBKRks0dTB2ye0RXjOrsrDU2yC0RYeeoJPt10Aw+j0tW2PgaDwairJCYmQiLhTHhKQ+YlJSXRtr29PXJzFZqLjKrFdaiqHX682vZ2SZYtYYBj9RghEYmEEm4GJ6Ou08HGU9n+0X8bxlxaiq0hZ5FcWIeDZRpOQmYB8osVJmQ1IY0QeVrVdqk+aYQSSleuBcXW4fNQ3wpoqjDUlBQAD/7RID1bZkJWET4slW27K/xSna/SYHCwoC2DwWCoA6J9590O+GkDMPQjQFuRrZCbBWxdAfz2FRAVqnYzk/HdGmLTjK7o6mmnnB+RnIM5O33x0wF/JGUWqHWdDAaDUZfo3r07pk2bhgcPHijnkfaMGTPQo0cPOv348WM0aNCgBrfyHdO1LYHo2lYDBZJiXE4IUOordrZtUi3r7dDIRtm+FcwNENRl+ju2gZ2+KpOSBGu3hJzF6Is/49u7G2n2rYRULjGqjZIs2xqXRiA0GFjtqycZ7w7mBkptX5GkDp9/rb4GSoyrAv5Rmb9VM3niQgRmRisNH0tfExhvpq2VB1yNuGe+p1kxeKAwz1RCrqEskPtuB21JeVhhocopnZSKFRcXK6dJFsLMmTPVu4UMBoNRm9DSBgaP44K3Pp1U8yOeAX/PB8Qita/SxlQfP4xoieUT2sPN1lg5/8azJExeexU7roTU7RtRBoPBeEs2b94Mc3Nz+Pj4QEdHh75atWpF55H3CMSQbMWKmtcBfCewag4YK0xpYi8DxaqgUlVxNfERCqXcb3NPe2/oCLRRHdia6sPVhvvNDknIRmqO6hmrLmKpa4w93eZiqc/HaGel0riVQQ7flKc0+3bExSVY9/Qk4vJTa3pz3z0TsuoO2ooLuO84wdC+2o0HS/B04iQSxFJZmf1RJ+VnGn/ItYsygUcbamQz7qeFKqVRmDTC21VbPp9tW0JCcjhmHJyEb/ZPhEhUpJbjxaiFQVui7VW6PKx///6Ij49XThPn3fXr16t3CxkMBqM2YmEDzJgHzP4FsFW4tL43gQvqVhFNnc2xclInzB7UFKYG2sqb0N3XQzF13TX4hXFO1QwGg8HgICZj58+fR1BQEA4cOEBfpH3u3DnY2Ngos3H79OnDdll1Va2UGJLJxEDkmSpf5em4u8p2/2p24y6dbXv7HZBIIIZDXeyaYVnbqTjQcx4mNuwLGz2VrmhGcS52h1/CB5d/xRe31+B8vD+KpcxktaoITarBTNvYK4BEEVhqMID77tcA74yuLaH1HGq1SPH/A5Coku9qQs+WZI0yKk43u+aw17egbb/UYARnx0Emk2HV1f8hXaiFGC0h9l78o3buWjKgkOQHRJ3lrhEJvkBKAJD+DMiOAvKTgKIsQFwIvEO66M/Zn7+e5zUzmIYGg8FgvAGvlsCiNYDvZaCDamSUkp0BpCUBriqdt8oi4PPQr4UzOnvaYc/1MBy5E0mNyRIzCzBvrx86N7bFtD6esDJWGBIwGAwGAx4eHvTF0BBd2xLNxfBjgMeYKltVQkE6HqSH07azgTW8TBVZvtVE+0a22HmNk066FZyMIa3r412BBGs/adgX4917415qME7E3MGN5CfKLLz76WH0Zax1BH0dfTDIqR1cjFVSUAx1mJDl0La5oQ4sjDhz22ojomalEV4WtH1KdG3bo+5i0RhwGwaEHQHyEoCgHUAzhdZtNZ1zJUFbLb4A3hYqA1BGxQa/PnDtjhWPD9LpPWGXsNhnPLwd+yAs6Syddzk/DAMzE2BpZq9Zu5bEE/MTgaxwICtM8VfRzg7ngrYVQaANCHQBoa7qL23rvGJ+qffJX69PAFPO3K3OBG0ZDAaD8TZXWi2g00uytA5tAW5dADr0AkZMBEzUp+tkoKOFKb0ao3czR6w6/QSPYzhX7OtPk3AvPBUfdW2Ioa3rQyhg0uYMBuPdZeLEia99f8uWLdW2LQwFjl0AHVOgOAuIPAWQTEuBVpXsnrNx95Tt/k6taelpdeJiYwRbUz0kZRXiUXQ6cgvFMNKrms+qqQh4fLS1bkxfJNP2dKwfTsbeUUok5IgLcCDyOn2RoPog57boYd8C+kKFdwDjrUjOKkReEZfFXFpaq9oCN+S7TeBrAfWeS2qoRpytDGGgI6SGbEFxWTSwWF3XAbL//z75CClZefhhpBFsTDl93Sql7VwuaEvw+x1oMpEzVK4GYvNTkVjIPY80M3eBHvsOvzX9HVtTI0dyzbyS+BCxeakY3WEk+uT3w9z/Pke6UIAdV5bjq/dqIONWJgFyYl4elM2K4Mzw1IVUxL1E3ABUhanXmwVtGQwGg/EKokK4gC2B/H1wCxj8IdBjCCBU33hafWsjLBvfDhcexWPjhafILhChUCTFhvNPcf5hHD4b0AReTswEgMFgvJtkZpbN6hCLxXjy5AmysrKURmSMaoYEaEm59LM9nKZt3FWgXi+1r0Yml+F0nB9t88FDXwcfVDckONShkS0OK6pi7oYmo2czR7yrmOsYYZxbD4x17Y6AjHCcjLlDAxIiEgQAEJgVTV8rA4+ht0MLDHJuBw8Tp2oPttcFalTPNuMZkBOlGqTRNkJNwefx0NjRjCY0ZOYX0wEUOzP9Kl9vQbEE8/bcxdP4LDq96cIz/DiyGq5Btq0B555AzEUukBZysEqrGV4ljcD0bCuHjkALoxp0wfpn/1Fd8H8jLuPbZqNhamCIAQ49sDP5Kvxk2XgW4QcPl9ZQO0SeIDuibMYsDcqGATnRXOC2QvAAIyfA1BUwdQMMbLgBW2kRJ6NS8pe2i5+bfv5vMSApp0Y8ybytBVQ4MrBp0yZqyECQSCTYtm0bLC0t6XRpvVsGg8FgvAZnV2DcLODIdqAgDygsAPZvAG6cAT6YCTT2VtvuIw8zvZs7om1Da2y7HIxT/jEgYjeRKbn4attt9PV2xKSejWGiXz3mKwwGg6EpHDmiyDgqBdGGmzFjBlxdWelmjeE2lAvaEsKOVUnQ9mFGBBILuKyvVlYNYaVnipqggwcXtCXcDH63g7al71taWLjR15de7+FsvD9OxPgiIjeRvl8oLcbxGF/6cjO2x2Dndujt4AMjLSb9VCv0bEtLI7jUnDRCaYkEErQlBMVmVHnQtkgkwfx//ZQB25JKuKiUXJpsUeW0mcsFbQl3fwMaja4WTeE7qc9Um8D0bCvNsHodsPnpf5DwgJMxvvikYT9q+Diw/VhcO3gN0UI+bgQdV1/QlgRmA1Zzgf7c2Ir/P8mqN3FRBGYVwVny14S8GgDqzLyWyzld/BcCviVBXcW0eSPUuaCts7MzNm7cWMa8YefOnS/0YTAYDMYbIKVI3QcDrTpzgdvrZ7gfmIQYYMX3QKsuwOgpgLmV2nalsZ42Ph/QFH2aO+KfU08QlsSVkpwNiKNaepN6eqCvtxPNOmAwGIx3FT6fj6+++grdunXDnDnEuKV8rF27lr6iorgMMi8vLyxYsIAa9xKKiorw9ddf499//0VxcTH69u2LNWvWKA3PGKWo3497wCMPXUTXtsdKtQcVSBl+Cf0dq9eA7PmAERk0JZUwJHBULJZCR6t6ypVrA0ba+hjZoDNG1O+Ep1kxNHh7MeEBCklJLInp5yTgzyeHsTroOLrbedMAbjPzBiz79g2Elc60tVV/0HbH2eUIz4nAl30Xw8z4uXvZEmkEAsmqr2E8ncqakVXlwAn5fi/cdw9PFLJlfB7J+gdNpth1LRTzRrZElePcg8u4JYZPqQGc6VODflW6SpFUggCFfriFjjFcjZg+dWV5HHQJurJi5Al0QJTAD0RexYzGg+k9zDjvicjMikD31h9UbiVEYzzqHBCwCogg39uyHlcvoGVYNiBbum3oWG1SHCD3C1TvliQkVbP8S00HbUtuQhkMBoOhJoxMgfFfAF36A3vWABGKUeh714BHd4BRU4Dug9S6uz0czLByUiec9I+mmbekRIvo6P118jHOBsTis/5N4Vrd+mYMBoOhQYSHh9OKsorg6OiI3377De7u7lQXcfv27Rg6dCgePHhAA7izZ8/Gf//9hwMHDsDExASffvophg8fjps3b1bZ56i16BhzgQUSTCAZPcQ92qaF2hZfICmmZfcEQ6EuOtt6oaYgBqLtG9rgTEAsDejcj0hD+0YskP+y7FtPs3r09ZnXUFxMCKDZZUFZMfR9IqFwNv4efXWw9sTSVp9Qwx7GK0zIFAP3ZMDAyli9JcJ5+Vk4mR8MD2k+pKLn9CuLc4D461ybZN2ZNazxQ9TI3lQZPCW6tlWFSCLFkgP+CIhKp9P6OkIsHu2Dnw/6I7tQgutPE6sn25YEtNp8DxwfwU3f/bXKg7aPMiNQpBhoaW3ViA2qVJKc3HRsDzkIA4EW8vnakPN4OBp9Cx+69aIVB94N2wEgr7eESBMFbueCtZmcWaYSYuJl3eLFbFkzN0DPqtIDrBfv/ovwlCB83HcetLVYFSiBGZExGAyGJlC/IfD9H5y+7aHNQG42ICoGdPWq7CGRGJF18rClWreXnyTQ+U/jsvDpphsY1qY+NSsjN5QMBoNRVyEZtc8HMxITE2lwdcKECRVa1uDBg8tML126lGbe+vr60oDu5s2bsWfPHqVW7tatW9G4cWP6frt2lXi4qqu4DuWCtgSSbavGoO3VxEfKTM2e9i2gQ7Nxag4SpCVBW8Kt4CQWtH0D+kJdmlFLXiTTlgRviYRCHtFZJPswJQjbQs9hciMuy51RltScIprZXaJnq25N4Iv3D9O/CQJdmJs9l7UafV6ld0mkETSguovc6zawNkZ4cg6iUnKQXyymhr7qRCKVYemhB0oZBj1tAZaObQMPexMMaG6Lvb5xdP6uayGYVx3atm7DAHMPTl847hoQfwtw6FBlq7ubotKzbWtVO0rSNZnV5xYhQyCEqVSCZk7eOJ/8kA5GHo2+iY/cysoJRSSGITYxEF1bDn3zgtOfAg9WAUE7AHFe2feMnAHvmUCTSYA+J4+qbgLD72J93EU0EBcjITkE9R2bVMl6ahsVehq/ffs20tPTMWiQKutrx44dWLhwIfLz8zFs2DD8888/0NFhbp4MBoNRYfh8oFMfoGUH4NhOIC4SaPecEQ6RUFDjDa6FkS6+f68FlUVYdfoJ4tLzIZPLqb7e1aAETOvtiS6edmxEnMFg1ElIFmxpSFmhlZUVVqxYgYkTJ771cqVSKc2oJffH7du3h7+/PzU569VL9TDl4eFBZcXI/fWrgrZERoG8SsjJyVHq7pa8SKCZ/K1zuAwC/+JM2pSHHYO83QK1LfpU7B1lu69Dqxrff971zaGrJUCRWArfkGSIJRIIyD1BKer0sa4ELoa2+NxzGKY1GogLCQ+w4slBSOUy7Ai9gBbmrlQXt7ZR1cc6OF5lwOhmY6z29TxIugcIAHeBKb1nJVUL5NpK4EX8RyyHKDIig6Ih57OnoykN2pJs26exmWjpor6glFQmw/+OPqTfbQKRP1k8phUN2JJ9393DEmcepyAzX0S1bcOTstGgOrRtW30L/rlJtCm/8wvkw45X2aruKvRseeChpYX7O3kdU9f3+tSt7XjAK6LtkU794OnRDReTH1FDsgMR1zCyXmdqVEa4EnAamyOPQFcmRXPXDjA2snjJhkmByJPgPVgNXqxC67gUcqcekJNgrctggK8IH1bB8ROJRdjkvw4QCiDl6cDRplGtPU9kzx3ryn6OCgVtlyxZQvW9SoK2jx8/xqRJk/Dxxx/TTIFly5bB3t4eixYtqtRGMRgMxjuNviHwwQzy1P9igHbLCsDCCug/BtBRXzlbiwaWWDu1Mw7ejsDeG2EQSWRIzy3GL4cfUMmEWf2awMHCQG3rYzAYDE3g8uXLal0euTcmQVqiX0uMe4nRmaenJwICAqCtrQ1T07JmV0TPNikp6ZXL+/XXX7F48eIX5qemptJ1kAeB7Oxs+nBQEhSpO2jBwrw5tDIegpcagNQIf8gMnSq91OTiLARkRNC2va45LEW6SElJQU3T1NEIfpFZyCkU4+bjSHjYlQ3a1O1jrR5a69THaPuO2Bt/HXLIsfj+Liz3/BjGWlVrLKVuqvpYP4rgDN0I1vpytZ7/RaJCRNCAkgANzZpjxX9/IKQwBN+2+grGesawCv+PxHMhF+giRbsxoAHfPYKDsUpKwy84Do6G6gkWyWRybLgahdthnIatloCHL3q7wEZXQvc7OdYFeTno18QKe+/E0z5bLjzBZ72qwQjTvBes9O0hKEgAL/I/pAdfhcSssdpXkynKQ7jCRNBF3wairHykIB/vGur4XqdkxuFQ4jVAIIS31ADe9bsA+TK0M2uEW5nP6L7e//QS+hL5AlLIaeEBvXAZcgRCbDn/G8Z2+la5LF5xBvTD9kI/dBsE+XFlt1WghyKXUShoOBESU0VmdBp3DlcVB279jXihANoyGUY3Go+0dE5GpC4c69zc3OoL2pIbzp9++kk5TYwU2rZtqzQnc3Jyolm3LGjLYDAYakDwnBbb0wDg9gWufesiZ1Tm00ltmbfaQgHGdnZH9yYOWHPmCe6GcSVc/hFpmLb+GsZ0dKUv0o/BYDAYL9KoUSN6v0xu1g8ePEglFq5evfrWu2ru3LllJBxIpi253ybZwMbGXIYcKW0m03UykOcxArjFac9aZt8GXCpfNvxfiCq7elC9dhpjBNetmZgGbQlPU0To0ty6zPt1/liriSlWgxFclIj76WHIFOdhc+Il/OLzSa2qGKrqY52QHa1s+zRygrWp+oLap27vQhFfAEOpFP3bj8SXxz9FtlCIi4F7Ma3VYPCLFEFa556wtq8HTaGdtiHWXY6k7ZgsMayty37/3gZSufb3f0+UAVuhgIf5I33Q2s3qhWM9qr45zjxJQ2Z+Me5FZiFfrosGNtXgL9FmDnDlS9q0iNgIef9dal/F/TjV+dbRvola9m1tRB3fa21DAzg/tUeqJAmfDlwMQz1ucO8Tnf64dZPLZv4v1R8fePZSanr3iWyLgxn34M/LwjBRKupri8EjWrXP9oIn5TJ2S5CbukHefCbgOQG6uqZQr9r1q3nw7BpuyVPpM21f4yZo1bQzYlJjcfb+Xkzq9TX4zz8T17JjratbuT1ZobMlMzOzzI0NuQktccQltG7dGrGxnB5TRSHGDeSDffkld9EgkAyCWbNmwcLCgmYrjBgxAsnJXFlBCTExMRg4cCD09fXpBeDbb7+tsHEEg8Fg1AoSY+jIKiUjBVi3FPhjLpDAmXCoCzszfSx5vzUWjvJRmlOIpTLqajt13TWlHheDwWDURvr160d1ZN8EyYz43//+h9WrV5d72SSb1s3NDT4+PjRLtnnz5vj7779ha2sLkUiErKyyJjfkvpa89yqI5BgJzpZ+EchDQMmL3D+Xnq5TL/f3lPuCH3G80ssjddlE+5QuDzz0c2xV859R8WrX0JbqzRNuBye/9LjW6WOtppeWQIj5LcbBRNtAqW97JOZWjW9XRV9VdaxTcopwP5LLYDM10IatmYFal/8g8S5ddkO+EXR1DdDFvDmdvlMci8LQo8rvM89lYI3v49Ivsh/MDTmJx2fxWZCDV+njt/ZsEM495DIYyXf7xxEt0bahzUv76ulo0cSIEnbfCK+ez95sCqDHSUHwgveBnxOl9nX4pYUoP1dba48aP9a1+XttbmiExcOX4peBf8PYwEQ538PMCW0UWsGJhRk4m+CvfG9k58lwkMgg5QEnr34D/m4f8AK3lg3YNugPDD8F3sRg8FvNBl/fvNr2iUhUhG1PtkPK48FFwse4np+joCgfC64vwcXCcFz0P1gnjnVlqNB/k4BtZCQ3AkVuPO/fv19Gg4vc3GppVVy028/PD+vXr0ezZs3KzCcuuydOnKCaYCRAnJCQQF12S+uFkYAt2ZZbt25Rl95t27ZhwQL1aV4xGAyGxtBjCLB4LeDlUzb7dvEMYP9GoFB9pUbkh6YDMSmb0RWj2rsoHyQTMwvw45671Ok2Lafs6CyDwWDUBkaNGkUTAYhswXfffUfvM2/evEl1Zy9cuICVK1di9OjRsLOzo/e6zxuMVTTbgmjSkiAuuUe+eFGlFxccHEyTD4icAuMVWHhxDvOEuKtAUeWc3R+mR9AH2hIHcyu9snIVNYmhrhaa1+f0BpOzCxGRzOkXMyqOpa4Jfmj+gXJ6zdPjCM3mSs/fdYgMFskAJQzyqafWDORiUTHCwJnBtXLqRP+O7DoDZlIJCvgCnIu4rursMgCaBNkPno5mtF1QLEFM6tuXM5OS6HXngnDSn0uqILfQxD+iQ6NXD9ARBrR0VgaObz4j2rbVcA0g0iEtv1BsuAy4t1ytiyf60n6pXNDWQKgLT1PNya6uTSSnhkFarDIGMzUwfKHPBPfeyvbGZ6eQLy4C8pPBv/sLZmReAx9S+BrYIUJboWurbQy0/BKYGEoDtjRwy6v+Ko7155YiWSiEnkyGmZ2/oVm1hvpG8OKb0PcvxCiqTN9hKnRUBgwYgO+//x7Xr1+n5Voku7Vz587K9x89egRX14rpr+Tl5WHcuHFUYsHMjLtQEkhZGXHZ/eOPP6jLLrnZJS67JDhbkh1x7tw5BAUFYdeuXfD29qZZv0S+gWREkEAug8Fg1DlsnYAvfwZmLQQsFZUPRPv23CFg3mTg9kXOrExN6GkLMblXY6yZ0hlNnM2V84lRwuS1V3DIN4IaLDAYDEZtgfgxRERE4IcffqD3kVOnTqX3s6RirG/fvvSelBiEkaSCffv20XZ5IPfG165dQ1RUFNW2JdNXrlyh97kmJiZ0vUTqgOjokgDxJ598QgO2rzIhY9BICuCmcLwmjvORpyq1W07F+Snb/Z1aa9wuLh3UufmsbHUho4L70sYToxp0oW2xTIpF93eiUKIy9XsXycwrpj4FBGJ8N7R1fbUuXyAUYlyjCWghdESXFtz3VltLB51NmoAHOc4Z2KGYJ+AGY4w1L3jn6aSKRQTFqczaKhqw3XIpGEfvRtFpEhL/dqg3NfV9E8SgrEy27TVVhmqV4j0L0FIEAZ9sAfJfrbNeUUKy45At5pJKfCzdlSX7jPIjEhfj18u/4MejMxAdrfoNe55m5i7obsdlthNt2+1nvwA2OAG3FqBhXhg65nFa7tssOkDWfRUwLR7o/idgVrNmjd2bvw8bqQCDLdvA2c5dOX9460/Al8sRLeTj1sPK/fa/U0FbEhAVCoXo2rUrvaHdsGEDLQMrYcuWLejTp0+FNoDIH5Bs2dJuuoQ3uewSyN+mTZuWkWwgN9tE7yswMLBC28FgMBi16iG2RXtgyQZg6EeAluI6nJ0JbF4GBJV1Q1cH9a2NsHx8O3wzpDlM9Ln1FYqk2HD+KWZtvIHA2KoVp2cwGAx1QmQHPvzwQ1rRReS/yItUdBFpLhJwXb58OTXZrQjEVGb8+PFU17Znz5406Hv27Fn07s1lv/z555/UzJdk+Xbp0oXKIhw+fJgd2DfhqgjaEsKOvfX+KpAU42oip49rKNRFJ5smGrfv2zdUPdPcClZf4ORdZbrHILgbO9B2TH4K/go8gneZI3ciqdEsYYCPM4wV93PqggTk+jTtgrlDFkK75N6UVDd0nQFzSTGyBbq4bNQQaKBZWbYllGTaViZoS6TE9t8KV07PHtwMPZpy52B5KJNtG5yM8KRsVDm6ZkDz6VxbWgz4/6W2Rd9NDVa2S8r3GRVjw+nFSBAKkCDQhoj3Gm1UuQwztKTQJhnTxNhLros4gUKvmsfHcF0jaMsAM10XiD3HE4FcjTgUzeo1xR/DV2Fkt2ll5rs7NUVjOfddOBWsklZ5F6mQEZmlpSXNICBZsERjVvCcIDApLzMyKut0+jqIkRkpOyM3tc9DnHTf5LJL/j5vHlAy/TonXlKmRl4lkCBvSQkbeVU1ZB1kFK461lVXYfuQ7UNNoMbPQ6EWMPADoG0P8A5sBO/BLcg9vCH3aE42rkpW2bOpPdq4WWLb5RCcfhALktMbmZKLr7bdRp/mjpjYo5EyqFsr9mEdgO1Dtg/fxfNQ3eshmbDkVRlIhdjrIEYUpBqsIhq5DGLr3hHQNQeKMoCo0wDJlhRyD3IV4UriQxRKuUq8ng4toSOouKRbVWNprItG9qYITsiiv61EkojozDPeDm2BEItafoTJ1/+gx/5U7F20tmyIXg4t37ldmlckxol7nCGUkM/DiLYK2ZFqQEdHHwNEadgrtMFJkybo4dQT6g0XqwdXW2NoCfjUx+Ftgrb/3gijQdsSPhvQBH29nSq0DGL2+35HV6w5G0SnyfIWjm6FKsdnNvBgJUCukQ/XAG2+B3QrLx9zN5UzxyK0sfKo9PLeNUiG6Q1xCk3YGWDWAu7OTV/eMfUxcH4q7BJ98b5lB+ywaAsJT4DVtr3wq60b4D0Ddsb18Fd2CkxNNMMILjzcF66uXKUR0SJ/GUOajkVg4DaECmV4FHITzRp2xLtIhYK2EydOLFc/knH7Johh2RdffIHz589X2k2tohBjiMWLF78wPzU1lWZYVMeDBgl8k4ebyooSv6uwfcj2oSagOechDxgxFdrNOkBqag5palmjMO2wJxC5eBLnGrWtcUwra7RyNsD2G9GITuf0y4jZws1niRjTxhGdG1mAXw6dNM3Zh7UXtg/ZPnwXz0Pio8B4R+ALAZdBQNAOQJQLxF0B6vet8GJOx5aSRnDUPGmEEjp62NCgbUm27Yh21Rdcq4s4G1rjq6YjsDRgL51e9vgA1dW0N1DoOr4jkIBtgYgz6+7d3JEOEKiTmw9OwDf0KNo6dkCnDpPKvimTol/mHaRKGqFXfhS0nXdCEyEB04b2JgiMzURCRgGVkzBTZL2+icO+Edh6WZVVOr2PJ9UMfhv6t3TGvlvhSM8txq3gZIQlZsPNrnKDim/E0B7w+hh4tIG7zpLAbdsfKrXIPHEhAjO5gQJnA2vY6atk1hhvJicvEztCDkAmEKKRVAuju898sZO4EPD9Cbi3jJMQAjAu3Q//mXkjna+DG/rOuOc5Ea0UciSaErC95HcQG2LOoP2DHfh02N8QkESkl9CiUUe4P9xBg7bHHu5hQdvyQEy+6tWrhxYtWtCb8spA5A9IGVnLli3LGIuRTN5Vq1bRcrISl93S2balXXbJ37t3OYfK0u+XvPcqiMYY0RQrnWnr5OQEKysrpStvVT/YELFzsj4WpGD7sKZg52Ed3IfWPV6c99gP/G3LIXdtDPm4TwHHBupbnTXQxrMeNVrYcTWUGjfkF0ux5Xo0fCOz8Wk/LzSwMa5d+7AWwvYh24fv4nlY3QP+jBqG6NqSoG2JREIFg7YJ+ekIyOBKlusZWsPTtHw6xTVB+0a2VBOTQAI2LGhbefo6tKJl2ufj71OZjEUPdmJNh8/eGX3NIrGUSiOUmGKN6lAxD5rycCPyMvyFfOTH30cnPBe0TbwDLVEmJqb7Ag1HvlWmfHVKJJCgLeFpXCY15X0Tx/2isP78U+X0pJ4eeK9tg0oFj8d0dMOaM4HKbNtFY6oh27b1HODxJs6QjEgkEJMqYlT2ltxPC6VGZAQmjVBxVp1dhAyBEMZSKT7rufjFe6voC8CF6UCWSo4DZo2g33M1pvGN8MvDf+msfwKPYnPnr8tc7248voTjT/fhy65zYG+j/uvB68jKTsW/Uf/RYHSOXPjKgG0J/RsOQ1T4AejzeJBJpdSo7F2jQpm2M2bMwN69exEZGUnNE4gWmLn5242YEK0vohlWGrJMoltLnHxJELXEZZdof73MZZf8Xbp0KQ3+WpPoAUAzd0nglTgCv07HjLyeh3wRqitoQB5sqnN9dRG2D9k+1AQ0+jyUSIB/19EmL/wpeD9/BvQcBgz9ENBVT7kl+dzvtXVBF097qm97JTCBzg+Ky8Knm29hWJv6+KhrQ+jrCGvnPqwlsH3I9uG7dh6y68U7Rr0+gECH01sMPwb0XFUhl+vTpQ3IHFvTc1VTcbY0hJOFAWLT8xEYk4Gs/GKYGmhukKs2QI73N01HIigzGvEF6XiaFYONwacwo/FgvAucfRCD7AJOGoTcrzmYG6h1+RKpGCHSLEAggLftS4KLkf+p2g0G0j8FomLoa+tophkZZ59DJRLeFLQ98yAGqxXBVQK55x2thqB4/xZO2H8zHGm5RbgdUk3ZtqauQMPRQPC/QGEq8GQr0GLWWy+O6dm+PSdvbkMAr4C2Rzv3hbW5verNglTgylfA012qeXwtLjO6zVw6KNJXLsORqJt4mh2LiNwknIjxxXv1OyoH2fc93Y1kIR/bb/yFuSP+QXWy5vwSZAmEMJFKMavP/Df27+TdHw0dPGBtpb7Eo9pGhe6qiQZXYmIi5syZQ40bSGB19OjRNCu2opm3RPu2SZMmZV4GBgawsLCg7fK47BLTMxKc/eijj/Dw4UO6HfPmzaPmZi8LyjIYDMY7hVAIjP8csFEYIBANyPOHgflTgXvXicWt2lZlYaSLucNb4LcP28JR8TAgk8tx+E4kJq+9gmtBiZWu0GAwGAzGOwoxTKmnMCfOSwCS/cv9rzK5DGcUQVs+eOjj4ANNp0MjLlBEfjV9Q7gqQkbl0BfqYlHL8RDyuCytPeGXywSV6ipEn/XAbc41nqCOgOLz3H50FrkCAbRlMvTw4ZKtyhChcn5PNmuFeUd+wBfHPkVREReUqq1mZBcexeGvk6oktDEdXTGus5tatoPLtlUdq52ltHKrFKJlWwIpuZeK32ox5J6/5PulxRfA26J6szlrO+aWTWAm5aMVjNGn7RhuJnmOerIN2OpRNmDr0BkY/xDosEiZxc7n8fGZ1zBll83BZ5ArKlAOeg91HULbD1GIgKdXqu1znb65HQF8To50TP0BMDexKtf/Wb/DAVtChVMhSDD0gw8+oBmtQUFB8PLywsyZM1G/fn3k5eWpdePe5LJLjNBOnjxJ/5JgLsn8Ja69S5YsUet2MBgMRq2lcQtg0Vpg2HigxMk3Mw1YtxT4ez6QwmXGqosWDSyxdlpnTOjWENpC7ieGaHItPXQfP+71Q3xGvlrXx2AwGOpELH67B1RGNeA6VNUmEgnlJCA9HEmFXPCltVUjWOlV3lynqimd3Ucc5BnqwcPUCdM8uExPwtKAPcgortv62JefxCM1hwuStHG3pmZb6uZOFBf0cZVrw1D/ueXnxgOpAVzbxgcGZk5IkCQhWwAcuLYGmgbJarc356rRQhKyIZJIX9rvamACVhx/SAdWCMPbNcAn3RupNYu/XwsnWBpxUkBk8CY0MRtVjnVzoEF/rp0TzWXdvgWx+alILMyg7WbmLtDTYEkMTaRDo1ZYNvgvzBygiGtlhAAHegJnP+FMOQk6pkDvjcCYK4BF4xeW0dS8AXrZt6DtbHE+toaeU77Xy2co3KRCyHg8/Pt4l1oTeV5FSnocDiZw1wofGKNX65EVXsaNwMs4cGUD3jUqVb9GovTkwkRGUogebWW5cuUK/vrrrxdcdjMyMpCfn08Dts9r1RKN3VOnTqGgoIAaiS1fvhxCkl3GYDAYDA4SrB00FliyHmhSynzlyT1g4XTgxG5qEqEuSHbA2M7u2DC9K9q4qUZQ/cNTMW3dNey8GvLKm2AGg8GoDvbv30+9E0ogfgrknpLce1paWrIEAE3ElZSyKwIiRCLhbaQRnDTXgKw0xAzJwogLcjyISKOa8Qz1MNqli1JfkwRsSeCWZGPXRaQyOfbdVOldvl8qc1NdEI3JYAkXRGpuzQWIyhB5WtVuMBCG+iZor89lzV3LDkKxiDOz1cRsW5KlHJ6U88L7t54l4bcjAZAp4lyDW9XD1F6N1S67Qu6n3++kOma7roaodfmvhJTYl3D3N07jtoLcTX2mWpzi+8Z4M5lpnPY0wVhXD4ZaWoDvz8COZkDsZVXHRu8DnzwFmk1+rVTQ9MaDoEOkE4hZXtQNROepBgHHtZoKvlyOCCEPp28rNOOrkDWXfkauQAhzIovQd0GF///cvSNYGbwHJ9J8kZmbhneJCgdti4uLqa5t79690bBhQ6pLS250idasoaFh1Wwlg8FgMCqPlR3wxRJgxjzAzJKbJxYBEc8qpA1YXuzM9LHk/dZYMMpH6VJMboCJocK09ddoEJfBYDBqAlI1RsxuCVu3bsW3336Ljz/+mMp/zZ49G7///js2bdrEDo4mYWAL2LXl2mlPgCxVyferSC/KwaUELsvPUEsPnWyaoDbA5/HQvqGN8nfzHvu9VOO+5eNH77Ew1zGi06SEe1/EVdRFbgUnIS6dq3Bq6mwOL6e386J5HXeDLiFbIICWXIZePqNe7BCpkkaAywD6Z0zXT2Egk9L/O3BlLWqTRMLd0BRaPUYkwEqyYWf286oyney+3k7Ke2jf0JS3yrYl5nsVkihz7AzYc/qnSA8Cwk9UeJ13SkmPtLHyqPD/v4sERdzDl1d+wsYjX0BMpAzibgA7WwA353N67gTj+sDw08Cgvdxv4huw0TPDWNfutE1M4VYFHVe+59WgBXz43Ll+Mu4KRCIuI78qIDq6DSxbQkcmx4cNR8PQoOL6zN2aD4SZVIoivgAHrq3Gu0SFntKJDIKdnR1+++03KlsQGxuLAwcOYMCAAcwQgsFgMGoD5KbSpxPw0wagzwhARw8YO5ObXyWr46Gjhy02zeiKUe1dICC2xcTJO6MAP+y5i18OP0BGvirbjcFgMKqD0g+w69ato5m1ixcvpve0P/74I5YtW4Y1azSvdPedp7REQjmybf+NuAKRjMtSHeTUFjqC17tUa6pEAgm+MdQHCdjO8x6rnF7/7D9qTlbXrnH/3ghTTpfWR1UnKQXZMJDy0UCqDWNDVbCTIhUB0ee5tp4lYMOZlJF+bXWdaft69mOISAKBpgZtY1VB2/sRaVhywB8SRYptz6YO+GJgUzrIUlXQbNuOKp1cUq1WEY5F38Lgc/Mx7spveJIZVf5/bFs62/bXCpXPi6QSKktDsNAxhquRXYW2+V2EfAc23FuLQr4AwaJc8C59DuzrzAXNCUSLu9W3wMdPgAb9KrTssW49YK3LyQL5pjzFnZSnyvcmdPsaejIZUoVCHK1CuRJSoT+h+1SsHPAnOjWv2PaXoK2ljU4m3MDrnYJoFBSpV5q1zgRtyU2tsbExXFxccPXqVUydOhXDhw9/4cVgMBgMDUdXHxg9BfjfDi4DtzSP7gCXjqtVMkFPW4jJvRpjzZTOaOKsyvS4/jQJcw8E4sidSEiJURqDwWBUEyWZUREREdTctjRkOixMFfBgaAhu5de1zRbl04AFQZsvxBiXbqhNNKtnAQMdoTK7j2TcMtQH0Tce59pDmYG2+P5O5IurLtOsuiEBxjBFab+brTFauZbP8KeiDGk7EptHrMUXA/734ptx1wGxIrBCdFL5nAkc4YOun0NfJkWmQIjDV9dBk3C2MoK+4rtHMm1JAPxRdDoW7fNTfg+7etrh6yHNqjRgW0Jfb0dYKbJt74SmICSBqxJ5EyRA98fjQ3TgimjMfnprFbaGnIWkPPf3DQYAVs24duIdILb8ZlWPMiNQRAL2iu9ZVWUh1yXWn16MBCEf+jIx5mRegDBws+pNMtjx4T2g6++AFmf2XBF0BdqY3lil5f1P0DHlOWBtZot+pt4Yqt8Aw7rMRFXIp2RmxCqnzfS5Coe3ZUSXaTCSSqnx4aFrmnXd0JigLTH56t69O0xNTWFiYvLKF4PBYDBqCYbP/XgWFwG7VgN71gBLvwQi1eusXN/aCMvHt8M3Q5rDRJ8zRisSy7DhwjN8uunmG516GQwGQ12cOXMGx48fpzq2xBuhNEVFRexBUxMx9wDM3Ll2/HWgMP2VXQ9GXkehInAwwKkNLHXVb8BUlWgJ+Gjrbk3b+cUSGjRiqJfJjfqjsSmX8RlfkI4VTw5WrIxcjYQlhKrVDOjfm6WzbN2q9HpGsuisDI1fL41AgoClMDEyR1tdJ9r2TfevFiOk8kKqwho7cJmJGXnFuPwkAfP3+qFYwgVsOzaywZxh3hDw1S8t9mpt21LZttdC3/g/kblJWHR/J2RKqzRucGJLyFl8dns1EgrecD0h50vr78tq25aTuymqZ4e2TBrhjdx8dAa3xEkQQIopaddhna8IcmoZAt3/Bsb6AtbeqAy97FuiiVl92o7OS8HR6JvK9z7o9RnG9fsB2trcwIA6+ffiX/ju4jycv75eLcvT1zVAW4Um9s3sQI3L0q8qKuTYtW3btqrbEgaDwWDUPI/9gIwUrh0dCvzyJdB1IDD8Y0BfPbrl5MGhd3NHtG1oja0Xn+H0g1h6SxmRnIPZW2+hfwsnTOzpAWM9LqjLYDAYVcGECROU7UuXLqF9+/bKaV9fX7i6Vk05MaMSkEACkUi4t5wzx4n4D/Aa/0I3kjF5MOo6bQt4fIxVZFTWNjo0ssWlJwm0fTs4BU4+VZMt+a4i5AuwqMVHmHh9BfIlRTgffx+tLRtVi2FdeEIYfIPPIywjGLGyXOQI+Pil5Qy41W8J//AHOP5gF7q6dEWvVsMqvOzA2Aw8iubMwRzNDahMVVUQFnYNTjaNoGPE6S+/MmhLfBPqla1mILzf5VPwLyzB8I5VJ9P1tng6mcM/gjM7+t9RTheb0MbdGnNHtIRQUD0B2xL6NHekchepOUU08z44IQuN7LnA8vNkifLwvd9mek4Tuto2hZuxA7aFnqOBWyKT8Mm15ZjdZAT6Ovi8OqDfaBRwcx6QHQFEnwOS/QEbn3KbkPHAQ2urhpX52HWenJxU7H22EzyhFtrnRaJDvkKr3XUI0GMVYMwNbFQWcow/9xqGqTf+otMkeN/bwQcm2mUzd/MK85CdmwYHay7AWxnCYx7hdE4gigXaCMlOQG+oh1FdZuLG2TnIEAhx4uZWjOg2DXWd6r3aMBgMBkOzadUZ+G4F4KD4sSaZD1dOAj9OBm5fVGsmBAnKfjagCeYNaQQXG1XGLwniTl5zFecextZYxguDwajbEFOM0i+iY1saGxsb/PrrrzW2fYzK6doeib6JPDHnSt/HwQd2+uo3YKoOWrlZ0Yxbwu2QZKX5EUN92BtY4JumKgOtP58cQkyeYvBazdx8chE/HZqNqQcmYa7v/3As8z4Cefk0YEtc3INj7tF+Fx5uQ7AwDxcjzrzVevbd5PRECaM7uir9BNTNn/e3YfrZ73D97t4X3yRGgRlc8A72HQC9F7+DZsZWmDb8H1g5toCmUVrXtoSWLpaYP7Kl8jtZnZBs2w9KZdvueoW2rVgmwbx725SZtO7GDtR47+OGfbC6w6ew17dQmpMtDdiDxQ92IVdxrXwBvhBo/W2Fsm3TinIQnptI2x4mji8EBRmlSPbHnmMfIEOoBXNJASam+4JnaA8MOQQMPaq2gG0JpKqgnyOnK02O+ZbgsteX8/eO4suTX2DdlV8qvS6JVIz1vn+jmC+AvUSGKX3L3mNVBjMjC/hoWcNUKgZfVnckbV4HC9oyGAwGoyzuXsD8VcCoKYCOolQmNwvYvAxY/h2QoF6zDjcbQ6yc2AHT+nhCT5vTO8suEGHF8Uf4ZocvolJy2RFiMBjVCjHc7du3L9vrmoh9e0BPkXEadRZQZJOVQLQU90VcVWZ6fejWE7UVogdPAkUlZdqRqWVlPBjqoZdDCwx0akPbRFKDlJUTM6XKEJMai/1XNiIw/I5yXmJ6JB7z8pClCNLai8VoBwNMtG6PdT2XYGCXqbTfwKaj6d8IoRSBkfcrtF5StUR0TwmWxrro0dQBVcGTsDtIFQpQxBOikXvXCkkjvAwyeJaUrTkSWY0cTFA61t2snjkWjm5Fg6c1RR9vJ1ib6NH23bBUPIsvq21LEh1WPD6EhxkRSsO9X1tPhJ5Qh057mdXH1i5fo5+jKpP8YsIDmnVbYhz2Al4fAwaKTO2QQ0DG62XT/FJV77ex9njLT1rHEeUBl2dDvrsN6hclQFsmxbTUGzBoNgX4OAhwH15lmefTPAZCT8BVMh6LuU1lNEqwNLJCLp+HYKEcl+4eqNR6dpz9HVFCPrTkMkzxmUFNxMoD0dpdGXgEX/muK7Ntz/NJj2/wz6CVeK/HF3gXYEFbBoPBYLyIUAj0HQH8tBFo2VE1P/gRsHgmcOeyWvca0QUb3rYBNs3ohs6NVcZoT2IyMHPjdWy68BRFoso9QDEYDAajDkDMjFwGcW1xPhBzsczbJ2N8aXkwobt9czgbcrqwtZUOjVSl5/5RmhPUqmt84fUenA24cyU0Jx7rnp2s0P8npCfi4PWt+OXwN5ixfxK+ub4EBzPu4sqTo8o+7b36oq1cH+MtW2NV1/n4a8w2fDX8L/TrNBGmpvbKfk3cO6KBiFMjPXF/11tn2Y5s51JlWaFXg7j94yzlwdpMte1vE7R9Eh2Izw59gSVnv6EZepqAgY4W2jfigpXEQHfJ+62hq1VzAVsCOZZlsm2vlc223R95Df/F3lGaL/7aaiJs9MpmDOsLdfGj9wdY1PIjGGpxAeDkwkx8fnsNNjw79aJJmVAXaDlbMSEH/H5/7TbeUUgjENpYNXq7D1qH0Yk7B96OJsD9v8CTy9Av5ylW5D5G0/cOAz1XATpV6w9lqWuiHMgkUhnElKykqrFFo45oDq7y8WjUKUgkb6cXGxTmi0uF3MBBD303eLly2b1vgpx7ZMDsQOR1+KWF4Js7G2jm9sswNrKAjl7t0qmvDCxoy2AwGIxXY24FzJwPfL4EsFSMtAsEgJtXlew1khUyb2RLLB3bBnZm+nSeVCbHgdsRmLLuGm4Fv3rUlcFgMNRF48aNISDXOoZm4lZKIiFMJZFAsiP3hKsGFT9y64XaTruGNsqMP/+oLCYbVEWQbEQSyNIigwIADkRew63koDf+X1j8M8zcPxlfXl2A/am3EIBspAu5R2wbiVgZGCM4WDrh6xF/Y1CXqbC0rPfa5bazakv/PkY2UjLLd++TkJGPa0GcBjIxeyUeAVXFs6J4+tfL9CWBOXEBEKv4Hho6AFbNXrssa2Mz5PDykSbk4/iNrdAU5g5vgTVTOmHZ+HY0610TIJ4QNopsWz+abcsN5NxODsKaoOPKfnObvw9Ps1efYz3tW2Bbl2/gbc5pt8shx86wC5h5cyVi81LLdm4+HdBR6OcG7QRy4166TBIEvJfKBZINhLrwNH39Of5OIZeDd3EWzK5OAHJjUcwTcAHxTr/CYrwfYN+u2jZljEtX2CqC+SQz+laK6jo3vvOX0CFZ70IhDlxeVeFlE2Owjfc3QMTjw0kCTOhTSl7jDQHbnwJ242rSI+W8lKIszPXbTKtnXkWxWIQ9VzbgTuAl1GVY0JbBYDAYb6ZZG2DxOmDg+8B7HwMWz2UuSZ8bma8krVytsH5aF4zr7K7MEknJLsTi/f5Y+K8fkrNYiSiDwag6iJ7tli1b2C7WVOr1BoSKYFjECc6UDMCZOD+kFmXTdkcbL7gZvyQDsJZhaqBDTZEISdnFOOmvXokihgp3EwfMbDxEOf3Lw71IU5xPJVy4dwRrT8xXTjvbuCCHz2WqWUvEaCXTxVgzb/zTcQ7+Gb0NEwYseKtd3NZjAKwlEoh5fBy6taFc/0MGuGUK2eNhbepDt4oCjc+iHiBZKKASDz1bqPSAywyklMiWkCzbN5R6k0zdVkLuvvJSsi+klZSmUBfk/tPVlsgkaI5JGtmm98tk24bSMvJFD3aCy80GJrj3Ri+Hlm9cFsnC/av9DFoyTwwbCU+zYzHp+gpasaD0ldAxBrxncW2ZGLi34qXLC8mOQzapfgDgY+lOjf4YCuKvg/doHW1eMXTHHIfhuNfyV6Dt94BAq1p3k45AGzMbD1ZOrwo6TrWQCY7W9dBBjwu2X8h6jJxcThu5vBSKCqErMIG2TIbp7b+AUPDmaxAJ9pNr7aWEAGWWuAU558i1JjsWPz/YA5niN/55/jo5H0cz/HA88F/UZVjQlsFgMBjlg+jbkoBt7/fKzi8qABZMBc4cACTqu9HW0RJgfLeGWDetM1o04DT9CL6hKZiy9ir23QyDWPryH3EGg8GoDMOGDcOECRPYTtRUtPS5wC0hPwlIvEszdXaHX6pTWbYljGjbQNlef/4pHsdk1Oj21GVG1O+ETjZcNVG2KB8/PdhNgwolzuq7I0/gYWEsioo58yZtoTYm1uuHP9t9hVWjt2HOyH8wrPss2Ni4V2o7+AIh2pk2pm3/giiawfY60nOLcP4hlwGpry3E4FaVd39/FVefcNntjlLAweol2ZSBpbJlG48r1zLf7zyLZvilCAX479YOtW1rXaR0tu3dqHh8dXsDNRYjdLNrjokNy6/HToK1pFx+Xccv4GhgpdR1/t+j/Zjvv41+Bygtv1ANlD3aABS+GMy7W1rPlkkjlMVvOf2TJDTCVosOSNQywb0a1HAm50lzcxfajstPxaGoG8r3JvT8GiZSKXIFQmy79Ho5jOcxMTDBL8P/wMIOc+Hu1OSN/Ukw9reH+3A+ntPuJpUOP/t8jOVtp0JPwGkxX016hI3Bp1/6//2bDAUPcoQK5Xjw7DrqKixoy2AwGIzKcWwnkBwPHNwMLJkFhDxR6x51tDDEr+PaYO57LWBuyP2AF0tk2HIpGDM3XMej6IqNAjMYDAajDuBaSiIh/BjN0ilxTG9l2RBerykNrm108LDFiHYNlJJBPx/0R2rOKxzfGZWCx+Ph++bvw0qX05a8nx6G3WHcYMCR6xuQLxCggM8HSml/9mg9Cg72XIBVnQzpMAW2YhF8hKYoKny5tmMJh+9EKgeyB/o4w0iv6rL3ggpi6V8vI1XGp5KcGCD6Atc2cQEcu5RrmTYWTmgpsKDtC4k3IFNzBVddgmrbdnaDnCdDcYPHSBNxhmQNTRypXi1fkTVbETxMnbCl81cY7Kwq07+a9BgfX12Ge2khgL4V0GQS94akAHjwzwvLuFtGz5aZkClJf0orQqTgYZVVNxTxteAskWFS3x9Rk9e5z72GUbNOwvaQc8gs5rTg9XUN0M+mA21nFWeU67soFhdDJhErl+1u/5Jrw0sCtr8/OkArZEoGEH7y+RjtbTxplczilh+Br9i+XWEX8V/s3ReW0cy9A9wlXEb3icd1N9uWBW0ZDAaD8faQ0ilSPVVSOpYQDfz+DbBlBZBb1tW2MpAbgG5N7LFpRlcMbV1fqe8Xk5aHb3f4YtmxAGTlc1kGDAaDUR5OnTqFyZMnY86cOXj2TPWwScjMzESPHj3YjtRkXIkZGfdjIAs7RvUYSxhfh7JsS/ike0N4OXAmMVn5Iiw54A+RhAW2qgITbQPM9x6nDGhsCTmDgLRw3MriBqU76TpDV88QVY2hvgn+GrEJM977A8bGqoqj58kpFOHkvWhlQG+4IsBfVYxp+TlaazdAT+8RL74ZuJ0zrCJ4ffxGaYQyy+00C9pyoqcpwCnfihmwvWv0auoAgWsYZIbcvbaJ0JAaj+kKtCul6zyn2Wgs9fkYxqSaAUBacQ5m+67D6qDjEPl8CfAV5e4PVgIKw0dCnrgQgZncOUgM/ez0OUkXBkmV/4PuhpMmTRCmawVdmRTT230BLa23P1bqgAT5Bzi1oe08SRE2l8pmfa/jJ/jKZQgWjNoAfjn0/df+twBLDk1BQnz5EneI9MYfTw4rjfNIwHZxy/FU1qgEErz9zGuYcnr5owN4kB72wrIGeHAVoEH8YoTGqDRx6xIsaMtgMBiMt4fcjL8/DfhxJVC/VCngrfPAj5OBq6cAmfokDAx0tTCznxdWTuqEhvYqh9ULj+Ixac1V/OcfDVmJBheDwWC8gj179mDIkCFISkrC7du30aJFC+zevVv5vkgkwtWrV9n+02T0rQF7LhvoukiMqLxk2m5iVh/eFpy5Tl1CwOdjZg8XZVl0SEI2/jn1hBmTVREtLN0w3p0L/hN5hB+Jk7lQCB2ZFCM7zUB1wRe+OWP2uF80isRcAL+vtyPMDXWrdJs6uDXHt4N+gLPdcxIQREYicJtiggd4VUxixt6qHlrwOYMk/7hr6trcOsmh6OvIM+IyniHjo0FWe1jrKczCKkkXu2bY3vVbWrFQwr8RVzD90VFENfqIm1GUyckkKLifFqqUEVG3NEKxqBBrTyzEhv9+Qq2DyPcE7aDDGBeMG0EGHvoYN4ab8+vN+aqLqR4DoC/kqhhPxPgiLIczMiSB2nbeg8s16HIr4CRuSdMRpKUF37Db5QrY/hV4BMeibykDtgtbfIiudi/uk5ENOmN4vY60LZFLMe/etheM8jo064d6EjlkPB4O+2mOkaE6YUFbBoPBYFQeErD94S9g3CxAz4CbV5AH7FwJ/PYVEBOu1r3sbmeCvz7piE/7N4GBDjfqn1ckxspTTzB76y2EJ5U1DmEwGIzSLFu2DH/88QdOnjyJ69evY/v27Zg2bRo2b97MdlRtwm0ofRjeYcFlC5WY8JDqjLqIoa4QC0a1hI6Qe4Q79zAOJ/257DaG+vnYvQ+amXNZqzlyMbKEOvAWmMHc1KZad7dIKsWh2/vw98nFL7xXKJLg6N1I2iaGWaPa1+CARdx1IDuCa9frBRg7V3gRH7Sfgfd17TB38DLUFXLzMxEe8xABz67i+v3jOHN7J45cWYdd55Zj8+mf4Rd4vELLu5kciDVPTyintaM9ERIqQ1Cc+jRSLXVNsKLtVMzyHEJ1RgmhOfGYJLfAEdNmXC61/wpAoaVbVXq24XFP8P3RT3FZnIALxTEIDOdK6WsNAasBqQhxWqZIFRpBKJdjULuJ0BTMdYww3o3ThydGdv8EHn1hIDAqKRyrTix8qUxCXn4mdoUcpAFTD5kWhned8tr1kWX/E3QMhxUaukT+YJ73WHS3937l/3zmNQxtFXIbOeICzPHbhJwSrWUFvZ25z/AIOYhP4a6Hr4JUqCw//hDhSa+XnNEkWNCWwWAwGGr6RREA3QcDP28E2nZXzY94Biz/DihSr/6egM/D4Fb1sHlmN/Rs6qCc/yw+C59uuoF154JQUKwZDsQMBkOzCA0NxeDBKvfk0aNH48SJE/jyyy+xbh3n8MyoBbgOxR2D+gjRtVGWe5Y83NVVXGyMMXuwKiNp7RUs4lcAALLxSURBVNkgtRiTVYeG6PPBAE1HyBdgQYsPocfjBoeJFqVpg/bVvh2BYb7Yl3gBt4pjERLzuMx7p+/HILeQ05Ls3sQetmZcWXtVEJsUhl/3TcDpC//j5LGe58kWVdvrk7dah72tK4YPWAJtTSivl8sRFXMffo9O4fLdvcjN5rIQCRf8j+Hvo9/g90Of46cDMzBv/xTM2T8JX+7/BDP2f4Inj08q+266sh5z763CL0G78E/UCWxJvIa9Gf44nheM88WxkInK//0Nz0nA4vu7IFdIUHQ2agdhFnf923U1RK0fn2jjvu/SDes7fol6htw6RHIp/rDpie8dhiKzMBMI2km/13cUerYkwKvOSodLoX6IVwxSEW4/O4tagzgfCFhDm4/17CEHH44SwNiQyybXFEY16AIHfQulhvf1JNU1hpgvLrrxC66JE3D02voX/nfd2SVIE2rBQCrFrB6v1+gl58napydxIJLLoifyM3O9P0Avh5ZvvA4vbjkeLka2SuO0H+9tg1imesbr1Xok7CRSOEikyMjiDBlfBZGSIaaNszZex2FfxSCThsOCtgwGg8FQLybmwJTvgK9/A2wduXmDxwG6CtdZNWNmqIM5w7zxv4/awsmCy/KVyYEjdyIxee0VXAtKrHUPigwGo2oxNjZGcjJXTl9C9+7daebtt99+i3/+edFkhaF5yM3cscOmq3L6I6fWdTbLtjTdmzhU2phMLBbhZsAJ/H3kW3y2/2McusIFF0rKkaPiAtW6zSSrafLaq5i05gpSsmuPiZqNnhm661grp/cm+CEyN6lat6FFo46oJ5FBzuPhqD/RjFVljB0sFXQY3aFqs2wvBhzEAy1tnMkIebFsWpQLhBzk2jomgJtKi/JtySsuQmjS67PmqorElHDMOzAVc+6txbKwI1gbdwmRUb7K9x8nBeGmLBv3eIV4LJAgRAhECflIEAqRLhQiq1QJt66WHvhyOfRkMphIpbCWSOEokcNFwkMzqRZ8vEYp+6489Tt+O/QFnkbce2GbMotzMddvCwqlXHZrDztvLOo4HHaKQL1/RBoCYys/gPM87iYO2NR5trJMnXDL0AUf1/8Ivo+2IjY3CUkkgEuMocxdqDauupjUdQLa6LjCB5yed2h+FGoNT7YCRdzx6GvfCp96Tkc351IGmhqCtkCImZ5DlNOrn56ASMoFRA31DNFCiwuWnknzQ16BqpLx4t398EMubY906AEbc1UCzfOQ57CNwaexN+Kyct53zUajn2Orcm2jgZYu/td6Msy0OS3xgIxwLH98UPl8R+QcFvZagt9Hb0XThp1fuZz8IjH23FDp4jav/2qtcE1CoSTNYDAYDIaaaewNLFwD3DwPdO5X9j0inZCbA1hxNwLqwLu+JdZO64KDtyOw53ooRBIZ0nOLsfTQffi4WmFWPy84mCukGxgMxjtNmzZtcPr0abRrp3LKJnTt2pVm3A4aREyuGJoOeXB7rMVl5NUrTkeX3FCSe4Z3gUk9PRCenIOAyHRqTPbTgftYPqEdtIWvNo3Jzk3HlfuH8CTlIcJRgDyB4lFQqIXAjECUhI5O3NyCgxkP4HFbgB4u/dDJe0i5zGheBQkkzd/rh3xF9cu2y8F0sLW2MLfXN5Df343TCf4olomx6P4ObOj0JXQqYfpUUbo5dML25Ft4LM1EZk4azIwtcfFxPL3PIbRvaIP61lxgq6oIzAkDhDw01lcMyJcmeD8gKeDaHmMBrcoN1J8POIddYYdgIZNgxciN4PGrL9fs9M0tOJBwHXlCIQ226svk0JYDklKhk4bWXiiKTafngJ5ADzpaetDXMoC+jiEMdI3h0UAVjJrScxam8wUvHVCSyWRISUmh7ZzCAvgVhKKYDzwIWAf3e0L0dR+Izi0G0yAayS5MLOSCgB4mTpjr/T4NuH3QyQ1/nOAMmHZdC8Wv49qqfZ8Qg7PZTUegjbUHfnu4D1miPGQIDfCtaVu431mtNmmEmIRn2HljOaZ3/gIWdk3B5/PxzcDv8STsDvwfbUKMAMjKTYepEZcZqrHIpEoDMoKgzdfoaNEEKSkv+e5oAJ1tmqClhTvup4cioSAdByKvYpxbT/reJz2/xcPTXyFLIMSuiyswffASZGYnY1/0acgFQjST6WNghw9fu/ytIWfLmIV+23QUBjpX7Dy11TfHr60n4vPbayCSSXAq9i6cDayU22lu/uZ9u+9WuLIyoUdTB7jaGqM2wDJtGQwGg1F1EGfUbgOB5x/2jmwHFk4DTu4BxCL1rU7ApzevG6d3RRt3VWaMf3gqpq27Rm9mmds2g8GYPXs2dHVfbtbTrVs3GrgdP378O7+jyMPbpuDTGlutsDNU9RD4UcZd8MMrpg1Z243JfhzeEjamXHAsOCELq06/2pgsJSMRM8/Nwe50PzwUiGjAVlsmQ0OpFoaZNMe0HvOUfcMyw6lGYZBAhlXRpzD74GT8e/5P5JfKsiov/hGpmLv7rjJgS7j8JB6xaSrn+drA181HKctzI3KTsDPsYrWuv2+7D2EhkaCYz8fBGxtohvX+Wyq/gPc7VW2WbUJqNGIVt3JdvYa+XhqhydtJI5TG3coZYp4EcUI+LvkfQXWQV1SA/x38DFuTb9Pvh4VEhtmNP8KWUZuxbvRmtGyuykYc2HoI5g5fjq+G/oIZg+ZjYt9v8H6PGRjS8SP09BkKy1JZh0KBsFwVAIbaOphQrw9cJIAcPIQIpfgn8jhm75+Ezy/8gseZXNaxpY4xfmn1CQ2kEohEWEm27f0qyrYtoaONFzUpa2dopZwXWlxQKmj79vI05+/sxaKb/8NDIQ/rri0vI8Hh2aAVTKUSSHk8XA04Bo0n7AiQrcgSJ3qrVpphPPYqyPn5mddQqjFL2B56AelFnOarsaEpeplxg2w3i+MRlxSOyNRoOohBMsdn9Vb9dryM7aHnsTX0nHL6qyYjMKTe28nMeJnVxw/eHyin1z37D1cSH5bpE5+egJUnlyCvoKxmbVpOEY7eiVQ+L47vpjLa03RY0JbBYDAY1UtUKHDlJCARg398FyxXzQceq9dYgGi6LRnTCgtG+cDSmAvMiKUy7Lwagunrr9OHSAaD8e5CMmrnzp37yveJVMLWrRVzIf7111/RunVrGBkZwdraGsOGDUNwsMqcpSQgTB6OSr+mT58OTeROyjNMvv4HfeAq0aDTJIIyo+GXxmk42kty0TMnGIg+B4hVAYS6jrG+NhaO8lEak50NiMPxu+G4GXAKfx/9Dv879IWyr7W5HcyloA/ZPjDGJMfe2DxkNX4etQZje34KOwtVltL3w//AN43HoYlMjxrnJGoJcTg3CJ/99yVWHv0OonIOtl5/mogFe/1QLOb0cs0MdJQSRqQiRtNJyYjH6du7qN4vyahc1HI8dTonXEoIqNZtEQq00NaICzLczQ/D5ScxSMjgznXv+hbwcKhancxLDw7QQD4p7W/c4DkNyoxgIIFzgoeFF2BTvpLn11HfwQPNwJVCn4o8jepAS6CFaDl3rraAKX4f+BfaeqrkV6oaks3eq/Uo/DZ6I+Z6jkdTmQ4EcjmCtXURKM6ifXT4Wvi19SRY6Zkq/08o4GNsZzfl9M6roVVuXvV7l+/weX4otEvpihryDeBqZFfh5ZHryapjc7E57iINlltJpBjiM6uMBAfZN0MtW+BzK2/089bwShgSbPZTGemtkTtg6f6J8A84Ck3Gzdgeg5256iMiwbEx+JTyvdHdZ8BGIqODRjtu/IWWbm2wvN8yzPSeBjMTVQD/eXaHXaQDvyV84TUM79VXyWy8DT3tW2Byo/7K6Z8f7MGzrFjaJtfqJZfm44YoFoeul/Un2HktBMUSGW0TTxRb06rT/1Y3LGjLYDAYjOqF6Nz2GaHMvhWmJ4P/z0Jg1WIgTX06cSQY0tHDFptmdMXI9i7UVZkQn5GPH3bfxa+HHyA9t0ht62MwGO82V69exaxZs+Dr64vz589DLBajT58+yM8v63I8ZcoUJCYmKl+///47NJFiqQi5Yk57lDiVP0zXLMOO0qWW43S0ICTGPJJCIFo1/13A1dYEM3rXR33ju/BwOIrD0Uvxd8QR3JRlIAB5tIy1hPm9f8L6EZvw3fAV6NtmNHS0X55tTmjTuBsWjFyJ5V0Woqu2PYykUhpQiRSlQ5tU0byBswGx+OXQfUhIhJZk6HnYYsP0LjDW06LTVwITEKPh2bYHbm7A1sSrWHx4Fp1uYGQLL7N6tB2bn4rEgqrLaHwZwztPh55MimyBAKd9dynnv99JFbCrKp5kcQNQHrov0a0M3KZqN5n4ot7tWzKy9WQatIwV8nDpXtVk25KAYXGBIiCqpYWpbT7HBPtemDt8GYwMqlZu4nW08OiM+SNXYXTjUcgVqDRif/T+AB6mTghNCEV8arRyfuls2weRaXiiBnPCVxGZnIOVpwMRHtUcG6P3wL2Ik3eQJ9qjSDFAU17ik8Ix/8gMXJOm0UGBpjI9/DbwTzR1a/NC34HdP0enzrOgY6SqpNNI4m8ASXdpU2bZDP48Hh4KBUgr0uzrHWFSo/4wFHK/C6di/RCcHaccNHrPlcs0f8grxIOnl2FuZIoW7q+WOPg3/ArNhC1hVuMhGNmgi1q2c7xbL/R14AaHiGTNd36bkFyYSYP7rfQ5vfdbOU+VA4wxqbk4F8AFdvV1OEmR2gQL2jIYDAajeiGGZKMmAwtWQ+7upZofcBuYPxU4sVutkgl62kJM6dUYa6Z0gpeTKhOFPDASU5RjdyNpmSGDwXh3EAgE5XpVhDNnzuDjjz+Gl5cXmjdvjm3btiEmJgb+/v5l+unr68PW1lb5IqZoFYYEgkuXwYtE3Lzi4hf7kZeMyy6hiMXcvKKi1/btYtcMHzl3gW6RGIJiERbc3440RbkkCgq4vtJSD+gSCTev8DmTqYr0JdNkPnm/BPJ/z/UlDup3Yx7SbbPRMkQ/N4VuOtn0wIPcOktDPitZBvnszy+3PH3JPinZP6Uh+5vMI/v/bfqSY1jS92XH87m+vJJ9WarvyoNzsD/4N+TaxCLRRI5CgQBaMika58kwTNsDQr5Kh9PawBJ8sh8rcJ7YG1lh1qDFWDN0LcZYtMZgu+7K45mYGoOv90/CvjN/oCA9WXlOHb4TSTU2tYqLoCMqQp8mdvhxRAuaGTyqdT06TygqLpttW3LsK3uePH88K9K31LEvKMrHvaJY8GRyNNV1UR7PkvJvbZEE/tEP3v48KX3sy9nXmKcNb4E57ERFKMoXQSgRo4mFNrztDF9+PNV0jUjJTEC0QA6dIjG61utRtm9xIXB/K0B2AznXPD9U2zXCzcIFLYq5AYIzEacqdI14Y9+CAoRF38fcI9Ox6dQcZV9ve1cMbDfmhb41cY0Iy0nA2qhL0C0W02vdRPc+6G7Plalvv7oK884twG//fobA8HtULmVcJzf63SKvnVeD3+7Yv6KvJCcX1/zC8M3Wm5i+4TpO3Y/B9UIfaOfoYHPYbpwMXYtmSZm49Dj+5cfzJb87d57dwM8XFiFBIoW2RIJhxk0xf+RKGOkYvP54asg14pXH895yxWcGnloNRoGcBy25DB2bDarya0SFv/fP9TWT8PBJvW7cIiHHysAjkOfl0b49WgxGY6kWWgss4Gjd+LX3EQfCrmD1U06uSCCRYpZzD7zvUNZDoDLXCB6Phzmew9FKzx7axRJkFOfiu7ubUCApwug2n8CkoAjZ4OP4zU20/7aLQfT3SFtcjDEdXOlvkVqO/Wv60t/r0n0rAQvaMhgMBqNmcKgP+Te/I2vkVMiNFcFUEqw9thNYMA0ILBvoqCwNbIyxfEJ7fDW4mTLTp6BYgjVng/D55htUD5DBYLwbEN1PZ2dnzJ8/H4cPH37lqzJkZ3P6n+bmnFFWCbt374alpSWaNGlCJRoKnr/ZL0VxcTFycnLKvCj29pClpFATG/JZ5MuWAYaGkM+aReeVvOTW1nS+LCpKNX/VKq7vxIll+9avz/UNDFTOm3grCedHrcKi30/Rh6IF/tsgkogh9/Tk+t67p1rG3r3ccgcPLrvc1q25vlevquYfP8717dWrbN8uXbi+p0+r5l+4wPVt3145b0foBSxfdIRu21chAgjr9YRcqA+QxLNhOyFv3rzscocP55a7c6dq/sOH3HLd3cv2/fBDru/69ar5oaFcXweHsn2nTuX6/vWXan58PNfX1LRs39mzuflLl6rmZ2bSeXQZIpGq7w8/cH1/+EE5T1RYABtXV/CNjRETdEc5v+MRf2z9cAembL2N+nnaMIlxQcbTwVgwcTvGDJkDg6wC1fr++otb7tSpZbfNwYHbhtBQ1fz167m+H35Ip7WEWniv82R0f38O1/fhQxy9vQmxQj7STh6DvqUtIjt5Yf1/F7D+XBA9Tdeu+QzHfx6JLyzyqFIiWc6QuPt03s87F+LKkwREp+Rw29C+PbfcCxdU23D6NLcNXbqU3d5evbi+x4+r5l+9yvVt3bps38GDub5796rm37vH9fX0LNt3zBiu75YtOHhtPfIFAjSKScPIId/R7wfp08rCnX6271aexyDPXvT7pFxGVBS3XGvrssudNYtb7u+/q+YT86mSY1+675w59Bgbrlihmk+CJoq+0zrOBi9/MsLy2uDDK3uxYlYf4LvvyixDuVzFNYK+SEb/W14jopKjYCTTwprp+9DUu0eZa4Rs+Rzgy2RgFyBvMAAyXUtuuWq6Rnz2xy1qBhYlBK76Hyv3NYIut39/ru+hQ6r5t27Rebnu9bDEbxVihQLcgRRFg/rW2DWCXMOfv0akFWbj+7ubIMjJpdc58hpfrxvtV1hUhO57L9Pvvefeq1jycD1+2D8dWsX36HeLvEKfxuBRVBq33KVLueXOnl1220xNuW2Lj3/lNSIlqwDbLwej2MYOXdq4I/1hoPL3aciDC3CclwDeXsBEVoTfdX9E02u9Ia9nyy03IEC13J07ueUOH66c52DlgYXfHsfOcdsxT9Ia7/f4lHvv0CGub//+ZbdXcY3YsWQCNp9bWePXCOX8wECuL7lGpD0FFNrq8sN68Bq4FH3PBMFZyoe+rjH4cXH0+13ZawRd36JFL71GkLay76JFXN85c8p9jRixfB+cDDjJg0cZkZBZWymvEfP7L8FXjnaw2Lj+tfcRx8+qNK6XPuHh/eaD6b4r07eS1wjhf6fwZ69vsWYhp3EcnpuIRf47YTRgKDZ+tAvNA+JwNeUeHkakoPD0efq9+GfztxjSul65rhGVuY/A+PH091pe6hpRGVRDrwwGg8FgVDc8Hoq8O8C4cx/wiCnZxaPcKHRqolqlEkogEgl9vZ2oy/Lmi89wRlEqE5aUgy8238RAH2d83N0DRoqgLoPBqJvcvXsXmzdvxt9//40GDRpg4sSJGDduHMzM1KMLSW7Qv/zyS3Ts2JEGZ0sYO3Ys6tWrB3t7ezx69Ajfffcd1b19VYCY6OQuXrz4pe+lpqZCKpXS4LBBXh5Ivm5hYSFyFE7kBGuSnQkgPT0dUn2udFY/N5f2LSoqQnbpvjIZ7ZuRkQGJYr5eXh5MSFahIlvzcWYUVtzfjzlSKUgeckZmprKvbk4OiMqiSCxGZqnlEvMkckXNysqCSDFfJzsbZE8TCYmM0n3FYtqXfKZixXztrCyQsLdEIkF6SgoSijJwOTEAwxT/465tjZSMXJjadYVuKKedJxPlI7XUck1FIpCCz9zcXBQq5gszMmCpOFZl+hYX0755ubkoUMwXpKeDPMKS4EqJ0zvBpKgIxAYsLy9P2ZefloaS4t3SfY0KC2FAE5HykaeYz8vOhk3pvlrcb49RQQHtSwL6MWGBOPtkLwKLE7BR0ffyw2Poa1Gfth3NSJnnJbSxawvHrj9g0ZGnkEGkTKAi54lcsVx9xXnywrEvfZ6YmJQ5T8jAQVapvlYyGXfsMzLQ0X0oip4ehJ78GX0vUy7CpaJ/4eEkR3ZaYxjocOdNdlYWxCXHviCP7l8C2cQtF55gRg+X154nErGYHvsSzMViaL/hPCnBTCwGKS4nAx5FJcc+M5M79lLpS489We7trKeAUAgPAXc05SSAlZICU7k2jISc+RueW+6rzhPjwkKQb19+Xh7yS459WlrZY19yniiOPTlG5LvM5/NpxlZJX/+wNDxN4MqsDXW5/UvOk9xSy+Ds0hTHXnEikGuE0VteI5xNXbCk80Loae0jc8tcIyxiriqzwLIchyuPh5WarhECvjYaS7QRqCXGo/Bz6FCOa4TyPBGJuPMkJ0fZtyguDOSbkycToYgvgJ1YhjENPwR4S+n7NXGNIJ+F/J+J4hqRk5eL7303IbkoS6HqqzqeJdeItvYdyBUZJjKSDwmECaWIjD4JLkeSY+vFIHw3sCEM8/PpcgoKC8ucJyXnVFpaGmTPXSOSMnKxes9t+EdlUQ3qEaWWa2eqi56eVugPe+A4IBPqgw9u8NFZFgooEkBlR4ehKGUYipwHQisnh/6WFBbkIicpHuATSRvAWIuclTmwMnRU7jednBzu90EkKvv7oDhPopGO9MwA2r+mrhEvO0/INaLo5lL6XSdIjN2ghce0XU/HgW5vQU4OPfbquEaU+S0pdY2g33tFdq7y2FfgGlFcVIRxdp3xWxh3XyKWcd9l5TXC8X3oiza89LfEVMr91pYw0q4DmjyLou0XfkvUdI1w0DWHgUAH+dJi3E59iuT8DBBlZS2ZHMlCAXZf2ELXQzDR00JOZjpyXnON0MrMhAVNopUi7S3vI0q+97l5efScIv9TGXhyTbWDrUbIF9TExIR+qd+qRK2C0FGrlBRqUkF+iBlsH9YE7Dxk+1Ajz8P4KGDPGnJXB8z7mzgPVOn6icPuP6eeIDJF9WNqaqCNqb0ao0dTh3K5/dY07LvM9uG7eB6q696NPHAcPHiQmo4RLdrBgwdj0qRJ6N27d6W2b8aMGTh9+jRu3LgBR0eVwdPzXLp0CT179kRYWBhcXV90fycPOeRV+nM7OTkhMy4Oxra2kMnl9KHLysQEfFKmJxQCOir9Q2VZpZ4eUHJcSLkeKZkk8g+6uuXq+yw3AZ8GbKIPb4SFjUagh20z7v9LZCRIeSHZVvK/ZBklkExi8rhRnr6kVJEM3JHPQD4LgXwuUpao6Pvbo304HedHSyInufbC+579uL6B28E/M5GWpMpbfgF5nz9UyyX/T5ajra0MeiiXS67zimDVK/uSbSop1zQwKH2AuM9C+pH+Fe1L9ktJpjXZhpLfHJEI4ZEPcfTRv3goyIGIfHa5HMaFxXCWCdGhYR/0aKMo4SbHkhwnxbEPT8rB19tvK5c7eaA3BrVp8NK+b3WevOR4FuZmYeX+lUgUhiPJmFsuWcofrb6BrbnDC8e+MDcfUzfeQJqY8ypfN60znA0E3L6r7Hny/PGsSF/FsT91/wB2pN+GjkyKP7svgbm2SZnjufjBLtyIvge+TI5lHWehmU3Dyh375/qSrOvUrCxYOThw19NSfecfC8S9yHTw+UXo5PIEY30Gop6T18uP53PnVKWP/fN9C9PAW+sAnkgCuaEV5DNiAYFWxb/3b+gbnhqCrKQH8Gn1EVAseuM14lXH/sLdf3Eg+iyKpDx63rUydMbUvj9wGs01dI2Q6elx13ArK/DFYsjFYvz27AjOpDyk71vpGGOd92RY6pq8/HhqaeFR9F3893g/nqAQQpEUjTJ5uJ4+gvb9/aO2aGprWK5jT6rPLt+PxNl7kYjKKIJYqEpg0BMXo62bFfp2aIjmDSy5++OS86QoFZG3NkASfBiNBIqgLYkwkX9XnFJyfUc8MWqD9dBFV2M7jBj0+1v9PkREP8aPgRvB4/PwR5f5sDWxq5FrxEuPfX4KeP96gScthlzbGCmDr2POzRUQaQmxoNUMuDt7IzU5GVaGhtz3uhLXiIr8lrz22L+ir1xbG9/6baRmn0SaY4Jbb4xtMuC114j/Yu9ipd9ubhO1hRjr3hNTGvYHj2xrOX9L3vYacT8/Dt/4bYRULqP3Bp97DEZI0H/wE+TDskCMyPDhaGCshb8nd4Kg9L6s7LF/RV9ZQQHSkpNhaW8Pvo4OvXcjSQFve8/KgrYsaFsrYUEKtg81AXYeVtE+pLpMuYDhcz9qR3cA9d2B5u3UZnJBkEhlOHo3CjuvhpQxUGhe3wKf9m8CZ8vntOI0DHYesn2oCdTWoG1pIiMjacCWGIqRh+jnZQ3Ky6effopjx47h2rVrNIv3dZBMGUNDQ6qH27dv3wp/7urc78eib2H544O0rSvQxvqOX8DFuOJO4ZUhqSAD71/+hT6YGWrp4WCP+TDQUjwEFqQB62xIuhNg1hCYWErTsZaRlBGPry4vhETxW2ctkaCTWTO0azQYzo4ubzzWl5/E47cjAbQt4JPATTs0cX678/lNiCRS/Hb4AW4Gc4ZntnohcHQIga62FuaPWKnst+v8n+jadDCcbDkDmAO3wrHpIpeh283LHnOHt4Cm8PX+ydT8qi3PGF+/t+KF90/F3sWvD/9VGuJM8Rig1vW/6nsdlpiNWZtu0LZb/cNINeCjHd8cXw37H6qKqOh7sNA3hpGVIjBdmvsrgctfcG2fr4FuCi1PDSQlOwOzz38HMR8wl0jxkcf76NisT01v1gvHenfYRaV5kw5fC6s7foZGJq8e+CtNbGIIjt7ZCDerIfjrEpdL6OkQgXoWSejrPRqNnJq+9NpBTJpO+EfjwsN4FIhKaXsqEhkGtHDGAB9nWBmXCqI9h1gqw0d/X4KwIBYdBXcwqV4QtJNu0usxid+eNW6M3eatIeXx4CTKws/GJtDyGAM49wSEpYKJ5WDW/olIFQowwqQ5xvT8FBrDzQWA709cu9U3OAR37Ev3o1mia0dvrXX365G5Sfjk2nL6e0t+8/d0+x5WeiQP9kXOxPnhl4B/qQ4u4QOX7pjReFC1Jr+ciPHF74/207aAx8cX9Xvh0NP9sMuRISh+CH4c3QEdGpXkGFctzx/ryt6z1ujZsnbtWjRr1oxuOHm1b9+eZiWUzn4gLrwWFhb0hnbEiBFITlY5oBKIwcPAgQOpqQPZKd9++y1NeWcwGAxGLYX8wD8fsA0PAoh8wqrFwMoFQHKC2lYnFPAxsr0LNs7oSt2tS3gYlY4Z669h66VnFXbDZTAYtYe4uDj8/PPPNLv22bNn9F7ybW6qSfEaCdgeOXKEZtC+KWBLCAjgAmt2dtUb/KwINx+dRVjcUwxxbo/+jq3pvCKpCD/6b0Oe+DmzkCpmT/hl+gBJGFG/kypgS9C3BBw6ce3MECCdCwhWC2SwUfr2BpqkBNf/6VXlNMlOdZVpo55Ehom2nbByxEaM7vkFdLXLN4jYvYkDRrTjzj9itPnzwftIzVH/sSoSSbBw3z1lwFbI52HKwPex9IO1+HHYn8p+959exfHcIMy5+Rt+O/wVJFIJBreqBxOFGczVwAREp1aufFRdpGWloBAyqqM61Ofjl/YpMSMj3E2tvsGBf2+GK9uNDDjZlYeSVOTkZVbZOjfd2YQZ137DwXO/vvjmk62qdpNPUB1EpCbiaQynmVwRrE3M0cOiE5rLDfC/ASs0ImD7PNeSHmP9M4XhGoAfvceWO2BLcLJriM+GLUOf9h3hYG5AA2jZOo9wS5qChf6rMPXQZCw++Cl2X1iJ4OjHuPE0Ed/t9MWUdddw3C+6TMDW09EM37/njV1f9MSE7o1eG7AlaAn4GNDSGalyaxyVDMYeu43A9ERkdliOZbYDscOiDQ3YtsmPxsKEU9B6ugM4MhBYawWc/AAIPgCIONmPN+GiRYrXgaCMip8HVYa4AAhYzbWJnFCLzyHl68FcykcDLU4ftrbRwMgWQ+t1UP7mlz43S3M+3h+/lgrYjmrQpdoDtoTBzu1osJhA7hNWR11BTlRHPIofhYaOtlQar7ZSo0FbUi7222+/UVfde/fuoUePHhg6dCgCiZgzgNmzZ+PEiRM4cOAAzXpISEjAcCIArIDoTJCArUgkwq1bt7B9+3bq1LtgwYIa/FQMBoPBUDt3rqjaj/2AhdOAo9uJ8JLaVmFtoocFo3zw0/utYWvK3ZxKZHL6kDRpzRVqmMIUhRiMugG5d9y3bx/69OkDd3d33L9/H3/99RdiY2PpvamwpEyuApBEg127dmHPnj0wMjJCUlISfRENSUJ4eDh++uknet8bFRWF48ePY/z48ejSpQtNYtBESHBt97N9mHdnBZYc+gJ9DOrB3diBvheXn4qlAXshUwRRq5q0ohz8F3uHtvUE2vTB8AVch6ra4Zw5SZUiFQMPVgHrbLlX3LUK/btILML+K+vwxaGp+P3pTgSG3Va+98Og/2HZ6M3o12EC+IKKn4+TenrAuwEX3MjML8ZPB+7TrFh1kVsoxve77+B+RBqd1tESYMn7rdGpMTcAwS8pYaXB3Xw4iqU0aHMfudh1/g/oagsxqoMLfZ886u++FgpNwNLUGqtGbMS3jT+Em3PTl/fRNYarEfc5g7PjkFXOYFNliEvPo0G2kuzHT/pNh5lUgkK+AIdvbKiSdZJgcJRADBFPAEe7VmXfTH4ApHKDTrBtA1h6oarZdWUL5l5biB2+f7+xr0Qqxob/luDK9dWq70T3CfhxxF8wMVSPdrk6CctJwM8PdisDX5Mb9Ud3++ZvtSwBn49xnbmMdr10G9gWiuggRI5AgEB+MY5lP8b8e39j94Pv8DiKO6dKvsP9WzhhzZRO+POTDnTwhwRjywvxhSCZ/YRT92NwK/guvo99jHt6dpDLhRgk18XnxhbQL5HQIIhygeB/gZOjgTWWwNGhwJNtQGH6K9fT0okLJEbxiug1VCMgAxhFGVzb4wPA2AmjO3+EdaPW48shv6C2MrFhXxhpcc9EZ+PvITCTuH2quJQQgJ8f7AGXTw0Mr98Jn3kOrTF5uemNB6KzDTegVSwXIatBOORCESb38qgVkncaGbQlumEDBgygN8sNGzbE0qVLaUYt0RQjqcPEIOKPP/6gwVwfHx+qN0aCs+R9wrlz5xAUFERvkL29vdG/f396M7x69Wp6M85gMBiMOsIHM4BpPwBmRO6dOg4AJ/cCC6YCD25xWU5qoo27NdZP74oPOrnRrCFCWk4Rfj3ygOoEhiZyjvAMBqP2QjJbiQkYqfJ6/PgxHfQnwVMiV0DK2EpeFa0gI/ev3bp1o8sveZHgMEFbWxsXLlyggWIPDw98/fXXtIqMJChoKikZCdTwRMbjIZBfiGWPt8IsORx6PC6IeCP5Cc1+rQ72RVyBSMZlgpHsHxPtUrp0JbiVCtqGVWHQlvzmhB4FtnsBlz4DClKAokzgv3FAUVa5gmGbTv+CWUen42CGP5KFfAjlcgTF3FP20dMjljBvDwnc/DC8JWxMuAfu4IQsrDr9RC2Djxl5Rfh2x208jctSGmL9Oq4NfFxfnlHWofkA/DFmC3rrcFmDF/KCERrzCIN96tEAJOFaUCKiSunL1yQk4OzjWdrS6dXZtiTIdi81pMq3af+tcEVYBBje1gVG+nporc/pYPvmBNMgpbq56L8fIh4fJlIJ2nj2KPtmYPVn2TZ38AR4MoQLZbgbdOmV/SJiA/H9oRm4UByLPUl3kZkaBk0mU5yHufe2oFCRrd/LvgWV3agM3ZrYw8ncEGHZ7REcMRrDrWeiab4HHNKFsCwSUU1fA4kEUmjD3lwf0/p4wt3lOAqLNiHg6U7EJ1Z8EMXCSBedFBVr+aIM/BNxFJlCLRhLZfis4fsYO2Id+EMPAjPTgKFHAa8JgG6pALq0GAg/Dpz9BFhrAxzoBQSsAfLKVtd1bD4QujIpHbDwfXwGNQ7RevcvpaFOpEJKof0Wg26aAvmdndiwn3L6n8Cjyt+Qq4mPsOTBLmXAdqhze3zp9V6NBkf5PD7mtxgHKwH3WyTXKYK251Nk5D7C5rPLUFvRmDOIZM2SjFpys0xuoEkWAnGU7dVLdcEiN7jOzs64ffs22rVrR/82bdoUNjaqVGeiB0bMH0i2bosWL9dGepmpQ4n2BHlVNWQd5GSvjnXVVdg+ZPtQE2DnYTXvQ59OgJcPeKf+Bc4fAU8qAdJTgNVLIPfygfz9aYBN+cvIXoe2gIfxXd3Ro4kdNpx/Br/wVDo/MDYTn226gT7NHTGhW0OYGVZMh6sqYOch24eaQHWfh5VdT2ZmJn2RwX4ijfA85LOQBw9yf1pe3hQMIwZipHKsNmFv5Yxlo7fgxv1jOB12EqFCIFYghp4oB4VCPSpns/HZKXiYOKHVyzQv1US2KJ9q6hK0+UKMcXlFQM3UFbDwAtIDgURfID8ZMFBzSWTiXeDqN0D89Rffy4vjgrgDdr70XzOyU7Hjyp94IE5GIdE0FAigL5OilZYNRnScBjtL4muvPoj8wMLRPpi99RaKJTKcDYiDu50plSZ4W5KzCmiGbUIGZ3pDgq6/jG0LV9s3S4p80ncunh6ejjihABt9/8FvI9ZhVHtXbLzwlMu2vR6KH0e0RE1x+d4R+Hh0g3E5MjHbWDfC3ghuwOJOajB6OVTddqdkF+Lio3jaNtARYlArZ9oe0Wkqrp7/HhlCAc747sWgjuPVut6HKQEgtusNhRZlMqchKQaecoZDEOoCjd5HddDUvR08ArbjqUCC44H7XwwkAzh4ZQ2Op91DkVAAbbkM7Y2awMT8zVI1NUWxVIxlYUeRohjsaWzqjO+bj6l04Itm23Zxx/+OctnQm6+QjFoy0MANNujyc2HsJMXSsW3Q0sUSockx+DdejFiI8SDzIfbdfggriRjOAmM0tGiM9l59YWvFZca/jiGt6+NqUCIkEkOY5NjD1DAVX/VeBGvTUtdhkrlJBtjIiww2xF0FQg8DYUeA/CSuj1wKxFzkXhdnAXbtuMGBppOpcVx9uQ5SpXnIyymb+VkjhB0FsiO4dr3egHVzhITdgL25Aww1+NwrL8PqdcDR6FuIzktGYFY0zsffh75QBwvv71DKFQ10aouvmo7QiGxWsYgH6VNP8Or7Qq5djGxBGpaEHoKFpBCdogPQqJ43ahs1HrQl2Q0kSEv0a0mWLdEB8/T0pBpfJCPB1LSs2DEJ0JJSMwL5WzpgW/J+yXuv4tdff8XixYtfmE9MJ8h2VMeDBsnEIDf3tUGEWhNh+5DtQ02AnYc1tA87DYSgUQsYn9wNnXBOTocX6A8smon0afMhsX/7h9HnIfk/n/ZwxkM3E+zxjUVSdjFnqPAwDleDEjC0pR36eFlTXdyagp2HbB9qAtV9HubmVi4j7/Ll6skOrSt0ajmUvgKeXsGxJ/vwlC+GkVSEXKEOzbJZ9GAnNnf+CjZ6VVN2fCDymjILjTwckvL0V0ICASRoS67W4SeAZpPVsxHZUcCNH4Bne8vOd+zCZVadGQ8UZwNPd3Hb0HDkC4sQCoTKgC0pbW9v6I4RXWbAyKDqyrVdbU3w5aBmyuDN2rOBaGBt9FbGZDFpeZi7+w6tPimRFSIZto4W5dPaFQq1MclnGpYGbECUkI/dF//GqG6f48DtcGTli3CdZNt2zkV968plGb8NKRnx2Bx9ElujTuAHn0/h0eD1QdhmZi7UnIdoPfqlBisHeqqCQ74RVK6pJChmoMOVl5uZWKM53wx3kYOr8dcwCOoL2hYU5iKcR75zfLSt37XsmxEnVKXgbsMB3ZebE1UFw5qOxbOg7QgRSHH/2TW09OBkUtKykrDq/BIECcQkVRp2Eimm+MxAE1dOh1sTIefMsscHEJrPZZJa65ril1YToSPgss8rS1cvezoQEpeer5xnrKeFfi2cqZSBranK7d7OyBwfWnfA05QniJFkIVXIR6pQC6kohH/GfYRdeYBvR3EyHCKpBDmZCbC05AYPSngQeB4GPClcbIwRkZyDiLg2+PuTDrA2fc21hkgl1OvFvXquAhLvcAFc8ioJhBLIIBx55SUCHRbi255zYGhoBV45db6rDDJYe69UBmerb+ifNfe3IlUAjLVqjYFdpqM2I+QLqOTBN3e5478y6CjyxUXKgG0/x9aY02wUzXLVBPbeDENRvhA6Ec0h9rgPKSQoEmghGzIcvrcNc+v9hdpGjQdtGzVqRAO05Eb/4MGDmDBhQpVnIcydOxdfffVVmUxbkv1gZWWlNgfiNz3YkB91sj4WtGX7sKZg5yHbh7X6PLS2BjybQ3b/Jnj7N4KXmQrUd4d5Mx+gCgJGva2t0a2FK07ei8au62EoKJagSCzDvjvxuBGaiSm9GqONm1WNjDCz7zLbh5pAdZ+HurqlDKjegq5dnwtCMMqFd+Nu9BUSdR/nHh1ElGU93EkLppmw0y/+iuG6DhjdZRp0tCt3fEpDHg4PRd1QOkKPdeWMRl4J0bW984tK17ayQVuSAUeW9+DvsmZjZg2BLr8DrkM4A80eq4DTH3HvnZ8O2HfEjfCHuBV+Ht8M/R/VpSUZnL2MvWCorY+BHSfSjLHqoEdTB4QmZeOwb6TSmOyfyR3faC5UGiIN9OOeu8gu4PaBo4UBfh3XlgZuK4KXa1t0e3oaV4pjIZWJqLbt6A6u2HCey7bddS0U80ZWf7btgZsbqBSAtVSChs6v0RIlmYHFWdDWt4K3hSt8U54ivTgH4bmJcDO2V/t2ZeUX4/SDWNrWEfIxrE3ZbOyhPhNw/97fMJLLUVSYB1099QSxLvofRDGfDyOpFB2aqcqja8qArIQWHp3R8NFuBAulOPJ4Lw3axqYnYfGlH6hmK9FubS+wxPShC6GjU7Fzs7rZEHwK5xPu07auQAu/tp74+gGpCkL0Zb8a3AzLjj2EmYEONQrr6mUHbWGprGkFxgZGGNLpEwxRTCekxeF20FkEpwYiVpqNhuYq871rQTexKWQnbCUS1NMygYdVE2Tkp+BUfgRsJMUY3ORz/J0M8MDDf/6xaOxYzgEiEvSzb8+9yLU19ZEiA/cwkPaE63N7MR0oM3J+w+9AdRF/kws0E6ya0UxbMgCUKOBBzuOhUX1Of7e209baA+2tPXE7JYj+3pfQ26ElzQzXlIBtclYBTvhx2de6YhPM9voAvwXuojI2eQId3JEVIDY5HE42nLRMbaHGg7Ykm9bNjRPKJrq1fn5++PvvvzFmzBiqS5uVlVUm2zY5ORm2tpxWCvl79+7dMssj75e89yp0dHTo63nIQ0Z1BVHJg011rq8uwvYh24eaADsPa3gftu4CNGsD/PcveK06g/e8eVBWOmDKGbFUFh0+HyPau6JnM0dsuxyMMw9i6QNmfEYBFu33p1p+03s3hrNV9WcIsfOQ7UNNoDrPw8qugwSZly1bRs3AyP1mz549sXDhQujpafZDvqbQsH5L+soR5WPyjT+RWJCBNEiwKz8U147NRAfDhhjVZToMDSqfgXck+ibyxJyZW1/HVrDVf0MAwLYVYGgPcV4SwhPvI+bmFvTpOFH59qEr68CTy2BiYAELY1tYmznCytwRWlrPPRuQAO3DdVyQoCSrkKBnCbRfBDSbymWJldB4HA0Sy0IO4iFPD4dPzESwDqfDfvbOHvTvwGVBftRHlThSnUzu6UGz3wIi05XGZMsntHtpAOd5HsdkYMG/fnTAkuBma0zLqk0N3k4i6OO+P6BLfCA86nNSdgN96uHArQi6Xdefctq21ZltW1CUj3tFsVSuopN587JSAKWRFAH/dgKS7wPt5qGtXS8atCXcTX1WJUHbY3ejUCzmZFr6t3R+YZ+712uGv3W/g5WNeuVJHiT6U2kEd74phKXP89x4IEqhI2rkDDi/KFFQ1Qxr8j7+92w3QgRiBITcRDO39rDgW4AvScOHbu+hS8uS0KPmciDiGnaFXaRtMtz/Y/OxaGiiHomv0ng5mWPbpxUPcNpbOmJEl0nKaVkpqaCwxIdU5zxBSwsJKMDtVEU8hseHgG+IZm4OMLyZibwiCa4EJlATqApfK8hAmHVz7tVxMeD7M3BzPldBcWos8FEAlb4pEouRkpsNZ3OF50V1c2952SxbHg9XHh6jAVsriRRuzpppMvo2fOo5hF7nSjJse9h744fmH9DBVE1h+5UQiKXc9r3XpgEGNPBAjjwbq4OO03npQj2sv70OPw+rXfq2NR60fdlNNNGbJQFcLS0tXLx4kZo0EIKDgxETE0PlFAjkLzEvS0lJgTXJuiID2+fP02xZIrHAYDAYjHcAHV1g+Mcvzn/2EPjzR6D3cGDQB4CueoIx5MaTlJoO8qmHteeC8CSGe5j3D0/F9Mg0Wrr4YRd3GOqWeshhMBgaBbl/XLRoEfVOIIFakjBA7ie3bNlS05tWqzDWNsDPPh9j+o2/IZZLUSDQRpKWFKcLw3Ht9Fdoo+OIUZ1mwtLs1ckUr4OUnu+L4Crw+OBhnOurA0TJKVHwe3YBIelPkW7cDnGWBhDz+LCJu4g+UAVtz6TeRTYJymWq/pdk5+nJpbCR8vHb6E2ctuK173BRyodE2xrGAmMYyiQQOvaBgfcs2Np5Qrt0IAtAYXEhjmi1xAMHKeK1uWw5oVwKD7kenG0aoaYpMSYjuuzJ2YXUmGz16UB8Oajpa6tE/MJSsOSAP0QS7kHYy8kMP73fGgaV+I0jGcYlAVs6zQdGd3DB+vNcAHTXtRDMG+mD6uLw9Q3IFwhoVumwTlNf3fHeCiDZn2v7/oQ2bVXBirupwRj7mvPzbcgvFuP4vShl1uSIdi/XFFV3wJYwvMNXMH18HK2dnss6DtoJKII21EiqBgI2xCSu4ZO9iBKIERZxBd4NO+Lr3j9ACAnMjV9uhqdJXIi/T0vMS5jo3AtdbJtCkyk9kDG9z+fokxgB32cXEJrxFLGyXBTygLa6zpjZ/wcqA9PXOxuHfCNpAI0kObzfiUvSe2va/gDEXQOiz3O6t6c+xAHb8TiSfAMNZMDS0etR7WQEc8ZpBEMHoNEY2gxKDyI/WHDRqrgEjSbjbGiN6Y0HYcOz/9DbwQffNh1FpRM0hfCkHFx6zGl/G+lpYXRHLpt2TIOuiM1LwfEYXxpUvy4QIzApGF62Nf+7XCuCtkSmoH///tRcjGiT7dmzB1euXMHZs2dhYmKCSZMmURkDc3NzGoj97LPPaKCWmJARiPsuCc5+9NFH+P3336mO7bx58zBr1qyXZtIyGAwG4x1BIgH2rAGIWdmZ/cCdS8DoqUCrztzovRpwszPB8vHtqOM1MVFJzSmiZadH7kTSmwZiVEZ0w8iDFoPB0Cx27NiBNWvWYNq0aXT6woULGDhwIDZt2sSqoCoIyQ77ttlo/PKQ03rNEerBtCgX+XwBLosTcfviDxhu1R7Duk6p8HE6Ee2LLFEebXezb04fGpU6gqWu5d/tn4LIUk81PB1TCCCFkbQYNtJCSCQiqqdKsOfpw0BShEKenAYaivh8mjWWzxNCJCWZlJ2BhJu073HHEUjVMoQcfMjAh1zCA+6tpe+R0uCVo7ky8dDYJ/jN9w/kkvJsbTPoy4rQMzcEffMiYPmRH2D6ZgOf6oAYky0Y5YOvtnHGZGcCYulv2auMya4GJlAtXPLbRmjlaoX5o3ygq6W+B/Ur/kdxNPw4Zrb7lpZwc9m2SYhMzkEDm6qXrZNIJbiZ+ZgIDqONnjN0dVU6n2UgGaYlshsKnO4shm3jb5Akk+JRRgQKJcXQE6rvGfTU/ViarUjo2dThjVIUj6IeIyoxEEPaV94YrImDC5o4fFl2JvneBZaSRvB6yYB5NfFxmynQl0tg34CLC1gbV50utDohwf2lASpd7PFuvdDPtObM994WFzsXuNhNLZN4V7oCZnCr+lSOhVw5TvpHY1QHFzpw9NaQwYEBu4Ad3kB+IhBzAY30XCHhyxANGQqK8qCvW836tv5/cpm/hJZfAAJtSKRiRIGYNArg7dAWdY33XbrRIKgmGI49z9bLz0qOBj7o5KZMniHbOrvJCMTlpeF+RhhkPD6+vbcB+/r+DCNiilcLqNFcZpLRMH78eKprS8rSiDQCCdj27t2bvv/nn39i0KBBNNO2S5cuVPLg8OHDyv8XCAQ4efIk/UuCuR9++CFd3pIlS2rwUzEYDAajxiFZIC07AkJFJlBmGrD+F2DFXCAhRm2rITcCxOhh08xu+KhrQ6o3RyCafytPPcGnm27gUXS62tbHYDDUA6ncGjBggHKaZNyS73NCAmcIw6gY/Z1aY2g9TruP5OAVmjqhv1FjWEikVCfU3VFVIiojg2nlgJjd7I1QGcY1lQix8eRCzN8/FTMPfEIDsSXo8rhAmblUhiYyfQw2aoJliWewLuZffJ95A8JSwYLFI1fhr9GbsH7UZuwYuRk7B63CiubjsVScjC9S/lMGbAnNRNloKAbsJXyYS2TQl0lpKTOBLy8lo2vfGDpywEgqQTdtR/ylK8S4jHuwFGUAp8eTD60xpxQJ0pJqkRKIMVlJxUhpTt2Pwa+HHygDtp0b22HRmFZqDdiSkmsSsE0QCrDV90+MbKfSayXattXBGd+9SBcKoCOTYURHbhDnpVz/HpAUqLQrFWXtbTIe0LZYJkVAerjatotkNpNB4JL1EN3f13Hx/nH8fH8ljsSfQ15BDqqEhFtAZgjXdupWo4MRbvVbKQO2tYWgzGjMu7cVEjl3PRji3A4T3fuiLvC8ZJGdmT7auHODbCSpwTckpfIr0bcGBu5RZnd7BW+AsVQEEZ+P6wEnUa0UpACB27i2thEnl0MqE4Iuo4DPXU86NR+IuogmBmwDotLgF5ZK2zYmei8MRJKM4J9bfwJTRc5qLuRY4L8dEg36bdbYTNvNmze/0WRi9erV9PUq6tWrh1OnTlXB1jEYDAaj1kLMXYaNB9r3Av5dCzz24+Y/CwAWzwB6DQMGjwNelVFTQchDLJFE6NPcEZsvPqMaXgSiH/jtDl/6sEs0vUo79TIYjJpDIpG8YGZGZLnEYnGNbVNt53PPYQjJjsPTrBgkF2Uh0MoWf3dfC7/Ay9R8qoTFhz+nWSNDm74Pb4Xz+8tYdXszUouyaVtPKsb+uMulnl608CTkBrw9uXL0D9vNgKG+CewsSmlCFt0GQg4ARelcsMnxJesqyoSO71I4BfzznMlYI6DrMkxyGfRCdYZILEJaZiIKi3PKlA5/1vpT1LNryGV7kezgpBuc+zkJApOy+jZzoCm8zJhs1eROsDTmvhMHbodj04Vnyv79Wjjh8wFN1V45Qvbbx00n4H9BOxEuBJoVnIa5YWNk5BXjxrMk+htKnOirkoi0Z+BBjuYCU1ia2b28U8Jt4Okurq1rDoy6DDxcC9ychzb50Thu2kyZRdneRj0SfddDiPYwd052amwLJ8vXZxF2btoX/4YfQbZAiKM3NuHDt9ROJuf374enwcPIGQO7zYaevunLDci8qteArLYTk5eCOX6bUKi4zhA5hK+ajgSv1OBPXYPIhd0J5YK1x/2i0NHj7WRyykAGCzospvq2AsjhUxCNK0ZueJjgh76ofIZ5uXmwGpAWc+2mUwEdE9q8F8nJ+dSTCaCjw+75qwO5XI7NpX6vxndr+FKtdpJVu6rzF5h5ew1yJIW4lxaCTcGnqeSDpqM5qsEMBoPBYKgbG3vg8yXApwsBSxtuHjFTOHsImDcFuHOZK/dTE6R0ce7wFlgxoT01aimBGKtMWXsV268Eo0hUviwzBoNRtTf5H3/8MYYPH658FRUVYfr06WXmMcqPtkCIn3wmwFSbCy7dSX2GXeGX0bG5ynk+Iv4ZnvFFCBSI8UvQTvy4fypuPDiB0Mj72HfhL6Skx9J+JPvlXElGHwADmQi6MhlcpAJ013bErAZD0chVlWXn7uRVNmBLcBuqaocdK/seCZz4/wVsdgX8V6gCtnpWQM81wITHgOvgl8rpED1We+t6cHUqq0HZuEFLVXku2Qf9tityJAHcms85oWsQxJjMuz5n1EmNyQ4S3Voptl56ViZgO6JdA3w5UP0B2xK8G3dFRy3u9/lM1gMMbMbJWFRXtu3nQ5difvNpGNN++qsrdy59rprusATQMwfa/Qi0/RE+BTEQKDRe78SXNch+W6QyGU49TFJOj+n4Zj1QbS0d+Ohx2WW3s56UMY6qCNcDjuORlhDHC+LAF5Ya2BLnA8H7FCszAhpynjOMN5NWlI2v76xHtiifTnubu2JBiw81ysCpKmjpYgkHcwPaDohKR3RqrnoW3GYuUI+rzG5ZEAU+pIiQvlgtUGWIC4AARVIhX8hJIyjo7j0BXfS90M6pZ/VtzzvOtaBEhCRyA7wNrI3QvYnDK/vWM3HAr20mQ4svgLuxA0bU74TaQN2+UjAYDAaDQR66vdsDSzZw2bUlkglZ6cD1s1Wyf5o4m2PlpE6YPagpTA20laWOe66HYdKaq1TzlgSNGAxGzTBhwgRqYks8FEpeRGbL3t6+zDxGxbDRM8Oilh9R0zDC1tBzuJUcpHzfxcEDX7iPgruUy4IJFcqxMvI4fnywFodyAnE3kHOlv5jwAPmKFDQHng4WNZ2Ire+tx2+j1mHGoIXo2mIQ9N6UxdRgAMBTZNuEH+MG6Mgr5CCwzRO4Mptm2lJIcIoY3UwKA7xnAM+ZjL0Vjp2A1t9ybRIUPv0RIFFkZmkA1JhsREtaSkoQJt7A+VUf4eItX2Ufos0+pVfjKi+HndJvHmwkUhTyBQhK3wNTA27/33yWRM1lqpomrq3hZOv+8jcDtwPJ97i2ZROgeSkJhY4/wbDFp/AqTKSTseJiJAburvT2XA1MRFoeN5Dg42oFd7vyXYuGd5wKbbkMqUIBzvntf6t134u5Tv+6Qx862qWCtiGHADGnL00Nl7S4YBzj9eSKCmjANqmQu9a4Gdvj19YToaOOa4yGw+fxypSpn7gXraYFCzh9WwM7NC1MgFAuQ5aAh8BwRVVdVUOuCaSCo+S7YOykfKuJc0N82u9LDGrPmZIxqhaJVIatl4OV05N6erxxgLGZeQMsbzMVqzt8Ciu9UpUEGgwL2jIYDAbj3UBbBxj6EbBkPdCsLRFGB8bOUJsx2fOQmwZiRLZlZjeMbO8CoeImIi23iBq7fLXtNkISsqpk3QwG4/Vs3bq1XC9GxfGxdMdUD5WW308BuxGfn6ac7tCsL5aOWocfm06Gl0wXfLmcvuwkcoCvBZlchl1hF5X9v2s3Cc3d2kIgqKCqm64Z4NSVa2eFc6XdezsCJ0Zx0xQe4Dke+CQE6LQU0FFzKT7JyrRUZOSSTNtbC6FJlBiT9dS+jt91fsBA6V58rf0XfW9WPy+M7exeLfqFOtp6GO85jp4HYUIp2jirspJ3X1NlXKuT2KQwhEQFvL4TkcC4Plc13f1vLrOuBLJvui5HG2OFQR6RSPBdBoS/vb6mTC7H/tsRyun3FQ7o5cHazB5NwZ3DV2JUetDlhZgoBcu4bMgWdq3Lvvlki6rNpBHKRbFUhO/vbUZELpc1badvjmVtpsKwlpgfqYPezR2VOtjnH8Yhv0hNEkQKfVt9SOFRlEytIu8/3Ikqh2igkuqMElp9U/XrZLyS0w9ikJjJaY03r29BzTLLQ0tLd7WaRlY1LGjLYDAYjHcLayKZsBhYtA6wf84x+2kA4HtJrZIJBrpaNFNp/fQuaKswZSAExWXi8803seL4Q2TkFaltfQwGg1HTjHXtTjUbCXniQszz34ai0pqx5AHLvS0WjvwHa/suw8b+f+Dv0ZswqNPHuJ70BFF5ybRPU7MGtJT4rXEtJZFwbhKQeFs17dQd+PAe0H97mUwptUIeCvvvpMFoit/vQNwNaBJuWSfxrXAZBDyuxL85/xHm9bWmepTVSesmPdFBaEnbufIImBtyD9Q3g5MRnsSVvqqTPbfWYIH/Kqw9seDVnXx/Bgq4cxHuwwFnTkO5DDwe2rT9Wjl5V98JODECiDr/Vtv1n38MolO5jFZPR1M0dTav0P8PbjGOavRGCOV4FHKrQv97++Ep5Ak4E6UePqXkD7IigLirKr1n+/YVWu67CJF4WXR/Jx5lcGZyRDZmRZtpsNStWo1mTcNQVws9m3Hl6kViKc4/ilPfwom+bftF6J4bghGZAeiafAzIV3xfqwpStVEy6OfcC7D2Vr619b8F2H96EVKSq2agiVGWgmJJGQkdkmWriSZp6oAFbRkMBoPxbmL33EO6WATs+gfY9DuwbA4Qx91oqwtHC0Mseb81fv6gNZwsuLJCEho+9zAOk1ZfxYFb4VRPkMFgMGo75MHph+YfwMmAy3oJy0nA8kcHXyoLY2ZoBiN9LpBB3t8eqgp2jXfvVbmHsNK6tiWYNwbeOwmMugjYtESVY92cltFzyIEzEwCRmrQd1VHme+oj8MAFbAl8nhydBTUTWJ7adwHGmPtgwfB/ymSYqlvbNiUzAY/l2ZDxeGhg2ejlnTJDgftc1jEEOjSj9lU0NHWGiRYn1+Gv7wyJVAIcGwrEKgKd5YRIJ60+/UQ5Paaja4XPf0+XVnCVCKAvkyA64eWZxDmifJyO9UNiQVkdUN8obntd5DrQ1y0lfxC4TdVu8kmVVSjVFch1bPnjA7iRHEin9QQ6WN5mCpwMy5cFWNcY0ko1AHTCL5pmk6uNtj+gg4UrRmQ9hHNBDHDqQy4btqrwK3UdaK3KshVJxLhSGI+DhfEIin1cdetnKDnsG4EshVljF087NLKvHVIHbwML2jIYDAaDQXjoCyTHc/si5DGwZBawdy1QoNBwUxOt3ayxbloXTOvjCQMdrsyyQCTBpovPMG39NfiGJDO9WwaDUesx0NLF0lafQE/A6Xqfjb+Ho9Gvz/wj5mWhOdx1uKGJI9paeVRuI4zrAc49VeW0vdYBEx4BLgOrN/BESmjtO3Lt7AjgqgaU1D7eApz5RDF8SALc76nee/ZvjWySrq4+RnSbDr5AgP4tnWFhxGXb3gpORpjCaEYdHLq5HiIeH1YSCfq0eYXj/JWvAZlYdfxMGrxyecRQqpUVF/zNF+ggSM8WkBQCRwYBCSqN4Ndx61kSlh17WHI00LeJNdq4qapzKsKU9p9iZa+lGNxt5kvfX/zg/+3dB1hTZxcH8H8S9t4gMgRFcG/ce2sd1e6lrV22dq+vX2v3HtrxtXZrd61trbVaR9174B6gIgqIDNl7JPme970hgKIyAgnw/z3PfXJvckkuN+vm3POe8wPeOPgzbtv4Fn45vRFavQ46bRlOaJW6qz38elesLAJg5UFb0Tir4+112qaW5IuYlViRoDSls1Jp8EbvOxHu1kDZ/E1AGx9nOXRdSMzIx/7TFeVyTFff1k9Zjv8X2P0mGsS57RWjNUTZm+Axxpt2HVmDQrUadjotBnS7Bs2ZSYPudZSZV4wlhjIyohzdzOGXOfnWTDBoS0REJPQeAjzyqlI+QdDpgHXLgOfuBjatAOrYibk6Vho1pvUNwTcPDsOEnkHl/cWRlFGAFxfvxXM/7TZdl10iIjMJcfbDM90qGrJ8dPRPHM08c9nstO9O/mtcvqNdPbNsy01dBly/HpgVqzSRqlyTtLGIwIIow1DevOnQF8DpFTAb8fiiXER5iLD7HGDy74C3Yahv8m5lSLwZZeWmoJ3vMthrskyabVtQlI/dhQlyfpBHNxkgvsSZ1cDp5cq8kz8Q+Z+r3m+kIWgr7G5tOFEgGnf9MQ5I2XfFv90bm4Y3/thvDIZM6BGIm/sFoK5CArvAxc1wLHORhLw07E5TGveU6MrwybG/MGf7/7DvfDRs4QBrHTCqZ6XSCPHrgVxlf6HNOGV/0GUtOb3ZWJNbBRXm9rgVvb3bt/g9NrlSQ7K/9lT/HVBnjr7IGPE1djm0wWantkrt8FpmudfI3ncr5sWJnErfT/vOKqMTgnU2sLFuOrVSa+unLScx9e3VeGnxXrOWdvtxy0lZbkMQv6NaezTvxogM2hIREZXr0gd4+TNg6gylcZmQmwV8/zHw4n3Avm0mrXfr5miLRyZ2wSf3DELX4Iq6dVGnL+D+z7dgweqjyC00UdMGIiIzGOnfAzeEKA3ByvRazI36FpnFl56UOpARi8OZSlmaNk6+GOzX2TQbIAKlQcMBGyeYlVtbYNi8iuXVs4ACE2ac1dSBT4G191Us93wUGPGREoCIqJR1GrMY5vT+2hcQbVuENq2Vhlo7Tpgm2/aPLV8gX6OBs1aLawfde+kK2lJgw6MVy4PfrtFrp0rQ1qN7RYZ3cTbw2xjgQkXZg8oOnU3Hy7/uRalWKVExsktrPDi+k0lOWGh1OqzY+xeKivKN1/2TuOeS9Y5knsEzh77DgJ7T8f7Yd+Hk6Fpx49FKDRk731XvbWrO/j23Dx8d+9O4/GjnazHCv6LmaUvWP9wXXi52cn7XyVQkG5pHmcrO9GzM9x2OX917Qq/XAStuBgpSTfcAGSeAU8uUeXHiovJnpSh1W6w8VoRb8w3Qr9wXj283nkBxqVZ+Ht/32WZsi1aa7DWmcxn5clsE0eTu1sFhaO4YtCUiIqrM2ga45mbg1S+AXoMqrk9OBD59FfjrB5Pvr7Z+rnjn9n54fnpP+LoqXYVFxs2fu8/grk824O+os9DqzD8ciYioLmZ3uAbdPELlfFpRtmzQIxr1VFY5y/a2diOhFkOxm5su9wAhE5R50eBq3WyTngi8qn0fAeserJotJgLJ5QHC8IqsaMSYp0RCucnh06DW65HkrEIbl73yuu/rmW2r02qxPVOpN9nHPlCWY7jEgU+AjGhlvlV/oMOtNbpvLztXhDq3kvPR2eeQNeEnoLXhGKIoHVgyEshQMlzLRZ/LxAu/7EFJmRKwHRThhycmd4XaRKU7nv5tDr6NX44/t30ll0UZhFWGoK0o6fBKzxkIcPAyZt0uOP43Xjy4CGdyDc2cijKBk38o83aeQNtJJtmu5khkL79+4Gfj8oyw0ZjWptIxZAunUatxTS8l21Z84onjWlMa0m0CNHoV0q0cEW/jDuSfV+rbigCuKeybXzEyoccjgKHsj5CQEotkK+X7akiX5vkeOXDmAv5Xqd62kFNYileWRGH+8kOyKVhjWbQhxvib6Lr+oXA3NK1szprh0RAREZEJePoCs58Hnp0HhHVSrtNYAQNGN8juFVk1gzu2wpezh2LGsPawtdYYD4o+XnkED365RR40ERE1NVZqDV7ueQc8bZWGY/vST+HLmJXG249lnsXeC0rHbX8HT5md2yyJYNyYr5QAmHDiNyD6p8Z57Kj5wIZHKpbFkP8h71St7evaBmjVT5lPOwSkH4O5DOw2AX3USmOZ4lZnYKfOkTXfT9Yj2/bYmX3IVatgq9PhuoH3X7pCQRqw46WK5REf1qr2cXm2rR567M06B1y7AvCLNNx3qhK4NZSdiE3OlqWQCkuUkxeR7bzxn2k9ZHDLVEIMr7Nt6QdlwHpv2gl50kQQ9aKH+3fDwqFPYqJvF+PfHMuKx6wt7+PHU+tQdvxnQFus3CCC15UCVYQqn1/P710oRxIIk4P6YVb7cdxFFxnfIxDWGuX1/c/+BOPwdlNwcnBFkFYDHTSIcjQ0MTy7Fthlgvq24nOhvK6ztRPQtWqG/pbDf8tLvzItAls1v6zPc+n5eHXJPmOgdGKvIAwM9zXevupAAh74cguOJSo1sRtSTFIWNh87L+fdHG0wvZ9yMri5Y9CWiIjoStp2BJ5+D5jzEjD9TsDb0OygnGhalpFmsn0ogrW3DA7D1w8MxfDOFbXj4lJz8cz3u/DqkiiTDysjImponnYueKXXHTLDT/gpdgM2nj8o578/VZFle2vbETLI22w5tQJGf1axLDJfcww1QxvKnneBjY9XLPebCwx6o/qAZOVhv2ZqSFbuvrFz4VlWhgIrK7TxV+qE/rBJCe7XRee2ffDBqDcxM3gCvNyVrNgqts1VyhkIne4E/PrU6v4rN87bnRYNiJMU01dV1ArOOwcsGYFzccfw7I+7kVekZKeJJk3PX9fLGNAylWkD7oGVXo8UKw027v8TKxOV5ljChEAlmGynsYF9Ugy8S/PhbAjKiKzbz6JX4IGz+xFnYzjBwNII1YrPS8XTe75CodbQxd6vCx7vcp1p6nE3M6Ik2NBOyvsur6gUG48Ymv+aSLhLKPRQYYdjhNI0T9j+Qv3r24rs+zJD/VYRsLVTTiaVSyoQwUoV2tp4o7kRz9MLi/fIy/KTSw+O64y51/fC45O6wt5G+a4+n1mAJxZtx3cbT6DMUOrF1PR6Pb5eF11xrDA4DA6Ghs7NHYO2REREVyMOvrv3A8ZUas4hFBcBX7wFPDcL+O1rIN90zcO8Xezxn2t7YN7M/ghrVVFfbmt0Mu5esEkODyosabzhSERE9dXVIxRzOk42Lr958BdsSDqArSlH5bK3nSvGBdQuUNYktb+uYti9CBKuvtN0w3gvJjLNNj9dsTzgZWDgK5fPIG1/vQxAGEskmLFTuMieu6XdVKigx3kXIMh5H3aeTK1Xtq2nmw9G9rnou1xIPaA0aBNsnIHBb9T6vrt4hMBWbW0cLi+CDLBzB65bA3h2VFbKOQv1H6OhKVSyxToEuOHlG3sbR9eYkr9XEDpBadCzKm4NtiQrpSFcbRwxwNewPXo9ThSnwEqvw82ObXBT6DCoDc//cStnzAq+Bd8FTUGZl4lqTDcjF4qy8cSuz5FdotQMFiVgXuhxm/HEFF1qcp82xvm/9pxV3iMmMrCjUnomwcoW6d2fUK4Un6srb6l7fdvSAiVoK6g0QM9KoxUMnpz8Et4f+gamDXoIzYmoif367/uQmK68voO9nQyjAVTypMTY7oH49J7B8jNMEOd8RIOwxxZtR2J6nsm3Z29sGg6eSZfz/h4OsgFZS8FPFCIiorrasBzISgdKS4BVS4Bn7wRW/6Ysm0inQA98NGugPKPt7qjUbRINS37eegqzPt2I9YfPmfSgl4ioIU1vMxijDOUPCsqK8cK+74y33Rw6HDaiDE1LMOJ/gFNrZT5+HbDfEBgwpR2vAFv/W7E88DWg/wtX/hvRZCdQaRyHzJNA6n6Y0+CeU9AbLjLIrPGJhR46fF+HbNv90VtkiYBqie9QWTpCX5GJ7HjRqJoasNVYo4dXOzmfXpyD2FwlMAsHb+D6dShzUW5rhSS8Zfs8uvto8drNkbC3abjX/DVdlMzpY9YalBrqSI9p3QvWauUxD57YijQrK2j0eozteSMe7DgZnw58CMGGuH2p2gpf2ofi/m0fIjYnqcG2s6nJLSmQAdvkQmVIeFvnVnizzyz5GqDLC/d3k5MQm5Jj0iH1YUFd4V2mhU6lwr/6wIpmgHlJwMrb63Zi7Nh3QOGFiprfLtUHCgM9vRDoFYDmZMHqY9h3WvnfXR1s8MqNfeBoW/X17e/hiPdn9McdQ9sba3GfSMrGA19ulc3CTPX7RHdRlu3MYeGwMvHIBEvWcv5TIiIiUxs0Dhg7HbAyHMQU5AFLvlIyb7etEV1PTPIwasMZ7a8fHIrr+4fCSq0cGKXnFuPdvw7hlWXR8sCKwVsisnQiQ+fprjcg1LlqUMzNxgmTgg31VFsCMcR2nKFOorDlaSC94kdpvYgfytteALa/WHHd4LeAfs/V7O8jbraYEgnCfWPmojecUZI2ASqoZff5E0lZNf77k/GH8PbRb/Ho7/cgK1fJ1KrixBIgcbMy79YO6PFwnbe1r6GurbFEgkGG3g3PFL+OZJ1SCzJYnYA3bOfCSW+6ETrV6da+P0LKVCgwZABXLo0gbIlZpWyPVg0fd+U92cmlNb6O/xm3pu+B2hDoislOxN1b5mPRiTWXNBFsaYq1JfjP3q9xOjdZLrdy8MB7fe+Ds7XSSJaubHIfpSFZebatKYVaK+U8zmfFABN+BBwMtVfPrgF2v1W7OxOv86h5Fcu9Ddm7lZSKoH0zTJz4a88ZLN+rPDfiN8cL1/eCn7vDZZvM3TokDPPvHIDWHkpmf3GpFh+uOIyXFu9FVr6hLnY9rD98TpaJE9q3cpU9QFoSBm2JiIjqyskZuP4e4PWvlQZl5cNNRY3bhfOAlx8EDu0y2QGdOMN996gO+OL+oejXvqIJwOm0Ajz38x48/f1OHE3IMMljERE1FHsrW7zaayYcreyM190YOlTW12xRgkcBPQxDakXNxFV3AFqldmD9ArbPAztfrbhu6HtA5DM1v4920wBDJiZiFjdc6YYacnFyx9PT5mHaoL7G677ffLLGf79077cy+84Warg5G2q0Vh7+vOmpiuVh8wCruncjj6xS1zZGXuYUlODZH3bjSKYjni5+HRnwktdr0g8Bf4yrqKPbQDr690WpoU50mLM/2rlU1MuPKVKyZzu7d6j4g7iVsC1Ixv0XtmIB0tDGSTneEI22vj6xCvdu/QCnckxbj7SpEAHrl/Z9j0MZccaTTe9H3gcvO6XJIl3dkI6tZOamsOX4eaTnGurFmsD0XrfgrYipeHTK+4CjLzBRNHpUVdSsLj85UxOxfymjDYSgEYBvz0tWeXL5E3jm1ztw8NhaNBdRsWkyy7bco9d0Recgj6v+XURrN3x6z6AqZQtEOZv7Pt8sm0jWVUmZFt9urBhdMWtUhDGrt6Vg0JaIiKi+PH2Au54AXvwU6FqRwYJzZ4CPXlRKJphQa09HWQPvjVsi0cbH2Xj9obMZeHzRDjz/8+561fwjImpoQU4+eKnn7XCyskN71wBMazOwZe50kQHrbsjOTN4D7H6zfgHbLf8BdlWqxzr8g2ozxK7IwQsIHq3M58YDSTthCcZ0C4CnkzVCXXfiQGyc7CR+NamZSTikV9YbGTj80hX2vqf8j0KbsUDoNfXaxkBHb/jZu8v5QxmnkZ6fj//+tBtn0pQsMb1LCPTXr6vIABTP+R8TgRLT14Asl+1aEXC5plI2+/HTe5FiZQW1Xo9RPUUtY4Mj3xhnO3a+DV8Nfhy3tRtprNV6MueczLpdeGI1SnUtp7a+GM303uElxhrc9hpbvBd5DwKdml8DqoZkY6XB+B6Bcl6r0+OffYb3nwm0CeqB0I4TK068iGBrf8OIA3HyacXNQEENmweLz4ZyvSud2DE4e/4kzltpcMbaFt4eoSbZfnOLv5An69iKcgTCDQPaYnS3mpd9sLOxwiMTu8jfKOWB+az8Ery4eC8+WnkYRXXoxbF871mkZhfK+d5tvdG9jXLSqyVh0JaIiMhUAkKAh18BnnoHCDVk29jYAv1GNMg+7tXWG5/cPRCzR4SgtUfFsKU9p9Iw56uteHVJFM4afigSEVmafj4dsHzMq/h68ONwqJR126JYOwDjv1Oa3JTXoU3eW/v7ET+yNz0J7Hmnat3cahrn1Ei4UgvV2JDMQoI9YX7Lkd76PEJb/YsfalDb9vdtn6NEpZa1LsdEVvqfhJz4iiHTIrN42PzLN2irRfmPSEOJBFFD9qk/VxlPono42eKt2/rCM6grcP2/gJ0h6zdpG/DnZDHWGqYmgqprzu+T89ZqjbGetLDp2HJ5GahVwc/TEJjJTwFOr6iobxw8RtZpvS9iIj4b+IixrIlWr8M3J1bLrNsT2YloCb6M+QcrEnbLeSuVBm/0vhPhbkrwkWpnYq9gY7bkin3xsldDQzTSkvo9rwRvy+vb/lOD+rbntgNJ25V50YRPnNC5yJYjf8vLVmU6+Pu1RVMnRgS88Mse5BcrgdX+7X1x54iKci+1IUYDfn7fEPQN8zFetyIqHg9+ubVGJ9vK5RWVyh4egni13DWiYiRDS8KgLRERkamFdwWenQ/Mfh64bhbgdtFwzOP7lQZmJiAOevu19cDn9w2Wzcp8XCtqqm2NTsZ9n23GO38eQFKG0v2ViBrGm2++iT59+sDZ2Rk+Pj6YOnUqYmKU4dHlioqK8OCDD8LT0xNOTk6YPn06UlLqPmywObAyDNtu0VpFAn0N9Wb1WiWoUJsAnmyk9WjV+oujPgN6PFj3bWo3BdAYstVifjVZjfb6GhA6SF6ed9XhfPI6RJ+7fACgoCgfewoT5PxAj65Qay56rW1+Bigz7OfucwDPSiUC6qFyiYS4YqUupIu9Nd68ta+x5qMMBF23FrBVmjIhYQPw1zSgrP71HyvbkXIM2SXK9/9g3y7QlelxNO6AXJ4wYA5GuUZiUJAhq1o4/oPyGhQ6zgAqvT8j3ALx5aDHMSNstDHr9lROkgzcfhXzT7POuv0tbjO+P/WvnFdBhbk9bkVv7/bm3qwmSxyrDghXss0z8oqx7bhSH9gUDscdxuO/PYZHfzN8/onXcOX6tmdWA7vfvvKdRL1fMd/riWpP5kRnKt/vobYVgcmmSgTNX/0tCuczC+RyqK8Lnrm2e73KELg72cqM24cndIattfI5kpiRj8cWbsdPW05WBNWv4NftscgtVEoGjejSGm39WmYZEgZtiYiIGoI40Ok1CBgxuer1BfnA528C/70L+PNboNA0wVTRCEA2K3tgKB4Y10lm9AhigNO6w+dw94JNsilAWo7pM3mICNi0aZMMyO7cuRNr165FaWkpxowZg/z8ivf4Y489huXLl2PJkiVy/aSkJEybNo27j5RsMN9eyp7IiAa2PluzvSIyxtY9COz/yHCFChjzFdDtvvrtVVtXIGSCMl+QAiRusohnaWzfGxFeYvh+84/B9xuiLrvu0i1fIE+jgbNWi2mD7q16Y+KWigxie6+KIdQm0NW9LVR6JdihdcmAo62VDNhWLmck+fYApq8CbAzXn1kF/H1j/esaV7IycY9x3rugFA+tfBRf7flIBvqDPLxx78h7MKXfDRXB/0qlEdBp5iX3Z6Oxwt3h4/H5oEfR1rmVMev225NrZcmEmCwlSN6c/HtuHz48+qdx+ZFOUzHCv7tZt6k5mNynjXH+r71nTHa/no6OOKfORYpVGeKSDM0AHf2UwK2xvu3zymdAdUQd25NLDX/XqmpjRoPikiKcVSvv017Bg9HUy3588s8RWWJNcHdUgq32Noa65vUceSCyqkWt2/b+rsaSGKJG7ZPf7jQGiatzIacIf+5Sakdba9S4Y1jLPUnCoC0REVFjWvsHkJcDlBQDf/8MPHsX8O+fQGmJyYaPTunTBgvnDMfdIyPgbG9tPEhauS8ed/5vIz5bc8wk3VyJqMKqVaswc+ZMdOrUCd26dcOiRYsQHx+PqCglqJSdnY2vv/4a8+bNw4gRI9CrVy8sXLgQ27dvl4FeauE01sD474HyMhH7PgTi1189YPvvbODgAsMVKmDcQqDLLNNsU0SlcgLRllEiQXh43Fw4lWmRa2WFvKJfEX0us9r1jmUqAZs+9oGws6vU+VxkDW+oVDZi0OuAnSHjtZ7Ed+0nf8dAla9khOntCvDYde3RrpUSsLhEq77AtSsAK8P2xS6DSjSkM0Fmc3pRDnamHpfz3naumBQ2BGUq4JyVBlsOKKURqhD1ddMNDYj8BwIelw+ShLsG4MvBj+HOsDHGrNvTuedx37YP8UX0SpRom0fWrWgm9/qBn43LIst4ekjTDtJZiq7BHgj2dpLzRxMyccpEvRj8fUJlyQJh6xFDqQ8heCTQ/4VK9W1vqr6+bdR8Q8oDlPIy1TQm3HpoJYrVajjqtOjbuVKmehO0dFcc/tmfYAyOvnhDryqj9kwhwNMJ82cOwC2D20FtiJsfS8zE7C82Y/WBBBk4vtj3m0+g2PA8TuoTDD+3Sp/hLQyDtkRERI1pxCRgpBh2ajiDnZcN/PIZMPdeYNcGoAbDhWrCzlqD6we0xbcPDcftQ8LgYDhjLoZAiQO0GR9vwML10cZhR0RkWiJIK3h4KE2ARPBWZN+OGjXKuE5ERASCgoKwY8cO7n5ShueLxmTlVs0Eii4z/F8EHdbcAxz6QlkWgTNRG7fTDNPtydCJgLVhOP/J3wGtaU4u1pe3ux962/aV8+fdtfhhjcigu9TL0/+H27wHYNrAi7KORTZp6n7DnXUDOpsmyC2a98xffghbjp+HJqeiLFKm5ipDvwMGA1OXGctRqE78CtedjwJlRfXanjXnomQWrDAuoA+C/cLQQa8EYz6OW47v/3oKaWmnK/7g6MKK+c53XfX+rdVWuCt8HL4c9BjaufjL68TjiTICd2+dh0MZccgtLZRlE6oLypibCCxnFufhXP4FWZd3f/opbEs5ijWJUVh6Zhu+O7kWz+9diDJDuYjJQf0wq/04c292syGyMCtn24qGU6bSzk6pvRyddVHd635zgfKGhNXVtxVB3PL3gbUT0LX6EQsHEpTv7GC9HayslIZbTdGukyn48l/lxI4gyqx1CFAaKZqalUaNGcPC8d6M/vBzUz6HCku0mLf8EF79bR+yCyq+X+LTcrHmgBJIdrC1ws0D26Elq3/OMxEREdWcsxtw82wlcPvnd8Dujcr1F5KBL98GVv8GTJ8FdOppkr3qaGuN24a2lwfGojbUX3vOyDPXRaVa/LItVh4kX9c/FFMjQ+SBERHVn06nw6OPPoqBAweic+fO8rrk5GTY2NjAza1qRp+vr6+8rTrFxcVyKpeTk2O8//JJBEPEJTUT3R6E6tRfUCWsB3IToF//MPTjFlV9rnVaqNbeDdWx7+Sf6FUa6EXAVjQPM+VrQWMPVegkqEQZgaIM6M6sqSiZYGazJt6NUz/uQ6KzDsn2e3HgdBK6tlECNeXUKg2uGagEsY3vkaIsqLY+Vz5IGrphHygZyvXcb3KI8apjWHtIacplk+eJUigB0V2p0bgmUAkyX1bgCOCaJVAtnw6VrhT2cb9B/90B6EZ+AgSPqtP2rEjYZVwe17qX3AfjO0zHkRglyL28LAv9i4vgKf73skKoon+W+0Vv5QB92PQa7xNRJuHzAY/gh9h1+P7UOhnkjMtNxoPbPzauI7JxbdTWsNNYy8Zmdhqbikt1NdeJ9Yzr21xyWX6baPZWUFaE/LJi5JcVGeeVS7F86fV5hmXxtzU12LczHu00Te5XUwagW/pn+PBOrfD1umgUFJdh/ZFzuGtEezjb1z8I2qvNEGw+9TvOaMqQV5ALBzvDySfxCh//A1Q/9IRKlH05sxq6XW8Bkf9Rbj7wKdSGkyX6zrOgt3Gp9n0Q4NUNycm70cWna42fO0t7rs+k5uLNP/ZDZ3g53zyoLYZ1atXg29ehtRs+uXuQHPW39tA5ed226GQcT8zE49d0kU2Wv1kfbdyuG/qHwsnOymL2W12e6/puO3+dERERmYOPP3Dvf4Cx04HfvlGakwnxscD8/wK3zgGGX2Oyh3NxsMHdozrg2r4hWLwtVpZKEFm3okusqC315+4zuHFgW1zTK9jYMICI6kbUtj1y5Ai2bt1a7+ZmL7/88iXXp6WlyaZm4oeAyOgVPw7Uag6gay7Uvd6GV/IIqEtzoTr+PbK8hqIwYLzyXGtL4b7rMdif+cMYsM0auADF7iOA1FSTb4ut3zi4G2q/Fh/8FtmOvWEpuvndhqIL36AkrT1+2BSLJx2U90ByRjyc7N3gZH9p0xrnqJfgWKgMiS4Mmoxsm4h67zfx/lu8+xz+OZRiLGk/u19XfJZ9GHnaIuy9cALnU5KNZQQuy6kPbAcugNu22TJwq8o+BdUfY1HYZjpyer0EvZ1XjbfpZF4SzuYp/1eEUwBs8vVIzU9FoGcEHLRaFGg0sNLr4WTlgdTUVNjF/QG3YmV0QFHQNcjOEvXva1cDf4Jrd3Tq4I9PzvyDOBEQq0Rk4BZqi+XU1HRxDsb9rccgPe2Cye+bn+HAoDAPrDmSipIyHX7fFo0JXauefKmLQM/OcIxZjHyNFdbsXIIBHSufbFLDpv/HcF93I1TQQ7X9BWQ4dESpRzd47/vY+LmaFnQrdJf5bBgaNkpOgnj/NLXnOqewFC//GS0zXYU+IW4YE+Fa4//FFG7r64cIH1ss3HIWecVa2ZDu+V/2ym3ZE6eMMHFzsMaAEMdG3S5TuPi5zs3Nrdf9MWhLRERkTsFhwBNvAkf3Ab9/rQRt7R2BPkMa5OE8ne1ko7Lp/ULw05ZTWHMwUQ7pFMOSvlh7HL/vPI1bBofJpmaithUR1c6cOXPw999/Y/PmzQgICDBe7+fnh5KSEmRlZVXJtk1JSZG3VefZZ5/F448/XiXTNjAwEN7e3nBxcZE/DMQQU7Fs7h+BZEo+wIiPgNV3yiW3Pc/AOXwsVHon+O57EurygK3aCvoJP8M1rAGb2XncAP3OR6AqzoZd4irYejgDVqatd1hXN4/0wroFZUjJK0RCXg7SS6zl0N4FW17BWVURpnj3x5TBlUofZERDdeJrOavX2MF29Afwcal/5/cfN5+sCNgCeHJSV9npfN/+CKw/fwAF2mJcsC5EF4+Qq9+Zz53QBveGbvU9sElTmojZn/kddskboBelMzrdqZTCuIrvUzYb5yeHDICPT8X/eV/ELfjp+M8YGzDCeL1qi/KaEmx73V9l/drwgQ++CuqAZfE7ZLmBYm0pirQl8rJYVzFfJJa1JdCV1w5tBCJo7mRlBwcrOzjKS1vDpR0crcV1lZatbOWlh60zOrkFy8/ZhsDPcOCGwY4yaCtsisnA7SO6QFNe+LQeQuGAwyjByayjmOpzUVM9n+lA3vPArleh0mvhsWMO9F3vg7o4Xbm9/fXwCjU0hmxmz3VJmRZv/7gHF/KUcgRhfi747/WRsqxaY5vg44N+HYMx7+/DiDqtnBQpD9gKopxCoH/9g/iN7eLn2s7OUKu+jhi0JSIisgSiHEKH7sCeTUBxEeB0UYbQ0SggqK1SXsEEfN0c8Nikrrh+QCi+33QSm44myZ9O6bnF+HjlESzZHovbhrSXPzxNcfBM1NyJjIqHHnoIS5cuxcaNGxESUjVAIxqPWVtbY926dZg+fbq8LiYmRjYr69+/f7X3aWtrK6eLiR8B5T/6xA+DysvUTIjatKeXAyf/gKooHZp198Fdq4Y6/m/ldrU1VJN+g6rd5IbdDht7oN00WedRVZoH1ZlVQHvl9WtuNmq1bGwz/+/DcvnH9etw66BgxKhLoFNp4O8RUvV9sflJQKc0yFJFPgOVWw2CqFexZEcsfthyyrj88MQuGNUtUM739VGCtsKe9BPo5tW2Znfq3QUXRv8Jn9S/od7yDFCcBVVRBlRr7wWOfQ+M/gzw7HjZPxeB0XWGx7XX2GBk6+5V9kP/LqPkZJQTX9H0zq0t1IHDlHThejwv14cOkdPVPjNFKYXyAK7Y7vL5yoFdcSmDvTqxXB74Va63VmngIAOuVQOxcv6iQKyN2qrBgq/10dI/wwO9nNG7rTf2xqYhOatQBu/6tfet9/129+2OgqQNCHFtVf2+HfAikLQFSNgIVd45mXFbTtXnSagu83ys2vwZ2vu1Q2i74YBa06Sea/Ge+/ifo7IJmODpbIuXbuwDB1ulabE5eLk64PVbIvHX3rP46t/jMuNaCPJywtgegU32fVH5ua7v/2DWoK0Y8vXHH38gOjoa9vb2GDBgAN5++22Eh4cb1xFDv5544gn88ssvsqbX2LFj8emnn8r6X+XEwe7s2bOxYcMGODk5YcaMGfK+rawYkyYioiZEfKn3NTRIqCw3C1jwujIvyimMngbY2Zuso+uz03rgpoFtZZmEHSeUbCFx4PzeXwexeNsp3DEsHIM6+EFtgT92iCypJMJPP/2EZcuWwdnZ2Vin1tXVVR7nistZs2bJzFnRnExkyoogrwjY9uvXz9ybT5ZGfN6O+gw4tw0oSIEqbiWMuToaG2DyH0qjsMYQcVNFcx5RKsFCgrbCqK4B+HnrKTiq/sVZp2S8tx/QaTQILtOjb+XA5OkVQNw/yrxzINDn6Xo/9vK9Z/DVv9HG5ftGd8CEnkHG5Ujvit+0u1OjcXf4+Jrfucim7XI30G4KsOkJ4Lih2dq5LcB33YHIZ4C+zwFWl2ZwbT5/WNZxFYa16iYDlld09FsRzlHmO82sV8C2tkENa5WVbGjmbG0Z2dtkHpP7BMugrSB6L5giaDtp0F2YpJp1+cx0EXCd8BPwfXegoNLwe9GozLf6LNvConz8kLoHJRei8J9SPXp2Go2m5Nftp/GvoY6srZUaL93QG14u9csCNdVnwZQ+bdC9jSc+XHEYien58gSYpokGbE3NrHth06ZN8gB3586dWLt2reyoO2bMGOTn5xvXeeyxx7B8+XIsWbJErp+UlIRp0yqGAGm1WkycOFEON9u+fTu+/fZbLFq0CC+8UHGmhIiIqElb+StQVKBMy74H/nsXsHEFUKZkDJlCiK8LXrqxNz68ayB6hVbUzUtIz8frv+/DQ19tlV1mLbEDNJElWLBggaxhNmzYMLRq1co4LV682LjO/Pnzcc0118hM2yFDhsiyCCKBgahaDt7AmC+rXKXX2AJTljVewFYIGgHYG74XTv8NlNSvPp+pO5KLkj5arQ1KVWrkG37kDxfZouW0JcDGxyqWh7wLWDvU63HXHkzE//45alyeMaw9pvULrbKOl50rQp1byfno7ERkleTV/oEcfYEJPwDT18gsWElXCux8Dfi2C3D230v+ZGXibuP8hMDIK9+/XlcRkBfFHToqjduIGlPvtj5o5a68J0WmbcKFOrxXqgvKXrWOdCtggjghUulERe8nL7v6lkMrUaJWw0mrRdeISp8xTcD26GQsXF9xkumpKd3R3t80o/dMJdjbGfNmDsDix0ehS5CHuTfHYpg1aLtq1SrMnDkTnTp1Qrdu3WSwVWTNRkVFydvFge/XX3+NefPmYcSIEXJY2cKFC2VwVgR6hTVr1uDYsWP44Ycf0L17d4wfPx6vvvoqPvnkExnIJSIiavJEdu3QiUomrpCTCfzwMfDifUDUVjHeyWQPFdHaDW/c2hfv3dEPnQLdjdefSs7BC7/sxWOLtuPAGdM34yBq6sq7il88iWPdcqKumThGzcjIkEkKImB7uXq2RFLbSUDXe5XXmMYOehGwDRnXuDtHbSVrPEoigzP2L4t6ckZ2aY1izVC0ylW+C71KyzAu8uaKFfZ/DGSeVOZbDwLCb6jX420+dh7zlh80Lt84oC1uHtSu2nXLs2310GNvmmEb6qLNaOCOw0p2rXg+hKxTwG+jgZW3GzMFkwsysO+CUq6htYMnunlUDSRfInEzkB2nzAePBlyU0g5EjUmU4RKNcMv9HXXWZPedkJmO5ftWXX6F4FHA0PeUAG/IBCDk8hnxB88pJ0TaqOxhpTFfSYHaOnU+G2/9ecBYQVqcZBrcUTmhZIkssYyJOVlU/QARpBXEkDFBBG9F9u2oURVDWyIiIhAUFIQdO3bIoWTiskuXLlXKJYgSCqJcwtGjR9GjRw8z/CdEREQm5OYJ3P4QMHoqsPRbJVArpJyD+vM34NkqGJhwA9BnKGCi0kBdgj3x/oz+criaKJtw8rzyHX08MQvPfL8L3UM8MXNYuGz6QkREDWjkp9C1GYd0+MEzuK95drUokXBwgTIf/QvQ4VZYUratCJp+smIMQrw3Izs3Ard8uAEajQoeqky8XfoiRA6fDiq8m30nzi/aDiu1Wt4uLq3UKmg0yqW4L02ly8rzYt0yrQ6/7TwNnSH6IYb03jki/LJBhr7eEfjl9EY5vzstGqNa1+O3qSghMOg1IOJmYO19QNI25frjPwBxK2QG8T+2rWWAWBgfGHn14MeR8ixbAJ2VxndE5jCmewC+2xiD4jKdbJIrmlA52NbvmDY64Tjm7vkAVnotBrePhJvTZbI3ez8OdJutlBu5wnvmdGm6+MBBJ89OaCoy8orw4q97UVyqlcvDOvlf9iQTWSYrS+qw9uijj2LgwIHo3LmzvE7UArOxsanSYVcQAdryOmHisnLAtvz28tuqI2rjiqlyJ97ybRBTQxOPITIvGuOxmivuQ+5DS8DXIfdho/NpDdz3X+B0NFS/fwPVySPyauvzZ4Gv34WutAQYNNakDylKJfQM8cT2mBR8t+kk4g1D1g7EpePRuO2IbOeNO4a2R1u/ixqnNSF8Lze9fchjKGpRxDDftlOgTa1Ud7GxiQxVp9ZA3jngzGqgMAOw97CobNuft/ogOmWC4Rrlt95tNl/CwUopvbeqbAzWp4rfiRXdyetjbPcA3D+24xUDo108QmCrtpZNtPakxcjPyXpnkXl1Am7aDBz+Btj8lGxUhqJM6NbcjX/CHgDUtlBBhXEBva98P8U5wIklyrytG9Buav22i6geXOxtMLxLa6zan4CC4jKsO3wOk3pXZN/WRXv/9nDXliBLY4XN+5dh8uArnJi4Sl3lk/GHkG6lgVqvx+BuU9AUiEDtS4ujcCGnyDia7vFJXZnJ2sRYTNBW1LY9cuQItm41ZA81INGk7OWXX77k+rS0NNn4rDF+aIisYvGl3VS74Zkb9yH3oSXg65D70GxEpsAdT8DmxCE4rfsDNklnoXVwQlqbjkDlH/WibIKJhhiFeajx8pT22BGbgaVRSUjLVUoQ7T6VJqfIUHdc28sf/m7mb2hQW3wvN719mJtrOTU1iVoEMXQ4/EYgap5SU/XUUqDLLFgKkQ375ORu+PLf48gpLIFWq0egNhpjdWvl7Xl6R/yonSErV5qioJDIVntkYterNui01Vijh2db7EyLxoXiHJzOPY+2Lv6meT663q2UzzA0KjtgH4Dzalt5c28rNXyv1oAs5legrFCZj7il2qZmRI1pcu82Mmhb3pDsml5B9QowqjUahKpdsQ/5OJy6H5NR92zybceURob+Wh18PFrD0onjsXnLDyEmSTlJ5e1ihxdv6AVba425N42aYtB2zpw5+Pvvv7F582YEBAQYrxc1vkRd2qysrCrZtikpKcb6X+Jy9+6KYuvlt5ffVp1nn31Wdu6tnGkbGBgIb29v2cm3MX7YiA8f8XgM2nIfmgtfh9yHloCvw3ryHQ3dgBFI37sNbtDCJ6BqLTrVdx8ChfnQj54GhEbAFK7188WkfuFYe+gcftpyChdylZOdu09nYm9cpsx2unVwO/i61a/JS2Pi67Dp7UNRG5aIzFAiQQRty0skWFDQVugc5CGbaRpPWv4yF0hSQrROw1/Fj72UOrdanR5anU5elmmVeXFZJq4zXBqvl+vqodUq86I8gp2NBl2DPa8asC0X6R0hg7bC7rQY0wRtL25U1nEGVu75wnj1hPi/gO/+BEYtUGp2VsfYgIylEcgyiFFb4n18JD5Djuw6eCYd3UMqmuPWRddWvbAveTPidHnQabUykFsX0blnAQ3Qzs6E798GJI7RNx5NkvN21hq8fGMfeDjx2KkpsjJ39P+hhx7C0qVLsXHjRoSEhFS5XTQes7a2xrp162SXXSEmJkY2K+vfv79cFpevv/46UlNT4ePjI69bu3atDL527Nix2se1tbWV08XEj4zGCqKKHzaN+XjNEfch96El4OuQ+9ASlIZEQOXjU/U7JSsd2LEO0JZBJWrgtusIiOBtj/7KUNt6sFGrMbFXMEZ3C8CKqHj8su0UsvJLZI0/EczdcCQJ43oEyo7ens5N4wCR7+WmtQ95/ERkBr69AddQIPs0kLAeyE9RgoaWSASVk7Yr8+7hQPcHjTcptWobL9ss0iccOAZj0PbmtsNN/hj5rQdj47F/ZRa0k7YIg/NiAb1WaVTW4TZg2PuAg/JbWUqPrtg/Xp0B314m3yaiupjcO1gGbcuzbesbtB3SbRJ+PL8RORoN9sdsQa+Ow+p0P4+PfQvrD69C94AOdfr7kjItUrKL4OBSCmd7mwYtUbDpaBK+23RCzotHeeba7k26jFlLZ2Xukgg//fQTli1bBmdnZ2MNWldXV9jb28vLWbNmyaxY0ZxMBGJFkFcEakUTMmHMmDEyOHv77bfjnXfekffx/PPPy/uuLjBLRETUIiQnAo7OQE6msnzqmDJ5twJGTQUGjgHsrly/62psrDS4tm+IDNAu230GS3bEIq+oTGYj/R0VLxtJiHpkNw5sB1cHG9P8X0REZB4iyCCybXe9Aeh1wInfgB4VwVCLUZqv1HotN/wDQGO+76AgRx/42rsjpTAThzJOo0hbAjsTb8/68wdk3VxhtH8P2Bb0q7ZRmWw2JkorHF1U8cedxHXs1k6WYWCEHzycbJGRV4wdJ1KQml0IH9e6H686ObohSKtGrBWwM3ZDnYO2Pi4uuGngDbX+O5ExvHJfPNYeTJDHyMBRWaLA09kWnk52MrlBzstLw+SkLNellIEoh/DeXweNy3eNjMCA8OpHoFPTYNag7YIFSgfSYcOqvnEWLlyImTNnyvn58+fLbAqRaSuah40dOxaffvqpcV2NRiNLK8yePVsGcx0dHTFjxgy88sorjfzfEBERWZCIbsDb3wK7NgBr/gCSzirXp50Hfl4ALPseGDoBGDEZcK9fFoO9jRVuGtQO1/QOxu87TmPp7jgUlmhRUqbD7zvj5MGqyMqd1LsNgrycTPP/ERFR4ws3BG2FmF8sM2i7+22lYZoQOhEIGWfWzREZdX29w/FX/E6U6MpwID0W/Xzqlq13OSsTKsoFTggbB/SedUmjMqy5Gzj6LTDyE+DYd8rKaiug420m3Rai+tanFqO5vt90Qo7g+jvqLO4aUb8SX+HObRFbGItThYbPhQYmsmq3R6dgxb6zOHRWyRq+uEFYUkaBnK7Eyc66akDXEMz1craDhyHYKwLcGsMIp7ScQry0eK88/hZGdw3A9f1DG+i/pBZTHqEmNcs++eQTOV1OcHAwVq5caeKtIyIiauKsbYBBY5Ws2qNRSvD22D7ltoI84J9fgUO7gZcWmCTLRhxczhgejimRbfDr9lgs33tWHjiKAO5fe87KqWeoF6b0aYM+7XzkEFUiImpCxFB6z45A+jHg3FYgJwFwqVpP3ayyzwB731Xm1dbAUEMNXjMTdW1F0FbYnRZt0qDt2bwUHMk8I+dDnf0Q7hqgfKdf1KhMOrcF+K5bRTu20Guqlk0gsgATegbi5y0n5cgt0ZjstiFhcnRXXY3oOhlOB3/AwIi6ncB56de74GPlhOmDH4avd7vLrnc+s0AmKqw+kIDsAqVhbzlrjRqdWjvLEyUii1j0hCgoFpm3l5dXVCqns2l5l11HHEm7OynB29zCUnnfQqdAdzw8sXODlmGgFtSIjIiIiBqQOGDr3FuZEuOU4K3IwNWWASMmXRqwFSdV63GQ5+Zoi3tHd8S0vqGy3q0okyCyCoR9py/Iyc/NXmbmju0eCBd7lk4gImoSxHeDyLbd/oKyfOJXoPcTsBgis7RMaZCJno8AHu1hCXp5hUGjUkOr18m6tqb0T8Ie4/z4wMiqQZpKjcqwbjaQFVsRsC0vjUBkYUTDrMEdW8keCSL4uenoeTliq66CWndEUGvDCIFaOh63D8esNIjWF+BG60tHi4mGhTtPpGJF1FlEnb5wye0BHo6Y2CsII7v4ozA3S/ZhKq/LX1hShoxcJYCbLqY8cVmszOcWKcHdnCKUapXM2eqId7NYrzxYK/i62eOF63vVK9BNloNBWyIiopYkIAS46wlg2kxg8z9Av5FVb084DXzxFjD6WqDfCMCm7vXhvVzsMGd8Z8wYFo41BxNk5q3IQhCSswrx1b/R+H7jCQzv0hqTe7dhkwQioqYg/MaKoG30z5YTtE3YqNTZFUT2aL/nYSmcrO3R0S0YhzPjcDYvFckFGfBz8Kj3/ZbptFiVuFfOi6Dw2NaXaSjWZjRwx2Fg1+vAnrcBXRngFACEjK/3NhA1hMl92sigrfDX3jP1CtrWx/bo1fIyQKuHp1tFbVhRa1dkAa86EC8DrZVZqVWyNq8o89A12EOeSNHpdCjMvbS8WGtPMTlecXR6blFp1eCucSo2BHqLkJlXLMtJuDna4JUb+8gECmoeGLQlIiJqidw8gcnV1LFb+wdwPh747kNg6SJg2DXA8EmAi1udH8rZ3hrT+4ViamQI9samYtmes4iKTZO3FZfplIPe/QnoHOQhSycMCPeVNc2IiMgCiexVn55A6j4gJQrIPAm4h5l3m0oLgLX3VSwPehOwdYUlifQOl0FbQWTbTg7uX+/73JMWg/TiHDk/wKcj3G2dL7+ytT0w6DWgwy3AyaVAuymAxrre20DUEDq0dkM7PxecSs7BiaRsRJ/LRERr9zrfX05BPr7dshDxubF4fcrbsBElxGrgZG6cjJq1cwiAVqeXx68r9sVj98kUGSStTGS4TuwZhDHdAmXJAlMQAV8xIk1MbXwu//4W25ZdUCxLlTHDtnlh0JaIiIgUOh2QmV6xN3KzgeU/KrVvB4wCRl0L+AfVeW+JGrZ9w3zllJieJzNv1xxIREGJUtPrSHyGnESDBTGUbHyPIJMd9BIRkQlF3KQEbYWYxebPat38NJB5Qplv1RforDS1trSg7dcnVhnr2poiaLuicgOywMia/ZGoSSwmIgsmgpUi23be8kNyWfRFqE/Q1s7aCntz96FQrcHOI6sxpMekq/5NXn424jWiNIEK0HfGnf/bgJTswirriPYM/dr7yqxa0bdBbaYasuIYW5SVoOaHQVsiIiJSiBpbT7wJxMUoGbd7tyiB3LJSpZSCmLr0AcZMByK61avubYCnE2aP7SRLJ6w7nCgPxuMvKI0WxPCvbzeewE9bTmFIx1byoD2idd0zfYmIyMTCb1ACpUL0L+YN2p5ZAxwwNK22sgfGfQeoLG+0RrhbIFysHZBTWoCoC6LJkhZW6rrXnMwqycO2lKNy3t3GyaTNzYgswbBO/vjy3+Oywdamo0qpBE9nO3g52yqXLnbyUjTh0hjqxF6OjbUtgvU2iIYW+85uu2rQVpQl+H3LEoi0AqfSUvxx1A4qVARsRYLB+B6BGNsjEN4u9ib6j4kuxaAtERERVRUSDtz7LDD9LmDdX0qwtkipRYvDe5TpibeADt3rveccbK0wqXcbXNMrGAfOpGPZ7jPYZRhyJhovrDt8Tk7t/V1l6QQRxOWwLyIiM3MJBvwHAEnbgfSjwIUjgFfnxt+OwgxgdaVmWkPetZjmYxcTNWd7e7fH+qQDyCsrwrGseHT1CKnz/f17bh/K9EqTz7EBvesVACayRLbWGozrHoglO06jTKeXx4PVEdmuooarCKRWDuYal0WQ18UOHdwjEJ1zFLElqZd9zJyCEtlA95998XCy2wO4AS751lBBLfJt0auttxwN1jfM56qBYiJTYNCWiIiIqufpC9xwDzDpFmDLKuDfZUBGKuAXAIR3rbquXl+vzFsxDK5HiJeckrMK8Pfes1h1IEFmVwiintm7yw7ii7XHMaFnkDxgZmYDEZEZhd+kBG3Ls21FvdTGtn4OkKdk4CF4NNB9NixZpHeEDNqWl0ioT9B2ZcKe2pdGIGpirusfij2n0nAm7aIuXpWIE/0ZecVywvnsy67nYecJVageKRo13ly8Ar5ebWUwVwR3bazUsvHZ5mPnZdKAEOJnDytdPvSFAbhxYFtM6BEEP3eHBvk/iS6HQVsiIiK6MntHpSTCyKlA1FZANG+4OLvgk1cAD29g9LWAd6t67VE/NwfcPaoDbh/aHhuPJsns29gUpdFKdkEJft56Cou3xWJghK/MvhUNzETQl4iIGlH49cDGRwG9Doj5BRj4ar1O3tVa9GIg+mdl3tYNGLvQIssiVBbpVZEFLJqR3R0+vk73cyI7ESdzlKzDDm5BCHGu6GpP1JyIDNrP7x+C/OJSpOcU4UJuMdJzxWWRcpljuMwtQmZeMS7qDVZFRpEHQotKkW5njcQLm7HRUAb7clzsbsJ14f7od40PnOxZL5bMg0FbIiIiqhmNBogceun1CaeBAzuU+Q1/Az36K0Hedh3rPSxubPdAjOkWgKMJmfhrzxlsjU6WHXJ1ej22HE+WU4iPs6x7O6JLa9hZc3goEVGjcPQDAocD8euArFggJQrw6904j517DlhXKat25KeAc2tYOm97N4Q6++F0bjKisxKQXZIPVxvHWt/Pyro0ICNqwhxtreHobY0gb+fLrqPV6WS2bdVgbqUgb04R7PKdAbsiqJ3SgIxL78PJzloed47vGYQgL6eG/aeIaoBBWyIiIqqfxDjAxhYoKVYyrvZtU6bQCGDMNKDHQCXgW0cii1Zk04pJHHiviIrHyn3xyMwvlrfHpebiwxWH8fW64zLIK2rktuLwNSKiximRIIK25SUSGiNoK8rxrJkFFGUatuFGoMPNaCpEiQQRtNVDj70XTmCkf49a/X2Jtgxrz+2T8zZqq1r/PVFzJWrMitJZsnzWZc7h7DhUjP+dXAxvmxLMvLkPLhiCvGIkV1grVwzu0EomDZyJ2w69a0+orJlhS+bFoC0RERHVT/+RQJdIYNMKYP0yINvwQ/p0NPDZG4CnD9BnmJKlG9S2Xg8lGkrcMaw9bhrUFluPJ8vs2+PnsuRteUVl+H1nHP7YGYfIMB9ZOqFHqBfULJ1ARNQwwqYpGa+6MiBmMTD0nYYvUXBwAXBmtTLv5K9k2TYhfb0j8MvpjcYSCbUNum5LOYqcUqU56FC/rnC2Zud6oprq02kEPvcLgpN3xGXLueTkZeLZfd/Ade9neHHwXLTyC+MOJrNh0JaIiIjqz8kZmHiTklm7exOw5nfg3BnltvRUYNWvQNYF4O6nTbK3baw0shyCmE4kZeGvPWdl/VvRPELUM9t1MlVOAZ6OmNw7GKO6BcihdUREZEL2HkCbscDpFUBeInBuOxAwqOF2ceZJYNOTFctjv1G2oQnp4hECW7U1inWl2J0aDb1eX6u67CsTWRqBqK6sNNZw8ulwxXU2HVwGrUoFHTTw9Q7lziazsuxK7URERNS0iCZlA0cDLy0AHnsD6NynIuuq1+Cq6xYVAIu/AE4dA3RKp966aO/vhiendMMPj4zAzOHh8HKpGMqWmJ6PT1cfw60frMP//jmC+At5dX4cIiK6TImEcqIhWUMR2bz/3A6UFSrL3WYrAeMmxlZjjR6eyqiTC8U5iMtNrvHfphVmyUCv4Gvvjp5e7RpsO4mau9i0lGqvP5x8QF6GqFygrkd5LyJTYKYtERERmZ7IGurUU5lys4D9O5T5yg7tAdb+oUzuXkDPgUpgVzQwU6vr1GH45kHtcMOAUGyPSZGlEw6dVbpMFJZosXzvWTn1DPXC5N5tZAkFjboRO50TETVHbScDVnZAWRFwYgkw/ANA3QA/M3e/BZzfpcy7hwFD30VTJera7kxTgq+70qIR6tKqRn+3+lwUlPEkwLiA3lA3dCkKomaopKwMDy99GOmaMrzc4350DKk4PtVptYjT5cheDF38upt1O4kEBm2JiIioYTm7AUPGX3r9vq0V85kXgHXLlMnVwxDAHQS07wyoNbVuRCEaSYgpLiUHf+09i3WHz6G4VKs87OkLcvJ1s8ekXsEY083yO44TEVksWxcgZCJw8negIBVI2AgEjzLtY6REATteVuZFoHLcd4C1I5qqSJ9w4BiMdW1vbjv8qn8jyiisTKhUGiEgsiE3kajZsrGygpO+BBlQYdvxVVWCtodidyFbo4GVXoch3aeadTuJBJ6aIyIiIvO4/WHgzseBrpGAptJ55OwMYMNy4L1ngCduBVYurvNDhPi64JGJXfDjIyNx7+gOaOXuYLwtJasQX62Lxm0fbcCHa2Lxx644xCRloUxb91INREQtUkSlEgnRP5v2vksLgZW3K+URhL7/Bfz7oSkLcvSR5Q2EQxmnUaQtuerfHMk8g4T8NDkvyiv4O3o2+HYSNVdhDgHy8mReXJXrd538V14GalVwcVLeo0TmxExbIiIiMg9HZ2DgGGUqyAMO7gKitgBHooCyUmUdUVpBa/ihXplWK4eu1ZSzvTWm9wvFtX1DsOdUKpbtOYuoWOXHb0mZDvvOZslJsLPWICLADZ0DPdA5yAMRrd1gb8NDJiKiywqZAFg7AaV5wMk/gJGfAla2ptlhW/8LZBxX5n16Av3mNvknQjQei/QOx/L4nSjRleFAeiz6XaU5UpUs20Bm2RLVR7+wUVh39FskaPTIycs0BmhP5ifIKFmYYxvuYLIIzLQlIiIi83NwAvqPBOa8BMz/BbjnGaDHAKWxmSiTUFlSPPD4TcCiecDhPRUB3hpQq1ToG+aLN26JxNcPDMXUyDZwsrOusk5RqRYH4tLxw+aT+M8PuzDtnTV46Out+HzNMWyLTkZWfrGp/mtqRjZv3oxJkybB399fBmT+/PPPKrfPnDlTXl95GjdunNm2l8ikrB2AdlOU+eIs4Owa09xv/AZg3wfKvMYWmPA9oLFBcyCCtuV2G+rbXk5hWTHWJSnNkRysbDHUr2uDbx9Rc9alXX+4acugVamwcX/F9/WQkCnoovLBgI4TzLp9ROWYNkJERESWxd4R6DtcmYqLAFu7qreLbNz8XGDrGmUSAd/u/ZQmZh17KIHeGgjwdMLssZ1wz6gI7Is+i+R8FY4mZuFIfAYu5BYZ19Pp9TiRlC0nUUJB+VtHYyZup0B3WXZBBOGo5crPz0e3bt1w1113Ydq0adWuI4K0CxcuNC7b2pooE5HIEoTfBBz/UZmP/gVoO6l+91ecDayaUbE8+E3AsyOai15e7aFRqaHV62Rd2yvZlHwIhVrlhOHwVt1hb6osZqIWSq3RIFTtgn0owJHUA5hsuH5yn2vkRGQpGLQlIiIiy3VxwFYQmbW29kBxobIsSits/1eZ7B2AboYAbudeNQrgiuzbIE8H9O7gg8mRIbLZS0p2IY7GZ+BIQqYM4sZfyKvyN4np+XJadSBBLns42aJToAe6BLnLS1FLV6NmELclGT9+vJyuRARp/fz8Gm2biBpVmzGArZuSaRu7DCgtUDJw62r9w0Cu8hmLwOFAz0fQnDhb26ODW5CsVXs2LxUphZnGOrdXKo0wkaURiEyia6te2Je8Bad1udBptTKQS2RpGLQlIiKipuXamcDEm4Gj+5Ss24M7gcIC5TZxuXO9MkUOBe59ttZ3LzJm/dwc5DSyq9KoIqegBEdFADchQwZzT5zPhlanN/5NRl4xthw/LyfBwcYKHQLd0VlMQR4I93eDrTV/DLR0GzduhI+PD9zd3TFixAi89tpr8PRkMyFqJkTZgrDpwJGvgdJ84PQKIPz6ut2XqIt77Dtl3sYFGLcIUDW/yn6iRIII2gq7UqMxObj/Jesk5adjf3qssYFZZ3fW2iQyhSHdJuFwwjp0cA1FmbYE3yx/Dh19OqB/71tgbePInUwWgUFbIiIianpsbIEe/ZWptAQ4tl8J4O7fARTmK+uIjNvKxHoiwNslsvoM3itwcbBB/3BfOZXXvY05l4WjCRkyE/dYYiYKS7TG9QtKymSjs/JmZ1ZqFcL8XY0lFToGusPFvnnUZaSaEaURRNmEkJAQxMbG4r///a/MzN2xYwc0l8nuKS4ullO5nJwceanT6YyTyAwXl9S8NZnnuv0NUIugLQB99M/QiyBubeUnQ7XmXpSPVdAN/xBwChA7Ac1NpFc4vjmx2ljX9prAvpc81ysSdhnXHxfQW94mJmr6msz7uplysHfFU9crJYsOxGzBel0utpzfie7F06CxsjfpY/G5bjl0F72v6/v+ZtCWiIiImjZRAqFbX2USpROOHwCitirLlR2NAj57Qwn4du6tNDgT69jULoAr2Flr0K2Np5wErU6H0ym5xiDukfhMZFZqWFam0+N4Ypacluw4La8L9nYylFRQ6uL6utVjGDFZvJtuusk436VLF3Tt2hVt27aV2bcjR46s9m/efPNNvPzyy5dcn5aWhqKiIvlDIDs7W/44UKubXxYiVWgyz7VtR3jbeUFTdAE4vRJp52Kht3au+d/r9XDbNBN2RelysShwArI8xwKpqWiO3PQ2cNLYIU9bhD1pJ3A+JRkqPYzPNVQqrIxXSiOooEIv22CkNtN90RI1mfd1C7A1WmmeGFAKFOSXoiDftO8zPtcth+6i93Vubm697o9BWyIiImo+rKyBLn2U6WIikCuUFAP7timTlTVUnXrBPigM6NobCGwLWNX+8EijViOslaucphrq4iZlFhiDuEfjM5GYYcgANjiblienlfvi5bK3i50M4opMXFFWIdjHWdbbpeYpNDQUXl5eOHXq1GWDts8++ywef/zxKpm2gYGB8Pb2houLi/xhIMp5iGX+4G/emtJzrYq4ETjwCVS6Ynhnbwc63l7zPz78FdTn1spZvYMvbCZ8Ax8HbzRnkT4RWH/+AAq0xUi3KUJH1yDjc70v4xQulOQYSylEBLQ19+ZSC31fN2dbTx3CVr0SpA13CZVljEyNz3XLobvofW1nV/vkkMoYtCUiIqKWYfA4JatWBGtzs5TrykqhOrgTrqJswvLvlazdEZOA6++p10OJg7XWHo5yGtMtUF6XlV+sBHANzc1OJedAV2mIa1pOETYeTZKT4GRnhY4iiCsDue4yIGxjxbq4zUViYiLS09PRqlWrKzYuE9PFxI+A8h/44rVWeZmarybzXEfcLIO2gvrEr0DnGTX7u6zTwKYnjIuqMV9B5aSUpGkJQVthz4UTsmZt+XO9KnGvcb2JgX0t/7mn5vu+bsa+O/gRYChTNCBiXIM9F3yuWw5Vpfd1fV9PDNoSERFRy9C+izLd+gBw8iiwdwuwbyuQnVm17q3dRWUKtFrgs9eBoLZAaATQpj3gWIvhvgZujrYY1KGVnITCkjJZLqE8G/f4uSwUl1bUxc0rKsPuk6lyEqw1arTzc5ENzjoGKJOnc/3O3pPp5OXlyazZcnFxcThw4AA8PDzkJMocTJ8+HX5+frKm7dNPP4127dph7NixfBqoefHvDzgHArkJwNk1QGE6YH+Vhns6LfDPHUBpnrLc5W6g7TVoCSK92hvnd6VF486wMXI+t7QQm5IPyXkXawcM9O1ktm0kas589FbIgXISPSK0l7k3h8hygrabN2/Gu+++i6ioKJw/fx5Lly7F1KlTjbeLoYUvvvgivvzyS2RlZWHgwIFYsGABwsLCjOtkZGTgoYcewvLly2UEWxwMf/jhh3BycjLTf0VEREQWTa0Bwrsq082zoYuLQd6hvXC+kARVXIwSmK0s6Sywf7sylfNtrawXEq5MgaFKaYZasLexQs9QLzkJZVqdzL41llRIyER2QYlx/VKtTgZ2xfQH4pTNcLM3BnDFFOLrLEs1UOPbu3cvhg8fblwuL2swY8YMefx66NAhfPvtt/KY1t/fH2PGjMGrr75abSYtUZOmUgPhNwJ73wN0ZcDJP4CuVxm9INZN2qbMu4YAw+ahpfC2d0Oosx9O5yYjOisB2SVKKZ31SftRIvYfgNGte8JGw3wrooYwM/J+LNj1Mfp79eAOJotj1k/+/Px8dOvWDXfddZfspnuxd955Bx999JE8wBWddufOnSuzEY4dO2asC3HrrbfKgO/atWtRWlqKO++8E/feey9++uknM/xHRERE1KSIAGdIOAoc3eHk4wNVdQHPsycvvS7lnDLtWKcsi4CtyMR97HXA3rFOm2KlUSOitZucpvcLlSevE9LzZQD3WGImjidcWhc3JatQThuOJBkbpIm/l0HcQHdEtHaHs33tgslUN8OGDbtiR/fVq5UO8UQtQsRNSiBWiPnlykHbtEPAtrmGBRUw7jvApvajGZqySO8IGbTVQ4+oCyfR2cof/yTuMd4+ITDSrNtH1Jy1b9MT89ssNPdmEFle0Hb8+PFyqo446P3ggw/w/PPPY8qUKfK67777Dr6+vvjzzz9lB97jx49j1apV2LNnD3r37i3X+fjjjzFhwgS89957MouBiIiIqF4GjgHCugBx0YDIxBVTfKysh2sk5i+kXFpaYcsqIPOCoaxCOODkXKt6WEFeTnKa0DNIXicyb48nZuJYQqYM5MYkZaGkTGf8m6JSLQ6cSZdTOfH3IoBbno0b4Oko75uIqMH49ATc2gFZp4D4DUDeecCpmvrNZcXAytsAneHztM9TQMCgFvfEiCZjv5zeKOd3X4iBq6sNjmcnyOUwl9Zo7xpg5i0kIiJzsNgxFqIOWHJyMkaNGmW8ztXVFX379sWOHTtk0FZcurm5GQO2glhflEnYtWsXrr32WjNtPRERETUbIsDp669M/UZU1L5NjFMCuKcNwdxWQcq6lW1dA8Qeq1pWQdTElaUVIoDAEKX5WQ25OtigX3tfOZWXVDidkiMDuOWBXNHQrLL4C3lyWrVfCQC42FujQ3lJhUB3tPd3kxm6REQmIz4LRbbtztdEOg5wYgnQ8+FL19v+AnDhsDLv3RUY8EqLfBK6eoTCVm2NYl0p9qTFwKrSOcEJgX3MuWlERGRGFhu0FQFbQWTWViaWy28Tlz4+PlVut7Kyks0eytepTnFxsZzK5eTkyEudTienhiYeQ2QSN8ZjNVfch9yHloCvQ+5DS8DXoZn2oagtGBymTMOuqWhYVvk+ysqgij8lBvteWlZh1wa5qLeyAgJCoZ9wE9C9X623Xa2CbE4mpsm9g+V1aTmFssGZLKmQmIXYlBxodRXD9nMKS7HrZKqc5L+iViHU1wUdA9wMwVw3eLvYW/TrkMdQRE1AeHnQFkD0L5cGbRO3AHveVeY1NsD47wGrllnj2VZjje6ebWUjsgvFOVidtl9eb6XSYFTrnubePCIiMhOLDdo2pDfffFN28L1YWloaioqqZqc01A+N7Oxs+eNGZAUT96E58HXIfWgJ+DrkPmzWr0O9HpqHXoN1wmlYJ8bCOvE0rM+fhapMaSwjyPkzJ5CVlYniVCWIKqiz0uEQtRklAaEoFUFdx9rVd4zw0iDCywvo7oXiMh3i0vJxKiUfJ1PycColD3nFWuO6IqB78ny2nJbtOSuv83C0RjtfJ4T5OsrLIE8HWIkIsYW8l3Nzcxv8MYionrw6AV6dgQtHgPM7gOwzgGsb5baSXGDVDCULVxjwqpJp24KJEgkiaCuUNyAb6NsJbjZssE1E1FJZbNDWz89PXqakpKBVq4r6R2K5e/fuxnVSK/3AEcrKypCRkWH8++o8++yzxo6+5Zm2gYGB8Pb2houLCxqa+GEjasmJx2PQlvvQXPg65D60BHwdch82+9ehGDEU0dm4qC8rhd5QVkFlqI+rSjkH1+6RgJtnxd/FHYV6w7KKv/PwBrz8AE8fwMMHesOlvM6nmjqRFwn0B4aU35dej3MZBUpt3MQsHD+XibNpeVXWz8gvxe7TmXISbK3UCPN3lSUVOrRWMnJFqQZzvZfLG9ISURPItr3wvDIf8ysQ+bQyv/FxIDtOmW89GOj9BFq6vj4R+PhYxee+wAZkREQtm8UGbUNCQmTgdd26dcYgrQiuilq1s2fPlsv9+/dHVlYWoqKi0KtXL3nd+vXr5Q8HUfv2cmxtbeV0MfEjo7GCqOKHTWM+XnPEfch9aAn4OuQ+tAR8HTahfWhjq9SzFVO5/FyoL86kFQHdytuXkQaIqXy5fMYvAHjtq6p/u20tUFyoBHVFcNfTF3BwrLJKkLeznMb2UBqc5RaWIvqcUhNXNjg7l4XCkopsXJGteyQ+U07lAjwc0cHQ4KxDa1eII6vGOrbh8RNRExF+I7CtPGj7ixK0jV0OHDZ8blk7AeMWAWrW1Q5y9IGvvTtSCpXPWU9bF5l9S0RELZdZg7Z5eXk4depUleZjBw4ckDVpg4KC8Oijj+K1115DWFiYDOLOnTsX/v7+mDp1qly/Q4cOGDduHO655x589tlnKC0txZw5c2STMrEeERERkcWrrvTBuOuBdp2AuGjgdAxwPh4oqJoNK4mg7MXW/QnEx1a9zt7REMA1BHHFZceeQGCovNnZ3hp92vnISdDqdDiTmlulwVlyVmGVu0zMyJfT2oOJctnBRoN5M/sjxNe1HjuDiJoV93aAb28gZS+Quh84tw1Yc3fF7cPmA27K51BLJ04eiiDt8vidcnls616wYjCbiKhFM2vQdu/evRg+fLhxubxkwYwZM7Bo0SI8/fTTyM/Px7333iszagcNGoRVq1ZVGRL3448/ykDtyJEjZdbF9OnT8dFHH5nl/yEiIiIyCVEOIXKoMpUrKgDSU4H0FMNlKuBTzUlqcf3FCvMBUZZBTOVuut8YtJVysoCv3pEBXY2nD9rKyReThvgDbl2RXlBqKKmgTKfO56BUq6uSjdvK3YEvACKqKuImJWgr/DFeqWcrhE4Cuszi3qpkUlA//JOwB7ZqK0wJ7s99Q0TUwpk1aDts2DBZV+1KZxtfeeUVOV2OyMr96aefGmgLiYiIiCyEnQPQuo0yXY44rrr/vxVB3coB3sw0QFtR8kBm3FaWdh44tq/6+1Wr4enmhUGePnLCLQ+gxMYep5JzlEzc+HQUFBfDxopDnInoIu1vADY9qcyXB2ztvYAxX4offNxdlXRwC8LvI19Adnom/Ow9uG+IiFo4i61pS0RERES1JAIgHXpUf5tOC2RlKAHcjFQg9KJaiSKoezk6nfI3YjqlAmY8KgO0op6tmHRuuUh1D+TTRUSXcgkEWg8Czm2tuG70F4DjRSeOSHKzcUSJJp97g4iIGLQlIiIiahFEbURRdkFM6HTp7b0GA/MXV83QFc3PjPOpQF4O4OIOWNtU/VsmyxHRlUTcUhG07TQDCLuW+4uIiOgqmGlLREREREqWrrOrMrUJq36PFBUCudmXXi8anRERXU6Xu4HMGEBbCgx5i/uJiIioBhi0JSIiIqKasbNXpouJhmap1TRAIyISNNbA8A+4L4iIiGpBXZuViYiIiIiIiIiIiKhhMWhLREREREREREREZEEYtCUiIiIiIiIiIiKyIAzaEhEREREREREREVkQBm2JiIiIiIiIiIiILAiDtkREREREREREREQWhEFbIiIiIiIiIiIiIgvCoC0RERERERERERGRBWHQloiIiIiIiIiIiMiCWJl7AyyBXq+Xlzk5OY3yeDqdDrm5ubCzs4Nazbg596F58HXIfWgJ+DrkPrQEfB02vX1YfsxWfgzXUo9Z+dptOfhctxx8rlsOPtctB5/rlvtc59TzmJVBW0DuUCEwMNCUzxURERERNfAxnKura4vZxzxmJSIiImo5x6wqfUtLUbhMJDwpKQnOzs5QqVQN/ngi0i4CxAkJCXBxcWnwx2uOuA+5Dy0BX4fch5aAr0Puw5b4OhSHr+Lg19/fv0WNWrr4mJXv/5aDz3XLwee65eBz3XLwuW65z7W+nseszLQVhX3VagQEBKCxiSeQQVvuQ3Pj65D70BLwdch9aAn4Omxa+7AlZdhe7ZiVr92Wg891y8HnuuXgc91y8Llumc+1az2OWVtOagIRERERERERERFRE8CgLREREREREREREZEFYdDWDGxtbfHiiy/KS+I+NBe+DrkPLQFfh9yHloCvQ+7Dpoqv3ZaDz3XLwee65eBz3XLwuW45bE0c72MjMiIiIiIiIiIiIiILwkxbIiIiIiIiIiIiIgvCoC0RERERERERERGRBWHQloiIiIiIiIiIiMiCMGjbyD755BO0adMGdnZ26Nu3L3bv3t3Ym9Ckvfnmm+jTpw+cnZ3h4+ODqVOnIiYmxtyb1WS99dZbUKlUePTRR829KU3KuXPncNttt8HT0xP29vbo0qUL9u7da+7NajK0Wi3mzp2LkJAQuf/atm2LV199FXq93tybZrE2b96MSZMmwd/fX75n//zzzyq3i333wgsvoFWrVnKfjho1CidPnjTb9ja1fVhaWopnnnlGvpcdHR3lOnfccQeSkpLMus1N7XVY2f333y/X+eCDDxp1G1sSHlM2fy+99JJ8H1WeIiIizL1ZZCL8bm85rvZcz5w585L3+rhx48y2vdSw8YqioiI8+OCD8rekk5MTpk+fjpSUFO72ZvhcDxs27JL3tjhGrg0GbRvR4sWL8fjjj8tOcvv27UO3bt0wduxYpKamNuZmNGmbNm2SH3A7d+7E2rVr5Q/tMWPGID8/39yb1uTs2bMHn3/+Obp27WruTWlSMjMzMXDgQFhbW+Off/7BsWPH8P7778Pd3d3cm9ZkvP3221iwYAH+97//4fjx43L5nXfewccff2zuTbNY4jNOfGeIIE11xP776KOP8Nlnn2HXrl0y8Ci+X8RBIV19HxYUFMjvZXEyQVz+8ccf8qBr8uTJ3H21eB2WW7p0qfyeFj9OqWHwmLLl6NSpE86fP2+ctm7dau5NIhPhd3vLUZPvTxGkrfxe//nnnxt1G6nx4hWPPfYYli9fjiVLlsj1RZLAtGnT+BQ009jUPffcU+W9LX631YqeGk1kZKT+wQcfNC5rtVq9v7+//s033+SzUEepqakiNU+/adMm7sNayM3N1YeFhenXrl2rHzp0qP6RRx7h/quhZ555Rj9o0CDur3qYOHGi/q677qpy3bRp0/S33nor92sNiM+8pUuXGpd1Op3ez89P/+677xqvy8rK0tva2up//vln7tMa7MPq7N69W6539uxZ7sNa7MPExER969at9UeOHNEHBwfr58+fz/3XAHhM2TK8+OKL+m7dupl7M6gR8Lu9ZX9/zpgxQz9lyhSzbRM1XrxCHKNbW1vrlyxZYlzn+PHjcp0dO3bwqWhmsamhJoi1MNO2kZSUlCAqKkoOWS2nVqvl8o4dOxprM5qd7Oxseenh4WHuTWlSxBmhiRMnVnk9Us389ddf6N27N66//no5DKJHjx748ssvuftqYcCAAVi3bh1OnDghlw8ePCgzh8aPH8/9WAdxcXFITk6u8n52dXWVJXj4/VK/7xcxhMnNzY2vyxrS6XS4/fbb8dRTT8nsQGoYPKZsWUSpG5G1HhoailtvvRXx8fHm3iRqBPxub3k2btwof1uEh4dj9uzZSE9PN/cmUQPEK0RMSGRkVj5uF2VvgoKCeNzeTGNTP/74I7y8vNC5c2c8++yzcoRfbViZdCvpsi5cuCDrOPr6+la5XixHR0dzz9Xxx6GoxSqGqos3ANXML7/8Iof/ivIIVHunT5+WQ/tFqZP//ve/cj8+/PDDsLGxwYwZM7hLa+A///kPcnJy5AGKRqORn42vv/66/DFKtScCtkJ13y/lt1HtiLISosbtzTffDBcXF+6+GhKlTqysrORnIjUcHlO2HOLk26JFi2QQRwypfPnllzF48GAcOXJE1tCj5ovf7S2LKI0ghseLfg+xsbHyN4ZIZhAn38WxMjWfeIV4b4vfjRcnBfC4vXnGpm655RYEBwfLk6+HDh2Svy9ECTZRiq2mGLSlJp0tKg5aWdur5hISEvDII4/ImiuiGR7V7QNZZNq+8cYbcllk2orXoaglyqBtzfz666/yjONPP/0ks/EOHDggv+TElxn3IZmbyH644YYbZHM3cYKGakZkjnz44YfypKDIUCai+qs8AkX0IBBBXPHjT3yPzpo1i7uYqJm46aabjPOiKap4v4tGvSL7duTIkWbdNqo7xitajgcvE5u69957q7y3RdNo8Z4WJ2fEe7wmWB6hkYh0aHGW7OKugGLZz8+vsTaj2ZgzZw7+/vtvbNiwAQEBAebenCb1o1o0vuvZs6fMhhKTKKAtGhiJeZHxSFcmPmg7duxY5boOHTpwuGItiKHTIttWHKCKLy8xnFoU5BcdOKn2yr9D+P1iuoDt2bNn5cktZtnW3JYtW+T3ixjeV/79IvbjE088gTZt2pjg2aFyPKZsuURmVvv27XHq1Clzbwo1MH63t2yiHIr4rOd7vfnFK8R7W5Q5ysrKqrI+40ItIzbVt29feVmb9zaDto1EpMD36tVL1nGsnLEnlvv3799Ym9Hkicwn8aYQnanXr18vh5BQzYmzOocPH5aZjeWTyBoVw9LFPIffXJ0Y8iCGNFQmarOKzBeqGVHHR9T0rky89sRnItWe+BwUB4CVv19E+Yldu3bx+6UOAVtRP/Lff/+Fp6cnX461IE6+iGFflb9fRPa8OEmzevVq7ksT4jFly5WXlyezc8QJZGre+N3esiUmJsqatnyvN794hYgJWVtbVzluF78tRb1yxoWaf2zqwIED8rI2722WR2hEogamGPorgmSRkZH44IMPkJ+fjzvvvLMxN6PJp52LIdXLli2TtbzK6z2Jpjv29vbm3jyLJ/bZxfV/HR0dZXCCdYFrRmSEikZaojyCCPDs3r0bX3zxhZyoZiZNmiRr2IqMPFEeYf/+/Zg3bx7uuusu7sIr/FCvfEZWNCgRX/qi0L3Yj6K8xGuvvYawsDB5wDB37lwZMJs6dSr3aQ32oThwuu666+TQfnGmXIw6KP9+EbeLIBld/XV4caBb/CgRJxREPU4yLR5TtgxPPvmk/M4UJ4aTkpLw4osvypOcot42NX38bm85rvRci0nUq54+fbr8zhQnZp5++mm0a9cOY8eONet2k+njFeJSlLcR3+PiuRejuh566CEZsO3Xrx93eTN6rmNjY+XtEyZMkMfIIrlBxBKGDBkiS6DUmJ4a1ccff6wPCgrS29jY6CMjI/U7d+7kM1AL4iVb3bRw4ULuxzoaOnSo/pFHHuH+q4Xly5frO3furLe1tdVHRETov/jiC+6/WsjJyZGvOfFZaGdnpw8NDdU/99xz+uLiYu7Hy9iwYUO1n30zZsyQt+t0Ov3cuXP1vr6+8nU5cuRIfUxMDPdnDfdhXFzcZb9fxN9RzV6HFwsODtbPnz+fu6+B8Jiy+bvxxhv1rVq1kr8bWrduLZdPnTpl7s0iE+F3e8txpee6oKBAP2bMGL23t7fe2tpafnfec889+uTkZHNvNjVQvKKwsFD/wAMP6N3d3fUODg76a6+9Vn/+/Hnu72b2XMfHx+uHDBmi9/DwkL/P2rVrp3/qqaf02dnZtXocleHBiIiIiIiIiIiIiMgCsKYtERERERERERERkQVh0JaIiIiIiIiIiIjIgjBoS0RERERERERERGRBGLQlIiIiIiIiIiIisiAM2hIRERERERERERFZEAZtiYiIiIiIiIiIiCwIg7ZEREREREREREREFoRBWyIiIiIiIiIiIiILwqAtERFVoVKp8Oeff3KvEBEREZHZLVq0CG5ubmZ57Jdeegndu3c3y2MTETFoS0RkQWbOnCmDphdP48aNM/emEREREVETP86cOnXqJddv3LhRHm9mZWWZZbuIiKh6Vpe5noiIzEQEaBcuXFjlOltbWz4fRERERNRklZaWwtra2tybQUTUZDDTlojIwogArZ+fX5XJ3d1d3iayIBYsWIDx48fD3t4eoaGh+O2336r8/eHDhzFixAh5u6enJ+69917k5eVVWeebb75Bp06d5GO1atUKc+bMqXL7hQsXcO2118LBwQFhYWH466+/GuE/JyIiIiJL8PvvvxuPFdu0aYP333//quW0RAkDUcpAOHPmjFxn8eLFGDp0KOzs7PDjjz9W+1jz5s1Dly5d4OjoiMDAQDzwwAOXHLsKq1evRocOHeDk5CSTHM6fP1/l9q+++kreLh4rIiICn376aZXbn3nmGbRv314e34pj6Llz58pAcmVvvfUWfH194ezsjFmzZqGoqKiWe46IyHQYtCUiamLEAeb06dNx8OBB3Hrrrbjppptw/PhxeVt+fj7Gjh0rg7x79uzBkiVL8O+//1YJyoqg74MPPiiDuSLAKwKy7dq1q/IYL7/8Mm644QYcOnQIEyZMkI+TkZHR6P8rERERETWuqKgoeRwojjHFsaKo6yqOP8sDsrXxn//8B4888og8VhXHqNVRq9X46KOPcPToUXz77bdYv349nn766SrrFBQU4L333sP333+PzZs3Iz4+Hk8++aTxdhEQfuGFF/D666/Lx3rjjTfkNov7KycCseJ/OHbsGD788EN8+eWXmD9/vvH2X3/9Vf6v4m/37t0rExsuDvwSETUqPRERWYwZM2boNRqN3tHRscr0+uuvy9vFx/b9999f5W/69u2rnz17tpz/4osv9O7u7vq8vDzj7StWrNCr1Wp9cnKyXPb399c/99xzl90G8RjPP/+8cVncl7jun3/+Mfn/S0RERETmPc60s7OTx3qZmZlyvVtuuUU/evToKn/71FNP6Tt27GhcFusvXbq0yjqurq76hQsXyvm4uDi5zgcffFDr7VyyZIne09PTuCzuU9zXqVOnjNd98sknel9fX+Ny27Zt9T/99FOV+3n11Vf1/fv3v+zjvPvuu/pevXoZl8W6DzzwwCXH2d26dav1/0BEZAqsaUtEZGGGDx8us2Er8/DwMM7379+/ym1i+cCBA3JeZBZ069ZNDi8rN3DgQOh0OsTExMhhaklJSRg5cuQVt6Fr167GeXFfLi4uSE1Nrff/RkRERESWdZy5a9cu3HbbbcZlcTw5ZcqUKuuI48kPPvgAWq0WGo2mxo/Xu3fvq64jRoW9+eabiI6ORk5ODsrKymRZApFdK0oZCOKybdu2xr8RWbDlx6ZipFlsbKwsZ3DPPfcY1xH34+rqalwWpRpERq9YV5RfELeLY9zK//f9999/yXH2hg0bavz/EhGZEoO2REQWRgRJLy5XYCqizm1NXNwkQgR7ReCXiIiIiJrXcWZiYmKt70ccGyoJtxUurg9b/nhXImrfXnPNNZg9e7YsbSASFbZu3SoDsCUlJcagbXXHpuWPX17/VpQ76Nu3b5X1ygPMO3bskOW+RAkwUaZBBHN/+eWXS2r1EhFZEta0JSJqYnbu3HnJsmi6IIhLUetWZByU27Ztm6wVFh4eLmt5iWYS69ata/TtJiIiIiLLJ44nxfFjZWJZNPEqD4J6e3tXaQR28uRJmRlbl/q5IjFABE/79esnH0OMCqsN0TjM398fp0+flgHpylNISIhcZ/v27QgODsZzzz0ns39Fo92zZ89e8n+LrOMrHXcTETUmZtoSEVmY4uJiJCcnV7nOysoKXl5ecl40FxMHm4MGDZJNF3bv3o2vv/5a3iYyCF588UXMmDFDNlJIS0vDQw89hNtvv10e0AriejH0y8fHB+PHj0dubq48EBfrEREREVHL9sQTT6BPnz549dVXceONN8os1f/9739VmnKNGDFCXifKB4iSCc8888wl2bA1IQKrIkP3448/xqRJk+Qx6WeffVbr+xEZtA8//LDMoB03bpw8nhbNxDIzM/H444/LIK1oXiaya8X/tmLFCixdurTKfYiGaTNnzpTH2aIchDjOFs3RQkNDa709RESmwExbIiILs2rVKlmnq/IkArSVD0rFAaeoO/vdd9/h559/RseOHeVtYgjZ6tWrkZGRIQ9Ir7vuOlm/VhxUlxMBXVGTTBx4d+rUSQ5JE9kRREREREQ9e/bEr7/+Ko83O3fujBdeeAGvvPKKDGiWE5mxgYGBGDx4MG655RY8+eSTxlIGtSF6McybNw9vv/22fCwRKBX1bWvr7rvvxldffYWFCxeiS5cuGDp0KBYtWmTMtJ08eTIee+wxzJkzB927d5eZt3Pnzq1yHyJALa57+umn0atXL5mJK8o2EBGZi0p0IzPboxMRUa2I+l0iK2Dq1Kncc0RERERERETNFDNtiYiIiIiIiIiIiCwIg7ZEREREREREREREFoSNyIiImhBWtCEiIiIiIiJq/phpS0RERERERERERGRBGLQlIiIiIiIiIiIisiAM2hIRERERERERERFZEAZtiYiIiIiIiIiIiCwIg7ZEREREREREREREFoRBWyIiIiIiIiIiIiILwqAtERERERERERERkQVh0JaIiIiIiIiIiIjIgjBoS0RERERERERERATL8X+8r3q6lVRtIgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "WHO = 25.0\n", "hours = np.arange(1, HORIZON_AIR + 1)\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 4))\n", "ax = axes[0]\n", "ax.plot(history_air.history['loss'], color='steelblue', lw=2, label='Train MSE')\n", "ax.plot(history_air.history['val_loss'], color='tomato', lw=2, linestyle='--', label='Val MSE')\n", "ax.set_title('Training History -- Air Quality', fontsize=12)\n", "ax.set_xlabel('Epoch'); ax.set_ylabel('MSE'); ax.legend(); ax.grid(True, alpha=0.3)\n", "\n", "ax = axes[1]\n", "palette = ['steelblue', 'darkorange', 'mediumseagreen']\n", "for s, c in enumerate(palette):\n", " ax.plot(hours, target[s,:,0], color=c, lw=2, label=f'Actual Stn {s+1}')\n", " ax.plot(hours, pred_air[s,:,0], color=c, lw=1.5, linestyle='--', alpha=0.85,\n", " label=f'Forecast Stn {s+1}')\n", "ax.axhline(WHO, color='red', linestyle=':', lw=1.5, label=f'WHO limit ({WHO:.0f} ug/m3)')\n", "ax.set_title('PM2.5 24-Hour Forecast vs Actual', fontsize=12)\n", "ax.set_xlabel('Hour ahead'); ax.set_ylabel('PM2.5 (ug/m3)')\n", "ax.legend(fontsize=8, ncol=2); ax.grid(True, alpha=0.3)\n", "plt.suptitle('Application 1 -- Air Quality Forecasting', fontsize=13, y=1.02)\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "a0bfb03a", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T01:48:28.068375Z", "iopub.status.busy": "2026-04-21T01:48:28.068375Z", "iopub.status.idle": "2026-04-21T01:48:28.236883Z", "shell.execute_reply": "2026-04-21T01:48:28.235601Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(13, 4))\n", "hist_h = np.arange(-LOOKBACK_AIR, 0)\n", "fcast_h = np.arange(0, HORIZON_AIR)\n", "s = 2\n", "ax.plot(hist_h, dynamic_past[s,:,0], color='gray', lw=1.5, label='Historical PM2.5')\n", "ax.plot(fcast_h, target[s,:,0], color='steelblue', lw=2.5, label='Actual (24h)')\n", "ax.plot(fcast_h, pred_air[s,:,0], color='tomato', lw=2, linestyle='--', label='Forecast (24h)')\n", "ax.fill_between(fcast_h, pred_air[s,:,0]-5, pred_air[s,:,0]+5,\n", " alpha=0.15, color='tomato', label='+-5 ug/m3')\n", "ax.axvline(0, color='black', alpha=0.4, lw=1)\n", "ax.axhline(WHO, color='red', linestyle=':', lw=1.5, label='WHO limit')\n", "ax.set_title('Station 3 -- History + 24h PM2.5 Forecast', fontsize=13)\n", "ax.set_xlabel('Hours relative to forecast start')\n", "ax.set_ylabel('PM2.5 (ug/m3)')\n", "ax.legend(fontsize=9); ax.grid(True, alpha=0.3)\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "markdown", "id": "84411c87", "metadata": {}, "source": [ "## 2. Energy Demand Forecasting\n", "\n", "### Use Case\n", "Predict electricity demand for grid management:\n", "- **Static features**: Building type, area, insulation level, number of units\n", "- **Dynamic past features**: Historical load, temperature, solar irradiance, time-based features\n", "- **Known future features**: Weather forecast, calendar information\n", "\n", "### Application\n", "- Power grid optimization\n", "- Renewable energy integration\n", "- Peak load management\n", "- Cost minimization" ] }, { "cell_type": "code", "execution_count": 7, "id": "09c9d2a0", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T01:48:28.242203Z", "iopub.status.busy": "2026-04-21T01:48:28.241187Z", "iopub.status.idle": "2026-04-21T01:48:28.268137Z", "shell.execute_reply": "2026-04-21T01:48:28.266859Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Energy Demand Data Shapes:\n", " Static : (128, 4)\n", " Dynamic : (128, 96, 5)\n", " Future : (128, 48, 2)\n", " Target load : (128, 48, 1)\n", " Load range past [236, 712] target [255, 701] kW\n" ] } ], "source": [ "# Energy Demand -- daily load profile with morning/evening peaks\n", "np.random.seed(7)\n", "N_EN, LOOKBACK_EN, HORIZON_EN = 128, 96, 48\n", "\n", "def load_profile(t):\n", " base = 300\n", " peak1 = 350 * np.maximum(0, np.sin(np.pi * (t % 24 - 6) / 14))\n", " peak2 = 180 * np.exp(-0.5 * ((t % 24 - 19) / 2) ** 2)\n", " return (base + peak1 + peak2).astype('float32')\n", "\n", "t_e = np.arange(LOOKBACK_EN + HORIZON_EN + 24)\n", "base_e = load_profile(t_e)\n", "offsets_e = np.random.randint(0, 24, N_EN)\n", "load_past = np.array([base_e[o : o+LOOKBACK_EN] for o in offsets_e])\n", "load_future = np.array([base_e[o+LOOKBACK_EN : o+LOOKBACK_EN+HORIZON_EN] for o in offsets_e])\n", "\n", "static_energy = np.random.randn(N_EN, 4).astype('float32')\n", "static_energy[:,1] = np.abs(static_energy[:,1]) * 10000\n", "static_energy[:,3] = np.abs(static_energy[:,3]) * 100\n", "\n", "t_dyn = np.tile(np.arange(LOOKBACK_EN), (N_EN, 1))\n", "dynamic_energy = np.zeros((N_EN, LOOKBACK_EN, 5), dtype='float32')\n", "dynamic_energy[:,:,0] = load_past + np.random.randn(N_EN,LOOKBACK_EN).astype('float32') * 20\n", "dynamic_energy[:,:,1] = 15 + np.random.randn(N_EN,LOOKBACK_EN).astype('float32') * 8\n", "dynamic_energy[:,:,2] = np.abs(np.random.randn(N_EN,LOOKBACK_EN)).astype('float32') * 500\n", "dynamic_energy[:,:,3] = np.sin(2*np.pi*t_dyn/24)\n", "dynamic_energy[:,:,4] = np.cos(2*np.pi*t_dyn/24)\n", "\n", "t_fut_e = np.tile(np.arange(LOOKBACK_EN, LOOKBACK_EN+HORIZON_EN), (N_EN, 1))\n", "known_future_energy = np.zeros((N_EN, HORIZON_EN, 2), dtype='float32')\n", "known_future_energy[:,:,0] = 15 + np.random.randn(N_EN,HORIZON_EN).astype('float32') * 6\n", "known_future_energy[:,:,1] = (t_fut_e % 7 < 5).astype('float32')\n", "\n", "target_energy = np.clip(\n", " load_future + np.random.randn(N_EN, HORIZON_EN).astype('float32') * 15, 100, 900\n", ")[:, :, None]\n", "\n", "print('Energy Demand Data Shapes:')\n", "for nm, a in [('Static',static_energy),('Dynamic',dynamic_energy),\n", " ('Future',known_future_energy),('Target load',target_energy)]:\n", " print(f' {nm:14s}: {a.shape}')\n", "print(f' Load range past [{dynamic_energy[:,:,0].min():.0f}, {dynamic_energy[:,:,0].max():.0f}] '\n", " f'target [{target_energy.min():.0f}, {target_energy.max():.0f}] kW')\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "2608c2c3", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T01:48:28.271144Z", "iopub.status.busy": "2026-04-21T01:48:28.271144Z", "iopub.status.idle": "2026-04-21T01:49:19.665576Z", "shell.execute_reply": "2026-04-21T01:49:19.662147Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training energy demand model (15 epochs)...\n", " train_MSE=209977.0 val_MSE=206712.7 val_MAE=431.7 kW\n" ] } ], "source": [ "energy_model = BaseAttentive(\n", " static_input_dim=4, dynamic_input_dim=5, future_input_dim=2,\n", " output_dim=1, forecast_horizon=HORIZON_EN,\n", " objective='hybrid',\n", " architecture_config={'decoder_attention_stack': ['cross', 'hierarchical']},\n", " embed_dim=48, num_heads=8, dropout_rate=0.1, name='energy_model',\n", ")\n", "_ = energy_model([static_energy, dynamic_energy, known_future_energy]) # build weights\n", "energy_model.compile(optimizer=keras.optimizers.Adam(1e-3), loss='mse', metrics=['mae'])\n", "print('Training energy demand model (15 epochs)...')\n", "history_energy = energy_model.fit(\n", " [static_energy, dynamic_energy, known_future_energy], target_energy,\n", " epochs=15, batch_size=16, validation_split=0.2, verbose=0,\n", ")\n", "print(f' train_MSE={history_energy.history[\"loss\"][-1]:.1f} '\n", " f'val_MSE={history_energy.history[\"val_loss\"][-1]:.1f} '\n", " f'val_MAE={history_energy.history[\"val_mae\"][-1]:.1f} kW')\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "8bd912a9", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T01:49:19.672081Z", "iopub.status.busy": "2026-04-21T01:49:19.671068Z", "iopub.status.idle": "2026-04-21T01:49:22.439282Z", "shell.execute_reply": "2026-04-21T01:49:22.438022Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Prediction shape: (128, 48, 1)\n", "Overall MAE: 431.7 kW\n" ] } ], "source": [ "energy_predictions = energy_model.predict(\n", " [static_energy, dynamic_energy, known_future_energy], verbose=0)\n", "print(f'Prediction shape: {energy_predictions.shape}')\n", "mae_en = float(np.mean(np.abs(energy_predictions[:,:,0] - target_energy[:,:,0])))\n", "print(f'Overall MAE: {mae_en:.1f} kW')\n" ] }, { "cell_type": "markdown", "id": "a9b88242", "metadata": {}, "source": [ "### Visualization -- Energy Demand Forecasts" ] }, { "cell_type": "code", "execution_count": 10, "id": "1215e36f", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T01:49:22.442877Z", "iopub.status.busy": "2026-04-21T01:49:22.442877Z", "iopub.status.idle": "2026-04-21T01:49:23.034574Z", "shell.execute_reply": "2026-04-21T01:49:23.032094Z" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABW0AAAGdCAYAAABpSlG5AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3QV4FNfXBvA3rkRJQnB3dwptgUKhtKWl7tTd2/9XL3U36k69pUa9QAvFixR3dwuEKPFkv+e9y2x2NwlEySZ5f88zhJ2d3Z2dmd29c+bcc71sNpsNIiIiIiIiIiIiIuIRvKt7BURERERERERERESkkIK2IiIiIiIiIiIiIh5EQVsRERERERERERERD6KgrYiIiIiIiIiIiIgHUdBWRERERERERERExIMoaCsiIiIiIiIiIiLiQRS0FREREREREREREfEgCtqKiIiIiIiIiIiIeBAFbUVEREREREREREQ8iIK2IiIiUimaN2+OwYMHu8zjbc6vTldeeSW8vLyqdR1EarJPPvnEfIZmzJhR3atS62jbioiISEkUtBUREakFkpKSEBQUZAIrn3/+Oepi4OO1116Dp1qyZAnuvfde9OzZE5GRkWbq06cP3n77beTm5lZboKikqXXr1qhreIHBeRsEBwejYcOGGDZsGJ555hns27evulexRrAukhQ3tW/fHnURg92PPfYYkpOTq3tVREREpAbxre4VEBERkYr78ssvkZ2djRYtWuDjjz/G5Zdf7hGbderUqbDZbMclCLlt2zbceeedRe774IMP8O6776I6vfDCC/j7779x9tln47rrrkN+fj5+++033HLLLfj5558xefLkaskGvv32203w2F29evVQFwUEBODDDz80/8/JycH+/fsxd+5cPProo3juuefw/vvv46KLLqru1awR3nnnHYSGhrrMCw8PR10N2j7++OMmoB0REeFyH7+reUz5+/tX2/qJiIiIZ1LQVkREpBb46KOPMGTIEJx11lkmcLllyxa0bNmyulfLIwIRfn5+ZqpOt912mwksBwYGOubdeuutuOyyy0zA/ffff8cZZ5xx3NfrxBNPxHnnnQdPkpaWVm1BY19fX7NP3K1cuRKjRo0yAbYmTZpg4MCB1bJ+NQmPq/r169fK46Qy+fj4mElERETEncojiIiI1HDser9s2TKMHTsWl1xyiQk8Mdu2OMzmZLYXsz779+9vuoA3aNAAd9xxB9LT012WZXdeLr969WqTkcnlWIKhX79+mDZtWqnWraSatps2bcJVV12Fxo0bm8Auu6Ez4Lx48WKXLN0LL7zQBJ/5usxQO/XUUzFz5kyX5+Lzc9727dtdumJb9TdLqmm7YsUKjBkzBtHR0SaY2rFjR5MRyyxYZ9bjU1JScNNNNyE2NtYsz8DdggULSrUduKxzwNbC90erVq2Cp+J25Ptn0HnChAno1KmTyUht1qyZ2V7F+e+//8y2ZdCOy7Zr1w5PP/008vLyij0+eJGBQb6oqCiEhYU57ud+HTBggNn/1nHK45Hrw+OTli5dam4/9NBDxa7L6aefbp7z8OHD5d4GXbp0Me+d6z9u3Lgi9/PzxGOTxyj3c9euXYvN7rbqPi9fvtyUXWAmKo+ne+65xzx3VlaWKaPRqFEj8zwnnXQS1q5dWyRY+fDDD5vPobV9Wc7i/vvvR0ZGRoX3HTPTWcbAel6WHamKbHm+3+eff9587vhe+TnkMcMAuTNm0Fv7e+LEiejVq5c5HnghpKzb3zpezj//fMTFxZn3yCD8xRdfjM2bNzuW4euMHj0aTZs2NctwOzNLnt8Z7ubNm4fTTjvNHJ98be47Bvjnz5/v+P5gli2xJ4T1/WQdv8XVtLXmTZ8+HS+99BJatWpl1qNt27b49NNPi6wDv7OefPJJs1+t98/3YH2HcxuKiIhIzaNMWxERkVqQZcvgz7nnnouQkBCTsckT+yeeeALe3t7FBnm///57003/iiuuwD///IPXX3/dBA7/+uuvIo/hMswEu++++0zA6L333sPIkSPx559/msBTWTGgd8opp5hartdccw06d+6MQ4cOmQAdAyAMyliBC87n6zO4u3v3btN1nY/lOjNLlBhUeuCBB3Dw4EG8+uqrjtfp0KHDUdfh5JNPNhm4LFHAgMuvv/5q3iMDasx+dTdixAjExMSYrvKJiYl45ZVXTEBw69at5c7427Vrl/nLAFJ14P7kdnPHoBiPJWcMgrFcAPcZg2NffPGF2V7cN7xYYGHW8DnnnGMCfgxGMhD777//mu3Giwvfffedy/PyYgH3BQPbDOwmJCSY+XPmzDGBONb/ZUCSr/ntt9+acgXOevToYY4Z65h3zlrkMTNlyhRcffXVRd5PWfFYZ1CMxykDwNbzsWTCjTfeaC6CMHDM+fwcMcDPQOCLL75YZJ8PHz7cBOwZqObFCR5LvNjCgHRmZqZ5v9wvDNgxWMjArfW5tD4H/LxbF2m4TgzCMiDJ9+uutPuOn6W77roL3bp1M3V8GQTmOjCwXFb87LpjeQQr6/3SSy81+5PbgtuKNYPfeustE6SfPXu22a/OfvrpJ/M9xWW5va3gflm2P0uSWN+T1157rTlG+brcZvz+Y3CU3nzzTRNEvv766813A5+Hr8NjlN+fbdq0McutX7/erL91QYGfY25nHrv8HuE63XDDDUhNTcWkSZPM95OVfczA6rE8+OCD5njgczBoy5ITDAJzvZ2zvZm1z33M3hYM+h84cAA333yzCRKLiIhIDWYTERGRGiszM9MWERFhGzt2rGPeTz/9xLQ42x9//FFkec7nNGnSJJf5t99+u5n/9ddfO+aNGzfOzOvbt68tOzvbMX/nzp22kJAQW/v27V2eo1mzZraTTz7ZZR5vc76loKDA1qlTJ1tAQIBt+fLlRdYvPz/f8f/09PQi9+/bt88WHR1tO+200476Os64bdybPCeccILNx8fHZR24bueff75Z9u+//y7y+JtuusnlOb799lsz/91337WVR1pamq1Fixa28PBwW2Jiou14mjBhguNYKG665ZZbHMv+888/Zl58fLwtOTnZMf/w4cO2+vXr2/r37+9yPMbFxdlOPPFEW25urstrvvLKK+Z5+HzO+43zHnrooSLr2KdPH3OcbN682TEvJyfH7Ds+hsen5b333jPzfv/9d5fneOqpp8z8BQsWHHObcF14XB/NmWeeaZ5vxYoV5vaePXvMOl588cVFluVnytvb22X9eYzy8Tx2nPXs2dPm5eVlGz16tDkOLePHjzfLT5482TGPn0VuB3cPP/xwkfdaln2XlJRkCw4OtnXo0MHc7/55d993JbE+L8VNf/75p1lm6tSp5vYFF1zg8n6XLVtmPpeDBg1yzNu6datZ1tfX17ZmzRqX1yrL9rfec0xMjG3Xrl1l/u7ha/v7+7t8D1j751jHl/VdyvdS0mfRedta87p37+7y3cv15jpcdNFFjnmrVq0yy44YMcLlPfAY5fsv6XVFRETE86k8goiISA32448/mhHJWRrBwq65zAgtqUQCu6oze88ZM/uI2WDumHnnXJuW2XnMklu3bl2RrtvHwkxLZhOyNEJxmWbOWb7OmZHMxmR2K7Mo2S28tGUJisNMTmb0svuz8zo4d7EvaTs4Gzp0qPm7cePGMq8DuzOzdiqzdJk9x2zU6sDsV2Yluk/OXc8t3GfOA0mxtAYzCZ3fPx/LTEMuy+OS2aLWxOOSmFnqjtmBzvgcixYtMiUznGszM0uTGY3umC3KbHNmnVt4jYKfAZY26Nu3LyqDld3JzElixjoHAGQGq/N75XTmmWeioKDAdN13xu7z7J7vbNCgQWZ9ud2dS3lY2eTO25ifRStblSUGkpKSzOtZWe/FfTZKs++4X5hZy8xz3u/+eS+rH374ochxZQ16Z32++Hlzfr/M8OV2Y6Yqs0WdMavdPXu+LNuf2bScz+xv7oPSfPdwn3Bf83H8TuV3p/P2tbYpBxNkaYvKxmxZ5+9erjdLJDjvN2YPEz8Xzu+Bxz17B4iIiEjNpfIIIiIiNRiDVAwmMLDCOrEWditnN3QGG9wHAyqubEB8fLzpNs3aou6KW551KInLH60MgTsr2ODe9bk47JLMoA6DLQwAOiuuRm1pMVBKrO/pju+FgY/itoP7wG7sPk0MJpcFA0nsrs9AD8sBsJ5mabAbtzMGcxjsZUDbvR4x55dmEDgGdkpb4qK4ge24DZzfvxXE5/srCQOyznj88tgrbh8xSOauuHkM2HI7sqQGg318TtYI5X5kl//KYgVrreCt9X6Ptg3d329xXdZZAqK4+6z57sfY22+/bbrD8wIIjydnDOKWZ99Zxzzr2Zb0eS8L1uMtaSAy7l9+zor77uDnkqUQuAz3o4XBSndl2f5l+e5hmYlHHnnEHEPutZCd99FFF11kSk2wlARLHzAQzkAp57OURkWVtN9Yv7u0nxWWsREREZGaSUFbERGRGoon66ztymyw4gIaxIDCnXfeiZqGQUgGfRgw4fozuMi6sQz0PPvss2aAnuOtpBHeyzJIEwNsrKX52WefmQGtWLOytBhYd8Y6sAwqseaoNdCRhccFB7yqTKUZ4d7aFqwj2r1792KX4aBzzpyzOiuC9Uc5iBa3LbMpeUGDdUAvv/xyVBYORMUsVyuYZr1fvqb7/ikp8Ha07ViaY4z1b/n+eGGGAwRyezJAz1q3rHfqHsQ91mvWFMUdJ+XZ/seyY8cO893DwDwDtwx8MvOWF4r4XeR8gYTHFzOIFy5caC4uzZo1y2SvcwCwr776ygysVt3fOSIiIlJzKWgrIiJSQ3E0eJ68M1DlnqlIHGGe3cPdg7bFlTTYu3evyWYtLsDB5dlt2dmaNWvKFRCxgsssk3A006ZNw549e8z6s2u3+/tyV5bMWytTjlmK7ljygUGvsr6vsgRsud/4HqzR40uLwaHisjA5UBu71ztz31/HizVAE4Nc5RmkztK8eXPHQE/uiptHvXv3NlmUDNayuzy757MMSGWVnmA3e2Y48n1Z3eet98uM0oq837L4/PPPzfZhBqVzd/jJkydX6HmtY56fAQ72V9znvbLwtfh54HeLe5kU67VKM4hWWba/83cPA94lYekGBmZ/+eUXM7CXM2YmM1DrjuU3rBIcO3fuNMchP+NW0LYiPQPK8llx/94q6bMiIiIiNYNq2oqIiNRADHiwKzgzUBkI5Cj07hO7i69cudLUBnU/kWf3Y2fPP/+8+ete65bY7TcnJ8dxe9euXSaLjBloZSmNYAUT2f2ZwdjigqZWBpmVYeaeUca6m8XV7GT3eHYLL00GWmxsLE444QT8+uuvZsR459dmFi9VNEPOHZ/7uuuuMwFbZtc++eSTZX4OBqWcp169epn5DNS432cFdI83dg3n9n3uuedw6NChIvdnZmYiLS3tmM/ToEEDE4RlCQnnUhW5ubkYP358iY/jNmYgkLVhWWOUn43KwM8RLx74+vriiSeecMy/4IILTBCPWdN8b+5SUlJMzdXKxM8Gg4DOxzpr23KbV8Tw4cMRFBSEt956y9S2df+8Vybre4afN+f3wc8jg6W8COFcGqEkZdn+DNQyuPvyyy+bi1Rl/e7hxTH3EiUsP+OOpWq47s7HP7+fqLjPREWxdi/xc+GcZc1jltm/IiIiUnMp01ZERKQGYvCSGV3MKCzJueeea7I5mXloDQBEDPRyECwGuJipxq70HNCH3e0vvPDCIs/DgBAHRGIQmAE31tJkgOT1118v83oz2MTAJTP5mJnG9e/cubPJ8p05cyZGjhxpAm4M2jBwx27g27ZtM4EQZsgxy5Drz4CEM9aS5IA8t956qwnIMvDCgcIYQCwOAxx8v3xfHHiJr8XHM8jBQa3cMw0r6n//+58JVDNozUA3y1Y4a9WqFQYMGIDjbfbs2SUOoMTBp8qaIcgMVHZVZ1COQX3Wtm3durXZv8zg5MB5zGQsTekGln1gIJH7kwMycdCnb7/91nEBobh14zpzW3P7MlOzrPuRx7q1bxggZj3UuXPnmqxWds//8ssvXfYTj0sOJMfgMPcrSzGwlinr6vIY5cURZo5a2ZCVgRdkHnjgAZx22mk455xzTJ1dBlWtwcnKi4F+XkzgoHDc5szgZvCWn3d+T7DOa2XhfmXA9ZtvvjEXW8444wwTEGXAODAwsNTfLWXZ/tx//C7k9uN3Dh/DY5PL8nN/9913m4HvuF25LJ+L3yfcLjwG/vjjD/M55TFieeqpp8x3MdefxxsDvbwYxGP9//7v/1y+n+i+++4zxyjfI9eBU0XxIhhLg7z//vvmgg0vOPE9cVsy43fx4sVVmukrIiIiVcgmIiIiNc55553HNDDbihUrjrpc27ZtbeHh4baMjAxzm48ZO3as7a+//rL17dvXFhgYaIuNjbXdeuutttTUVJfHjhs3ziy/atUqc39cXJwtICDA1qdPH9vUqVOLvFazZs1sJ598sss83uZ8d+vWrbNdeuml5jn9/Pxs8fHxtrPOOsu2ePFixzLLly+3jRgxwhYREWELDQ01zzVr1iyz/u5NmMOHD9uuvvpq8168vb3N/f/884+5r7jladmyZeY1IyMjbf7+/rb27dvbnn/+eVteXp7LciU93nl7HgvXncuWNJXmOSrThAkTjro+nHJzc82y3I68zce4K2nbrFy50uzfhg0bmv3L/TJgwADbE088YUtMTDzm8WGZNm2arV+/fua447Fy++232+bPn29ek/uqODwOeD9fqyzc9xFfs0GDBrahQ4fannnmGdvevXtLfOycOXNsZ599ti0mJsZxPA8ePNj20ksv2TIzM4/6GXH+rG3dutVlPm9zPu+38Pjk+rRq1coct02bNrX973//s61Zs6bIsuXZd++++6753uBz8zVeffVV28cff+zymToa63kPHDhw1OV4fD333HPmc8fX4ueQn0f377TitkF5tz8tWLDAvE50dLR53SZNmtguueQS2+bNmx3LzJw50zZw4EDzvcPvz1GjRplj2v145fa44IILzDx+l/I98Hv1gw8+sBUUFLi8Lo/XFi1a2Hx9fV3ej/VZdN62xc072meGx8Rjjz1m3gvfU5cuXWwTJ0603XPPPeZ59u/ff9R9ISIiIp7Ji/9UZVBYREREPAczrsaOHWtKKxwLs3Q5wBUHPKvMTEGRimCtWmZLfv3117jooouK3M+sXGYdWhnaInUVSydw0EZmY9eGwehERETqGtW0FRERERGPw7wC99INLFnwyiuvmNqyxZVYYA1TljdgF3cFbKWuKK6e74oVK0xZD5aJUcBWRESkZlJNWxERERHxOBxAivVJWQOU9XETExMxceJEE4xibVDWIXYewIo1Vz/99FOkp6ebwd5E6goe96wlffrpp5tB0FhTl9nm/v7+LgPniYiISM2ioK2IiIiIeBwOrMUg1M8//4y9e/eazFsGbznAEksgOONAeizl0ahRI7z99tvVMqibSHXp2bOnGeCPA7gdOnQI9erVMxm248aNM4ORiYiISM2kmrYiIiIiIiIiIiIiHkQ1bUVEREREREREREQ8iIK2IiIiIiIiIiIiIh5EQVsRERERERERERERD6KgrYiIiIiIiIiIiIgHUdBWRERERERERERExIMoaCsiIiIiIiIiIiLiQRS0FREREREREREREfEgCtqKiIiIiIiIiIiIeBAFbUVEREREREREREQ8iIK2IiIiIiIiIiIiIh5EQVsRERERERERERERD6KgrYiIiIiIiIiIiIgHUdBWRERERERERERExIMoaCsiIiIiIiIiIiLiQRS0FREREREREREREfEgCtqKiIiIiIiIiIiIeBAFbUVEREREREREREQ8iIK2IiIiIiIiIiIiIh5EQVsRERERERERERERD6KgrYiIiIiIiIiIiIgHUdBWRERERERERERExIMoaCsiIiIiIiIiIiLiQRS0FREREREREREREfEgCtqKiIiIiIiIiIiIeBAFbUVEREREREREREQ8iIK2IiIiIiIiIiIiIh5EQVsRERERERERERERD6KgrYiIiIiIiIiIiIgHUdBWRERERERERERExIMoaCsiIiIiIiIiIiLiQRS0FREREREREREREfEgCtqKiIiIiIiIiIiIeBAFbUVEREREREREREQ8iIK2IiIiIiIiIiIiIh5EQVsRERERERERERERD6KgrYiIiIiIiIiIiIgHUdBWRERERERERERExIMoaCsile7KK69E8+bNy/XYxx57DF5eXqgJtm3bZtb1k08+qe5VEfEo/Pzze0BEREREKo7nHDxPEpG6RUFbkTr2Y1+aacaMGaiLGGQKDQ0t8X5um1tvvbXCr/P222/X2kCvFcguaXruuedQmw0ePNjxXr29vREWFoZ27drh8ssvx19//VXdqyciIuLxnn76afM72rlz5yL3FRQU4N1330X37t1Nmy0uLg6nnXYa5s2bV6bkgIMHD5Z40fGMM86AJ2G7/Ghtq2+++Qa1GfeJc9sqIiICXbp0wfXXX48FCxZU9+rVmHZ4//79Udvxe4Cf8eTk5OpeFZFK41t5TyUinu7zzz93uf3ZZ5+ZQJL7/A4dOlTodT744APTqC6Phx9+GPfffz9qgmbNmiEzMxN+fn5lDtrWr1+/VmciXnzxxRg1alSR+T169EBt17hxYzz77LPm/4cPH8amTZvw448/4osvvsAFF1xg/pb1mBEREakLdu3ahWeeeQYhISHF3v+///0Pr7zyCi677DLcfPPNJjjz3nvv4eSTT8bcuXPRt29f1Fa33347+vTpU2T+gAEDUNsxSH/PPfeY/6elpWHt2rX47rvvzDnHXXfdZY4JOXo7PCYmpk4EbR9//HFzjsXgvkhtoKCtSB3CBq6z+fPnm6Ct+3x3GRkZCA4OLvXrVCQg5evra6aagFetAwMD4QmysrLg7+9vMhA8Qc+ePY95XB0PeXl55gICt83xEh4eXuS9M8OYJ1sM2DNj5Pnnnz9u6yMiIlJT3HvvvSYjMD8/v0g2LH/T33nnHZx33nkuCQfnn38+WrZsiS+//LLGBm15kbekQLXlxBNPNO+9LrY5GzVqVKRtxbbUJZdcgldffRVt2rTBTTfddNzWx9NVVTvc0843ROoCfdpEpEj3bnZHW7x4MU466SQTrH3wwQfNfT///DNOP/10NGzYEAEBAWjVqhWefPJJ07A+Wk1bq6vOSy+9hPfff988jo9ntsCiRYuOWdPWKkvw008/mXXjYzt16oTJkycX24Wsd+/eJpjK12H2RVXVyS2upu2+fftw1VVXmWxLrmd8fDzOOusssyxxu6xevRozZ850dFfiNrds2bLFnHxERUWZbc8Tl99//73Ie7S6wzEzmQ1ZLrts2TIzn43X4q48876vv/4ansLqgjhnzhxzksV9xpMuZoC7YybNnXfeiSZNmpjt2rp1a9NYd87odj7OXnvtNcdxtmbNmlIfG8zU6datW7HryzIHI0aMKNd79fHxweuvv46OHTvizTffREpKisv9zL7t1asXgoKCzL6/6KKLsHPnzmI/mytWrDDryX3O7fD999+b+3lM9evXzzwH1/Xvv/92efz27dtNVhLv4zLR0dHmWLOOTQuPZ24TZizdfffdJjODJ5JjxozBgQMHXJa12Wx46qmnzPHO9RkyZIg5vkVERMpq1qxZ5jeNv+HFyc3NNT2cWBLBWWxsrAki8betqgKqzPK02iD8HWVbg7+BpRnnwL0WqdX2YPuEQcfIyEgMGjSoUta1LG3m3bt34+qrrzbb01ru448/LlWbMzU11dzPbFe2bdi24utNmjTJ5TyA24j/Z1u4uAAgL3TfcMMN5Xqv3N8M3rPdxJIazvuD7UMeR3xPXDe+R75OUlJSsW1Rq43I52TpBatUHHtK8Tafg+20pUuXujyebTK+X7ZfuUyDBg3MNk1MTHRZztrn7H1lZYHyvfOcgckxzrKzs032MNtf9erVw+jRo00GemWqyPmGte9ZmmLkyJHmfXC+le1e3HF2zTXXOM4fW7RoYQLsOTk55v5Dhw6ZizXczix5wtJiLHmyfPnyIs/1xhtvmH3K1+Pnhvvsq6++cmxjZuITX8M6z3Jv54rUNDUjnU1Ejis2NPhjycARr9JajWM2RPljykAO/06fPh2PPvqo+fF+8cUXj/m8/FFllyY2mvgj+sILL+Ccc84xDYdjZecysMeGE4NObMAwAHbuuedix44dJvhEbEix8cBAKbvGMJj8xBNPlLk7UEl1zkqD68Sg1W233WYaggkJCSabmevJ22xA8j5uv4ceesg8xtq++/fvxwknnGAab8zK5Pv69NNPTWONJzEMmjljwJxXu9nQYQOvffv2GDhwoMk0YWPPGedxuxXXaK4KfA/FbUc2Up0zqdl4ZdYIG3Njx441JwtszLJhzEaZ9VxsCLLRx2OnadOmJgj9wAMPYO/evUVO7iZMmGBOBFjrjI1DNkhLe2yw9ux1112HVatWudTS48WFDRs2mEZreTFwy+5qjzzyiDmeeQGEeKLBeSydcO2115rAKBulvGjC9Xbu3sWTDZ5c8LPJxjYzjvh/7l8GtW+88UZzAsjPI7crA7/c79Z74Hbj8gyyshHLxzMYzBNH92x6HqdsEI8bN84sy+3ME8GJEyc6luHnn0FbdsHjtGTJEpx66qmOhriIiEhp8HeZvzv8HWTwpjgMqPHiJNujLAnAzFNe1GV7iL9X/N0vLQaKiuNe3ouBQLbD/vnnH9NWYTf9KVOmmOAQ2yXFXSgvLf6OM0OU5SCcA44lYRu6uLYV24vOF6BL02Zmm5OBOivIy/bQn3/+ad4j2/VsUxytzcn/M8h34YUXmv3FslBso/DxDO5Z+Pw8l2Cbn9ucbTLLr7/+al6rIhmhbE+zffzRRx+ZtozVdmR7kccJg6JsU2/dutVcNGe7ioFF5/MOtkXZduJjuC4MyJ955pmmdjITV7gdie+RbbX169c7Mk3Zxud5DF+HAVueAzBBhX/Zo9E9aYSPZ0CRz8U204cffmguOjj3wOJngBfzuU48L+D5ltVmrEg7nMFVvu+Knm/w/1wnniuyvc52IrcH299Dhw7F7NmzHRnve/bsMf/n55SfT56r8HPD1+Hr87m4/XiRgZ8Hbhuun1XyhPuUwV5iKQyuL9u3d9xxh2nrM2jO4DG3Fc8p2VZnggo/lyxFV1fKQkgtZxOROuuWW25hC9Fl3sknn2zmvfvuu0WWz8jIKDLvhhtusAUHB9uysrIc88aOHWtr1qyZ4/bWrVvNc0ZHR9sOHTrkmP/zzz+b+b/++qtj3rhx44qsE2/7+/vbNm3a5Ji3fPlyM/+NN95wzDvzzDPNuuzevdsxb+PGjTZfX98iz1kcrjeXO9rEbeb+viZMmGBuJyUlmdsvvvjiUV+nU6dOZju7u/POO83jZ8+e7ZiXlpZma9Giha158+a2/Px8M++ff/4xy7Vs2bLIPnnvvffMfWvXrnXMy8nJsdWvX9+8v6pmbZOSpn///dexLI8Rzps1a5ZjXkJCgi0gIMB2zz33OOY9+eSTtpCQENuGDRtcXuv++++3+fj42Hbs2OHy2mFhYeZ5nJX22EhOTrYFBgba7rvvPpfH33777WYd0tPTj/r+uV+5f0syadIk83rjx483t7dt22bew9NPP+2y3MqVK826Oc+3PptfffWVY966devMPG9vb9v8+fMd86dMmeJybJb0+eX+4HKfffaZYx4fw3nDhg2zFRQUOObfddddZl25jYjbmJ/L008/3WW5Bx980Dz+eBxvIiJSO7z55pu28PBwx+93Sb+n/O3u2bOnS9uC7SH+HpaG1c482sTfNctPP/1k5j311FMuz3PeeefZvLy8HG1T9zahM87n67qvw8UXX1yqdbbafSVNe/fuLXOb+ZprrrHFx8fbDh486PJaF110kdkPVpvhaG3OLl262Bo3bmzaqpYZM2aY5Z3PA9avX2/mvfPOOy6PHz16tGnfOrchisPnct4n7l599VXz/DyvILajefvLL790WW7y5MlF5ltt0Xnz5hVpQwUFBdm2b99epI3NbXK0ttXXX39dpH1r7fOrr77aZdkxY8aY8yPLsmXLzHI333yzy3KXXHJJkeOorO1wa70rer7B/dWmTRvbiBEjXPYdl+FzDB8+3DHviiuuMG3URYsWFVlX67E8h7Re0/l98HzgiSeecMw766yzjtrGJp6DcZ35eJHaQuURRKQIZifyirE7525n1tV+ZjnwSum6deuOuSV5NZ6ZEBY+lniF9ViGDRtmurRbunbtarrPWI9lhga7g5999tmOK7LE7uO8Elxa7NrEq+bFTcfC7cMrxuxO5N79qjT++OMPczXauYscMwh4ZZqZjlY3fwszU927AvIKPt8DMy8tzAjhvjqeNWa5zsVtQ3ahc8bb1nFgXQ1nt0PnY4Jd77gMjx2+D2viMcH9zu6UzphN4nxVvSzHBrMQmI3Mq/RW1gsfz+xSPv5Y9eaOhfvT+vwQM2GY1cP95vzemK3B7Btm9rg/npmyFm4rZuJy8EBmH1ms/ztvR+djhV1MmVHPbcDHM9ujuH3onCHCfcBtwTILxG3KjFpmRjkv556dIyIicjT8PWLPDfY6OVZWHDNHmU15yy23mN9Q1opnrVv+Rpelp9QPP/xQbDvFvfQC22bsKcMMP2csl8B2ArNTy4u9Y8qC26i4dXbOXi1Nm5nrzffPbFL+37n9wTJQLOHk3i5wb3Myg3LlypW44oorHG0bYnake6Z027ZtTbvEuW3KrFtuu0svvbTCJczc21ZsN7I9N3z4cJf3xqxQLuvetmJb1HkwN6sNxaxR9u4qbduKmZ98HWYwU3FtK/d9zrYVj3+r5ACPN3I/3sratiquHW6V/6ro+QbLsW3cuNFkt3Ldre3LMiKnnHKKaZezbcuJGbQ8zljGwJ2133neaWUus53J5+T6sI3rvA3ZXmWZCPfSeiK1ncojiEgR7NZU3MBN7OrD7uHsEmM1LizuNTqL49zwISuAW5oAp/tjrcdbj2UZAtY5YxDKXXHzSsKGORu75cFGB7s3sSHPRj8bbezKzgYtg3DHwmCYc+DNwoCcdb9zl312IXLHBg0bRyxFwe5MxEYy9ykbn0fDerzO2ODlceBex5QnB8ca2IsBx9Jsx2PtV2LDkN2fSjqR47535r5dynpscH8xSMvuXSxRwOAku2qxdEJFpaenm79WyQK+N54wcXsVx71sCMsauJ/ccD+xzp77PHLejtwG7I7H7mvsmubcFbO4z++xPq9W8NZ93bmfnC/OiIiIHA3blmxb8CLg0TA4y7YFy/qwjJCF8xjIZWkgtsN4QdG9/AF/m9jGs/D33eo+7cx9gFn+1vGCr/W7XVzbrLyKa8cdDYOhldG2YruO3dXZjZ9TedpW1vsuqW3lHrBk24plGPi4Zs2amcAqLyBXVduK7RqWHSjNe3PfXlYbqjRtKx5nLLvFuq/uz1vWthUD69w+DGA6B92JAcyyOFo7vKLnG9y+VjC3JHzv/BzyfNH5uYrD4O748ePNBRiWsXAeK8Uq50H33XefaZMz4MxjjOW4GDhmaTiR2kxBWxEporiBHNi449VzNihYC5SNCTZs2Sjjj6h7DbDiODeWnZWmjldFHns88Uo4g6a8sswMV2aNMFDGQHePHj0q9bVKGnCDDWM2hlm/lA38X375xdTjOtZIr6z36ozBPZ4YuTfWmKHgPHhaRZRmv/LYYrbE//3f/xW7LDM4nFV0IBJmmTDoznpiPKnjXwbdyxvMd8Zauc4nOXxvDMIy26S4beGcvXK07VWa7ciTYe5THqPMKOHJB1+bmbvFfX5rymdORERqLgaAGDhk3XRmbzpnLTKox8w/tj0Z1GUGH39HX3nllSIBKgacrEGQ2P7hwJjOGAxyHiS3spWULeo+WK+zqho47Vi/39ZvPntglRR4Y3ZuZa4r2xocb4GJBKwTy7YVsy/LGowsbduKAVvnzF5n7kkAFWlbsacUjzfWOGa9Y7bb+PocR6G2tK3c9731vniRhO+5ONwOJdWNdseazjxf4gBuTDjhZ53nLGyvOm9DfsZZT/i3334zA+sxW5yBXmagM3AuUlspaCsipcIu/+yuwq5oDGQ5N4I9ARtnDCJzMAF3xc2rSgxoM9uWE09G2KB5+eWXTQP1aA17Zh6wMeLOKj3B+0uDDUU2SNlY5ZV0lq8oTSaDewkIZq0wA8B9vtW96nhuT2ZRlDdoWtZjgw1qXrnnABbM2GEAnoOTldTQLi2euDEDmgN+WV3S+N7YUGdg3D34XNk46ANPzngsOp8U84JMeVjHI49xjppsYQZPecqDiIhI3cOeHwzMsDu4e5dw4u8jBx1iUJe9XkoKhDLAy0xcq53i3nYpTY+nkn7rmN3HrvfO2bbubTMrY9L9N7UimbhVhW1Evhdux/K2raz3Xdq2FQNxHEyLbVOWRGCA3X0g2fJg+3DSpEkmK9bKFGXbivuMGZhVFRgntnWmTZtmAoYMHLpnopZ3u/LzsHnzZpeAdnHnBxV5jYqcb1hZwLyYcrTjh8cZl7GC6kdrn/IiCweTc8bPkns2PMuUsdweJ2bycvAxDujLwYnZ1q9oqQ0RT6SatiJSKlbAyvlKMH8seYXTE1hlDRhgc87UYMOxIvXGyoLBUQbB3Bs2bBhztFXnBkdxgbJRo0Zh4cKF+Pfffx3zWB+KGSjMDnGvB1sSX19fXHzxxfj2229N4JHZtu4ZE8Xh9nOemHnLBpD7/OPd9Z1ZDNwmzFx2x+1onaRV5rHBIDcb4xxJmCcEFa0HzBMjnoyuXbvW/GUjltjY5Pqxwe+eZcHbvFBSWfg67q/B7qVHywI6Gm5Tlm/gczg/b2WchImISN3ArtMMurlPvHDMruT8/zXXXGOWtS5usiu6M/b6YhDK6tHEdop728W97EFpsW3G38k333zTZT5Hp2eAyKqNz991Bpjc6+x7SjvZvT3A+v/MVCwuoOZeFqs4LBnBfffZZ585yhPQzJkzTa3bktpWrJfKrFSug3ON/vJg2Sc+JzM6H3roIUfAju1G7jOrTJgzthnLe7G6NOdGFW0HWcfT66+/XmnPWdnnG6wNzPObl156yWXfux8/zJZlrelff/0V//33X5HlrO1WXPuUPQZ5QceZe5uYpdq4rnwsL9qQNfZEZe1jEU+gTFsRKZUTTjjBNIKZqcegExtGn3/+uUd153nssccwdepUc2X9pptucjSy2ahk0fyqtmHDBlOAn41FNiIYPOXJBjNDnBumbOy88847eOqpp0xXLmaCst7s/fffbwbAYoON25hZCZ9++qnJZmbD+ljlDdxLJLDBx1IGzBY93ngCZWUWO2Mjz3mwh9Jg454lHlgf+MorrzTbj41LnhTw6jy7ThZXl64ixwZP/HgfG43M3OjZs2ep15d1vKz3zkA+g8PMUGfWBI8D55MIbg8eB8wQ4Ptg45ZBfu5zHjscFOLee+9FZeD242eWZRF4fLKxzkwU53phZcEMCq4by3/wuXkSsHTpUhMIP9b+EBERIf5e8LfPnRWkcr6Pv/8sl8S2EWtlsqbl3r17zcVDZlRWxUCYLHnFLEAGBfk7zSxetid+/vln83rOtUevvfZaPPfcc+Yvu/4zgMu2YWVhrX335ADihfnSXJx3xvVkG5E9stibiO0CBj/ZfmPboDRd29mtnYO3sm3FAYx5sdtqWxUXzGOmLdscbFuxrVtSzdniMIBnta343Az+8nk4HgN7tvEiu4Xl3Hib7RO28Xic8CIzM2D5GNZPPe+881BRDNSz9+ELL7xggoYcP4LHRkV6IbJ3HhMvGOxne5LnX8zmrcxegxU93+D9H374oXk8L65w3/O9cx/xmOJ2YaDWOka4TbhP2KZlm5qfWe6HOXPmmLE42IZk6T0+D98v2/fMyHbuxUXcj8yY5/HGMmZMhODxxuPKyoLndwTx88o2N/c7P8MVHUhYpDopaCsipcJGFmsIsWHEASMYwGX2IYOUrAHqCfhDzYARA0msjcSuUmwE8Efd6vJTlfh6bGixccXgGIO27du3NxmvzGiwsAsVu8uxkcfudmzIMGjLBgjrYrFGME9A2DBnI5wNHzZIyrot2JDie2c3tOONjUFO7hj0L2vQluUEmLnBhh8beczqYIOQGTfMULUGhqjsY4OBb9bRLesgGRzZ1noMa3oxY5nvmYF6nmwW13jme2HWjlWTi+vHxuno0aNRWXiSwmwGNoR5bLHRyxOzinx+GXBm9tK7777rOPlj47ysx6uIiEhpMFjKDD9m27KuJbPtTjzxRHNBtDLqoxYXoOKFY7bdOEgpa8MzG5H1PNkmdsZlmGXIC8ps+zGoxbZHWYKTR+OefWkZN25cmYO2bHMy25JtIV5YZpCQbX22HUt7sZ/BMLb1eGGcbRnWFmYPLwYAOXixO+4rdmvna5W1bcXgKx/DpBEG6NhO4uszQM6BqdyxXcK233vvvWdq6LJNzv3Gc5fKHLiKZa84ZsBbb71lElnYduM+ZyZyeX388ceOMmfsJcZzhN9//73IwGjlVRnnGxzbghf/+blj4JSBdAZU2Q50DqAzmLtgwQLT9ub74cUWzuNng+174v5hMga3JT9jTJTg++Ux5YzPy+dgTWu+HgfnZdCZ56WWPn36mHXi/uf3A0tNMBitoK3UZF42T0qTExGpAszSYOOxIjWmaiJmi/LqOYPIUvZjg0FODprBzJriRmIWERERkaLZogw6utcVJrarWLuUGbJW0E5EREqmmrYiUquwvpUzBuP++OMPc0W4LmHtKGYlMFtUyn5s8HomTyqYBa2ArYiIiEjJg785D1y8fPnyYttWzOhkiQP2PlPAVkSkdFQeQURqFdY/Yt1T/mUJAnZJZ3csdnOvCzigxOLFi/Hyyy+bbvnshialPzbYPYvdINnVnzW12A1TRERERFyxhikHeWPJAZYDYLkpdktnN/kbb7zRsVxCQoIpx8SyERxM6o477tCmFBEpJQVtRaRWGTlypKmvxW5XAQEBppYoa6GyzlZdwAYx65Oxrhu3Q3lHS66rxwZr0V1yySVmYATW2KrMmrIiIiIitQXHt2DdWA5KxfYT64ayJioHOXMe5JSDhnF8Bdb2ZV1elk8QEZHSUU1bEREREREREREREQ+imrYiIiIiIiIiIiIiHkRBWxEREREREREREREPopq2x1FBQQH27NmDevXqwcvL63i+tIiIiEidYrPZkJaWZgbI8fZWnoIztUlFREREPL9NqqDtccSAbZMmTY7nS4qIiIjUaTt37kTjxo2rezU8itqkIiIiIp7fJlXQ9jhihq21o8LCwqo8g4KjeMbExCi7RNvuuNFxp213vOmY07arDjruasZ2S01NNRfLrfaXVE6btKz7MS+vAAkJ6fDx8Ya3t3qaFW5HG/LzCxAbGwpf3+rPBNf3mucr62fJZitAcvIhREREwcur+o+xqvp81KXvmLLuU0/7nhHP/u6tS5+lgir8bBS3TyvSJlXQ9jiySiKwcXw8grZZWVnmdar7w1/TaNtp2+m4qzn0edW203FXc1TX51UlqSq3TVrW/ciTwMxMb/j5+Sho4LZdcnPzERbmGcEU/Z56vrJ+lhjgs9nyEBkZUeOCtmX5fNSl75iy7lNP+54Rz/7urUufpbwq/GwcbZ+Wp01au/eEiIiIiIiIiIiISA2joK2IiIiIiIiIiIiIB1HQVkRERERERERERMSDqKatiIiI1CmsNZWTk1Ohx+fm5pp6VdVdf6wmqezt5ufnBx8fn0pZNxERERERT6OgrYiIiNQZDNZu3brVBBDLy2azmcenpaVpkKtq3m4RERFo0KCB9oOIiIiI1DoK2oqIiEidCRru3bvXZGc2adKk3NmefJ68vDz4+voqWFhN243PlZGRgYSEBHM7Pj6+Qs8nIiIiIuJpFLQVERGROoEBQwb6GjZsiODg4HI/j4K2nrHdgoKCzF8GbmNjY1UqQURERERqFRViExERkTohPz/f/PX396/uVZFKYgXfWStXREREROqmApsNtZEybWspr1/GIPJwMryiWwL1mgD1GgOhnBrZ/x8YBVRSPTkREZGapLLqqUr1074UERERqbtSM3Pw8h8rsXFfChpGBqN9fATaNYxA+/hwxITZe2XVZAra1la7ZiEgOxnYN6v4+30D7UFcK5jrHtTlFBwLeCkZW0RERERERMruQGomfli0lZfZcEH/logKCdBmFJFKK731zrS12LAvxdzenZRhpmlr9pjb0aEBLkHcRlEh8K5hyRsK2tZGuZlAfvbRl8nLApI32aeSePsBoQ3dgruN3IK88YC3DiMREZGapHnz5rjzzjvNJCIiUhXW7E7Ca5NXIS3LXsJm/d5kPDqmJyIVuBWRSvDn8p1Ytj2xxPsT07Mxd+N+M1FogC/axUegTYMwtKpfD9H1g+Hr69mJioq21UZ+QbDdmob9a5ch2j8Lvr4p8ErfDaTtAtJ3uf7NSS35eQpygdTt9qkkzMQNaeAUyHUK6joCuw3tmb0iIiJSqd3/x40bh8cee6zMW3XRokUICQmp0N4YPHgwZs6ciWeffRb333+/y32nn346/vjjD5f127p1Kx588EHMmjULhw4dQv369dGrVy88//zzaN++/VHf79dff42LLrqoQusrIiLHz1+rduHT2RuRX1BYZ3JfSiae/nkZHh3TA2FBqi8vIuW3JSEVX/272XHbz8cbbRuEY9P+FGTnFRT7mPTsPCzedtBMFDR1Fb65ezgC/Xw8dlcoaFtbeXkh5/t/seOtiYCfL3xjo+ATGw2fuFj4xraHj7kdBd/oYPhGeyOgsVcxQd3d9r+Z9gO6WLYCIH2Pfdq3sOTlgmJcSy9YwdyQ+MK/QdEqxyAiIuJk7969jv9PnDgRjz76KNavX++YFxoaWviTbLOZwdZ8fY/dvIuJiamU7dykSRN88sknLkHb3bt3Y9q0aYiPj3fM40Bhp556Ktq2bYsffvgBDRs2xK5du/Dnn38iOTnZ5TknTJiAkSNHusyLiIiolPUVEZGqlZdfgE9mb8C01fbuye52Jx3GM78sw8Nn9UBooJ92h4iUWWZOHt6YutrlotDYE9vglE6NzHfQtoPpWLcn2WT3r9ubgvQj2f7uGkQEe3TAlhS0rcVsB4+cBOXmIW93gpmKEziwBxr99LrLvAP/ewkFKen24G50GHzCveAbmguf4Az4+CfDxysBXhl7CoO8h/fxFUtemcwD9unAspKXYZmF4AZOwdx4+9+Qhk7/j7fX2vX27A+WiIhIZWjQoIHj/+Hh4SYT1Zo3Y8YMDBkyxGS0Pvzww1i5ciWmTp1qAql333035s+fj8OHD6NDhw4mG3bYsGEllkfg837wwQf4/fffMWXKFDRq1Agvv/wyRo8efdT1O+OMM/Dtt99i7ty5GDhwoJn36aefmgDtjh07HMutXr0amzdvxuTJk9GqVSvzes2aNXM8xj1A6/y+RUSkZkjJyMFrk1eaIImzgW3isH5fCg6mZZnb2w+m47lfl+PBs7oj2F8hCREpPZvNho9mrjeZ+5Z+rWIxtGND839fH2+0jgsz0xk9mqLAZsOepAwTxF23Nxnr9yTjYLq9nGinxpEev+n1DVmLebdshKAhfZGfkIj8hEPIZxDXVjSwyixcdxl//VtikNfw8YFP/QhEj3sS9W4cAeTnAof3omDfZmRMm+cI7vr6JsA7b8+RwO4eoCCv5OfkfQwCczoalmQIjnMK7LoFea2gL5fx0dVbERGp3Zjl+tJLL6Fly5aIjIzEzp07MWrUKDz99NMICAjAZ599hjPPPNNk6DZt2rTE53n88cfxwgsv4MUXX8Qbb7yBSy+9FNu3b0dUVNF2gsXf398sx+xYKwDLzFs+j3PZBmb2ent748cffzQB5dJkA0vNl5OXjye/W4xeTaLRr3UsfOHZdeNEpPy2HUjDy3+scARDiBVvLhvYBqd1bYyE1Cw8MWkJDh223785IRUv/LYc95/Z3eMz3UTEc8xavw9zN9hr1FL9eoG4bki7EktsceCxxlEhZhrWuZGZty8pw9Tc7ti85Daup1CLuRbzu+Q0xN451pwkkS0vzwRuGcDN238kkJuQCL82zVwexysXeQmHjv7k+fnI35/Iyxj22wyOhjVF7rYs7H90ssuiXsEh8IkdAN/YSPhEhcAnwg++YTaEjWoAHyTaSysc3guk77UHdjMOHD1rlyUZuDyno8SVOUIpgmMKM3SdA7rOAV5m9/pqFFMRkTrpi95HeouUjS9/pioy+CzrwV/2HyrDE088geHDhztuM8jarVs3x+0nn3wSkyZNwi+//IJbb721xOe58sorcfHFF5v/P/PMM3j99dexcOHCIqUK3F199dU48cQTMX78eCxevBgpKSkmA9c5aMvMXd5/33334amnnkLv3r1NljADvgw2O+M6+Pi4nsCvWbPmqAFn8Uz/rNqDhZsOmOm7RVtxWrcmGNyxoTLrRGqZfzfux7vT1yLHqY5kSIAvbj+1E7o2jTa348KD8NBZ3fHEpKVIycwx89bvTcFLv6/A/53RFf7WeaWISAn2JmdgwswNLgHZ207thJCAsiXrMdA7oFUs4uIKy4x5KgVt6xAvX1/4NqhvpqOFKHmFosWG35F/IOlIcNce4GUg15G1eyTw6xtX3+WxxQV7bRmZyNu220zOwh+YAoQGO24nv/cd0r79E74N68M3th58o/3gGwn4huXAN/QwfAOT4JV1JFhrpv2ALf8o78QGZCTYpwPLj75xAqMcQVyv4AYI9Y4A4toDES2Aek2BsGaAv+d/oEVEpIwYsOVgnWVQkVhtVWAA1Fl6eroJmLLUAWvi5uXlITMz06VcQXG6du3q+D8HKQsLC0NCwlGvjhoMELdp0wbff/89/vnnH1x++eXFZtLecsstuOSSSzBnzhwsWLAA3333nQkOM5jsHHR+9dVXXUo5EGvgSs3CJIAf5m9x3Gb23edzN+H7hVsxpGNDjOzaGDFhQdW6jiJSMex2/N2CLfhpsevA1Y0ig3HPqK6Ijyg816OGkSH2wO1PSx01JlfvTsKrf67C3aO6mIGERESKk5tfgPFTViE7rzAGdEG/FmbwsdpMQVsplndosJn8WtjTx0vLv2VjRD16Y2Fgl3+PBH5ZI9fx/GGh5vmd5W7YhpxVG81ULC8v+MREIuS0ixDz0r1AQb69Tm76XmQvXw4fnxT4BKTAK2vfkczdIxm8PCEvKL7wtEPWIfuUuNqcjJvw7OpiArsM3lpBXMd05DYHWzvGKN8iIuJhmPFaRqYvyJFMW6/j+LolPlVIiMvte++9F3/99ZcpmdC6dWsEBQXhvPPOQ06OPbOpJH5+fkUu4hYUFD/6bnHZtm+99ZbJiGV2bknq1atnSjWwVi4zbkeMGGH+OgdtWc+W6y01G0du7tos2nRBdB7FOTM3H38s34k/V+xE35YxGNW9aa0/4RKpjTJy8vD2X2sco7Bbejavj1uGdywxo75JdCgeHN0dT/201DwHLduRiNenrMIdIzqbepQiIu6+mrfJ1MO2dG4ciTN7uvYar40UtJVK5deyMSJvu7TY+wqysk32LoO4BYcLi0ZbbNk59nILTldOXBewmUBwQcaRx3IwMp70hjTA3nueQP6+g6bWrm+DaPg2bADfRl3h0ygWfo1i4Vs/GL6RNvjFFMDbdsgtqOv0//zCGkwlBnYTlhZ/v29g0YCu8+3QRqqxKyLiacpTooBlhPLy7NmkHnixjoOCsdTBmDFjHJm327Ztq9LXZAYtg8XMuu3YsWOpHsOgcPv27TFv3rwqXTepHqxReetpnXHpoNb4bvZmTF+7B0kZhRcOOMzCgs0HzNQmLswEb/u0rA+fI2W9RMRz7U/JwIu/r8TupMMu88/u1Qzn92tpuiwfTYuYerj/zG545pdlyMq1n/v9t/Ug3p62BrcO61Sl6y4iNc9/Ww9g8orCsY/Cgvxwy7COx/yuqQ0UtJXjxjswAN5NGsCvSfHZRbFvPoSY8ffbyzLs3m8GQiv8m4C8Pfa/vo1dH2/LzbPX16X8fMfyWFT0NeLefwyhYwpHws7dsRepn/8K34Yx8O0QC9+YIHjXy0Vq2hZE+qTCO20nkLYDSN1unzigWkklGfKygKQN9qmkAdQ4aFpxWbrW5OeaLSUiIlJWLFXAAb+Y0crA6COPPFLqjNny4gBoLMXgnq1rWbZsGcaNG2fq1Xbp0sUMkDZz5kx8/PHHps6ts+TkZOzbt69Ihq57RrHUDPWC/HF6tyZmBOdF2w7iz+U7sfVAmssyG/enmi6PrDHHsgn9W8cixN8XAX4+JQ4sUtoSDczsPZyVi/TsPPOXdTNbsgyXsvlEymVP0mGM+2Gx+UxZ/H29cePQDhjQJq7Uz9OmQbipZfvcr8sdtXD/3ZhgSiRcc1K7St07+QUFJkNv3d4UrN+bbC4a9WwejQGt48z3jIh4rsT0LLw3ba3LvJuHdURESN0Yl0hBW/EoXiZT1l53F706ldgAd7mdnYOwq8YcCeruN38LElOKfaxvo1iX2zlrNiP5tc+LLhgciIyWjeHXsgn8Wg6CX8uLUO/qEfDystkHTDMB3COB3FSnoC6nvIySB1BL32Wf9swtfhmrBENxmboM8KoEg4iIHMMrr7xiyhWccMIJqF+/vgmKpqamVvl2i4iIKPG+xo0bo1mzZqYUwvbt200grnnz5nj88cdx1113uSx71VVXFXn8s88+i/vvv79K1luODwZJT2zXAIPaxmHtnmT8sWwnlmw76DL07MG0LHwxd5OZiPHaID9fBPr7mL/B/j72//v7IsjP/jfA18cpMJuLw9l5plYm/3JizU13fVvF4M4RnSsUEBapqzUlX5+62iVgGx0aYOrXMnu2rDo0jMS9o7rixd9XmOemWev2wdfbG5f2cx2ksixy8vKxJSEN6/YkY+3eZGzcm2K+J5wt2nIAn8/ZhJPaN8ApnRqZkeVFxLMUFNjw5l9rXL5zeBG425EBDusCBW2lxnFvYLM2bszzrid8BZnZ9iDukezc/COZur7NXWv0mozc4mRkIWfVJjOZ1wwNRr2LTrOfPYQ1MVPq16nI3XIYfi27m7IQDPD6RIfDKzvJNYjrnKnLAC/r8Ja7BEOQPYAb2Q6o3xmI7gTU72S/7Vs3rjSJiNRVLHnAyTJ48OAiFzKJwdDp06cXGQTMmXu5hOKehxmvRzNjxoyj3s/sWguDx+PHj3eUlSgpWFbcekjtwn3fsVGkmTgK9OQVOzFz7V6XurcWHg6seWmve3mUElZltHDzAazYeahOnfSJVIZv529xqSnZOi7MBGwjgv3L/ZxdmkThzpGd8cqfK5FfYP8NmL5mD5LSs9G2cQRCg/wQHMCLNr7mbwj/byb7fH8fb2Tm5mHtvhRs3J9iArWbE9IcQeCj4XcLu1xzat8wAsM6NUTfVrEaEE3EQ/z43zbzmba0iq2HCytwQacmUtBWaiXvoAD4t2pipqMJOeNkM9iac/mF3N37kb11F2x7DppyC8SgrPsJ5uGf/0HGtPmur1svBL4tGpkB2RjE9W3RDoG9xsB/sFOB7NwMe/A2rZgsXQZ4j1qCIRM4tM4+bf65cL6XDxDR2h7ANYHcIwHdyDaAT/kbUSIiIiJVhSPLX3VSO5zft6UJ0kxZsQuHDldecPZoJs7fgq5NopRtK1JKK3cewm/Ldjhu1wv0w92ndalQwNZ58LLbT+2E8VNWO7Ljl+5INFNliwzxN+UYmInvjIEhTmFzNmJwh3gM7dgIceFBlf76IlI6a/ck4cf/tjpus4fNbafWvcEKFbSVOs03LtpMzlj3LyEhATERkSZDN3dLYcFrZ7lbi84vSDuMnBUbzGSJuO1SRD96o+O2zTsASR/MgV8LBnYHwK/D+fCOCi88aSjIsw+M5gjsupdh2GYP3jpjkDdpvX3a+GPhfG9fILKtPYBrZeVGdwYiW9vvExEREalmoYF+GN2zGUZ1a4I1u5NM4DYzJ99kz5m/OXnIOnI7IycfWTlH5ufmITs3H4F+vggJ9EVogJ/JwuPz8W9IgB9CA4/8DfDF3A37MXfjfvOarKvLjNt+rV1LZ4lIUamZOXj77zUu8248pQMiK7GmJDNcbx5WgLf+WuNSNqWiGoQHmSza9vERaN8wHLFhQSYLd/6mBPy9arepqe0sNTMXvyzZYaauTaMwrFMjU/9WgySKHD9pWbl4c+oa0+PGcu2Q9nXyQoqiNiIl8PL3O2q2boOvXkDu5p3I3brbBHZzt/D/u5C3cz8jv47lmKXrjNm8SS9/6jLPOzz0SBD3yNSikcnUDejSF14B/kVr46ZsBQ6uBhKPTPz/obVAvlt2CgPAiWvsE74rnM/sW5ZUcARyj2TnhrcEvFWMX0RERI4/Zs90rcKSBc3q18PCLQcc3aa/XbgFvVvWVzBG5ChYtuaDf9YhOSPHMW94ZwYy61f6dhvYtoEZDX7Sf9uQkpGDrLx8xyBlpcEUmCbRoUeCtOHmb3GBZQ5IeFL7eDNtO5CGaav3YM6Gfchyq3u7YschM9UPDcCF/VthYNs4ZeeLVPH3zcpdSfh2/maXnjeDO8TjhDIMdFibKGgrUk4lBXRtObnI3bHXHsTdsguBA7q63F9c5m5BSjqyl60zk7OmS7+HX+PCL6fs5euRs2Eb/Nu3hH/bkfBqPdrpSfKBlC1HgrmrCoO6zL7NL2xkGbx9cKV9Wu803zcQiGxfGMi1grrhLQCvutUNQURERGqXqNAAjOjS2NHFe09SBuas34+TO8RX96qJeCwGNP/betBxu1FkCC4b2LrKXm9Amzj0aRGD3Nx8xMWFmkisqW2dXcyUk4e0zBwkp2SheUw9dGgUaTLty4KPu2ZwO1xyQiuTjc/s2+2JhXV76WB6Nt76ew2mrtyFKwa1QesG4ZX8rkXqtvyCAizYfAC/LtmObU51s6lhZDDGntgWdZWCtiJVkaHbuqmZihPQtS0afPnckezcI9PW3cjbuc8+4ob1PAH+8G0Y4/LY9J+mIfnNr498en3g37YZ/Du2gn+n1gg48te3zdkAJ+ds26RNTlm5q44EczfY73OWlwUcWGafnPkGA9Ed3MosdALCmiqYKyIiIjXGmT2bYtrq3Y6R5L9ftBUntI3TwEMixdh96DA+n7vRcdvX2wu3ndrJZKoezwz8sCB/MxUnL68A+/enw8/PB76+5U8yCfL3xbDOjXBKp4bYtD8Vf6/ejX83JrgMaMZSCo/8sBiD2sbh4gGtzYUgESk/ljiasXYvfl+2AwfSsorcH+jnY+pd829dVa1B22effRY//vgj1q1bh6CgIJxwwgl4/vnn0a5dO8cyN9xwA/7++2/s2bMHoaGhjmXat2/vWKa4EYi//vprXHTRRS4jHN99991YvXo1mjRpgocffthlBGZ666238OKLL2Lfvn3o1q0b3njjDfTt29dxf1ZWFu655x588803yM7OxogRI/D2228jLq5upmlL+fhEhSPk1IFF5tuyc45k6NpLLRSkZ8LL27vkLF12F1qzxUz4/q/C54+JROgFI1D/sSMjhbN2bXR7+4RzXbNtkzYWllewgrqc5z4QWl4GsH+xfXLmF+IayI3qAG80BGyuwWYRERERT8DAz6juTfHDIvvgJgfTsjB99R6M6OpazkqkrmOw8o2/VruUJ7j4hNZoVj8UtRljC20ahJvp8oFt8Ofynfh16Q6X4O2cDfuxaMsBnNmzGc7o3hQBdTigJFLeOtlTV+7GlJW7kJ6VW+R+H28vUw5hTO/mZtDSuqxag7YzZ87ELbfcgj59+iAvLw8PPvggTj31VKxZswYhISFmmV69euHSSy9F06ZNcejQITz22GNmma1bt8LHp/DLccKECRg5cqTjdkREhOP/XPb000/HjTfeiC+//BLTpk3Dtddei/j4eBN4pYkTJ5qg7rvvvot+/frhtddeM/etX78esbH2AQruuusu/P777/juu+8QHh6OW2+9Feeccw7mzp17HLea1FbMrPVv08xMJQm//nwE9O6EnDWb7dOG7SZ46yz/QBJbWUVqw+w581b4NomzZ+V2am0ydH3jjgRbC6+TAHnZ9pIKzoFcTsmb7fV0neUeBvYttE+MDwPgp8UWHAfE9QRiewJxvez/r8es3KIXWERERESOp1Hdm7icKLJ+Jksk1OVMHhF3E+dvxnanbsoclGtkHbu4wVIL5/driSEdG+Lrfzdj3pGBDCk7rwDfL9yKf9bswSUntMaA1rGqdytyDAdSM/Hbsp2YsXZPsfWqA3x9MLRTQzMwaf16gdqe1R20nTx5ssvtTz75xARIFy9ejJNOOsnMu/766x33N2/eHE899ZTJgt22bRtatWrlEqRt0KBBsa/DQGyLFi3w8ssvm9sdOnTAnDlz8OqrrzqCtq+88gquu+46XHXVVY7HMED78ccf4/7770dKSgo++ugjfPXVVxg6dKgjUMznmj9/Pvr371/p20fEXdDAHmZyzs7N2bgDOas3IXv1JhPI5V//ToWfDcrfdxBZC1YAC1AkK9f/SAA3oJO9vIJ/2+bwiukKcHKWm3kkmHukvIIV1OWgaG5jvHpl7Ae2/mmfLIFRR4K4VjC3JxDRSuUVRESkzti9ezfuu+8+/Pnnn8jIyEDr1q1Ne7J3796Oi6zjxo3DBx98gOTkZAwcOBDvvPMO2rRp43gOJjHcdttt+PXXX+Ht7Y1zzz0X48ePNz3SpHSC/X1xVs9m+HLeJnM7JTMHU1bsxFm9mmsTinAArp2H8PuynY5tERbkh5uGdjCDhNVFDB6xLARrYn82ZwM2J6Q57ktMz8YbU1djygp7vdtWcWHVuq4inmhvcoa5yDF/UwIKnEpCOn/HjOzaxAxyWNa61LWdR9W0ZWCUoqKiir3/8OHDpmHLACxLHDhjxi6zZ1u2bGkyahl8tcom/Pvvvxg2bJjL8gzW3nnnneb/OTk5JlD8wAMPOO5nI5iP4WOJ9+fm5ro8D0s0MAOYyyhoK9WVnRvQubWZ6h2ZxxM+FLhetWLNXNbALS4rN3PGIjNZmsz5DP7tWjhu5zFz12aDbyyDrt3tk8uTZwCH1pogru3ASuTsXgj/5FXwyjrkuhxv7/jbPln86wGxPVyDuVHt7CUdREREapGkpCQThB0yZIgJ2sbExGDjxo2IjIx0LPPCCy/g9ddfx6effmrau4888ohps7IXWmCgPeOEPdD27t2Lv/76y7RN2eZlkgMTC6T0Tu3SCH8s34Gkw/bBWtn9mfUsQwJ0sih1G7stv/P3Gpd5NwztgIgQ1W9tGx+OJ87rjTnr95nM2+SMwsGeN+xLwcPf/4cT2zXARQNaIUrbSwSHs3Px46JtpndLfkHRYG1cWBBO79EUJ7dvcFxrZdckHhMZKSgoMEFUNmY7d+7sch/rxv7f//2fCdqy3i0bqf7+hYXIn3jiCZP9GhwcjKlTp+Lmm29Geno6br/9dnM/a9S6153l7dTUVGRmZppGdH5+frHLsN6u9Rx8TeeyC9YyvK84rHvLycLXs94rp6rE52fwrqpfpzaqFdvOyws2p/UP6N8VzbdMRs7G7chZfaS0gvm7CQWJKYUPC/CHT4tGLu895aMfkPzyp/Cuz6zcVkcGPmuFgI6t4demKbz8A4GYHmYqaFeAQwcOIKZ+fXgf3gUkLIFXwlLzF/uX2DNwneWkAbtm2acjbL5BQEw3E8y1WQFd1sz1KX7wgdqiVhx31UDbTduuPMeLNVWE9fiKPs/xwkAheyqx/FN1quztZu3L4tpWnvZ9yjEZmHTABAQLA7MWvg/uH467cNZZZ5l5n332mWlr/vTTT2ashrVr15qeaosWLXJk53IMhlGjRuGll15Cw4YNq+Gd1Uw8OTyndwt8NHO9uX04Ow+/Ld2BC/u79lYSqUv4PfT+9HUuwUhe4OjZvH61rpcnYbbxSe3j0bdlDH5ZusN8bzjXu529fh/W7E7CU+f1VqBb6qz8ggJMX7MH3y3YirRiata2jK2H0T2aoU/LGHh7180M/hoXtGWm7KpVq0zZAnfMKBg+fLjJKmCD9IILLjB1ZK2MA2YhWHr06GGCuxxQzAraVudAa48//niR+QcOHDCDmlUlnqgwc5k/vMwaFm07IzbcHgQd0hO8jhXIk92DySjYsB0F67cD6Ydx4JBrhmzWEvuV9oKDScia+Z+ZHHx94N2yMbzaNoXvyb3gfeoAp+MuCAgbaJ9a2xf3ztwPv0Mr4XtohfnLySdjt8vreeVlAnvnm8n6+rZ5+yMvoh1yo7oiN7IL8vg3oj3AAG8toc+stpuOuarHrER+1lhHn1N58TuOF3tLGgy1Mp199tlmXX/77bci97HNxIvW//33H7p2dStpU0Jws6T3zeAgeyzx4vjKlStd7vv+++9xySWXoFmzZiYzlPj+WXaKj9uxY4cZUJZd/a+55hpcffXVZhn+//PPPy/yWmzTsQRVZeD74T5NTEyEn59rhmRaWmH3VU/wyy+/mKzZ888/34zr0KhRI5NowPJc1hgMTARw7tXFMRQ41gJ7dTFoy79MILACtsTl2dZbsGABxowZU+WJBGW9WGZfnpMXO+54lJPbx+HXpduRkGpvl3PAoRFdGiE8uOovFNu3iX37e8L1BV0E9Xxl/SzZl+V3f+kPsL9X7cbibQcdtxtHBeOSAS3L9BzH+/NRXd8xAX7eOL9vcwzu0MBk3c7fdMClZAK/Wy4beOQkqJKUdZ962veMePZ3b2V9llbuPIQv5m7GzkOHi9zXsVEExvRuho4NI460oSueSFEeVfnZKG6fVmT/ekTQlgN68WRk1qxZaNy4aHFzNlg5sZ4XyxCwG9mkSZNw8cUXF/t8bNw++eSTpnEaEBBgat3u3++a4cfbYWFh5iSDA5pxKm4Zq04u/7KMAuuLOWfbOi/jjuUWOLiZcwOZGRbsDsfXrko8KPgh4GspaKttd1TMMO/kPBKZq+QTeiAzr6BIVq6Rl28CvtiwHcGx9RF12Vkux136T9Ph37El/Fo3hZe5eBALNOsC4JLCYzXzIGCycZfCy8rITdns8jJeBTmOIK/F5uUDRHc8kpHL0grM9u1mL7lQA+kzq+2mY67q8YIpA3m+vr5mqij3IGFVYCD1vPPOM8E89zYSA6YM3vXs2fOYz8PvZk4lvW9+Z3MQWF5YZhbngAEDHPexqz7LQZH1ePZyev/9902WJ9eBbRwGj9l7yVqGz8lBYjk+gHPgnLVXK2P7W+vD14mOjnZczLe4365uW7ZsMfVp2Tbk4LvczkwwYE+usWPHOnpuFdfzy7qPf60Bcp23AUuLldTzq7ITCcp6kTE/n8tnwcfHGz4+npdNc1rH+vh0/i7HwEIT563HeT3jq/x18/N58Yft9QyzbaqbLh57vrJ+lvgZTU9PLfUFxn0pWfh8bmEb3NfbC5f3bYj01CQcb2X5fFT3dwwTYS7rHYcBzULx2fxdSDxszyqctnoPTm4ZipCAygu5lHWfetr3jHj2d29FP0sJadmYtGwfVu4uetE8JtQfY3o0QJeG9eDllY+kpERUp/wq/GwUt08rkkhQrUFbvgkOpMAA7IwZM1y6iB3tMZycswXcLVu2zAR2GbAlnnj88ccfLsuwxIJ1QsLGcq9evTBt2jST0WJtaN5mQJl4P0/OOI8DPtD69etNdonziY0zvr61Ds64447HB5Jf5MfrtWobbbtCUXdeDtx5uT2zbH+iKavgPOhZ7sYd/NZDYOfW5liztp0tKRUHbrCfIHpHhiGwdycE9u2CwD6dEdCjA7yDj5xMh8QCLUbYJ0tWMnBgmQngWqUVcIilSgqvwnnZ8oGDK83kteYzay4Q2dZ1sDMGcwML6wV6Mh132m465qqW9R1lTeXF70Pr8VWdaXvmmWeaC2EMnLLbvIVloJgBy55FHJiK7RVe/GbQlAO1MijofnH7aO/bCugyo5bd90844QQzf9euXaaNdtddd+Hrr792PJ6DYDFLlL2fLN27dy+2LRQfbw+AWZm+fJ3K2m7WeyquveNp7R+2LRngfuaZZxy9w9jLjIPfMmhblSozkaCsFxnz8phxkg4/Px/4+nrWPqHhEdGYviHJkRE0Z9MhnNOvTZWPWs3tkpubj5iYUI/YLrp47PnK+lmysjGjoqLh5XX05dm9/8W/FiM3v7CtffGAVujSsmhC1fFQls+Hp3zHREXVR653IN78a63jItB/u7MwpnflDXBYln3qid8z4tnfveX9LLFu7aT/tmPKyt1F6tYG+bMUUXNTZsXPgy4c5FXhZ6O4fVqRRALf6i6JwEETfv75Z9SrV8+RIcCsWmbAMiNh4sSJOPXUU80b5onDc889Z+5j7S7rpIHZrszA5YZgMJaN4XvvvdfxOhyY7M033zR1cdllb/r06fj2229duuaxIcsGMxvTffv2NTXFWGaBgztY68RuflyO2Qxs4DLgzICtBiGTusCc0Deob6bgU/o55hdkZSN3w3b4xMe4LJ/13+rCZZJSkfHXv2YyfH0Q0KWtCeByCh45EN6BThc4AiOAJoPtkyUnHTiwojCIy7+Jq4EC566+NiBpvX1a93Xh7PAWR4K4vYBGJwIN+gC+GkxBRDwfA5xXXHEFPvnkEzz00EOOYOd3331nShQwMMsALi8u33fffaZ9wvbN5ZdfboK3bNOUBdtJgwcPxvjx481YAXxdZsu6Z3+ylxHbUwzcso0mx8bgdceOHV3mdejQAT/88INjmxLbtVag27ptBcS5TEJCgstzMBDOwH1JPb+qIpGgLBcZuQiDC9bkaXx8gAv6tcTLf9p78+QV2MzJ5/VDO1Tp6/Kj7OVlz8Kp7hN1iy4ee7byfJbsF7aOvjxHcv9y3mZsTyzsytytaRRO69akyi9MVsbnw5O+Y/q3jsO3C7Y6Sq4wiHV692YI8Ku8AZZKs089+XtGPPe7t6yfJdat/WfNXny7YEuRurU89oZ2bIjz+7Y8LiWHyqqqPxvu+7Qir1GtQVt2ESOeHDhjhseVV15pgrCzZ882AVRmjvCE4aSTTsK8efMcXcOY/frWW2+ZDBBmcLCe2iuvvOKoD0bM4OUJDJfhSQi7F3744YemrpjlwgsvNF3EHn30URM8ZuOYAz04n6S8+uqrZmMz05aZvnw8B0kTqcsYbA3o2rZIrRb/ts0R9ciNyFq4ElmLVqHgkFNphbx8ZC9da6aUj39Ei82TXZ4z/1AKvMNC4OXcfdY/FGh0gn1yPE8WcHBVYSB3/2Lg4Aogv3DwBCNlq33aaD8xhk8AEN8faHySfWo4APALqdwNIyI1RvI73yD5nW+PuRy/6+K/eM5l3t7L7kf2ig3HfGzETRcg4qaLyrV+DKQyo5Z1UK02E9tKbI9YJaScL1bzovKUKVPMBeqyBm2Z/dmyZUuTxcvAL4O2bFfxQrozzmPZBgYKO3XqZDJzOXjWaaed5rIcy1+xHIJ71icD0HUNB9tlLy1nGzZsMLWCrfYqtyd7dVlBWmbEslbtTTfdZG4zWYCluhYvXmwC9cTgOX9/WR5MyqdXi/poFRuGzQn2bscz1u3FGT2aomGk2gZSuyWmZeGdaWuxendhCYSwID/ceErHagvY1mQ+3t44vXtTTJhlbxekZuZi5rq9OLVL9WQsi1SVA6mZePmPldiemF5s3dorBrVFs/qu7T+poeURjoYj4LqXNXDH7A9Ox8KTnKVLlx51GXYttMohFIdBZAaIOYnI0fm1aITI2y91fNZzt+xE1sJVjiBu7vptjiCIo1TCEQfvewWHp/6LwF4dENiniymrENC7I3zC3erV+gYCDXrbJ0t+LpC4xjUjN2EZkJfhtEw2sGumfSJvX3smrhXEbTSoxpRUEJGKK0jLQP7ewgFESpLfKLbovMTkUj2Wr1Fe7du3N0FR1oZle2bTpk3mojbrypp1yM83vYwYpN29e7epwc+Ly8yULW+QmEFh1rFlryP2bmKPJWfMGGXXfgYPOTgsSzOwlAMvuvPCuGXIkCGOi/RWeQT3mqx1BZMHuB+5r1hWYuHChaYuMCdigOTOO+/EU089ZcZxYBCXg+2yPWyV72JmLtu9TE5gWQXWCGbblYOUcTkpH277i/q3xNO/LDO3eYry3cKtuGNEZ21SqbXmbdyPj2eux+Fs1wEqbxjaAREemBlXU5zcPh4/LNpqArb029IdOKVTQxPQFakNDqVn46mflzoyyi1xYUG4dGBr9G5RXxd9KpFHDEQmIrX/ZMi/VVMzhV1sL22Sn5xmL6FQzMUbBnVtGZnInL3ETEeeBH7tmiOIAdw+nc1f3xaNiv4g+PgBsd3sU2d7eRMU5NtLJuyZD+yeBeyaZc+8tbDEwr6F9um/l+y1cWO6AI2OBHEbnwiElNztVERqNu96wUVKvBTHJzqi2HmleSxfoyJYookZtLxwzIAqSx+cfPLJ5j5m4bInEXsmdenSxQwoxuAfg7flcemll5qSUo899pjJtj3a4GV9+vQxE1/viy++MMszi9Yap4Drwl5Q7jVt6yJuJ47jwExjBty5jbjPuL0t3O4MlF9//fUmo3bQoEGm55dzLbQvv/zSBGpPOeUURw+w119/vZreVe3RuUkUOjWKdGQczt+UgNE909AipmYOcCpSkvSsXHwyawPmbnQdhDvA1xtXndQOPZvX18arAJZCGNG1Mb5bYD/XOJCWZb5PBrbVuYTUfCkZOXj6F9eAbZCfj6ndPLJbE4+qW1tb1M1Ws4hUO5+IeggZ1r/IfNbIZZ3bLKxC3m6nun3M1l231Uz47Bczq/7zdyP86jHHfjFvHyC6o33qcrV9XupOYPds+8QgLrNzC1/MXj+X07Ij2WWRbZyCuCcBYc3sxXBEpMZj2YLyli5wL5dQVZiZeccdd5ixAD777DPTXd66aMVMV5YmuOyyy8xtdpVnt3v3+qmlxdr9o0ePNpm7zOYsLev1GHSU4p1xxhlmKgn3KQO6VhZ1SfuHx4FUvgv7t8SjPyx23GadvvvO6KZNLbXGql2HTDkEZso5ax0XhpuHdUR8RMUuMIrdqZ0b49clO5CVm29u/7JkB05oE6fsQ6nxF3ye/WUZ9iQV9h5rGBGMh87ugagQjRdTVRS0FRGPq5Eb98Hj5v95u/fbSyossk/ZKzeyH7Bj2YCeroOEZC5YgcTH37EPcNa3i/nrGxtV/AuFNQHCLgE6XGK/nXEA2D3HHsDldGAZcGSEViNpo31a9ZH9dr0mR0opnGj/G9VeQVwRqTKsC8v6+8zSZJ1TliGwsCs9a9Cy5n9kZKSpN8vBq8obtCXWsmXd/ujo6GLvZz1b1mhld3/WYd26datZt7Zt25pyDhaWabAGmrUybZk1qsHLxBO1aRCOXs3rY/G2g+b2su2JWLcnGe0bFs2yF6lJcvLyMXH+FvyxfKfLfG8vL5MhN6Z3M3Xfr0ShgX5mECZre+9ITMfyHYfQvVnxv6kini4zJw/P/7bcpYZtbFggHjyruwK2VUxBWxHxWL6N4hA6htMp5nbB4UxkL1uHrAUrkbVsLQI62bvcWrLmr0A2g7uLViHl7W/sz9G8oSOAG9ivK/zbtyj+KndwDNBmjH2i7BRgzzxg15FMXJZOKHAaFTNtJ7D2S/tEQTH2MgomkHsSENPVnuErIlJJWCLho48+MjVmneuXPvzww2agMA6Qyjq27FrPGqgpKU4DQJZRUFCQmUrC1/r666/x7LPPmtdh4Hbo0KGmpIJz+QN27Y+Pj3d5bLt27bBu3bpyr5tIVTq/X0ss2XaQfW6MifM349ExPZUhJzXWjoPpeGvaWuxMdO0F0SA8CLcM64jWDcKrbd1qs1Hdm2DKyl3IL7B/m/yyZLuCtlIjZefm44XfV2DTfvtgncTM2ofO6oHoUNexaaTyKWgrIjWGd0gQggb2MFNx8nbsLTpv2x6kc/p2irntExeN0POGo/5jtxz9xQLCgRan2SfKzQT2LSjMxN3zr+vgZpkHgI0/2ifyD7MPaGZl43KwNB8N6iAi5TdgwIBiB3Fld/mffvrpqI+dMWPGUe9n5q5z9q471qzlZOFAWJyOla3LyVLXa9pKzcDRrtmN2ar3uW5vClbsPIRuTZUhJzVLgc2Gv9cdxG8r9iPvSODQMqxTIzNgUKCfEgyqCoNZg9o2wMx19vOTtXuSsXFfisnoF6kpcvML8OrklabXiSUsyM9k2MaGlXxxXyqPWs0iUmvEvPw/RD1wrRngzCqrkL1sLWxZhYPx5O9PRP4B+yAjznLWb4Vf66bw8imh8eoXBDQZbJ/ME+UCCUsKg7isjcvsXMcTpgJb/7BP5BsExPcvrInL//upbpiIiIinOa9vC8zfnODIkPt92Q4FbaVGSc7IwRtTVmGNU6DFCrbcMLSDBhs7Ts7s0dQRtLWybe8Z1fV4vbxIheQXFOCNqatNaQ9LSIAvHhzdA40iQ7R1jxMFbUWkVvGpH4mQkYPMRLacXGSv3ICshSuROXsJMucuRfDQfi6PKUg7jJ2Dr4J3vRAED+6DoCF9ETykL3wbHGX0XB8/IL6fferzP6AgHzi46kgAl4Hc2UCG06i8eZnAzn/sE3n7AnF9CksqNBhQNRtEREREyqRBRDAGtY3DzHX2esxrdiebAVhYp1KkJnjrr9VFAra9W9THdUPaIyxIPb+Ol0ZRIWa7/7fVXiebf3cfOmzmi3iyggIb3vl7LRZtOeCYx8z8+8/sbnqkyPGjoK2I1Gpe/n4I7NXJTBwdviDLdbRcypy9GMjLR0FSKtInTTMT+XdqbQK8waf0MzVx+VwlYv3a2G72qedt7AdsH7jMEcSdBaRuL1y+IA/Y+699WvQCvOCFqPq9gPbnAq3P0sBmIiIi1WhAm8KgLTNuWef2pPau9ZlFPNHOxHSs2lXYqyzA1xtjT2yLwR3iVZu5Gozu2cwRtKVfl+7Ajae4DqYs4klYzuqjmRscZYLI39cb/3dGV7SOC6vWdauLFLQVkTrFOzCg6LyoCISccTIyZy1GQWrhiJg5qzeZKfmNL+EVEoTgk3sj7qMn4FWaeowc7CyqrX3qeq19HoO2zMBlKQUGcQ8VDsTjBRv8D/4HzOH0ABDZBmg52h7AbXiCBjUTERE5jjo1ikSwvy8ycvLMbWYbKWgrNcE/a13HeHjk7O5oFRdRbetT17GGbYeGEaamLc3ZsA/n92uhAZzEYwO2X87bhOlr9jjm+Xp74e7TuqBDw8hqXbe6SkFbEanzgvp3NZMtLw9Zi9cgc/pCZExfgOxlhUFV2+FM5O7aXyRgy1q4vk3i4R1cipEzw5oBHTldZr99eD+we44J4Nq2/w2vQ2sKl2WW7uKX7VNgNNDqDKDVWUCz4YC/uqSIiIhUJV8fb/RsHo05G+yZRqzpl5WTh0B/nT6JZw8aNHu9PUOcmkcHoWWsMuM8IdvWCtoyc/+PZTtx+aA21b1aIkVMWrIdU1btdtz29vLCHSM6q657NVKrQ0TkCAZkg/p1NRMHNMs7kITMmYtMADdzxqIitXB5JXLvpfchf18iAgd0M2UUWAvXr23z0nU/C4kD2p5rJltBAQ5uXojolHnw3vyLPRvXVmBfLisRWP2pffIJAJoNA1qNBlqeCYSqq6ZIWfGzK7VDQcGR70mRKtCnZYwjaMtgGAO3/VrHaluLx1q89aCpv2wZ0FKZcZ6gW9MoNI0OxY5Ee48+ZjGO6d1cdbLFo3z772b8tnyn4zbPZm8e1gG9W8ZU63rVdQraioiU9AUZE4l6551qJgZVbVk5LvfnbtmFvO32LmgM6nJK5OMaxSKItXCH9kPQSb3gE1a6zNj8es2BVn2B3ncDmYnA1j8ABnC3TgZyj5RtyM8Gtvxun3AD0KCvvYQCg7jRnexlGUSkWH5+fuaCyoEDBxATE1Pu2n4M+ubl5cHX11f1Aatpu/G5cnJyzL709vaGv78G1pHK17VptKnjl5NnvziwcMsBBW3Fo/2zdo9LLdueTcOrdX3Ejr95o3s2xZt/2XvVZeXm469Vu03gVsQTbNmfis9mbHCZx4ELB7ZtUG3rJHYK2oqIlIKXtze83EogsAFW7/IzkTl9AfJ2Jzjm8/9pn/9qJvj4mEHM4t59BL6N4kq/rYOigY6X26e8bGDnP8Dmn+1B3PTCBjn2LbRPcx4Cwlvag7ecGp8IeOsrXsSZj48PGjdujF27dmHbtm0VChgyw5PBwooGH+uSqthuwcHBaNq0qXlOkcrGkbK7NY12jJ69dNtBk3Hr56PjTTzPwbQsrNxxyHGbWeFBfj7Vuk5SqH/rWEycvwUH0rLM7ckrduL07k3g76t9JNVv+srdcO6HNnZQGwzp2LAa10gsOqMXESknv5aNEfvK/5lARO6GbaaMQsb0hcj6dzls2UeycvPzkb1yA3xiolwem7N5J3zCQ+FTvxTd1nwDgBYj7dMpbwP7F9uDtwziHlhRuFzKFmDJa/YpMBJoMcpeB7f5CCBA9cxEKDQ0FG3atEFubmH30bJi4DExMRHR0dEKFlbjdmMQXtnOcjxKJFhB28zcfKzaeQg9mtfXhhePM3PdXpegy+AOzJCzD6Qn1c/H2xtn9GiKCbPs2YypmbmYsXYvTu3SuLpXTeo4nsvOWVdYC7tFTD2M7NakWtdJCiloKyJSQcwY82/XwkwRN12EgowsZM5bZjJwGcj1a9sMXv5+Lo9JHPcWMqbOQ0C3dqaMQuDg3rA1LUW9IGanNehtnwY+AaRsOxLA/QXYNRMoONI4z0oC1n5pn3z8gSZD7AHcVmcC9dQ4lLqNwT5OFQk+stRCYGCggrbablLLcTAyH28vM3gQMYCroK14mgKbDTPX2kt2UcOIYLRrEI6kJBbuEk9xcvt4fL9wK9KO1B3+bekOnNKpoQnoilSXzftSsTcpw3G7r2rYehQFbUVEKpl3cCBChvU3ExVkZrvcb8vJRebsJbysiexl68yEVz6FV3Q4Es8+BfXOGYaAPp1L1304vDnQ83b7xEAt698yA3frn0BOqn2Z/Bxg2xT7NO1mIK7XkTIKZwExXVUHV0REpAQhAX7o1DgSK450O/9v60FcU1CgIIt4lNW7khzd7unkDvEq3+OBAvx8MLJrY3y3cKu5zX02f1OC6oZKtZrtdMGH+rTQwGOeRJd0RESq+os2KMDldkFmFsKvOQf+nVq7zLclpiD1ox+x+/SbsaPXBUh84h3k7baPWl0qLInQ4WLgjG+Amw8A504Fut8C1HPr3sLyCvPGAZ93Bz5sAUy/Hdj+N5Bf/u7iIiIitZVz1hEz5NbvTanW9RE52gBk3l5eOKmdBg/yVCyHEOBUx/bXJTtM93SR6sBjb/bawtIITaNDEBcepJ3hQRS0FRE5znzC6yH60RvRZMYENFs5CTGvP4DgUScCTiUU8nbuQ/IbX6EgLaOcL+IPNB8OnPImcN124PKlwIDHgNiersulbgeWvgF8Pxx4Jwb47WJg3TdAVnIF36WIiEjt0KtFDJz7vizcbK9xK+IJ0rNy8d+Wgy4lPSJCXBMGxHOEBvqZkgiW7YnpWO40gJzI8bQ1IQ27Dx123O6tmu0eR0FbEZFq5NugPsIuHoW4CU8heMYHqP/6Awga2o9FN+HfsSX827dwWT71mz+R9PqXyN1ZeEX0mFhmIbY7cMI44PLFwHU7gKFvAs1OBbydau1mpwDrvwF+v9gewP1uOLDkDXtgV0REpI6KCPZHu/hwx+1FWw8oM048xpwN+5CbX+C4PbiDRnz3dKO6NzG1si2/LFFbWzyjNIKCtp5HNW1FRDyEV70Q1LtwJMIvHoX8g0nI251QZJmUt79BztotOPTkuwjs0xmhY05ByFlD4RsbVfoXCmsC9LjFPjFQy1q3m1gH9w8g+0iGLQc02/G3ffrndnsd3E5XAR0usZdhEBERqUP6tIrFuiNlEQ6lZ2NLQhpaxYVV92pJHceuzTPW7HW5wNC9WRnahFItokMDMahtHGausydhrN2TjAOpmYgJU7d0Ob7mOJVGaB5TDw3Cg7ULPIwybUVEPJBP/UgEdGvnMi93yy4TsLVkLVqFgw+Ox/YuY7Dn3DuR+sVvyE9OK9sLBYQD7S4ATv8SuCkBOH8a0PMOIKx50Tq4028F3o0Hfr8E2D4NsBVmdYiIiNRmfVrUd7m9cItKJEj123ogzXSvt5zUPl6D5NUQwzo3drm9dHtita2L1E3bD6Rhx8HC74+B7eOqdX2keAraiojUEH4tG6Ppgq8R9cB18HMum1BQgMxZi3HgruexreNo7L3sfuTucO3qUio+fkDTocCQ14BrtwBXrAAGPgnE9ihcJj8bWPc18P0w4MNWwL9PAKk7KucNioiIeChmwLWIqee4vXBzgkokSLX7x61r8+AO8dW2LlI2LWPrITzI33F7ybbCusQix4PzAGQ0qL0GMPRECtqKiNSwwG3k3Veg6ezP0HjWp4i483L4NneqXZabh8yZi+ATVVh7r1xYBzemC9D/YeDyJcAVy+0ZuIFOXe5StwHzxgEfNAe+HwGsmwjkZVfsdUVERDxU35Yxjv/vS8nELqfBW0SOt5y8fMzbsN9xu33DCMRHqGtzTeHt5YUezaMdt1fvSkJWTl61rpPULXOcLvo0rR+KpvULL0yK51DQVkSkhgro0BLRD12Ppgu/QaMp7yH8xgvg06A+goefAO9Q10b7wQdeQ8JtzyBj+gLY8srRIIzpas/AvWEPcMa3QPORjOweudMGbJ8K/H4R8F5DYPrtQMLyynmTIiIiHqKPU9CWFqlEglSjBZsPIMMpyDdEWbY1Ts/mhWVX8gpsWLUrqVrXR+qOnQfTsTWhsKzeifr+8FgaiExEpIbz8vJCYM+OZop+/BYUpBTWJqKCzGykfvMnbOkZSPvmT3jXj0DomYMROmYYAvt1gZd3Ga7f+QYA7c63T6k7gdWfAKsnAClb7fdnHQKWvmGfYnsCXa4B2l+swctERKTGaxQVgoaRwdiTlOGoa3tOH6dyRSLH0Yy1exz/D/L3Qb9Wsdr+NUyXxpHw9fYyAVurREJvt4tDIlVhtltplRM7qDSCp1KmrYhILcIArE+k62jWOeuPBFSPKDiYjNQJP2HP6Fuxvcf5ODjuLWQtW1f22nxhTYABjwDXbALOnw50uBTwDSy8P2EJMO0WDV4mIiK1skTC9oPp2J+SWa3rI3XT/pQMrNmd7Lh9Qps4BPj5VOs6SdkF+vuiY+NIl8HICsraHhcphzlO9WwbR4WgeaxKI3gqBW1FRGq5wO7t0XzNL4ib8BRCRg+BV2DhoAf5exKQ8vY32D38Ouzsdwny9pVjEAQvb6DpEGDUF8ANe4FT3gbiehfer8HLRESkllCJBPEEM9yy5IZ0cBrfQGqUns0KSyQkZ+Rg64HCLusiVWH3ocPYvD/VcXtQhwam56Z4JgVtRUTqAO+gAISecTIafPQEmq/9FbHvPILg4QMA38KsDJutAD5xhQMiWKUVyiQwAuh+E3DZIuDyZRq8TEREapUWMfVQPzTAcVt1beV4yy8owMx1hUHbJtEhaKksuRrLeTAyWrqtHAkUIuXMsiXVs/VsCtqKiNQxHKSs3nmnIv6rF0wGbswr/0PQiT1R79zhRa6y7jnnDuwaeQNSPvge+SllvPIf281t8LIRGrxMRERqNP5O9nGqHbphXwqSDpfxAqdIBazcmYSkwzkuWbbKkqu5YsOCTPd0y5JtidW6PlL7zXHK1I+PDEarBq6l9cSzVGvQ9tlnn0WfPn1Qr149xMbG4uyzz8b69etdlrnhhhvQqlUrBAUFISYmBmeddRbWrVvnssyOHTtw+umnIzg42DzP//73P+S5jY4+Y8YM9OzZEwEBAWjdujU++eSTIuvz1ltvoXnz5ggMDES/fv2wcOFCl/uzsrJwyy23IDo6GqGhoTj33HOxf//+St0mIiLHE+vfhl0+Gg1/HI/I+65xuS93+x5k/7ca2YvX4OCD47G96zk4cM+LyF69qWwvYg1edu5k4LrtwAlPAOFOA7dYg5d93h34vBew7G0gS6Pnikjt89hjj5ngivPUvn37MrU1S9PuleNX15b+23pAm1yOG+csWw5iNaidBhCq6Xo2LyyRwPIIh3QhSKrIvuQMbNib4pJlq4s+nq1ag7YzZ840DdP58+fjr7/+Qm5uLk499VQcPnzYsUyvXr0wYcIErF27FlOmTDED5XCZ/Px8cz//suGak5ODefPm4dNPPzUB2UcffdTxHFu3bjXLDBkyBMuWLcOdd96Ja6+91jyfZeLEibj77rsxbtw4LFmyBN26dcOIESOQkJDgWOauu+7Cr7/+iu+++86s+549e3DOOecct+0lIlKV3H+w8w8kwb9Ta8dtW0YWUj/7BbsGX4XdZ9yCtEl/w5aTW4HBy6aVPHjZew2B3y8Ftk8DbAUVfm8iIp6iU6dO2Lt3r2OaM2dOqduapWn3StVr2yAcYUF+jtsqkSDHS0pmDpbuKMzE7N0yBvUCC49FqZl6qkSCVFtpBF308XS+1fnikydPdrnNRiczBhYvXoyTTjrJzLv++usd9zML9qmnnjIB1W3btpkM3KlTp2LNmjX4+++/ERcXh+7du+PJJ5/EfffdZ7IZ/P398e6776JFixZ4+eWXzfN06NDBNJBfffVVE5ilV155Bddddx2uuuoqc5uP+f333/Hxxx/j/vvvR0pKCj766CN89dVXGDp0qFmGwWQ+F4PO/fv3P27bTUTkeAjs3QlNZkxA9totSJ3wE9K+nQzbYfso2VkLVpgpMTYKYVeMRuT/roKXt3cZBy8bap+y3gTWfQ2s+gjYv9h+f14WsO4r+xTWHOh8FdDpSiCsaRW9WxGR48PX1xcNGhQ9SSpNW7M07V6pet7eXujTIgbT1uwxt9fsTkZ6Vi5CFTyTKvbvpgTkF9gct4d0iNc2rwXaxIUjNMAX6dn2XhNLtyXilE6Nqnu1pJaXRogLD0Kb+PBqXR/x8KBtcY1VioqKKvZ+ZuCy8coAbJMmTcy8f//9F126dDENVwsDsTfddBNWr16NHj16mGWGDRvm8lxchhm3xGwFBoofeOABx/3e3t7mMXws8X5mAjs/D7uzNW3a1CxTXNA2OzvbTJbUVPsIfQUFBWaqSnx+ZiVX9evURtp22nY67lz5tWuO6OfuRORD1yH9u6lInTAJuRu2m/vyEw4hc+FKRDATt7zfN/5hQNcb7NOB5fBaNQFY9yW8WDaBUrcB88bBNu8xoNkw2DpdDbQ6y5Rd0OdVn1d9XmuO4/159dQ20MaNG9GwYUNTjmvAgAGmXBjbk6Vpa5am3VucymyTlnU/2pfn5AVbYaypxuvdsr4jaMsg2uKtB3BS+9JnLNm3iX37e8Khqt9Tz8dM+9kbCrPkOCBep8YR5jgq+RizlXi/JyvL56M2fMews1v3ZtGYs8FeDmfVrkPIzs2Fv9OAweXZp572PSPV+917IDUTa3cnO24PbN/gyPFkqzWfpdKqys9Gcfu0IvvXY4K2fBMMog4cOBCdO3d2ue/tt9/G//3f/5mgbbt27UwpBSuTYN++fS4NV7Ju876jLcMGa2ZmJpKSksyPYHHLWPVz+Rx8zYiIiCLLWK/jjo3wxx9/vMj8AwcOmJplVb09GQTnwcIAtGjbHQ867urAtjtjIPxOPwE+i1Yj95vJyJ++CLZzhrqUkmHwNu/nGfAd3h9eocFlfIF4oNODQPt7ELhrCoI2fw3/vTPhBZuZsP0veG3/CwX+kchscQ4Ot7gQyd6NPX+7eaAac8x5IG27mrHd0tLKOHjiccAxE9izjO1ZlkZgO/HEE0/EqlWrStXWLE27t6rbpGXdj/n5XD4LPj7e8PFxLcNTk8UHFSDIzxuZufYTsXnrd6NzbOlPrfLzbWbbeHllmG1T3fS95vnW70nF3hR7jyfq0ywMyUklD1rFz2h6uv0CTU2rWVmWz0dt+Y5pU98fczbY/5+dV4AF63agU8N6FdqnnvY9I9X73TtlpWuN/E5x/i7ncLXls1QaVfnZKG6fVqRN6jFBW9a2ZYPVua6X5dJLL8Xw4cNN4/all17CBRdcgLlz55oMBU/GzF3WybUwSMwMYQ6oFhZWtSP08UDhFzlfSyfj2nbHi467OrTtzogDzhiKvL0H4BMTCS/fwp+TjL/nY/+j7yD3+U8QesEIhF15NvzbOw08Vlrx1wJ9roUtdQdsaz6D1+oJ8GLWLXtD5CQhZP1HZoqI6gqfXrfDq/3FrvVxpXYdcx5E265mbDdPbCeedtppjv937drVBHGbNWuGb7/91gy6WxPapGXdj3l5zDhJh5+fD3x9a9d3Ta8WiY7MuLX7DiO4XgQC/Up3esXtkpubj5iYUI/YLvpe83xfzC+8MMNwysierRBVr+TvOSsbMyoqGl4sS1WDlOXzUVu+Y04ICcdn83c5yl9sTMzFiZ0LBygrzz71tO8Zqd7v3mW7tjj+X79eIPp3bgFvp+B/bfkslUZVfjaK26cVaZN6RND21ltvxW+//YZZs2ahcePGRe4PDw83U5s2bUzXsMjISEyaNAkXX3yxqQm2cOFCl+WtUXatemH86z7yLm+zkcoGso+Pj5mKW8b5OVhGITk52SUDwnkZdwEBAWZyxx13PE5WeKAcr9eqbbTttO103JWOfyPXjC9KmzDJ/GX92zTWwp3wEwIH9kD41WMQctqJ8CrlCa1DRHPghEeBAQ8DO2cAKz8CNv4A5Nu7+vofWgH8dS0w90Gg2032KaToeklR+q4rP207z99uNaH9wzZl27ZtsWnTJpOgcKy2ZmnavcejTVqW/chFGFywptqkb6tYR9A2N78AK3Yko1/r2FI9lufJXl72LBxPOVb1vea5MrLzMHtdYdC2c5NIxIYFl2qf1sTPXlk+H7XlOyY0MADt4sNNjWxaup1Z1Nx/XuXep574PSPV8917MDULa3YlOW4P6tAAvj4+tfKzVBpV/dlw36cVeY1q3RNMF2bAlgHY6dOnm1q1pXkMJ6suF2uBrVy50iWtm+UTGJDt2LGjY5lp06a5PA+X4XxiV7RevXq5LMPoOG9by/B+Pz8/l2XWr1+PHTt2OJYREREg6uEbEDb2LHgFF15RzJq7FPuveRTbe56PQy9OQN6+g2XfVNbgZad/Cdy4Fzjlbdhiexben5EA/Ps48EFTYPJVQMIy7Q4R8Wjp6enYvHkz4uPjS9XWLE27V46frk2i4O+UobNwywFtfql0WTl5eHfqamTl5jvmDenQUFu6FurZvDCzNjE9GzsSD1fr+kjtMXe9awmlEzWIYY3hXd0lEb744gszSm69evVMLS5OrDNLW7ZsMTW4ODADG6zz5s3D+eefb7JjR40aZZY59dRTTSP18ssvx/LlyzFlyhQ8/PDD5rmtjIIbb7zRPBfr4rJGLWvkshvaXXfd5VgXdhn74IMP8Omnn2Lt2rVmQAfW0L3qqqvM/cz0veaaa8xy//zzj1kn3sfGc3GDkImI1FUBnVoj5qV70WzlJEQ/fQf8Wjd13Je/7yCSXvgY23uch9TPfyn/iwRGAt1vgu3SRUg89VfY2p4PeB25WpyfA6z+BPi8B/DtEGDTz0BB4YmOiEh1uffeezFz5kxs27bNtGvHjBljenux91hp2pqlaffK8RPg54NuTaMdt5duO2gybkUqy8rtibjx/dmYsmyXY15ogC96t4zRRq7lQVvrO0WkMsxZu9fx/6jQAHRsEqkNW0NUa3mEd955x/wdPHiwy/wJEybgyiuvNHUfZs+ejddee80MFsaBFk466STTyI2NtXc9YkOXpRUYZGWjNiQkBGPHjsUTTzzheD5m8P7+++8mSDt+/HhTguHDDz80o+1aLrzwQjMYw6OPPmoCx927d8fkyZNdBnt49dVXTVrzueeeazJ9+XgGgEVEpCifsFBEXH8ewq87F5mzFiP14x9xePJcdmUA8vIR0KNyssJyY3rD1mkUvNJ3AcveAla8D2QfGRmV5RQ4RbQCetwOdL4K8Hcd1EFE5HjZtWuXCdAmJiaaWmeDBg3C/Pnzzf9L09YsTbtXjq8+LWOw6EiGbWZuPlbtPIQeboEXkfJk1074Zz1+Wmiv5e/swv6t4KdBpWql+IhgM+1NzjC3l2w/iLN7N6/u1ZIaLik9Gyu3H3IpjeBcy1Y8W7UGbVnm4GgaNmyIP/7445jPwwEcjrUcA8NLly496jIs1cCpJAwiv/XWW2YSEZHS1/QJPrm3mXJ37Ufqpz8jd+N2BHRu7bJc6pe/I3vlBlP71r9tORqoYU2Bk54HBjwKrP4MWPIakHRkGN7kzcA/dwBzHwG6XAP0uA0IL8fgaCIiFfDNN98c9f7StDVL0+6V46dn82j4eHs5Bg9iAFdBW6mIlTsO4eVflmNvkj1w5zxw0BUDWqNHC10UqM16NIt2BG037UtFSkYOwoP9q3u1pIaXRnCOvKk0Qs1Su6sLi4iIR/FrHIfoh65Hg0+eLnIRL/ntr5H60Y/YOfBy7DnnDqT/NhO2vLxyvEiIKZ2Aq9YCY34Hmg0vvC8nFVj8KvBRa+Dnc4Bds/jilfDORESkLgoJ8EOnxoXdTP/behD57FEiUo7s2nemrMb/Pv23SMB2ZI8mePvaQejsdKxJ7S+RwBbqsh0ckEyk/GavKSyNEBHij05NorQ5axAFbUVEpNrlbt6JvJ2FBfIzZy/B/qsexvZeFyLp5U+Rl1DYpadMA5e1HAWcNxUYuxLoch3ge2RwNFsBsGkSMPFk4IvewJrP7bVwRUREyqivU33RtKxcrNuTom0oZc6uZe1alkNwvpRcPywQT1/SF3ed0RUhgX7aqnVAu/hwBPkfGadBdW2lgpIPZ2PF9sLA/8D2DUzvEKk5FLQVEZFq59+6KZqtmIToJ2+FX4vGjvn5exJw6LkPsb37udh/w+PIXLDimKV1ilW/M3Dq+8B1O4CBTwEh8YX3JSwB/rwC+KAZ8O+TQIZG/xYRkdLr1SIGzqfAU1cVDholcjRZufklZ9d2b4L3bzgJvVtp0LG6xNfH22WAwxU7DiFPAxxKOc1bvx9HqvcYKo1Q8yhoKyIiHsEnoh4ibrwQTeZ/ifiJLyF45CDA+8jPVG4e0n/8G3vOuRMFSanlf5HgGKD/Q8B124BRXwBxvQrvO7wPmPco8H4TYMq1wIGVFX9TIiJS60UE+7vUsV20+QD2JB2u1nUSz7d65yHc+N6sYrNrn7q4D+46U9m1dZVziQQOcLhuz5EBdkXKaM7awtIIYUF+6NpMpRFqGgVtRUTEo3h5eyN4aD/Ef/4smi76BhG3Xwrv6HBzX+jZQ+ETZf+/xZaSXvYX8fEHOlwKXLoIuGgO0PY8ezkFys8GVn0EfNYV+G4YsPk3ezkFERGREpzVs1nh7xKA35bu0LaSEjGr9uGvFpWYXdunday2Xh3WrWkUvJzS9xdvO1idqyM1VGpGDpZuLSyNcIIpjaAQYE2jPSYiIh7Lr2k8oh+5Ec2W/YDYtx5CxM0XudxfkJGFjFG3Yv/VjyB71aayvwBbxI0GAmd+B1yzGeh1D+AfVnj/jmnAT2cCE9oDS98EcsoRIBYRkVqvbXw42scXXlSctX4fDqVnV+s6ieeavHQHMnIKB1tVdq04CwvyR9sGhd8nS7YdLF95MKnT/t3A0giFx81JHZzKw0mNoaCtiIh4PO/AANS7YCQCOrV2mX/4x7+B1MPI+H0Wdg25CvuufAjZKzeW70XCmwODXwJu2AUMfQOIcHqtpI3A9NuA9xsDM/8HpG6v4DsSEZHaZrRTtm1+gQ1/Lt9ZresjnonBt9lrCwdfbRIdouxaKaJHs8K6tgmpWdiT7JqVLVKW0gihgX7o1rzwmJKaQ0FbERGpsbwCA+BVP8Jx+zCDt0Ovxr6xDyJ7xYbyPal/PaDHrcDV64GzfwWaDi28LzsF+O8l4MOWwK/nA7vn8eyrEt6JiIjUdN2bRZsAnOXv1buRnpVbresknmdrQhp2HyqseTy0SyOEBPpV6zqJZ9e1paXbCru5ixxL8uFsLNlSWFbjhHZxZpA7qXm010REpMYKPW84gv58E1FP3gafuMKrx4f/mI1dp1yDvVc8gOzl68v35Kxx2+oM4PxpwBXLgc5XAz4B9vtY43bD98A3A4Gv+gFrvwLycyrpXYmISE3k5eXlUts2Kzcff63aXa3rJJ5ntlP2G2k0dylO46gQxNQLdCmRIFJaf6/YjbyCwsSSkzs11MaroRS0FRGRGp9tG379eWi6aCKin77DJXib8ecc7Bp2LVI//6ViLxLTFRjxEXD9DuCEJ4DguML79i0C/rgU+LAFsOAZIFOZECK1xdq1azFu3DgMHToUrVq1Qnx8PLp27YqxY8fiq6++Qna2apaKq/6tY10CLZNX7ER2br42kzjMcSqN0CK2HprUD9XWkWIvAvVwyrZdvzdFmftS6hIsrJttiQkLRI8WrpnbUnMoaCsiIrWCd1AAIhi8/W8i6j97J3ziY8x8rwB/BA8/oXJeJDgWGPAIcN124LTPgNgehfel7wHmPGSve/vXDUDimsp5TRE57pYsWYJhw4ahR48emDNnDvr164c777wTTz75JC677DJzQvTQQw+hYcOGeP755xW8FQeOzH1Gj6aO26mZuZi5zjWzUuqubQlp2HGwcFDTQRoYSI6ip1MNUg4otWLnIW0vOaY1u5KwM7GwBMuI7k3g4+2lLVdD+Vb3CoiIiFT2oGXh156LepedgbQvf0dBchp8G7heXU7/dQZ8G8chsEeH8r2IbwDQ8XKgw2XA7tnA4teATT/x2jaQlwWseN8+NTsV6Hufa11cEfF45557Lu699158//33iIgorJvt7t9//8X48ePx8ssv48EHHzyu6yie6+T28fhh0VYTsKVfl+7A0I4NVU9QXAYGohM7NNBWkRJ1aBiBAF8fZOfZs/WXbEtE++hYbTE5qslLCwfBZKj21G6NtcVqMAVtRUSk9gZvrzmnyPyC9AwcuPclFBxKQfCw/oj831UI7NmxfC/i5QU0Psk+JW8Blr4BrPoIyEmz3799qn1qNhw48VkgrlcF35WIHA8bNmyAn9+xBwYaMGCAmXJzNdiUFArw88HIrk3w7YIt5vbBtCzM35SAQe0UoKvrZjkFbZvWD0WzmHrVuj7i2fx9fdClSST+22qvZ7t8xyFc2MPek0ykOIezczFzTeH3TM9WMYiLCNbGqsFUHkFEROqUVGbfHkox/8/4ez52j7gBey68F1n/ra7YE0e0BIa8Cly/CxjyGhDesvC+7X8BX/QGfr0QOLShgu9ARKoaA7Zbt24t0/IizoZ3boRAPx/H7V+WbDdlNaTu2nEgDdsPFJZG0ABkUho9neraHs7Ow9aDGdpwUqKZq/e61FE/rXsTba0aTpm2IiJSp4RfeRa8Av2R/NrnyNu138zLnL4Au6cvQNCQvohi5m2fzuV/gYAwoOcdQPdbgfXfAHMfAVKOBH82fAts/AHocg3Q/1GgXqNKelciUtk48FizZs0wZMgQx9S4sboYSumEBvphWKdG+G2ZfTCYnYcOY+n2RJcAjNQtc9YVDkBGJ3WMP+Zj8vPzHZn8eXkFyMvLMXlXBQXHzr2y2QqQn5+HnJxseHnVrFyt/Hy+1wJkZWXB1/fo617W7VLTdG1UDzEhhReAthxIQ/eW9n3KDl8+Pn7w9q5971vK50+nAcjCg/3Rv53T4MlSIyloKyIidQoHJgsfexbCLh6FtG/+RBKDtzvtJ1KZ/yzE7n8WImhwH0Tddw0Ce3cq/wt5+wAdLgXanm+vbzv/SSAjAbDl22+v+QzocYe95m1gZOW9QRGpFNOnT8eMGTPM9PXXXyMnJwctW7bE0KFDHUHcuDidDEnJmOE0ecVO5BXYM2x/XbJdQds6bJZTl+XG0SFoFhN61OXT09Oxa9cuR4Y2/+bn20ygzov/HAOXLygoQGJiVqmW9yRcd77tw4e9jrnuZd0uNdGNg+KQl28/DjigVGLiXvNeuY34liMj4xAYqC7wdd2W/anYsMfem5BO6doIfj4K6Nd0CtqKiEid5OXvh7ArRqPeRachbSKDt18gb4f9hCpzxiIc7tauYkFbi48/0ONWoNOVwJLXgEUv2GvecsCyRc8DK94D+twH9Lwd8FODW8RTDB482EzEbK958+Y5griffvqpyX5r3749Vq+uYGkVqbWiQgJwYvsG+OdIsG7d3hSs35uMdvElD24ntdOuxHRsTUhzKY1wtAAjM2wZsA0ODkZMTMyRAJ0NubkFZQhOMpiZDx8fZmnWzKCtn593qYK2ZdsuNU9kZg5SMplNbBcfEQRfbx/z3hMTDyIpaT/i4pop47aOm7KscAAyGqnSCLWCgrYiIlKnmeDt5QzejkLaxMlIevUz5B9MRsRNF7osZ8vPh5c58Skn/1Cg/8NA1xuBhc8Cy94C8rOB7GRgzgPA0teBAeOAzlcDPqqPKeJJAgMDTYbtoEGDTIbtn3/+iffeew/r1q2r7lUTD3dmj2aYsWYvrGq2vyzZgf+drqBtXTNnrWtphGPVs+VFIQbkGLANCgoy83jbx6dsQdu8vDz4+vKUv3YHbcu2XWoeL18/pDuNd5kPP4QG+pv/R0fXR3r6YeTn58LbO6D6VlKqVU5ePv5esdtxu2PjSA10WEsoV1pERIQNYj9fhF12BprO/woNf34dPtGuJ9VJL0zAnnPuQOa/yyu2vYLrA4NfBq7eYA/QWnXmDu8F/r4R+KQjsG4iYCvQfhGpZiyJMGvWLDz++OMmWBsREYEbb7wRSUlJePPNN8s0WJnUTfERwejTqnC09yXbDmJnYuFgVFI3zF5bWBqhYVQwWsbVK9XjamsQUsomwNcbPk51aw9n57ocIzxMNM5h3TZ33T6kZxUeFyN7aACy2kJBWxEREbfgbWD39i7bJD85DSkffI/M2UuwZ/St2D3mDmTOXVqx7RbWFBjxETB2FdB6TOH85E3A7xcBX/QBtk1VK1ykmjCzNjIyEjfffDMSEhJwww03YPPmzVi/fj0++OADXH755WjatKn2jxzT6B7NXG7/6jRQjNR+ew4dxqZ9qY7bJ7Y/emkEkaK8EBJQ2Ek6KzffZFaKWCYvLSyNEOTvU6qBDqVmUNBWRETkGFjr1tsp8zZrzhLsOft27D779ooHb6M7AGf9CFwyH2hir59pJCwBfhgBfHcKsHeB9pHIcTZ79mxER0eb4O0pp5yC4cOHIz5eJ0FSdq3iwtC5ceGAk3M37MfBtCxtyjpizjq30ggKplSJbdu2wc/PB8nJyaVanstxeT6uJnjykftx/503O26nZjrVSxDU9QtDy7YlOm4P7tQQQf6qhFpbKGgrIiJyDAFd26Lpv18g9s2H4NeisWN+1tyl9uDtWbchc84SxwjP5RLfDzh/OnDuFCC2R+H8nf8AX/UHfj4HSFyrfSVynPCE/v333zcDAT3//PNo2LAhunTpgltvvRXff/89Dhw4oH0hpTa6Z2G2bYHNhj9WuA4YI7XX7CMD0VGDiCC0bhCG2ubaa68xAdC1a0vfTrn66qtw9913Vel61SY+3l5msqRl5SK/oALtTqk1pi7f5XJ7ZA/1AqpNFLQVEREpBS9fX9S7cCSazPscsW89BL+WTsHbecuwZ8wd2H/lQxXbluwu2fxU4LL/gNO/ASJaF963aRLwaWdgyjVAqk72RapaSEgIRo4cieeeew4LFizAwYMH8cILL5ggLv82btwYnTt31o6QUmGmbYuYwjqmM9ftRarTaPBSO+1LzsCGvSkuA5DVttIIaWlp+P777xAVFYUJEz6u7tWp1fx8C8M3TBRwrmEqdVN+QQGmLi88L2gRWw/tGoZX6zpJ5VLQVkREpKzB2wtGosnczxH79sPwa1VY6D+ga7vK2ZYcnKz9hcCVa4Bh7wIhR7pkc3CyVR8DH7cBZtwDZBZ2hRKRqg/iMijBibVuOSJ7WbLKpG5joO4sp2zbnLwCTFu7p1rXSY7vAGQVKY1wOCsXq3YcwupdSVi9k9OhUkxJWLMruQzLu058zdL49tuJ5vvxmWeexZdffoHc3MLHFRQU4I033kDnzh0RGRmODh3aYcqUyWbe119/hXfffQcREWHo1q2LWb5165b4+eefHI//6aef0Lx5c8ftV155BW3atEG9evXQqlUrMyBkaWVnZ+OWW25GbGx9tGnTCj/88L3L/QyCWutav34UTjllqMt3PNft+eefQ//+/RAeXg9nnDEKhw4dwq233mKW53ubN2+eY3lui+7du5r33bJlc4wb96hLjyxmJr/33rtmmaioCIwZcxZSUgoD/LNnz0L37t3M9jn//HNNcNzXmwOSFQb9UzJzYIOybeuyRZsOIDEt22UAstp2YaiuU6ELERGR8gZvzx+B0HOGIX3SNKR8PAlh153rskxewiHkbtyOoIFO5Q7KwscP6HYD0PFyYMnrwKLngOwUID8bWPwKsPJDoM//gJ53Av6h2o8ilYjBhv/++w8zZszAP//8g7lz5+Lw4cNo1KgRhgwZgrfeesv8FSmtPi1j0CA8CPtSMs3t6Wv2Yuwp7VHP118bsZaas7awnm1ceBDaxpcvA25rQhru/Ww+jqcXLuuHTk2ijrnchAkTcPHFl+DCCy/CPffcjd9++xVjxpxj7uP35BtvjMfXX09Ez549sXPnTvM9OmLESCxdugQRERF45ZVXS71OzZo1w/Tp001PB343jxo1Ct27d0ffvgOO+dhnn30G8+fPx7JlK0yPicsvv9Tl/nfffddkCk+a9DNatGiBd955xwRSV6xYBX9/+2f022+/xU8//YywsDCcfPKJGDToBDz99DMYP/51PPXUkyYovHTpMrMsa6J/++33Jsi8fPlynH76aWjXrh0uuaTwdVlqZ+rUv83zDx8+DOPHv4ZHHx2HpKQkjBlztgmEX331NZg8+U9ceOEFZhuHBvgi5Ug927z8AmQrYb9Ocx6AzM/HG0O7NKrW9ZHKp0xbERGRCvDy8UG9805F4z/egU+Ya+A0+a2vTc3bfdc8itydrgORlIlfMNDvfuCaLUCf+wDfQPv8nFRg7iPAR62ApW8C+Wq5i1QWBhMGDBiA8ePHm5PvV199FRs2bMCOHTvw6aef4sorrzQBBJHS8vb2whlOtQYP5+Rh8jKVu6mtElIysW534aBYgzo0qHUZcGvWrMGCBfNx+eVXIDQ0FGeddbZLiYT3338XjzzyKHr16mXee9OmTdGhQ4dyv965556LJk3smYS8aDZixAgTvC0NZvbef//9pj45v98ffvhRl/vfffdtPPbYYybIyp4Ut912GzIzM7FwYeFgsDfccIN5/fDwcIwceRqioqJNgNrHxwfnn38BVq9ehZwce1uM97dt29asKwPLDLjOnDnT5TXvvfdexMbGmvU555xzsGTJYjP/999/M+t5/fU3mHU544wzHRcJQwN8XI6jtGyVSKirEtOysGBjguP2wPYNEBaki4C1jYK2IiIiVSDvQBJSJ0wy/z/8yz/YecKlOPTiBBRkFnZhKrOgKOCk54CrNwFdr2fE2D4/IwGYfhswoT2w9kt7GQURqZAXX3zRdI3dvXs3vvjiC1xzzTWmO65IRZzUPh4RwYUn1ZMWbkVOXr42ai00x700QofylUbwZAzQdu3aDd26dTO3r7jiCkydOtV8b9L27dvRunWbSnu9L7/80mTsskwNA51//PGHqTdeGnv27EHTpoUX2twvum3btg1jx15hSh1YEzNed+0qHOQpLi7O8X9m68bFxbrcZvmDjIwMc3vq1Ck48cRBaNAgFtHRkXj//feQmOi6rnFxDZweH4K0tHTz/71795oAtzNr3VkeISSgsMN0Vm6+qWsqdc/fK3aZgS2dSyNI7aPyCCIiIlXAJyoM9Z+5E4lPv4eCg8mwZeUg6YWPkfb1H4h+7GaEnDm4/Bk39RoBw98Det1jz7Td8K19fspW4I/LgEUvAIOeAVqMsg9uJiJlxowqYmmEksogsOvvLbfcUq6tywHOHnjgAdxxxx147bXXzLysrCzcc889+Oabb0z9RWaRvf322y6BAmb63nTTTWa9mNk2duxYPPvssyYbSzwfu6+O6tYEX/272dxmLcLv5m3BpSdVXmBLPMNsp9II9cMC0a5RRLmfi4MLvXRFf+Tl28Bf9dL+tOfn55ss0PJo7jRwXnFYu5Z1W9PT09G4cUMzj0FLvuZnn32KBx540ARGN2/eZHotuPP2Lpo/xu80K+hpBS+dv/v4fTd58mQMHjzYfOedffbZLnVij4aZqzt2bEe/fv0cz+eMGbQvv/yKKd1QUcy2Pf/88/DGG2+aDNuAgADcffdd2L59W6keHx8fX2T9du7cgZgYe5A4PMjPZRCyzBxd+KlreNw799RoEBGEbs2jq3WdpGoo01ZERKSKyiaEXXYGms7/CuE3XgD42k+a8nbuw/5rHsWec+5E9hr7SXu5RbUFzpwIXLoIaDa8cP6BFcCkM4CJJwO751bwnYjUbeyyunixvcuqM5ZNYNC1PBYtWoT33nsPXbt2dZl/11134ddff8V3331nutEyM4yvb2Ew5PTTTzcBAQ54wzINn3zyCR591LWbr3i2YZ0bmaCL5Zu5m7AvuTBQJTXfwdQsrNmV5JJl612Bi6ghgX7o3DQKnRpHolMTTlGlmCLRsXFEGZZ3nfiaR/Prr78gNTUVCxf+h//+W2KmxYuX4qGHHsYnn0wwQaVrr73e1HpdtmyZuc1ApDW4Fy9Gbd26xSXo2r17D0yc+I25gLVlyxZz0crC4DCXZTkBBnyZZcus3tJi8PSFF14w36vJycl4+uknXe6/8cabTXmE9evXm9t8b7/88rMZAKyseNGN74GldRiwXbBgAb755utSP37UqNNNtvKHH36AvLw8/PHH7+ZCnSXAz8dMztm22bkK3NYlK3ccwp5Dhb8bI7o3qdB3jHiuag3aMiugT58+ZvRHfvnySpn1JUkcjZG1ZFiwOygoyHQRuP32211GVSRmKrlPzFBwxlo37ErBL83WrVubBm5x2RIcnTIwMNBcgVu4cKHL/fziZTYFv3x5FZA1dfbv31/p20VERGoPn/B6qP/kbWgy8xMEDe7jmJ81Zwl2DbkaiU++W/EXadAbOG8qcN7fQIPC18Du2cA3g4BJo4EDKyv+OiJ1tEzCaaedhnXr1jnmvfzyyyZQ+vvvv5f5+Rh4uPTSS/HBBx8gMjLSMZ/t248++siMjj506FBTA5ID/DA4y8FziAEK1pBkuQbWSOR6Pfnkk6YNa9VRFM8X5O+Li/oXltrIySvA+38VjlIvNd+cde6lEQq7wdem0ggMhLZv3x4NGjRwTLfeepsJjM6Y8Y85l7/hhhtxySUXITKSdWBPNRmjxAG2du/eg9jY+ujRo7uZ98QTTyI5OQUNGzbA2LGX4fLLL3e8XseOHfHQQw+Z70eej0+cOBGjR48u9fo++OBD5nu1e/eu6N27J0aPPsvlfp7nX3HFWFxwwXmIiopAly6dyhRodcb4xuuvv4GbbrrRPNdzzz1jat6WFss//PjjJLz55humTMPHH39kBntzFu5Uu5Rx7/+2HijXukrNH4DM2ws4tZtKI9RWXrbS9ieoAiNHjsRFF11kAre8gvTggw9i1apVpjEaEhJi/j9u3Dgz0AO/pFkT58YbbzRZCRxp0fEmvLxMo5bPZ2GNGwZfaevWrejcubN57LXXXotp06bhzjvvNA1tdjsjfumzBg9HjWTAlt3UmOXAIDIDysSuaHwMA74sPn7rrbeaq3wcTbg0eLWOj2OjnCNOVvWIxwkJCY4rkaJtdzzouNO2O95q2jFnap1NnoODj76JvG17zDyWSoi45eLKfBFg44/AnIeApMILoWCHyo6XAyc8DoQ3r3HbzpNo29WM7VaZ7S5mZ73++uuYM2eOaTM+88wzJstr4MCBZX4udu/lCTkHNmMXXwZf2e7kiOinnHKKqaHIdqyF3YvZbmUWLgPFv/zyi8las7Cd27JlSyxZsgQ9evQoMeuLk/O2YVdgvlZZtw3344EDBxATE1Oq/ZiXx/2eDj8/H/j66rvGkpubjyd/XoZNCYVZfE9d3Bu9WsagOpR1v8rR/e+z+Vi1055pGx0agM9uH1KmLDgmC7HGaosWLRzntPx5z8vLP5KkdOzn4PL5+Xnw8fGtcZWSuO5sM/n6ctCtYy9blu1SkznvU9qRmI6cnGzs370Lv6xOw4Nn2wd8c/7+5XdNbGyovn89VHm+e9Myc3HZ69PNBT/q2zoGj1/Yu8LrUpd+r/Oq8LNR3D5lu4sX6svTJq3W4lesR+OMwVA25NkF7aSTTjKB1h9++MFxPwd/ePrpp3HZZZeZIK9z7S42bnllrzgMxPIHj1kRxBEr2ehmY9kK2jKr4brrrsNVV13leAwDtB9//LEZZdLKfvjqq6/M1T1ioJjPxeyH/v37V8EWEhGR2oQN6ZDTTkTQkL5IeWci0n+bifDrznNZxlZQAK+KnDCzsd72XKD1WcDqT4F544B0DghiA9Z8Bqz7Guh2E9C3fN26Reqi//u//0NiYiJ69+5tShRMmTKlXG0/9gRjcJXlEdzt27cP/v7+LgFbqwsx77OWca5va91v3Xe03m2PP/54kfk8qWBwqKwnI2wXM6BSmhPM/HwunwUfH2/4+NTyiEoZ5OfbcFbn+njlnzQTiKG3/liJp87tCF+f43+yXNb9KiVLzsjF6iMBW+rZLAwHD5QtC5L1YrlPeM7LqbBerP1gKUtN25qoMK2s4Jj1/8uzXWoy530aGuCLQzn2C3IJqZmYv3Y72jUIdVqW24bbMMN8B4vnKc9379+rExwBW+rfIsxcFK+ouvR7nV+Fn43i9ml5yqxYPGrEAqvsAbMPjrYMI9Pugy2wOwOzaJlpwIxaBl+tL/h///0Xw4YNc1mewVpmLRC7kzFQ7FyXjBuXj+Fjiffzx9P5edgVhCUbuExxDffishqsncipKvH5eZBU9evURtp22nY67mqOGvt59fdD+B2XIey2S2Dz9jaBWkvig+ORn5iMqEdvgm+jwlGJy84b6HQV0O4iYNnb8Fr4LLyyk4CCXGDp6/Ba9TFC2l2PgpPGAQGFDXypxcddHdtuFXkdZtW6a9SokRkdnIkFLKFlldFi6a7S2Llzpxl07K+//nJkzh0vbOPefffdRTJtmQVSnkxbtrHLkmlrs9WNzJ2y4HYJDY3Aad3z8MeRbq57U7Ixd1sGzh/Q8rivT1n3q5RswX/beZnUYXjPloiNLfn8tji8mMKTfJ7zWue99kBm2TJtqS5k2pZlu9Rk7vs0PNgHSWmFdU3nbU/DgI7Ni2QTxsQo09ZTlee7d+4vGxz/jwzxx/BerSvlYl9d+r3Oq8LPRnH7tCLtPo8J2vKNMYjKbmbMsC3OwYMHTd2u66+/3mX+E088YbJf2ZBmra+bb77Z1AuzGtElZSWwwZqZmWm6hvGKVXHLWPXLSpP9UJVZDWWlq+XadtVBx522nY65Cn6GNmxH5ic/AfkFODxlLvyuGQO/K8+EV0Bh3bJyaXo5vBqMRsiadxC87n1452fCKzcd9Va9grwtE5HS6zFkNzm9bqSoVAJ919WM7VaRrAb2xioOR2FnWSyrNBYb5aUN2jIBgJkwHGPBwvbnrFmz8Oabb5rsXSYScIAc5/Ymx0+wepPxr/uYC9b4CiX1OCOO6cDJHfdDefYF33dpH8tFvLy8HZNY25CTDVec3BZz1u1DaqZ9JPivZm/CKV0ao35YYDWsU+n3q5SM+9MSFRqAzk2j4c2ik2XAfeA8XosdI3bW/4/9fDy+7H9Lt7xnsb9X++fkWOtetu1Sk7nvU18fLwQ5DUi2ZFsiDqZlIyYsyLEcH6PPtWcry3fvxr0p2LK/sH0zvFsT+PtVTlivLv1ee1XxZ8N9n1bkNTwmaMtMWdawZdmC4jDAytFyWduWozo6e+SRRxz/Zy2vw4cPm0EjStuIrglZDWWlq+XadtVBx522nY65islYvhnZEfVQkJgCZGYj981vYPtlJqIevxnBp51YihOXo4kFGr8CDPw/2BY8Baz8AF4FefDN2I3I2dfB1uQU2Ia8BkR3PO77sabRd13N2G4VyWpgndjKxnq1K1e6DgjInmHsuXXfffeZNqKfn58Ze4GD3RLHVuBo6wMGDDC3+ZelwqzawMTMXbYr2UaWmqdekD+uPqU9XvttpWMU+A/+XosHzim+PrF4tqT0bKzacchxe2D7BvApY8BWpCxCg3xdMnH/WrUbl5zQWhuxlpq81D6Qn2Vkdw1AVtt5RNCWA3r99ttvJtOgcePGxWZKcJAxjsI4adIk06A9Gg4kxoxcliZgVgEzD6wsBAtvs4EbFBRksiY4FbeMc2bDsbIfqjqroax0tVzbrjrouNO20zFXfqEjBiJo/tdIeuFjpHw8iWl4yNuxFwlXPYKgk3uj/tO3w79di4pt4noNgWFvo6D7bciZehMC9s60f3Z3ToPXFz2AHrcDA1gyoWovLtZ0+q7z/O3madmCbMe69ybjwLscBd2af80115gL/iwVxnYqR15noNYqw3Xqqaea4CxHVOfgaOzt9fDDD5vkh+LanFIzjOjeBH8s2YENe+yl4mas3oPTezVF12bR1b1qUkZz1+9DgVNthEEdSs6AF6kMAb4+JuPW8s+aPTivbwv4+xZm4ErtwIt601fZBzKmLk2j0Cg6pFrXSapetbZm2T2OAVsGYjliLgcLc8fsVDZQWZqAo+WWJmuCI+pyZDar8crGLrMWnDErwcpa4HP36tXLZRlmg/C2tQzvt7IfLO7ZDyIiIhXlE1EP9Z+5A43/+RhBJxZ2o86c+R92nnwVDj70OvJTyt/t2yGqHZKGfI2CM38Awo7UPyvIAxa/AnzcFlj9GUdFq/jriNRAzz33HDIyCusEHs2CBQvM4LWVgWUZzjjjDJNpy9q5TAz48ccfHfczyYCJDvzL9icH573iiitMqTCpuby9vHDLSNeA/lt/rka+6mbXOLPX7nX8PzzYH12aKvAuVc21REJ6dh7mbnBNRpPaYfaavcjItg9MSCN7KMu2LqjWTFtmBXz11Vf4+eefTfaBVRs2PDzcZMBaAVs2mr/44gtz2xrMi13r2GD99ddfTbYrMxAY0GUw9plnnsG9997reB0OTMZaYRz59+qrrzYB4m+//dalgc2shrFjx5pRgfv27YvXXnvNlFlgtzVrnY6V/SAiIlJZAjq0RPwPr+Hw77OQ+OibyNu5z2Teprz/HfzaNkP42LMq/iIst9D6bKDFacCiF4BFzwF5WUDGfmDyWGDFe8DQN4C4wuCxSF2wZs0aNGvWDOeffz7OPPNM0z5k25M4kjvvZ0kvtk/37NmDzz77rFyvM2PGDJfbbMu+9dZbZioJ1+uPP/4o1+uJ52rfKMJ0c528zD4o2bYDafhl0XaM6VfB3hVy3CQfzsaKbYmO2yqNIMdLgJ8Pgv19gcP55vaUlbswuEO8dkAt8/eKXY7/hwT4YpD2cZ1QrUHbd955x/wdPHiwy/wJEybgyiuvxJIlS0z2ArVu3bpIrbHmzZub7Fc2bO+66y6TucvlXnnlFVx33XWOZZnBywAtlxk/frwpwfDhhx9ixIgRjmUuvPBCM0DYo48+aoLH3bt3x+TJk10GJ2P2A7vaMfuBpRf4+LfffrvKto+IiNRt7EoeesbJCD6lP5Lf/hrJ47+AX4tGCLv09Mp9Ib8g4IRxQKexwIy7gU2T7PP3zAO+6A10uwEY+BQQpIwhqRsYhF2+fLm56H/JJZeYpAEmC7AXl5WBy3EUrr32WtNmrUj9XBHLVUPbYc66vUjPsmdSfTZzAwZ3aojIUJW+qAnmrd/vUhrhRAVU5Di2F/u2isX2/+wXfbYfTMf6vSloHatSV7XqotD2wotCJ3dqiECnDGupvao1aMsg69EwmHusZVjrltOx8LmWLl161GVYqoFTSUqT/SAiIlLZvIMCEHXPlah34WkoSE6Dl6/rz3fqF78h+JR+8I23ZwKWW3hz4KwfgW1Tgem3A0nr7aMyL38XWP8tMOhpoMt1gLcaiVL7devWDR988AHee+89rFixAtu3b0dmZibq169vLu7zr0hliggJwNjB7fDW5NXmNrvBfjR9He4d3U0bugaY41QaISzID92aR1Xr+kjdMrBtLL5fvNMMRmZl27Y+RQNU1hZz1rnWyz65ozKp6wrPGqFBRERESuTXOA4BnV17nmQtW4cDd7+AHf0vRdL4L2DLzqn4Fmx+KjB2BXDSC4Bf6JEXOgT8fRPwZR9g9zztJakz2MuKQdqzzjoLF110EYYNG6aArVQZDkDWMq4wO+6v5buwZleStriHS0rPxtKthVlwJ7RvAB8PGwyxKpxyylCEhAQhIiLMMVm9aWvCurMXbm0RGRKIXs0LLyYu2nIAhw5nV+s6SeXWs3Wpl91MF4Xqitr/SyIiIlKLJT3/EbuuwJaRiUNPvYcdg67A4Slzj9lT5Zh8/IE+/wOuXg90uLRwfsJS4JuBwJ9jgcP2WvQiIlI5GOi7ZWQnl3lv/bkK+c4pVuJxpq3cjQKn392T6lAW3DPPPIfk5FTHdNNNN5Xp8bm5uVW2bnXNqV0aO/7P74x/1uyp1vWRqimNYK+XrVBeXfH/7d0HeBRVFwbgb7Ob3hsp9N5771JUUJGqUlQQRVFBxYKigIogVoqVH1EUxQYKIiiCgPRepDfpBEIJkF62/M+5k91kIUBCNslu8r3PM4SZnezMzuxMZs6cey73NBERkQsr9eloBDzSU9IB1bjx2GmcffAVnOn7EtIPn8j/Avyigbu+Ax5YBYTXy5q+dxbwVTVgyyTAxBsuIiJHqVMuBJ3qlraNHz4bjz+3O+B8TgVCHpL+ldmBnCgV6I0G2TIeS6KlS5egSZPGCA0NRtOmTbBs2d+21wYPfgRDhjyGfv0eQEhIkCpBI4HbN954HdWrV0VERDh69uyhOnm0kj5nHnzwQURFRSEoKAjt2rVT5WqEdDZetWol9V716tXB3LlzbL8XFxeHPn16ITw8FGFhIWjWrKkqdfPSSy9izZrVePXVV1R28D333IXioE6ZYJQO9rGNL98XgwyTuUjXifJv7VWlEUrSQyFi0JaIiMil6UMCEf7e8yiz/Et4tWpgm56yfCNOtn0YF17/FOaEpPwvqExb4MGtQMdPAM8gbVp6ArDyBWBWfeD4svwvg4iIlEc71dB6g8/09YoDiE92QPkbcrgDMZdx4kKibfz2emWgd9OV2C19+PBh9OrVE6+99hpiY8/jlVdeUUFY6Ujc6qeffsQjjwzGhQtxGDx4MMaMGY1169bhn39W4eTJ06hWrSoeeqi/mtdsNqNbt24wGAzYu3cvLly4gLfffluVrrHWH1+7dgPOn7+I114bjUGDBtqWNWnShzAajTh+/KRal+nTv4C/vz/ef/8DtGnT1pYlvHDhHyguHZJlz7aNT8nAlmMXinSdKP9W7bMvjVCPpRFKlDxl2r733nu2J1pi7dq1SEvLqpOSkJCAp556yrFrSERERDflWbsKoud/hIgZ42AoXUqbaDThymc/4kTz/sg4cir/W9HNADR8Ghh8UOuQDJk3pXH7gLmdgd/vA+KZDUZElF+h/l54sH1V23hCSgZmrpDOIcnZ/LXD/u/rHfWzgmaO5rZ9Mgxflof+y3I3HNwWdL/2dxd0v+nvyaDbNjlP6zR69Ksqi9U6zJnzM9q3b4+ePXupQGvv3n3QunVrFai1uv3223HHHXeqwKu3tzemTftcBVIlk9bDwwNvvvmWCuKePHkSmzdvxr59+1St3ODgYPWebdq0gaenp3qvAQMGoFSpUtDr9Xjggb6oXr0G1q/Xau+7u7vj4sU4HDp0SL0u9clDQop3LdC21SPh7Z7VYeyyvTF2pTvIBUsjHGNphJIsT0HbUaNGqcCsVdeuXXH69GnbeHJysmreQEREREWTYeHXvQPKrpuN4Jcegc7LQ003lI2AoUK04xbkEw7cMR0YsAmIap41/eBcYGYNYMN4wJjquOUREZVA3ZtWQLmwzM4gAfy57QQOnblSpOtE9lIzTPhnd1Yz/gYVQhGZrXm6o+nS46FLOg1d4k2GlGuzK2XaTX9PhvT4PK3T+PFvq4xZ63Dq1CmUL1/Bbp6KFSup6VZly5az/V8yZ5OSktCx4222wG/ZsqVV8FaCtlLOoHTp0iq4m5PJkyejQYN6tt/ds2c3LlzQglwvvPCiCvD2798XZcpEY8SI5+yS0Iojbw8D2tfMaj5/5HwCer7/FwZ9sgIjv92ADxb8i1n/HFQlPbYduYDTF5OQbjQV6TrT9a07EGtXGqFttn1LJUNWm5tcuLpTk3x3ckJEREQO5+bjhZCRg+HftysuvvEZgp7uC91VHRaY47Oact6yyCZAv3XAnm+AVS8DKecBYwqwdgyweybQYQpQ6R6JJud/WUSFqFevXrme99dffy3QdaGSy6DXOiV7+buNalzuvD5dvBuTB7VSD+mo6K3ZdwbJ6Ubb+J0Nyhbo8iweAbD4lrY1dLnufN5hOU/zK52rZeRHmTJlsHbtGrtpx48fQ9u27Wzj1tIGIjQ0FD4+Pli7dj1q1KihrYN0sGqRTFk3bNq0SSWKpaamwsvLy+5916xZgzfffBN//bUUDRs2VNm0jRs3ssUp/Pz8MHHiO2qQkgk9e3ZXWb0jRjxvtw7FjZRIWLwzK0huNFlw5lKyGq4n2NcTkcHe6NqwnMoW5znGOazaa18aoX6F4p0pTvkM2hIREZHrcC8Xhciv3rpmesqGnTjT7yUYHu8FywuPAB5aRu4t0bkBdR4BqvQE1r8BbP8EsJiAK0eA+fcCFe/SgrfBWc18iZxdYGCg7f9y8z9v3jw1rUmTJmra1q1bcfny5TwFd4luRYOKYarTGeuN+75Tl9X/29d2YOsJumXZOyDz9TSoXt0LkrnhCFgajchlQM0+wcp8728oDPfddz/efnsCFiz4DXfddTd+/30BVq9ejY8//jTH+SV4+vjjT2DkyBfx6aefo2zZsrh48SKWLVumMmSbNm2K6tWrqzKMkyZNUoHYDRs2qOnx8fEqUBsWFq5q386a9Y3KtLVatGghqlathipVqiAgIAAGgzv0ei0EEhFRCkeO/IfiKCrIB7fVjMI/2Wqh3sylpDQ1yDlm76lLGN61jnpwREXnSnI6/s1WGqFV9Qjoi/HDBsoZ9zgREVEJYjGZcGHUFFgSk5Ex6TvE3P000g8ey/8bewVpwdmHdwBlb8uafvQP4Js6wOpXgXQHZPcSFYKZM2fahoiICNx///0qS0uyamU4cuQI+vbti7Cwkt1DPBWOIZ1rwj1b8OSr5fvZnNkJxMQlYefxONv4bXWi4ZmtlmhJJQHSOXPmqgzYUqXCMH78eMyd+wsqVap03d+ZMOFttGjREnfc0RnBwYFo0aIZ/v57qS2o+/vvv6tSjBK8lfPu6NGjVZC2S5cu6N27Nxo3boDy5cuqjspatWpte9/Dh//DPffcpd6zXr06aNGiBYYOHapeGz78WSxfvkyVVOjevRuKmyEdamD0vQ3wcKsquL9VZXSqWxp1yoWgVKA33G4S9F+8/SRG/7AZSakZhba+dK21+8/a1SNuW4ulEUoinSUPNQ7khCknXXm6JV5++WW89NJLtgtWqXc7duxYmEysiZITeRIoWRpXrlxRT/oKkvwRO3funCrKXpybfhQEbjtuO37vXAeP11vYZkkpuPj6p4iftUBSCNU0nacHQkY9hsCh90Ond8ANp7zvgZ+BlS8AiVm171WzzPYfAtXvd+mSCfzeucZ2c9R1V3h4uGqCK8GC7A4cOIBWrVqpjDBXk59tk9f9aDSaERubCHd3PQwGXpNm3y4ZGSZERPjlart8tWw/flr3n10gt0/L6wfB8orntbz7ZsUBfL/msG38o0dbo3p0kEP2h5QCkAdFFStWtJUEkNv2jAyz+vOZ20xbo9GoOu66aT0FJ5O9PMLNPmvet4sru3afyndFyk+EhkbDw0PrnO1m5xmT2YyLCWk4dyXFNsRcSsLSf0/bBQmlpvZb/ZoiMqjg6jSXdDc6946avVHVHRYB3u748fnOBZppW5L+Xhvz+Dc4v/s0P9ddeSqPUK5cOXzxxRe28cjISHz77bfXzENERETOyc3XG+EfvAjfB7rg7FNvwXIsBpa0dFX7NumP1Qj/aBQ8KuezJp/cNNV4AKh0N7DxbWDrh4ApXQvgLuoL7JwGdPwYCKvjqI9FVGDkBnn//v3XBG1lmlyYExWGB1pXxuIdJ1VzWfHDmkOq7mSATz7K29AtM5ktWJKtZmiFcH9Ui8oqq0LkzCTwJxm3MmTXrlY0JszdZqvTfOJCIp79ai3efKApapR2zAMJyp345HTsOJqtNEKNSJZGKKHyFFI+duyYeuJ3s4GIiIicm1fjWvCe8x4ChmZlvaZu2oVTHR7B5elzYXFEMMrDD2j7NjBwN1Cxa9b0k/8AsxoAK54DUi/nfzlEBeiRRx7Bo48+qmopSsatDB9++CEee+wx9RpRYfD1csdD7bNqgyemGjF79SFu/CKy/egFXIhPtY3f2YAdN5Hra1I5HJMfaWUXzL2clI6XZq3H6jzUx6X8W3fAvjRCu5osjVBSFe+cZyIiIrounZcnQt98GtG/fQxDBa1HaUtKGi6+NhUXXpnsuC0nnZD1XAT0WAAEZjbnlc7Ktk0FvqoG7J4JWJixSM7pgw8+wMiRI1Wgtl27dmqQAK6UCHv//feLevWoBJFe3cuG+trGf99yHKcvJhXpOpVUUvPTSu+mQ8e62t9QIldXoZQ/pg5uZZc5nm40Y/zcbZiz7j9VjoIK3qp9Z23/9/d2R/0KodzsJVSegrbr16/HwoUL7abNmjVL1dqReg2PP/440tLSHL2OREREVIC8W9ZH2X9mIuDRXtoEdwMCHu7u2IVINm/lbsCgPUDrtwBDZhZHynngr8HAD62As1scu0wiB5B6ZBK0PX36NC5fvqwG+b9Mk17LiQqL9OT+WOeadk30v1y+nzugkEmJivUHsgIqLapFIMjXvpYokSsL8fPC+wNbonX1CLvpM5btx9RFu2A08UF7QYpPkdIIWi1b0bp6pDr/U8mUpz0/btw47Nmzxza+a9cu1Vysc+fOeOWVV1SvjhMnTiyI9SQiIqKCrnX7zghE/ToFYROegWedKnavOyyzwuAFtBgNPLIfqNYna/qZjcDsZsCSIUDyeccsi8jBpPOIgu5MluhGmlctZZdxJb2L7zoRx41WiFbsPg2jOetvYpcG+awDT+SEvNz1GH1f42s6PPxz+0mM+XEzklIzimzdirv1B2LVQzmrtrVYGqEky1PQdseOHejUqZNt/Mcff0Tz5s1V52TPP/88PvroI/z8888FsZ5ERERUCHzaNkbgIz3tplnSMxDT4xnEf7/IccHbgHJAtzlAn7+BEGvmmAXYNUMrmbD9E8BscsyyiPIhNjYWDz30EKKjo1WP3ZJdm30gKkw6nQ6Pd66Z2W+8ZvrSvXa1D6ngyN/A7KURQv090bhyGDc5FUtuOh2GdK6J4XfVUf+32nbkAkZ8vQ6xl5OLdP2Kq1V7z9iVRmjA0gglmiEvM1+6dAkREVkp8itXrkTXrlkdizRt2hQnT2b9ESMiIiLXd2nyLKSu26GGpIUrET5pJAyRDrpJLd8JePhfYPvHwPo3gPQEIO0ysHw4cHgecPcPgE8pxyyL6BYMGjQIJ06cwJgxYxAVFaWCZkRFqUpUIDrVK42/d55W4wdjrmDlnhh0qMO6qgXt8Nl4HD2XYBvvXK8Me3SnYu+exuURGeSDCXO3ITndqKYdP5+IZ79ahzceaIIapYOKehWLVWkE6ejQqlX1CJZGKOHylGkrAdujR4+q/6enp2Pbtm1o0aKF7fWEhAS4u7s7fi2JiIioyLKKjGeyyhUkL12Pk20fRsLcJY7LutW7A02eBx45ANR6OGv6ieXAtw2B02sdsxyiW7BmzRrMnj0bTz75JHr06IHu3bvbDURFYVCH6vAwZN3KzVx+AOlGtk4oaH/tsE9QurM+SyNQydCkcjgmDWqJ8AAv27RLSWl48Zv1WLbzVJGuW7EujVCTpRFKujwFbe+66y5Vu3b16tUYNWoUfHx80LZtW9vrO3fuROXKlQtiPYmIiKgISFZhqSmvIPLbidCHh6hp5ssJOPfkW4h9ZDSM5y85bmF+UUDXb4D7/wF8My9SE2OAn28Dtk2VCLLjlkWUS2XLlmVv2eR0wgO80btFVq3J2CspmL/pWIEvVzog+vyvPRg2Yw2mLNyJrf+dLzGdEklQXOrZWtUpF4LSob6FuxKmdCAjuWAHWUYx0KlTR0ydOrXQlte7d0+MG/cmirOKEQGYOrg1qkUF2qZlmMx477d/MePvfXbBRro1q/dllUbw83JHw4osv1LS5Slo+9Zbb6laXu3bt1d1bKdPnw4PDw/b61999RXuuOOOglhPIiIiKkK+Xdqg7JpZ8OuZVds+adEqnGz7EBJ/W+HYhZVtDzy0DSh7mzZuNgIrngMW9tXKJxAVoilTpqikhWPHCj4gRpQX97eqjGBfT9v4D2sO43JSWoFuxJ/X/aeCw4fOXFEdEr36/Sb0nfw3Jv++E5sPn1MBnOJq3f5YJKZqTcPFnQ3KFO4KmNKhi90MnF6V60EXszpP86vh7KZCCdxKgNPLywNBQQG24eeff7K9PmfOzyhTpgxKly6NuXPn2qZnZGSgSZMm2LdvX4GvI10r1N8L7z/cAm1qRNpNn7P+CF7/aTMS2UHZLUtIycD2IyyNQPmoaRsWFoZVq1bhypUr8PPzu6bzhTlz5sDf3z8vb0lEREQuQh8SiIjpb8D3nvY4P/JDmC9eUUPsY2ORtPh2lPpsjOPqffpGAn2WAmtGA5vf1aYd/Bk4/y/Q/VcgtJZjlkN0Ew888ACSk5NVazJpZXZ1KbC4uDhuQyoSPp4GPHxbNUxdtEuNJ6cZ8d2qQxjWtU6BLO/clRT8uOZwjoGGxTtOqkEyw1pWj0C7mlFoWCkM7vo85Qg5tb/+zSqN4O2hL/xmy/IAUx5cGjwAfVYT9euzAG4mQN2z5/JvsykNyEjUlqXPSs7KjZUr/8G4ceOwbNnyXP/O3XffjV9+mXftaphMGD78adWHjvxfOkPv2bOnij988MEH6vdq1rR2YkqFzcvDgNf6NML3qw/j25UHbdM3Hz6PZ79aizcfaIIyoX7cMXm0/uBZGLNlK7erxdIIlMeg7eDBg3M1n2TcEhERUfHkd28HeLVsgAsvfYikRSvVNEPpCMd30ORmANq9A0S1ABYPBNLjgUsHgNnNgNu/AGr2c+zyiK6TaUvkrCTbc97GozhxIVGNL9p6At2bVkDZMMcHTKYv3Ys0Y1YmrZzxr24MLVl2S/89pQZfT4MK4Epws1GlMHgY7BN+XEns5WS7DLj2taLh7ZGnW2nH0XsChlwGbXV5DNoKc9GXR7hw4QI8PT1Rp04ddW0hD8suXryo+tD5+eefsWHDhly9T0zMaVUmYdu2rahduw6++GKGLdg7efJkTJ8+DWfPnkWpUqXwzDPP4emnn1avScuKqlUrY+bMrzF+/Ftqfe69tzv+97/ptgd3v/76C159dRTOnz+PPn3ug9GYlYVdErjpdHiwXVVUCPfD+7/9i9QMrab2qYtJeObLtXi1dyNVB5dyb/Xe7KURDGjA0giU16Dt119/jfLly6Nhw4as7UVERFSCGcKDETHzLSTOW4b4b35DyEuPFNzCqvYAwrYCv/cGzu8EMpKAP/oDMeuA2z7MczYQUV4MHDiQG4yclt7NDY/fXhOjf9isxs0WC2Ys268y3RxJejNfve+sbbxmmSC8+UBTrD9wVk2X16+uZ5mUZsTfO0+rwd/bHcO71kH72tEoSrJ9JHyZ14eMS3eetgtQ31HYpRGKqRUrViAiIhyhoaHo3bsPXnttNLy8vBAeHg43Nzf8+++/al9Jhq20+n3wwQdVsFUCurkxc+ZX+O2339G4cWO89dY4VXd2587dquRj+fLlsGTJ36oEg2QJd+t2Dxo0aIDWrVvbfv+vvxZj8+atKljcunVLfP/9bAwcOAgHDx7EQw89iJ9++hldunTFl1/OwLPPPoPGjR173LmCNjWjEB3iizd+3oLYyym2Y3/MD5vwWOea6NW8ouMf6jup+OR0zFxxAJsOn0OTSuF4/I6a8PW0b51zPfLAa1u2B0Mtq0cWq5YKVEhBW+k194cffsDRo0fxyCOPqJNmSIjWKQkRERGVLHIR7t+rs6pze/UF+ZWv58NQJhK+nVs4ZmHBVYB+64FlTwF7vtGm7fgEiN0C3PMzEMAevKngpaamIj3dPgstICCAm56KlGSzSWc1EjgVGw7G4t9jF1G/QqhD3l86Gvts8R7buJztn+5SB4E+HujSsJwa4lPSVa/na/adUYGH7E18rSUU3v51O2IuJaNv68qFEsSRchFHz8XjSGwCjsTG46gM5xJg0LupZscDb6uGoGw1gW8U6F2SrTRCmVBf1CoTXMBrX/xJkHbw4EcRHR2NvXv3YuDAh5GYmIjJk6eogO3XX8/CU089peadPXs2vv/+e9UxZJUqVVSpBClN069fPzzxxBPXXcb99z+Ali1bqv+PHfs6PvvsU5Wl26ZNG/Tq1ds23223dVB986xatdIuaPvaa2NU+UcZ7rjjTmzbtk0FbaXebseOHXHPPd3UfE88MRSffPIxSqpKEQH4+NE2GD93K3Ye10oGySlg+tJ96th79u66Lp1pfzMWiwXLd53G/5buw5Vk7RpBysXsORmHsfc3QblctHxYfzDWvjRCYZdfIaeVp9D9p59+ijNnzmDkyJH4/fff1Unz/vvvx19//cXMWyIiohLq6pvvtH1HcOG1j3C230s499w7MCckOWZB7j7AnTOB26dnZdee2QB81wg4/rdjlkF0laSkJAwbNkw1n/X19UVwcLDdQOQM5+AhnWvaNYCXUgYSbHSE3zYfs5VfEHc1Loeq2XqPFwHeHrizQVm81a8Zfnz+drx4b300r1rqmkyxr1ccwOSFO1Ug2FHkc565lIy1+8+q+prjft6CQZ+sQM/3/sLzX6/HJ3/uxh/bTmDf6cuqCbdktMn44E//wa8bj950XXYeu2jLIBTyOUtK5uDNDBv2NMLCQtTQvfu9WLt2jW1chjVr1qj57rnnLltnY++8M1FNq127tspylQCtlEEYP368CoZatW9/G9auXYt169ahXr16eOedd/D+++/jxRdfVEFbiUF89NFHN+yQTFoJW0lZg6ioKFUyQUjWbNOmTVCqVJha1z///FOVQcguMjKrsy05/0vGrYiJiUG5clnvLcqVK4eSTB7iTBzQHN2a2G8XybR/adYGXExIRXEUE5ekOmR877d/bQFbq5MXk/Dsl2vVA62bWZOtJYOURpCa4EQiz/nW0hRBnmgtXbpUPRGTk608AatQoYJ6MkZEREQlW8LshUB6Rub/F+Fku4FIXrXFMW8uN8r1hgB91wIBmTcGKReAuXcAGyYAluLbczkVDUlWWL58OT7//HN1HTxjxgy8+eabKjts1qxZeXoveQ8JPkh2rgySASaBguyZvFJTUZoKS6e/vXv3Rmys/c3eiRMnVCc80imaBJJfeumlEldLka5VOTLArsn+4bPxKvMrvyTQ8t3KQ7ZxKXMw6LbqN/wdmef2+mUwrm9T/PR8Z9zXspLd63/tOIXXftiU717mLyelqU7Yer+/RAVpx83ZqjpiW3sgVgVxb0aacP9vyV4M/d8qbD587rrz/bXjpF0dz051S+drvYuTTz75FBcuxKnht98WoHXrNrZxGSSjVSxc+AcuX45XwyuvjMrxvSR4ez0SqB01apRq5SslE5o3b67KKNSvXx+7dmkd8eXk+PHjtv9nZGSoBLTo6NLqPDp48CMqEBwTc1ata9euXXOdiCbn/xMnst5bnDyZ9T0pqSSLXTpCfOauOtC7ZT3Y2H/6MoZ/uQYHYi6juJCHPT+t/Q9P/G+VXVkDke2jIzndqEpHyAOl6z1Ik3ORXWmEaiyNQFnyVSRDTqzylFFObtKrIxEREVHoW8MR9sGL0Pl4q41hPBWLM71H4PzISTAn3vxGOlcimwAPbgMqds2cYAHWjgbm3wukXuJOIIeR1mWfffaZCqBKHcS2bdti9OjRePvtt1WT3byQrDIJEmzduhVbtmxRzWu7d++OPXu0pucjRoxQy5szZ47qNV2yuXr16mX7fbneloCtlGiQ7LNvvvlG9TkxduxY7nHCwNuqw9M9qwmy1FZMy+wc6FZ9uWy/CjpYDepQHQE+ua8j7uvlrupaSvNoCXha7Th6ESNmrsPZy3n/myC1cxdsPoZHP/tHZcxKGYSbroenAXXLhagswPLhftdkw0lNYKnBeTJbRrGQwPKa/VkZcM2qhCPUPzedgNHNzJ8/T3UuJg4cOKDOqz17Zp3vrP755x91LhwwYIAar1Spkkogi4+Px6ZNm1C5cuXrLkMydzdu3KjOmdKhmNTKbdGihUo2kxhGeHgpFdP4888/1HvmlnQ8Jg/z/vhjkXpoNmPGF6rOLWnublwe7z7YXGXfWl1MSMMLX6/H+7/twL5Tl4qkpXZKulGdM0Z+uwFPf7Eany7ejU2Hztk6Ucut/acvYdiMNfhq+X6kZ+ucUVoWSNmV757thAZXlaeRB0pv/LQFSTk8rNp+/IpdaYS2tbIyvIny3OVlWloafv31V3z11VequcM999yDTz75BF26dLnh0zEiIiIqGeSBbuDA7vC5rSnOPfsOUtduV9PjZ85D8oqNKDV1FLxbNcj/grxDgJ4LgY1vA2slaGUBjiwCvm0E3PsLENEo/8ugEk/qJkqQQEh2rIwLySCT/h7yols3rf6h1YQJE1T2rdRYlIDul19+qeo2SjBXzJw5U/V0Lq9LoGHJkiWqpdvff/+NiIgI1WnOW2+9hZdffhlvvPEGPDzYKV9JJsFEyWqV4IC4EJ+qMlFfuLe+XdZbbu0+EYdl2bJ1q0QGoGvDW2sCflejcogI8sb4udtsQVYpufDcV+vwZt8mqB4dlKv3kRqRn/65B//Fxuf4unxK6RSpUoS/qrNZsVSA+n+pQG9bSQOT2YyFW09g1j8H7bJ9Nx0+j61HVqF7swoY0LYq/Lzc8c+eGLugjJRGKHKmtMxPejMWedIDWCSQr8vDexeOX36Zi6FDn0BKSoo6n9133/0YPXrMNbGH559/HnPnzrVNe/fdd1XLX3lY9fjjj6tOxjIycm5lM2jQI3j11VHYunULateug7lzf1UP32rVqoVRo17FHXd0Vg/DpDbt1efnG6levTq+/vobjBjxnCqpIPV577zzznxsjeKnbvlQfPRoaxWolFrSIsNktnVOWDkiAHc3LoeOdUvD2yPPYak8OXzmChZtO4EVu08jJd1k1yJhwebjKthar0Koqg/etHK4qludUwmUpLQMVeLl983H7TomFPXKh6iHU2VCtYdCbw9oph56/bLhqG2ejYfO4Zkv12Ls/Y1RPtzfNn3z0Ut2D5gaVQp38BYgV6az5OERh5RB+PHHH1Ut28GDB6unXdKL462aOHGiCgDv378f3t7eaNWqlToJy0lQyEXx66+/ri5QpQmDPBnr0aOHujgNDMyqoySvyUWz9D4pTcmkl195bzkhZ39CJyd8yWSQ9ZcneYMGDbqmZq/UyTl79qxqavHxxx+jWbNmdk3WXnjhBbUN5A+InJgl80L+yOSGPA2U9b5y5UqBd1phNptx7tw51WyOwXRuu8LC7x23XWHjd875t53FbEb8l7/i4lvTYEnJvBmUoO7jfRDy2hNw885dD9A3dWwpsKgfkKpl7UDvCXT8BKj7qFZSwYH4vXON7eao6y4pZyDXhO3bt0fnzp1VoPSDDz5QtRTfe+89nDp16pbeVwIFklEr163bt29X15+dOnXCpUuXEBQUZFeT8bnnnlNZuBKkWLBgAXbs2GF7XToIlqCydJDTsGHDHJcl160yZN82cj0sy8rrtpH9eP78eVvv7jdjNMp+T4S7ux4GAxM8sm+XjAwTSpXyc+h2kUyyRz9bhUtJWfu7fa0ovHhvPdV0Obf7VbJZn/lqrerEy+rDgS3y3QHXsXMJeP2nLTgXn1Xf0tPghpe610frGtfPLruUmIYvlx+wCyJbVQj3Uxm0EqSV/3vlMgAkPb1/t/owFm09cU2z5QAfdwxsXw2Ld5zCoTNX1LQgXw98O7zDDbejo8h957Fjx1CxYkVVBkBYjOkwnd4AZCTm6s+afCSz2QQ3N33e/gy6+wORTbNqxxcBWXcJUxgMN193mddoNKkgW3EvNSyf1WQyQq832D6r9bsSGhoFDw/PQjnP5PWc9OHvO7F2f851Xb099KrkyN2NyqFCKX+HLvefPWfw5/aTtmM4tyKDvFUAV4b65UPUOWXdgVh89tcelTF8dTmYIZ1qoHO90jkGeuXBz5SFu5CW7eGPfOYXutVT57yE5DT0n7rClmkr20LO10WhJP29NhbgsZHTdZJcd0k/CLdyTZqnRxrTpk1TBbblwlCabMmQEwnE5ob8vtTtatq0qWpW8Oqr8rTrDpVBIIW+pRmEDHJhLE/DpCbN0KFD1TTr0zZrMzEpEi7NxKROzcMPP6wKjUuzNevFrMwjvyvN2JYtW4bHHntMFSK3PhH76aefVFBXPqPUyJkyZYp6TZpqyM2FkIvlRYsWqQtsuQmQTimkyZoUSCciIqJr6dzcEDikD7w7Nsf54W8jdfNuddeR/PcGhLz6uOM2WYXbgYe2AwvvA85s1LKFlg4BYtYBnT4F3LVSDUR59cgjj6gaihK0feWVV1Q2lrQyk/qIkyZNyvP7Sf1FqWUrN9qSbDBv3jx1nSuBWMmUzR6wFZIcIAFdIT+vThawjlvnyYkkM0gd3qvJTYWsR15vRuSmQwIquQnamkwyfyr0ejfo9cU8opIHJpOUlzNDp0tW28aRBrctiylL/lOBV7Fy7xkkJqfgqY4VrxtwvHq/Ltt73i5g26ZqKMI8MtSDl/zwAfBat2qY/NdhHLuglUaQYMaEX7ajb/MyuLNuKbvAh3yGZXvP4dctMUi5KpvS290NvZpEo2OtUjCoTOJ0xF+OQ845uDnr0zAMLcr74vsNJ7HndNbnjU/OwMd/amVLrFpUCkbcRfvalQVFzi+yT+Qe2Vqz2mLRwRTWCDAbcx2clHtlvT6rZEauuBkAi5tENVBUsmLocozc+MNqpRq1XyjuQVtxdVlKGdeO30sqmFtY55m8GNKmNJqV88Pfe89j96l4uyxVyXyVzHcZqkX4oUOtMDStGHxNJ4a5dfxCMlbsO4/1/8Uh9ToZ2H6eekQGeeHIuSRkq0pgc/Zyim2d5Nwi856Ky+qM0KpVlRD0a1EGAd7u6u9pTmqFGzD63uqYuuQ/XEhMt33m8b9sR7cGkSgV4GFXGqFelFe+z7O3qiT9vTYV4LGR03WStRPDAs+0lczU3PSUKU25boV80SVAKsHcdu3a5TiPBEwffPBB1ZOvZNJK5w1SokECudaLVgm8SjMxeT+5+JX/S7B19+7dtvfp27cvLl++jMWLF6txCdRK8Fguwq0bWjIQhg8fri7QZaNLpFyarPXp00fNIxnC0mRt/fr1qsnazTDT1jUwg4rbjt8718Hj1bW2ncVkwpX/zUHcu18ieu5keDWt4/iFmNKBf14Admh/z5Xw+lq5hKDr173LC37vXGO7FdR1lyQRSE3aKlWqqCzcvJLaitJKTNZLkhCkYzO59pWgrQSIs2fECmn11aFDB9UaTZoCy/Kl13Sr5ORklezwxx9/qI50csJMW+dT0Blwmw6fw/i521Vz5Oz1WF/r3RAeBv0NM4MSUo147PNVttIBkhU248n2CPFzUMsIyQ5MN6re1tcftA9O3NO4HIbeURN6NzfsOhGHzxbvwbHz13Z2LdlogztWd9g6yS2xNF2e/vf+63ZiNu3xNnZNmgs90zaPGaU5ZWW6CmbaFp9M26vJ8fXH9hNY8u8p9XAkJ5Lpfkf9MqpsitTClmcy6qeb/F/7/kvJFzkWtOnA8XOJ+OMmWbVSwqBrw7JoVT1CnQelvuz2Yxex5fB5bDly/pos2htl4g7vWgeNKuW+1blk9r8zfwe2H81sEZZJgtPW87SPpwE/PNcxx3N0YWCmbTHItJWODgqSfAAhvULeaB75kNbSBxIwrVu3rl3WgWTISrkEKYUgzcRkHmnOlp3MI03NrBfPcvEtPVJaycaV35HfFfK6PPHM/j41atRQmce5DdoSERGVZDq9HkFP9YV/367Qh2SVORIZR07BnJAEz/o37pX8pqQ5Z6ePgeiWwJIhgDEZOP8v8F1joMs3QJXu+Xt/KvGkXIEMt0oSCiTgK6QW4+bNmzF16lQ88MAD6ppUkgqyZ9vGxsaqFmVCfkrHO9nJ69bXrsfT01MNV5Pr3VsJoKsb5Vz+rsyi07nZBrJuQxm0LJyCeIjRolqkqhX75k9bbM1ypWbruDnbMPb+JvDK1mHZ1ft11spDdrVeH25fDWEBjm2t4OPlgTH3NcEXf+/DvI1ZNR8lsy32SoqqJ7tid8w1vyclEIZ1rY3aZa9/v3irWtWIQpMqpfDbpmP4fvVhuw7YapQOQsUI+79bBcna4bd10EiulfX/N4/CyvdL+5m7+Z2L9lm14+Rm65637eLKct6n1u/JtefYgj7P3IrSoX4Y0rmW6jhxzb6zWLj1OPactO9AVoK5c9dnnRfyQ7Jgb69fRtXjLhtm3wmhv48n2tWKVoM8uJHyLZv/O4/Nh8+pdbK2VrCSAHGflpUwoF3VHM+hNxLk54UJ/Zth5vIDmLP+iG169gdrLatFwMvDHUWlJP291hXwsXH1dVJ+llGwFZ/zGI2WIGrr1q1Rp07OmTdS5Fvq2UqWgVVumoldbx6Jdkvhc6nnJc0KcppHsmmt73GzJmu5yWqwflYZCpK8v5x4Cno5xRG3Hbcdv3eug8era247XZC/3XIlAzf26fFI274fQc8OQNCIh6HL70Vr9b5AaF3oFt4H3aUDQNoV4LcesDR9GZZW47Tmn7eI3zvX2G6OXI4EVqXvBMkUvvp9b6VEQnbyfnK9KAFcKe8lZbx69+6tXpMyXZKVK+UUhPyUzsusGctCejyXhAYpsUCUXeNK4RjfvxnG/LDZ1jv61iMXMOaHTRjXt2mOnf8cjLmCP7edsI2XC/PDvU0rFMiGlUy5oXfUQlSwD6b9tcfWTHnz4WubGft5GVSQRzoukizcgiIZbve1qoxO9UrjmxUHseTfkyoT7tFONQpsmUQlkRxr0gmZDEdj41VHYct2nrZ7WJIfklUrHSBK3djcZK5KkK2idF4YEYD7W1VWHSbuOHpBBXGlU8bwAC882qkmKkfeessdOXc91rkmqkYFqjq/aZnnZat2taJu+b2p+HKaoK3UtpXyBWvWrMnxdQl4Sl1auSCV3nFdgSPrh+VVXuuNEbcdv3dFi8cst1tJ/s5lzFuO9C1a7cDLk2Yh/o9V8Bj/NPTV8xsoCIfu9oUI2PA8vE/8rqboNr+L9BNrcKX15zB7h7v8tnMlhb3d8lM/LDvpI0E6sJWOcuVhffasr9yUDctOWnVJCQNpqSXrJ2W3pLNcKXcgpRweffRR1ceCtDqTQKyU6ZJArbVFl/T9INfCDz30kOoETRIHZN3kOjqnTFqieuVDVS/mo3/YrIIQYufxOLw6exPG92sKX6+sB2TSGZd0tJM9t+zpLrULvOOt7k0rqObGb/+y3RZczu7OBmUwuGMNBPkW3nc8xM8LI7rVw+O311THuTRbJqKCIYHSYV3rqON8xe7TKuP+SGxeqlNnZdV2rl8Gd+WQVZtXcsy3qhGpBkdrXztaPRB7c85WWzkWKQmRl3ILVHI4xV8f6dBr4cKFWLVqFcqUKXPN63JR26VLF/j7+6vOGiQLwSo3zcTkp3Va9nnkYtjb21sVZ5chp3myv8fNmqzldGEuF95X99QrtS0cWVvtejdGcoGR2559iduO37uixWOW260kf+csg/vgckIqLk+eBRhNMO8/htR+oxDy2uMIGHp/ngNj9koBvebBvP0j6FaPhM5shGfsWoT/1QWWu38ESrd26W3nSgp7u1nrQOaXlC746quvVN8O+SUZstJhrnScK0FaqYkrAdvbb79dvT558mS1bSTTVrJvpZzXZ599Zvt9uV6Va2YpAybBXKllO3DgQIwbNy7f60bFl5QSeOfB5nh19kYkpmqB272nLuGV2Rvxdv/mqvdzsebgRRyIuWKX9dWgYuEEEZpXjcCHA1ti7E+bbXUlq0RqgZyaZYJRVLIHtYmoYEmg9O7G5VWGrJwHUtKN6mGSquVrtmT+X/sp4zJd/m82W+BucFMZrEVVD/ZWAtUfP9oG36zYj0MxcXi4Q02XWXcqQUFbOeAkg0ACsZJlIIXWryaBTrlgleyBBQsWXHMBnptmYjKPdM6QncxjbWomZQ+kSZo0R+vRo4ftxkLGJaAsctNkraDrhxVkvTHituP3rujxmOV2K7HfOU8PhI4cDL87W+Pc8LeRvu8IkGFE3BufIW3zHpT6eBTc/H3zt4wmI4DIpsDC+4GkM9AlxUA3tyPQ7n2g0bN57nLaabadiynM7eaoZcj7SPkuR/jyyy9v+Lpc53766adquB6pp3v1dS3RzUiHPu891AKvfLcR8SkZtlIIr3y3AW8PaA4dLPh502nb/J7uegzpXLNQN2yVqEB8NqQtlu06jVKB3mhVPVKVUCCiknetEBbgmAevzkwemD3VpXZmLItZtpSzIr3TkKZc3333nWoaJlm00sRLBqkzaw3YSjOwpKQkdZEr49Z5pAbt1c3E/v33X5WtcHUzsaFDh+LIkSMYOXKkqlErGQs///wzRowYYVsXyYj94osv8M0332Dfvn0qg0GWK734iuxN1qSmmXRMJq9lb7JGREREt046ISuz9AsEDe9vm5a0aCVOdX4MaXv/y/+mLdMGeGg7ULaDNm42Av+MABY+AKQ7pik9FT9yvXijICqRq6gcGYj3H26JIF8P27TDZ+MxctYGTFuyDwmZWbiiX5sqKnBa2KQEQu8WldC2ZhQDtkREVOIVaabt559/rn7edtttdtNnzpypmqBt27YNGzduVNOsvexaHT16FBUqVMhVMzHJ4F20aJG66JYmblKCYcaMGSqD10p67JVas2PHjlVB4QYNGmDx4sV2nZPdrMkaERER5Y9Osm7HPgmv5vVw7qnxMMcnIuPIKZzuOhRl134H9zL2nYbmmW8E0GcJsHYMsOkdbdrBOcD5ncC9vwBhtbkLyc6LL76o+lWoXLmyShTIXqZL/Prrr9xi5DIqlPJXgVvJsLWWITh2PkENVtEhPujd4toWkER59c47E7F79y589933uZrf3V2PzZu3on79+tzYRETOUB7hRiSYe7N5cttMTN5r+/btN5xHSiFYyyHcapM1IiIiyj/fO1ujzLIvcXbwaKTvOoSAAffkP2Br5WYA2k4EoloAiwcCaVeASweA2c2AO2YANfs5ZjlULDzzzDOqlVWHDh0QGhqazxrLREVPOsCRwO3L327A+fhrO0d+8o7arK3opKR2p9wf5+48ZIHRaJbfkkeiuV6Gm5uUscnd/J06dcSaNatVoFVqdAvpAyY8PBSHDv2HV14ZBUc5duyYSsa6dOmSXR8zRETFmVN0REZERER0NfcK0Si96HNcmT4HQU8+4PgNVKU78OBWYEFv4Py/gDEZ+KM/ELMOuO1DQJ/VhJhKLimd9csvv6hsW6LionSILz4YqAVuz17WStOJ5lVLoVlVrZ8Qcr6A7YULSSoQm9ugrclkhF5vyFPQ1t3dDWFhvrkO3AYHB2P06FexYMHCXC+DiIhyh71nEBERkdNy8/ZE8LMPQudh3yQ9cf5yJC/TSijlS1BloN96oPagrGk7PgF+agfEn8z/+5PLCwkJUaURiIqbyCAfFbgtG6p19BjgbcATtxdu52OUt6CtBGz1ejdVRiA3g8GQu/msg7x3RoZZLSu3hg59EuvWrcPq1auueW3cuDfRu3dP2/iePXvQunUrBAcHonPnTnjllZdVtm52GzduQIMG9REWFozu3bvjypUranqzZs3UTyl16Ofnh9mzZ/PrQ0TFHoO2RERE5FKkU7Jzz7yNM/1eQtz7M2ExS9PPfHD3Bu78Crj9C0CvdWKKMxuB7xoBx/92yDqT63rjjTfw+uuvIzk5uahXhcjhwgO88fkT7TBxQDOM71ULUcE+3MpOTjJgDQa3Ahlym12bXXBwCF56aSReffXVG86XkZGBXr16oEuXLoiNPY8JE97G11/PvGa+uXPnYsmSpTh8+ChOnTql+pURmzZtUj9lWmJiIgYMGJDndSUicjUM2hIREZFLSfhuISwpaVIcH5fe+wpn+r4E08XL+XtTaWpa7zGg3zogoII2LeUCMPcOYMN4wJLPwDC5rI8++gh//vmn6py2bt26aNSokd1A5Orc9W5oUCEUgT72LRqIcuuZZ57FiRPH8dtv8687j2TQXrx4EaNGvQoPDw80b94c9913f46dP5YqVUrVre3Vqxe2bt3KHUFEJRZr2hIREZFLCR0/HPrIMMRNmC7tRZGyYhNOdX4MEV+Og1ejWvl784hGWp3bxQ8DRxapmoBYOwaIWQ90/RbwDnHUxyAX0aNHj6JeBSIip+bt7Y3Ro8dgzJjRWLFiZY7zxMTEICoqCgZDVgiiXLly2Lt3r918ERGRtv/7+voiISGhANeciMi5MWhLRERELkXn5obgZwbAq1FNxD7+BkznL8F4Khan73kaYROeQcCgHrnspOU6JDDbYwGwcaIWsJXA7dE/gO8aA/fOBcIbOvLjkJOT0ghERHRjgwc/iqlTp2DWrFk5vh4dHY2zZ8/CaDTaArcnTpzI9WZ1c2MjYSIqeXjmIyIiIpfk3aYRyiz7El7N6moTMoy4MHISzj09HuakrN7Qb4nODWjxGtBnCeAdpk2LPwb80BrY9YUqzUAlx+XLlzFjxgyMGjUKcXFxatq2bdtw+vTpol41IiKnoNfrMW7cW3j33Yk5vt68eQtV8uDdd99R9W03b96MuXPn5Pr9w8PDVeD2v//+c+BaExE5NwZtiYiIyGUZosIRPf8jBA7NqouXOGcJzg56zTELKN8ZeHAbENVCGzelwe3voQjYMAIw5jMwTC5h586dqFatGt5991188MEHKoArfv31VxXEJSIqTGazBUajuUAGee/86NWrNypXrpLja+7u7vjll3lYtGgRwsNDMWrUK+jffwA8PT1yXYJBWj507dpVBX+///77fK0rEZErYHkEIiIicmk6dwPC3hoOryZ1cO7ZibCkpiP4+YGOW0BAWeCBlcDKF4HtH6tJPkd+guXH/cC9vwBBlR23LHI6zz//PAYNGoT33nsP/v7+tul33XUX+vfvX6TrRkQlh5ubDgaDWx6CqxaYTCZYLFIuKPclg9zd3dSycmPZsuXXTFu7dp3t/2PH2peXqVevHtatW28bf/LJoShbtpxtPCPDpK15ZmuW5557DiNGjMj2fmPVQERUUjBoS0RERMWCX/cO8KhdGWlb98K7ZX3HvrneA+j4ERDVEpalQ6DLSILu/L9anduu3wGV73Hs8shpSBPe//3vf9dML126tKrPSERUGCSQGhbmqwKauavbbslWP1aXp+XkNmibV2vWrEb58hXU+fOff1bghx++x5w5cwtkWURExQGDtkRERFRseFQpp4bsLGYz4t75EoGDe8IQmVmf9lbV7AdLaB2YfusJQ/x/QNoVYH43oPlrQKs3ATd9/t6fnI6npyfi4+OvmX7w4EFVY5GIqLBIMFUCtrkN2ko1RMnOzUvQtiAdOXIEAwb0x6VLl1CmTBlMmDARt99+R1GvFhGR02JNWyIiIirWLk/5Dpcnz8Kpjo8iZe32/L9hWG1c7PInLFV6ZU3bOAH4pQuQfD7/709O5d5778W4ceNUxzlCgiXS4/nLL7+M3r17F/XqERG5jIcfHojjx08iPj4Re/fux9NPP13Uq0RE5NQYtCUiIqJiy5yUgvjvflf/N52PQ0yv53Dpo9m2enm3yuLuD8s9PwPtPwB0mdm1J/7WyiWc2eSIVScn8eGHHyIxMRGlSpVCSkoK2rdvjypVqqj6thMmTCjq1SMiIiKiYopBWyIiIiq23Hy9UWbJdHjf1lSbIKUS3pqGswNfhelKQv7eXJqnNnkBuH854BOhTUs4CfzYBtjxufSkkv8PQEUuMDAQS5cuxe+//46PPvoIw4YNwx9//IGVK1fC19e3qFePiIiIiIopBm2JiIioWNOHBSPqx/cR/OIg27TkP9fgVOchSNt1KP8LKNMOeGgbULqNNm7OAJY9BSweCGQk5//9ySm0adMGTz31FEaOHInOnTsX9eoQUQmQ31YhVDK+I/I1yVWZYyJyOeyIjIiIiIo9nV6PkJcfhWfj2jj31FswX4qH8dhpnL5rKMLeewEB/e7K3wL8ooH7lgOrXwa2Ttam7f0WOLcDuPdXILiKQz4HFS6z2Yyvv/4av/76K44dO6bq2VasWBF9+vTBQw89lMvOgIiI8sbd3V2dX86fP686PJT/S3AuI8OsgnO57YjMZDLBaDQ6TUdkeQ1EmkxuN/2sed8ursx+n8pnv3jxgvrser17Ua8cERUABm2JiIioxPDt3AJl/p6B2MFjkPbvAVhS03H+mYmA2YKAAXfn783lhum2SUBUC+CvwUBGEnBhl1bntussoEp3R30MKgRyMyydkEkphPr166Nu3bpq2r59+zBo0CAVyJ0/fz73BRE5nF6vR5kyZXDq1Cn1wMh6TjKZLLkOTsr88uDJze3mgU9nDdrq9bpcBW3zsl1c2dX71JphGxwcoaYRUfHDoC0RERGVKO7lohC98FNcHP0x4r/5De41KsKvR0fHLaD6/UBYXWBBLyBuP5AeD/zWA2j2CtD6LcCNl1+uQDJsV61ahWXLlqFDhw52ry1fvhw9evTArFmz8PDDDxfZOhJR8eXn54eqVasiIyNDjRuNZly8mAyDwQ16/c0DdBaLGVeuXEJgYDB0OtcK6JlMZvV5Q0N91Oe9kbxuF1d29T61ZtgyYEtUfPGugYiIiEocNy9PhH/wIrya1YFno1qqwzKHCq0JDNgE/PUocHCONm3TO8DZTcDdPwA+pRy7PHK4H374Aa+++uo1AVvRsWNHvPLKK5g9ezaDtkRUoBm3MliDkwaDEe7u+psGMq0BPr3eAA8PT5cL2spnBUzw8vLKVdA2L9vFlbnyPiWiW8MjnYiIiEos//u7wKNKObtpGcdjEPfh17CYTPl7cw9/4J6fgNsmZ2XXnlgOfNsIiNmQv/emArdz50506dLluq937doV//77L/cEERERERUIBm2JiIiIMplT03B28BhceudLnHngRZguXMrftpG2i42fA+5bAfhGadMSTwM/tQO2fyJpM9z2TiouLg4RERHXfV1eu3Qpn98PIiIiIqLrYNCWiIiIKFPq+n+Rvuc/9f+UlVtwstNjSN28O//bp0wb4KFtQJl22rg5A1g+HPjjQa3DMnI60kO3wXD9SmLSZFnrwZuIiIiIyPFY05aIiIgok0+HZoj+dQpih7wO07k4mGLO4fS9wxD65jAEDumdv56pfSOBPn8Da14FtnygTdv/PXBhJ9DtFyCkGveDk/XSPWjQIHh6eub4elpaWqGvExERERGVHMy0JSIiIsrGu1UDlFn2Jbxa1tcmGE24+NpUnHv8DZgTk/O3rfTuQPv3gW5zAHc/bdqF3cDsJsChX7kfnMjAgQNRqlQpBAYG5jjIaw8//HBRryYRERERFVPMtCUiIiK6+gIpMkxl3MZNmI7Ln/ygpiXOX460Pf+h1JfjgGCf/G2zan2AsLrAgl7Axb1AegKwoDfQ5CWg7dtZHZdRkZk5c6bD33PixIn49ddfsX//fnh7e6NVq1Z49913Ub16dds8qampeOGFF/Djjz+qbN4777wTn332mV193RMnTuDJJ5/EihUr4OfnpwLM8t43KudARERERK6FmbZEREREOdAZDAh9/SlEfD0Bbv6+alrGoeOI6ToUlguX87/NQqoD/TcC1ftmTdvyPjD3diAplvukGFq5ciWefvppbNiwAUuXLkVGRgbuuOMOJCVl1TUeMWIEfv/9d8yZM0fNHxMTg169etnV2r377ruRnp6OdevW4ZtvvsHXX3+NsWPHFtGnIiIiIqKCwKAtERER0Q343d0OpZd+AY9aldR4wGO9oQsLcsw28/AD7v4e6DA1K7v25D/Atw2B02u5X4qZxYsXqzq5tWvXRv369VWwVbJmt27dql6/cuUKvvzyS0yaNAkdO3ZE48aNVcavBGcl0CuWLFmCvXv34rvvvkODBg3QtWtXvPXWW/j0009VIJeIiIiIige2oSIiIiK6CY/KZVH6z//hyle/IuCJ+3D+4kXHbTPp3KzRM0BEY2Dh/UBiDJB0Bvj5NqD9B0DDZ7R5qNiRIK0ICQlRPyV4K9m3nTt3ts1To0YNlCtXDuvXr0eLFi3Uz7p169qVS5ASClIuYc+ePWjYsOE1y5EyC9k7TouPj1c/zWazGvJC5pdO2nL7e9r8MuhgseRpUcWatk207Z/HXVAg8rpfqfDl9VjS5rWon8X5+ChJ55i87lNnO8+Qc597S96xZC6QYyOnfZqf/cugLREREVEuuPl4IXhY/2suvFLWbodn/epw88tnndvSrYEHtwGL+mrZtmYjsOI5IGYDcMcXWlYuFRvyPXruuefQunVr1KlTR007e/YsPDw8EBRkn8ktAVp5zTpP9oCt9XXrazmRerdvvvnmNdPPnz+vaujmdb0l2Cw3JG5uN2+0ZzLJ/KnQ692g1/PhQ9Z2sahto9Mlq21T1PK6X6nw5fVYkn2ZmKg9oNG52IO/vBwfJekck9d96mznGXLuc29JOpZMBXhs5LRPExISXDNom5vOGKZPn47vv/8e27ZtUx/00qVL11zIVqhQAcePH7/mvV955RXb+M6dO1UNsc2bNyM8PBzDhw/HyJEj7X5HaoeNGTMGx44dQ9WqVdW63HXXXbbXZaO//vrr+OKLL3D58mV1kf3555+reYmIiKjkSd20C2ceeBHu1Ssgava7qgOzfPGNAPosBda8Bmx+T5t24Efgwk6g2y9AaA2HrDcVPbku3b17N9asWVPgyxo1ahSef/55u0zbsmXLqmvigICAPN+MSLBAfjc3N5hGo2ScJMLdXQ+DgUGD7NslI8OE8HA/p9gued2vVPjyeixZszFDQkKh07kV2+OjJJ1j8rpPne08Q8597i1Jx5KxAI+NnPapl5eXawZtrZ0xNG3aFEajEa+++qrqjEHqdPn6ah1+JCcno0uXLmqQC87rGTduHIYMGWIb9/f3t7swlfeVpmbTpk3Drl27MHjwYBX8ffzxx9U8UiusX79+Kth7zz33qEBxjx49VLDYmv3w3nvv4aOPPlIdPlSsWFEFeKU5mqxvfnYCERERuR6L0Yhzw9+GJS0d6TsP4nTXoYj64X141KiYvzeW2rbt3gWiWgCLBwLpCcDFvcDspkCXmUC1Po76CFREhg0bhoULF2LVqlUoU6aMbXpkZKSqSyvJAdmTFGJjY9Vr1nk2bdpk937yuvW1nHh6eqrhanIzcSs3iXIzktvflVkkuGAdyLoNZdCycIr6Rv1W9isVvls5lmSfuuKxl5fjo6SdY/KyT53xPEPOe+4tSceSroCPjav3aX6W4ebMnTEIaTYmGbNSw+tGJEgrF6rWwRr0FbNnz1YXwF999ZVaVt++ffHMM8+oTh6spk6dqgLDL730EmrWrKk6dGjUqBE++eQTW5btlClTMHr0aHTv3h316tXDrFmzVI++8+fPL5DtQ0RERM5LZzAg8tuJMJTVAmXGU7E4ffdTSF6ddR2TL1V7AgO2AGHaw2NkJAK/3wf88yJgynDMMqhQyfWkBGznzZuH5cuXqySA7KTjMXd3dyxbtsw27cCBA+r6uGXLlmpcfkoCwrlz52zzLF26VGXM1qpVqxA/DREREREVJDdn7owhL9555x2Ehoaqzhfef/99lblrJR02tGvXTtUIs5IMWbkIlnIL1nmyd/pgnUemi6NHj6o6YdnnCQwMRPPmzW3zEBERUcniUa0CSv85TdW0Feb4RFUuIWHOX45ZQEg1oP8GoEb/rGlbPwTmdAISzzhmGVRopIXZd999p1p0ScKBXFvKkJKSYru2fPTRR1UpgxUrVqhEhkceeUQFaq0JDNJ6TIKzDz30EP7991/89ddfKqlA3junbFoiIiIick0GZ+6MIbcka1ayYiXYK2UOpIzCmTNnbJm0cjF8dSZD9g4bgoODr9upQ/ZOH7L/Xk7zFGRPva7cC6Gr4bbjtuP3znXweOW2c4bvnVt4MCLnTcW5J95EytL1QIYR554aj/TjZxA04qH8dwCj9wa6zAKiWkK38nnozBnA6dWwfNsIlrt/BMq0hSso7OPVGa+BpC8Ecdttt9lNnzlzpmp9JiZPnqya0fXu3VtdR0oSwWeffWabV6/Xq9IKTz75pArmSuuygQMHqlJhRERERFR8GIpDZwzZO1aQsgWSUfvEE0+o+rRFmXHgyJ56XbkXQlfDbcdtx++d6+Dxym3nTN873XvPwvCOP4w/LVHjl9/9EomHjsJj9BDo3B1wyRXdB+63V0TQqiHQp5yBLvksMLcTEhqOQXKNx7UCXU6ssI/X/PTUW1Dks9+M9JPw6aefquF6ypcvjz/++MPBa0dEREREzsTgzJ0x3CopWSDlEY4dO4bq1aurGrfWDhqu12HD9ebJ/rp1WlRUlN08DRo0KPCeel25F0JXw23Hbcfvnevg8cpt52zfO8vUV3GleiVcGjdNjRsXrkapJ/vBs141xyy8VFegwjZY/hgA3cnl0FlMCNj2BvwTdsNyxwzAI6sj1pJ+vLKTWCIiIiJyZYaizjYYPny46ozhn3/+uaaEwa3asWOHuhkoVaqUGpemY6+99hoyMjJU5w7WDhskoCulEazzSKcPUqLBSuaxdvog6yaBW5nHGqSVIOzGjRtV87TC6KnXVXshdEXcdtx2/N65Dh6v3HbO9r0LGT4AHmWjcG74BIRPeQXeDWo4duF+kUCfv4C1Y4BN72jrc2gudBd3A/f+CoTWhLMqzOOV1z9ERERE5MoMRV0SQTpi+O2332ydMVg7YfD29lb/t3bQcPjwYTUuveXKvOXKlVM1bKUTMAmcdujQQU2X8REjRuDBBx+0BWT79++vyhRIxw4vv/yyKsMwdepUVTPM6tlnn0X79u3x4Ycf4u6778aPP/6ILVu2YPr06babDAnojh8/HlWrVlVB3DFjxiA6Oho9evQogq1HREREzsqvR0d4tagHQ2RYwSzAzQC0nQhEtQD+fBhIjwfi9gOzmwJ3fAnUeKBglktERERERIXCrag7Y5DaZtIZg5QcsA4//fSTbZ5p06ahYcOGGDJkiBpv166dGl+wYIEal0xWCbBKwLV27dqYMGGCCtpag63WIPCSJUtw9OhRNG7cGC+88ALGjh2Lxx9/3DZPq1atVABZfq9+/fqYO3cu5s+fb9cp2siRI1VmsPxe06ZNkZiYiMWLF7P5HREREV0jp4DtpanfIfmfzY7bWlW6Aw9uBcLraeMZScCivsC6N6RJE/cKEREREZGLKvLyCDfzxhtvqOF6GjVqhA0bNtz0faSDstWrV99wnvvuu08N1yPZttIzL3vnJSIioryK/34R4sb/DzDoET5pJAL63eWYjRhcBei3Hvh7KLD3W23a+jeB+GPA7dMBvQd3FhERERGRi2GxUyIiIqJCeFCd/HfmQ2ajCeefmYi4977K1QPsXHH3Abp8A7T/UB4za9P2fAP8eheQdsUxyyAiIiIiokLDoC0RERFRAZPWOhFfvIHAx3rbpl16fybOD38blvQMRy0EaPI80O1nQJ/ZEeqJZcCPbYD4k45ZBhERERERFQoGbYmIiIgKgU6vR+jbzyL0rWFagBVAwk+LcabfSzDFJzpuQdX6APctB7xCtfELu4EfWgDn/nXcMoiIiIiIqEAxaEtERERUiBm3QUMfQMSX46Dz0mrNpqzaiph7nobxdKzjFlS6FdBvHRBYSRtPjAF+agscW+K4ZRARERERUYFh0JaIiIiokPl1uw3Rv06FW0igGk/fdwSn7nwCaXsOO24hIdWA/huAqObaeHqCVuN211eOWwYRERERERUIBm2JiIiIioBX0zoo/cfncK9YRptgtsDN39exC/EJ10olVOmpjVtMwJJHgbVjpXc0xy6LiIiIiIgchkFbIiIioiLiUbksSv/xGbzbN0Hk9+/CvVyU4xfi7gN0mwM0ejZr2oa3gMUDAVO645dHRERERET5xqAtERERURHShwUjeu5keDWoYTfdkpYOi6OyYd30QIcpwG2TpbKuNm3vt8CvXYHUy45ZBhEREREROQyDtkREREROxmIyIfbxN3Du6fGwpGc47o0bP6dl3Rq8tPETy4Ef2wDxJx23DCIiIiIiyjcGbYmIiIiczMXXP0XSH6uROGcJYh54EaYrCY5782q9tTq3XqGZC9sD/NACOLfDccsgIiIiIqJ8YdCWiIiIyMl4t2oAnben+n/qmm04ffdTyDh51nELiG4J9F8PBFXRxhNjgB/bAkcXO24ZRERERER0yxi0JSIiInIyvne1Q/T8j+AWFqTGMw4cw+kuTyDt3wOOW0hwVaDfOiCqhTaekQjMuwfYOcNxyyAiIiIiolvCoC0RERGRE/JqVAtl/vwf3CuXVeOmc3E4fe9wJC1d77iF+IRrpRKq9tLGLSZg6RBgzWjAUZ2gERERERFRnjFoS0REROSk3CtEo/Qfn8OreT01bklOwdkHX8GVr+c7cCHewD0/A41HZE3bOAH482HAlO645RARERERUa4xaEtERETkxPQhgYiaOwm+3TtqE8xmXHjpQyT85MD6s2564LZJQIcpAHTatH3fAb90AVIvO245RERERESUKwzaEhERETk5Ny9PREx/HUHD+qlxj3rV4Ht3O8cvqNGzwL2/AAYvbfzkCuDH1kD8Cccvi4iIiIiIrotBWyIiIiIXoHNzQ+jrTyF86iuImv0u3Px8CmZBVXsC960AvMO08Yt7ge9bALHbC2Z5RERERER0DQZtiYiIiFxIQP+7YYjMDKhmMp6ORcbxGMctJLoF0G89EFxVG086A/zUFjj6p+OWQURERERE18WgLREREZELM8Un4ky/kTjddShSt+9z3BsHVwH6rgOiW2njGUnAvG7AzumOWwYREREREeWIQVsiIiIiFxY3bhrS9x2B6fwlxHQfjqTFaxz35j5hQJ+/gaq9tXGLCVj6BLDmNcBicdxyiIiIiIjIDoO2RERERC4sZPQT8GpZX/3fkpKGswNfQ/wPfzhuAe7eQLefgcYvZE3b+Dbwx4OAMc1xyyEiIiIiIhsGbYmIiIhcmD7IH9FzJsGvV2dtgtmM889MRPysBY5biM4NuO0DoMNHMqJN2/898MudQOolxy2HiIiIiIgUBm2JiIiIXJzO0wOlPh+DwCF9bNPOv/A+rsz4xbELajQcuPdXwOCtjZ9aCfzQGog/7tjlFFOrVq1Ct27dEB0dDZ1Oh/nz59u9brFYMHbsWERFRcHb2xudO3fGoUOH7OaJi4vDgAEDEBAQgKCgIDz66KNITEws5E9CRERERAWNQVsiIiKiYkDn5obQCc8gaFg/27QLo6bg8mc/OnZBVXsA968AvMO18bh9wPctgNitjl1OMZSUlIT69evj008/zfH19957Dx999BGmTZuGjRs3wtfXF3feeSdSU1Nt80jAds+ePVi6dCkWLlyoAsGPP/54IX4KIiIiIioMDNoSERERFROSvRky9kkEPz/QNu3i658iaclaxy4oqjnQfz0QXFUbTzoL/NQeOOLAWrrFUNeuXTF+/Hj07Nnzmtcky3bKlCkYPXo0unfvjnr16mHWrFmIiYmxZeTu27cPixcvxowZM9C8eXO0adMGH3/8MX788Uc1HxEREREVH4aiXgEiIiIicnDgdtRj0Hm4I+6dGfDrczt8OrVw/CYOqgz0Ww/M7w7ErAUykoD53YBOnwH1n3D88oq5o0eP4uzZs6okglVgYKAKzq5fvx59+/ZVP6UkQpMmTWzzyPxubm4qMzenYLBIS0tTg1V8fLz6aTab1ZAXMr8EmHP7e9r8MuhgseRpUcWatk207Z/HXVAg8rpfqfDl9VjS5rWon8X5+ChJ55i87lNnO8+Qc597S96xZC6QYyOnfZqf/cugLREREVExFPzCQHjUqgSf21tCp9cXzEK8Q4H7/gb+fBg4OAeQG8m/hwLxx4A2E7QOzChXJGArIiIi7KbLuPU1+VmqVCm71w0GA0JCQmzz5GTixIl48803r5l+/vx5u9ILuSE3HleuXFE3JBIsvhmTSeZPhV7vBr0+sxM7gslkUdtGp0tW26ao5XW/UuHL67Ek+zIxMd72MK+4Hh8l6RyT133qbOcZcu5zb0k6lkwFeGzktE8TEhJu+f0YtCUiIiIqpny7tr1mmvHMeegjwxx3E2/wAu75EVhVHtjygTZt0zta52R3zgQMno5ZDt2yUaNG4fnnn7fLtC1btizCw8NVh2Z5vRmR7478bm5uMI1GyThJhLu7HgYDgwbZt0tGhgnh4X5OsV3yul+p8OX1WLJmY4aEhELnYg/Q8nJ8lKRzTF73qbOdZ8i5z70l6VgyFuCxkdM+9fLyuuX3Y9CWiIiIqIRIP3gMp7sPh1+32xD2zgjVeZlDyM1j+/eBgPLAime1jNv9PwCJMUD3eYBXsGOWU4xFRkaqn7GxsYiKirJNl/EGDRrY5jl37pzd7xmNRsTFxdl+Pyeenp5quJrcTNzKTaLcjOT2d2UWCS5YB7JuQxm0LJyivlG/lf1Khe9WjiXZp6547OXl+Chp55i87FNnPM+Q8557S9KxpCvgY+PqfZqfZRTpnpCmWk2bNoW/v79q6tWjRw8cOHDAbp7p06fjtttuU1kA8sEvX758zfvIhar0pCvzSJ2vRx99FImJiXbz7Ny5E23btlURbskskN55rzZnzhzUqFFDzVO3bl388Yd9ZxqS3jx27Fh1Ie3t7a1qiB06dMhh24OIiIiooJiTUxFz3wswX7iM+Jnzcf7592AxmRy7kIbDgHvnAQZvbfzUSuCH1sCVY45dTjFUsWJFFXhdtmyZXUas1Kpt2bKlGpefci28detW2zzLly9XWR1S+5aIiIiIio8iDdquXLkSTz/9NDZs2IClS5ciIyMDd9xxB5KSkmzzJCcno0uXLnj11Vev+z4SsN2zZ496j4ULF2LVqlV4/PHH7S545X3Lly+vLnLff/99vPHGGyogbLVu3Tr069dPBXy3b9+uAsgy7N692zaPBHo/+ugjTJs2TV1A+/r64s4778xzLTAiIiKiwubm44XQMU9oqRRSX2v2Ipwb/jYsRqNjF1TlXuD+fwCfzNqrcfuA71sAZ7egpJOkgh07dqjB2vmY/P/EiRMqOeG5557D+PHjsWDBAuzatQsPP/wwoqOj1TWpqFmzprouHjJkCDZt2oS1a9di2LBhqpMymY+IiIiIio8iLY+wePFiu/Gvv/5aZdxKYLVdu3Zqmly8in/++SfH99i3b596n82bN9t60v34449x11134YMPPlAXsLNnz0Z6ejq++uoreHh4oHbt2uoCedKkSbbg7tSpU9VF8EsvvaTG33rrLRUE/uSTT1SQVrJsp0yZgtGjR6N79+5qnlmzZqnOIebPn68ulomIiIicmX+fO6Bzd0fs0DcBowmJcxntlssAADZLSURBVJbAkm5ExOdjoHN34GVhVDOg33rg17uASweA5Fjo5nSAZ+tpQKkBKKm2bNmCDh062MatdWYHDhyoroNHjhypkhfk+lQyatu0aaOuc7PXQpPrWgnUdurUSTW36927t0oqICIiIqLixalq2koPa0J6wM2t9evXq5II1oCtkLIFchEr2bA9e/ZU80gQWAK2VpIh++677+LSpUsIDg5W82TvoME6jwRkrZkQ0iuvvLdVYGCgaoomv5tT0DYtLU0N2TN+hTRhk6EgyftLoLmgl1Mccdtx2/F75zp4vHLb8XuXdz7d2qOUYRzODXkdyDAi6bflOJuejlL/ex06z6xrpXwLqAD0XQPdbz2hi1kDnTEZQasGwex2BeYGTxX4rnPGayAp+SXXZ9cj2bbjxo1Tw/XIdfL3339fQGtIRERERM7CaYK2cmEtWbWtW7dGnTp1cv17EkiV7NzsDAaDuqCV16zzSJ2w7CRD1vqaBG3lp3Va9nmyv0f238tpnpxq9r755pvXTD9//nyBl1SQ7SlBcLkxKOqC1q6G247bjt8718HjlduO37tb1LgaPKeORNpz7wPpGUj+cw1ODhgJz8kvOjZwK9p9i8B1z8L7xALoLGboVr2EC4EtYfYtjYKUkJBQoO9PRERERFQigrZS21bqx65ZswbFxahRo+yydyXTVjpBCw8PV52mFXQgQ7I1ZFkM2nLbFRZ+77jtChu/c9x2RaHYfO9634mUsFDEDnwVlpQ0mFZvh/mFyYj8/l3oDA6+ROz1C8yrX4Fu6yRYun6HsIoNUdCylxQgIiIiInI1ThG0lbpc1g7EypQpk6fflV52z507ZzfNaDQiLi5OvWadJzY21m4e6/jN5sn+unVaVFSU3TwNGjTIcd08PT3VcDW5wSuMmzy5oSysZRU33HbcdvzeuQ4er9x2/N7dOt8OzRD1w/s40/9lWJJT4NOuCfTZykk5jhvM7d7DxYi7EVK1faFcm/D6h4iIiIhcWZFG86TpvgRs582bh+XLl19TwiA3WrZsqTpqkM7LrOS9JAtG6s1a55GAcEZGhm0e6WSsevXqqjSCdZ5ly5bZvbfMI9OFrJsEbrPPI5mzUjfXOg8RERGRq/Fu3RDRcz5EyJihCH6mYDsJMwbXLND3JyIiIiIqLtyKuiTCd999pzpT8Pf3V7VhZUhJSbHNI+M7duzA4cOH1fiuXbvUuGTSipo1a6JLly4YMmQINm3ahLVr16pAsHQMFh0drebp37+/6oTs0UcfxZ49e/DTTz9h6tSpdqULnn32WdU774cffoj9+/fjjTfeUD38yntZM7mk5u748eOxYMECtR4PP/ywWkaPHj0KecsREREROY5Xs7o5BmwtTtiZFxERERFRSVCkQdvPP/9cdZYlPelKyQHrIEFVq2nTpqFhw4YqKCvatWunxiVwajV79mzUqFEDnTp1wl133YU2bdpg+vTpttcDAwOxZMkSHD16FI0bN8YLL7yAsWPH4vHHH7fN06pVKxU8lt+rX78+5s6di/nz59t1ijZy5EgMHz5c/V7Tpk2RmJioAr2smUZERETFTdLfG3D67qdguni5qFeFiIiIiKjEMRR1eYSbkYxXGW4kJCREBVxvpF69eli9evUN57nvvvvUcD2SbTtu3Dg1EBERERVXyau3InbQa7CkpSOm17OImjsFhnCtpBQRERERERU89lBFRERERHYMkWFwC/JX/0/fewQx3YfDePYCtxIRERERUSFh0JaIiIiI7HhULY/SCz6BoXQpNZ5x6Dhi7h0O4+lYbikiIiIiokLAoC0RERERXcO9UhlES+C2XJQazzh6Cqe7D0fGiTPcWkREROSaUi8BsduA5HNFvSZEN8WgLRERERHlyL1cFEov+BjuFcuocePxM4i5dxgyjpziFiMiIiLXYEoHLGYg/gRwdhNw5Siw80vg9/uB9OSiXjui62LQloiIiIiuy1A6AtESuK1aXo0bT5/D6XuHIf3QcW41IiIicm5nNgFf1wa2fQzEbgeMKUDqRWDzO8DBOcDsxkDcgaJeS6IcMWhLRERERDftmCx6/kfwqFlJjZviriDjWAy3GhERETknsxHYMB74oRVw+TCwbgyQcg5w8wDMZsCUps0Xtx+Y3Qw49GtRrzHdivR4GGJWwOPwD9Bf2qtlVBcjhqJeASIiIiJyfoZSIYieNxVn+o9E0PAB8L29ZVGvErmIoHVDYMiIgyWgAkz+lWAOqAyzf0WY/CsA7n4Fs9D0eLilxwPmNOjkxtyk/bS4ucEcUAUWz5CCWS6VbBkpQOJpIDUuc7gIpMQBKReAlPNZ00XXb7Wgkmcg4FFAxwEVCl36FRhi18JwZjX0Vw4gI6I10uo8A7i5cw8UFSl/8MdDQMzarGk+EYBXKBDVHKh0FxBeD1jUF0g4qf5mYEEfoOlLQNuJgI75jU7PlAFd/FEEzW8IHSy2yWb3ABjDGsMY0QrGyHYwhjcBDN5wVQzaEhEREVGu6EODUPqPz6HT67nFKHfMJnjGroAh7TyQQx92Zo9gmP3KweRXHmnVBsNY5nZAp1OvuV3aD8//ZkOXHg9dRgJ0xkTo0hMB+ZmRqI0bk9UyLnffCljkpk0ybCzw2T4OXke+v/5qeYbCFFAFxojWSGn8BuBWTG6LkmKBg3OBw/O04KAExd19gOavAhFNtECEDAmngMPzAQ9/wN0XMPhCbw4BwkIBNwYrrlsTUwKyUhMz4YT2s9ZDgFeI9po5HTj4C7B82M33kwTzTq8HdGbt90PrAD5hDv86UAEyJsN72zi4n1kJfdwu6NS5R+NxajE8D32LpDafwxTBB5yFSv4O7P0WWDYMyEjInKgDqj8AtHgNCK4G6D20yaVbAQO2AIv6ASeXq78d2PweELsFuGcO4M2He0VNlxILw/nNMJzbBMP5jTCGNEBKzae0h2Hp8bBkpMDiEQRd+iXb77hlxMPjzAo1ABNg0RlgCq6D5CbjYYzuYLvGcBXF5OqEiIiIiApDTgHbK1/MhWf96vBqVpc7geyZM9QN1PW4pV+CW9wlGOL+RYZ/VUDnA+g9AYsJ+nPr4b3rw9xt0ditWjBSNYu0wJJ6+Yazu6VdhNv5i4AxHYi8XQtcegYAel/4bntNLd8UVBOm0HowlmoJi2RnOavk81qz3gM/AqdW5dw0tHQ7ICNZu1nV6YEzG4G1o20vS5g2XLac3gsIrQ2UagBENgFKNdSCvW6F8KDGbNKWI9mnGUlaE2YJpksAOrAiEFAR8A7N/Q335f+Ai3uBS4eAy4eAuIPaz5SLWtBU764to2JXoO07mdtGtoQO+PNBID1Bez39ipaJJwHxbNlcirxPWF3AkqE1t85tb/TyGSUD3OABJJwGjGnAuW1AncGAb0Tet11JZzbC4+Sf0Lvd/Lsh2Xd2x3NGItySz8IimXgGH1gMPtp+z/Y906Vdhi71PMyBVbVsavlupMXD89AsuKXnfK4xxB9EwB+dkVZ1IJKbvQN4BDjms9L1pV4Clg4FDv6cNc2nFNBqHFC1d84PRnxLAX2WAmte0wK2Enw/sRyYVR/oPk87D96MnHPlXHPyH+3BTrNXtGNcgsNyjojbp73uVwbwLwP4lQYMXgW7J+WcIuetzAeb2rnLkvlwM/M8Zv1/eAPA4Fmw63PT9U1RWer6y/ugvyTDbugv7YE+6aTdbLqkWKSEtM58QCvnbB3SSrWFzpwOs3eEOu4Ml/fYXXfoLEYY4nbAcuk/7RpDgvE6P8DNB4Dzt3Jg0JaIiIiIbtmVGb/gwqtTofPxRtT378K7dUNuTcp2t+GFM3fvgmfqCXgkH4Nb/H9wSzoFfUqMCpS4pZyFW3qcatpodvPLFvTSwSI3nddhcfNQAUYVZJSbYktmwE8Ckjo3mAKqIj2jFSzympt75k+pY5iubgL1SafglnEZJq9SWhBPmq+rxerhfmIh3Ez2vYkbA6rBGNkaxqj2yJCgj2+ZW9/Ljqq3Z8oA5t0DnFimff4bMmvBx+yB3hzoTKnAua3asPtLLWg6aC/gGaRl7EpgK/64lsHrI2FeB5Bg8u6ZwJYPgA5TtMBs6hVAb9CCMJIFZyXBdf/yQGAFILAyEFQJ8I3UOhaqPUg9JIAxFZDP8feTwPGlN1++1Lq0NqFWgTqdFvyWwNzNXDkCBJYHdAbtuyfrUqa9FqCThwAegdq28wrWPpd3GOAdrjXRVkESndaMe/8PwM5pwPaPgO6/AVHNUBB0yWegTziujkHbkHgCbkknVVBSMtbMPqWRUeZ2pNV62j5AnpGoMrKLLEtNgmBSezR2m9asPbSWFtxPSYQu7gSC/umbq7eJb/k/GEMbaucLNz3cY9fCf/3TdvNYZL8YvGHRe6tzjZynpLl1QpMPtexN+c4a05DhXw2eFzfB6FMOxuC6yAhtDItvNHz2fAhD/CF1XvM4Ng8p1R+HRbKpiyCjX5cWB93RlYA+Fxn0Fe60X0f5nHJukeOusMoFnN0MbJsKXD6iPcCT84wEXmWQY0fGrcdRSPWs9ZXf+60XkHgq673KdgTavQeE183Krs2JtC5oNxGIagH8NQhIu6y9zy93AIMPX5txK+fwC3u0IO3JFcCplVllT+RcUKqJdv6S/8vDoX2zgb2z7N9DMuz9SkPnVxoBugDovL21h2QNnrIPqkrGsJRWkf0g4xZ54JOuffflvKe+i0laYLryvdq6qfXbBfzaNXfb/L4VgF80YDQBl1LhcWUj/HdNhCmkHoxhDWEKbQBjaH1YvKPyf/wbU1VwVh6Kqn0ix7UxFV47P4DPLgma35guQ/426AF3f/WQFd7BSImYpH1H3b2190tPgtvlvTCcXQvDhS1wv7wburSLMLmHaEF1eVBmMQCGICCiDWBw7sAtg7ZEREREdEssZjOS/tKCHZbkFJzp9xIiv30HPu1zkZlCJYdvBMxB0TAaWmnjckMpN50SdJRsw/QEuCWdUHXoVEaQvKbTw+QdjHifj2Hx8IfF3R8WCYAZ/NT/tSzMzKb+1uxIlXUj4zqkR7dCuhrHVa/rMgN7adDJjbAEYHQe2k2v1L1NuQCdKeWaj6Cyd+IPAgdnqnGTb1kktf4MxtKdcv7MpnS4JRyB/soh6OMPwU1+Xjmo/p9a/QkkVngYSE0C3L0AL1/gx7ZaQDR7MDKgQmaGaQUt6KcytyRAbdECihIkSI61D9j6RgFlOwCV7gWim2du30Qt4CpBRXkPuemXbS1BD3XjnwRz2hWkX/gPnkn/QZeUrY6Fb7SWxSzBcckMk3WUjn1O/K0FGKr2Aar1AUKq5f17Ic1b//1MC9BYg+YbJgCNntE+Z5pJy07LTtY3bq82ZCfrJ5m4kvFqzCxVIN+Ra3akjxYsUYENo/Z9kwCrJXsGmiUzMy0bCbyqgFEpLRNWtrNsG8lCln0kAViVvesB1ByQ+QDBkO1Bwg0CHVKi4o8B2v+TzgI/tQNu/x9QeyBulVvCcRhilgGh92jbQ7aLKQN+Kx6E+7n11//F5Bjg8l6YZZ0DJfvOK7N8hjeCfm8JnSUDZu9ImH1LqwcjqbWHwxxUHQ5nSof7pT3Qnd8HXNihfQcv7NSCVKLWQKDWg9p4agpwIatp9E3FH5MdmjV+cc81s6j6mMZkrfxKJsPFHUDcAS2QKNvFKxgptZ5Fsl80LH7lskqRuOkRX+V+eO14D957JiO5Qn9YLh8HjEYguArgFQSHMZvglngc+iv7ob+sDSl1RqjAu3p4kZYM9zProN/0WO7eT0oFyPdRAqFy3tz+KbD1A+3cKZ9NPqO8rsqqZP6UmswSQJfSA9nFbNCOQ/XgIvMBhtR4vnRQG2RbXjoAtHgdCKujPWiRLOYzm7QgZ248tEM7JmV93byyHkzJd7bpSKD+k3l7uFS1OxC+Bfitpxb0lO+ZrKO+jnbu3PudFqg99U9WkPZqcl45vx2IaKz9XUnL0B50XS2zvrXuwi5IvqftAVJYbesbaT+O/K6d529GjhF5GKTOYyYtMJlb53doQWqjBbhohCH2b+iTTqjB4+RC+7JCIXXVQw8tkNsQ5sAqWe9jNsHj+HzoUi+ohwVuqRehS7sAXepFuKVm/kyJgc5ixpXbfoZJgsByTjelw5TDc0eLmyeM/pVgDKwJY7C0emkBS0DlzO+iT87ZwXIOdveB2bc90ku3R7pquZGsdUAn5/2US9p+kfOGXAu4QKdlDNoSERER0S3Rubkh8tuJiH1kNJL/3gBLShrODngZETPHs6MyutEXJzMAKM1D/VWTVXNQxWtmk1tPI24rgC3ppYINluxNZeVGVzoqM6bhUtR+LcB6aS/0F7fCPW4H9PGH7WpWSrauOfEMcHar1uRWasJe2afKOaggbeJxdWOaE7fYDYBXTSBDgouSiWXWaqQKCRDkRIKNkqn5wGrtBl6yg6XjnPD6gARZJVBbpQdQuq0W4JUb2huRTMVK2bKwTCZcjo1BqWA/dcONcxIo26bd0HoGawEVWZ4sV4IZ4tx2bVj7GhBSIzOA21tbpxsFKaWe7tZJwM7p2g27HbMWtPYvrQVJJMMt7Slt+yTGaJ9VsoQlMJKdrJ8E9VQAJ7P0QenWWoBWgt4hVYGQmoBPpHajr0ppZAvSWq76OXCX9lBBgk4qcOmnBQOszZ3lp6MyDyWI138DMK+bFuyRQPviQcC5f4H27+e+NIXFAsO5DfDa8zHcTyyAxSMEaFIZSDZpQWhzBszIuWMsySyVhyE6YxJ0FhPMbt7a9rZt33S4SYabfPflYUTCEbifXQ3Pw98ipe4LSK3/shbMzK+MRHjvfB+eez+DmwRWrke+d5IVmhlUtvh4IbHSo7naVObQuoBk2GdmJFoyqiAtskO2DgtToTNn/l91ZJgOs0cQjCH1oPOLgEW+nyp46QuzHJc5fdcNXkhtMhZpVR+ERY5z+f5KRrXU5/b0g8fFjUir+WTuM28tFrjFH4I+bjdCzmyDX/pJLUgr2bzy3c++Cb1KIz2spfY9SkvTAoG5JdtVnZczH4DZzkcW7ViVIacAopQIkXOP7fhwB5Y+oR2TNxNWXwu2qu0vx1xGLldWl1n+5LAtaxq1BmlZrx2nAtGtbpxdez1BlYH+Ejj+Vnsgc+WYFgCX8+qKZ3L+HQkSSyZ1RCMt0z6yufZAznoOkfOVPOSSY0pak0gAMfmCFsTO/tBNHkJYW0FYv1fqnHQdalt7aoN1u0uxG/ldyZyVvwuyP+UhjPWhpXqAme39ZTygvBZUl6BtSpq6tpOAqToOri4rdOYfuJ/5R1vd4DqIv31h1oMucwZ8Vz6iyhHcjP7UMpjCpd6zTu0nU0BFpEV2gkk6KQ2opoLD0mkp5EGhCtB63VqWrxxj8tBABhEkD2RSVYY+0lJv/rfSCTBoS0RERES3zM3LE5HfvI3YIa8j6Y/VsKSl4+zAVxH55Tj4dm3LLUuuQW4GrYFkr0CYAsrCVFbLok2RMg3J51Tv8NKU2nB+E9xSz8EsNfGkCa/c1Lt7w+P4z/A4veSGi5GO17QAbDDgaQD8PYDUM4B/Wa1mqtzg50Qy/hKStQ52JJAgQQJpItzoWa0eqwQU8lMjUT6/3PRL1pysW3BVoPp9WsBAAgnWQbJ2y3UCzm7UasZaSbP1jeO1QQIAUj9SmvlKAMTq4j6tZqRk0dkFZnRaoEPml/eWz2K9OZeM44pdsmVnS7PgFCDxhLbtZR0kkOtdSgvSSFadNYhRrnNmMMMFOk6UIHX/9cBfg4H9mR3obZusBci7/axtk+sxZ6gm+BKsNVzYapusMtxUuREJNksmojsywpqpjHWzTxTMPtEw+5dXHQGavUtrTYstFtXxj9rvUgohc7/rUs4iI6S+ypZT2XNmLVCoM2fA59934Hlkrup0S0qI5IdkAl/3GJLsZvleBtfQmrFHt8wMuHgC3iYkV+4EgyGPgXSLGcbSrWCsNTirWbkK3sv/rT8zH75YA0d5efvASpnrXkr7viadgc/OCfC8sB6eh77TOioLa2S3Pm4Jx1S2vyk4M+NSgmHGFAQs6gi3tOtkd2ajv3IYCG2qra/eHyZdXZhqP5arer8Iqqq1YJBlyueW40/qncr5x3oOkONPZTxneyglQUGpn5q95rO0ZMiNpBgtK90rs5awPADqsVDrMEzeTz2kuqAFO+X/Kth5QVsHOd5VsFCChGagxv1Ai9Ha9s4PCbjWGwKkXdHOWxJ0l8xYqUkrGaly/g2rp2XTlr0NiGiqPXyR6Tmdb+Q8KJnz8p2SdZXznzqfpcGcEIO4M0cQEhQAN08/7XuePaDaa6G2WTNL/2gBandtWRKkVQ+PsrU6yT5U6Z7V0uS6Ac9s041mwCMRSWWbI830Idwu71O1YPUX/4VBsrkTDtvVijV6hGn10a3HjNmkakLrcqhjb30wZPYMVx2Pqgx9ydD2kAdinjDrvZBU5b7M4GwBluLQSda4N6DzBNxNhVf2Ix8YtCUiIiKifNF5uCNixjjEPvkWkn5bDmQYcXbwGERMex1+3Ttw65Jrk8zMgLIwBvSFsWpfLUgg5QlUACNBa+afkQxDnJZVJnV2Td6lYfItA7NfedWM3BRUXf2El2TlegAWd8CsByL8pJAsUOVeLftHMrEkEClZeVIvVZrVSg0+a8kCuTGWjC3J7pUm+7eSSZbnG9zMpqhWd8/WMsjO7wQOzgWOLgQu7M56XdZZMmkjmmnNdSXDSV6Xjn2yk8CDdALW8FkgqqnW1Do32dnyfn4RQGRTFLvv2V3fadl6q17WMvCkDMV3TYCeC4FA+zIEurRL8DzwFTz3TYM+2b4ptNk9EKnlemhBt9CozEC2O9LLtEW66oDt+mEASw4BL4vFgoTyd2aWFklX2dhe+z6F18EZKqNcgjkBf96O1KqDkNz6k1sLhKQlILVsDxW0ld7eU0JbwbN0PejluyHBMakXbMgh404CTW6JuCW28ioFTDLGPQPhFpMIjwsb1CTDpV0I+L0d0iv3VwFH/eW90F8+oAK2GeEtkNBmhursTJ1jpPm4V6Rd0NYCN5i9o2DyKweTXwWYAqurQK8psEbmQxzp0NEdJpMOloi+QF4C2taAdZm2mbVUzVk/VZDUlNn0/4qWgS+BP5Udn1neRspx1OivnbfkdcnQVWVavLWa1MGZme/B1QG/yKwHLSqD/arg4vVKr9jWJbPki/xUgUwHnhPlIZZ89+SnnIel5IJ/Oa1zMpmmav3mIftT5pXjTwbrOdU7HEZEAaWklUAO+yigHAqNBPYlKCx/o7ykxEBbpEsGtcgsM6CT0isXt0N/cQdMfhUBCTSroLAWTE6u8ZQKvlu8w2D2ClcZ/xavMFikxYY1G/h6+5pyxKAtEREREeWbzt2AiGljcM7DgMQ5S1SHFrGPvwFLRgb8+9zBLUzFh9zUqrqUMkRlNrdMQVKbabDo3GHxLQu4ZwtC5EQCTda6qbabeMmeDdU6zcnOGgiRgJk0FVVNYIuYrENkY21o+zZw6RBwcA7w3wIgVupiSlNUE3B6LeDpr2XCSoBGmlvL56zaC2g0Qsu0Kupey52JBDGavKA1GV94n9YhkgTvZzeDrtt8wKOpCqj5bHwJngdn2tVcFUa/ikitNADpVR+CxTcClsuXAb+w/AcmVbApszyElCOQzn9aTVHL8V37NAyXMpvBS0akPMTIXnrkem+ZdBq6jESY/StpJTPij8JoCERy1UeRUrY3UkMaI6K0PORw/ky4XHHTw1zmNiTc+Sd81g2DIUErueL533fXzCoBXFV6RWVIy3b3RFr0HcgIa4orXlXgHdUAZgniywOMGwXA5DyTU7HQm5H3Uk3qZbje+eYmtWJvq39VEDizIy1VL9cBwTr5TkvnagV9PpT3l+xfyZou3xklVmaZAYtnXWSE1UUGHs4sK5SelQGsc0N6dIuiXtNih0FbIiIiInIIncGAUh+/Cp27OxK+XwSYzbg49hP4dmkD+OSj6TaRM8vMRjVLZmlBUM1hvSUlC077+SUbTjoikkECcLHbtU7VpElz6iVA6v9K5p00MW44XHvNFcoWFJUKnYEHtwHz7gbi9qkMNYvqSE4LfOnij9oCttLsOCOsOVKrD4Gx3F1aIE/2SSF0sGMKb4z4e9fCc/dH8No/DSnl79NqIQeW12oJ5xSQN6bAa/dUeO/6QGWHxjd6Xwv2ekiT89pIrXAHTDpvIOMWgo0uwBjdDvE9t8Brxzvw3j0JusySKFrmbKSWNRtQBQivo3UYKNvQ4IX0crfBonNDYtwFeISEQecCzbrtg8AGFy+fw4dL3C5Fw4WPHCIiIiJyNjq9HuGTR0Ln6Y7EecsQ9fMkuPn5wGx2/h56icgB/Mtog5AsLGlCLc2jy99uX6+Wbkw653twM/DnIKBcRyD1MpC8E9ClIy2sFTxiliOtTBek1hwGc6nGRRdUctMjrd4IpNUepgVfJTNYMq9TLsIzbgt0OgtSaz2tMjfdj82Dz5ZXoZeaxBKMuLgdHqcWIb3ifVopB2tnQZIhWpzpPZDaeCzSqg+GIWYlzN4RMAXV1I6PG9VhdoGe7onIsRi0JSIiIiKHkp6Hw959HkHDB8C9bCS3LlFJJc22pbOgmzWlppxJKYl752j1jmO2A3GnAQ8vGMt0xqVKvbR6l86ScSnNyP2iAK8Q1XGT7vx2+Gx/U9Vo9fjvB1jcA+Aeu8Y2u2SWppXrgYzqj2gdNZXAYL7Frwwyqg0o6tUgIifGoC0REREROZxOp2PAlojIEaTzLemQKz0C8PIFfDIzUp2RZPwGV4X7mWWAKVWblNlJn1VGaBMkNZkAc1Rr5wk6ExE5IQZtiYiIiIiIiJyZBDe9wwB316gFnF5rKEyhDeC7ZigM8QfVNJN3NJIbjkZGlQHO0aEeEZGT42MtIiIiIiIX8+mnn6JChQrw8vJC8+bNsWnTpqJeJSIiO6aIFojvuRmJLT9BYpN3caXnNmRUH8SALRFRLjFoS0RERETkQn766Sc8//zzeP3117Ft2zbUr18fd955J86dO1fUq0ZEZM/NHek1BiO97vCsjsaIiChXGLQlIiIiInIhkyZNwpAhQ/DII4+gVq1amDZtGnx8fPDVV18V9aoRERERkYOwpi0RERERkYtIT0/H1q1bMWrUKNs0Nzc3dO7cGevXr8/xd9LS0tRgFR8fr36azWY15IXMb7FYcv172vwy6GCx5GlRxZq2TbTtn8ddUCDyul+p8OX1WNLmtaifxfn4KEnnmLzuU2c7z5Bzn3tL3rFkLpBjI6d9mp/9y6AtEREREZGLuHDhAkwmEyIiIuymy/j+/ftz/J2JEyfizTffvGb6+fPnkZqq9e6eW3LjceXKFXVDIsHimzGZZP5U6PVu0Ot1eVpWcWYyWdS20emS1bYpanndr1T48nosyb5MTNQe0Oh0umJ7fJSkc0xe96mznWfIuc+9JelYMhXgsZHTPk1ISLjl92PQloiIiIioGJOsXKmBmz3TtmzZsggPD0dAQECeb0YkWCC/m5sbTKNRMk4S4e6uh8HAoEH27ZKRYUJ4uJ9TbJe87lcqfHk9lqzZmCEhodDpXGuf5uX4KEnnmLzuU2c7z5Bzn3tL0rFkLMBjI6d9Kp3G3ioGbYmIiIiIXERYWBj0ej1iY2Ptpst4ZGRkjr/j6emphqvJzcSt3CTKzUhuf1dmkeCCdSDrNpRBy8Ip6hv1W9mvVPhu5ViSfeqKx15ejo+Sdo7Jyz51xvMMOe+5tyQdS7oCPjau3qf5WUbx3hNERERERMWIh4cHGjdujGXLltlldch4y5Yti3TdiIiIiMhxmGlLRERERORCpNTBwIED0aRJEzRr1gxTpkxBUlISHnnkkaJeNSIiIiJyEAZtiYiIiIhcyAMPPKA6ERs7dizOnj2LBg0aYPHixdd0TkZERERErotBWyIiIiIiFzNs2DA1EBEREVHxxKBtIbJYLLYeewua1DZLSEhQvdQVdUFrV8Ntx23H753r4PHKbcfvneso7OPVer1lvf4ix1yT5nU/Sg/NCQmJ0OulQw4dd4NtO1pgMpnh7W12il66+ffU+eX1WLJYzLhyJR46ncHlOhXKy/FRks4xed2nznaeIec+95akY8lcgMdGTvs0P9ekDNoWItlxomzZsoW5WCIiIqISff0VGBhY1KvhVHhNSkREROT816Q6C9MPCo1E3GNiYuDv7w+drmCfXEgkX4LDJ0+eREBAQIEuq7jhtuO24/fOdfB45bbj9851FPbxKpe4cnEcHR1d5NkrxemalOfd4on7tfjhPi1+uE+LH+7TkrFPLfm4JmWmbSGSnVOmTJnCXKT6kjBoy21X2Pi947bjd8518HjltivO3zlm2BbcNSnPHcUT92vxw31a/HCfFj/cp8V/nwbeYqsvph0QEREREREREREROREGbYmIiIiIiIiIiIicCIO2xZSnpydef/119ZO47fi9c348Zrnd+J1zHTxeud1KMn7/iyfu1+KH+7T44T4tfrhPix9PB8fi2BEZERERERERERERkRNhpi0RERERERERERGRE2HQloiIiIiIiIiIiMiJMGhLRERERERERERE5EQYtC2mPv30U1SoUAFeXl5o3rw5Nm3aVNSr5PQmTpyIpk2bwt/fH6VKlUKPHj1w4MCBol4tl/POO+9Ap9PhueeeK+pVcQmnT5/Ggw8+iNDQUHh7e6Nu3brYsmVLUa+W0zOZTBgzZgwqVqyotlvlypXx1ltvwWKxFPWqOZ1Vq1ahW7duiI6OVsfm/Pnz7V6XbTZ27FhERUWpbdm5c2ccOnQIJd2NtltGRgZefvlldbz6+vqqeR5++GHExMQU6Tq7yncuu6FDh6p5pkyZUqjrSLeO15iui38PSub9S2pqKp5++ml1renn54fevXsjNja2yNaZbuzzzz9HvXr1EBAQoIaWLVvizz//tL3O/Vk875e5X13PG2+8ofZj9qFGjRoO36cM2hZDP/30E55//nnVY922bdtQv3593HnnnTh37lxRr5pTW7lypTqoNmzYgKVLl6qb8jvuuANJSUlFvWouY/Pmzfjf//6nLjTo5i5duoTWrVvD3d1dXYzt3bsXH374IYKDg7n5buLdd99VF7WffPIJ9u3bp8bfe+89fPzxx9x2V5FzmPwdkEBLTmS7ffTRR5g2bRo2btyogpDyN0MuNEqyG2235ORk9fdVHhzIz19//VXdJN97771Fsq6u9p2zmjdvnvqbK8Fdcg28xnRt/HtQMu9fRowYgd9//x1z5sxR88sDxl69ehXpetP1lSlTRgX1tm7dqhI5OnbsiO7du2PPnj3qde7P4nm/zP3qmmrXro0zZ87YhjVr1jh+n1qo2GnWrJnl6aefto2bTCZLdHS0ZeLEiUW6Xq7m3LlzkrJnWblyZVGviktISEiwVK1a1bJ06VJL+/btLc8++2xRr5LTe/nlly1t2rQp6tVwSXfffbdl8ODBdtN69eplGTBgQJGtkyuQc9q8efNs42az2RIZGWl5//33bdMuX75s8fT0tPzwww9FtJbOv91ysmnTJjXf8ePHC229XHnbnTp1ylK6dGnL7t27LeXLl7dMnjy5SNaP8obXmMUH/x6UjPsX+Zvu7u5umTNnjm2effv2qXnWr19fhGtKeREcHGyZMWMG92cxvV/mceqaXn/9dUv9+vVzfM2R+5SZtsVMenq6eionzVut3Nzc1Pj69euLdN1czZUrV9TPkJCQol4VlyBP+e+++2677x7d2IIFC9CkSRPcd999qklbw4YN8cUXX3Cz5UKrVq2wbNkyHDx4UI3/+++/6slm165duf3y4OjRozh79qzdcRsYGKjK6vBvRt7/ZkizqKCgIH4Hb8JsNuOhhx7CSy+9pDIUyDXwGrN449+D4nn/IveFkn2b/e+8NN8tV64c/867SDmwH3/8UWVOS5kE7s/ieb/M/eq6Dh06pFqMVapUCQMGDMCJEyccvk8NDl9rKlIXLlxQJ/eIiAi76TK+f//+IlsvV7yhlBoz0nS9Tp06Rb06Tk8uJqSJsDT3oNw7cuSIauIv5UxeffVVtf2eeeYZeHh4YODAgdyUN/DKK68gPj5e/fHT6/XqvDdhwgT1x5JyTwK2Iqe/GdbX6OaklITUuO3Xr5+qP0c3JuVMDAaDOt+R6+A1ZvHGvwfF8/5F9qtcV179QJF/553brl27VJBWri+kFqaUE6pVqxZ27NjB/VkM75d5nLqm5s2b4+uvv0b16tVVaYQ333wTbdu2xe7dux26Txm0JbrOUzA52LLXJKGcnTx5Es8++6yqoyUd31HeLq4l0/btt99W45JpK987qS3KoO2N/fzzz5g9eza+//57laknF7FyoyJPOrntqDDJU/T7779fdegmD2HoxiTzYOrUqerGRTKTiYjIMXj/UnxIEEiubSVzeu7cueraVmpikmvi/XLx1DVbC0+pUSxB3PLly6v7VOnc2VFYHqGYCQsLU1lnV/dKJ+ORkZFFtl6uZNiwYVi4cCFWrFihCsHTzW/ApZO7Ro0aqcwpGeSiQjo2kv9LBiTlLCoqSj01z65mzZq2ZhV0fdKsWrJt+/bti7p166qm1lLsXXpRptyz/l3g34z8BWyPHz+uHlwxy/bmVq9erf5mSPMw698M2X4vvPACKlSowMPXifEas3jj34Pief8i+1VKm1y+fNluft4bOjfJ0KtSpQoaN26srm2lc0954Mn9WTzvlyX7ksep6wsKCkK1atVw+PBhhx6rDNoWwxO8nNyl1mP2bD4ZlyYWdH2SJSUXPNL8ZPny5ahYsSI3Vy506tRJNeGRp8HWQbJHpZm6/F8eIlDOpPma9DifndRolSd0dGPJycmqXnd28l2T8x3lnpzn5MIh+98MKTuxceNG/s3IZcBWaln9/fffCA0N5VcvF+QBy86dO+3+ZkiGvDyI+euvv7gNnRivMYs3/j0onvcvcl/o7u5u93derj0lQYD3hq5Drm/T0tK4P4vp/bL8n8ep60tMTMR///2nErMcee5leYRiSOpjShMKOfibNWuGKVOmqOLljzzySFGvmtM3KZKm1r/99hv8/f1ttUakUx5HprcXN7Ktrq776+vrqwIYrAd8Y5IZKh1qSXkECf5s2rQJ06dPVwPdWLdu3VQNW8nWk/II27dvx6RJkzB48GBuuhwuIOSJb/bOZuQCUTopke0nZSXGjx+PqlWrqpu9MWPGqCBajx49SvS2vNF2k4uxPn36qCb+ktkkLQqsfzPkdQlulWQ3+85dHeCWi1p5eCDNQcm58RrTtfHvQcm7f5Gfjz76qDp25RwsLUKGDx+uggYtWrQo6tWnHIwaNUo1u5a/lwkJCWr//vPPP+rBJvdn8b1f5nHqel588UV1TyoJVzExMXj99ddVEpH0ceHQY9VCxdLHH39sKVeunMXDw8PSrFkzy4YNG4p6lZyeHA45DTNnzizqVXM57du3tzz77LNFvRou4ffff7fUqVPH4unpaalRo4Zl+vTpRb1KLiE+Pl59x+Q85+XlZalUqZLltddes6SlpRX1qjmdFStW5HhuGzhwoHrdbDZbxowZY4mIiFDfw06dOlkOHDhgKelutN2OHj163b8Z8nsl3c2+c1crX768ZfLkyYW+nnRreI3puvj3oGTev6SkpFieeuopS3BwsMXHx8fSs2dPy5kzZ4p0ven6Bg8erP4uyn18eHi4ui5bsmSJ7XXuz+J5v8z96noeeOABS1RUlDpWS5curcYPHz7s8H2qk38KKvJMRERERERERERERHnDmrZEREREREREREREToRBWyIiIiIiIiIiIiInwqAtERERERERERERkRNh0JaIiIiIiIiIiIjIiTBoS0REREREREREROREGLQlIiIiIiIiIiIiciIM2hIRERERERERERE5EQZtiYiIiIiIiIiIiJwIg7ZERFQgdDod5s+fz61LRERERAXq66+/RlBQUJFs5TfeeAMNGjQokmUTUfHGoC0RUTE0aNAgFTS9eujSpUtRrxoREREROfE1ZI8ePa6Z/s8//6hrycuXLxfJehERlUSGol4BIiIqGBKgnTlzpt00T09Pbm4iIiIickoZGRlwd3cv6tUgInIKzLQlIiqmJEAbGRlpNwQHB6vXJFPi888/R9euXeHt7Y1KlSph7ty5dr+/a9cudOzYUb0eGhqKxx9/HImJiXbzfPXVV6hdu7ZaVlRUFIYNG2b3+oULF9CzZ0/4+PigatWqWLBgQSF8ciIiIiIqaL/88ovtOrBChQr48MMPb1oqS0oYSCkDcezYMTXPTz/9hPbt28PLywuzZ8/OcVmTJk1C3bp14evri7Jly+Kpp5665rpU/PXXX6hZsyb8/PxUAsOZM2fsXp8xY4Z6XZZVo0YNfPbZZ3avv/zyy6hWrZq6dpXr4zFjxqhAcnbvvPMOIiIi4O/vj0cffRSpqal53HJERLnDoC0RUQklF6G9e/fGv//+iwEDBqBv377Yt2+fei0pKQl33nmnCvJu3rwZc+bMwd9//20XlJWg79NPP62CuRLglYBslSpV7Jbx5ptv4v7778fOnTtx1113qeXExcUV+mclIiIiIsfZunWrusaT60e5DpS6rnJtaQ3I5sUrr7yCZ599Vl2HyvVnTtzc3PDRRx9hz549+Oabb7B8+XKMHDnSbp7k5GR88MEH+Pbbb7Fq1SqcOHECL774ou11CQiPHTsWEyZMUMt6++231TrL+1lJIFY+w969ezF16lR88cUXmDx5su31n3/+WX1W+d0tW7aopIWrA79ERA5jISKiYmfgwIEWvV5v8fX1tRsmTJigXpfT/9ChQ+1+p3nz5pYnn3xS/X/69OmW4OBgS2Jiou31RYsWWdzc3Cxnz55V49HR0ZbXXnvtuusgyxg9erRtXN5Lpv35558O/7xEREREVHDXkF5eXuo67tKlS2q+/v37W26//Xa7333ppZcstWrVso3L/PPmzbObJzAw0DJz5kz1/6NHj6p5pkyZkuf1nDNnjiU0NNQ2Lu8p73X48GHbtE8//dQSERFhG69cubLl+++/t3uft956y9KyZcvrLuf999+3NG7c2DYu8z711FPXXEPXr18/z5+BiOhmWNOWiKiY6tChg8qGzS4kJMT2/5YtW9q9JuM7duxQ/5fsg/r166smaFatW7eG2WzGgQMHVFO2mJgYdOrU6YbrUK9ePdv/5b0CAgJw7ty5fH82IiIiIiq8a8iNGzfiwQcftI3LtWL37t3t5pFrxSlTpsBkMkGv1+d6eU2aNLnpPNLia+LEidi/fz/i4+NhNBpVWQLJrpVSBkJ+Vq5c2fY7kgVrve6UVmT//fefKmcwZMgQ2zzyPoGBgbZxKdUgGb0yr5RfkNfl+jX75x46dOg119ArVqzI9eclIsotBm2JiIopCZJeXa7AUaTObW5c3ZGEBHsl8EtERERErnMNeerUqTy/j1z3aQm3Wa6uD2td3o1I7dt77rkHTz75pCptIEkIa9asUQHY9PR0W9A2p+tO6/Kt9W+l3EHz5s3t5rMGmNevX69KeUl5LynTIMHcH3/88ZpavUREhYU1bYmISqgNGzZcMy4dMwj5KbVuJSvBau3ataqeWPXq1VW9L+lwYtmyZYW+3kRERERUtORaUa4Ns5Nx6cTLGgQNDw+36wjs0KFDKjP2VurnykN/CZ62aNFCLUNafOWFdBwWHR2NI0eOqIB09qFixYpqnnXr1qF8+fJ47bXXVPavdKJ7/Pjxaz63ZB3f6JqaiMhRmGlLRFRMpaWl4ezZs3bTDAYDwsLC1P+lczG5IG3Tpo3qmGHTpk348ssv1WuSZfD6669j4MCBqrOF8+fPY/jw4XjooYfURa+Q6dI8rFSpUujatSsSEhLUxbrMR0RERETF1wsvvICmTZvirbfewgMPPKCyVD/55BO7Trk6duyopkn5ACmZ8PLLL1+TDZsbEliVDN2PP/4Y3bp1U9eb06ZNy/P7SAbtM888ozJou3Tpoq6VpTOxS5cu4fnnn1dBWum8TLJr5bMtWrQI8+bNs3sP6TBt0KBB6hpaykHINbR0jlapUqU8rw8R0c0w05aIqJhavHixquWVfZAAbfYLV7kolbqzs2bNwg8//IBatWqp16SZ2V9//YW4uDh10dqnTx9Vv1YuvK0koCt1y+TivHbt2qrZmmRQEBEREVHx1qhRI/z888/qWrJOnToYO3Ysxo0bpwKaVpIZW7ZsWbRt2xb9+/fHiy++aCtlkBfSz8KkSZPw7rvvqmVJoFTq2+bVY489hhkzZmDmzJmoW7cu2rdvj6+//tqWaXvvvfdixIgRGDZsGBo0aKAyb8eMGWP3HhKglmkjR45E48aNVSaulG0gIioIOumNrEDemYiInJbU+JLMgR49ehT1qhARERERERHRVZhpS0REREREREREROREGLQlIiIiIiIiIiIiciLsiIyIqARiZRwiIiIiIiIi58VMWyIiIiIiIiIiIiInwqAtERERERERERERkRNh0JaIiIiIiIiIiIjIiTBoS0REREREREREROREGLQlIiIiIiIiIiIiciIM2hIRERERERERERE5EQZtiYiIiIiIiIiIiJwIg7ZEREREREREREREToRBWyIiIiIiIiIiIiI4j/8Dv631jXbWy44AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hours_en = np.arange(1, HORIZON_EN + 1)\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 4))\n", "ax = axes[0]\n", "ax.plot(history_energy.history['loss'], color='darkorange', lw=2, label='Train MSE')\n", "ax.plot(history_energy.history['val_loss'], color='crimson', lw=2, linestyle='--', label='Val MSE')\n", "ax.set_title('Training History -- Energy Demand', fontsize=12)\n", "ax.set_xlabel('Epoch'); ax.set_ylabel('MSE'); ax.legend(); ax.grid(True, alpha=0.3)\n", "\n", "ax = axes[1]\n", "s = 0\n", "ax.plot(hours_en, target_energy[s,:,0], color='steelblue', lw=2.5, label='Actual demand')\n", "ax.plot(hours_en, energy_predictions[s,:,0], color='darkorange', lw=2, linestyle='--', label='Forecast')\n", "ax.fill_between(hours_en,\n", " energy_predictions[s,:,0]*0.95, energy_predictions[s,:,0]*1.05,\n", " alpha=0.2, color='darkorange', label='+-5% band')\n", "for day in range(2):\n", " bh = day * 24\n", " ax.axvspan(bh+1, bh+7, alpha=0.07, color='navy', label='Night' if day==0 else '')\n", " ax.axvspan(bh+19, bh+24, alpha=0.07, color='navy')\n", "ax.set_title('48-Hour Energy Demand Forecast', fontsize=12)\n", "ax.set_xlabel('Hour ahead'); ax.set_ylabel('Demand (kW)')\n", "ax.legend(fontsize=9); ax.grid(True, alpha=0.3)\n", "plt.suptitle('Application 2 -- Energy Demand Forecasting', fontsize=13, y=1.02)\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "7cfec1d9", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T01:49:23.038671Z", "iopub.status.busy": "2026-04-21T01:49:23.038671Z", "iopub.status.idle": "2026-04-21T01:49:23.392383Z", "shell.execute_reply": "2026-04-21T01:49:23.390047Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(13, 4))\n", "for s, c in enumerate(['steelblue','darkorange','mediumseagreen']):\n", " ax.plot(hours_en, target_energy[s,:,0], color=c, lw=2, label=f'Actual Bldg {s+1}')\n", " ax.plot(hours_en, energy_predictions[s,:,0], color=c, lw=1.5, linestyle=':',\n", " alpha=0.9, label=f'Forecast Bldg {s+1}')\n", "for day in range(2):\n", " bh = day * 24\n", " ax.axvspan(bh+1, bh+7, alpha=0.06, color='navy')\n", " ax.axvspan(bh+19, bh+24, alpha=0.06, color='navy')\n", "ax.set_title('3 Buildings -- 48h Energy Demand Forecast', fontsize=13)\n", "ax.set_xlabel('Hour ahead'); ax.set_ylabel('Demand (kW)')\n", "ax.legend(fontsize=9, ncol=2); ax.grid(True, alpha=0.3)\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "markdown", "id": "02e6c237", "metadata": {}, "source": [ "## 3. Weather Prediction\n", "\n", "### Use Case\n", "Multi-step weather forecasting:\n", "- **Static features**: Geographic location (lat, lon), elevation, terrain type\n", "- **Dynamic past features**: Historical weather (temp, pressure, humidity, wind)\n", "- **Known future features**: Seasonal data, calendar features\n", "\n", "### Application\n", "- Weather forecasting services\n", "- Climate monitoring\n", "- Extreme weather alerts\n", "- Agricultural planning" ] }, { "cell_type": "code", "execution_count": 12, "id": "cc95ac48", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T01:49:23.397889Z", "iopub.status.busy": "2026-04-21T01:49:23.396704Z", "iopub.status.idle": "2026-04-21T01:49:23.438504Z", "shell.execute_reply": "2026-04-21T01:49:23.436025Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Weather Data Shapes:\n", " Static : (128, 4)\n", " Dynamic : (128, 60, 5)\n", " Future : (128, 30, 2)\n", " Target (T,P) : (128, 30, 2)\n", " Temp range past [5.6, 24.7]C target [6.6, 23.4]C\n" ] } ], "source": [ "# Weather -- daily temperature cycle + pressure anti-correlation\n", "np.random.seed(13)\n", "N_WX, LOOKBACK_WX, HORIZON_WX = 128, 60, 30\n", "\n", "t_wx = np.arange(LOOKBACK_WX + HORIZON_WX + 24)\n", "temp_base = (15 + 7 * np.sin(2*np.pi*t_wx/12 - np.pi/2)).astype('float32')\n", "press_base = (1013 - 4 * np.sin(2*np.pi*t_wx/12 - np.pi/2)).astype('float32')\n", "\n", "offsets_wx = np.random.randint(0, 12, N_WX)\n", "temp_past = np.array([temp_base[o : o+LOOKBACK_WX] for o in offsets_wx])\n", "temp_fut = np.array([temp_base[o+LOOKBACK_WX : o+LOOKBACK_WX+HORIZON_WX] for o in offsets_wx])\n", "press_past = np.array([press_base[o : o+LOOKBACK_WX] for o in offsets_wx])\n", "press_fut = np.array([press_base[o+LOOKBACK_WX : o+LOOKBACK_WX+HORIZON_WX] for o in offsets_wx])\n", "\n", "static_weather = np.random.randn(N_WX, 4).astype('float32')\n", "static_weather[:,0] = 40 + static_weather[:,0]*10\n", "static_weather[:,1] = -100 + static_weather[:,1]*30\n", "static_weather[:,2] = np.abs(static_weather[:,2])*2000\n", "\n", "dynamic_weather = np.zeros((N_WX, LOOKBACK_WX, 5), dtype='float32')\n", "dynamic_weather[:,:,0] = temp_past + np.random.randn(N_WX,LOOKBACK_WX).astype('float32')*0.8\n", "dynamic_weather[:,:,1] = press_past + np.random.randn(N_WX,LOOKBACK_WX).astype('float32')*2\n", "dynamic_weather[:,:,2] = 60 + np.abs(np.random.randn(N_WX,LOOKBACK_WX)).astype('float32')*15\n", "dynamic_weather[:,:,3] = np.abs(np.random.randn(N_WX,LOOKBACK_WX)).astype('float32')*4\n", "dynamic_weather[:,:,4] = np.abs(np.random.randn(N_WX,LOOKBACK_WX)).astype('float32')*120\n", "\n", "known_future_weather = np.zeros((N_WX, HORIZON_WX, 2), dtype='float32')\n", "known_future_weather[:,:,0] = 1\n", "known_future_weather[:,:,1] = 4\n", "\n", "target_weather = np.zeros((N_WX, HORIZON_WX, 2), dtype='float32')\n", "target_weather[:,:,0] = temp_fut + np.random.randn(N_WX,HORIZON_WX).astype('float32')*0.5\n", "target_weather[:,:,1] = press_fut + np.random.randn(N_WX,HORIZON_WX).astype('float32')*1.5\n", "\n", "print('Weather Data Shapes:')\n", "for nm, a in [('Static',static_weather),('Dynamic',dynamic_weather),\n", " ('Future',known_future_weather),('Target (T,P)',target_weather)]:\n", " print(f' {nm:14s}: {a.shape}')\n", "print(f' Temp range past [{dynamic_weather[:,:,0].min():.1f}, {dynamic_weather[:,:,0].max():.1f}]C '\n", " f'target [{target_weather[:,:,0].min():.1f}, {target_weather[:,:,0].max():.1f}]C')\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "0a3b307a", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T01:49:23.445263Z", "iopub.status.busy": "2026-04-21T01:49:23.444159Z", "iopub.status.idle": "2026-04-21T01:50:11.858342Z", "shell.execute_reply": "2026-04-21T01:50:11.857324Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training weather model (12 epochs)...\n", " train_MSE=500169.031 val_MSE=498280.938\n", " Temp MAE: 5.82C Pressure MAE: 998.19 hPa\n" ] } ], "source": [ "weather_model = BaseAttentive(\n", " static_input_dim=4, dynamic_input_dim=5, future_input_dim=2,\n", " output_dim=2, forecast_horizon=HORIZON_WX,\n", " objective='transformer',\n", " architecture_config={'decoder_attention_stack': ['cross','hierarchical','memory']},\n", " memory_size=32, embed_dim=64, num_heads=8, dropout_rate=0.1, name='weather_model',\n", ")\n", "_ = weather_model([static_weather, dynamic_weather, known_future_weather]) # build weights\n", "weather_model.compile(optimizer=keras.optimizers.Adam(1e-3), loss='mse', metrics=['mae'])\n", "print('Training weather model (12 epochs)...')\n", "history_weather = weather_model.fit(\n", " [static_weather, dynamic_weather, known_future_weather], target_weather,\n", " epochs=12, batch_size=16, validation_split=0.2, verbose=0,\n", ")\n", "print(f' train_MSE={history_weather.history[\"loss\"][-1]:.3f} '\n", " f'val_MSE={history_weather.history[\"val_loss\"][-1]:.3f}')\n", "\n", "pred_weather = weather_model.predict(\n", " [static_weather, dynamic_weather, known_future_weather], verbose=0)\n", "mae_temp = float(np.mean(np.abs(pred_weather[:,:,0] - target_weather[:,:,0])))\n", "mae_press = float(np.mean(np.abs(pred_weather[:,:,1] - target_weather[:,:,1])))\n", "print(f' Temp MAE: {mae_temp:.2f}C Pressure MAE: {mae_press:.2f} hPa')\n" ] }, { "cell_type": "markdown", "id": "fc5faf74", "metadata": {}, "source": [ "### Visualization -- Weather Forecasts" ] }, { "cell_type": "code", "execution_count": 14, "id": "bb40c654", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T01:50:11.862681Z", "iopub.status.busy": "2026-04-21T01:50:11.861622Z", "iopub.status.idle": "2026-04-21T01:50:12.423609Z", "shell.execute_reply": "2026-04-21T01:50:12.422451Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "steps_wx = np.arange(1, HORIZON_WX + 1)\n", "s_wx = 1\n", "\n", "fig, axes = plt.subplots(2, 2, figsize=(14, 7))\n", "\n", "ax = axes[0][1]\n", "ax.plot(history_weather.history['loss'], color='royalblue', lw=2, label='Train MSE')\n", "ax.plot(history_weather.history['val_loss'], color='tomato', lw=2, linestyle='--', label='Val MSE')\n", "ax.set_title('Training History', fontsize=11)\n", "ax.set_xlabel('Epoch'); ax.set_ylabel('MSE'); ax.legend(); ax.grid(True, alpha=0.3)\n", "\n", "for d, (ca, cp, title, ylab) in enumerate([\n", " ('royalblue', 'tomato', 'Temperature Forecast (C)', 'Temp (C)'),\n", " ('darkgreen', 'darkorange', 'Pressure Forecast (hPa)', 'Pressure (hPa)'),\n", "]):\n", " ax = axes[d][0]\n", " ax.plot(steps_wx, target_weather[s_wx,:,d], color=ca, lw=2.5, label='Actual')\n", " ax.plot(steps_wx, pred_weather[s_wx,:,d], color=cp, lw=2, linestyle='--', label='Forecast')\n", " ax.fill_between(steps_wx,\n", " pred_weather[s_wx,:,d]-0.5, pred_weather[s_wx,:,d]+0.5,\n", " alpha=0.15, color=cp)\n", " ax.set_title(title, fontsize=11)\n", " ax.set_xlabel('2-hour step'); ax.set_ylabel(ylab)\n", " ax.legend(); ax.grid(True, alpha=0.3)\n", "\n", "ax = axes[1][1]\n", "ax.scatter(target_weather[:5,:,0].ravel(), target_weather[:5,:,1].ravel(),\n", " s=10, alpha=0.4, color='royalblue', label='Actual')\n", "ax.scatter(pred_weather[:5,:,0].ravel(), pred_weather[:5,:,1].ravel(),\n", " s=10, alpha=0.4, color='tomato', label='Forecast')\n", "ax.set_xlabel('Temperature (C)'); ax.set_ylabel('Pressure (hPa)')\n", "ax.set_title('Temp-Pressure Relationship', fontsize=11)\n", "ax.legend(); ax.grid(True, alpha=0.3)\n", "\n", "plt.suptitle('Application 3 -- Weather Forecasting', fontsize=13)\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "markdown", "id": "d3c945ed", "metadata": {}, "source": [ "## 4. Traffic Flow Prediction\n", "\n", "### Use Case\n", "Predict vehicle flow and congestion:\n", "- **Static features**: Road type, speed limit, number of lanes, urban/highway\n", "- **Dynamic past features**: Historical traffic volume, speed, congestion level\n", "- **Known future features**: Time of day, day type, events\n", "\n", "### Application\n", "- Traffic management systems\n", "- Route optimization\n", "- Congestion prediction and alerts\n", "- Infrastructure planning" ] }, { "cell_type": "code", "execution_count": 15, "id": "c0e578fa", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T01:50:12.425778Z", "iopub.status.busy": "2026-04-21T01:50:12.425778Z", "iopub.status.idle": "2026-04-21T01:50:12.454987Z", "shell.execute_reply": "2026-04-21T01:50:12.453886Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Traffic Data Shapes:\n", " Static : (128, 4)\n", " Dynamic : (128, 96, 4)\n", " Future : (128, 48, 2)\n", " Target (vol,spd): (128, 48, 2)\n", " Volume range past [460, 2833] target [582, 2689] veh/h\n" ] } ], "source": [ "# Traffic -- double-peak rush-hour volume with inverse speed relationship\n", "np.random.seed(99)\n", "N_TR, LOOKBACK_TR, HORIZON_TR = 128, 96, 48\n", "\n", "def rush_hour_volume(t):\n", " morning = 1800 * np.exp(-0.5 * ((t % 24 - 8) / 1.0) ** 2)\n", " evening = 1500 * np.exp(-0.5 * ((t % 24 - 17.5) / 1.5) ** 2)\n", " return (800 + morning + evening).astype('float32')\n", "\n", "def speed_from_volume(vol):\n", " congestion = np.clip(vol / 3500, 0, 1)\n", " return (100 * (1 - 0.65 * congestion)).astype('float32')\n", "\n", "t_tr = np.arange(LOOKBACK_TR + HORIZON_TR + 24)\n", "vol_base = rush_hour_volume(t_tr * 5 / 60)\n", "spd_base = speed_from_volume(vol_base)\n", "\n", "offsets_tr = np.random.randint(0, 24, N_TR)\n", "vol_past = np.array([vol_base[o : o+LOOKBACK_TR] for o in offsets_tr])\n", "vol_future = np.array([vol_base[o+LOOKBACK_TR : o+LOOKBACK_TR+HORIZON_TR] for o in offsets_tr])\n", "spd_past = np.array([spd_base[o : o+LOOKBACK_TR] for o in offsets_tr])\n", "spd_future = np.array([spd_base[o+LOOKBACK_TR : o+LOOKBACK_TR+HORIZON_TR] for o in offsets_tr])\n", "\n", "static_traffic = np.random.randn(N_TR, 4).astype('float32')\n", "static_traffic[:,0] = (np.random.rand(N_TR) > 0.5).astype('float32')\n", "static_traffic[:,1] = 70 + np.abs(static_traffic[:,1]) * 30\n", "static_traffic[:,2] = np.abs(static_traffic[:,2]) * 3 + 2\n", "\n", "dynamic_traffic = np.zeros((N_TR, LOOKBACK_TR, 4), dtype='float32')\n", "dynamic_traffic[:,:,0] = vol_past + np.random.randn(N_TR,LOOKBACK_TR).astype('float32') * 80\n", "dynamic_traffic[:,:,1] = spd_past + np.random.randn(N_TR,LOOKBACK_TR).astype('float32') * 3\n", "dynamic_traffic[:,:,2] = np.clip(dynamic_traffic[:,:,0]/3500, 0, 1)\n", "dynamic_traffic[:,:,3] = (np.random.rand(N_TR,LOOKBACK_TR)>0.97).astype('float32')\n", "\n", "t_fut_tr = np.tile(np.arange(LOOKBACK_TR, LOOKBACK_TR+HORIZON_TR)*5/60, (N_TR,1))\n", "known_future_traffic = np.zeros((N_TR, HORIZON_TR, 2), dtype='float32')\n", "known_future_traffic[:,:,0] = t_fut_tr % 24\n", "known_future_traffic[:,:,1] = (t_fut_tr // 24) % 7 >= 5\n", "\n", "target_traffic = np.zeros((N_TR, HORIZON_TR, 2), dtype='float32')\n", "target_traffic[:,:,0] = np.clip(\n", " vol_future + np.random.randn(N_TR,HORIZON_TR).astype('float32')*60, 0, 4500)\n", "target_traffic[:,:,1] = np.clip(\n", " spd_future + np.random.randn(N_TR,HORIZON_TR).astype('float32')*2, 20, 110)\n", "\n", "print('Traffic Data Shapes:')\n", "for nm, a in [('Static',static_traffic),('Dynamic',dynamic_traffic),\n", " ('Future',known_future_traffic),('Target (vol,spd)',target_traffic)]:\n", " print(f' {nm:14s}: {a.shape}')\n", "print(f' Volume range past [{dynamic_traffic[:,:,0].min():.0f}, {dynamic_traffic[:,:,0].max():.0f}] '\n", " f'target [{target_traffic[:,:,0].min():.0f}, {target_traffic[:,:,0].max():.0f}] veh/h')\n" ] }, { "cell_type": "code", "execution_count": 16, "id": "bbf42940", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T01:50:12.460608Z", "iopub.status.busy": "2026-04-21T01:50:12.459213Z", "iopub.status.idle": "2026-04-21T01:50:58.432153Z", "shell.execute_reply": "2026-04-21T01:50:58.431094Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training traffic model (12 epochs)...\n", " train_MSE=646329.1 val_MSE=627659.6\n", " Volume MAE: 1044 veh/h Speed MAE: 66.4 km/h\n" ] } ], "source": [ "traffic_model = BaseAttentive(\n", " static_input_dim=4, dynamic_input_dim=4, future_input_dim=2,\n", " output_dim=2, forecast_horizon=HORIZON_TR,\n", " objective='hybrid',\n", " architecture_config={'decoder_attention_stack': ['cross','hierarchical']},\n", " embed_dim=48, num_heads=4, dropout_rate=0.1, name='traffic_model',\n", ")\n", "_ = traffic_model([static_traffic, dynamic_traffic, known_future_traffic]) # build weights\n", "traffic_model.compile(optimizer=keras.optimizers.Adam(1e-3), loss='mse', metrics=['mae'])\n", "print('Training traffic model (12 epochs)...')\n", "history_traffic = traffic_model.fit(\n", " [static_traffic, dynamic_traffic, known_future_traffic], target_traffic,\n", " epochs=12, batch_size=16, validation_split=0.2, verbose=0,\n", ")\n", "print(f' train_MSE={history_traffic.history[\"loss\"][-1]:.1f} '\n", " f'val_MSE={history_traffic.history[\"val_loss\"][-1]:.1f}')\n", "\n", "traffic_pred = traffic_model.predict(\n", " [static_traffic, dynamic_traffic, known_future_traffic], verbose=0)\n", "mae_vol = float(np.mean(np.abs(traffic_pred[:,:,0] - target_traffic[:,:,0])))\n", "mae_spd = float(np.mean(np.abs(traffic_pred[:,:,1] - target_traffic[:,:,1])))\n", "print(f' Volume MAE: {mae_vol:.0f} veh/h Speed MAE: {mae_spd:.1f} km/h')\n" ] }, { "cell_type": "markdown", "id": "4c2099cf", "metadata": {}, "source": [ "### Visualization -- Traffic Flow Forecasts" ] }, { "cell_type": "code", "execution_count": 17, "id": "f97a3358", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T01:50:58.434176Z", "iopub.status.busy": "2026-04-21T01:50:58.434176Z", "iopub.status.idle": "2026-04-21T01:50:58.759477Z", "shell.execute_reply": "2026-04-21T01:50:58.758387Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "steps_tr = np.arange(1, HORIZON_TR + 1) * 5\n", "s_tr = 3\n", "\n", "fig, axes = plt.subplots(2, 1, figsize=(13, 7), sharex=True)\n", "ax = axes[0]\n", "ax.plot(steps_tr, target_traffic[s_tr,:,0], color='steelblue', lw=2.5, label='Actual volume')\n", "ax.plot(steps_tr, traffic_pred[s_tr,:,0], color='tomato', lw=2, linestyle='--', label='Forecast volume')\n", "ax.fill_between(steps_tr,\n", " traffic_pred[s_tr,:,0]*0.92, traffic_pred[s_tr,:,0]*1.08,\n", " alpha=0.15, color='tomato', label='+-8% band')\n", "ax.set_ylabel('Volume (veh/h)')\n", "ax.set_title('Traffic Volume Forecast', fontsize=12)\n", "ax.legend(fontsize=9); ax.grid(True, alpha=0.3)\n", "\n", "ax = axes[1]\n", "ax.plot(steps_tr, target_traffic[s_tr,:,1], color='darkorange', lw=2.5, label='Actual speed')\n", "ax.plot(steps_tr, traffic_pred[s_tr,:,1], color='mediumseagreen', lw=2, linestyle='--', label='Forecast speed')\n", "ax.axhline(50, color='red', linestyle=':', lw=1.5, label='Congestion threshold 50 km/h')\n", "ax.set_xlabel('Minutes ahead'); ax.set_ylabel('Speed (km/h)')\n", "ax.set_title('Traffic Speed Forecast', fontsize=12)\n", "ax.legend(fontsize=9); ax.grid(True, alpha=0.3)\n", "plt.suptitle('Application 4 -- Traffic Flow Prediction', fontsize=13)\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "code", "execution_count": 18, "id": "3f64e664", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T01:50:58.762981Z", "iopub.status.busy": "2026-04-21T01:50:58.762981Z", "iopub.status.idle": "2026-04-21T01:50:59.103328Z", "shell.execute_reply": "2026-04-21T01:50:59.102059Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n", "ax = axes[0]\n", "ax.scatter(target_traffic[:8,:,0].ravel(), target_traffic[:8,:,1].ravel(),\n", " s=8, alpha=0.4, color='steelblue', label='Actual')\n", "ax.scatter(traffic_pred[:8,:,0].ravel(), traffic_pred[:8,:,1].ravel(),\n", " s=8, alpha=0.4, color='tomato', label='Forecast')\n", "ax.set_xlabel('Volume (veh/h)'); ax.set_ylabel('Speed (km/h)')\n", "ax.set_title('Volume-Speed Relationship', fontsize=12)\n", "ax.legend(); ax.grid(True, alpha=0.3)\n", "\n", "ax = axes[1]\n", "ax.plot(history_traffic.history['loss'], color='steelblue', lw=2, label='Train MSE')\n", "ax.plot(history_traffic.history['val_loss'], color='tomato', lw=2, linestyle='--', label='Val MSE')\n", "ax.set_title('Traffic Model -- Training History', fontsize=12)\n", "ax.set_xlabel('Epoch'); ax.set_ylabel('MSE'); ax.legend(); ax.grid(True, alpha=0.3)\n", "plt.suptitle('Application 4 -- Traffic Analysis', fontsize=13, y=1.02)\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "markdown", "id": "4991d7f0", "metadata": {}, "source": [ "## Summary Dashboard -- All Applications" ] }, { "cell_type": "code", "execution_count": 19, "id": "eb09899d", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T01:50:59.105636Z", "iopub.status.busy": "2026-04-21T01:50:59.105636Z", "iopub.status.idle": "2026-04-21T01:51:00.131306Z", "shell.execute_reply": "2026-04-21T01:51:00.130183Z" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABW0AAAMVCAYAAAAMNtYlAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3QV0FGcXBuA37iEkJEAIwS24u2uhQqGlXkqdOtW/XupKlRZq1FughRYquLu7k4QEAkkICfEQ2f/cb9nd2U0C8bX3OWdgZ9ZmZ3Y3s3fud6+LTqfTgYiIiIiIiIiIiIhsgqu1V4CIiIiIiIiIiIiITBi0JSIiIiIiIiIiIrIhDNoSERERERERERER2RAGbYmIiIiIiIiIiIhsCIO2RERERERERERERDaEQVsiIiIiIiIiIiIiG8KgLREREREREREREZENYdCWiIiIiIiIiIiIyIYwaEtERERERERERERkQxi0JSIiIpt2xx13wMXFBbGxsdZeFbqMQYMGqX1VGa+88op6jFWrVnF7V6HvvvtObVf5X6tx48ZqsgXyGZd1lM88ERERkbNj0JaIiJyOITBgOfn5+aFDhw6YOnUqMjMzYQ/WrFljXP+5c+eWertLBWYkOCb3l2CZLQWTnIVOp8NPP/2EIUOGICQkBJ6enqhbty46d+6MBx54AKtXrza7PYPY9iMrKwuBgYHq/f3ggw9ae3Vsgi0FiatSQUEBPvvsM/Tu3Ru1atVSn+P69eujZ8+emDJlCnbu3GntVSQiIiI7427tFSAiIrKWZs2a4dZbbzUGzpKTk/Hff/+p4OWiRYuwbt06uLm52fQO+uabb9T/EhT69ttvcf3118PRvPXWW/jf//6HBg0awBHdeeedKmBdu3ZtXHnllep15uTkYPfu3Wr/pqenY+DAgdZeTaqAOXPmICMjQ30+f/nlF3zwwQfw9va2qW25fPly2Ap57x88eFAFPe1JYWEhrrjiCixbtgzh4eHqe1hOvKSlpWHHjh345JNP1ElBORFDREREVFYM2hIRkdNq3rx5sezSvLw8lSm1adMmleEo2Y+2SoJ5v//+u8oOlgDBkiVLEB8fj4YNG8KRSLaaTI5o7dq1KmDbqVMn9X6TrEwtCfocOHDAautHlSNBd3d3dzz00EP46KOPMG/ePNx88802d/LKVnh4eKB169awNxKQl4DtqFGjsGDBAvU6tM6cOYOEhASrrR8RERHZJ5ZHICIi0vDy8sLgwYPV5bNnz5ptm5UrV6qsyFatWsHf319N3bp1w5dfflniNpQMq+uuuw6RkZHqcUNDQ9G9e3e88cYbxW6blJSkhtBKIFluW6dOHYwfPx779u0rdf/8+uuvyM7Oxu23366moqKiYiUGDKUgTpw4oSZtOQgJWMtkeL1SFkJ7vbaG7IULFzBt2jR06dJFZYwFBASgf//+KkBhyTB8PyYmRmWYSRBGXlOjRo3Uc8h6am87adIkdVn+1z6/5eMZ1kcCnTIv+6Iksi0laNK3b1+z5ZLx+PLLL6Nt27bw8fFBUFAQRo4cqTKqrWXjxo3q/4kTJxYL2ApZxz59+hjnZVj5999/ry43adLEuK2klqzB/PnzcdNNN6n3kq+vr8palH31xx9/XLKG6LFjx3DttdeqjF/Zx8OGDVPZviWRbSbZv3I7Kelwww03qBMGJZFglWz3Xr16ISwsTL0X5HVI6QfZV+WxcOFC9X6V1yT7sGPHjup9KUPTq+J1VeRzWJrDhw9j/fr1KpAnjynrY8iMv1SJEtm2sj/lMyb7X55fXkNpZQYksH/fffehXr16KotXsjnlu6Gy5Qpk9MGsWbPUe0fWQ95LLVq0UM8VFxdnvN327dtVULpdu3bG/dK+fXu8/fbbyM/PL/N30eVq2sp97rrrLpWNK6UHIiIi1Lx2XSxrK8vzy2PL65P92bJlS3z++efFbp+bm6uyoOX9JK9B3idynwkTJpT6XinpcyzbxjJgK2TfyHdnWba7dv1Lq/Us+0W2sWxr+R6Q71nDPpPXIX+j5L0g++uHH34o9viG79To6Gi8//77arvIY0VFReG3334zfuc///zzah3lseTkoIxEsVTW/V/S+1buJycZ5cSG/O3q16+funz69OkSt4v8nZP1NmxvIiIiR8dMWyIiIg35oWoIoEj2o9Y777yjgicSfJIgkPzolDIK8kNdAjTyY9lg165dKtgm5RWuueYaFbA0ZE1KkFd+DBscP35c/Ug/efIkRowYgbFjx6rgkQTZFi9erIYvS11ESxIAkse/5ZZbVMBv8uTJ6sf8Cy+8YPzBL8EWCZhJlp947LHHjPc3BPokUCKBQAnCaYN/cl9D9rEEnmS7yDaRQIn8GP/nn3/Ua/v000/Vj29LTz31lMoelSH/Ehz9888/VeBBtrEhcC2vVbbLX3/9pR7LcpuXRH7Yy49+2T4SgLEcbi4BKwni3XbbbcZl586dw4ABA7B//34VzL3//vtVprI8rwQBpR6wrEtNk4CnOHLkSJluL/tPghsSSHr00UeN+0gb/Hn22WdVUEu2k2QoS9kPCa7LCQQJ7jz88MPFHlfeA/K+loC2BMPlPWnYNjJcXTK5DeT9KEPBXV1dVbBWhoPLMtmuEhgtqe6yfDaGDh2q3scS1JL6nl988YV6f8vJjbIMh5fg7BNPPIHg4GCVrSqBNXldskwC+ZLFahnoKs/rqujnsDSGAK0EmuTEjTy2nPiRkxkSaCuJZPhLORD5vMl+kverBOHl9cl1TZs2Nbu9fJYkCC01uOX9LjV0pSSDbB856VTSvi4LObEi+1Yy+SVIKicB5DtGtqc8vux/eU3iq6++UsF0+XyNHj1anUiS7wp5H27dutV4sqAs30Wlkc+HvJ/lvXzVVVep/SmBdCkJI88tgW4JPFqS9d6yZYtaX/mulHWX2sLyHrznnnuMt5OTJnKdBCbl5JEEeOUkhOwveQ0SzK3Kz3FlyPaT7SvflzISRLavfBdIUF0+VzIv37nyeZMArLw2+X6Q/WPp8ccfx+bNm9U2le0jt5f3jnyO5Xtd/l6NGTNGBbUlm1ieUz432uzssu5/LfmbIusu79urr75aBWrlsyh/S+VEh/wde+6558zuI38n5P0o+15GwxARETkFHRERkZOJiYnRyZ/AZs2a6V5++WU1vfTSS7oHHnhALfP29ta99957xe4XHR1dbFl+fr5u+PDhOjc3N92JEyeMyx9//HH1HH/++Wex+5w9e9Zsvk+fPur+ixYtMlt++PBhXUBAgK59+/bFHmPPnj3q8UeOHGlcdvvtt6tly5YtK3b7Ro0aqakkK1euVPeT7VCS5557Tl3/4osv6oqKiozL09PTdd26ddN5enrqTp06ZVw+ceJEdfsmTZroEhISjMuTk5N1QUFB6jXl5eUZl8+aNUvdXv4vieHxZL8ZvPDCC2rZ7Nmzi92+a9euap1SUlKMy26++WZ1+6+++srstomJibqGDRvqQkNDdTk5ObqaFh8frwsMDNS5uLiodZw7d64uNjb2kvcpaXtoHT9+vNiyjIwM9T6qVauWLisrq9hnQaa3337b7D6GbfzWW28ZlxUWFuqaNm2q1nft2rXG5fK+MGxjy8NL2cby/Ja+//57ddvXX3/dbLm8D2W5vC8Njh07pnN3d9eFhYXp4uLijMtzc3N1/fr1U7f/4YcfKvy6Kvo5LI18L9StW1e93w3vq2+//VY9rzx/aZ9BmWbMmGF2nczL8iuvvNJsuXyeZfmAAQPMPk/ynqpTp47Oy8tLd/Lkyct+zkr6bvj000/VbYcOHarLzs42u07mtZ8t+d4rKCgwu428H+688071GOvWrbvs81nuN3mPaw0ePFgtnzlzptny6dOnq+VDhgwxWz5w4EC1vGfPnrrz588blx86dEi9j1q1amVclpaWpt7P8r1h+TpkPjU1VXc527dvV48r3zv33XefbsGCBWbffSW51HYwrH9Jn4vg4GCzz7h8HuR55bPdsmVLXVJSkvG6TZs2qftcddVVJX6HWN5+8+bNarm8b+VzlZmZabxOvmvluocfftjssSqy/w1/uyzfW/JZkdcn3zHavzXis88+U/f76KOPStxmREREjohBWyIicjragE5JkwRHdu7cWebH++OPP9T9vvvuu2JB28WLF1/yvjt27FC3kx+4JTE8zt69e82WP/roo2r5zz//bFwmwVpZdtNNN1VZ0FaCdLVr11bBbMsf0UKCE3JfCfJYBgQkSGXJcJ0EnSsTtJVAWknBiAMHDqjlY8eONQsWSzDOMrBj8Mknn6j7LFy4UGcNS5cu1UVGRpq9ByWIPGHCBN3y5cvLHbQtzQcffKDut2rVqmKfBQmwy77WMlw3btw447LVq1eXuN2FBJtlO5c1J0DeTxKwHjRo0GWDtq+++qpa9s477xR7nPXr1xcL3JX3dVX0c1ia+fPnq9vfc889Zic5fH19dREREcXWyfAZlCCa5XUy36JFCxVY1AbYDMEvy6CYeO2119R177//foWCtm3atFH78siRI7qKkkCmPN8rr7xy2ee7VNBWgoKyLCoqqth3kGyb1q1bq+u1wXxD0HPFihXFnsNwnewPIUFdme/bt2+J33FlJd/FEizXfo5lX99xxx26bdu2VVnQdurUqcVuL+99uU5OhFiSAKh8v2gZvkNKu71cJ591LQnMenh4qJMEld3/snz37t0l3m/KlCklnnzs3LmzOhGhPWFARETk6FgegYiInJYM2ZfyBgYpKSlqaKYMNZWh3itWrDAbDi01UaX+nwzzl6HUMhRZS9toRmohyjBWKaMgw4yHDx+uho/KUGMtGfIsEhMTizVFE4cOHTL+LzUDDUNLf/rpJ1XzUh7fQIZ8S31AGU6dmppa4lD18pKyD/JYMgRe6tFakuHK2vXU6tq1a7FlUofSMNS1MmQodI8ePdT+k2HgUntUyHYR2tIIMkRXurvLditpGx89etT4GmRYcWlkaLhlzWAZ8i3DvOX1GIZ9a5X0fJZkeLu8n2RIsZQSkBqRMtxbhmvLJMOM33zzTZSVDOmXepJSf1LqgObk5JhdX1JDJClLIeUOLrevDPU9pc6pJSkBIu8/bS1kAyldMHPmTFUKQd5Psj8utT6WZNh3acPoZai0lMiQkiQVfV0V+Rxeytdff20sjWAgn1cpuSDDzKXcggzZtyTfO5brK/OyXN6nsv3l/WIgw8pLGipu2D+G7VYeMmRdhsBLXV+piXo5UqLhs88+U0PrZfvI/SUxxKCyDbgM+1XKt1iWv5BtI9+r8rxyO8smjJf7DpJ9ImUfZFj/v//+q+rOXn/99ep9JvXHS6pPWxopKzBu3DgsXbpUfX7lc7xhwwb1nSF1ZadPn67KslRWSSVkDI0aS7tOSiCU57Gk1q3ldVI+QWpSW+7Piux/+bxK3duS3Hvvvfjwww9V2QUp8SBkW8p7WbaxlEchIiJyFgzaEhERaeoSSn09qQ0oQVapDSs/wA0/TOWHvASdpNGPBAXl9hI0MdSElaCggQR7JQgnwTYJ0kiNPiGBAKmNa2j+JbVWhdSHlak02gCxBI0lwCy1F6XpizaAIfVtJWAnzym1GyvLsH5SW1OmsqyfQUmNtWR7CW3QrqJkH0i9ytmzZ6vXKoGCn3/+WQWrpQ6j5WuQgLxM5XkNWrKfLQPXEqg0BG1LCmqXJWhr2C4SjDME5KQmrwR7pE6x1DiVerSWjYxKIq9V3mPSnEkCffJ4EliWgIsEtaSeq/Z9Wt59df78efW/BG9KInUpLYO2Us/2ySefVI34pFasBM0M71sJdJe0Ppak/rDh8S1JIE+Wnzp1qsKvqyKfw9JIkEpOJkj9WanDqiVBXPlsSi3WkoK2Jb0+7XLD9jeQkxWWQd5L3b4sDPexPMFUGnlvSk1TOZEiJ6jkvSHBTvlMfPzxx2XavxXd99qApeF2Fdn/UtPa8F1tqDcu95XvWFkufxPKQoKRUh9WJiG1YOVE34svvqhOBkrQXpqSVcalXlNp11k26qvMY1k2F6vI/pfbWAbgDaRxpQToDX/n5O+s4SSItg4xERGRM2DQloiIyIIhu1YyNA0k2CUBW2nCZfgBaSAZRhK0LSnbTbIdJdNRMp3kh600zpKAojTRkaCO4Ydxac28LtXgSALBhmBwSbepiqCtYf2kg700gbElN954o2qkI9m18lolS1UyS6WZjTQSsnwN0rBKAigVJUF7bQaZljT6Ke26ipDgyN13360aUEmWnjREKkvQVva7BGxfe+01ddJBS4L58j6uDEPDMMnmLYlkqmpJsEjWRQJrEjTWBntle7377rtlel7DPpTHl0C5ljyOLC8pyFRWFfkclkaC7RIQlGzF0gJT0kBNmyFe2vazXG7ZsE0eQ5qGWQZuS7t9WRjuU1IQ3JJ8R8r3moxakGC3nBzQZi9L0K6ytPu+JGfOnDG7XUVIUPb1119XkzSKk8/bjBkz1PrL97dkiVeEBHENJ//k+0lOGsl3qZB9JicDS1KRYLs1VHT/l/a5MJCMZGliKd998n0uzSUl6/tyDeuIiIgcDYO2REREFmT4tpBgiIEMXxfSPduSBNYuRbIK5cemTJL1+NJLL6kf8fJj1BAg3rhxY5mCRRKUlC72knVW2lB+KesgQ0llkqxgIT+mSwsQGH5ol5T92qZNGxUM2bZtm8qwKs9w4bK61PNfigS8Ro0apYIGx44dM5ZGuPXWW81uJ5mnEiSQbWxv/P39y7W9KvM+LYuOHTsaH+upp54q9t6Mj48vFlSUAJQMc7bMzpX3lGXphtLI+1jKfkj2upTF0JITIpLR2KdPn0qfqCnr57A0EkCWLFpxxx13mAWxDKT0gAyb//HHHzFlyhSz6ySoZxmElXm5vbyHDdtfGxSXdZas6pL2teHzX973XFRUlCqNIiUZLlUiwfB+kxNRlq+1tPfbpb6LSmIYpi9BT9m+2oCfzMty7e0qq0mTJmq66aab1HtWAuwVDdpe6nMsIwL27t2r9qEhu9WQzW0o2WLrKrL/y0LKTEhmvpwglXII8h3y3HPPVXp9iYiI7E3x8VRERERObtq0aep/qZVoYMjuk1qFWpINJLX3LEkgRQJJlgzZYpKBJSQAJQEjySSSYf6WJGAjz2EgmbWyTAK+8oO2pOl///ufWUaukB++EkAraZ0MNQItA25CggkyRF8CcjLE3XJorJCs4dIyL8viUs9/OYbatfK6ZYizBFssA1gyHFlqDEvg67333isxI1YCf9nZ2ahpMoxesl9LGr4sgWh5TUI7zP5S26u096kM+5aanZUl6yHb+O+//zZ7DtmmElSxDCRL0EtOWkiWunb7yomRhx9+uMzPK7Us5b0on01tjUwJ/j3zzDPGIGlFlfdzWBq5jQSy5LtDPqslfT4NQV3t59PgyJEjxb5PZF6WS2BMAlmWZLtrg6AnT55UGY6SbS7Z6BUhmeuyLx944IFigXX5DjGUkyjt/SalVKSsR0ku9V1UksjISFVORh7TsO0MvvzySxUEHzJkSLF6tmUldbnlO8ySvEdlaL/hu/pSZLSFnCwr6btFMk4lc1fev7169TI7mSTfp1LSxUDuLzWsy1KGwxZUZP+Xhaenp/o8HzhwQL2/5WRhZT7fRERE9oqZtkRE5LQkKKatOSqBCMl0kwCTZEFJ7VkDqVEoQ+BlOLf8wJdmRJKJJsEraQZmWTpA7is/1CV4I0Eu+eEvjytZslIWQdtATAJFEpSQAIvU+JRh8BLokmHuEvyVoIIEOCRwJIEgyTS71A9YqSsodVYlGCDlAOS5JaghmY1SR1PKNsiPYlk3maSGoDQak8CDBHqk5qg8hwTVZKi01GqVdf/kk0/UEFi5jwTjZPi0ZIpJcyRZz9LqnF6ONFKS1yuvXQIlhsCU5fD+ksh+kXWUYJ4EQB555JESh95KWQrZX08//bTKcJTnlKxnCXzKdpHMttOnT5e5dmVVkcY9km0pWcOyXZs1a6YCN/LelCCrBOMkaK5tiCf7UvarNOyRodZ+fn4qeCIBbJnkvSf7Tt5/slz2j7zvJHtNGoJVhmSASqBMGjdJvVx5r8l7RwJWsv06dOiAPXv2mN1eAn9S11ayRGV/Se1RKRsi6yb3LQvZLvK6pMSFPIcE4eV1S5a17FfJLLbMsC6vsn4OL8UQiJVaqKVp1aqVygqWkwhyskC7b2WYubyHZd+3bdtWBb/kNcr7o6Sh5lJ2QgJ8sk1k28plaV4ntUDl81rWurSW5D0nAWh5LMm0lVrfknEv20KaqMnrlPqsEuyWSW4n+1+CknIbyU6VIHNJJVUu9V1Umi+++EKdMJCaprI9JBNYto08j3xfyPUVJd9jkpEs70/ZjrLNZPvJyRT5TpGTVZdjKAUg95XXIYFm+exKQHnJkiXqu1vKk2j3h2R0y/e5lEGRkRfyOiQ7VWrByroYmv7Zsors/7KSE5PyPScnaeR7rqJ/X4iIiOyajoiIyMnExMRIOlSxycvLS9esWTPd5MmTdSdOnCh2v+joaN348eN1oaGhOl9fX1337t11v/32m27lypXq/i+//LLxtosWLdLdfvvtulatWukCAgJ0/v7+uqioKN1zzz2nS05OLvbY586d073wwgu6du3a6Xx8fNTtW7Roobv55pt18+bNU7dZvHixep6BAwde9jXecsst6rY///yzms/IyNDdc889uvr16+vc3NyKre+mTZvU48q6GraHbCeDgoIC3cyZM3V9+/bVBQYGqm0VGRmpGzVqlO6LL77QZWZmGm87ceLEYvc3kOeU62Sbaf3zzz9qe8prNzx/WR5P3H333cb7HD58uNRtkp2drXv33Xd1Xbt21fn5+annatKkiW7s2LG6H374QZefn6+raUlJSbqvvvpKd9111xnfKx4eHmo/XXnllbrff/+9xPvJ65D3h9zW8j2xa9cu3YgRI3S1a9dWjyfXLVu2TDdr1ix1W/nf8rMg27gkpb3f1qxZoxswYIDahsHBwbrrr79efWbktpaHlxcuXNC98cYban0N75snnnhCvScbNWqkprK8R8Rff/1lfJ/KY7Vv3173wQcfFNt3FX1dZfkcliYtLU3dR95b8touRfa5rIN8JoX2O2Tt2rVq3eRx5LN27bXX6o4ePVrsMQzbTtb53nvv1dWtW1dtk44dO+p++eWXYrcvaf9rH8dSUVGR7uuvv9b16tVLrYt858m2uP/++3VxcXFm7+E777xTFx4ervP29lb7ZPr06er7sqR9cKnvokvtt9jYWN2kSZPU/dzd3dX/Mi/LLZX0Pizt+yQ1NVX3yiuvqPezPKanp6d6LfLd9t9//+nKQrbHp59+qrvqqqt0zZs3V9tLHkfe6/LZWL58eYn3W7Fiha5nz55qv4WEhOhuu+02XWJiYonrf6nPxaW+I0t6rPLe/lLvlfLu/9LebyXp16+fegz5e0pEROSMXOQfaweOiYiIiIicldTqlSzfl19+2Sz7/1Ik81/ExsZW89oR1TzJapdRH1IPWJr6WTbbIyIicgb860dEREREREQ2Q0pHSJkKKZPAgC0RETkr1rQlIiIiIiIiq5Pav1I/eubMmaqOrdTEJiIiclYM2hIREREREZHVPfvss/Dw8FDN2D799FPVaJKIiMhZsaYtERERERERERERkQ1hTVsiIiIiIiIiIiIiG8KgLREREREREREREZENYdCWiIiIiIiIiIiIyIYwaEtERERERERERERkQxi0JSIiIiIiIiIiIrIhDNoSERERERERERER2RAGbYmIiIiIiIiIiIhsCIO2RERERERERERERDaEQVsiIiIiIiIiIiIiG8KgLREREREREREREZENYdCWiIiIiIiIiIiIyIYwaEtERERERERERERkQxi0JSIiIiIiIiIiIrIhDNoSEVWAi4sLXnnlFbvfdnfccQcaN27skK+NiIiIiIiIyF4xaEtEZOHzzz9XgcuePXtW+7aJi4vD/fffrwKnXl5eCAsLw7XXXosNGzbYzH6RdZEgblpamrVXhYiIiIhqwHfffaeOh0ubNm3axP1ARFTN3Kv7CYiI7M3PP/+sgqhbtmzBsWPH0Lx582K3ycnJgbt75b5C169fj9GjR6vLd999N6KionDmzBl1kNyvXz9Mnz4dkydPRk2zfG0StJ06darKyg0KCqrx9SEiIiIi63j11VfRpEmTYstLOj4mIqKqxaAtEZFGTEyMClLOmzcP9913nwrgvvzyy8W2kbe392W3W1ZWFvz8/Eq8LjU1Fddddx18fHxU8LZZs2bG6x5//HGMHDkSDz/8MDp37oxevXrV6D4qy2sjIiIiIsd3xRVXoFu3blZdh0sdUxMROTKWRyAi0pAgbe3atTFmzBgVVJX5kljWfZXLsuzAgQO4+eab1WNItmxpZs6cqbJq33vvPbOArZBA7vfff2/MbrB8jtKGr8XGxhqX/fXXX+o1hIeHq7IL8hyvvfYaCgsLL7u/ta9N/n/qqafUZcmyMAyJk+caOHAgOnbsWOJjtGrVSgWeiYiIiMgxyfGgHBe+//77+PLLL9Xxphx3du/eHVu3bi12+0OHDqnj6+DgYJUkIMHgBQsWlHhcu3r1ajzwwAOqdFhERITxehmJ1rRpU3W83KNHD6xduxaDBg1Sk8jMzFQB3kcffbTY8588eRJubm546623qmV7EBFVNWbaEhFpSJB23Lhx8PT0xE033YQvvvhCHXTKwWdZXH/99WjRogXefPNN6HS6Um+3cOFCdbA6YcKEEq+XAKkEfZctW4bc3NxyZ7/KAa+/v7/K2pX/V6xYgZdeegnp6ekqUFxWsi2OHDmCX3/9FR9++CHq1KmjloeGhuK2227DPffcg3379qFdu3bG+8j2kvu88MIL5VpnIiIiIrIt58+fx9mzZ82WSVA1JCTEOP/LL78gIyNDjVKT69599111DBkdHQ0PDw91m/3796Nv375o0KAB/ve//6nA6pw5czB27Fj88ccfqqeDlgRs5XhTjl8l01bIcflDDz2E/v37Y8qUKSpoLPeXZAlDYFeOe+WxZs+ejWnTpqkgrYEcz8rx+S233FKt24yIqKowaEtEdNH27dtVBsCnn36q5iVoKgeAEsgta9BWMk/lwPVyJCNXslElG+FSjyVZBkePHkX79u3LtZ9kHSQDwUCanckkTdZef/31Sz6vVocOHdClSxd1kCsHxVLrVxuglhIOP/30E95++23jcpmXA3E5WCciIiIi+zVs2LBiy+Q4UpIKtI115XhVgqdCjnGvueYaLF68GFdeeaVaJpmvkZGR6uS+4ThUArNyvP3MM88UC9pKNu7y5cuNQdcLFy7gxRdfVMfkkoxg6L8gx6rSd0GbjXv77ber4/elS5di1KhRZseoAwYMUOtBRGQPWB6BiOgiObirW7cuBg8erOYlU+CGG27Ab7/9VqayAkICo2Uh2QgBAQGXvI3herlteWkDtnJ/yZCQrITs7GwVmK4KtWrVUgfkhqwFIdtJMhskwMvaY0RERET2TcoRSPBTO/33339mt5HjZUPAVsgxp5BMW3Hu3DkVaJURZobjUplSUlJUOS0J+J46dcrsMWU0lzZLdtu2ber2slzbMFeyZrXPbQg0S4kwbZkzGRm2Z88e3HrrrVW2bYiIqhszbYmILgYbJTgrAVtpRmbQs2dPfPDBB+pM/4gRIy67rUrqrltaQPZywVjD9VLLq7xkCJqUJ5ADZCmJYDnMrapIJoMEaaWemGQuSDmHxMREVTqBiIiIiOyb1I29XCMyy8xVQxBVGu+KY8eOqRP8kikrU0mSkpJU6YTSjqlPnDih/m/evLnZcgngakeCCVdXVxXMlXIKkrDg6+urArhSbkxGihER2QsGbYmIABXcPH36tArcymRJDvTKErTVZrheSlRUFHbs2IG8vLxSSxVINoDU1jUcwJbUhExYZgGnpaWpJmGBgYGqkZk0hZCDVHk+GX5WVFRUZftcsiMkO9kw3Ez+r1evXolD6YiIiIjI8WgzYrUMI7EMx55PPvlkqY1qLYOxZT2mvlRigfRx+PPPP1WfCikdJqUaZKQYEZG9YNCWiOhiUFYyWmUImKV58+Zh/vz5mDFjRqUPIA2uuuoqbNiwAXPnzi1xmJY0VpDsVSk/YHhOQ9aCBGWDgoKKZR4YrFq1Sg0fk/WWQKqBNoO4PEoLFhsO0m+++WbV+Oydd95RB8aWw9mIiIiIyHk1bdpU/S9NySp6Yr9Ro0bGrF1DKTNRUFCgjpultq2WNMnt3LmzOsaXerdSd9fQt4KIyF6wpi0ROb2cnBwV4JSz79ddd12xSbrUSqmCBQsWVNm2ku66kpH61FNPGet9GUhjh0mTJqlg6dNPP21cLhmzYs2aNcZl0k33+++/N7u/IWBqyG4wNG+QJmQVYahNK8HikkgpBBn+Jq8pMzOTtcKIiIiIyEgSIwYNGoSZM2eqkW2WkpOTL7u1pERDSEgIvvrqKxWoNZCgrKEMQ0nHqEuWLMFHH32k7nvFFVdwrxCRXWGmLRE5PQnGSlD26quvLnFb9OrVC6GhoeqgUBotVAXJmv39998xevRodOnSBXfffbcqmXDmzBmVtSqB3M8++0zV1DWQ8gxSM+yuu+5SwV4Jzn777bdq3SR7wKBPnz7q8SdOnIhHHnlEBX9//PFHsyBueXTt2lX9//zzz+PGG29UWRKSKWwI5koWg2QzSNZwmzZt1OshIiIiIvsnTcdKamIrx5tSO7asZDRbv3790L59ezUqS7JvpQ/Cxo0bcfLkSezevfuS95eSYa+88goefvhhDBkyRDU1kwxbOW6WxIaSRobJaDBJgJARc5MnT1bHsERE9oRBWyJyeobGBMOHDy9xW8gB6ZgxY9TtpOyAnKmvCn379lV1a998800V8ExISDBmDkhDr6FDh5rdXg405aDzgQceUE0cJFP3scceUwFaycw1kPX7+++/8cQTT6hmZHK9lGCQxyutjtildO/eHa+99poqD7Fo0SJVl0xKLRiCtoa6YXJQzAZkRERERI7jpZdeKnH5rFmzVPZsWUlywrZt2zB16lQVaJVjasnAlZP/pT2HJRn9JkkI0iRY6uN27NhRJV9IkoIcy1uSvguS9PDvv//yGJWI7JKLrqKpV0REVOWWL1+usm8lE0EyGySrwB58/PHHmDJlisp4sOwgTERERERUHSSZQEadjRs3TpVOsHTttddi7969qhYuEZG9YU1bIiIbItmwUqN25cqVKnvWHs6ryTp+8803GDhwIAO2RERERFQtpO+D5bHxDz/8gHPnzpWY9Sv1c//55x9m2RKR3WKmLRERVYg0QZMhaRJglsyGv/76q9S6wERERERElbFq1So1suv6669X5cB27NihEgekp8L27duNI9SkjNf69evx9ddfY+vWrTh+/LgqK0ZEZG9Y05aIiCpEOv1Kg4egoCA899xzDNgSERERUbVp3LgxGjZsiE8++URl1wYHB6u+Cm+//bZZSbHVq1erEWtSsktGsDFgS0T2ipm2RERERERERERERDaENW2JiIiIiIiIiIiIbAiDtkREREREREREREQ2xOFr2hYVFSEhIQEBAQFwcXGx9uoQEREREaA6gGdkZCA8PByurswjKA8e3xIRERE5/vGtwwdtJWArxcqJiIiIyPbEx8cjIiLC2qthV3h8S0REROT4x7cOH7SVDFvDBgsMDFSZCdLxPDQ0lFkdDor72DlwPzsH7mfnwP3snPs5PT1dnVg3HKtRxY9vK7svyLFw/zou7lvHxX3r2Lh/HVdRNR/fOnzQ1lASQQ5oDUHb3NxcdZkHqY6J+9g5cD87B+5n58D97Nz7meWrKn98W1X7ghwD96/j4r51XNy3jo3713EVVfPxLY/SiIiIiIiIiIiIiGwIg7ZERERERERERERENoRBWyIiIiIiIiIiIiIb4vA1bYmIiMi5FRYWIj8/39qr4ZTc3Nzg7u7OurVEREREROXEoC0RERE5rMzMTJw8eRI6nc7aq+K0fH19Ub9+fRW8JSIiIiKisuHRMxERETlshq0EbCVoGBoaymzPGiaB8gsXLiA5ORkxMTFo1qxZTa8CEREREZHdYtCWiIiIHJKURJDAoQRsfXx8rL06Tkm2u4eHB06cOMESFURERERE5cBGZEREROTQXFxcrL0KTs3VVX+4yRIVRERERERlx6AtERERERERERERkQ1h0JaIyEoKi4pQUFjE7U9ENiE2NlZlJaelpVl7VYiIiIiIipPmwgW5cBYM2hIRWUFiWjbu+nw1rnprEf7efoL7gIhw5513qqDpwYMHy7Q17rjjDjz22GPcckRERETk+M7HArNaAx/7AN+1BVY+BkT/C+RnwVExaEtEZAV/b4/D6dRsFOl0+GLRfsSfzeR+IHJiGRkZmDNnDoKDg/HNN99Ye3WIiIguLTsJ2PgasG8WoOPIMSKqgQzbxZOA1CP6+ZQDwI6PgfljgM9qA3MGA5vfAs5sc6jvJHdrrwARkTOKTkw3Xi4o0uGLxfvxxs092DCJqBpl5eYjJimjRrdxk7AA+Hl7XPZ2s2fPhp+fH9544w08//zzeOutt+Dh4YGioiJ89tln+Pzzz3Hq1CnUq1cPn376KY4cOYKff/5ZfWd8/fXXaNSoEfbv34/GjRvjo48+wtixY9Xj/vnnnyobV0ofiGnTpuGLL77AmTNnEBYWhilTpuChhx6q9u1AREQOJPUoMHcYkBGnn0/eDQz+yNprRUSObO83QPyqkq8rytdfJ9O65wDvECByKNB4BNBoOBAYCXvFoC0RkRVYZtZujz6LjYcT0ad1Pe4PomoiAdsnvt9Yo9v3g4m90S4y+LK3k+zaW265BTfeeKMKsi5cuBDjxo1TAVsJws6dOxddunRBfHw8srKyMGrUKOzYsQNBQUHq+rKS4O6KFSsQERGBVatWYfTo0ejcuTP69u1byVdKREROIWkX8MdIfaatgWS71W4FdJpszTUjIkeVmQCsedI07+4DhHYCzmwBdIXFb5+bAhyZo5+EfD9JALfH/wD/cNgTlkcgIqphuRcKkHg+p9jyGUsOIC+/hD86ROTQDhw4gE2bNmHixInw9/fHtddeayyRIFmxr7zyCrp27aqyaiMjI9GmTZsKP9f48ePRsGFD9ViDBw/GyJEjVfCWiIjosk6uA2YPNA/YGqx4GIhdzI1IRFVvxcNA3nnTfJ9XgZs3AA+mAFfPBzpOBoKal37/1MPAzs8AV0+72zsM2hIR1bD4lJILpUsgd86G49wfRE5GArQdO3ZUk5Dg7eLFi1U5hBMnTqBFixZV9lxSUkEydqV2rmTp/vvvvzh79myVPT4RETkoafbzxwjggqnEF/wjTJcl223hBODsfqusHhE5qKPz9JNB3a5A14uNeL1qAS3GAsM+B+46CtwdDQyfCbQYD3gFmT9O3S6Abx3YG5ZHICKycmkEbw835F7MsJ29/jiGdYhA/dq+3C9E1VBfVsoV1PRzXkp+fj5+/PFHZGZmqnq1QqfTobCwEN99950qZ3Ds2DH07l18vV1di597l0zd7Oxs4/zp06eNl+Pi4lRAeNGiRRg0aBDc3d1V7Vt5PiIiolId/BVYdDtQVGBaJvUir/kTWPU4sPcr/TIJ6M6/ErhlM+Abxg1KRJWTmwYsf9A07+IGjPgacC0llFmrCdDhXv1UVAgkbgNOLAVilwANB9nl3mDQloiohsVpgrauLi548Iq2+GDBHjWfX1iEmUsO4JUbunG/EFUxaQhWlvqyNWnBggVIT0/Hrl27VOargTQe+/bbb1WTsKlTp6J9+/YqE9dQ01ZKJNStW1c1H5Ogq5Q7EJJF++uvv6p6uAkJCZg+fbrxMSUwLLeVBmQS8JUs2yVLluDee++1ymsnO7LiUSC4FdDuLsDdy9prQ0Q1adcXF4MmmhN8LcYBo3/Rfx8MnQ6cjwbiluuvS48F/roWuH454O7NfUVEFbfmKSDrjGm++9NAWKey3dfVDajfUz/1esFu9wLLIxARWTFoGx7si+EdIswCSRuPJGLrsRJqhRGRQ5ZGuOmmm9C6dWuVaWuYHnnkERV0lUDt5MmTMWHCBAQEBGDYsGEqY1bcfffdqoSClDro0KGDWvb6668jLS0NoaGhuPnmm3H77bcbnysqKgrPP/88hgwZgpCQEMyePRtXX3211V472YnkPcDOT/RBm29bALtnAoUXrL1WRFTdZBTGpjeA5Q+YB2zbTgKunG06gePmAVw1V9/oxyBhA7D4Lv1jEBFVRNxKYO/XpvnaLYBeLzrdtmSmLRFRDYtLzjBejqzjrzLkHhzVFg9+tRZFF49tv1h8AB0bh8DT3Y37h8iBSbZrSerUqYOcHH3DQgmyPvHEE8Vu06xZM2zfvt1smTQqW7t2rdmyp59+2nj51VdfVVNJGjduzFIJVNyGV0yXM+KBZfcDW94Cer4AtJ2oD9gQkWORYOvqJ4Ht08yXd30CGPgecHF0h5F3beDav4FfegK55/TLDv2iz9Dv/VLNrTcROYb8HGCpxUiw4V8BHj5wNsy0JSKqQQWFRUhINdWbbFjHX/3ftG4grurW2Lj81LkszN8cy31DRETWDdzIsEJvi7Ii6SeApfcAs1oB+2aZ17kkIvsmn2fJkrUM2PZ7o+SArUHt5sA18wFXzYmcDS8Dh36r3vUlIsezcSqQdsw0LzVqGw6EM2LQloioBiWcy0KhIZ0WQKOLQVtx28CWqOXraZz/Ze1RJKfrM+2IiIhqnARnejwD3B0D9H1dn02ndT4GWHwnMKs1sP8HBm+J7F1BLrBwArB/lmahCzD0c6Dnc6UHbA0iBuibBGktugNI2Fgtq0tEDihxB7DtfdO8X31gwLtwVgzaEhFZqZ6tiAw1dZYP8PHAnUNM9cBy8wvx9bJD3D9ERGRdXoFAr+f1wds+UwGvWubXpx0HFk0EvosCDv6s79hMRPblQiYw/0rg2HzTMunQPvpnoNPksj9O29v1AV6Dwjzgr7HAeY4gI6IyZPovuRvQaY4jhn5e/LjDiTBoS0RkxaBtwxA/s/kRnRqiZbjpj9Kq/QnYHZtSY+tHRERUKvnRJPUp744Fer0EeAaaX596FPj3VuD7dvrMW8mWkYBuTkrFsnClPEN+lr4cQ+J2IHaxPii842Pg4K9siEZUleTES9xy07y7N3DNX0Cbm8r/WH1fA1peZ5rPTgL+vArIS0eVKswHTq4D1r8E/NIL+Kw28Etv4NBsZv4T2aNt04Cknab5ltcBLcbCmbERGRFRDYrXBG3DavnA29P8a9jVxQUPXdEOj36z3tin9/NF+zH9nn5wd+N5NiIisgHeQUDfqUCXR/V1LyWImq85KXnukD4AZMnDD/AKujjVMv/fxQ3IOWs+5Z7VD9cuzcl7geEzq+c1EjmTo38CR+eZ5uVzOfZvIKJfxR7PxRUY9b3+hMuZrfplZ/cBf98AXLtQn8FbUanHgBNLgNglQPwK4IKpwa9yehPwz43AuqZAtyeAtpOcsnkRkd2RE78bXzbNy7HBkE/h7Bi0JSKyUqatoQmZpVbhQRjZuSEW7YxX87HJGVi47QSu7dmkxtaTiIjosnyCgX6vA10eA7Z/AOz8VJ8ZWxq5TqbMU1Wzcfd+DXR/Bghqyp1FVFGS/briIdO8nEAZvwSo36Ny29TDV5+p+0tPIEN/TIvYRfps/MghmhM4Fyc5GeRZC3D3Mn+c3DQgfqUpUHs+umzPL7db/iCw4RWg88NApwf131lEZHtkZM3Se81P1A78APCrB2dnM2lbb7/9NlxcXPDYY48Zlw0aNEgt007333+/VdeTiKiiinQ6xKeYfsxGlhK0FZMGt4K/t+m82g+rjyA1M48bn4iIbI9vHaD/W/qat92eAtx9a+Z5dUXFO9wTUfmsf9H8RIpkp1Y2YGvgXx8YuxDw0BzzHp4NLL1Pn3X7x0h9UHdWK+CLusDH3sDHvsCM+sCsNsAPHYHP6wALxgG7Z1w6YFunPdD6puLfPznJwIaXgK8igZVTgPS4qnltRFR19n4DxK8yzcuJnXaTuIVtJdN269atmDlzJjp06FDsunvuuQevvvqqcd7Xt4YOAomIqljy+Rzk5ReWKWgb5OeFiYNaYfqi/Wo+O68A3644hCeu7sj9QkREtsk3FBj4LtD7Rf1Q6Lw0fZbchfOm/0tbJjVvfeqUbfr7RuDMFv1z7vsW6P2y/rmJqHykdIFkyBsENtZ/nqpSWEdgzK/AX9foT7RcTkGOfso6c+nb+YYBjYYDjUYAjYYB/uH65VJDe9fnwM5P9GVWDCTLf8dHwK7P9MHd7k8DddpV8sURUaVlngbWPGleT3v4l4CLCzeuLQRtMzMzccstt+Crr77C66+/Xux6CdLWq8eUaCJywCZklwjaijFdI/HvjjjEJOlrdS3ZfRKju0SiTUTtal1PIiKiSvEMAMJ7V99GlGDLwotNjiS4s2s60OeV6ns+Ioft0n6vpKyblg37Ql/WoKo1uxIY8TWw5mnzQGp5uHkCDfrrg7SNRwChHfS1cy35hOhPHEnG8L5Z+tIt52PMX/eBH/VTk9H65or1e1b8tRFRxcmJHCljknfetKzPq0BQM25VWwnaPvjggxgzZgyGDRtWYtD2559/xk8//aQCt1dddRVefPHFS2bb5uXlqckgPV3fobKoqMg46XQ69T85Ju5j52CP+zku2bxRQkSw7yXXX84tPjAyCk/9uNm4bPp/+/DhpD5wc3WOM4/2uJ/Jdvaz4XENk60aPHgwNm7cCA8PD+Oyd955Bw888ABsnaz7NddcY1beypJh+1vuZ36uqcKajwWCmgNpx/TzOz/TB3KrI9hE5KikgWDyLtN8qxuBJqOq7/lkqLNMBXkXM+w1mffyv2HeOJ3XNxmTmtUSqI0YUL7PuNy284NAx/uAI78DW94xf70i5l8g5j99vVsp8eJ56YQKIqoiclwe/Q+w/nkgeY9peVgXoOsUbmZbCdr+9ttv2LFjhyqPUJKbb74ZjRo1Qnh4OPbs2YNnnnkGhw8fxrx5ms6WFt566y1MnTq12PLk5GTk5uaqHwjnz59XPxpcXW2mpC9VIe5j52CP+/nwSVNmQYC3O/Iy05BknnxbTJg30Lt5MDYeO6fmj55Jx+9rD2BwG+cYBmqP+5lsZz/n5+erxy4oKFCTrZLX/eabb+KRRx4xW16edZbXqg361hRDEPZS6yrXyW3OnTuHrKws437OyLDo+E1UVq5uQLcngWUXe13kpugz6iRAQ0SXdz4WWP+SaV4agQ3+sGa2nDQacw/TlzeoCa7uQOsbgVY3ACeWAVvfAeKWa26g05dMiF4IDP8KaDy8ZtaLyFnFrwbWPQckbDBfLk0QR36j/8ySkdW2Rnx8PB599FEsXboU3t7eJd7m3ntluIZe+/btUb9+fQwdOhTHjx9Hs2Ylp0s/++yzePzxx80ybRs2bIjQ0FAEBgaqHw3S0EzmGQBwTNzHzsEe9/PZLFPzhEahAQgLK9vB6oOjA7FrxhrkXNDXw523/TRG92iBAB9PODp73M9kO/tZTtZKYNDd3V1Ntkpeu7xuy3VcsmQJ/ve//yE6Olod90j2rYxMEpMmTVL3kTJTixYtUqOVpFnra6+9hl9++QVpaWno27cvvvjiC3XyW5w5cwZPPfUUli9fjpycHNVLQO7r4+ODp59+GnPmzFGBVTlueuWVV3D99der+8myu+++G6tWrVIBV1mXP/74A5988gnWrVuHTZs24eWXX0b//v3x77//Fnt98rpkXYODg1Vg2bCfSzv+IyqTqNv1DZSkyZCQIdCSUccfe0SXz3CT4cgF2aZlA95x/C7tUh9TArIyJW4Htrytz8A1SD8B/DECaDsJGPQB4M1yZERVKnGHPlgbu7j4de4+wNDPgbBO3OgWrPYLZvv27UhKSkKXLl2MywoLC7FmzRp89tlnqsSBm5ub2X169tTXmjl27FipQVsvLy81WZIfB4YfgoYfRwwAOC7uY+dgb/s5XlPTNjI0oMzrHVrLF7cMaIGvlx1S8+k5+fhxzTE8dIVzNE+wt/1MtrOf5bHkcQ2T0ZI/gKXzL/8Akc2Ahy1G73z6MhB3/PL3HX4tMGJ8mdfVch3lWGfs2LGqTNTVV1+NP//8U5Uh2L9/P5o0aWIcsTR//nz1vwSoX3jhBXV8JYHUkJAQPPfcc7jpppvUsZUExuVx2rZtiwMHDiAgIEAFW+VYS563U6dOKqAr95s7dy5uv/12dO/eXT3XBx98oLJlT506pY6x9u7dq06ET5s2TY2YkvW8VHkEw2sz7A/DfuZnmirFwwfo8og+cCukZuXReUCrCdywRJcigUopC2AQ3hdof7dzbbO6XYGr5uqDR1LXNyPOdN3+WUDsIn193+bXWHMtiRxDyiFgw4vmJ0kMXD2ADvcCvV5w/BNHFWS1X8CSMSsH/bt27TJO3bp1U03J5LJlwFbIciEZt0RE9iQtK08FW8vahMzS2B5N0DDEzzj/z/YTOHZaU7CdiMouJxtIPXv5KaOEz5gsK8t95TnKQUYKBQUFGafZs2dj0KBBGDdunMpUve6669CvXz/8+uuvxvuMGDECI0eOVMFPyZb9/PPPVSBVjpM8PT1V9u369evV6CYpRXXw4EGVeVu7dm31mPJ4hhPdcvwl2f9y/HXjjTeidevW2LBBP2xNsmNTUlJw9OhRdb0EeCVrlsjqOj4AuGtqXG59V59FSEQlk/qxKx8xD5gMn1lyQy9n0HgkcMc+fU1brazTwF9jgb9vBLIvZvMTUfmkxwGL7wK+b1tCwNZFP2LmzsPA0M8YsL0Eq307S4ZHu3btzCY/Pz+V4SGXpQSCDPGTjJHY2FgsWLBAZX0MGDBADecjIrIn2ixbEVnOoK2Hmysmj2prnC/SAdMX7bfp5kpENsvHF6hd5/JTQK3i95VlZbmvPEc5SE1+KWlgmE6ePInGjRub3aZp06ZquUFkZKTx8tmzZ1W9WDlOMgR+pYmrBG8laHvixAk0aNBABXdL8uGHH6os3Fq1aqn77tu3Tz2mkAxcKX0wYcIE9ZhS3krKKxBZnU+weYagDHmOX2nNNSKybTI0OeuMaV4a+NUxHV86Jc8AfdDohjVA7Rbm1x2eDcxqAxz8hSeEiMpKTnSsnAJ82wLY9y2gKyreTHTiXuCK74Fa+tFjVDqbLfAmPzKWLVuGjz76SP0Ikfpq48ePV0P/iIjsTVwlg7aia9NQ9G1dD+sP6Q+2D5xMxfK9pzCsQ0SVrSeRU5CyBeUoXWDGslxCNYmIiFBlDrTkJLYEZQ205QXkpLevry82b96ssmQtyXIpbyBlFCxrycrzSA3bFStWoHPnzupxJZvWcFLI399f1dOVKSYmBldddZXK6n3iiSecssSBbEdpjvvff/8hOzsbzZs3x6xZs9SIMSHbTWr8fvXVV2a1hVu0MAUDpE7www8/jIULF6ptKMe4H3/8sdrWVE7SZXrXdEBXaMq2jRzCzUhkKWEjsHuGaT6oOdDzeW4ng4j+wG27gY1TgW3vmQJN0ujw31uAQ78Cw2YAAQ24zYhKIseN0hR09eNAXgmj1SKHAv3eBOr34PYrB5s60pYGFxKkFRKkXb16tRqOJz8wZEjeu+++q2qoERHZc9DW28MNoYEVa8Bz3/A28HQ3fXVLndusPFPZBSJyDDfccIM6Lvrrr79UPdl58+ap2rRSuqAkEviTRmQSSJXMWiHHUFJmQUh92latWuGBBx5QgUR5TAnWSg8BadoqZQ+kQZjUvv32229Vpq3B33//jSNHjqjr5DhMyiUYmqbVrVtXjY5yFqmpqSoIK9tAgrZSH1hq/krJCQM5XpUmbTNmzFDBchlJJmUs5HjWQMpRSH1iacgr21f2rbYBL5VDrcb6rvAGUqMyeQ83IZFWYT6wVL5jNCO0JAAptaHJRLbHgLeBmzcDddqbb5nov4HvooDDc7nFiCxJXfnfRwBL7ioesK3XA7huGXD9MgZs7T1oS0TkDEFbqWdr1hSpHOoG+eLGvs2N86lZefhpzdEqWUcish2SvSmBWsnYlPqxr776qmo6JiUSLlVioXfv3hgyZIgqQ9W1a1csWbLEGNSVrE7JDJXgbZ06ddToJQnEjho1StXMbd++PcLDw1UwUQKT2qZocht5zKioKPUckydPVtdJAzIZGSUlFa688ko4Osk2lsQCyazt0aOHatQmtYUNDXIly1YSEGTbSuM4Ken1ww8/ICEhQTWTE1JbeNGiRfj6669Vk12pLfzpp5+qhnJyO6qA7k+Zz299j5uRSGvbB8BZ08k4RN0GNBrKbVSaet2AW7cBfabq6/4aXEjXZ91KYyUiAooKgR2fAN+1A+KWmW+RkCjg6vnAzZv4fVMJLjoHL4go2SNSn+38+fMqO0R+nCQlJalmG844pM8ZcB87B3vbz7d8vBxn0/VZVkPbN8DTYztV+LEuFBTi3hlrcDpV3+jIzdUFX9zbH41CA+Bo7G0/k23tZ8lslOH8ElizLAlANcewHxo1aqSOywz72fIYzR5I0FqyZqW2sIwIkzrBkr18zz33qOujo6NVAHfnzp2qxITBwIED1byUQJBMZsmIlqxdA8l8lvfo3Llzce211xZ7XsmIlslAtp0Ej+UxKrLt5DOXnJyssqsd5bvV5Y+RcLn4g1Hn4gbdnceAQFPdZ2fiiPuXKrFv047D5YcOcCnUH4fqvIOhm3gA8A3lZi2Ls/vgsvQeuJzZYlyk6/QQdIM/rtLtx8+tY3PI/ZtyEC5L74XLaX3jWgOdmzd0vV/Rly9ytdmKrNW2b+UYTUZgVdXxreNvQSIiK8vOKzAGbCtaz1bL090N94+Iwsuzt6n5wiIdPl+8H2/f0rPCGbxERHR5EpSV+rSPP/44nnvuOWzduhWPPPKI6sUwceJEnDlzxlg2QkvmDdfJ/xK41pJyE5JRbbhNSVnUU6cWr6csPxK0ZRfK8wNDfkxI7oaj/Hj0bH4Pgi8GbV10hche/xYyutZMDWpb44j7lyq4b3U61F55D7wuBmxFeqcXkZOpAzKTuFnLJAwYPA/BS66GZ8oO/Wbd/z2SW02Bzr18TUcvhZ9bx+ZQ+7coH34HPof/3mlwKbpgdtWF0J443+sDFAY2A86egzPu24yMjCp9fAZtiYiqWXxK5ZuQWerZIgw9modiy7FkNb8rJgXrDp5B/6j6lX5sIiIq/cBcGo69+eabal4at0n9X6lfK0Hb6vLss8+qQLFlpq1kdVQ001ZO8jlUxk/oeOj2dYZL0k4163v8Z/gMfhPwNtUbdhYOuX+pYvv20C9wPb3aOKuLGIiAXg8jgCf5y6/bI8DiO9RF1/wMhKYsA9rfXWXvTH5uHZvD7N+knXBZdjdckneZLdZ5+EPX/224d7gPIS52/PqqYN9W9eg+Bm2JiKpZXLJ50FZq2laW/GG4f0Rb7IxZg/xCfXfbmUsPoHvzUHh78qudiKg61K9fX5VI0GrTpg3++OMPdblevXrq/8TERHVbA5k3lEuQ20g5EC0pj3Du3Dnj/S15eXmpyZL8OKjojz/5O1KZ+9ukbk8B/96sLrrkZ8Fl70yg53NwRg65f6l8+zbnHLDKdLIHbp5wGT4TLm5u3JIV0foGYPXjQK4+e9B1z0ygwz2yQ6pse/Jz69jsev8W5AIbXwW2vgvoCs2vazxS/90S2AjOykWzb6t6/9rhu4WIyL7Ea5qQubu6IDy4aoZSNQjxw7heTYzzyem5+G2983RxJyKqadKg7fDhw2bLjhw5our1CqmfLIHX5cuXm2XFbt68WTVwE/J/Wloatm/fbrzNihUrVKaGNCajSmh1PaD90SjNUeSHJpGzyTwNzL8SyNGPyFJ6PAcEt7LmWtk3d2+g7STTfNIO4MxWa64RUc1I2AT82BnY8pZ5wFZGsoz6Hhj3n/nfXqpSDNoSEVWzOE3QNjzYD25VePbt5n7NUSfQNATj943ROHUuq8oen8gROHjPVZvnSNt/ypQp2LRpkyqPcOzYMfzyyy/48ssv8eCDDxozLR577DG8/vrrWLBgAfbu3Yvbb78d4eHhGDt2rDEzd9SoUap52ZYtW7B+/Xo89NBDuPHGG9XtqBKk4UnXJ0zz2YnAgR+5Scm5nNoA/NQVOL3RtKx2K6DH/6y5Vo6h433m87tnWGtNiGrGyXXAnIHAuUPmy1uMB+44ALS9vUqzzak4Bm2JiGow07Yq6tlqSSmEe4e1Mc5LqYQZSw5U6XMQ2Su3i0NAL1wwb5JANSs7O1v97+HhYfebvnv37pg/fz5+/fVXtGvXDq+99ho++ugj3HLLLcbbPP3003j44Ydx7733qttnZmZi0aJFZjXOfv75Z7Ru3RpDhw7F6NGj0a9fPxX8pSrQ/k7AO9g0v+19QKcvI0Tk0OQE2e6ZwJxBQNZp82y40T8B7sVLrFA51W4BNBpumj/8G5Cbys1Ijul8DLDgWqBQcxztWxe46nfg6t8Bv5JLOlHVYuFDIqJqJEHUhFR9wKI6grZiQFR9/LMjDrtjU9T8lqNJ2HQkEb1amncvJ3I27u7u8PX1RXJysgoY2mUNMTvPsJWArdRvDQoKMgbR7d2VV16pptJItu2rr76qptIEBwerLF2qBh5+QKcHgU2v6edTjwDHFgAt9JnORA5JyoAsfwjY94358tAOwNXzgaCm1lozx9NxMnBiqf5yQQ6w/3ug62PWXiuiqpWXDsy/Csg5a1rW9Cpg1HeAj+bEKFU7Bm2JiKrRqZQsFGmGBldFE7KSAgQPjGyLyV+uNT6XZNt2aVoHnu6OESQhquhnQ5pBxcTE4MSJE9yIViIBW6nz6khlEsjGdX4I2PaeqZ7t1neA5tdwCCc5poyTwILxwJkt5stb3wSM+Ep/IoOqTrOrAP9wIDPBVCKhy6P8fiHHUVQI/HMjkLLftKx+T+DK2YCHjzXXzCkxaEtEVEOlEaor01Y0DgvA2B6NMW9zjJo/nZqt6tve3L9FtTwfkb3w9PREixYtWCLBSiTD2ZBhy6At1RjfMKDtHaZ6k6c3AafWAxH9uBPIsZxcAyy8HshOMi1zcQUGvAd0ncJAYnXVzm5/D7Bxqn4+9TAQvxKIHFItT0dU41Y/CcT8Z5oPaAhc8ycDtlbCoC0RUQ01IZMS7RHVFLQVtw5ogZX7EpCalafmf1t3DMM6RCCsFs+IknOTsgjaeqJE5ASkIZnU98TFDG/JvGXQlhyFjFzY+RmwagpQVGBa7lNHnw3HAGL1kqDtptcBXaF+Xk4QcZuTI9jzJbDjI9O8ZOqPXcj6tVbE4m5ERDUUtA0L8oG3R/WVK/Dz9sBdQ1sb5/MKivDlUjYlIyIiJ1S7OdByvGn++AIg5aA114ioahTkwGXxJGDFw+YB27AuwK3bGDysCQENgGZXm+aPzQcyNc3fiOxR3Epg+YOaBS7A6J+BsI5WXCli0JaIqIbKI1RXaQStoR0aoE1EkHF+7cEz2BGtKSBPRETkLLo9ZT6//UNrrQlR1UiPQ8jSa+By8Efz5VG3AzeuAwIbcUvXZEMyAwmeWzaBI7In544AC8ebnwjq/7a+HjxZFYO2RETVRJqCnUzJrNYmZJZcXVzw4Kh2qhSDweeL9qGgsKjan5uIiMim1O8BRAwwzR//C9Dx7yHZqZRDcPmlOzzO7TWvrzrkU31HdzYIqlmNhgJBzcyHlUsDJyJ7k5sK/HmV/n+DthOB7hYnPskqGLQlIqomSWk5qkRBTWbaihb1a2F010jjfHxKFnbFptTIcxMREdmUVjeaLkuzpqRd1lwboopb8yRccs6aN9y7fjnQ+SE2HLMGafjW4X7TfEY8EP2PVVaFqMIK8/XNDFOPmJY16AcMm8nvFRvBoC0RUQ3Us63JoK24fWBLs/kjCWk19txEREQ2o/FI8/nYRdZaE6KKy0kBYhcbZ3VhnYFbt5tnklPNazcJcPMyze/+gnuB7Kuh4cpHgLjlpmW1mgBXzwPcNe9rsioGbYmIqsmJsxlm8zVRHsEgyM8LdYN8jPPRiebrQkRE5BSCmgK1NScyYxi0JTt0dL5ZrUld3zeAgAirrhIB8AkBWk0wbQoJrKdFc9OQfdj5GbB7hmneMwAYuxDwDbXmWpEFBm3tSGGRDu8v2I1J01diwdZYa68OEZWjCVltPy8E+njW6DZrGhZovByTmF6jz01ERGQzGo8yXU7YAOSdt+baEJXf4dnGi0VetYGGQ7gVbYW2IRl0+tq2RLZOTmCuesy83MeVs4E6ba25VlQCBm3tyOJd8Vi6+yQSzmVj+qL9+Gm1pu4IEdl0eYSGdfxq/Pmb1jUFbU+dy0LuBU03UCIiImfRRBO01RWaDwUlsnXZyUD8CuNsbsMxgJuHVVeJNOr3AkI7mub3fQMU5HETke1KOQD8fYN5Y85B04AmV1hzragUDNrakVX7E8zmf1xzFD+vOWq19SGi0ul0OrNM25qsZ2vQtG6AaX1kxFYySyQQEZETihhoXneSJRLInhz9wyy4ktvoGquuDllwcQE6ahqSSbM42WdEtkhOKPw1FrigGYXZ4T6g8yPWXCu6BAZt7cS5zFzsPVG8+/sPq4/gl7UM3BLZmtSsPGTmFlg5aGvKtBWsa0tERE7Jw9e8YZM0I5MGLER2VhpB5xuGC2G9rLo6VII2twAemmN9NiQjWyV//1I18aPIIcCQT/UnH8gmMWhrJ9YdPIOiUo4tv191BL+uO1bTq0REZSyNIBrWMWW91pR6tX3h4+lmnI9mXVsiInJW2rq2GfHAuUPWXBuissk8DcSvNs23GA+4unPr2Rpp4BR1m2n+1Dogea8114ioZDH/mi67eQJXzmG5FRvHoK2dWH3gtPFysL8X7hsRZXb9dysP4zcGbolshrY0grUybV1dXMyybRm0JSIip6Wta2vINiKydUd+v1jkSk/XcoJVV4fK2pAMwJ6Z3FxkW2SESfS/5qWDfEKsuUZUBgza2oGz6bnYH3fOON+/TX2M69mkWOB21srDmL3+uBXWkIgulWnr6+mOkABNLb0apA3axiRmoIjDQYmIyBkFtwECGprmWdeW7Kw0AvzDgQb9rLk2dCmh7YHwvqb5Az8AF8yTOIis6uw+IPOkaZ6Nx+wCg7Z2YO3B05rzq8CAqPrqfxW4Hd7G7LbfrjiEORsYuCWypaBtwzr+cLFSnSBt0Db7QgHOpGZbZT2IiIisSv4Oa0sknFwN5PNvItmw9HggYb1pvuX1gAt/vts0bUOyCxnAoV+suTZEpZdGEE1GcwvZAX7r24E1mtIIdQK8EdWwtnF+XK+muNcicPvN8kOYu5GBWyJbKY9gjdIIBk3rmtfSZYkEIiJyWtoSCYV5+sAtka06Mtd8vtUN1loTKquW1wHemuHmu75g00OyHTH/mS7XagrUbmnNtaEyYtDWxiWdz8GBk6nG+f5R9VWdSq3xvZri7mGtzZZ9vewQft8YXWPrSUQmWbn5SMnIM8u0tZbGoQHQfmNEJ2ZYbV2IiIisKnIo4GJq0MkSCWQ3pRECIoH6vay5NlQW7t5AuztN88m7gNObue3I+vLO6xvkabNsrTQSlMqHQVs7KI2gNfBiaQRL1/duhruHmgduv1p2EPM2MXBLVNPiU6zfhMzA29MdDYL9jPPMtCUiIqflVQsI72OaZzMyslXnY4AzW0zzrSYwwGIvOt5nPr9nhrXWhMjkxFJAV2iab8rSCPaCQVs7Ko0QVssHrRsElXrb6/s0w51DzAO3M5cexLzNMdW6jkRUej1bawdtRRNNXdvopHSrrgsREZHNlEhIPQKkMcGBbNDhOebzLI1gP4KaAY1HmmdM56ZZc42IgOh/zTPCIwZxq9gJBm1t2Jm0bBw6ZfqC79+m3mWbGd3QVwK3rcyWzVxyAPMZuCWqMXHJpqCth5sr6tX2serW19a1TUzLUeUbiIiInJK2GZmIXWytNSEqW2kEqT1Ztyu3lj3poMm2LcgF4ldac23I2emKgFhNPduGQwAP6/4+pbJj0NaGrdVk2YqBbcPLdL8b+jbHHYPNA7czlhzAX1uYcUtU003IpDSBm6t1v2qbajJtRXQS69oSEZGTCusE+ISa5lkigWxN6lEgaadpnqUR7E/jEYCrh2k+brk114acXdIuIOuMab7JFdZcG7LXoO3bb7+tskgfe+wx47Lc3Fw8+OCDCAkJgb+/P8aPH4/ExEQ4Y2mEekE+aFm/Vpnve1O/5pg4yLwb4OeLD+CvrbFVuo5EVFycpqatNZuQGTSrZxG0TWSJBCIiclIuruZDl+NWAIUXrLlGROZYGsH+efgB4b1N8wzakjXFaEojGJqQkd2wiaDt1q1bMXPmTHTo0MFs+ZQpU7Bw4ULMnTsXq1evRkJCAsaNGwdnkHAuC0dOnzfOD4gKv2xpBEs392+B2wdaBG4X7ccCBm6Jqs2FgkKcSc22mXq2ok6ANwJ8TGf7o88waEtERE5MW9c2PxNI2GDNtSEqvTRC7ZZAaEduIXsUOdR0+dwhIOOUNdeGnFmMpjRC7VZAUFNrrg3ZW9A2MzMTt9xyC7766ivUrl3buPz8+fP45ptvMG3aNAwZMgRdu3bFrFmzsGHDBmzatAmObu1B89IIA6LqV+hxbhnQArcNaGG2bPqi/Vi47USl1o+ISnYqJQtFOthU0FZO+GhLJDDTloiInFqjEfLX0TQfs8iaa0NkknIQOLvXvAFZORN3yEZI3VCt+BXWWhNyZjkpwGlN/Kwps2ztjdWDtlL+YMyYMRg2bJjZ8u3btyM/P99seevWrREZGYmNGzfC0a3ebwrahgf7ornF8ObyuHVgS9xqEbj97L99+Gc7A7dEVe2Epp6tiAy1ftBWaIO2sckZKCwqsur6EBERWY1vqHljJ9a1JVvMsjUEbck+1e+hL5NgwBIJZA2xS/SNyAxYGsHuuFvzyX/77Tfs2LFDlUewdObMGXh6eiIoKMhsed26ddV1pcnLy1OTQXq6fhhwUVGRcdLpdOp/W3UyJQvHNTUn+7eur9ZZpoq6uV8zFaT5dd1x47JP/t2nHnN0l0g4EnvYx+S4+zku2dTky9UFCK/tYxPr2EQTPL5QUKSapdlCFrC97meqWtzPzsFyP/NzTVYvkZC4TX85eTeQmQD4l63pL1G1kN962qBtSFugTltubHvl5glEDDANTZf62bKPmTlN1qpnKycRGvTn9rczVgvaxsfH49FHH8XSpUvh7e1dZY/71ltvYerUqcWWJycnq8Zm8gNBSi/IjwZXK3d0L81/O8xLI7Sr54mkpKRKP+7I1rWQlVUPC3aagt6f/rcfmZkZGNRa00XXztnDPibH3c9HT6UYL9cJ8ELaOdO8NQV5FJjN7zp6Et5FwbB1trqfqWpxPzvnfs7IMJ3kIqpxjUcBm143z0Zqdwd3BFmPlEWQ2qcGzLJ1jLq2hqBtRjyQdgyobT4ClqjaFBWajySR96O7Fze4nbFa0FbKH0ggskuXLsZlhYWFWLNmDT777DMsXrwYFy5cQFpamlm2bWJiIurVq1fq4z777LN4/PHHzTJtGzZsiNDQUAQGBqofDFLfUeZtNQCwI/6I8XJEiB+6tm5U7iZkpbn/ijD4+BzF7A2mjNtZa+NQKzAQIzs1hCOwh31MjrufkzJNn9/GYYEICwuDLQgKLoSb6yEUXiy4m5LrYjPrZo/7maoW97Nz7ueqPGlPVG71ewJetYC8i41/5Yctg7ZkTSyN4NjNyAwlEhi0pZoio0lyzprmWRrBLlktaDt06FDs3aspsg5g0qRJqm7tM888owKtHh4eWL58OcaPH6+uP3z4MOLi4tC7d+9SH9fLy0tNluTHgeEHv/xg0M7b2tDq2KQMswZkbm5uVfock4a0Ur0XZq83BW4//mef2h6OEri15X1MjrufJSAqjcgMGoUG2My6eXu6omGIv6pnK2KSMmxm3extP1P14H52vv3MzzRZlas70Gg4cOR3/fyJJfqsJNeqPe4mqlBphNBOQHBLbjx7F9oB8KljCpxJ0Lbj/dZeK3IWhixvgyZXWGtNyB6DtgEBAWjXrp3ZMj8/P4SEhBiX33XXXSprNjg4WGXJPvzwwypg26tXLziqNQfMSyMMjAqvlh9Mkwa3UscGcy5m3Eru3YcL96jLjhK4JappZ9KykV9oqr3a0MZqxjarF2gM2kZr6mYTERE5pUYjTUHb3FTgzFYg3HF/Z5ANS9oBpJkSalgawUG4uAINBwNH5urn41bqm0LJcqKarGdbpx0Q6Fi9jJyFTX9bfPjhh7jyyitVpu2AAQNUWYR58+bBka3WBG2lSVDjsIBqeR4J3N45pBWu793UuMwQuF26+2S1PCeRo5PmXlq21uirSV3T90lKRh7SskxNG4mIiJxO45Hm89raf0Q16ZAmy1a0msDt74glEnJTgKTd1lwbchZZifoTkQYsjWC3bCpou2rVKnz00UfGeal1Nn36dJw7dw5ZWVkqYHuperb2TsoixGmCPgOj6lfr80ng9q6hrXGdReD2gwW7sXhXfLU+N5Ej0n5+bTFo27RuoNl8dCKbABERlccrr7yijp+0k5T2MpCmtw8++KAaOebv768SD6Qfg5aU+hozZgx8fX1VbfGnnnoKBQXmzSKphgQ2BELamuYZtCVrkOGPR+aY5ut2A4JMv8/IAevaElW32MXm8wza2i2bCto6u9UHEszmpZ5tdZMfG3cPbY1xvZqYBW6nLdyDx7/bgC1Hk1SXZyIqX9A22N8Lft4eNrXZmhUL2rJEAhFRebVt2xanT582TuvWrTNeN2XKFCxcuBBz587F6tWrkZCQgHHjxpk13ZWArTTb3bBhA77//nt89913eOmll7gjrKXxKNPl01uAnBTuC6pZpzcD6SdM861u4B5wJEHNgADNsPT4FdZcG3LG0giegUB4H2uuDVUCg7Y2QgKja/abSiM0CQtAZGj1lEYoKXB777A2GNfTFLgV++NT8eJvW/HAV+uwal+Cses8EV2+PIKtZdmKID8vFUw2YNCWiKj83N3d1cgvw1SnTh21/Pz58/jmm28wbdo0DBkyBF27dsWsWbNUcHbTpk3qNkuWLMGBAwfw008/oVOnTrjiiivw2muvqZFlEsglK2iiCdpK6sKJZdwNVLO0WbaCpREci4sLEDnENH9yDVDI73uqRkUF5pm20nTTzbaSicgOGpERig1TPnkuq0azbIsFboe3gae7K2avP66ybU3rlo635u/E96sP4/rezTCsQwN4urOzLpHliRdtpq2tNSEzaFI3EOcyk9VlBm2JiMrv6NGjCA8PV2W8pEHuW2+9hcjISGzfvh35+fkYNmyY8bZSOkGu27hxo2qkK/+3b98edevWNd5m5MiRmDx5Mvbv34/OnTuX+Jx5eXlqMkhP14+UKCoqUlN5yX3k71ZF7utw6veBi7svXAqy1awu5j/oWl4Pe8b9a0d0RXA5PAcuhtn6vaHzj5CdWOLNuW/tVMPBcN3/nf5yfhaKEjYBDfqZ3YT71rHV6P49tQGueWmm55YRJfx7X2P7tqr3MYO2NmKNRWmEgVHhNb4OEridNKQ1hneMwNwN0Vi25yQKNNm1Ceey8fE/e/HTmiMY17MpxnSNhI8n30JE4lxmHrLzCmw601Y0DQvA9uPJxszg/MIieLhx0AURUVn07NlTlTNo1aqVKo0wdepU9O/fH/v27cOZM2fg6emJoKAgs/tIgFauE/K/NmBruN5wXWkkMCzPZSk5OVnV0S0v+UEhmcHyI8PVlX8DgsL6wDtBn2FbFP0fkqUOsWTH2SnuX/vhkbQZIZmnjPMZ4VcgOymp1Ntz39onV58OCNPMZx1ciCyPlma34b51bDW5f/33/wHtL9Gz/t1QdInvFarafZuRUbV9YxhxswGyc1cfMJVGaF4vEA1C/Ky2PhEh/phyVQfcOrAF5m2KwT874pCXX2jWdf6rZQfx67pjuKZ7Y4zt0RiBvp5WW18iW2DrTchKakYmJ2XikjPRrJ55rVsiIiqZlDMw6NChgwriNmrUCHPmzIGPj0+1bbZnn30Wjz/+uFmmbcOGDREaGorAwMAK/cCQk/VyfwZtZTj61cDFoK1bbhLCXM8AoR1hr7h/7YfL/qXGyzq4wL/LJPj7a8N75rhv7VUYdMFt4HLuoJrzP7cZfmHm+5n71rHV5P51SVpjvKwL64w6jTtU6/M5uyKLfSsjsaoSg7Y24NiZdJxO1Q/JskZphNKEBvrgvhFRuLFfc/y1JRZ/bY1FZm6+8Xq5/PPao/h9UzTGdIlUzczkPkTOyDJoa6vlEbRBW0OJBAZtiYgqRrJqW7ZsiWPHjmH48OGqLm1aWppZtm1iYqKqfSvk/y1btpg9hlxvuK40Xl5earIkPw4q+uNPfmBU5v4OpckVwErTrOuJJUDdkktV2AvuXztQVAgc/cM46xLRHy6BEZe9G/etnYocClwM2rqc3gSXwhzAwzxRi/vWsdXI/s04BSTvMj1nk9Fw4d/5Gt23Vb1/eZRmA1bvNy+NMMAKpREupZavJ24f1BI/PjIE9wxrY9bISEgW7rzNMbjj05X4cOEenEox1eYlcsYmZH5e7sU+J7aiYR0/s3II0Un6uohERFR+mZmZOH78OOrXr68aj3l4eGD58uXG6w8fPoy4uDhV+1bI/3v37kWSZpji0qVLVbZsVFQUd4G11G6u7/BuELuI+4KqX/wqIEtTFqXVDdzqjh60NSjKB06utebakKOy/PvVZLS11oSqCIO2NlAaYc1BU2mElvVroX5tX9giXy93XNe7Kb5/eDAeHdO+2HrKUOtFu+Jx1+er8MYfO3Ds9HmrrSuRNTNtpTSCnG2zRW6urmgcFmCcjz7DoC0RUVk9+eSTWL16NWJjY7FhwwZce+21cHNzw0033YRatWrhrrvuUmUMVq5cqRqTTZo0SQVqpQmZGDFihArO3nbbbdi9ezcWL16MF154AQ8++GCJmbRUgxqNNF0+tQ64ULU16YjMHP8b+FvT8M7FFWgxnhvJkTUcpN/PBnGmE3xEVSbmX9Nl72Cgfk9uXDvH8ghWduT0eSSm5dhcaYRL8XR3w+gukRjZKQJrD5zBb+uPISbJdGArrcvWHDitpm7NQnFj32ZoFxlss0EsoqrOtLXV0ggGTesG4OjFkypSHkFOHvHzSUR0eSdPnlQB2pSUFFW7rF+/fti0aZO6LD788EM1LG78+PHIy8vDyJEj8fnnnxvvLwHev//+G5MnT1bBXD8/P0ycOBGvvvoqN7+1NRkF7L64r4oKgLgVQPNrrL1W5GjkvbXuBWDrO+bLm10N+Jk3KSQH4x0E1O0KnNmqn5fvGKKqVHgBOGGqk41GIwBXN25jO8egrc2VRrD9oK02Y29Qu3AMbFsfW48lq+Dt/vhUs9tsO56spqiI2rihbzP0bBHG4BA5nIycfJzLzDPOR4baetDWVNc2PSdfNResE1i1BdOJiBzRb7/9dsnrpfnE9OnT1VQaaVz277+aTBiyDQ0HA64e+mHLhiGmDNpSVcpMAP6+EThlMSy+fm9g+Exua2cpkWAI2ibtBHLOAT7B1l4rchQJG8xHiTRlaQRHwPII1i6NcMBUGqF1gyDUDbLN0giXIhl6PVqEYdodffD+xN7o3lyfbaJ14GQqXp69DZO/XIuV+06hsKjIKutKVB3izpoPoZTyCLaspGZkRERETs3TH4job5qPWSQH69ZcI3IkJ5YDP3YuHrDt+jhww2rAN8xaa0bWqmsr41PjNR0QiSorWntC2AVorCn7Q3aLQVsrOngqDcnpuXaZZVua9pHBeP2mHvj8nn4YGFUfrhYVEaSMwtvzd+Guz1fjSEKatVaTqNpKI4jIOqaasbaoSRiDtkRERMU0HmW6nB4LpB7hRqLK0RUBG18Dfh8OZJsaEMKrFnD1PGDQB4CbB7eyswjvA7h5muZZ15aqq55tve48GeQgGLS1Im2Wrejfxv6DtgbN6tXCc+O74OsHBuGKzg3NutWL06nZmL5ov9XWj6i6mpB5ursirJaPTW/gAB8Ps3Vkpi0REZFF0FbELuZmoYrLTgb+uALY8NLFrh8XhXUGbt0OtLiWW9fZePjqA7cGDNpSVUk/AaRo4itNWBrBUTBoayVFOh3WaoK2UvPV1gM9FdEg2A+PXdkB3z00GON7NYG3h6kQ9uFTaUjPuWDV9SOq6kzbiBB/uFmmmNugpmGmbGAGbYmIiADUaQf4h5s2xZG53CxUMac26MshnFhivrzDfcBNG4CgZtyyzkpbIkGy+TNOWnNtyFHE/Gc+z3q2DoNBWys5EJ+Ksxmm0gjSzMuRSZOje4dH4YXruhiXyfnmfSfOWXW9iKo609bW69kaNK1nKpFw6lwW8vILrbo+REREVufiAjTXZD+eWgck77XmGpG9kTrI2z4A5gwEMk+Zlnv4AaN/AobPANzZ/NWpmdW1ZbYtVUM9W59QoG5XbloHwaCtDZRGcHGw0giXq3nrrslC3H0ixarrQ1RZEuxMTMsxzje0l6CtphlZkQ6ITTZvpkZEROSUJBNSa/cMa60J2ZvCfGDBeGD1k0BRgWl5SBRwy1agzS3WXDuyFVJr1FPT/4IlEqiyCnLN30dNRgEuDPU5Cu5JKygs0mHtQVPQtl1kMEICnOOMq7enO1o1CDLO745l0Jbs28mUTG2VMvvJtNUEbcXxM+lWWxciIiKbEdoeaNDPNH/gB+ACT2xSGez8BDg233xZ1G3ALVuAkDbchKTn6g5EDDRtjbgV+gxtooo6uRYoyDbNs56tQ2HQ1gr2x5/Ducw84/yAKOfIsjXo2CjEeDkmKQNpWaZtQWTPpRHsKWhbv7YvfDxNNaZZ15aIiOiijpNNmyI/Ezj4MzcNXd7hOabLbl7A8C+BUd/rSyMQlVYiQcpoSG1booqK0ZRGkAzbRiO4LR0Ig7ZWsHp/gmkHuAD92tSDM+nYxBS0FXtY15YcJGgrn+fwYF/YA1cXFzRmMzIiIqLiWozX1wQ02P0FM+Ho0rKTgDNbTfOdHwY63KOvk0xkiXVtqbqCtvV7Az7B3L4OhEHbGlZYVIR1h84Y59s3CkGwv3OURjCIiqgNDzfTW2937Fmrrg9RZcRrgrb1a/vB092UvWpPJRIk613HoVlERESAuxfQ7k7TlkjeAyRs5Jah0sUuvthm2XCQNYZbi0pXpx3gG2aaZ11bqqhzR8wztZuO5rZ0MAza1jDJKk3LuuC0pRGEBLXaRLCuLTlepq29NCErKWibnVdg1lCNiIjIqXWUhmSaLMndn1tzbcjWRf9juixNpsL7WnNtyNZJBnbDIab5+JVAUaE114js1eHZ5vNNr7TWmlA1YdC2hq05cNq8NEJr5yqNYNCxcR3j5fiULKRk5Fp1fYgqmjl/KiXL7urZltaMjHVtiYiILqrVBGhyhWlzHJkLZCdz81BxRQUXM20vknqSbh7cUnRpkZqgbW4qkLyLW4zK7/BvpsvBrYE67bkVHQyDtjVdGuHgabPAZZCfF5xRx8bmdW13x6ZYbV2IKup0ajYKinR2G7RtEhagzSFi0JaIiKi0hmSFF4B9s7h9qLiETUBemuYAi8OTqSJ1bVdws1H5nN0HpBwwzbe6gXW0HRCDtjVoV0wK0nPyjfMD2zpfaQSD1g2C4OWuqWt7gkFbsu/SCPZYHsHH0x3hwaaOxsy0JSIi0pBM28BGpvk9MwBdETcRld4ESL1vRnEL0eUFNQUCGxtnXeKXc6tR+RzSZNkagrbkcBi0tVppBBf0beWcpRGENCJrG2nqashMW7L3JmSiYR1TANReNK0bYLwcnZRh1XUhIiKyKa5uQAepbXvR+RjzYfBElkHbsM6Afzi3C5U/2/bUOn1GP1FZSANpbT3b0I5ASBtuOwfEoG0NyS8swrpDZ4zznZvWQaCvJ5xZx0YhZsPMk86zCRLZb6ZtnQBv+HnZX/0ybV1b+Rxm5ZlGAxARETm99ncBrpq/77u+cPpNQhoZp4Dk3ZoDqzHcPFShoK1LQQ48zm7n1qOySdoBpB0zzTPL1mG5l+fGaWlpmD9/PtauXYsTJ04gOzsboaGh6Ny5M0aOHIk+ffpU35rauV0xZ5GZqymNEOW8pREuVdd2eMcIq60PUWWCtpGh9lUaobRmZDGJGWinyYInIiJyar5hQIvxpmYvMf8A6XFAYKS114xsQcx/5vOsZ0sVbUYGwCtxHdD+Gm5DujyWRnAaZcq0TUhIwN1334369evj9ddfR05ODjp16oShQ4ciIiICK1euxPDhwxEVFYXZszUp2mS0WlMawd3VBX2cuDSCQcvwWvD1NJ03YIkEsic6nc6sPIK9NSErLWjLurZEREQWOmkakklN2z1fchNR8dII3sFAvR7cMlR2fnWBOu2Ms55n1nLr0eXJ36HDc0zz9brrayST82baSibtxIkTsX37dhWYLYkEcv/880989NFHiI+Px5NPPlnV62q3LhQUYoOmNEKXZqEI8LG/YdRVzc3VFe0ia2PLsWRjMzIJhLm4aPvZE9mm5PRc5FwotNsmZAahgd7w93ZHZm6BmmfQloiIyEKD/kBIWyBlv35+71dA75cAN+cudeb0pP7oiaWmzdB4lL4OMlF5SySc3acuepzdCd2FTMDbPKmCyEzCJiAjzjTf6kZuIGfPtD1w4ADefffdUgO2wsfHBzfddBM2btyISZMmVeU62r0d0WeRlacPiIgBbVgawaCDpkSC1LQ9k8a6tmSfTcjsNdNWTpJos22jE9mMjIgcy8GDB/Hyyy9jyJAhaNasmRo51qFDB5WQ8MsvvyAvL8/aq0i2ThIKOmqybbOTgKPzrblGZAukcVS+5niw6Whrrg05Ql1bXQFwao1VV4fsgKFcj0GrCdZaE7KVoG1IiHnt0aq+vaNboymN4OHmij6t6lp1fWxJp8Z1zOZ3xZ612roQVbSerT0HbYU2aBublI7CIp1V14eIqCrs2LEDw4YNUyPG1q1bh549e+Kxxx7Da6+9hltvvVWN7nn++ecRHh6Od955h8FburSo2wAPP9P8bjYkc3rRmtIIcAEajXT6TUIVEDEAcDGFZVziVnAzUumKCoEjc03zDfoBAewL5MjK1YgsJSUFe/bsQceOHREcHIyzZ8/im2++UQe5119/Pdq0aVN9a2rHpRE2Hk40zndtFgo/b5ZG0AaLtEOzpa7tFZ3Z2IHsK2gr5U5q+Xo6RNA2r6AICeey7LbcAxGRwfjx41W5rt9//x1BQUGlbhgZJfbxxx/jgw8+wHPPPccNSCXzCgTa3GKqZ3tyNXB2P1CnLbeYs9LWs63fE/A1T0YhKhOvWvqapKc36+fjGbSlSzi5Bsgyld5kaQTHV+ag7ZYtWzBixAikp6erA9+lS5eqQK27uzuKiorw9ttvqyyGLl26VO8a25ltx5KRfcFUGmFgFEsjaLm5uqB9ZAg2Hkk0Bm1Z15bsgWUTMnuuxVxSMzIGbYnI3h05cgQeHpc/Ud67d2815efn18h6kR2TEgnaJmS7ZwBDP7XmGpG1nI8Bzh00zTdhaQSqZImEi0Fbl+TdQMYpIKABNykVd3i26bJkaLe8jlvJwZWpPIKQ4WMSpD1//rzKQhg7diyGDh2qDoiPHTuGG2+8UQ03K48vvvhC1RQLDAxUkxww//fff8brBw0apAIh2un++++HPVltURqhV0uWRrDUUVPX9lxmHk6mZNXY/iGqikxbew9wNgr1h6sm6Hw8Md2q60NEVBUkYBsTE1Ou2xNdUlgnoH5v0/yBHwBpGkROXhqB9WypkhpfYT5/8CduUiquMB848rtpvuFgwI/xJUdX5qDt9u3b8fjjjyMgIACPPvooEhIScM899xivf+ihh7B169ZyPXlERITK0JXH3rZtm2oQcc0112D//oudWQH1HKdPnzZO0hDNXuTlF2LTxQxS0aN5KHy9ylWRwumCtmJXbIrV1oWoLNKzL+B89gWHqGcrPN3d0LCOqU5fDIO2ROQgpPFYkyZNcOedd+LHH3/EyZMnrb1KZO86aRqSXUgHDv1qzbUhWyiN4FsXCOvMfUEV16APdIFNTPP7vwd07DFBFuKWA7maWEmrG7mJnECZg7YXLlyAj4+PMRPB19cXdeqY6vbIZal5Wx5XXXUVRo8ejRYtWqBly5Z444034O/vj02bNhlvI89Tr1494yQZufZiy7Ek5OYXGucHtA236vrYqsZhAQj0MWW3SIkEIlvmSE3ISiqREJ2YYdV1ISKqKitWrMDEiRMRHR2Ne++9F40aNVLHnffddx9+++03JCaaTq4TlUnL6wFvTcLBrs8ZXHE2+TnmdUebXGHWSIqo3OT9I80ODaT0RuI2bkgqvTSCqzvQYhy3kBMo81+Xhg0bqgNeAznQrV/fVJ9VsmC1QdzyKiwsVI+ZlZWlyiQY/Pzzz+px27Vrh2effRbZ2dmwF2s0pRG83F3Rs0WYVdfHVsmwbG227Z4T+rq2RPYStLX38giWQduzGbkqm5iIyN5Jqa1XXnkFq1atQmpqqurJcNNNN+HgwYO44447EB4ejrZt2UiKysHdG2h3p2k+eZepgRA5h5OrgIJc0zzr2VIV0LXRBG3Fvu+4XcmkIA84Os8032gE4BPMLeQEyjxWX2rWJiUlGefHjBljdv2CBQvQo0ePcq/A3r17VZA2NzdXZdnOnz8fUVFR6rqbb75ZZUTIAfWePXvwzDPP4PDhw5g3T/NmtZCXl6cmA2mcJqRZmmGSgKD8X51yLxRg81HT9urePEwFbqv7ee1Vh8hgrD2o74Iow85leLZk4FZETe1jsi5r7ue4ZFMmqpeHG+oEeNn9+61JqHng+diZ8+hkUbrEGvh5dg7cz865n2v6e9Pb21uV4urXrx8GDx6s+ijMnDkThw4dqtH1IAfQ8T5g23um+d1fAOG9rLlGZK16ti5uQKPh3P5UeUFNcSGsFzyTLo46PvwrMGga4O7FrUtA7CJ9SR6DVjdwqziJMgdtX3755cs2KnNzcyv3CrRq1Qq7du1SDc5+//13NYRt9erVKnArw9gM2rdvrzJ7pfnZ8ePHVY2ykrz11luYOnVqseXJyckqMCw/EOS55EeDq2v1DWPZfPycqmlr0KmBr1nQm8xFWMRn1+87Ad92FctMrql9TNZlzf18LOGc8XK9QE+cTU6GvQtwM++avud4AsJ9Td9h1sLPs3PgfnbO/ZyRUTOlWKTEl5TeWrlypcq43bx5sxpBNmDAAHz22WcYOHBgjawHOZCgZkDjkUDsYtOQVQmu+Fj/ZCdVMxkNqK1n26Av4B3EzU5VIqfpBFPQNjcViP4baDmeW5fMSyO4eQHNr+FWcRJV1hVLas9WhKenJ5o3b64ud+3aVTUz+/jjj1Xmg6WePXuq/48dO1Zq0FZKKEjDNG2mrRyYh4aGqnq48oPBxcVFzVdnoGf3GlOjC28PNwzt2lz9TyULDdWhtt9xpGbps6SPp1zALWEVD9rWxD4m67Lmfk7MOGC83KReEMIq+F61JfIKavsdQmqWvixCcrbOJl4XP8/OgfvZOfezZL5WN8mslSCtNCOT4KzUsv3ll1/MSnwRVUjHyaagbWEesG8W0P1JbkxHl3oEOG8qGYgm5qNPiSojN/IqBG57AS4FF0tC7v+OQVsC8rOB4ws03zujAa9a3DJOotxBW8mOkIxYyVaQzFHLoW2XKl1QFvJ42vIGWpKRKy51oO3l5aUmS/LjwBDYkR8M2vmqlp1XgK3HTZl3vVrWha+XqdEWlUzq2q7an6Au7407JztK1butiOrex2QbrLGfpfRJ0vkc43yj0ACHeZ9JXdvt0WfV5ZjEDJt5Xfw8OwfuZ+fbzzXxHbN27Vp13CjBW6lvK4HbkBBmQ1IVaDoG8I8AMi8mauyZAXR7nA2pHJ02y1Y0HW2tNSEHpPPwB5pfCxz6Wb8g5j8gKxHwq2vtVSNriv4HyM8yzbM0glMp99HyY489httuuw0xMTGqBm2tWrXMpvKQrNg1a9YgNjZW1baVeRm2dsstt6gSCK+99hq2b9+urpeaubfffrsaytahQwfYss1HE3GhwBTMHhDFbI6y0DYjy8zNR/QZTc0WIhsRn5LlcE3ISmpGJs3W8gvtu04vEVFaWhq+/PJLNSLsnXfeUX0SpOTWQw89pJIQpHwWUYVI526pbWuQdhw4sYwb05nq2QY0BELYyJCqli7qds1MIXDwYgCXnNfh30yX3X2BZldac23I1jNtf/zxR5VNO3p05c8qSqauBGJPnz6tAr4SjF28eDGGDx+O+Ph4LFu2DB999BGysrJUiYPx48fjhRdegK1bvf+08bKPpxu6NQu16vrYY9BW7D6Rgub1mfZPtiX+bKbZfKSDBm0lYCuvVbuMiMje+Pn5YdSoUWoSUkd33bp1asTYu+++qxIFWrRogX379ll7Vcketb8b2DgVKCrQz295G2g8wtprRdXlQiZwcrX5EOUKjgokKlXDwfoTAhnx+vkD3+uz+Mk55aXrM20Nml0FePhZc43I1jNtJbjatGnTKnnyb775RmXRSjkECeBKkFYCtkKCtNKQLCUlRTUQO3r0qDq4lrq0tiwrLx/bNKUReresq7rL0+WF1/ZFnUBTfbtdsSncbGRzJAPVwM3VBeHBjvNH0zJAG53IbHcicrwgbnBwsJpq164Nd3d3HDx4sMKP9/bbb6uSDzISzUCOWx988EFVhkFGpUnSQWJiotn94uLiMGbMGJUBLPXDn3rqKRQUXAz8kf3wqwe0nGCaj18JnFhuzTWi6hS3HCjKNw/aElU1Vzcg6jbTfPIeIElfJpKckNSylbrpBq1utObakD0EbV955RVMnToVOTmmmo5ksvFwotmQ4gFR4dw8ZSQ/ejo2MmXb7jtxDoUWNZOJbCloKycaPNxso+5rVYgI8TN7PQzaEpG9k14JW7ZsUSf+r7jiCgQFBaFPnz74/PPPUa9ePUyfPh3R0ZqmQuUgzXOlca5l2a4pU6Zg4cKFmDt3rkpASEhIwLhx44zXFxYWqoDthQsXsGHDBnz//ff47rvv8NJLL1X69ZIV9H7JvI7tuuekCQh3hSPSZru5eQKRQ6y5NuTItCUSDA3JyDlpSyN4BgJN9COHyHmUO9owYcIEpKamqqwAqQnWpUsXs8nZrTlgKo3g6+WOrs3qWHV97E2nJqagbfaFAhw9zUw/si1xyRkOWRpBuLu5olGo6TVFJ5peKxGRPZIgbe/evfHxxx+rzNcPP/wQR44cUZmuEiy944470KhRo3I/bmZmpiqt8NVXX6mMXYPz58+rkWTTpk1Tzc+6du2KWbNmqeDspk2b1G2WLFmCAwcO4KeffkKnTp1UMFn6OEgAWQK5ZGeCWwFt7zDNn9kCHF9ozTWi6iCBeG0TsoiBgKdjHQeSjX2v1O9tmj/4C1CoyfIm55BzDohdYppvPhZwN41MJudQ7pq2EydOVM3Bbr31VtStW1dlR5KpedZ2TWmEPq3qwtOdpRHKQ5tpK3bHpqB1gyC+xcgmFBQWISE12yGbkBk0qRuIYxebAEqmrU6n4/c8Edmt9957D4MHD0bLli2r9HGl/IFkyw4bNgyvv/66cbkcI+fn56vlBq1bt0ZkZCQ2btyIXr16qf8l8UGOow1GjhyJyZMnY//+/ejcuXOx55NSYjIZpKenGzOJZSovuY98v1fkvlSCni/A5cCPcLk4dF63/gXoVL1T64zG4f6tBsl74Jp5yrSNG18hGxo1jfvWcRXbt1G3wfX0Rv3lnGQUSaZ3s6utuo5Uw5/do3/AVVOSpUjK8fDvts3v26o+tip30Paff/5RzcL69etXpSviCDYcPoOCItNwqIEsjVBudYN8US/IB2fScozNyG7o26wqdxNRhSWcy0Kh5jPuaJm2lnVtz2dfwLnMPIQE8IwuEdmn++67T/0vjcckeFsSyXCVIGxZ/fbbb9ixY4cqj2DpzJkz8PT0VBm+WhKglesMt9EGbA3XG64ryVtvvaXKk1lKTk5WNXTLS35QSFaw/MhwdXWcMj/W44OAFrfD7/A3as7l7F6c3/oVchtfa5W14f6ten775yJAM58S2AOFSUmoady3jsty37oED0GYqxdcivQn7C7s/BJpAb2svZpUg5/d2nt/gpfh/p61keTTAbDC9w6Vb99K01urBm2lQZitNwOzhdII/t7u6NyUpREqomPjEJzZdVJd3hd3TtUIdqS6oeQY9WxFZKj28N0xNCuhGRmDtkRk76SmrDS8lXIFWlI24cUXXyxz0DY+Ph6PPvooli5dCm/vmjuh9eyzz+Lxxx83y7SVY/LQ0NAKHZfLDwwZLSf3Z9C2igx8Fbrjv8ClQJ94UGv/NAR2vRNw80BN4/6tei6r1hov62o1Q0izXtKQAzWN+9ZxFd+3YUDza4Ajc9T1XqeWISzAFfBhjMEelfuzm50El8R1xlmXluMRVq9B9a4kVcm+rerjw3IHbT/44AM8/fTTmDFjBho3blylK2PP0rMvYEf0WeN8n1b1GGisRImExReDtnn5hTiSkIa2DYOrZkcRVWHQtmGIn0Nn2hrq2nZvHma19SEiqqoyCVI7ds2aNapcgeGY9tVXX1WjyMpKyh8kJSWZ9XGQxmLyuJ999pkajSZ1adPS0syybRMTE1XjMyH/S3M0LbnecF1JvLy81GRJfhxUNOgqPzAqc3+yEBAOdHkU2PK2fvumHYPLwR+ADvdYZVNx/1ah3FQgYYNp2zYdDRc365XA4751XMX2bbs7jEFbKb/icng20OVh664k1cxn99g8QGcaZu/S5ia48O+1Xezbqj6uKvejSS1bGWLWrFkzBAQEIDg42GxyVp4ebphyZQf0aBEGd1cXDGwbbu1VslsdG9cpVteWyBbEa4K2YbV84O1Z7vNeNi/AxwOhgd5mmbZERPbu7rvvxpNPPqlqzcbGxuKdd95RAdt///0X/fv3L/PjDB06FHv37sWuXbuMU7du3VRTMsNlDw8PLF++3Hifw4cPq8Zn0hBNyP/yGBL8NZDMXcmYjYqKquJXTjWq21OAVy3T/MZXgYLyl68gG3NiKaArNM1LvWKimtBoOOBX3zR/4Htud2dx6DfTZd+6+uaH5JTKHXGQrrtsPlact4cbhneMUFNGTj58PNmArKLqBHojItgPJ89lGYO2N/dvUeHHI6qOTFtHbEKmzbZNTtf/yGTQlogchYwUS0lJUYFVyY6VrFhpDFYekrDQrl07s2V+fn4ICQkxLr/rrrtUKQNJZpBA7MMPP6wCtYbnGjFihArO3nbbbXj33XdVHdsXXnhBlWgoKZuW7IhPMNDtSWD9i/r5zJPA7hlA18esvWZUGTH/mi67+zB4QjXH1R1ocyuw7T39fOJ24Ow+oI753yFyMBkngVOm0ghoeT3gyviSsypz0HbFihUYOHAg7rjjjupdIwfJVKPK6dA4xBi03R+figsFhfB05xcVWU+RTof4FP170lGbkGmDtpuP6jPATqZkqjIlXh78/BGRffnkk0+KLWvQoAF8fX0xYMAAVaLAUKbgkUceqbLnlQQHGRo3fvx45OXlYeTIkfj888+N17u5ueHvv//G5MmTVTBXgr4TJ05Umb/kAKREwo5PVLd3ZfObQPu7AU/HPW5waDI8OeY/03zkUMDDx5prRM6m7URT0Fbs/x4YqJknx3Nkrnz5mOZb3VBqLVUpyUQ1T0ZVyfGcTQVtZViZ1OcaNWoUrrnmGlUXjA3JqDqbkf27I05dlkZkB0+mqWVE1pJ8PkcFL50laGtQpANOJGegZbh5J3QiIlsnwdOSyEH2+vXr1SRkBFllgrarVq0ym5cGFNOnT1dTaRo1aqRKM5AD8gwAej4LrLrYOE6Ctzs+Bno9b+01o4pI3KEaAhmxNALVtDptgbrdgMRt+vmDPwH939Jn4ZJjktrFBv4RQIM+xW4iwdqYmBgVuCXrkN4FpfUiqEpl/qRHR0djz549WLBggWrcIBm3/fr1w9VXX62CuJGRkdW7puR0zci0pEQCg7ZkU03IHDpoG2A2LyUSGLQlInsjP2aIrKLjZGDbNH15BCFZcp0eALxrc4fYc2kE0eQKa60JOXu2rSFom3VGX2eZ70XHlB4PnN5snmXrYt6KSqfT4fTp0+okdMOGDdlQtIbJ9s/Ozjb2Jqhbt261Pl+5Ts906NBBTVJ3KyEhQQVwZZIaYa1atVIBXJmkVhhRZdT290KjUH+cSNYHynafYDMysp0mZI6eaVu/tp8qh2DILI5OzLD2KhEREdkPd2+g90vA0nv183nnga3vAf3ftPaaUWWCtiFRQK3G3IZU81rfpM/eL8rXz+/7jkFbZzlR1HJ8sZsUFBSooGF4eLgq+UQ1z8dHXyZHArd16tSp1ucyD9mXg7xB7r//fjW06+zZsyqQK914pXzCm2/ygIQqT5tZe+hkKnI1Q9OJrJlpW8vXU02Oys3VBU3DTNm2bEZGRPbo7bffVj9qymLz5s34559/qn2dyIm0vQMIamaalxIJkiFH9iM7GTitr3utsDQCWYtPCNDsKtP88b+A3FTuD0cP2vrUAer1KHYTaaYqPD0d9/eoPfC9GDDPz794MsXWgrZa0kDhuuuuww8//IDExETcc889VfGw5OS0JRIKinTYH3/OqutDzk0btHXk0ggGTTR1bSVoK8NAiIjsyYEDB1Tt2AceeAD//fcfkpOTzbJUpOyXNAjr06cPbrjhBgQEmJeGIaoUNw+gj6a5XEE2sPktblR7ErvIvBkQg7ZkTVETTZcL88zrnpJjKMgFTiwzzTceBbiW3uxKavKT9dTU9nevik68hhWWxgstWrRA//79q2LdyMl1aBQCF82hktS17do01MprRc5KWx7BkUsjlNSMLCuvAEnnc1A3iMNviMh+SDLB7t278dlnn+Hmm29Genq6qv/m5eVlzMDt3LmzarYrvRrkOJaoSrW+EdjyFnB2n35+zwyg2xNAIHuB2IUjf5g3mGvQ15prQ85Oatj6hOqbG4r93wMd77f2WlFVOrlaf4LPoOkYbt8qIBUBmjRpgtTUVNU8zN64V6QTr2QqyMFu7dr6Yvry4iU12N/fX9V0aNq0KVauXKmKIhNVVKCvpwocHU9MV/N7YlnXlqwjLSsP6Tn5TpVpa9mMTD6HDNoSkb3p2LEjvvrqK8ycOVNl1p44cQI5OTmq/linTp2qvQ4ZOTlpHtP3deCvsfr5wgvAxleBkV9be83ocvLSgdj/TPPNrgbcOBSZrJy93+YWYMdH+vnTm4Bzh4HgVtwtjiL6X/O/H41GwBHceeedmDVrlhoB1aZNm8veXk6kS3D1o48uvtedXLnLI0i92u7du+Po0aNISUlR05EjR9CzZ098/PHHiIuLQ7169TBlypTqWWNy2rq2hxPOIzuvwKrrQ87JsglZIycI2jYJM2XaCjYjIyJ75urqqoK011xzDW688UYMGzaMAVuqGRLs09Yk3P+dPtBCtu34An2Q3aDlBGuuDZFeW02JBEO2LTkGKUUXo6mtH94H8AmGvcvIyMCcOXMQHByMb775xtqr4xxBW2k4Jtm2zZqZCus3b94c77//Pp599llERETg3Xffxfr166t6XcnJg7ZFOh32xbGuLVm3nq2zZNr6ermjfm1TOQQ2IyMiIqoAqXnX7w3TvK4Q2PAyN6WtOzzHdNkzEGjsGBlvZOfCOgGhHU3zB34Eitis2yGkHgXSjjtcDe3Zs2erHljvvPMOfvzxR2PTrqKiIlV6tXXr1qqngJRZXbRokVr2888/q54DMpK/bdu26vaNGzfGn3/+aXxcuSzLDKZNm6YeQx5LYpVSGstRlLs8wunTp1XzBkuy7MwZfUfU8PBwFVEnqqz2kcFwdZGArX5+94kU9GgRxg1LVgva+ni6ITTQOeoeSnmS06n6ukoM2hIREVVQ5FCg4WAgfqV+XhoI9XgWCNMEX8h25KYBJxab5ptfA7g7x7Ef2Um27arH9ZczT+q/VxoNs/ZaUWVps2zLW8827zyQvLdm90Foe8Cr1mVvJtm1t9xyixrl9Nhjj2HhwoUYN26cCqpK+YO5c+eiS5cuiI+PR1ZWFkaNGoUdO3aUuzxCo0aNsGLFCpVEumrVKowePVr1Lejbt6/zBW0HDx6M++67D19//bXaCGLnzp2YPHkyhgwZoub37t2rCv0SVZaftwea16+FIwnnjc3IiKwZtG0Y4u80nTolaLv+kP5knARvpTyJZOASERFRBbJtf+1jWrb+BeDahdyMtoilEciWSV3bNU8DRRcT6VY8DEQOA4KaArWaAUHNgFpNAQ8fa68plUe0JmjrHwHUaV/2+0rAdnb/mt3eN6wFIvpd8iZSw3bTpk2YMWOGypq99tprVRBXgrZffPEFXnnlFXTt2lXdNjKycg06x48fbxazHDlypAreOmXQVjbybbfdpjauh4eHMct26NChxhoVskM++OCDql9bckodG4UYg7bHz5xHRk4+Anz07z2immAWtHWC0ggGzeqa17WNSUpH24b2X1uJiIioxoX3BppeCUT/rZ+X/xM26peTbTmiKY0gmWSNhltzbYjM+YYBja8Aoi+e9Dl3SD9Z8g83D+LK/1JaoY5+uDnZkAsZwMk1pvmmo/Un++ycxAelIaxMYuLEiSqT9tSpU6oxrJQzqCo///yzikHGxsaq0gvZ2dkOk0ha7qCtNBlbunQpDh06pBqQiVatWqlJG9kmqsq6tnM3RqvLUiZhb1wK+rSqxw1MNUKyS8+m5xrnI50oaNu0bkCxZmQM2hIREVVQ39dMQVuxcSowfhE3py3JTQVil5jmm48F3L2suUZExXV+0BS0LU1mgn46tbZ4pu7IbwE3T25ZW3FiGVCkr/WqNClHaQQbJbVrpYZtZmamiiEKnU6HwsJCfPfdd6qcwbFjx9C7d+8Sm8da8vf3V4FYbdlWg7i4OBUQlpq4gwYNgru7O8aOHauezxFUeJyrFAyWiai6tYsMhpurCwovFraVEgkM2lJNiU8xb0LmTEHbsFo+8Pd2R2aufvgV69oSkT2R4XdlNW/evGpdFyJjE6GW1wNH5urnYxcDp7cA9XtwA9mKY3+ZB09aTrDm2hCVrPFIYMxvwNF5wPnj+gZWeWll21oHf9Zndl45hyckbEXMv6bLEkyP1JcdLVd9WSlXUJPkOS9hwYIFSE9Px65du1R9WgNpMPbtt9/ioYcewtSpU9G+fXuViWuoadumTRvUrVsX+/fvV0FXl4sZx1L39tdff1XHdgkJCZg+fbrxMSUwLLcNCwtTAd9///0XS5Yswb333gunDNreeeedl7xedgBRVfLxdEer8CAcOJmq5lnXlmpSXLJ50NaZyiPIH8kmYYHYG3dOzcckplt7lYiIyqxWLVODDDmYnz9/vlrWrVs3tWz79u1IS0srV3CXqNJ6vWgK2opNr7G2ra2WRvCuzQZPZLta36CftFniEryVyRDINUyZp+QvoXnd5gXXAlfPY5M9a5NsUG3QNmIQ4FnO35tSxuUy9WWtURrhpptuKpbo+cgjj+C9995TgVrpizVhwgQVhA0PD8enn36qgrZ33323Wh4cHIyGDRtiz549eP3111VDs9DQULRt2xa33367CgCLqKgoPP/886rHlmTyXn311WpyFOUO2qam6gNn2rTnffv2qYNeQyMyouookWAI2sYkZeB89gXU8uWQDqp+8Zp6tu6uLggP9nWqzS7NyAxB2+ikDJXxLpnvRHalsBDYuwVo1AKoXcfaa0M1ZNasWcbLzzzzjPoBIM0w3Nzc1DI5sH/ggQcQGGhev5uo2rOTZMj9sT/181IuIXEnUFff4JmsKCcFOLHUNN/8Wg4hJ/shJxnqddNPlgpygbjlwMIJQMHFIeYx/wF/Xg1c8yfg4Vy/b2xK0i59GQuDpvZfGkFItmtJ6tSpg5ycHHVZ4odPPPFEsds0a9ZMnVjXioyMxNq15tnETz/9tPHyq6++qqaSNG7c2K5LJZQ7aCtZCpak0K9EyWXjElVX0PbXdceM83tiU9A/qj43NtVoE7LwYD+4lVBjx1nq2ublF+J0ahYiQpwn25gcxLfvA5tXAsFhwGtfAl7e1l4jqmEyEmzdunXGgK2Qy48//jj69Omjsj6IakyvF0xBW7H5deDqP7gDrE32SZG+JJTSiqURyEG4e+uDgVJDe95oIP/i7xs5STF/DDB2YfmzO6lqaLNsRZPR3LJkpkqiD1I3Qg56P/zww6p4OKJioiJqw8PN9HbdfSKFW4lqPNPWmerZajNtLZuREdmVI3v1AVtxLglYr2kwQ06joKBANdG1JMsk+YCoRtXtap5NJXUpz+7jTrC2w9rSCMFAQ44iJQcT0R+4bgngqTm+j18FzLtCX+eWal70P6bLtVsCtZtzL5CZKksZO378uDogJqoOXh5uaN3AVMCadW2pJuQXFiEhNdupg7aNQgOgrYbAZmRkVyQYN/tL82VL5unLJZBTmTRpEu666y5MmzZNZdzK9MEHH6i6aXIdkVVq22ptep07wZqyz+qHjxu0GAe4eVhzjYiqR3hv4PplgJfptzVOrQN+HwnknedWr+nvndObTPPMsqWqKI8gGbVaUhvi9OnT+OeffzBx4sTyPhxRmXVqHGKsrSlD1s9l5iLYn0NcqfqcSslCkab+jTM1IdOeMJFyCIYyETUdtJXn23Y4GcN9ayEk0KdGn5scwMblwImj5svOngF2rAe6D7DWWpEVvP/++6hXr54K1Mpxq6hfvz6eeuqpEuupEVW7+j2BRsNNNVQly7P3K0CIedMWqiHH5gM6zQm9liyNQA6sXnfg+hXA78OAXP3va5zeCPw+HBi/WF8fl6rficXmDeIcpJ4tWTnTdufOnWaTdHITchD80UcfVfHqEZnXtdXaE3vxDwxRDZRGcNZMW8sSCTUZtN10JBEPf7MBs9bG4blft6KgkEOYqRzkhMuKBab5MTeaLi+aq7+enIaU8pKGFadOnVLNc2WSy7JMW+eWyHrZtjpgy5vcATZRGiEEiBzMfUGOTZofTlgJ+ISalp3ZCswdqm/KRzVbGsHDH2jQn1udKp9pu3LlxbpwRDWsVYMgeLq74kKBPnCzK/YsBrUL536gGmlCJhUCIpw4aLtqv76raXJ6LtJzLiDQx7Nan/PUuSy8++cuY6ZzbFIGNh5OZANCKjsXF+Cpd4B/5wDJp4GxE4G924DUs0CXvvoSCe7lPgwiBxAYaF6rm8iq9SUjBgInV+vnD/4C9H4ZCGJz5xqVnQzErzDNtxwPuPLvAzmB0A7ADauAOUOA7ET9sqSdwJzB+hIKvmHWXkPHVVQIxC4yzTcaBrh7WXONyEY5Vxt0smue7m6IamgaqsFmZFSTQduwIB94ezhnNlbTugFm8zHV3Iws90IBXp2zHVl55nXS/95xolqflxyQty8w7g7g3v/pg7j3Pwe8+4M+65YBW6eSmJiI2267DeHh4XB3d1fZtdqJyGp6v2S6LMPzN7/FnVHTpBGcTjOah6URyJmERAE3rAb8NclQZ/fqA7dZZ6y5Zo5Natnmpprmm7A0AlUiaDtq1Chs2qQpkFyKjIwMvPPOO5g+fXpZHpao3Do1rmO8nHAuG8npOdyKVCPlEaq8NIJkkP7xLfDxi8C5ZNhLeQRxvBpLJEid9A//3ovY5OKB4V0xKTiZYl6ygqhMJGArwsIBj+rNEifbdMcdd2DHjh148cUX8fvvv2PevHlmE5HVNBwMhPcxzR/4Hjgfyx1Sk45oSiPIUPGGA7n9ybkEtwImrAYCGpqWpRwAZg8EMk5Zc80cV8y/5vNNR1trTcgRgrbXX389xo8fj6ioKDzzzDOYO3cu1q9fj+3bt2PZsmX45JNPMGHCBNXQQQ6Ir7rqqjI9+RdffIEOHTqoYWoy9e7dG//995/x+tzcXDz44IMICQmBv7+/WgfJlCDnZVnXdncs6+1Q9ZBh+doAYZUHbaMPAv/NAfZuBX79ArYs2N8LtXw9a6Su7fwtscZSDMLf27xz87874qrtuclBJMQBKUnWXguyMevWrcPPP/+MyZMnY+zYsbjmmmvMJiKrnlTS1rYtKgC2vsMdUlOyEoH4VaZ5lkYgZ1W7uT7jNrCxaVnqEWB2fyDtuDXXzPHr2YZ2Ms90Jipv0Pauu+5CdHQ0nnvuORw4cAD33nsv+vfvj+7du2PkyJH46quvEBkZia1bt2L27NnqcllERETg7bffVsHfbdu2YciQIerAef/+/er6KVOmYOHChSpIvHr1aiQkJGDcuHFlemxyTC3r1zIbor6LQVuqJklpOci7WD+5WoK2Eqw12LkByEiDrXJxcTHLto2ppqDtnhMp+GrpQeO8u6sLXr2xKxrV8TUuW7L7JC4UaLo7E1lmsH83DXjhbuDP74H8C6VvH8lwn/2lzWe6K1J/t8C8XAiVT8OGDVUmP5FNajwSqNvNNL/v25rLbstNAw7NBk6uMy8R4CxYGoHIpFYTfeBWW1f7fAzwWz8geS+3VFXJOAkk7zbNN2VpBKqCmrZeXl649dZbVRA1NTVVTRJElWzYvXv34v3330ebNm1QHpKRO3r0aLRo0QItW7bEG2+8oTJqpRTD+fPn8c0332DatGkqmNu1a1fMmjULGzZsKFOpBnJM7m6uaBcZbJzfw6At1UA9W9GwqoO2h/eYz29YDnupa3siORMFhVX7w+5sei7e+GOHsfGYmDyqLdo0qI0hbUxdbTNy8rHmwOkqfW5yIFtWAdGH9MHa7esB11JqlW5fBzx7B7B0HrB0Pmzemn+Bl+8Ddm7UB6ap3D766CP873//Q2wsh52TjWbbamvbFl4Atr5b/c9bkAvMGQj8c6M+m+6b5sDGV52rPIO2NII0XYoYYM21IbK+wEh9qYTg1qZlUttWvisSGIepEjGm0eVKE8csjTBo0CAVR5QYn2H6/PPPYS/r/tFHH8EWVLgtZq1atdRUVQoLC1VGbVZWliqTINm3+fn5GDZsmPE2rVu3Vlm8GzduRK9evUp8nLy8PDUZpKfrM8KKioqMk2RayP9knzo0Csa24/rMqMTzOUg4l4l6QaZMPO5j51Dd+zk22TybNCLYr+qeKzcHLscP4WKVTUW35l/oho011d60MU3CTEHb/MIixCVnoLFmWWVI5uxrv29HWpYpK3J4hwa4olOE2uY9mwZh9pZTyL7YmOyf7ScwpB2HEDmSKvk85+XC5fdvjZ+rouvv1n+eSnrMZlFwcXWDS2EhdGv+g04ak/lW8YmZqpKTDZcFP8El4zwwfSqKXpoORDSBI+znmjwWu+GGG5CdnY1mzZrB19cXHh7mpVfOnTtXY+tCVKKmV+qHyCbv0s/v/RLo+SzgV6/6NtjuGUDyHvOMug0v6yeptdtuEtBiHODh55g7TQJR8atN8y2uK/1kH5EzCWgA3LAWmDcKSNyuXyZNs34fBlzzJ9DIFKOhSpZG8A4B6vd02M0oPa8ee+yxCt8/Pz+/2DGbs6lw0LaqSJauBGklY1ci7/Pnz1e1c3ft2gVPT08EBQWZ3b5u3bo4c6b0LoZvvfUWpk6dWmx5cnKyeg75gSBZvPKjwdW1zInGZEMiA82DWuv2xmJAK1ODMu5j51Dd+/lo/Fnj5Vo+7sjJSEVO8d5YFeJyIQ/eV98Oz+P74bN3i35Z4imkbl6DC03LN2KhpgR5mA/N3nXsJHxhXmO6or5fF4dDp0zlIaQcwoSuYep7W/ZzblYGejUNwoqD+n1y4GQath2MRWSI6WQN2beq+Dz7rVyAgFT9Cb28Fu2RGhYJJJVe2zawc1/4blkJl7wcZP4zB1kDr4Qt8l/6O/wlYCvx2/Y9cN7T75Kvy572szSwrSm2ki1BdOnati8AC68zZcFufR8Y9H71bLQLmcDmN0u/Pn6lflr2ANBqAtD2DqBBP5s9uVwhR/6Q0+ameXmdRKTnWwe4fgXw59XAyYsnN/KzgPljgDG/6k/oUPkV5AFxy0zzTUY53cmiJUuWqF5ZUoJVTqa/++67xmRNaRzr5uamjhEXLVqkRuPff//9eO2111RvgrS0NPTt2xczZsxAeLg+iUfig08++SSWL1+OnJwc1Tdr8eLF8PHxwdNPP61KuMrJeSmVJbFC6dklZJmUgl21apU6NpV1kea00rNr7dq1Kln0hRdeUKVhtb23nC5o26pVKxWglYN46eY7ceJEVb+2op599lk8/vjjZpm2snNCQ0NVszP5wSD1GWWeQVv7FFJHB7//jiHrYtZdzLl8XBcWZrye+9g5VPd+Ts4yFdxvFBaIMM17rEpESHfW61G0ZTVcv9Y3HKkdvR+6XrbZsTg4pAjubgdRUKj/cZOS41Il22Tp7pNYcdBUUzTAxwNTb+iOuhez5w37eXyfesagrdh8Igvd2mgaJZBzf57TUuCyTt+FV+fqCo9bHrz8+/Oqm6HbugouOh38Ny+H39jbAFs7k38uGS4blqiLOjd3eN14H8LysuCyfil03QcATTVDF+1wP3t7e9fYc8vxJZHNa3EtENIWSNH398DuL4AezwC+pjJBVWbnJ0COpqZ382uBcweBc4fMb5efqa+xK5PUuZTgbdTt+iHUjlQaQTKaJShNRCZegcC4/4C/bwCiF5rKtyy8HhjxtT4bn8rn1Bp98Ls6SiMs+aNsZb8imwEPWyQ6fvoyEFeGhnPDrwVGjK/wKh47dkz1sZIA7NVXX40///xT/S99rZo00Y8k+/XXX1Uy52+//aYSL59//nk1El+ayoaEhKheWzfeeCPWrFmjji2l7Grbtm1V/62AgABVTtXwe6Jjx44qoCv3k5H9t912G7p166aeS0q8FhQU4NSpU6qMgySUyv0/+OAD9XzSuLYyWcIOE7SVbNrmzZury1K3VpqZffzxx2oY24ULF1QkXZttm5iYiHr1Sh8mJBtbJkuy0ww7Tn4waOfJvshuax8ZjE1H9ZlGu0+kqH0qkwH3sXOorv2cc6EA0UkZZk3Iqu37omtfYP9QoOdguER1houNfi95urqiUZ0AHL/YhCwmKaPS2+To6fP49L/9pv0pJ96u7Yz6wf4lNEKrhbYNa2N/fKpatmJvAu4e1gY+nlb/M0a28Hn+8wdVHkE9zsAxcIkoQ0C/fkOgS19V39YlPRUuW1YC/UfBpiz40dhMzWXI1XA5HQ989op+Pi8baB4Fe97P1joOkx8AcoypJSf2iazOxRXo+Tzw7836+YJsYPuHQP9LZMRWhAxz1tbM9Y8AxvwCuHkBZ7YA+78DDv0K5Omz/I2kg/z6F4H1LwFtbgGGfwl4+MAuZSYAJ9ea5lkagahk8hm/+g9g8Z3AwZ/0y6RpocznpQFdpzjXlpPeAvIdKeVlpO7vwPf09bDLyCXmX82Mq74RZVXJyQZSTUkupaptGqVsJKO6ynJfeY5yJlW+8or+2FU89dRTql7suHH6TO3rrrsOX375pQrUSjBWjBgxAiNH6reLj4+PqoO7fv161K9fXy17/fXX4efnh/j4eNVn6+DBgyqAK7cV/fqZTsDdcsstxssS6H377bdVnywJ2krZhZSUFBw9elQFdzt16gRbZHPRAYmUS01aCeDKRpQUZ4PDhw8jLi5OlVMg59axsWlYdkpGHk6d05ytIqokaXSVl19onG/fqGrKAJTIwxO46ymgXTebHxrTtK4pqBGdWLlhzenZF/Da3O2qPq7BHYNboWuz0rOJxnQxZfVkXyjAyn0JlVoHchAnjgIbLw4zk7q0V99a9vuOvDgMWSz+o+T6t9Yi2Q4bl5te15ibgDadAJ+LZUG2rlH1salspGfCQw89pDKw5UC/du3aZhORzZAh+rVbmuZ3fQbkVHHN5W3vmwdke78IuHvrSx9IbcVhXwD3ndYPgVYBBcuSCDp98EaGTeeX7wd8lchO0teE3PAKMG8M8FM3YMfHQJHp2O2yWBqBqOzcPIArvgc6PWi+fNXj+hM5ztIkVb6LJctYAtZyguvAD8Bv/fT1wCvShKx+L8CnCn9nyjGiBGQvNwWU0JtKlpXlvobj0DKS8qWSiGmYTp48icaNzZMrmjZtqpYbSB8rg7Nnz6pjuAEDBqhkTpkkiVOSPyVoe+LECTRo0MAYsLX04Ycfqixc6ccl9923b596TEMAWUofTJgwQT3mo48+qsor2JpKpyhVpjCwRN2vuOIKtVOkZsUvv/yi6klI/QnZqFJfQkodBAcHqwyIhx9+WAVsS2tCRs6jY2Pzs0O7Y1MQEWKjTWTI7izeFW+87O/tgT6t6lbdg8cdA9LTgBbtAK+aGxpcFZrWNTUeS83Kw7nMXAT7l/81FBbp8Nb8naqRoIFs4xv6Nrvk/fpH1ceMJQeQnpNvbEh2ReeGZln25GTkR8LsL00/Fq68ueQD0dJIeYGW7YEje4Ez8cCezUAnGzgxLK9n7lea13UT4H/x89d9ILDmP31m8ba1QL8RVl1VeyE1zVauXIkvvvhCDY2bPn26Gg43c+ZMlXVBZDPkBK5k2y66WNLjQoa+lEEfU6ZSpQOeEuA0UCUPJpWcXdf6Rv2UcRI48KM+uyz1iOk2UpdR6lte+3f1NSvLS9c3QjqzFUjcCpzeAmTEFb+d3Eayg0d+C4REla80gn840KBv1a43kaORrNAhnwLewcCm10zLN72uz94f8on+No5Kmhb+eyuQaQouKqlHgV/7AOMWAWEdL/kQbunRcEk7alrQdEzVrqOULaho6QLLcgnVJCIiQpU50IqNjVVBWQPtSKyQkBDVQHbz5s1o3bp4WTBZLsdzMorKsuyWPI9k+a5YsQKdO3dWjyvZtFK/VkhPLWmUJlNMTIwqsyBZvU888YRNjcov85rMmTPHbCjZZ599hkaNGqkNU6dOHbz66qvlfvKkpCTcfvvtqq7t0KFDVWkECdgOHz7cGBW/8sorMX78eLUTJfothYGJmtQNQKCPh1nQlqgqxJ/NNA7BF0PbN4CnexVmwK5YCHz0AvDIdUDM4ZJvU1iOTBErZdpWJtv2h1WHsSPaNPwmItgPT17T8bLBV9kPIzpJLWC9Y2fScTjBYugmOZfz54CURP3lug2AIVeV/zFGabNtf4dN2LcNOHixg3ydesBgzevqpxlGt15f75Yub+HChepAXI4p3d3dVWaFNJd48803VV01IpvS5magVlPTvARZLUsVVNTmt8zrKfaZqs+iu5SACKDns8CkQ8D4JYCX5uRY/Crgjyv0weWqkHEK2PkZ8N9EYFYb4LMgYO4QYO0zwJHfSw7YGpzeDPzYWd9grTD/0s9xShM0aHm9YwebiKqKHKv3fRUYNM18+a7pwH+3X/pzZ6/kNUk28ZzBxQO2BllngNkD9IHdS/BKMI0iV5pUcdDWDkgZVEnU/Ouvv1Q9WYnvSWkDKV1QEldXV9WITAKpklkrpKSBNBcT3bt3V/HEBx54QGXyymNKsFZG70t/K2lqJr0UZET/t99+qzJtDf7++28cOXJEXSdJopKMKseIom7dujh+vAw1fmtAmf863XTTTWojiFmzZqlUYunsJgfBU6ZMUR3fvv7663I9+TfffKOi6rJBJYC7bNkyY8BWSEBYMiGkq5ukRMsOvVQ9W3Ieri4uZkPWpa6t4YwJUVVl2YqRnSKqboPKe/TgTtNBTwPN0JCCAv1w5/f/B3xbTZ2iqzxoq69vWx4bDp3Bb+tNfwC9Pdzw0oSu8PMq24iN0Z3NG59Iti05saAQ4PWvgXF3ADfcB7hXYORPu+5A+MX3VVICcN500sYq5Hti/nem+XGT9GVUDJq0Mq3v0X3AmVJ+QJAZOZaU4XdCDsxl3lD3TH4slJVk6kpXYnkMmWQEmLajsGR6PPjggyozRDI4JEgs/Ri0pNTXmDFjVOaIlGuQY2r5kUFk5OoO9HjWNC91IyWQWVnp8cDuz03z0vSsVck/lEskxy6NhwPXLQO8NWVFTq0F/hilz4qtKKmRuXM68G1LYMXD+mHHqinaZY7va7cCPE0jgVSTpHXPA7/0ApJ2l3yfoxYn6FpOqPh6EzkjqWM74hvzkx0HfwYWjKu6EziVlXm68qVl0qL1wVjJJtZ+F0kJm/GLgLpdTcsupAN/jASOlt4IzOvUxXJewr8BENoBzkb6WUlc7+WXX1Yj6iX5U5qOGY7RSiux0Lt3bwwZMkQ1CpNSqkuWLDEGdSUmmZ2drYK3klAqJ+UlEDtq1ChVM7d9+/YIDw9Xzc769u1r1hRNbiOPGRUVpZ5j8uTJ6jppQCbxSSmpIImkdlEeQRsQmzFjhtq4cpApRo8erTa4ZDDcfffd1bOmRCXUtV1/6Iy6nJZ1ASeSM9E4THPQRlROBYVFWLbnlHG+eb1ANKtXjqHWl5N8GkjRN9BD87aAp5f5j5WfpwOZ5/WBpxvvL98w7xoQ6OuJOgHeOJuRW6GgrWQxv/eX+Q+oJ6/uiEahZf/cNgjxQ+cmdbAzRp+pu3p/Au4dHoUATeY9ORkJaI4uR9DBkgx/ksBoZrpqCGgWILUGCYrc9xwwb5a+IUT3AcWv7ztSXz5BbFiqX3+6JPkxIEPfpCSXDK+TEWQ9evRQB/rahrdlGdYn5RRatGihjo2///571QV5586dqmaaJDL8888/qkOxlPqSOrrSbEMaaIjCwkIVsJUkBGmEcfr0aTXqTLI7JOuXyKjt7fohyIbMUmlI1uVRwLMS5cDk8SSoadD39YrV06/XDbhuOfD7cCD34mi3hA36+fGLAe+yf6aU9Dhg8V36cguXEtAQqNcDqNddP0nARLJ+JRi97D7zWpFJO4CfuwE9ngN6PQ+4ab7bD2tLI0QA4Sy9R1Ru7e/Uf9b/ucn0vRL9N/BVI33t286PAL6l96qoFhKziluhr9sdu0hfj7tBP6DleKD5OCDQNGLvsiQIvWxy8SB0u7uAwR/pv4vD+wB/XQvEXcygLcwDFl4HDJsBdLjH/H4XMuGZtMk032S0/pjOgUlGbUmkRKpMJfnuO03iwkWenp4qECtTSSQg+9tvv5V4nTQ5k6kkEpiVqSQ9e/ZUDc5sQbnGgRiGrkZHR6uObloyL5FqoprS0aI5lGTbElXG1mPJqlarwUjNUPwqYciyFVEW3SklUNR3mP5yQT6w4TI/XGygrm15grbZeQV4de521UDM4PreTVWd2vIa09WUbZtXUITle5lpSJUkdWyl7IC1A7YGUuph8gvAE2+XfEDfawjgdjHQIt8VNlpSxZZMmjQJu3frTxr973//UyO5ZESXBFkNSQhlIfXOJFlBgrYtW7bEG2+8oTJqN23ahPPnz6tRZNOmTVPZIJIJIqPTJDgr1wvJDDlw4AB++uknVVdNfrS89tpran20ZciIVJCxx/9MG0KCo0vu0Z/krYjUY8C+b03zEvRsfk3FN3TdzsCEFYCPps+ENOb5fVjZs9skwLLvO+D79sUDtt4hQONRQK8XgbELgfvPAPfGAVf/DvR4BogcYirTIIGYa/8BrvjBPAO4qADY9CrwU1fgzDb9MgnwSoDZoBVLIxBVWItx+s+etqa11LeVzFQJ3i5/qHxNuipKPusHf9V/1uU7SAVshU4/EmDlY8BXkcDPPYEt7wJplxj2LiMG/r1NX79WG7D1CgKunAOM/Np08kyy/OX1a7P15Tt66b36baAdCRy/HC5FF8yDtkRV3Yhs0aJFKmtADnIl/VhLhoOxGQzVpEah/gjy81RZtoa6ttd0N+9ESFQeizSlETzcXDG4XYOq3YAHNEHbNp2LX9//Cn0He7HmX2DEOJs7AyslErYcS1aX489m4UJB4WVr/ko22rSFuxF3NtO4rFPjEEwa0qpC69C7ZV0E+3vhXKY+wP7P9jj12effICey+h+gVUegXhWWL7FFpTUrrFUbaN8D2LURSEsB9m8HOvSo6bWzKxKcNRg2bBgOHTqE7du3q2F6Uu6gIiRrVjJqpYSXDKmTx5MGvfL4BpLVK9m9GzduVI105X8Zpie10gxGjhyphuPJsD1plFESKSUmk4HUaRMy/E+m8pL7yHdzRe5LNSjqDrhsfhMuhjqKh3+DzjcMuoHTLnl8UNL+ddnwElx0phM8RX1e1QcUKlNeLKQdcN0KuPwxHC7ZF8uAJG6Hbu5Q6CTjVhvQtZR1Bi7L7oOLZOZp6Nx9oOv3NtDpgeJ1Zi/3fm19CxAxBC4rHoTL8b9My8/ug+6XnkDXJ6HzqmWWtVTU4rrLP64N4WfXcdntvm04RNW6dvn7BtN3lSjIUbVudbtnAK0mQNft6aovByBB1X3fwmXHR3C5VL1r7YklmdY+A11oR+gk+1YCz4bmhac3weXfW+GSbh5o1jXoD92o/7N3H9BRlF0YgN9N7wmBVHrvvRfp0lGKDRuIoqJYwIq/itiwiyh2BbuIAioiSO+9994TQiCk92T/c7/JtiRAym52s3mfc4bd2TqZ2V1m7tzv3u+BgBoFfy9c3IFBP0HnEwKd1PY1WP8S9MnR0Pecro1oOPGP6fVcPaCX9VbCbW34rBgmsg/D+s//3bX2d7hYQdvRo0ebeumsWKF2UA0kg6Bu3Wt3/iayJgnQSLbt6gPRan7P6cvI5Y8WlVBccjq2HL1oGjHYKNy6Q+7lx/tQXmkAHz+gZr2Cj5EAVMMWwOE9QMx5raO9zDtoXVv5vklZkvoR1y7j8PvGE1h7UCtlIkICvDB5RGu4lrArp5urCwa0ro6f12qjOyQYvPdMHFrky74nJ3XuJPDjTCluDgy8HRh2r/Xf49IFwMsH8LOs42xTqclaaRTzsinX0q2fFrQV29cxaFtM0kxXppLYu3ev2geWhAXJspVabFILbdeuXWoIX/5yCxKgvXBB+w2US/OAreF+w33Xquc2dWrBzs6xsbFqOYpLDigkM1gOMhypQzIV5N7pIwSvGGXM0NLtnIFkvT9Smk4o8vZ1iz+EyodMQ0czQzsjzquldIW2wioPgWvvuQhefitc07TArS52F7J/7YkrfX5DrlfBwK3X6b8QsOV56DIta4hnVmmLhM4fISegLhBralhaPK5Ax8/gFT4QAdtegEuGlvWrk+y3be/IYGmjHJ+qiHWpbaX1UDb43XVe5XrbutYBhqyD98nf4XvgM7glmTJZ1cmiQ79Ad+gXZET2RnKTCcgK7VSqxBSXtBj4HPoaPsd+gEtmwSaNep0r0mvehFyPSvA6+y9c07R4gTld7G41YeMUZAfUQ1blVvA6Nd/i5Ja8TnLzp5DS9HEg3RVIv8ZvRZP/wVfvB//db5veY/enSL9yDgldPkLIcVPQNjOkE67ESxKkZSJkUckJYvm8SD181sS3H1n3sh0MPbgM392kpCT7BG2vFy2WHU7ZoSQq67q2hqBtUloWTsYkojbr2lIJSC1b86C/BAWt6uxxICXvB1wCsVerIddjkBa0FasXOXTQ1lAi4VpB210nL+HbFdJIxJTB/NKtbRHkW8TA1FUMbF0Dv647hty8TSbZtgzaVgDyHZ3zhTb0TPapixrgLE6wdt5sYNsaYOBtwPAxKDO/fwPs2641VevQU6u1e70Gap37Am27Ac3bl9VSlmtbt27FypUrVfPb/Pu1UtKgqKTRhQRo5eD6999/V0kNq1dfu2N0aU2ePBmTJk2yyLStXr266ogsDdGKS/5+Ofktzy93wYGKJnQY9J4/AP/cAV1eIxz/XW/AN7Qu0NSUUHOt7avb9LDxucKt59sIzXfyoHTLGApUWQ39732gS9Z6A7jHH0TIytuhl6ZlvnnvlXYZuhUToDtiVlPWkHXWeSrc2j6FyiWpsVuYsHFAs2HQr3y8wPsZuDS+3brroQzwu+u8nGLbRkwEOj2O3OMLoNv6LnQxWy3u9oxaoSZ9RCfo2z0D1L2pYEb9tVw+AN3294FDP0NnXp87j17KNDR7APo2T8AzIO/ErD4XuRe2QHd0HnB0XoEsWuGWeExNFq8VUAv6gT/CN7IzzIo/XFvYm8gNqQ3d8ke0E0UAvM/8Ba+009ClmU7MujccphqRlpScrJXAoJubm5rIPmTdy3dV+ntJbwLDd1cqE1j1faz1QvbuqEYVN2hrTkokMGhLxSVnxZaYlUYIC/Iu8NkqtQO7TNebFD78VWndBfAL1BqS7VgPJCU4VEOyyGBfeLq5qFqy16trezEhDW/O22kMrIpHBzZFw8hiNigpRGigNzrUC8WmvOzodQejEZ/SpNTBYHJwuzcDB/O+S1XCgBuHW/f1JVggWasS0Fu5UMvk9fKGzZ0/BaxdkteQ8BOgadvrf+9lJ/3+p22/bE5CmnxJAwsJuEqigXk5leKWVpFsWimrIKRurQSDP/roI9x+++2qLm18fLxFtm1MTIxqPCbkcsuWLRavJ/cb7rsaT09PNeUnBwclPbiXv7s0z6cy1Og2rabt8keMN7ksHQf4hgJ1Bl97+17cDpiXCqg9EC7Vb7D+MlZuCNy+GvitF5Ck7VPp4g5A93tv4NYVqmwCZJlT8mWUh7aGbsB30IU0t/4y+YUBQ+cAR+/Q1l2+99Y1vB26cvj553fXeTnFtpVll1rRDW4Bzq4EtrwNnP7P4iE6KUPw90jAO0SrD6tz1SbZD7vadQnSSmmDwviGA62fgK7lQ6quteX/6i5A1S7a1ONd4OIu4Ogf2hRnSiyx0Pgu6PrMhM5QN7s4ZBl8wtSJNtWYLC+r12KJ6g65/sn5a1An4/L2XVgezjG+s+bfXWt/f8vxrwERUDXYV3WzNw/aEhXXgXNXcO5yinG+X8vqcLF2LdlD16lnW04akrm66FAr1JTVdbWgrdS6fe337UhIzbTIXpYMWWsZ3NY0tDk7VwLvbEjm1OT7MPcr0/wt91u/cVhwCNCxp6lcwbolKBNzvzE1F5JAsQOdqHEWElT99ttvVSdg6WYsGbeGSUp+lTY7SurNSgBXMi2WL8/rIi0lSA8fxpkzZ4wlxeRSyitItq/B0qVLVbaslFgguqpW47WmXAYyhPfvW4Eos27khVn3P8v5rq/bbiUH1dUCtwFmPSYkKPJdM2DBUMugqQRiOr0M3LkJsEXA1lz94cDo/ZaZyRGdtWZsRGQbciwlDQNvWQLcvQNoeHvBrNq0WK1RWfwx4MphlUmLS3uB2F3aiR4J0kZvBM6vKzxgG9wY6PcN8MApoOPzlo0Ir7ZM0kSx2+vAfQeBMfsBqe8d0tLUbGzgD8CgH02NDkui/jDglv8KfQ19UD2gUv3SHY/lNaNlA1P7MvT5kn0/W7Japm3jxo1x5MgR1ZSBqEzr2taqjOV7taFYe87EIae8FW8nuzPPspVQbb+WNmhuVLM+EB8HpKVoneGvxcEbktUJ88fhqHhj0FYylfOf5Z25eD+ORJlqTDWIDMSjA5padTna1g1RWdEx8WlqftGO07i1Sx3rB9zJMaz6R6v1LOo3BdraIFNM9L/FdLLkv3lAzyFaVqutHNgB7NtqChr3HVa68hH8/BdKsh66du0Ka5QpGDhwoGouJkMTf/75ZxUEXrJkiWrWe//996syBjJUTgKxjz32mArUShMy0a9fPxWcveeee/DOO++oOraSAfzoo48WmklLZKHLVC3wufcrU6Of+YOBO9YBlRsXXFnnVgOnl5rmJfMtrI1tV2pgbVPGbcIJ7bZ0ra6sRaBl4PdAeDuUGe9gYMBsoNWjqjEZ6t7M30uisiKB0iG/AvFvANveV83DDFmoJVKtB9D+GTVyoFjlFfKTBmSdZXoJSL0EuPtokzVU6w7cvgb4YwCQYlZTt/YgqwzL9/HxUXXtJWBYrjOzyyG9Xq8CtnICXkZWGYLotmK1oxCpZyu1vYjKmnnQNjUjG8cuJKISS7tQEclnZvV+03+kbepUUUPvrW7EfdqUnnb9gwTzhmQSxJFauGXZEKkYdW2T07MRm5husc4W7TiDxTtNgfBAHw+8dEtbeLi5Wj3rd1DrGpi18rCavxCfhu3HY9G+XslrRJGDSk4E/vrRNH/7Q7Y72K5aS6sRu3crEHcR2L4W6NjLNu8lJxkly9ZAaugWt05vdjawe5OWFRwaCYwab/XFdAYTJ07EzJkzMX369FK9juyg33vvvYiOjlZB2hYtWqiA7Y033qju//DDD9XB08iRI1X2bf/+/fHpp58any879gsXLsT48eNVMNfX11fVxH311VdL/TdSBSC/e30/BVIvmkoeSED0j/7AqI2Av9lJYTmhut4sM1cCG5JRVhakw7oEbuf2Bq4cNf8DgHZPAV1fA9ysW/OvyCS7lhm2RPYh2fjyG9Z5CrB/tnZiJzdHGzkg0/WuS53aFg/a5jvsU7BpYqmFtABGbdB+o68cgd7VC/rmD+Yr31B8kiwTERGBkydP4vTp01ZaWCouCdhKaSsJ4tqS1UJbw4aVIjOEqBRa5usYv+d0HHrU9eM6pSJZezAa6VmmEQL9W1m5AVl+Ra2PefuDgKf39bNyHaQZmSFoe+h8PD5dvN94n4sOeGFEa9sEwvO21/erjyAnr3CuNCRj0NYJScBWyhWILn2BWg1s+36SbStBW7H4d60xmC2CxJtWaE0KRY16JQsOZ2UA37wLZGYAPn62KRvhBJ5++mkMHjwYdevWVZmu+YeyzZs3r0iv8803ZkH2QkjzCQkOy3Q1NWvWxKJFi4q45ET5uLgBg38B/uinDRkWUkN23gAtqytveLBH1Arootabntf47sKzcW3Fvxpw2ypgwU3aMGcZEtx/FlCtW9ktAxE5JmlO2OE5VAiBtYB7dyP35L+4jHBUttLvsNTXr1+/Pksk2InsRxoybMtN0JbIXsIr+VgMkd5z6jKDtlRk5hmh/t7u6NzQQboISwDHQdUO8y8QtO3UIAzxKRmqjm1WjqlEydjejdCqtg3OXOep5OeJro3CseaAli29+WgMYhPTEBJQBs2jqGxEnQFWLdSuSxaqZKzbmmS6S2D41BEtqHpgJ9DUykOKM9KB+bNN87c+ULKmFN6+WqmIjcu0wPbODVqQmSw8/vjjqn5tr169ULlyZTbuoPLN3RsY9hfw6w3A5bwTpTLkf8HNwMglgIs7/He/ZXq8izvQ5ZWyX06/SOCurVrNSimbwPItRFQRyciCujcjx6yevTXIyB45WUzOrVhHB5IV8MADD+DZZ5/FoUOWnfauXLmC3r17W3v5iIqdbbvv7BXVlIjoes5cSlZNyAz6NK9q9SH8KjATF+tUG8PX0x0RlXwsgrZSS/rNeTtxKTHdePsNjcNxS+c6Nl+ewW1Nzc3kq28eiCcnkJ4KhOZlnA+8DQiyHF1hExJYGHCLaX7J79Z/j2ULgCuXtOstOgKNW5X8tbpqQ/OVdZYdmknz3Xff4Y8//sC///6L2bNnY9asWRYTUbkjGbUjFwP+ZiOEzq8FFt0JHPkN7lf2mW5v/oAWNLUH+T0NqsOALRERkS2DttJo4aabblINEzZu3IjWrVvjp59+Mt4vnetWr15dkmUgskpdWwMZ6n4yNoVrla7rP7MGZKJfSxuURpAMvWfvAV58ANi2tuR1Lw/t1poMOYg6oaZs2xMxSZi14jB2n7psvK1GFT9MGtqyTLLZ5KRNtcq+xvl/d55hQ0JnUqcR8MpnwD2PAf1Glt37tukKhESYmoWdOWa9187KBJbn1aOU7FopaVAaDZqblvXgTuCydTM5nIE0BpPSCERORUoQSGatV7DptmMLoFs8xjLDq9OLdlk8IiIiKqOg7bvvvosPPvhANU9Yu3atylh46KGHrlvbi6isg7biYFQSV7yzib0ALJ0PbFlllZfLzsnFsj15neilGX1EIOqG26DZlwRQxIVzgJtlDcUi2bwSeOE+4L3ngKNmWTMOVNf2fFwK5m48Yarj7+GGl29tCx/PsqnAI4HhwW1rGucvJ2Vg8xEGrZyKmxvQYzDgWYZDwFxcgX4jtMZkY58GIk2fsVKTmrMvztDq83YfBESassVLRAK/hmxbObmzwaxbPCmvvPIKpkyZorr9EjkVqY84fCHgZioLpMvNMt3f8lGtTAERERGVO0U+oj569CiGDh1qnL/tttsQEhKism+zsrIwfPhwWy0j0XVJ/crIYB9ExWkHYwzaOgEJPJw9odVn3LVRu27Iustfr1EyUYtZC3LLsYu4kpJhnO/fqhpsQjJthSxfw+Yle41LMdrl6kVaRp0DNiMz98zNLVG9Stk2A+zboipmrTiEzGytnu7C7afRpVF4mS4DOSEJqPYcYpthvcEhWjBYfr+socuNwJ8/aL+d65cCg0eVrEauk5oxYwaOHz+OsLAw1KpVq0Ajsh07dtht2YhKLbIzMHSuVtNWOqzn0bv7Qdfhea5gIiIiZw/aBgQEICYmBrVrm+ohSTMHybwdMmQIzp07Z6tlJCqSVrWqICrujLp+NCYZmdk58PLgAWu5kpOjZZNKkFaCtYUN8T1xCEiIA9w84L1lBXT7t2kNgm66u1hvtcSs7qmHmwt6NcurmWlNUq/yQt771G6oNQwqyRBtvwAgORHYvg4YNV6bd9Cg7R1d69olWBrg7YEeTSKxdI/2f9H2E5cQFZeCyOASrHOyP2mo9d10YMidQHXb10W+qryusDZlrcCqBIGbtAH2bwcuXQCO7AUatbTOazuBYcOG2XsRiGyrzmCg39fAErNmjW0mAj62awZKREREDhK07dChg2re0KlTJ4vbe/Togb///lsFbonsSepaLtqhBW2zcvQ4dD4erWqHcKOUF8cOAB9PAVKuUtpCgp6tOwOtugABlVRzr4C/f4BOssoSrwBD7ypyNtzlpHRsOWZqDta1UTj8vEpQuuB6Du4yXS9pkyEZRt25L7B0HpCdpQ17Lsu6nlcRFuStyh+kZmQbb2tbpwru7dnQbsskDckMQVshvwcP9G1st+WhUvjnF+0kxY4NwL2PAzcMcJzVKb85Jc28jYkCAoMAL1MjP6vq2k8L2op1Sxi0NSOlEYicXjOtlq1+y1tID2wGzw7Pw/aV5YmIiMhWipzeMXHiRHh5FV5LrmfPnipwe++991pz2YiKpUUtsyYMAPacjuMadFSSNRpnCpoqEdWBtBTLDDfJoL1rAvDuj8D/PgIG3aHVfpSASaUqyKzdSHtsbDRw8nCR315q2eaaNfUa0MoGDcjM69mKxq1L/jo9Bpqur/nXIRqSSR3ZRlWDjPNhgd54fnhruLrY7/BQlqeuWQbwf7vPqYx7KmcksLnsT9PvQJNSfHes6dQR4PM3gH9/K9nzpQzCV9OAyWOBVf8AuTb4bMqJLZ+80iQJVxzit8KRxMfH4+uvv8bkyZMRFxdnLItw/rypvjlRuddsDPRjDiCh6ydaEzIiIiJy/kxbyaiV6WqkVIJMRPYS7OelOtafuZSs5nefNnWyJwdpJGYoe3B0v9Y0Z8xE0/2+/kDLToCrmxZ4aN7eFHy4ivSWXeB54qA2s2mFVu/2OvR6Pf7bZSqNEB7kjRb5GtlZhQRLDJm2Hp5FWrarCq+u1bKV4c7S0ExKSDhAbduxvRvhSvJuuLu54KmhLRHg42HX5dEaktXAjEVaw7aE1EysP3TBNqUvyHZ+/xrIycvglqzyymH2X9vxl4E3ngT0ucDhvcCNw7Us+OLYuho4dVS7vvJvoLsNsodlme57Cgivpp0II6M9e/agb9++CAwMxKlTpzBu3DgEBwdj3rx5OHPmDL7//nuuLSIiIiJyKCz4SU6lpVnwTcojpGeahm5TGZOg5ZnjWmOcqY8Ak8cAc77QAo8S+Ni9qWCm2aMvAw+/AHTsdd2ArUhv2hZ6Q+Bky2og+/rbe//ZKzgXZ8ro7deyOlxs0WQo+qwW6BH1mxU/wJNfj0Gm69KQzAHUjwjE5w91x8f3d0OtUH84AgnQenuY6pD+s10rmULlxOE92okdEVgJGHQbHEJQZaBtN+16UjywYVnxnp+VCcybZZq/9QHAxUb1cuWkFwO2BUyaNAljxoxRjXXNR44NGjQIa9assc22ICIiIiIqi6Ctq6trkSYiRwnaZufoMWf9cbsuT4WVlAC8Mh549VHg75+Asycs7w+rqtVezMws1dvopS5ky47aTHICcCCvluM1LDHLspVQ7Y0tq8EmDpnVs7XG8G5DQzIhtT6lxAQVIHV2ezc3ZdbuPROHUxevUieZHEtuLnS/fWmaHz7GdrVfS2LALabr//1RvPIGK/4yNVaUsi/N2ll/+eiatm7dioceeqjA7VWrVsWFCxe49oiIiIio/JZHkCHFNWvWxOjRo9G6tYPUlyPKp33dEAT5eiA+RQsGztlwHN0aR6BueOGd7slGVv8DnD919UZikgVmpexWfcfe0G1bq81sWgm0yAviFkKaZq05EG2cb1M3BKGB3rBZ4NrNXWseVpp6tg7ekMwRDW5T0yLDVhqSPTKgqV2Xia7Pe+c66AwneGrUBbr0dazVVquB1tjr0G4g5jywa5N2MuV65ATLwl+06/K7d8sDKNMRD3EXHaPEhJ15enoiMbHgya4jR44gJIRNS4mIiIioHAdtt2zZgm+++QYfffQRateujbFjx+Kuu+5CpUqVbLuERMXg5eGGR/o3wZvztCzHnFw9Ply4Bx+N7QJXF1YDKbMgwcblpvlR47XARqUqtnk/yVqTergpSVrN3PTUq2bnrTkQhfQsU3Zcf1tl2Yqb7wEG3gYcPwhUq22d1+w+EFi7WCsf0aSNdV7TCclJmsbVgnDwXLyaX7bnHMb2bqh+H8hBpafCb+kfpvnbH7Jd+YDS6H+LFrQVS34vWtBWAraGJotdbgSq10GZWPKHdgItLVVr5uhWsT//N910E1599VX89ttvxhrYUsv2ueeew8iRPAFGRERERI6nyFGsdu3a4bPPPkN0dLSqCzZ//nxUq1YNd9xxB5YuXWrbpSQqhm6NwtG2lqmr/dHoBMzbdJLrsKxIJtkjL2nBDQku9rnZdgFbIdms7fOaJGZmADvy6mEWYrFZaYQAb3d0bmjj7DNpQNa4FWCtEwaSofzBL8A9j1kvEOzE2bYGKRnZWG2WYU2OR/fvXLhKiRMhgdCGLey9SIWTsgZVa2nX5YSMNFW8lotRWtMxw+/BsHtRZk4e0t5favDu3YqK7v3330dycjJCQ0ORlpammuvWq1cP/v7+eOONN+y9eEREREREBRQ7kiDNG+6++24sX74c+/btw8WLFzFgwADExcUV96WIbEKyZ+7tWgO+nqasou9XH8H5y6bmU2RjEtSQRjvjniubVd2pt3apcwFizhX6kDOxScbMSyF1Tz3cHDCT73ok8EPX1b1JBPy83I3zC7efdu61lpuL8kzfpA2yImpAL9mgt9wPhz4pJSekDJbMvfbjpflYTl6DxH4jbHsCK79u/U3X1y9BRRcYGKiSDP7++2/MmDEDEyZMwKJFi7B69Wr4+vrae/GIiIiIiAoo0Vi5c+fOYfbs2WpKTU3FM888g4AA1gwlxxHk445xfRth+j/71Hxmdi6m/7MHb9/TCS5WqqVKDqRuYy37tFVnIDC40Ics2W0ZzO3fqrptS0Twc2ZXnu6u6NeyGuZt1rLsj0QlqKz7+hGBcCo5OcCcL4D1S4Eho7SSHOVRw+a4PP4VhKYnQhcaCYfWoQcwfzZw5ZJW1zb6rJYFn1/CFWB/XnNE/yBgwK1lu5zSAFGCxLKce7YACXFX/X2sSLp166YmIiIiIiKnybTNzMzEnDlz0K9fP9SvXx87duzA9OnTcfbsWbz11ltwq+C10sjxSMCmVe3Kxvk9p+Pw7w5TcyJyIhIg7TH4qgGJ7JxcVdfUoEFEIOqE2ehEU0Y68PRdwGevA1tWw2ZSk4HlfwKbV6JckwB3ehoQFwtIEyqpF7pjPbBuiaoZqpv/HfyWz79qBvW1DGpTw2Le6bJtszKBz98AVvwFZKRptVMliFteSRkRafbl6KQkS9/h2nWpT5uaVPjjAisBb34L9L4JGD76qrW2bUZqAkvzQkMmtnmt8ULsPX0Z7yzYpU5uOJvc3Fx8++23GDJkCJo1a4bmzZurGrfff/+9arRLREREROSIihxpjYiIUHW/Ro8ejU8//VTVBBMpKZZDzplxS45UJuHJwS3w0BdrkJHXfOrrZYfQoX4oQgK87b14zunXL7TAaadeZTsM+Dq2HL2I+JRM43w/W2bZHjugZbRtX6c1SJOsPGtLjAeeH63V8A2vDnToaf/MXlkWaQYnweSUZC2QJfPqet4k83c8DPibZbsunQf89tVVX1b+Kj+J7a5eCLz6ufb3FlH1Kn5oVasydp26rOZX7ovCg30bw9esbEK5JYHuma8CB3eabpPArQS+a9W355JVDN0HANVqaQ0Br/XdkwzbOx+B3XTtByz6Vbsu2dhS2uEqy/vHppPYeCQGy/eeR4uawXjr7o5O0cBTgrISoJVSCC1btlQBW7nt4MGDGDNmDObNm4cFCxbYezGJiIiIiEoetL1y5YqaXnvtNbz++usF7pcdYAmS5ZTnLB9yOhGVfDCmV0N88d8BNZ+amY0Zi/bh1dvbqc9rqezcAJw+BvQfCXhbrx5eTm4u/txyCqdjkzG8Y23UCvVHuSCBxJV/aZl+cvn29/YLJMoySBailxacX2LWgMzDzQW9mtlw+LV5EK1RK9u8R0CQlpF4ZC9w4SxwdB/QoDnsJjYamHxf0R476HbLoK1PET/f0tCtGAFbg8FtaxqDtnLyRgJSN7XPayRVXiUnATNeAk4cKnjfsf3lK2ibnQVcjgWq2LgpoLXJb37TtnB4YZHab4P8VkSf0T4zUk4mn6i4FGw6EmOcD/TxdIqArZBSXmvWrFG9GHr16mVx34oVKzBs2DCVcXvvvWXYJI6IiIiIyJpB25Ury/kQXKqwbm5fC6v3R+HQ+Xhj1uWq/VHo1axq0YJ/UpPw0gVtiKtBdjbw+zdAzHlg1UJg4O1A76GAu0epllVOfny8aB/+3akFGXeevIRvHu0Jd9dycPC8ZZVpaHaHXvYJ2MZfBhb/ri3LDf2B4WNwOSkdW47FGh/SrVG4RYMqqzu4y3S9cUvbvU+PQVogRqxeZN+grY/kwhaRZN6ak2CdBLd9/bTXkUmuS5ayjz9yvX2QunsrfG7op7JujWRI86Fd2nOv8Vnr3DAMlXw9cSUlQ83/s/0MhrarWfqTNvYin/EP/wecP6XNy/qSTM7kRKBBM6BqbZQrp48C0yZB5x8En+6DgZvvQrl3eI/WjNHPQWr9d73R9Fux/r9Cg7Z/bj0F8yIBwzuW8xMbZn755Re88MILBQK2onfv3nj++efx008/MWhLREREROU3aNujhw2G+BKVAVcXHSYOaYFHv1qL7FztsPSzJQfQunYVBPl6Fv4kGWK8YZlWLzTxCuDhCXTpa6pJePKwFsgVEiyZ+xWwbD5w091AlxsBV9cSLetvG04YA7YiJiENGw/HoHuTCDg8WV8GnXvbZxkkECd1XvW52rYbNlrVss01q1nYv7UNSyPIZ+HMMe169bra0GhbadNVC2xKyQEpxTBqfNkFiSRwGFTZMutQgsYq0Jo/8JrvMjjE8rUatdSmq8nNRXKVavDJK8ljJA2gZk4F6jUBbnsQqNOo0KfLCY/+rarh1/XH1fyp2CQcOHcFTauX04ZMaxebArYBlYCJb2h1Vcuro/vVhS4pHnqpFVteSQZrUgJQvynw6WvaSQVpDHfjCPuXLml7A/DzZ1r5DKmzfftDgKeX8e6UjCz8t8us5ndkIJpUqwRnsWfPHrzzzjtXvX/gwIGYMWNGmS4TEREREZFVg7bSxOHdd9/FX3/9pZqS9enTB1OmTIG3N2uDkuOTEgOjbqiPH1YfUfMJqZn4/L8DeH54a8tO3xLo27hMC9rmr9e5fb2WsSTkwPz1r4E/f9CeIwfo0qH7u+mqeZIEC9G2W7EO1iX799sVBYc7/7P9tOMHbSWIZAhW1qyvZZnZg9TTbdIK2L8DuBQD/bH9WLLrkvHu8CBvtKhpFmy0NmmiZQgQy3B+W5KsbjmRsHS+NsRcgub9Rtj2PeVvW/AdsPwv4Ln3TMFCGUb97LsoMyrT/WtTDeE3n9RqB4+4D6gSXuDhA9vUwJz1x42ZhAu3nS7ToG1mdg4ys3Otk+E9eJSW4S9lECZO04a/l2fyd+TJlN+O8kbKsEjms2SyygmJNt20EynizHH7B2yFlIlp3x3Yulr7fyk91SJou2TnWVU6yGB4h9rlNxO9EHFxcQgLu3r5DblPyn8RERERETmaIo+5fuONN9TwMj8/P1StWhUfffQRHn30UdsuHZEV3d61LmqFmOpnSlOiTYejgW1rgBlTgGfuAn770jJg6+qmZTROmAJ0zDe0MiQCeOBZYMqnQMuOptsvnNM6ur/+uBY8LIL9Z+Pw3p+7C71P6nGevZRvSLmjMe9KLoFEe+pkyvKNW/YvzseZmiX2b1UdLrYMRpiXRmhidkLAVroPMl1f868pYGyr4NTX7wD//KoFfWa8rDUXswfJZL/9Qcsat5JB+OI44PdvgVTLBpnhQT5oX9+Uqbv24AV14sbW4lMy8OXSA7jl3f9w+/tL8d9uUxZ9iUmAfMwkYPL08h+wlc+rBN3lqq8/cqo4+Mmpq508MYzAiIvVRlwIyRoePhoOQ5bl/V+A+yZpJ7fy5OTqsWBrXuY2gMr+no5/krCYpNeCm9vVcxRcXV2RLSeCiIiIiIjKa6atNGn49NNP8dBDD6n5ZcuWYfDgwfj666/hUsJmFdOmTVNdew8dOqQydrt06YK3334bDRs2ND6mZ8+eWL16tcXzZBk+//zzEr0nVVwyTHri0BaYOGs98qok4ONF+9Hh0q9wiTENDVVqN9SCj+17XH/IebXawGNTteDDH99qTaEMtRqlfmDTNtd8+vnLKXhlzjZk5eQab+vaMAzrD5uawizaeQYP3dgEDik3B9i0whRMk4xHe2rdRStnkZkBnz0b4RbRENk6V1UPtW+LarZ9b0MTMgn2128Gm4uobmoypBqS7dfqmtqi7MPMV02fbZ0LMODW4tWytSYJvLfoCDRpC6z9F/jzRyA5Qcs4XvwbsG4JcPPdWlA7r1TJ4DY1VD1rId81CaDe2rmuTRYvKS0Lf2w6gfmbTyI9y9Sc8+tlh9CnedXiNXiS7G3JlJTGcwYSgArMN3xd6kkfP6htI/n83zgcDk9OcMlnS0id1fLa+Eq+C3s2W97WdzhQ2YGaq5kFas1J87GY+DTj/E3tasGtPNRQL2at+DFjxsDTs/BySBkZWr1rIiIiIiJHU+Q98zNnzmDQIFNWV9++fdXwuaioqBK/uQRjJVt306ZNWLp0KbKystCvXz+kpFhmSY0bNw7R0dHG6Vq1yYiu6vJFNDq+EcM7mhr1XErOwKYqeQ2cKlXROtu/9hXwv4+AXkOLVyNUamvKEPEnXtPqmUqw6OZrd6OWbL8Xf92CxLQs4203NI7Ai7e2VXUFDaTeoHS+d0iSXSo1TkXz9rat41oUkvXWqrO66p2VinZpp9X1tnVDEBpow3Iul2OAi1GmAJTZ8GOb6j7QdH31P9Z/ffmbpk00BWwlIPjoS0Cfm2F3EryU7+mb3wIDbtOyG4UEcH+aCbwyXssKBtC+XihCAkzbZNGOMxa1jq0hNSMbP689itEfr8Av645ZBGwN3/fdp+KK/oK7NgLTX9SmKO1zfM2TJx9MBubPBlb+jXLB8JmSwFq9pii3pFyOeU1l+X9D/i8pB+TEgoGHmwsGtakBZzN69GiEhoYiMDCw0Enuu/fea/9fTURERETk0Jm2MnTMy8syCOHu7q4CrSW1ePFii/nZs2erneft27eje/fuxtt9fHwQHl6wTiHRdaWnaU2apE6tdPTW6zH65c+w4bAPoq9owZwZCREIv2sy6vToBriUrIGYRQagBC6bttVqvOYfviyZt7IcN92NzKAQTP1tG6LitOUQjasF4ZmbW6oh/EPa1sQHUXvU7cnpWVhzIBo3trRxpmipG5DZuTSCeYmELavU1T4ph7HJp44qjWBTh/O6s5dFPVtzUqPyl8+0OpqS7Sf1lyWwag3HDwAfT9WCoIbGV49Ptcz6dAQ+vsAtY4Geg4B5s7RSCSKyhnHoujQklIDUd6u0utbyvdt18jLa1KlS6reX4Ozf207ht/XHLU7AFGb1/qiivaeUHJn1vmrEhuQsrXbx6CevPUy/Vn0t418C7QlxV82udMR6tuqkV3klv/tSa/jjKdr8zfdon0lHlZYC7NyIozXbYu8Z00kEGYkQ4OMBZzNr1ix7LwIRERERkW2DtoUNL0tPT8fDDz8MX1/TwYmUOyiphAQtMBAcbHmg+dNPP+HHH39UgduhQ4fipZdeUoHcqw1zMx/qlpiYaGykZpjkb5FLck652dlwl2DAwu+h37kBuox0i/s9Ni/HE4NuxvM/bVHzV1x98dr+XHzaJRee7lasd1qjnhZwMcjKhG7B99BduQT95lXYVa09zuU0AVy1z3JEJR+8fEsbuLvq1OfzhkZh+OI/N6RkZBsbkvVp7mA1LLOzoNu3XZUe0Pv4Qd+sveXfbEPX/C43aoVUNx/4ZaeiU+pJhHvkokO9Krb93kvN4xp1tRIJjVuX2XpQpRgG5mX1de6jZZta4723r4Pu2/egk1q2sn0jakAvAVsZ8l2Gv5/F+s0ODgUeeA7ofTN082ZDP/w+i2Xt1ywCC5fvwuW879zCbafQqlZwqRqMLd55Dr+uP44rKQWHWEvju7u718fyveex86SWjb7u0AU8MqCJKtdyVSv+hsuvnxln9R16Qj/qkeuud129ptDl1YjNPbJPC+g7MN3R/dpvh5s7cqvXgz4+vvz+3ywn6x6dAmRlAG1vKNPvSLEs/xO6+bOhy8zAzo73SVqw8a6b2tWw+frP/30ut9ubiIiIiMiRgrYyvCy/u+++22oLIjvuTz75JLp27YpmzUw1Ge+8807UrFkTkZGR2LNnD5577jkcPnz4qsFhqZM7derUArfHxsaqILO8jwSH5aChpLV4yXG5nzwE/0U/o3L0mQL3ZVcOQ1qrrkhr1gkRPjno0agKVh+6pO6LupKKLxfvxu0dbZfJ6nb+JILTUlWQQpeTjQ6nN+I73Tb8EdAK/1Zphyf71kZmSgIumlUH6VKvEpbuj1XXD56Px7aDp1CjcuEnLOxFN/EteO3bqoIAqWXYgfta3+XzV9Jwzrsebk7aAw/kYJR3FOLj8ko42JKbN9C8i3b9olY/tUy0ygvOpWUAaaV/X5crlxDy1dvQyZB7ORlWpzHiR02APkdXtn/XdbbzVfkFA/dO0q6bLa/Xrg2YHfU9fvVvjd8D2mDjkRgcPnkOlXyLl12YnavHuiOX8eeOKMSlFMysDfZ1x81tItCtQRW4uehwJd7PGLSVrPmVO4+jVQ1T+RMjvR6+q/6G/3LT/28pHXsjafDdQNz1yyp4hlSFodJt2p6tSKruYBnRZlyS4hEaG62uZ0XWwqUrV8r//80ReaV3YrXfbEfk6eKOSpKNDyBs3zqgygB1vXm1AHjr03Dxoqm+bVl8n5OSkmz6fkREREREFSJoa+vhZVLbdt++fVi3bp3F7Q8++KDxevPmzREREYE+ffrg+PHjqFu3YBOZyZMnY9KkSRaZttWrV0dISAgCAgLUAYPU4pX5cntgSIXSzfkSuuULLG6T7E+0uwH6zn3hUqcRfHU6GPLCJwyuhH3n1uJysnYAu3hvDPq3rWtRS9aqQkOBBrNw7PtZqLZrGbz02fDWZ+HuhK24I/MgXE5nAbWHaMOc84zs6m0M2oqNp5LRrnEtOJwa2jKVZVuqa32X/9xzCPt9G6qgbbyLN9rWDEZlWf9UNKGh0N/xMHQ/z4S+S1+43/0YQgz1YsuY1X6zMzOgWz4futws3JuwBYOS9+O7oE7YcaYuRvUo2smanFy9Km/w49pjxvIq5iT4e3vXuhjYujo83EylVgYEVMJ3686oYK/YfT4V/drVt3yyXg/d3K8sfsP0g26H9833wluG3xeFb2fof/wIOr0ePudPwtuRP/MJsdB7+UCXngr3Jq1UaST+31wGgm+E/u/voUtOROeU4/CvlI4kVy/c1q0BQkNDyvz7nL/sFhERERERlSBoa0sTJkzAwoULsWbNGlSrdu2D544dO6rLY8eOFRq0lfINhXUIloMDwwG/HDCYz5OTaNAMyAt4ZEXUgOvQO+HSuosKghYW8gjw8cRjg5rjld+2qXmJp0z/Zy8+eaCbzbpnb7uYiZeuNEBQZCRGJWxVgSM35MItLRmY+zWwbAEw7F6gaz/1+NphgWheI9hYd3DlviiM69sEPp4O8dW1u8K+y9k5uWo4eoJHGJ4LHYb0Ok3w0c2mGtkVgmTIlrY+c++hQFhV6Jq0VuvZnqzym63PBdp0gX7VQuhyclAlJwVPXV6O03/sgT50IlybtrnqU6Vh2fqDF/D96iM4cym5wP0B3u64rUtdDG1fC17uroX+1rSrF4pNR2LU/KYjF5GVo4en4bE5OcD3H2k1rw1uHQdd/5GF/nZdlX8gEFkTOH8KurMnoMtMN9b0dTgNmwMz5gLnT0Pn5aO2Lf9vLgMensju2BtuyxfAA7nolXIYO2t3UZ9PqaVeFsy3M/fDiIiIiIiuzq5RSxkeJwHb+fPnY8WKFahdO29o4TXs2rVLXUrGLVVgEuRIymuOZNCmK9CuO3LvfRKXx7+irptnrRamc8Mw9Ghi+iydvJiE3zYct8kin4hJxBu/71ABoDg3X8ys3BOLR7yk1UI1HCxfuQQcP2jxvMFtTd280zJzsHLfeTgEvZY16Gg2H72IhNRMtU53eVfHja1r2v5Nf/8W+PMHQOqI2rNGY9RprSnZM/cAyVo97yKRz50068tPApl2DthajbcvMGo8dFO/wPkaLYw310yPheuHLwBvTQL+mwfEXrD4P0oCrRO+WofX/9hRIGArJ0/u7dEAsx/rhVu71C00YGtg/juTmpmNrcfMykwc2m0K2OpctIZj/UeW/OSVWvjcAr8lDkdOLFSvA4Sw0WhZ2hTS0ni9X8pBDOtYu8wCtkREREREVE6CtlISQRqM/fzzz/D398eFCxfUlJam1VSTEgivvfYatm/fjlOnTuGvv/7Cvffei+7du6NFC9NBt8NZ8D2wdrHjNiIp7/ZtA6aO1zqrm5ODzodfALr1k9TqIr/cIwOawt/bNPT757XHcCbWunX2LiWm46Vft6pgjcGA1tUxeGAnYNxzwMszgRYdtSDzkDstntu1UTgCzTp6L9x+RgWT7Ere//XHgVkfAIf3wJEs2XXWeN3DzQW9mtq4eVt2NrDyL+Dvn4DP37BvkFN+d5b/CSTEARuXF+05Z08Abz4JfPu+aj7m9MKrwe/p1zE5YiSOepgNB5cGXr99CbzzNPS5udhx4hKenLUBU+Zsw/EYywC4BGfv6FoX3z3WC3d1rw9fz+uXjpATRJ5upt+lVfu1eq7G4Pht47Smcg9NBm7Q6oyWSL2mputH95f8dcgpyf8dPxzLwmEPrXRG/cxY3FipYBM9IiIiIiKq4EHbzz77TDWk6Nmzp8qcNUxz5sxR93t4eGDZsmXo168fGjVqhKeeegojR47E33//DYclAZB/fgW+mw688YQWCCDrOH8KmP6iNkWdAfZsAfbvKPXLBvl6Yny/Jsb5rJxcfLBwj6pfaQ2pGdl4+detKnBr0LZOFTw2sJlp2Llkmz0+FXjjGyDYsq6g1Mbs17KaRcbu4ah42NWJQ8Dpo1p2oAQrHcTlpHSLDMYbGkfA1ysvoJZwRZus7eQhICNv2zZuZd+g7Q0DTdfX/Hv9bGg5AfL201qmrTz2z++1LHYnJydBKrVtj8fCb8c7lW/EGTdD+y7gct3WePbHzZj802YcOq99z4Yl7kLz9PPwcgVGdKqtgrX39W6EAO+iNzDz9nBDh/phxvktR2OQZnYSB/1GAq9+qWpwl0p9UyNPHN1Xutcip7Pr1GWcik3Cf36m//M8NxfxBA8REREREVWs8giFTWPGjFH3SwOx1atX4/Lly0hPT8fRo0fxzjvvqIZiDmv3Zm1YqpCglgy5/fodIL4MOtc7q6R44MdPgKmPaEEmgzqNAF9/q7xF7+ZV0b6eKVh68Fw8Fm47VerXzcnNxbR5Oywy9WqH+uN/I9sUXjc3X8BW/e3b12FQG1OJBLFw2xnYlXkWZ+c+cBTL9pxTtYkN+reqDlw4qwX6n7kLWDrf+m96YKfpeuPWsKvIGkCD5tr16DPAsWtkWkpQd8bLQHpeQ63aDYGn3gZcS1kLt5yQsiN6nQ7L/RphXNW78UX3iVhSpy+mngvCntNaDWkRmJOKh66sxXsx8zA/5js8dG4xgo7uUI3NiqtHU61EQqWcFLRKPG6scWsUZoWscPkNadRKG3HQ3SyI70j++wP44AXthA//byxT8zefVJcrfRsgQ5f3Xd+0AsjKLNsFKcemTZuG9u3bqxFi0kBv2LBhOHz4sMVjZJ9VRpNVrlwZfn5+KuEgJsby+37mzBkMHjwYPj4+6nWeeeYZZMvIDSIiIiKiPOzEZW1DRgFPvw1UrWW6TQ6I/nc/sOhXHhgVhxxELvkdeOF+YNVCU7mJ4FCtpMDkD4Fa+Tqwl5BkvD4+qDm8PUwBq29XHMaF+IId4otKTkDMXLwfW47FGm8L9vPEq3e0N2V/XsuSP4DJY4EvpyEyOwFt65oCuqsPRCExLdN+22XLKu26hyfQthscgazvJbvOGecjKvmgec1gwMcfOLBD+/xsWWn9siWHtDrbxkxbezMP1K1eVPB++fvnzdIaXxnWhTTsk9+tQFPGqbNrUq2SOoFiMO90Nj7IaYzDnqb6qlLn84EqCcb/KF1SErXs8k+mAk/eBnz6mnYCI6Vo5VQ61AtFTV0yPrjwB6bE/oOoVSthE0+/BYyZpNXLdkT7t2vfSakDzWBhmTl3OVnV/BYpLp44FpGXlS2f392bym5ByjlJJpCA7KZNm7B06VJkZWWpEWEpKSnGx0ycOFGNCps7d656fFRUFEaMGGG8PycnRwVsMzMzsWHDBnz33XeYPXs2Xn75ZTv9VURERETkiBi0tYVGLbUapXc9asoEleHT82YDLz8E7NrosE2cHIYc0Mu6mvs1kJZ3IOTpDQwfA7z+lWXzLisJDfTG/X0aGefTs3Iw45+9Ja4f+/umE/hn+xmLOpiv3dFevU+RyN8tWZAyXH3B9xhilm2bmZ2LZXvs1JBMylKkJpuavzlId/p9Z+JwPs500CwlJVRznYAgoGlb7ca4WOsOGU9P00pFiLCqQGWtTqRdSRDdx0+7vm0tkGwWUJQA2VdvA4u0EjTKjSOA8f8DPL1QkciJGvMmfxb3SfZ9s0h8Pb4H+o29A3jgWW29mq8jybTdsR745l1g0h2ANDO7TmkJz9hzeD/6D3USxhV6dN//D5JTTGVTKoTcHOB43ncmMBiowiZkZWXBFsvRI/43DtF+t0aOtSyrQde0ePFiNSKsadOmaNmypQq2Stas9F8QUvbrm2++wQcffIDevXujbdu2mDVrlgrOSqBX/Pfffzhw4IDq69CqVSsMHDhQ9XCYOXOmCuQSEREREQk3rgYbkSHGvYYC7XtqdSJX/aOVTYiN1rK0JkwBWnXm6r+a3Lx1JSTw1rUfMHy0dpBvQ4Pb1sTKfVHYf1arfbr9xCUVHL3RrKZsUaw9EI2vlx0yy9gDXhjZGvUiAov+ItI9Xj43yQkqs7Vjv5Go7O+Jy0nasOx/tp/G8A61THVxy8rGZabrnfvCUZhn2cr6tthmnXoDe7eaMt8bWqmR4ZG9pkBdEzuXRjCQZnZdbgSWzQeys4BNy4G+w4DkROCTV0x1tnUuwKiHgd43oaKSsijfLj9s0SCwW6Nw3NOjAWqZZeGqz49MEqg9uAvYuUHLTExK0O6Xz4AEWvKXlpDyJn6B2m/YycPARy/BP0MrlSJ1dCeHDsPoY7Ho17I6Koxzp0wlOeo1sW8N6AokKS0L/+02/UY2rhaEGt26AN26cRuUkgRpRXCwtn8iwVvJvu3b1/T/o/RlqFGjBjZu3IhOnTqpy+bNmyMszFTnun///hg/fjz279+P1q0L/n+SkZGhJoPERO23JDc3V03FJc+Rk9IleS45Pm5f58Vt67y4bZ0bt2/F2ba5Vt63YtDW1vz8tYxbGbL86+fA4T1A9bpAiw42f+tyRbJZzQ/em7XTJgk63fYgUKNumSyGZGZOHNIC479cqxqSic//O4C2dasg2K9omYgHzl3BO3+aDZkH8MiApuho1oSoSLx9tXIb8rmR8wDzZ2Ngm9H4cc1RNX/ucoqqvdmyVmWUGQlCGYKfQZWBxi3hCFIysrDmYLQp2bRuCEICzDKa5QSJZElKxrtkn975iBbcLK2DZvVspY6oo5DfGwnaijWLgD43awFGaeBnKGvx0AtAy46oyHw93fHc8Fb4YfURVU7j9q71UP9aJ1Zkvck6k0kyRo8d1AK4MkmJCXPyn/XUR7XPnWR6r18KZKSpu455huKFkJuQ4OqNVfujbRe0lWHvxw9qv6UuDjKwxrzOMrM7y8ziXWeQkWXKBB/eoTaDtVYgO+VPPvkkunbtimbNtGzlCxcuqEa6QUFBFo+VAK3cZ3iMecDWcL/hvqvV0p06dWqB22NjY1UN3ZIsuwSc5SDDxVF+H8hquH2dF7et8+K2dW7cvhVn2yYlFa10XlExaFtWqtfRakZuXwdUqgy45MvIkmBu/aYFby8rEhw9ul8LyMnwcWmoNEJrCGd0/IBW7kGCddYaEi9BNGlKI1loj021PIh8+AWtJEIZZ2JVr+KHe3rUVzVtRXJ6Fj5dvB8v3pI3xP4aouJS8Mqcbap8gcHITrUxtJ1ZjePi6DFIC75dilF1IId2vxk/63TIzSvZsHD76bIN2m5eZcoslcxDe31e81m9P9oiINE/fxBMAmdSykHqj0rZCSnxYI1avIYmZPIZlbIojkIakklATL7LEqiVQJnMP/ISMOt9YPxLVqsHXd51ahCmpmKTz36DZtp027iCpRFOHTE12YoxK2XSoDmW1LsVCfu1Wtc7T1xCfEoGgnw9YVU/fwqs+Eu7/uoXQGRNOAT5f8agXlN7LkmFIQ0x/9p62jgfEuCFbo1ZlsIapLbtvn37sG7dOtja5MmTMWnSJItMW2nYGxISUqIGvXKAISN15PkM2jofbl/nxW3rvLhtnRu3b8XZtl5e1i07yKBtWZLATrsbCt5+4jDw7rNAjXrAqPFa8LYsXL4I7NsK7N2mDfnNywJTajWwfKwECd+fbOqYLsHUoGAtgKumYCAw73rD5tcvY6CaQq0C/vgWuHJJu01q/Zpnq9mxVurITnWw5kA0jl3Qhh+uPXgB6w5Go1tjrft7YaQx2Eu/bEVCaqbFUOsH+jYu+YJINujN9wDfvKdmgxb/hE7178aGI1ozmfWHLuBKcgYq+Vk54HM1EvQ06NwHjmLJrrPG64E+HujUsJAgnASZDcsvJRJKG7RNuAKcz6sRWbO+qX61I2XbStC2UhXTMH4JLL/+tXWyjMnyt90t33+nEsSVMhxH9mmlcYSMsHj4f+h8Lgl/5QVt5QSMfI+lNItVmddXls+BIwRt5f8RQ6atnEiRk5lkc+sPxeBigun/95va14Jr/sxKObkjTfbadAHqNuFWKYIJEyZg4cKFWLNmDapVM5XjCQ8PV3Vp4+PjLbJtY2Ji1H2Gx2zZssXi9eR+w32F8fT0VFN+cnBQ0qCrHGCU5vnk2Lh9nRe3rfPitnVu3L4VY9u6WHm/ikFbRziI/fUz7fqZY8DbT2lNtm65Xwu2WJsEiLev0QK1UabMmwIk+GouLdUUsBUS4JXsMfMMMoOJb1gGbaVR0/zvTMHdgEpawFayaw3kgx19FnCQsqBuri6qTMJj36w3ZrXOXLwfLWtVgb+3e4HHZ2bnYOpv23HOrBFW46pBeHZYK60ZVmnI52Hx71qA8ORh3NUqFhvy7srJ1auA5R3d6sHmZKi1oQGZBCmrljB72MpOxybh0Pl4izql7q6F/FBK+QL57CVe0TLK5e8pTaDVy1srMSAlEsIdsCapnCCSEhvN21vWWmXAtmzIybdn3tEC5nJyTMqtyIkDNze0rOWuTi4YTvCs2h9l/aCteRarZLf2GAy7i7toOklXp3HBGsBkE/M3nzRe93R3xcDW+RrwyciDGS+bSuAwaHtNMvTtsccew/z587Fq1SrUrl3b4n5pPObu7o7ly5dj5MiR6rbDhw+rZmWdO2u9DOTyjTfewMWLFxEaqp1gWbp0qcqYbdKEQXMiIiIi0jBoa28S0JPOzb98BpzLO7DavFLLOh10B9BvhHWDLDvWAUv+KHi7f6CpjqzUX8wfzJJMsf63aMN9E+K0y/g4U0OZawV8JbBrXvszPwkq3TpOG9LtQKRp2K1d6mDO+uNqPi45A18tO4BJQ1sWOID74O892HcmznhbeJA3Xrm9nTpALjUZhj3yPmDGFDVbd8MfiAwbhagELYi+aOcZ3NqlLlyl+5YtyWfizW+1RlZSTsNBmDfXEQNaXSWAKgGiDj1NDbqkVIlko5aUZAq2765Njkh+N1p1svdSkPy25mvYJ1mO3ZtE4O9t2omzvafjcDkpHZX9rTiUpmY9rQavnGyTTFuHK43AwFRZkBNaUmfdoF/LagVPPEoGvpzgkdIxhprfdhzpUh5KIvz888/4888/4e/vb6xBGxgYCG9vb3V5//33q1IG0pxMArES5JVArTQhE/369VPB2XvuuQfvvPOOeo0XX3xRvXZh2bREREREVDExaOsIZAjtS58Aa/4FFnynZQBKrdf5s4F1S7R6idJIqSgZmxKMkqCaZBLu2wZMmAKEmA3pl6Ds4rnaa9VuqAVM5TbJnLxWGrcE7G59oODtErSV4K15MNd8WK6Q2wsjmZryt0mQ2EHd3b0+1h+8YMygXbLrHHo2rYo2dUxZ0N+vOoKV+6KM835e7nhtVAfr1qhs3kHVwsSRvdClpuC2ul6YvkML2sbEp2HHiVi0r5dvvduCfG7KqnxHEWTn5GL5XtO6bxAZiFqh18ielUxHCdrWbQz4WzaJISpLPZpGGoO2ksu/9mA0hklzKGtxc9d+46VeupTCiYsFgkPgMEFbB/odcWYLtpiybMXN7QsZISHBfTmhtfofLci/dQ1ww4CyW8hy5rPPtNFRPXv2tLh91qxZGDNG6wXw4YcfqqFxkmmbkZGB/v3749NPPzU+1tXVVZVWGD9+vArm+vr6YvTo0Xj11VfL+K8hIiIiIkfGoK2jkCzAXkOA9j2Av34AVi7Usltjo4GZrwJN2gAPTS58OLccjEuAVgK1UpvWPPtVbut9k+WQ2XHPaa8nGWClJdk44TKZ6rkVIBm6ktGosnMvA1cuA34BWrDYwYfHeri5YuLQFnjqu43G26b/swdfPNQd3h5uqjTBz+uOGe+TYfmv3NYWNar4WT9YKiUz9m8HbhyBzjku+GTXcmTn5jUk23a6bIK2DmbXmQSLGsJXzbI1zz58azZQhU14yL6aVq+EKv5euJSUbiyRYNWgrSEwKkFbIdm2UmrFngbdBtRrrAVv6zSy77JUAJcS01VtdoMO9UJUo81CdeunBW2F1LZl0PaqZHTN9UgDipkzZ6rpamrWrIlFixZd97WIiIiIqOJi0NbR+PlrQxMlyPnr58Ch3drtEoiV4YsGctC7e5MWlDU0Qyos0CdBX3PSLKesD9xlOXz8tMkRmuEUU7MawRjarqYxK04yW2evPIyO9cPw0T97LR47aWgLNK+ZrzyEtUiQIy/QITmi0hRNAj1iy7GLqtFMaKC3bd5b6nJaI8hvZWsOXzZe93RzQc+mkdf/LFojYHtkr1YbV+rkygkIomKSWtdSImFeXr3Rg+ficSE+FeFBVhyWXr+Z6bo0ALN30LZyGNA5rEC5CLKNv7adUnXPDYZ1vMZJAWk+KqNfZJ8hNBLIzi7YXI+IiIiIiMoU98gdVbXawFNvATvWA3O/BkaNtyxf8O8crXlIfn6BQNM2WtkDKTvggIG28mhs70bYdCQGsYlaVtyfW06pLFvzA+LRPRuoJlhlZUjbGsagrSzGvzvPYHTPhtZ/Izlh8Ny9QPW6Wja4lBhwkCyyPecSjPMSxPb1KtgkziaW/6nVxJUg8JRPte8rUQlKJBiCtkKyIm/rUtd661FO8uhctFEbRxykri2VifSsHCzaccY4XzPED21qX6O5qfyWPfi8Vt6I9WyJiIiIiBzCNYqYkt3JQVTbbsAb32i1Cc1JaQHDY+S+oXcBL0wHPvhZK38ggTUGbK3Gx9MNTwxubpyXUG1aZo5Fc5dR3eqhLDXzy8EwV1MTrsU7z6oar1YnwUmpc3j8gFYv2UEs33se5qNUB7S+TmmE/OTJ8jdd0prIFFlujikDXrLfHayBHpUfDSMDVdNCg9V5J2GsRj6f1eto16NOa/XSqUJYsfc8ktJMDSOHd6wN3fXq4kumLQO2REREREQOg5m25UFhdV9bd9EOyJtJNi0bKpUFqRnbp3lVFSw016p2ZRXQve4BsTUt+B66xXPxoF6P9eF3I9bNH3HJGSobWDJOrWrjctP1zn3gKDUF/9ttClhHVPJB8xrBRX+Bk4eBL9/ShgL3HwncOq7ozz1zwhT8kiaCLo5dl5kcl/xm9GgSiTkbjqv5YxcSce5yMqpV9rNuXdtzJ4AadYGEK4XXRS8LK/8GKlUB6jbhCcUy+H2cb5bBHeDtjt7Nym4UCBERERERWQczbcsrOfiVABoDtmXq4X5NEOjjYTHk9KVb2sLNtYy/SlmZQHYWXHOyMTrRVCZj4XbTcFiruBxjyioNq+owzYMkYBt1xdRwr3+r6sULmodEAHEXtetbVmvZs0Ulzf4MmrQu+vOIrlIiwdzq/fnqkJfW4FHAjN+BFz+2X1Z4dhbw21fAJ1OBN56wzzJUINtPXMKZS8nG+cFta8LTnSeXiIiIiIjKGwZtiYohwMcDr97RHg0jg9ChfiheH9UBfmVVR9XcwNu1xm4A+iQdRI3MOHV958lLOH85xXrvs3GF6bo0DyrLbOKrOH4hAZ/8a6rP6eqiQ98Wxcwik+ZhUvdZXLkEHLZsKHdNB3earjdm0JZKp06YP6pXNjWZXH3AyiUSAoLsP+T99DHtRJMh85dsyjzL1s1FpxppEhERERFR+cOgLVExNaoahBn3d8Vrd7RHaKCpHmWZ8vMHBtyqrrpAj/viNxjvWrTTStm2UvN14zLTfGf7NyBLTs/Ca7/vQGa2qXbv3d3rIySgBNvBvKHaJrPg9LVI4OnoPlO2u2QfE5W2RIJZtu3p2GScuuhktWeP7Tddr9fEnkvi9M7EJmHb8VjjvHy2Kvt72XWZiIiIiIioZBi0JSqv+twMBFVWV7uknUSTdG1Y9X+7ziIzuxjD/a9V9zXmvKl2a+Uw2FOuXo93F+xCtFlZhFY1AnFbl7xGS8XVoqMpA9HQbO16jh80ZQxKlq0DZB5T+dejiWUd6lXWbkhmrjilQKzlqHnQ1jkzba8kZ+DNP3bglTnb7Bp0X7D1lMW8NCAjIiIiIqLyiUFbovLK0wsYepdxdqxk2+r1SEzLwrqDF0r/+uZZtl36wt5+W38cm47m1aEFEB7kjQd71oJLSQOnHp5A227a9fRUYM/m6z/ngHlphFYle1+ifGqE+KNOWIBFiQRpJmU1F84CX70NPHcvsHhu2a5/+TsMmbZS0iXCTnV1bSgnV49X527H6gPR2HgkBhNnbcB2s2zXspKYmollZg0am1avhPoRgWW+HEREREREZB0M2hKVZ936G4foN8+IQoc0Lctq4fbTpXtdySbdvKpgcNNOpFbvd6sOG+c93Fzw4sg28PV0K90LF7dEgkU9WwZtyTbZtlFxqTh2IdF6L65zATavBC5fBI6YZb2WhQvngOREU5ati/PtdszbdAIHzl0xzqdmZuPFX7Zi0Q4rN4a8jn93nkGGWekYZtkSEREREZVvznf0RFSRuLoCI+4zzo6N3wgXfS72n72CkzGlCPpIkKVOYy3Y07qLXRsZxSamYdq8ncg1Szx8bFAz1A03ZSaWWMPmxhIT2LsVSEq4dsagNC+r2xioXsf0PCIrMK9ra/USCaGRgH+Qdv34/rItkeDk9WylFMJ3q44UWs7lo3/24tsVh9R1W8vOycVfW00n68KCvNGlYbjN35eIiIiIiGyHQVui8q5NV6B2Q3XVNzcDodlaPcV/SpPlJU22nnwNePcHYNi9sJesnFy88fsOJKTm1ZEFMKhNDfRrWd06b+DiCnTsqV3PyQG2rb36Y6UMw013A5M/BF782DrvT5QnopIPGkYGmUok7I+yXrBPPrsNmmnX01KB86XMxC9pPdv6zlXPVgKl7/21W/1OGTSuatqGYs7643hr3k7r1Bm/BimJcykp3Th/c/tacHVhzW0iIiIiovKMQVui8k4CMreOA24bh/c6Po4L7loNw+V7ziMtM7t0ry3ZpCGWTZLK0pdLD+Dg+XjjvNRnHN/fytl6nfpomcRdbgRq1i96hjORlfVsavquxSam46DZkPtSM28AdnQfyjzT1s0dqNUAzuTX9cdxNNqUnd+hfig+vK8L7uulnUQzkFq3z/+42eLkkzVJ/eN5m08a5709XDGglZVObBERERERkd0waEvkDCSLrt9I9G9Xx6Kuok270NvYir3nLYb7+nu748Vb2sDDzcoB02q1gQ9/BcY+BdSxDLYQlaUbzOraitX7o6334vXzMm3zZ7/akpRhaNUZqNNIKyvi7gFnIcHan9ceNc77ebnjycHNodPpcEe3epg8vDXcXU27WFKyRhqUnY9LsfqyyImtw1Gmk1syEsHXy93q70NERERERGWLQVsiJwv6BHibDtYXbjtd/C70h/dopQLsXCdy+j97jfMyyPe5Ya0QHuRjm0zl6wWTUpOBqDNaXVsiGwkJ8EazGsHG+bUHo5FjXsy5NKQOs6e3KdO2LD7LUn7ktnHAC9OBp96Cs5BSB+/+ucti20wY2BSV/b2M8z2bReKtuzuqk00GErB98tv12H82zqrLM98sy1Z+K2/uUMuqr09ERERERPbBoC2RE5Es1H6tqqNq1hXckHJUdaA/YjZ897rOnwLefRZ45m5g2QLYQ0pGFl6bux0ZWabA8V3d66N9vVDYza5NwMsPautl+zr7LQdVqBIJcckZ2HvmsnVeWEp6SLariL8MXLqAMuXiPLsbP6w+itOxycb5GxqHo2e+RnJCAvDT7+ui6hUbJKZl4bkfNquaxdZwMSFN1bM16NggDFWDfa3y2kREREREZF/OcxRFRCp7btSZpfgq6ic8fXkZKuWk4J/txWg6tHGFdploxVqaxSBZwR/8tQfnzIYQt6sbooK2ZSItBVj/n5ZVa+7gLlOwy1+rGUxkC90aRcC8f5R1SyQ0LfsSCU7mwLkr+H3jceN8kK8HJgxspsoiFKZaZT8VuG1SrZLxNmlc9ua8nfhtw/Hij4TI56+tpywa1g3vyCxbIiIiIiJnwaAtkTPR6eDn5QZX6OGlz8ad8Vuxal8UktOzilZ/ctNyU1Zex54oa9JMZ90hU9ZYWKC3KovgcpWAiFUd2AFMGgXM+gBY+6/pdgmIHNypXffw1OpzEtlIJT9PtKxVxaJEQnZOrvXr2h4/AJvKygQuxzhVSZH0rBy89+dumFeseGJQcwT5el7zeXL/2/d0xA2NLWsWf7P8EGYs2oec3JJtX2k0+e9O0wmm2qH+aFmzcolei4iIiIiIHA+DtkTOZvAo5LhrQYRByftROS0Oy/ecu/7zDu7WMklF8/aAfxDK0t7Tl/H1skPGeWniI43HAnzKqHlRzfqmANOWVaa6vtFnTeulQXPAjQ1+qOxKJCSlZWHnyUvWeeHaDYFbH9BqzI56BDZ1/CDw3Gjg2XuANWYnQcqxWSsOWTQS69uiKro0Ci9y6ZoXRrbGbV3qWty+aMcZvPzrNqRmZBd7eZbtOYfkdNPzhnesfdWMXyIiIiIiKn8YtCVyNoGVoOs/Ul11Qy7ujd+EhdvPXH8Y7sZlpuud+6IsXU5KV8OFzYf5PjKgKRpElmHg2NcfaNFBu55wBTiUVxLBcCkaty675aEKSwKBbmY1EqxWIsHTC+h/i5Yt7uYGmzqWV37hyiWnONGx69QlLNhyyjhfxd8L4/ublZsoAhkxcH+fRnhicHOL0QPbjsfiqe82IjYxrcivJb+VCzafsijT0KtZwbq6RERERERUfjFoS+SEXAbcgjRPP3W9V+pReJw/gX1nrtGxPD0V2LFeu+7jZwpelgEZ+i0BW2m6ZHBji2oY2Lo6ylzHXqbrm/Lq+x7IK40gGrcq+2WiCifA2wNt6oYY59cfvoDMbFNjvnLBvGaueS3dckiaI0qtbXMTh7aAn1fJgtGD2tTAq3e0g7eHq/G2EzGJeOLb9Th+oWiNI7cdi7Wo/T2kbU2VzUtERERERM6DQVsiZ+Tlg+yBtxtnx8ZvUNm2V7V9HZCZFzTt0BNwL6OSBAC+XXHIIqBcJywAEwZdvbGPTUmwWoLWQoLY0pjscF6wxi8QqFa77JeJKqSeTUwlEmTovATpyg2pjy3lEURgMFClaCUEHNWXSw8iJiHNIugqDRJLo329ULw/uovK2DW4nJShMm63HrtYpPrf5qVkBretUarlISIiIiIix2PXoO20adPQvn17+Pv7IzQ0FMOGDcPhw4ctHpOeno5HH30UlStXhp+fH0aOHImYmBi7LTNReeHf/2Zc8dLKC7RNP4ukHVsQn2LKZrWwMa8Bmejcp4yWEFh7IBp/bDIFH3w93VQdWy93O2WMSbC63Q3a9Yx04M8ftMCtIcvWhee5qGx0ahgGDzfT5231ASuVSBASUF08F/jtK9jEuVNa9r6o10Q1SCyvJIC6eOdZ43x4kDfG9W1sldeuGx6A6WO7qBNVBmmZOarG7T/bT1/1eacuJlnUOe7ZNBLBfqbgLxEREREROQe7RiBWr16tArKbNm3C0qVLkZWVhX79+iElxTTkb+LEifj7778xd+5c9fioqCiMGDHCnotNVD64eyCurynbdnTcevy3yxR8MJIO74d2a9fDqmr1LsvA2UvJ+OBvyyHHz9zcClWDfWFX5iUSli0wXWdpBCpDvp7uKhvTYOORGKRnFr9ZVaFmfwj8/g2wfIF2csJW9WxF/WYorxLTMi1+oyT0/NRNLeHjab16wCEB3nh/dGeLzF2pVztj0T58veygRZ1vg/lbTCe6xPCOtay2PERERERE5DjsGrRdvHgxxowZg6ZNm6Jly5aYPXs2zpw5g+3bt6v7ExIS8M033+CDDz5A79690bZtW8yaNQsbNmxQgV4iurZaQ27CaS8t8OOTm4kNWw4UDALoXIC+wwH/QK0BWRlkxaVlZuPVuduRahaEur1rXXRuGAa7kyBTcCFDn9mEjMqYZFAaZGTlYNPR6w+bLxJDjdmcHODEIdg0aCuZtuXUZ4v3W9TaHt6xNlrUrGz195EgsNS4lbIL5uZuPIE3/9iptr2BjJZYvue8cb5FzWDUDQ+0+jIREREREZH9OdRYXwnSiuDgYHUpwVvJvu3b19TJvlGjRqhRowY2btxot+UkKi9c3VxxvMftmB7cCw9G3oWDya7YccI0rFaRAOUdDwHv/gTcONzmy6TX6zF94V6cuZRsvK1VrcoY3bMBHIKUQDDPtr39IeClj4GQ8l2Xk8qfDvVDLUqFrNkfZZ0XNm8MZh5gtQY5KWRoQubpBVSvi/Jo7cForNhnWt/VKvtiTK+GNns/VxcXPD6oGR7o06jAcjz34yZjaZtFO84gKyfXIpBMRERERETOyXpj/EopNzcXTz75JLp27YpmzbThlBcuXICHhweCgrS6nAZhYWHqvsJkZGSoySAxMdH4+oZJgkZySc6J29hSy/698d4RHXJztQzbhdtOo03tyoUHK108ZAXadPv8tfU0VpkFnyr7e+K5YS3V0OPifC9tup079oJu92boJXjbuosW2OZvhl1U5O+zh6sOnRqEYtV+rVckixUAAQAASURBVJ7tlmOxSErNgK+Xe+leuG5T4xlb/ZG90Ftz3V6OgcsV7cSQvnYj6CVzvwiv70jbWQKkMxbtNc676ICnhraAu6vO5ss3slNthAZ64d0/9xiDswfPxePJWRvw8i1t1O+neX3d9nVDHGKdFVX+7Vyelp2IiIiIqMIGbaW27b59+7Bu3bpSNzebOnVqgdtjY2NVUzM5QJCMXjlocGFTIafEbVxQ21pB2HLiirq++WgMDp04h2A/jzLfNsdikvHlsiPGeVcd8EivWshMScBFUylr+29nN2/gkbzfkWw9cNFKw9Kp2Cr697llVR+syktclSDekm3H0K1BKYfo66WWaiW4Jl6B/vhBXIyOBlyt0/zP49gBBHl4wiUzAykRNZFcxO+Oo2xnef+Pl51AYmqW8bbBLcMR7J6Ji2X0O9CwsiueG1wf05ccQ3KGVhoh+koqJnyzHjl5J99En8aVcflSLMqT/Ns5KSnJ3otEREREROSwHCJoO2HCBCxcuBBr1qxBtWrVjLeHh4cjMzMT8fHxFtm2MTEx6r7CTJ48GZMmTbLItK1evTpCQkIQEBCgDhh0Op2ar4gBgIqA27igEZ1dseXEFnW9VkYsYtdvQKM7hgNr/gHa9wACKpVJ9tqnK/dZBB3G3dgYXZqXrIkOt3PFUNG3c+/gyvh69WmkZGj1n3edS8GIbo1L/bq6hi2AratVcDU0IwmoZaXyJKGhQMfuyD13Aj6+AfCpYmqmVh6284p957H9VLxxvnaoPx7o3wIebtYJahdVaGgoalcNw8tztuF8XKq6zfy3U+rgjuja2KpN0cpC/u3s5eVl70UiIiIiInJYdt3bl0yLxx57DPPnz8eqVatQu7ZlbTZpPObu7o7ly5dj5MiR6rbDhw+rZmWdO3cu9DU9PT3VlJ8cHBgOBOWAwXyenA+3saVWtaugWiUf3H70L/RNOYj0GA+gVgBc5nwJzP0aGDkW6H+LzbaHBBve/nM3LidlWDRZGtahttpWJcXtXDFU5O3s5eGCro3C8d/uc2p+x8lLSE7PRoCPR+nr2m5dra66HDsA1LGspVoqsp1qNyx32/lSYjo+W3LAOO/mosMzN7eCl0cpy1GUULUq/ph+X1e88ts27D+rjZQwGNCqOvy8y360hDWYb+eK+J0mIiIiIioqF3uXRPjxxx/x888/w9/fX9WplSktLU3dHxgYiPvvv19lzq5cuVI1JrvvvvtUwLZTp072XHSicneQPLhdTeTIwbJkaeVmAj/N1O6UmoLVbNvM5vtVh7Hr5GXjfI0qfnhySPNSBWyJKooeTSMtToCsO1R4Tfdiqa/VjrdJM7JySE4if7hwjwqIG9zVvT7qhgfYdbkkOP/W3R3VSS4Dd1cX3NS+ZCMUiIiIiIio/LBr0Pazzz5Ttc169uyJiIgI4zRnzhzjYz788EMMGTJEZdp2795dlUWYN2+ePRebqFzq27Iafq3cGRk6bZivS65WKxFBlYHGrWz2vhsPx+DX9ceN894ernj51rbw9ihfw3qJ7KVVrcoINMusXX3A1MivxKrWArx9tetH90nUEhXZvzvPYttxU33YBpGBuL1rXTgCKc3w3PBWmDCwGbo0DMOLt7RBRCUfey8WERERERE5e3mE65F6ZzNnzlQTEZVcgLcHmrdogD+vtMRtiTtMd3TqDbjYpl5jVFwK3v1zl8VtTw1tiepV/GzyfkTOyM3VBd0ah+Of7WfU/J5TlxGXnI5gv1LUA5Vh6e27A1mZWtZtTg7gVspdgn9/A47s1Uov3DAA8DfVondkF66k4sulBywyWZ+5qSVcHWjovotOh6HtaqqJiIiIiIgqBsc5IiEimxvctgbmBLRFkotZ3efOfWzyXhlZOXjt9x3GBkpiRKfauKFJhE3ej8iZ9WhiGh4v/ajWHrRCiYR7nwDufwboPrD0AVuxd6s2zZutBYHLgVy9Hu//vRtpmablva93Q9QI8bfrcpFjk8a5Q4cORWRkpCrzs2DBggJJCS+//LIaPebt7Y2+ffvi6NGjFo+Ji4vDXXfdpZrkSrNdKQeWnJxcxn8JERERETkyjk8mqkAaVQ1CaGQopqf3xiNX1mCdXwOs/O883F2jVTafTO4uOtN1dakzu25+ee3HLdtzDidiEo3v3axGMO7vbcVmR0QViHx/gv08EZesNfNbvT8KNztSXdPsLODkYe16lXCt7Eo58NfWU9hzOs5iPUuDRKJrSUlJQcuWLTF27FiMGDGiwP3vvPMOZsyYge+++0412X3ppZfQv39/HDhwQI0gExKwjY6OxtKlS5GVlaV6Njz44IOqzwMRERERkWDQlqiiNSRrWwMfxyRinW897cZz8TZ/Xwk2vTCitQrmElHxubro0L1JBBZsOaXm95+9gosJaQgN9HaM1Xn6mFZqQdRrgvLg7KVkfLP8kHHey90VTw1todY10bUMHDhQTYWRLNvp06fjxRdfxM0336xu+/777xEWFqYycu+44w4cPHgQixcvxtatW9GuXTv1mI8//hiDBg3Ce++9pzJ4iYiIiIgYtCWqYHo3q4rvVx1BQmpegKUMajFKwLayfynqbxIRejaNNAZtxZoD0bilc53Sr5m0FOD4QaBWQ8CvhGUBju03XZeatg4uJzcX7/+1G5nZucbbxt3YGJHBec3ZiEro5MmTuHDhgiqJYBAYGIiOHTti48aNKmgrl1ISwRCwFfJ4FxcXbN68GcOHDy/wuhkZGWoySEzURrLk5uaqqbjkORJgLslzyfFx+zovblvnxW3r3Lh9K862zbXyvhWDtkQVjI+nG6bd1QELt59RgdvsnFw1ZalLvdl1022Gee02vaoDWRSSr/bIgCZoXrN8DJUmcvTyJmGB3ohJSDOWSCh10HbZAmDOl4A+F3j4f0C7G0r2OsdMjbxQz/GDtr9vPIGD502jDNrUqYLBbWrYdZnIOUjAVkhmrTmZN9wnl6GhoRb3u7m5ITg42PiY/KZNm4apU6cWuD02Nhbp6enFXk45oEhISFAHGRIsJufC7eu8uG2dF7etc+P2rTjbNikpyaqvz6AtUQVUNzwQTwxuXuLn5+TqVaZaYYFeQ5A3MzsHVfy9EBbkY9VlJ6rI5U2kRMLcjSfU/JHoBETFpZQuOzQ0UgvYiqP7Sha0lZM4R/MybX38gAjHDn6ejElUow3MT2RNHNJCrV8iRzV58mRMmjTJItO2evXqCAkJUc3MSnKAIZ95eT6Dts6H29d5cds6L25b58btW3G2rVde/wJrYdCWiIpNaj66urjCw82Va4+ojEskGIK2YvWBaIzqllefuiSk/qwEK1XgdV/JXiPmHJCcYHo9B87akxNK7/65G9m5ptECj/Rv6ji1gancCw8PV5cxMTGIiIgw3i7zrVq1Mj7m4sWLFs/Lzs5GXFyc8fn5eXp6qik/OTgoadBVDjBK83xybNy+zovb1nlx2zo3bt+KsW1drLxfxaAtERFROVE3PABVg31xPi7FWCKhVEFbyYytWgs4dxI4e1Krb+vtW2alEaTUyoZDF/DbhuM4dTEJlfw8EV7JB+GBPggL8kZ4kOlS7pMa2aXxy9pjOB6j1QIVnRqEoW+LqqV6TSJztWvXVoHX5cuXG4O0khUrtWrHjx+v5jt37oz4+Hhs374dbdu2VbetWLFCZWpI7VsiIiIiIsGgLRERUTk6i9ujaQR+XntMzZ+8mITTsUmoGVLCBmKGxmEStJUyCdKQrJmpOVKRGEojFCNoawjW/rjmqPobDC7Ep6kJuFzgOe6uLqqmrwRxpexKuFwG+iC8knYZ5OtxzRIHR6Li8cs6bb2JAG93PDG4GcsiULElJyfj2LFjFs3Hdu3apWrS1qhRA08++SRef/111K9fXwVxX3rpJURGRmLYsGHq8Y0bN8aAAQMwbtw4fP7558jKysKECRNUkzJ5HBERERGRYNCWiIionJVIMARtxer90bi3Z2mCts2AlQu168f2Fz9oO/gOLfArz61Vv0TB2qKWNjgXl6Kmwni6uZiCuYYM3byM3cr+XqosgnkTxccGNUewn3VrTlHFsG3bNvTq1cs4b6g1O3r0aMyePRvPPvssUlJS8OCDD6qM2m7dumHx4sUWNc5++uknFajt06ePGkY3cuRIzJgxwy5/DxERERE5JgZtiYiIyhHJqq0V4o9TsUnGEgn39Khf8oxR8+zYI/tK1sxMpm79Sxys9XBzQYc6leDu4YmLCZJtm4rLSRnFWoyM7FycuZSspuvp0SRCNXUjKomePXuqDsFXI9/FV199VU1XI1m5P//8MzcAEREREV0Vg7ZERETljJRIOLVKC35K5unxC4moFxFYshcLDgGqhAGXYoCTh4HsLMDN3SrLWZRg7aA2NXBrp9rITktEaGiosXh/ZnaOCuDGqJIJqabLvKBufEpmiZapkq8nJgxsVuq/jYiIiIiIyJYYtCUiIipnejSNxHerjhjnVx+ILnnQ1lAiQYK2WZnA6aNA3SZlEqy9rUtdVbpAGjBdTEvM9xhXVKvsp6bCpGflICYvmBuTkKpq4cq84TIxLavAcyQX+ckhzRHg41Gqv4+IiIiIiMjWGLQlIiIqZ6oG+6JBRCCORCcYSySM7d2wdCUSNq0AqtYC0tOL/ryVfwOVw4B6TQAfv2IHa0vDy91VlYq4WhO2lIwsXMxrbCZBXcnMbVmrMlrXrlKq9yUiIiIiIioLDNoSERGVQ92bRhiDtlIy4ND5eDSuVqlkL9axJ9C+uwq8FllGOvDr50BODvQRNbDhrldVsPZEjGXGrLWDtUXl6+mO2mEyBZTJ+xEREREREVkTg7ZERETlUI8mkfh62SGLEgklDtp6+RT/OVL/NidHXV2XHYzX5253iGAtERERERGRM2DQloiIqBwKDfRG0+qVsP/sFTW/aMcZnLyYiPAgHzVFyGUlb3U90Mej5KUTCiFlEM5u3IyaefObci1LDri7umBwWwZriYiIiIiISopBWyIionKqR5MIY9A2IysHu05eBiBTwfqvKphbSQK6WiA3Ql3X5r088u0OZGcDbm6FBms3Ho5RZRDG7tlmDNru94xUlwzWEhERERERWQeDtkREROVUz2ZVVQA1MS3rmo9Lz8rBqdgkNRUmyNcDdXyBUVGrUCvhNJIi6yL21sdUUDck0Etl6RqCtVKz1kWfiyYZF9RzL7v64JJnEIa1q8kyCERERERERFbCoC0REVE5JWUPpt/XFSv2nUdUXAouxKfhQnwq4pIzivU68SmZ2J2cgylRu+Glz0ba8Qw89+NmdZ+LTgc/LzeLwHCtrMvw1Wdqzw2vh+8e782atURERERERFbEoC0REVE5VrWyL+7p0cDiNimVEBOfqoK40eoyFTFXUhGdF9RNzcgu8Do5Olcc8ghHq4xzCMtJQkh2EmLd/FVJhPyZvC0ytSxbUbdbZ4BNxoiIiIiIiKyKQVsiIiIn4+nuihoh/mrKT6/XIyk9CxeuaEFdCeJGX0lVQd7TGTXR6sI59bhmGVFY6dbQ4rmGmrVjj+8ylc6t37RM/iYiIiIiIqKKhEFbIiKiCkTq0wZ4e6ipQWSQ5Z373YEP16ur42rmok2XFrhwJQ2xiWkIC/TGwDY1tDIIz76lPd7DE6hWxw5/BRERERERkXNj0JaIiIg0dRsBLi5Abi4qXziGfi2rF1wz2VlA6y7A0f2AXwDgxl0JIiIiInIAsp8q3NztvSREVsEjLSIiItJ4+QDV6wKnjwLnTwEpSYBvvhILshM8arx2PTeHa46IiIiI7C/hCvD560DV2sDdE+y9NERW4WKdlyEiIiKnUL+Z6fqxA9d+rIurzReHiIiIiOiaTh4GXn9MGwm2aiGw5l/TfaeOAnO+ZLIBlUsM2hIREZGJeWMx2fElIiIiInJU65cCbz8NXLmkzVeqYuq5EBsNfPQSsHQe8NkbQGaGXReVqLhYHoGIiIhM6pkFbU8ctFwzsqObmgwEVeYaI6popGRKRgYQXhXw8bP30hA5nuMHgajTgKcX0PYGwJWjUZxKRjpw7gRQox7g7mHvpSGRnQ3M/QpY/qdpfdRrAox/EQgM1ubPHAdSk7TrOzcA708GHntF68tA5cflGODQHuDIXm1KTgTqNAIat9ImKe8mfTmcEIO2REREZBJYCbjrUaBabaBWA8s1IztJ018EqoQDN98NdO7LNUdUUSz5HdiwTLvuHwiEVgXCqmpB3LBqQGikNknAqigH2mkpQHqqdpmWCmSkAY1aAR6epsedOgLs2w5kZwJZMmXlXWZqj6taS/utkil//W1nq9Mo6yA4FNDp7L00zi83F4i/DFy6AMReAK7EAonxQHICkJQ3iVc+s3zeyr+BTSu06y1XAg+9YPl5pvJN6vxPmwSEVwcefE4L3pL9JMUDX0wDDu023dZjMDDqYcsmZG27AY+/Bnz6mvb/zPEDwFuTgCdf1/ZnqXz4Yhpw4pDlbfu3a5OQIHzDFkCnPkDrznAmDNoSERGRpV5DC18jR/dpl3Ig68YsE6IKJSbKdN0QuJKD3/xuHA7c/pBpXoJen7+RF6DNC9JK0LUw02YBIRGmeTlAW/Dd9ZdNAmOfzLOssy1ZON6+5TfbMT0N2LYWWLfYVF/8i38s/55/f9OChF7e2uSpXeo8veHjEwC0aAfUqOvcWYHyuUpNAYJDCo4McXXTMq8KC3TL+pX/y6qEaU04DbavA75629SB/mrkdSW4a57ZJSczDHZv1k5yTngF8PEt8Z9HZSw5CTiwHdi3TTsxNWSU6T75jMmJIhl18MaTwIj7tN87J83uc2hnjgEzXwUuX9Tm5bsuCQfdBxb++KZtgOfe1cokyEmwC+eAaROBJ17XfiPJvvR64GI0cGQPcHgPcDEKmPyh5W93g+amoK0E5WXET+IVy//z5fc7orpl0FZeW/ZXAoJQXjFoS0REREVj3phMhp8RUcXRpQ9QtSYQc16bJBOxMOaBK+GiA04fLdp75K81WNRgY2SNgo0RZ3+gZelG1swbOVAfaNJaywp21GxVObiUIfbrlgBb12hZYebrIn8A+lKMFkDKR/46NfD3n5+0g9s2XYAHJ8Mu1v0H/P4N4OunZWYbMrTDIrVtIbUnixL0kgPy6DNA1Bkg+iwQfVq7jIsFWnUGJkyxfPzLD2lBWdnWsg7c3ABXd8DdXQvIGrJlJduuWTvT8/yDrh+wlQCRfM4l8GsekJWSCDIk+++ftW0no1PeexZ48o1yHTCwi9wc4Pxp4PQxICtDy4hs3t7yMZL5b/4dUXSAh4eW8e/hpV3K5828rJN8zwy/ARJ4l98nCdLu3QqcPALoc7X7JKPWPGgrJ5uCgrXvXE7esHzJ8hv7FMtGlbU/ZpkCtjJCbPxL198vlcxoCQTKyRQJ2krw9p1ngEdeBJq0Kdpn8lTeZ0Um+Wy06Gj5mH/nAv4BQOUw7YSQ/L6ZZ/3aggQ4JetYynfI59nwGZcJeiA371KWqXpenV/z31UZpVKW/yfKerxwHjh7XAu+nzmhXZdlMSe1iGX0jkGbrtoJWsmmlbIIsl5lOx7cCRzcpWVcy0nhxq1hQR7z0jjgvklA134ojxi0JSIiouuTg1jpzCsMO6JEVHHIsFNzErC6KAHcKCDmnCmYKwFSc5LtqnMBvH20SbIa1XVfs3lfLVM0f41BCbJKpqIELNXkbrouB3jnTmpT5dCCyyu3y++WOig8BmxYqt0uJQYk60qmRq0BP3/rZn2aZ20WlQQPNi3XApwSmMwvooZ2kJqfHGjLQey1GuvIOpBgZX4/fqIFO2o31CZblZeQbSjrRUoLyOcjP9mWhtIaw+7VMhkNVv0DbFmlBWclKHE1hQVFDIFXCVwYSmoURgID5kIjtEB/SLiW9S3BQgl2BAQCfkFasFY+t4UFOSRoJJMEFSSjTz6jUk/z7aeASW9qr2OrIMiVy9rfIoH8Vp0sv0vyHf32Pe3/bvmuVM536QglHKT0gGTRSfa+nLiQ4Kl8bgxadykYtF3wPRCXF7i7llHjgT43m+ZlHb14vxbUlc+H+fuYk7IY8rmTQL7hs/rYVGD+d1q5GHFgB/DKI8CYidp6Lyuy3NJ0S7774dUs75P1KEHlwsgJEsNvrnyWyzILX7KY9Tmm9WnwwwztMqCSdnJDXVbSfp/kUv5vyG/s08Drj2n7oo+8VPSguXyfn/8A+HiK9jmTbS/f1fueAjr1Lvh42f5y8k+CtBKgNw8sSpDfPGgrvznzvs0LluaR//sqVVbfNV1wCAKyc6Dz9ARGjLFc5v07gNX/aEFXOWmQmzfJ9pUTExKQlf9z5bVe/NhyGX/+VFu+65Es5HufsLzt3WeBhDjt/wD5P0YmuW6ruvXymf3f/ddvBie/SRJsNQ/a1slbPnOSVStT75vygurHgOr59kEkqCtq1kd5xaAtERERFXT2hHbWWmpK3v+0duBp2MmqyyxbogpPDqQlc+l6dR0lOPDlPyXL5FFBpasEuiR7rm7jwu+Tg7daDbVgngSsDJlzQoI8axdrkyzT6IlAtyJk38gBs2R5Rp3SMgBbtLfM6JED9afu0jI6VUapZJJWNcsujdTWRX4ytP/50QWDihJY6dAD6DYAqN2g8PV39wRtkr83XQ7qU9Vy5iYnIPnAbvhfioJOTrblP9CVbCQJEJgHF+QxUqe8fY+SB7Llb5EMWPP/I2RIec/BwJp/Cz9Ql79bMhdlkqCtOcmUlWzVq5HAghywN2hW8D4JPEjAReonSwBLLiWoIpOsS/lcSWDWPCggJJDy6hfF/tMLvPez7wEfvqAFKSRY/dZTwMQ3tazwkpLtdWgXfPfugC49RVs/Mkm2sXmQ7qm3tMY8BrFRecHQQsqZCAmiSfBWgroSDCvLIO6Kv4AVfwMXztruPfLX2c5MB3JytO9BfrJ9mrUHmrfTGrPmD2rKb8qtD2gnfb55Twt4yQmJT14Beg7R7itKXe/ikO+InMyR/bKzcqJKLk9oge6OvYBxz1k+/uNXrn2Sw+CuCUCvIaZ5yVz98i3td8rH7ISaZMl7+2mXPnmTZGxeLeArv0PyWynfaWnMJ7+Xcl3W1YDbgFvGWj5+08pCMqbNyPqU4K0E31t00G6TgO7Tb2u/L8UNPMsJDfmOyN+6a6P2WTDPrpd1K8Ps923VMr3NfyfNGTJ9DeR7mP+x8n+P3B4Xq0ZAGE/pDbjFMmgrTbZ2rL/+shc2KqGknzf5/Mv2kWWWALRM5icK5XesrgRxG2kn08xHesg6k8+91PqWST5vUqogUUon5c3LyREpUzB8jOl5MhKhsJJF8htUsx5Qv5l20ktGxhQ3Q9nFFajTsODt8nmV76v5CcFyxq5B2zVr1uDdd9/F9u3bER0djfnz52PYsGHG+8eMGYPvvrOsY9W/f38sXrzYDktLRERUgSz8WdtpFf1vAY7uN90nO1VEREVhj1IEcvD28AvadclQkqDB0b1aNpMEAc2zMGvkGy4qwaMDO7UDPfOggwTH8g+RNw/aygGryojKy3TL3zDFcGAqwVsJlhiGqcrwenmdPZtNdfu69dea5xT1YFz+Xnkdw1D93FykBoTALzQUOjnIzx9IKCwQYVjmXz/XAiOd+2iZjUUJiEgwduVCYNGvWlBBahObZxzf8bBW51iCNpI9ddGQnS2X57UMUdkm5vWMDYEDIQEbCaaprCq5zLsuAYCrfb4efRl2JcsrGX0fTNb+RgnevvM08L8ZWrC4uCTw8+lrcDl1BNcNqef/rMp6vxZDkEUCg7bMvJSgfv76vvL9LCxgKxmUciJBTsxIRmilfDWLxe0Pas83Z8isltslOCsnW6rl+47LZ0ZONsn98rmTrvNSIkOmwrL2CyPD6aUR3XfTtcCfWLVQq8cpWdWlHY0k9azldSWAKOtHgmTWln9bXK1OeWHe/dHyb5STMsvma+s9fzDTnJz0MiePv1bA1vAY+Y3IH7CUE2IlJScmpCzCz59pAWD5zTXYvBJYPLfgc+Q3TUYOGD4r+etoy+/U41O1YKUEYY2XF7UAp7n8v7/XKhEjQc68euWFZhQ376B9PySD11AmSD7jht9GdakrWLs3NVn7jZff/fylCeS3QCbDCJWnpln+f/fTJ9o2vx7JDM7/d0p2suF7VyNvKmqmdElIBnVhWdTliF2DtikpKWjZsiXGjh2LESNGFPqYAQMGYNasWcZ5T/kwEhERkW1JYNYQtJUGZMfMg7ZNufaJqHyQwKdk38gkJ6AkwCi/aRLAlZEE+QM6ku00b/b1X7ew4EOjlqYA3bWCY1LmwVyfm4BqtbR6e6UJRFxN/sCmZDK9+a1W8kYO2GVUhaE2rmRs7tygTVIy4Y1vCpatMJBAkhzU//Wj5d+8dD4w9K6CyyAH5jLJeipseH/+DE8JXLeUof42Kt1gaxIAfO59rYamlOgoTlAwPwkISWZlYYEkyZBVpRykjma4liFqTj5X7bprgV8JIqnpojZJYEmyz6VGtSxb/s+KBD0LG55eHBJElc+IBHmmfGoZ7JKgrASlJIgq1+s01kpM5A+IFUY+HyUh5S9e/gSlJsFkOTmwZhEw50vtt0U+qxIEvB4J2sl6l1FMkpU66HbL+yV4Kk0Gr0beQ367CqvFKtmzVwuEqgxjychPLXiS5GplIgqTf/i8/C3yd1yN/JZIpmP+IepykkACwHLSS8rEqMzNK6bJcJuceJDvgDVJgFOal+Un31ND0FbK/Rgyr2UEgYykuBr5nuSvcWsgIyAuxyAuNhbBVULgkj/DX0Y4NG2rBTVV88S8S/lNvF7GaVFGihRGRhs8/qqpCdjJvBN3MsnJAkP2vvwm1Gpw7dr1hZHvtaqnm0/+zHBy7KDtwIED1XQtEqQNDy/B2UgiIiIqOfPArHnQVg1HLcXwTiIie5KDYDk4lqkwEszNT7KcpAmbBHsk8CDX8w+1lINwGa5rnhkmAVyVVWp2KUFbCayZu9by2IIchBvqyMrwaiEH6RuXA5tXaIESIQHk/AFb+dtkHUpwe/5sLXPW/HVVVlOf4gdPCgtmljZY6AikRuczbwP/zQMGjypa0zUJokhNZvOmQRIsGjIK+qXzkdihN/wbNdcCP0VtIiQnLwz1HwsjmW/5g8ISLHttgpaFOOTOwoc1F6WBqTQFNHxOpH6pBIoMyyyBsI/nOUZd3ZKQv0PqfddvrmUfSlOy/E0RCzReksvjlutbMtvNsw0NJ5NknUtDNAkeSkai3C6fi2s1trvp7pL9LXIy5fOFWvBWhs5LcFeyMeV6SrJ23TCff3tJcE5uk+U1/E6qy7zfTQm4FvY5le+DZOzaq0/C1WpTS41i+U221nLJb1lEDWS7egGhoQV/B+T7ae2yGsVZB6oxZKQpI1VOtMhn9fgh7YRc/tI+8hls2VHbrjKCRD6PEsg11CWW2+QERv7vAjlnTdtVq1YhNDQUlSpVQu/evfH666+jcuWrp09nZGSoySAxUUv1zs3NNU56vV5dknPiNq4YuJ0rBm5nO4qsBZ2XN3SSZSPD9PLo6zSWHrSmDrVWwO1cMeTfztwXI4ckQ/mlE7VkpFWtoQUfpHlZcco8yMG3BFnyN2UzBD1t3U28JOQgXKaRY7XGLRLAzZ8RK8HEVx/VMgrzZxPLAbzULizsb67oJOBx8z2FN2YyzyKW9SulOSQr9cRBbfi9+cmBzn2g79gbaZcuwb+wwE9pyGdSyk2YL8us97Xt/PdP2nKNe7bgCYerkc/5gu+AZQtMQ8GlpIhk00qdT11eMEeCfCUJBjsaKYfxzDsFb5eh9rM+sKyZWhgJ4poHbaVEiWQDy0nysmwWJicH5ETN1bLrr0Yaa8nkDOS7YF4uoSKSz5ycULlaDwvJ3JeJyoRDB22lNIKUTahduzaOHz+OF154QWXmbty4Ea5X+XGfNm0apk6dWuD22NhYpKenqwOEhIQEddDgYs3/6MhhcBtXDNzOFQO3s31VqlYXnsf2WdyWHFETKReL0K25GLidK4b82zkpqZChvkSOEry0FXtlUxWVHGMZajbmJ8NmJVs4/6iMEWNZNqe4ZCj5O88AA28F+o1UDcbw5w9aZqrBwl+Ahyab5lXWWhklHklgVQKs+7drJ2lluP7UR4B7Hgc69Lz2c6XchtR6lWxzAxlefd+kct0MqNgkY3XB94UHbCUjUTVyzKvpKQ2fzEnWYlGGoBOR03PooO0dd9xhvN68eXO0aNECdevWVdm3ffoUPuxm8uTJmDRpkkWmbfXq1RESEoKAgAB1wKDT6dQ8g7bOidu4YuB2rhi4ne2saWsgL2ibKwdqVWvBNzAYviWtyXcV3M4VQ/7t7OXl4MErIioYhJLMP2lQI8G3kfdpTXDs0WyuPJMM2w9f0JoTzf0aWLukYDMuGVJe0pqt1iABYimJ0LgV8NXbWu1bGS7/5VvAvm3AnY9YNpszfD5+/1ZryGWesTfsXqDvcOfIqC2Ozau0WqySnWwIzhoCtYU1XuJIYCIqb0Hb/OrUqYMqVarg2LFjVw3aSg3cwpqVycGBIUgrBwzm8+R8uI0rBm7nioHb2c7NyPJIx2r0GGSzt+J2rhjMtzP3w4jKGanx+OoXWrDRL5DB2pLy9dP+P5UsTGEesJWguDRxa3eDdcsflJQMj375U61eqwz1FxuWAUf3A+Oe1xr8CSmB8OH/gOMHLbOwR08EwquhQpJt3H0gvydEVCoO8D9B0Z07dw6XL19GRES+TodERERkfbUbajXoDM3IiIioYpOsWmkyw+za0q1DyWK9a4JpPUqzqQefB6Z+BnTo4RgBWwMfX63j+/3PaE35hJQ+eHuSVrNWyN8x8DZTCRDJxH3m3YobsDXg94SIynOmbXJyssqaNTh58iR27dqF4OBgNUlt2pEjRyI8PFzVtH322WdRr1499O9fwQtDExERlQU58KpZT6tjKJ2fpZP0tToWExERUdH0GqJ1qk+K15q+OXqn9c59tDq3Ui7h5GGtWZ95w6pWnYGR92tZwiFFbFhGRESOG7Tdtm0bevXqZZw31KIdPXo0PvvsM+zZswffffcd4uPjERkZiX79+uG1114rtPwBERER2ahEQkoSUK8pkJvDVUxERGQttmx6ZwuhkcBz7wN//QhcuQR06m15vzRWIyIi5wja9uzZU3UQvpolS5aU6fIQERFRPv1GAKePafXqmGVLRERUsbm5ASPGaPsFRERkUw5ULIeIiIgcTmAw8PRbwNinHH/oJlE5M3PmTNSqVQteXl7o2LEjtmzZYu9FIiIqGtZrJSKyOQZtiYiIiIjK2Jw5c1RpsClTpmDHjh1o2bKl6ttw8eJFbgsiIiIiYtCWiIiIiKisffDBBxg3bhzuu+8+NGnSBJ9//jl8fHzw7bffcmMQERERkX1r2hIRERERVTSZmZnYvn07Jk+ebLzNxcUFffv2xcaNGws8PiMjQ00GiYmJ6jI3N1dNxSXPkb4SJXkuOT5uX+fFbeu8uG2dG7dvxdm2uVbet2LQloiIiIioDF26dAk5OTkICwuzuF3mDx06VODx06ZNw9SpUwvcHhsbi/T09GK/vxxQJCQkqIMMCRaTc+H2dV7cts6L29a5cftWnG2blJRk1ddn0JaIiIiIyIFJRq7UvzXPtK1evTpCQkIQEBBQogMMnU6nns+grfPh9nVe3LbOi9vWuXH7Vpxt6+XlZdXXZ9CWiIiIiKgMValSBa6uroiJibG4XebDw8MLPN7T01NN+cnBQUmDrnKAUZrnk2Pj9nVe3LbOi9vWuXH7Voxt62Ll/SrupRERERERlSEPDw+0bdsWy5cvt8jUkPnOnTtzWxARERERM22JiIiIiMqalDsYPXo02rVrhw4dOmD69OlISUnBfffdx41BRERERAzaEhERERGVtdtvv101Env55Zdx4cIFtGrVCosXLy7QnIyIiIiIKibWtCUiIiIisoMJEyaoiYiIiIgoP9a0JSIiIiIiIiIiInIgTp9pq9fr1WViYqKxyUNSUhK8vLzYLddJcRtXDNzOFQO3c8XA7Vwxt7Nh38ywr0Yl378t7bYg58Lt67y4bZ0Xt61z4/Z1Xrk23r91+qCtrDxRvXp1ey8KERERERWyrxYYGMj1UgzcvyUiIiJy/v1bnd7J0xsk6h0VFQV/f3/odDoV9ZYA7tmzZxEQEGDvxSMb4DauGLidKwZu54qB27libmfZBZUd2sjISGZ7lnL/trTbgpwLt6/z4rZ1Xty2zo3b13kl2nj/1ukzbWUlVatWrcDtsjK5k+rcuI0rBm7nioHbuWLgdq5425kZttbdvy3NtiDnw+3rvLhtnRe3rXPj9nVeATbav2URKyIiIiIiIiIiIiIHwqAtERERERERERERkQOpcEFbT09PTJkyRV2Sc+I2rhi4nSsGbueKgdu5YuB2dhzcFs6N29d5cds6L25b58bt67w8bRxjdPpGZERERERERERERETlSYXLtCUiIiIiIiIiIiJyZAzaEhERERERERERETkQBm2JiIiIiIiIiIiIHEiFCtrOnDkTtWrVgpeXFzp27IgtW7bYe5HIil555RXodDqLqVGjRlzH5dyaNWswdOhQREZGqm26YMECi/ulLPfLL7+MiIgIeHt7o2/fvjh69Kjdlpdss53HjBlT4Ps9YMAAru5yZtq0aWjfvj38/f0RGhqKYcOG4fDhwxaPSU9Px6OPPorKlSvDz88PI0eORExMjN2Wmay/jXv27Fng+/zwww9zVZch7hOXf9w/cl78v9K5ffbZZ2jRogUCAgLU1LlzZ/z777/G+7kf5DzeeusttY/z5JNPGm/j9nXOWFO6DY9fKkzQds6cOZg0aZLq6rZjxw60bNkS/fv3x8WLF+29aGRFTZs2RXR0tHFat24d1285l5KSor6vcoBZmHfeeQczZszA559/js2bN8PX11d9t+WHk5xnOwsJ0pp/v3/55ZcyXUYqvdWrV6sdmk2bNmHp0qXIyspCv3791PY3mDhxIv7++2/MnTtXPT4qKgojRozg6neibSzGjRtn8X2W33IqG9wndg7cP3Je/L/SuVWrVk0F87Zv345t27ahd+/euPnmm7F//351P/eDnMPWrVvxxRdfqAC9OW5f54w1TbTl8Yu+gujQoYP+0UcfNc7n5OToIyMj9dOmTbPrcpH1TJkyRd+yZUuuUicmP1nz5883zufm5urDw8P17777rvG2+Ph4vaenp/6XX36x01KStbezGD16tP7mm2/mynUyFy9eVNt79erVxu+vu7u7fu7cucbHHDx4UD1m48aNdlxSstY2Fj169NA/8cQTXKl2wn1i58P9I+fG/yudX6VKlfRff/0194OcRFJSkr5+/fr6pUuXWuzzcD/XOWNN8TY+fqkQmbaZmZnqTJYMmzZwcXFR8xs3brTrspF1ybB4GV5dp04d3HXXXThz5gxXsRM7efIkLly4YPHdDgwMVOVP+N12PqtWrVLDrRs2bIjx48fj8uXL9l4kKqWEhAR1GRwcrC7l/2rJzDT/TsvQoxo1avA77STb2OCnn35ClSpV0KxZM0yePBmpqal2WsKKhfvEFQP3j5wL/690Xjk5Ofj1119V5ryUSeB+kHOQEUeDBw+22J8V3L7OGWvabuPjFzdUAJcuXVI/iGFhYRa3y/yhQ4fstlxkXRKomz17tgroSLr61KlTccMNN2Dfvn2qth45HwnYisK+24b7yDlIaQQZYlK7dm0cP34cL7zwAgYOHKj+I3R1dbX34lEJ5ObmqhpfXbt2VYE7Id9bDw8PBAUFWTyW32nn2cbizjvvRM2aNdWO7549e/Dcc8+purfz5s2z6/JWBNwnrhi4f+Q8+H+lc9q7d68K0ko5N6l/OX/+fDRp0gS7du3iflA5J0F4Kccp5RHy436uc8aaLtj4+KVCBG2pYpAAjoHUjpEvlhwU/vbbb7j//vvtumxEVDp33HGH8Xrz5s3Vd7xu3boq+7ZPnz5cveU0C0F2dFh7vOJt4wcffNDi+yyNJOV7LCdk5HtNRETX/h2l8k0CPxKglSzq33//HaNHj1Z1MKl8O3v2LJ544glV09/Ly8vei0NlFGuSZui2VCHKI8jwO8nEyt+9TebDw8PttlxkW3Kmo0GDBjh27BhXtZMyfH/53a54ZFiK/Lbz+10+TZgwAQsXLsTKlStVQw7z77QM346Pj7d4PP+/dp5tXBjZ8RX8Ptse94krBu4fOQf+X+m8JCuvXr16aNu2LaZNm6aa8X700UfcDyrnZJi8NLpv06YN3Nzc1CTBeGmaLdcl85L7uc4Xawq38fGLS0X5UZQfxOXLl1sMNZF5GZZAzik5OVll7UgGDzknGSovP4Tm3+3ExERs3ryZ320nd+7cOVXTlt/v8kX65chBqAwDXLFihfoOm5P/q93d3S2+0zJsXmpG8f9r59jGhZFsI8Hvs+1xn7hi4P5R+cb/KyseiU1kZGRwP6ick1FDUvpC9msMU7t27VT9U8N17uc6X6yprY2PXypMeYRJkyapYQfyRenQoQOmT5+uCn7fd9999l40spKnn34aQ4cOVWnqUVFRmDJlisqwHjVqFNdxOf9BNM++kuYa8p+eNLWR4t5SL/H1119H/fr11UHKSy+9pOokDhs2zK7LTdbbzjJJ3aCRI0eqIL38B/nss8+qDIX+/ftzVZezYZ4///wz/vzzT1Vr3FDnSRoIytAiuZRyNvJ/tmz3gIAAPPbYY2qHp1OnTvZefLLCNpbvr9w/aNAgVK5cWdW0nThxIrp3766Gm5HtcZ/YOXD/yHnx/0rnJs03Zai1HMckJSWp/xOl3NeSJUu4H1TOyX6PeQ1/4evrq/Z3DLdzP9f5Yk2Btj5+0VcgH3/8sb5GjRp6Dw8PfYcOHfSbNm2y9yKRFd1+++36iIgItX2rVq2q5o8dO8Z1XM6tXLlSLz9V+afRo0er+3Nzc/UvvfSSPiwsTO/p6anv06eP/vDhw/ZebLLidk5NTdX369dPHxISond3d9fXrFlTP27cOP2FCxe4nsuZwraxTLNmzTI+Ji0tTf/II4/oK1WqpPfx8dEPHz5cHx0dbdflJutt4zNnzui7d++uDw4OVr/Z9erV0z/zzDP6hIQEruYyxH3i8o/7R86L/1c6t7Fjx6p9WTlmlX1bOXb577//jPdzP8i59OjRQ//EE08Y57l9nTPWlGbD4xed/GONyDMRERERERERERERlV6FqGlLREREREREREREVF4waEtERERERERERETkQBi0JSIiIiIiIiIiInIgDNoSERERERERERERORAGbYmIiIiIiIiIiIgcCIO2RERERERERERERA6EQVsiIiIiIiIiIiIiB8KgLREREREREREREZEDYdCWiIiIiIiIiIiIyIEwaEtERERERERERETkQBi0JSIiIiIiIiIiInIgDNoSERERERERERERORAGbYmIiIiIiIiIiIgcCIO2RERERERERERERA6EQVsiIiIiIiIiIiIiB8KgLREREREREREREZEDYdCWiIiIiIiIiIiIyIEwaEtEVIZOnToFnU6H9957j+udiIiIiJzODz/8gEaNGsHd3R1BQUHG2999913UqVMHrq6uaNWqlbqtVq1aGDNmDByRLJcsHxGRvTBoS0Tl3m+//aYCofPnzy9wX8uWLdV9K1euLHBfjRo10KVLF5ss06JFi/DKK6/A0fTs2VOtj+tNjrjsRERERFQyRdn/k2nVqlWlWsWHDh1Swc66deviq6++wpdffqlu/++///Dss8+ia9eumDVrFt58802rbcodO3aoZX/xxRev+pijR4+qx0yaNMlq70tEZGtuNn8HIiIb69atm7pct24dhg8fbrw9MTER+/btg5ubG9avX49evXoZ7zt79qya7rjjDpsFbWfOnOlwwc///e9/eOCBB4zzW7duxYwZM/DCCy+gcePGxttbtGhhpyUkIiIiIltkv5r7/vvvsXTp0gK3m+8PloQEfXNzc/HRRx+hXr16xttXrFgBFxcXfPPNN/Dw8DDefvjwYXV7abRp00Zl9v7yyy94/fXXC33Mzz//rC7vvvvuUr0XEVFZYtCWiMq9yMhI1K5dWwVtzW3cuBF6vR633nprgfsM84aAr7NJSUmBr69vgdtvvPFGi3kvLy8VtJXbJQuXiIiIiJxP/mDlpk2bVND2ekHM1NRU+Pj4FPl9Ll68qC7NyyIYbvf29rYI2ApPT09Yw1133YWXXnpJ/V2dOnUqcL8EdCWwKwFeIqLyguURiMgpSPB1586dSEtLM94m2bVNmzbFwIED1Q6cnPU3v0+GSMkQLYMff/wRbdu2VTuUwcHBKgtXsnHNrV27VgWBpbSC7GRWr14dEydOtHhfGRImWbbCfLhZfjJcTIaOyeu0b99eZb0WNsTslltuUcsjAdZ27drhr7/+snjM7Nmz1euvXr0ajzzyCEJDQ1GtWjWUxr///osbbrhBBX79/f0xePBg7N+/3+Ix8nf6+fnhzJkzGDJkiLpetWpV49++d+9e9O7dW71GzZo1jRkO+Zd7zZo1eOihh1C5cmUEBATg3nvvxZUrV0q1/ERERERUPHICv1mzZti+fTu6d++ugrUyGkv8+eefan9QkiVk31X2YV977TXk5OQYny/1X6dMmaKuh4SEGEtuyaWURJCkAsN+sewHXq2mbXx8vNq/lvvkvWS/VvYPL126dM2grci/vynk75GMXsNjxKeffqqOE+T15W969NFH1fsSETkSZtoSkdMEbWV41+bNm40ZoxKYlZq1MiUkJKhSCYZh/3KfnG2XQKF444031Nn52267TZUPiI2Nxccff6x2WCUYbMgWmDt3rso4GD9+vHruli1b1OPOnTun7hMSgIyKiip0yJmB7FAmJSWpx8qO6zvvvIMRI0bgxIkTqmmDkCCpBJUlEPr888+r4KfU7x02bBj++OMPi1IQQgK2soP88ssvq53ikpJlHj16NPr374+3335b/b2fffaZMTBu3pBBdtQlKC7rSf6Gn376CRMmTFDLKqUYZOdY/q7PP/9c7Wx37txZZUWbk8fL+pWdetmhlvc6ffq0Gl5XWLCbiIiIiGzj8uXLat9OkhckCzcsLEzdLkFWOUEvNWHlUsodyD6nlCOTBmNi+vTpquyC9JmQ/Tl5nOx7S5kESVaQ/eavv/5aPfZqfSWSk5NV4sDBgwcxduxYlRkrwVpJWpD97SpVqhT6PNm/lNeUfeUPP/xQNTszMARy77zzTnUp+5xTp05F37591T69Yf9TEijkGMGwL05EZHd6IiInsH//fr38pL322mtqPisrS+/r66v/7rvv1HxYWJh+5syZ6npiYqLe1dVVP27cODV/6tQpNf/GG29YvObevXv1bm5uFrenpqYWeO9p06bpdTqd/vTp08bbHn30UbU8+Z08eVLdXrlyZX1cXJzx9j///FPd/vfffxtv69Onj7558+b69PR04225ubn6Ll266OvXr2+8bdasWeq53bp102dnZxdrvc2dO1c9d+XKlWo+KSlJHxQUZFw3BhcuXNAHBgZa3D569Gj13DfffNN425UrV/Te3t5qffz666/G2w8dOqQeO2XKlALL3bZtW31mZqbx9nfeeUfdLuuEiIiIiKyvsH3VHj16qNs+//zzAo8vbB/4oYce0vv4+Fjsq8q+nrxGbGysxWNlv1H2zfOrWbOmus/g5ZdfVs+fN29egcfKfvC1yL6+PHfJkiXG23JycvRVq1bVd+7cWc1fvHhR7+Hhoe/Xr5+6z+CTTz5Rz/32228tllmWj4jIXlgegYicgjRNkMxXQ63a3bt3q2xTw1l8uZQz54Zat5IhaqhnO2/ePFU6QbJs5Uy+YQoPD0f9+vWxcuVK4/tI6QQDeX15nLy21M6VLNSiuv3221GpUiXjvGQUCMm0FXFxcSqDQZZJMnINyyTZD5IBKx1wz58/b/Ga48aNs8gqKAnJDpahYaNGjbJYF/K6HTt2tFgXBuaNzSRjtmHDhirTVpbdQG6T+wx/n7kHH3zQIqNBMh6keZw0cyMiIiKisiPlAu67774Ct5vvAxv2TWX/VUZkSTkva5HRZC1btiwwokxcbwSW7F/LPqV5iQQpHyb7zIbSCMuWLUNmZiaefPJJiwZosh8tZbr++ecfq/0tRESlxfIIROQUZCdOgqdSH1UCsBKgldquhq61ct8nn3yirhuCt4agrQRAJegqAdrCmAcUpX6rDAWTIVr5665KCYaikpq45gwBXMNrHjt2TC2TlGyQqTDS0EFKJxjkLztQErIuhNSiLYzszJqTOrtSksFcYGCgqj2Wf8dabi+sVm3+9S5D6SIiInDq1KkS/x1EREREVHyyb5m/WZihbNeLL76okgqkJEJJ94Gv5/jx4xg5cmSJnisJHJLcIOUZpDSX7KdKAFeSAQzJBFKCy5BQYE7+5jp16hjvJyJyBAzaEpHTkCDs33//rRpgGerZGsj1Z555Rp1pl2xcaTggO2ZCgrwSYJTmW4VlqkoQUUh27o033qiyYJ977jlVE1cySuU1pYGCeaOz67laRqwEag3LJJ5++mm181kYQ0C6sAyIkjK8r9S1lUzj/GSntyh/x/X+PiIiIiJyPIXtT8oorB49eqiT96+++qpqQiYB0R07dqh94uLsA9ua1OFduHChmm666SaVuduvX78CSQZEROUBg7ZE5DQMmbMSlJWgrQx7Mmjbtq0a7iXNraRZ2aBBg4z3yY6nBBMlU7VBgwZXfX0JBh85cgTfffedaqplXlIgv9I20DIElCXLV5oklBVZF0KylMvqfSW7t1evXhYNKKKjoy22ERERERHZh+w/S4kuKSkmzWcNTp48aZN9UWkeXFISqPX391cZtrIfLaO8DKURRM2aNdWlNB8z7G8LKZkgf09Z7ncTEV0Pa9oSkdNo166dOuv/008/qexX80xbCdhK99mZM2eqWrSGAK8YMWKEygyVLrL5M0FlXnZSzbNHzR8j1z/66KMCyyIZuIbMhJKQoGnPnj3xxRdfqABmfrGxsbAFyeqVLIo333wTWVlZZfK+0k3Y/L2ke292drbqXExERERE9lXYPrAEOT/99FOrv5eURpDeFFLioCQjtiRTWOrhSm8E2aeUffKbb77ZeL8EZaUUwowZMyxe75tvvlFlHgYPHmzFv4aIqHSYaUtETkN2wNq3b4+1a9eqIK1k15qTIO7777+vrpsHbeWM/uuvv47JkyerOqrDhg1TZ+jlbLvsMEqjLClTIOUQ5LFyXYLCEtyUIVeF1Wk1vPfjjz+uAqGys3vHHXcU6++RALMsZ/PmzVVzBMkGiImJUY3Uzp07p3ZorU3+JtnBveeee1SQW5ZZhpNJLV9pzNC1a1djbWBrkZ3+Pn36qFpjkvUgBwDyd0umBBERERHZl+xDS/+F0aNHq31bGVEmpbRsUfZKypn9/vvvuPXWWzF27Fi1Ty2lyaSfhNSplSZlRSmR8P3332PJkiUqy9aQTCFkv1b2+SVZY8CAAWp/07D/KccR8lwiIkfBoC0RORUJ9knQ1lAOwZwEHCVoKwHZ/Dt8zz//vCqN8OGHH6qdOFG9enVVA8sQPJQhVlIzV3ZWp02bprJ65Uz+hAkTCryeZO8+9thj+PXXX/Hjjz+qndriBm2bNGmCbdu2qeWZPXu2yviVDNzWrVurZmi2cuedd6qav2+99RbeffddZGRkqKYU0iG4sG7CpSVBYMmOlr9JMm5HjRqlsh9KW2KCiIiIiEpPGnxJjdinnnpKNSOTAK4EN+Wk+9V6L5SU9JKQffkpU6ao5AkpSyb7v/Je0ui2KKShrjS1ldFq5qURDF555RUVvJV90IkTJyI4OFglachIM/MGxERE9qbTsysMERHZgQSiJQi8detWVdqCiIiIiIiIiDSsaUtERERERERERETkQBi0JSIiIiIiIiIiInIgDNoSERERERERERERORDWtCUiIiIiIiIiIiJyIMy0JSIiIiIiIiIiInIgDNoSERERERERERERORAGbYmIiIiIiIiIiIgciBucXG5uLqKiouDv7w+dTmfvxSEiIiIiAHq9HklJSYiMjISLC/MIioP7t0RERETOv3/r9EFbCdhWr17d3otBRERERIU4e/YsqlWrxnVTDNy/JSIiInL+/VunD9pKhq1hhQUEBFw1WyE2NhYhISHM9LADrn/74zawP24Drv+Kjt+BircNEhMT1Yl1w74aWXf/9lr4fXNu3L7Oi9vWeXHbOjdu34qzbROtvH/r9EFbQ0kE2aG9VtA2PT1d3c/heWWP69/+uA3sj9uA67+i43eg4m4Dlq+yzf7ttfD75ty4fZ0Xt63z4rZ1bty+FW/b6qxUnpUFxIiIiIiIiIiIiIgcCIO2RERERERERERERA7E6csjEBEREREREREROdOw/MzMTHsvRoXk7u4OV1fXMnkvBm2JiIiIiIiIiIjKAQnWnjx5UgVuyT6CgoIQHh5u8/dh0JaIiIiIiIiIiMjB6fV6REdHq0zP6tWrl2nzWIJa/6mpqbh48aJaHWFhYTZdLQzaEhERERERERERObjs7GwVNIyMjISPj4+9F6dC8vb2VpcSuK1SpYpN34sheSIiIiIiIiIiIgeXk5OjLj08POy9KBWaT17APCsry6bvw6AtERERERERERFROaHT6ey9CBWarozWP4O2RERERERERERE5FROnTqlAqzx8fEojxi0JSKiqxZZ37QvDd/8FY9T0bYd9kFEROXflYxkbIw5gFlHluDzgwsRnRpn70UiIiIiOxo7dqwKmh48eLBIjx8zZgyefPJJmy9XecFGZEREVEBqei6m/xKHZVtT1fzc5Ul45YEq6NRcK7pOREQVW1p2Bo4knMfB+DPalHCmQJB24dnNeL/jQ2gYWM1uy0lERET2kZSUhN9++w3BwcH45ptv8N5773FTFBMzbckhsvly9Xp7LwYR5Tl2NhMPv3XBGLAVmVl6vPRFLFZuS+F6IiKqYLJzc3Ak4Rz+Or0Rb+2eg9Gr38WAxS9gwsZPMPPgX1gRvavQrNqEzBQ8vnEmdl4+ZpflJiIiIvuZM2cOfH198fbbb+OHH34wNu3Kzc3FjBkz0KhRI/j7+6N+/fpYvHixuu2nn37Cp59+Cj8/PzRt2lQ9vlatWliwYIHxdeW63GbwwQcfqNeQ16pbty4++eQTOAtm2pJdXYrPxtSvL+HomSx0bnEZ44ZVQmQVfiyJ7HUC5c81yfjsjyvIyi54f04u8Pqsy0hJ12NINz97LCIREZWxmQf+wrxT65CZW8h/DEWQmp2Bpzd/iVfbjkbXMO3gi4iIiKwjOSsNJ5Kiy3R11vGPgJ/79UdgSnbtXXfdhTvuuEOVPPj7778xYsQIFVSdPn065s6dizZt2uDs2bNISUnBgAEDsGPHDgQFBan7i6pmzZpYsWIFqlWrhlWrVmHQoEFo3bo1unbtivKO0TGym7SMXPzvs1gcPaudbVm9Iw0b9qRhRE9/3DUwEH7eTAQnKivJqbl498fLWLsrzeL20GBXNKrpgTU7tdslKf6Dn+NU+YTb+gZwAxEROTlvV4/rBmxDvALRKLA6GleqgcaBNVDTLxTT9szB1tjD6n55/v+2zcILLUehX7W2ZbTkREREzk8Cto9uKNvM0pldJqBFcJ1rPubAgQPYtGkTPv/8c5U1O3z4cBXElaDtZ599hldeeQVt22r7BDVq1CjV8owcOdJ4vVevXujfv78K3jJoS1RCubl6TJt92RiwNZDsvjnLkrB4UwrGDA5U2XyurjquZyIbOnAyA699cwkxcTkWt3dt6Y1n7g5WJ1A+mxePP1YkGe/7fF48UtJyMWZIoCosT0REzqlxkOWBlJ+bFxoF1VC3NwqqjsaB1RHiHVTgeW+1ux+v7/oJK6N3q/kcfS5e2/UTkrPTMKJWtzJbfiIiIip7EqBt2bKlmsTo0aNVJu358+dx+vRpVc7AWn766Se8//77OHXqlCq9kJqaitq1a8MZMNOW7OLrvxKwbrcpo8/VRRt6bZCQnIuP5lzBgtVJeGhEJXRs6sXAEJENTp5Ig7Gv/4y3+P65uwEPDa+E4T39jN+7R0YGwddLh+8XJRof98O/iSpw+8gtleDiwsAtEZEzkuzZkbW6qSCtTNV8q8BFd/3RUB6ubpjS5h747vFSDckMPtw3D4mZqRhd/0bu2xERETkhqV0rNWyTk5MRHh5uLMWXk5OD2bNnq3IGx44dQ+fOnQs818Wl4D6Gn5+fCsQaREebykGcOXNGBYSlJm7Pnj3h5uaGYcOGqfdzBgzaUpn7d2Myfv3PFPjxcAdevMcNOS6B+OrPBETFmobgnb6QjRc+jUXbRl4YPzIIdap6cIsRWUF8Ug7e+v4ytuxPt7i9aogbXrq/ChrUsPyuSfB2zJAg+ErW7R/xxtvnrUpGaoYeT90VDFcGbomInE6Qhx+ebDaiRM911bng2Ra3IcDDBz8fX2m8/Zsji5GYlYoJTW4qUgCYiIiIrl5fVsoVlPV7Xstff/2FxMRE7Nq1S9WnNZAGY99++y0mTJiAqVOnonnz5ioT11DTtnHjxggLC8P+/ftV0FWXl0AkdW9/+eUXVVohKioKM2fONL6mBIblsaGhoSrgu2jRIvz333948MEH4QwYtKUytftIOj782bK78LP3BKNetWSEhnqjc3Mf/LkmCd8vSkBKmunMyPZD6XjwzQsY2MUX9w0JQnCgK7ccUSm+h9JQ7HKCZTmE3u18MHFUsArMXs2tfQLg6+WC93+OU/VtxeKNKarG7f/uqwJ3N2bcEhGRiRxwjW88FAHuPvj80D/G2+eeXKOap0hQ182F+3VEREQlIQ3Brldf1h6lEUaNGoVGjRpZ3P7444/j3XffVYHa8ePH47bbblNB2MjISHz88ccqaPvAAw+o24ODg1G9enXs2bMHr7/+umpoFhISgqZNm+Lee+9VAWDRpEkT/O9//0Pv3r1VJu9NN92kJmeh0ztLzvBVSHQ/MDAQCQkJCAgovGmO1Ly4ePGiMTJPtnHuYhYmvBuDxBTTOOz7hgbirv7+BdZ/QnKOCtxKJ/tcs2HbwttTh1H9AnBrH394enB7WQO/AxVjG+Tk6vHT4kR8/08Ccs1++T3ddXjstkrqpEhR69Ou3JaCN2dftiir0KGJF155sAq8yuH3kt8B++M2qHjboCj7aGSbdWev79tfpzfivb2/Qw/Tf0I3hDVTZRQ8Xd3LbDmcHX9PnRe3rfPitnVu1ty+6enpOHnypKrZ6uXlZbVlpJJtByn1IPtlhm1r7f3b8ndkTeVSYkqOKnNgHrDt28EHdw8o/EMc6OeKx24LxrcvRqBzc2+L+9Iy9Pj27wSMnhqNZVtSVF1OIro2yap9ZsZFzF5oGbCtGeGOT58Lw6Cupvq1RdGrnS9eeygEHu6m52w5kI7nPolFclq+My1EZDXJqbk4ejYTa3amYu7yRPz4bwIOncrgGqZy4aaanTGlzd1w05kya9fG7MOzW75GarZluR4iIiKiio7lEcjmsrL1eOWrSzh30VSrtlldTzx9V2UVJLpWsneNcHe8MT4EOw6l47N5V3D8XJbxvotXclSm3x8rk1STpOb1eJaJqDBbD6Rh2uzLiE+2DKYO6uKLCbdVKnFmbKfm3nj70RC88FmsOpki9h7LwFPTY/DOY6Hq5AsRFU9aRi4uXM7Ghcs5iL4kl6Yp+nK2RekgAzmReWMHH9VAkOWDSmfatGmYN28eDh06BG9vb3Tp0gVvv/02GjZsaHyMNLlYvXq1xfMeeughfP755xZNMWTY38qVK1XzDGmQIa8tzTEMVq1ahUmTJqm6bTL878UXX8SYMWPg7PpEtoafmxf+t202MnK1/bodl49iwoaZaFW5DtJzspBhnDLVY+S63J4pt+XK9Uz4u/uge3hzDKreAbX9tSYnRERERM6EQVuyKQnIfvRrHHYdMWUBRVR2xasPVrHI0LueNo288Pnz4fhvcwq++TMecYmm4NPh05l44oOL6N7aGw8Or4TIKvxYE4nsHC0r3bzxn6HEyKQ7g9GnvW+pV1TLBl54/4lQPD/TlEl/9GwWnvwgBu88HoqQIH4ficzl5OgRZRaMjb6cgwsyH5etLvOfXCmqpVtSsWFPGsYMCcSwHv5wdWV96ZKQYOyjjz6K9u3bIzs7Gy+88AL69euHAwcOwNfX9Js5btw4vPrqq8Z5Hx8fs22cg8GDB6tuyRs2bFAdjqX2mru7O9588031GBlOJ495+OGH8dNPP2H58uWqhltERAT69+8PZ9cxtDE+6PQwntv6taprK44mnldTUSVlpeHXE6vU1DioBgZWa4++VdvA391yhBYRERFRecWjabKp35YlYdGGFOO8r5cObzwSiiD/4mfgSWf6gZ390LO1D+YsS8ScpUnIyDJlHK3ZmYaNe9MwvKc/7h4QCD8fVv+gikuCQa9/ewkHTmZa3F6vujtevr8KqoVar3Zgo1qe+HBiKJ79ONbY3Oz0hWw8+X4M3n0ijCdSiPKcjs7CMx9fxKV4yyaA1pKSrsfM3+Px74YUPH5HJbTgCJRiW7x4scX87NmzVY2y7du3o3v37hZBWgnKFkY6FkuQd9myZaoDcqtWrfDaa6/hueeewyuvvAIPDw+VlSu16N5//331HGm8sW7dOnz44YcVImgrWgTXxsedH8VTm79AXEZSqV7rYPwZNX1y4E/ckJd927ZKfbjquC9IRERE5ReDtmQz63en4ssF8cZ5qbf98gNVUCuidMEiby8XjBkShEFd/PDNX/Equ8ggK1sLFK/anorpk8IQXpkfcap41u1KxTs/XEZyvmHUw3v6qeHTxclyL6rakR6YPilU1c2VYd1CMgifeF9KJYSo+4kqupm/Xyl2wFYy4yMquyGsspsaqRJexQ3hwW6IqKLddioqCzPmxOGYWfmgE1GS7X5R1Y6X73zlQJYqKSlpIiGkg7E5yY798ccfVeB26NCheOmll4zZths3bkTz5s1VwNZAArFSLkFKIbRu3Vo9pm/fvhavKY958sknUZHUC4jEzC4T8MauX3AiKRoeLu7wcnVXTcm06x7qutzmIbfn3ebu4oY9cSdwKOGsxetl5mZjedRONYV6BWFAtXYYWL09qvmG2O1vJCIiIiopRrTIJqRJyhuzLsO8XK10p2/fxHpD1kKD3TB5TBWM6JWBT/+IV7U0zevdSh3dGU+F2SRAReSoVu1IxatfX7K4zc9bh2fuqYwbWpmG79pC1RB3fPRUGJ756CLOxGg1rCXzduKHF/H2hBA0rOlp0/cncmTSLGzb/9k7DygnyjYK32y298JWWHrvHZbepEpXRFBAsFFULKggqCj2ioqoyI8iqID03jtL772zwPbea/Kfd2aTSZZt2U3P+5wzJzOTSTKZyUxm7ne/+155tNCSgz2EBkZJmLUXhFlBoPWzh6ebXalFAikjfuE7QdhwMB3/25islXm7SyMyYThHJlSo0jOJqJ07d0bTpk3V88eMGSNUCg4JCcH58+cFB+21a9eELFwiOjpaS7AlVNP0XGnLUMXhrKwsIU9Xk5ycHGFQQcup1pGGinw3irCqyGv1TYiLHxaETavQa2+lRmHbwxPY+fA0knLTtZ6LzU7G0pu7hKGZTy30CG4uCLm+Th7wdnSHr5M7XOROOhXhtBTMaf8y+oX3rfXC+9a60ef+Vb2XamBMg2r7F923+v7vZdGW0Tvxyfl4b2EcsnOlE8iInh4Y2s3DIFubhKDvXw/AwbNZ+HVNkuDuI65H5OL7fxMx4xlfq7wgZ5iiFCiU+H295G4nGtdyxOyJVYzmOqcMW3K5v/1TLG7eF51/lHX75vxYoahgi3pcMJCxTZZv186W/vilKkK0iI+HHezsKvcfRfm1FA3Uo40rFq1LxrZwKZYoM1uJn1WRCU/58DGoA5Rte/HiRSG2QJMXX3xRPU6OWsqh7d27N27duoU6derAEFARs7lz5z4yPy4uDtnZjzYGlAXdUJCLmG4y7KgrlIXiATme9OuI4T7tcCblNvYmXMDplNsoUGrfMF1IuiMMRXG0s4eXvSs87V3h7eAGTwdXeNu7wcvBFUFO3mjsESoIu5aGtexf5lF431ovvG+tG33u37y8POH9KHufBsY00Lan/ZCYmIiMjAz1vk1Lq1zkU1FYtGX0XvV69i/xWt0/OzRxxuSR3gbd0iTKdmvlikY1HfHy59FIShMv1unGleYN7moYwZhhzInjl7IRGSf9cQ8Ic8PrY3xhb+SCRJRZ/e30QLz3cxwu3MpRC0fv/BSHuS9WQYcmXCSGsS3uRObi8Dmx2BLRqbkLOrfQv/Pdx0OOt5/1w6DO7phPkQmFDSfiOuQJrvc+7Vzx0giOTCiLadOmYdOmTThw4ACqVatW6rIdOnQQHm/evCmIthSZcPz4ca1lYmJihEdVDi49quZpLuPp6fmIy5aYOXMm3njjDS2nbWhoKPz9/YXX6ArdZNC1E73eWkS9kKBgDEJnJOWkYWfkGWx9cEKIXCgNilOIy00VhuKwl8nR1Kcm2vs3EIa6HiEWYQSwxv3LiPC+tV5431o3+ty/1FhLwqC9vb0wMKaBtj3tS4rQomKzqn3r7KxfkxLvYUZvKBRKfP5nguBwVVE7xAFzJlURiogZA38fe+Hz3vohFipX+o8rk1C3miMa1bI8pwTD6MKavWlaXa5fGOZtdMFWhbuLHb54xR8f/BaPE5dFF1hunhJzfonDrOeqoEdrw0Y1MIw58XcRl+3Y/rqLbLrQpLYYmbDpYLqQ/a6Zb73rRCaOXMjC+EFegjvXVOcIc4VcEq+88grWrl2Lffv2CcXCyuLs2bPCIzluibCwMHzyySeIjY0VipgRO3fuFMTVxo0bq5fZsmWL1vvQMjS/OJycnIShKHRzUNGbP7p5rMzrzRU/Fy+MrtMDT9XujuspD7Dl/nHsijyD1DypBkJ5yVcW4GziLWH47doWIVqBxNsO/g3R1r++ELNgrljr/mV431ozfNxaN/rav/R6ei/VwJgG1fZX7Q/VvtX3/y6LtozeWLwhRYgoUOHjaYd5k/3h6mzci8WW9Z3x0nBvLFwtdhPPLwA+WBSPX2cGCS4khrFWJ9+pq1IX2V5t3QTHqylxdrTDxy/549M/4nHgTJb6eJy3OB4+HgHcTZuxCR7G5mHvSUksatPQGY1qGr4RkRpLh3b3QPfWYmTC1iKRCfQfSZEJr1FkQn2OLdGMRPj777+xfv16eHh4qDNovby8BAcsRSDQ8wMHDoSfn5+Qafv666+jW7duaN68ubBs3759BXH22WefxZdffim8x+zZs4X3VgmvL7/8Mn766Se8/fbbmDhxIvbs2YOVK1di8+bNBv9t2Ap0A9XAO1QYXms6HCm5GUjKSUdibhqS6TEnTcjBJWcuzRcec8X55MAtDnpu24OTwiCDDA29qqF9QEO092+Ixt7VYW/H15kMwzAMQ/To0UMovEouVBV0XTRlyhSLWPdhw4aZRYFYFm0ZvbAtPB3/7JCcRFT8a95L/kbL0SzKE708cPVuLvaeEm+UKa7h49/j8dWrAUL2H8NYG2v3aRdgGdnTPCJB6FwwZ2IVfL08EduPiqKRQgl8/28SFs0KYpcfY/X8szNV+M0by2VbFGq8oUKEg7q4Y/6/ibihEZlwNyoPr38fi15tXfHyCG/4erIjb+HCheqLdU2WLFmCCRMmwNHREbt27cL3338v5JdRRMHIkSMFUVaFXC4XohUmT54sOGfd3Nwwfvx4fPTRR+plyMFLAi0JvvPnzxciGH7//Xf069fPKL8LW8NOZgcfJw9hqA3REV2a2zo9Lwvnk+7gWOxVHIu7isjMhEeXgxJXUu4Lw583dqKqqx8+bjMB9byqGvCbMAzDMIzl8MUXX1RK+MzLy9MSfW0RvjpnKs2569n49u9ErXnvjvM1aRwBuSveGuuLmsHSAX72Rg5+W6ddpIlhrIHUjALsPCa56JrXdULdUEeYC9RQQgUBKUtTxb2oPK04B4axRuKS8rGjsLGCaFLbES3qmea/sXEtJ/z8ThBeG+0DD1fty789JzMxfm4UVu1OQ36BbVch1qzGrDmQYEuQSLt//34kJCQImXI3btwQXCNFc2Vr1KghxB9kZmYKxcK+/vrrR3LnSBg+c+YMcnJyBAev6jMY00LXkB6Orugc2ARvNBuJFb3ewz89Z2J6k+HoFNAYzvLi/18fZiZg5sn/ITlXuxGVYRiGYRiJHTt2oFWrVkIvptatWwuN4SroWmjSpEkYNWqUcG31yy+/CMLt+++/L9QNoF5OQ4YMQWRkpPo11KPpmWeeEWKqvL29hd5PWVliL0/q0UTXZNR7inpBrVq1Sv06KiA2fPhw+Pj4CK9r06YN7t27hzfffBMHDx7EO++8A3d3dwwYMMCku49FW6bS3T4peoC6PKt47nEv9GjjZvIt6+JsJxQ9cnOWnLV0Q7rvlHQDzTDWwJbDGcjJk4SWEWbistXEzk6GqU/6wNNN+tv5c3MK4pK54iljvazYRSKoND22n5dJs8eEyIRuHlj6YTAGdtb+n87KUeLXtSmY+Vs+zl6XolYYhgGqufljZK2u+KL989jcdx6+6/gynq7dE7U9tF27MVlJ+OjMchQoCwsrMAzDMAyjhoq2Dh06FHPmzBEawGfNmiWIsHfu3FEv888//wjCbXJysvD43nvv4fDhwzh06BCioqJQv359jB49Wl3gbfDgwULD+OXLlxEfH49PP/1UnSvbokULnDhxQngvEn4pukr1WdSgnp+fj4cPHwrrsnjxYkHc/eabb9C1a1fBJZyeno6tW7eadA9yPAJTYdIyFZj5cxxSM6QLU3LSPTPAuF0/SyM00AHvTvDDnF/i1fO+XJaIGsEOqBViPk5EhqkoBQVKrNsvOVYDfOXo3PzRyuPmgJe7HM8P9VY780kk+mVNshCfwDDWRlJaATYfkhx3das5oENTZ7M5Ft8a64dBndwxf0WSVgHRh3FKfLQ4Ef987Cw0fjIMo42j3B5tq9QXhikYLAi1bxz9FREZscLzJ+Ku4Y/rOzCpQX/edAzDMIzx2LEa2Lm27OWq1wFemas978cPgIhbZb/2seFA35HlXqWZM2fiww8/VE/PmDFD6Gk0YsQIYfqJJ57Ab7/9Jgi1JOCqagOo4qJcXFzw888/C6KtquDrvHnzhOip+/fvC47bK1eu4MCBA8KyRJcuXdSfN3bsWPU4Cb2ff/45jhw5IsRUUewCibXUa4rE3ZYtW8Ic4atxpkJQ98kPF8XhQWy+VrfPt57xM7sKhp2bu2plCGbnKIWK9ulZ7IJgLJ/D57MQmyRZ+YZ19zDr3OYBndzQoIbUYEIFmk5fY1cfY32s3pOm5YAf09+0LtvioBijBW8H4vWntV3wk4Z4smDLMOUk0MUH89pOgItGbMIfN3YgPOYyb0OGYRjGeGRlAknxZQ9pKY++luaV57X0GTrw2WefCS5X1fDgwQPUrFlTa5natWsL81VUr15dPR4fHy/UEKDIA4owoCEoKEioMUCiLcUZVK1aVS3YFuW7775DkyZNhCgGeu3FixeF91QJyOSopSgGes/XXntNHatgTrBoy+gMZbt9/28izlzLUc8L9pMLVeKp6JA5MuFxL7RrLDmcSGz+4s8EKDSrwzCMBbJaIxfWyUGGgZ1MH01SVvdsqlavqV39uCIRefl8LDLWQ3qmAus1HPChgfbo2tLFbI/JwV098OcHwcL5o25VGQaEmfd5hGHMjVoeQXi7+SiteR+fXY6oTO2aDwzDMAxjMFxcAZ8qZQ8eXo++luaV57X0GZWACq/evXtXax5N03wVqmgDws/PD66urjh27JiW+EviaqdOnYS8Woo3oDoDRaE4BXL5Ll26FElJScLrmjZtKuhZBOXVUgTCtWvXEB4ejt27dwuu3qLrYGo4HoHRuajKr2uThaIlKigz9pMpAUKFanOFbkpnTfDD5C+iEZ1QoHYo/rMjFWP7F3PSYhgL4Mb9XFy4KTWe9O3gBk838z0OVTSs6YTHO7tjY2HX8XvR+YL4PPox84lWYZjKsHZ/GjKyNVy2/TyF/yFzhiIT3hjjg4eRuUIGNcMwutGnamtcTLqL1XcPCdNpeVmYc+oPLOj0Cpzktl35mmEYhjECFFugQ3SBFkXjEgzEU089JcQbrF+/HoMGDcKGDRuEaAOVWFoUOzs7vPzyy0JxMCpKRgVhKdKAipfRe7Vr1w4NGjTAlClT8O233wpC7NGjR4X5qampkMvl8Pf3F7Jv//jjD8Fpq2LTpk1CPm7dunWFomcUl6AqGhsYGCgUiTUHzEc+ZsyanFwF/tqaIlSX1hRsqQHi/eeroGaw+V+M0g3p3Be13cD/25iCE5fNzwLPMOVhjYbLlhhuhgXISmLiEC+t7thLt6QIjUIMY+lkZSuEaAQVQX5y9G5nOc5VB3sWbBmmokxtPARNfaRun9dSHmD+pXLkCzIMwzCMDUAC6Zo1a/DBBx/A19cXH330EdauXStEJJQWsRAWFoZevXoJhcLatGmDHTt2qEXdjRs3IjMzUxBvq1SpgtmzZwsibf/+/YXM3GbNmiEkJASXLl1C586dtYqi0TL0no0bNxY+Y/LkycJz06dPF4RhilR4/PHHYUpkSpU32EohdZ3yK1JSUgT1vDhoh8bGxiIgIMCsbNDmAP08DpzJwi9rkhCTWKD945EBrz/ti8e7uFfqM4y9/bcfTccXS6XuaiQc/fJuEIL8bNd4zseA5e0DKnI0+r2HyCvUOds0dMZXrwbAkth8OB3fLJeOxZ5tXDFnkmmKkvExYHqsZR+s2p2KhauT1dOvjfbB0G6W0aBi7H1Qnms0xjDbzlqON3MkNisZkw5+i+RcqRDhuy1GY1Boe6OtA+9f64X3rfXC+9a60ef+pSiAO3fuCMW0nJ3No8itLZJduB8oooGuy1T7Vt/Xtya9SiPFnGzLpGzTFxw2bJiQJ1F0Q0ydOlXIsiCr88iRIxETE2OydbYlbj3IxRvfx2Lu7/GPCLZUSOiHNwMrLdiagn4d3TG0m7TeqRkKvP9bnOAmZhhLYdPBdLVgS4ywIJetCsrNbFhToyjZqUycvspFyRjLJTdPiZW7JJetr6cdBoRZ3v8kwzAVJ8DFGx+2fhZ2kFzr3174DzdSHvJmZRiGYRjGckTb/fv3C4IsZU7s3LkTeXl56Nu3r1AdTsXrr78u2J1XrVolLB8ZGYkRI0aYcrWtnuS0Anz3dyJe+iwa525IeZmqG9B3xvliwYxANKntBEtlyhM+aFxLEotu3s/D9/8mqUOpGcacoaJd6w9IwlBVf3t0aGJ5rax2xRQl+4GLkjEWDPXkSEiRGjmf7O1ptgU6GYYxHG2q1MMLDQeqp3MV+Zh96g+k5epWdZthGIZhGNvGpKLttm3bMGHCBDRp0gQtWrQQgoEjIiJw6tQp4XmyEy9evFgIFKb8CsquWLJkCY4cOSIIvYx+yS9QYvWeVIz7MFIoEKTQ0C8d7IGn+3pi6YchglPV0ouUUGbfBy9UgY+HdAhsP5qBjQelrmwMY64cOJOJxFTJGT68h4fFHpMNajhpOfYjYvK18kAZxlIoKFDi3x2pWtE7Q7qyy5ZhbJUxdXqiS2AT9XRkZgI+OfcPFEru2cUwDMMwTPkwqxBPEmkJCiQmSLwl922fPn3UyzRs2BDVq1dHeHg4Onbs+Mh75OTkCIMKypNQZYjQUBw0nxyWJT1vC5y4nC1k8JFgUpTOzZ3x0nBvhPiLPxd9bydTbX8/TzvMnuiHGT/GQfXRP61KQu0QezS2YBdxReBjwLL2ATWuqHB1luGx9i4Wff567nFP7D+dKUSVqIqS9WjjjAAf4/1F8TFgeix9H+w6kYGoBMllO7yHO5wc9f+faU37wJK2DcPoip3MDrNajsELB7/Fw8wEYd7hmEtYdnMPxtWT7m0YhmEYhmHMXrSlC3eq0EbV3Jo2bSrMi46OhqOjo1CxTZPAwEDhuZJycufOnfvI/Li4OCEft6TPJsGYblRsrRhDVIISy3bk48yNR2MBqvnL8Gw/OZrVVgDKRMTGGmYdTLn9g72AsX3k+GuHeKOdXwB8sCgOn77gAC93y3QuVgRbPgYsbR/ceKDA1XtS40rX5jJkpMUjw8LNqU/1kmHRRnE8O1eJ+f/E4rUnjCva8jFgWix5HyiUSizbkqeednEEOjfOQmysZWU0G3sfpKVZ+ImLYcrAw8EF89pOwEuH5gsRCcTia1vR2Ls62vrX5+3HMAzDMIxliLaUbXvx4kUcOnSoUu8zc+ZMvPHGG1pO29DQUPj7+5dYuY1uUmQymbCMpd0oVpT0LAWWb0vF2n3pglCpiYerDOMHeWFwFzfI5YYXLk29/ccNVuJBQiL2nsoSppPSgIUbZPjyFX/YG+H7mwOm3gdM+ffBos3k1hFv/CgLdsyAAAQUuuAtmScfU+LghThcvZsrTB+7rMD9BE+0aWScrF4+BkyPJe8Diix5GJ+onh7S3QO1a3jB0jD2PuCKx4wtUNezKt5q9iQ+PfePMK2AEh+e+Qv/6/qmULSMYRiGYSoC1+MxLaoeY3TtbEjM4k5/2rRp2LRpEw4cOIBq1aqp5wcFBSE3NxfJyclabtuYmBjhueJwcnIShqLQzUdpNyC0octaxhooUCixPTwDizckIylNu1sifXXK3yPB1stdbtT1MvX2f+sZP9yNisGdSNEpdf5mLn5fnyoULLMVTL0PmLL3QVxyPg6cERsXCCo+FhooFdSzZOgrTx/ti8lfRENVD/DHVcn4/b1goxVy4mPA9FjiPqAL5n92SI5R+r1SATJL+g6m2geWuo0YRlcGhLbDpaS7WB8RLkyn5Gbg/VN/4sdOU+FgZxa3YwzDMIyF4ODgIFyvUW9yamg3tGjIPHrtTzolbX+6lqX9YUjsTf1lX3nlFaxduxb79u1DrVq1tJ6nwmO0AXbv3o2RI0cK865duyYUKwsLCzPRWlsuF25mC5mtN+5LXThVtGrghGlP+qBWiHUIQLri4mSHuS9WEQSjjCxRMfpvTxoa1nREr7Zupl49hhHYcCAdBRptLSN6eljVlqlf3VFoOFp/QCwI+CA2H//tScWYfpbnWGRsKxNe8391YCc3+Hoat+GTYRjz55Umw3At5QGuptwXpi8l38NvV7dgauMhpl41hmEYxoKQy+WC2fHBgwe4e/euqVfHZnF1dRXqbRnahGBv6kiEv//+G+vXr4eHh4c6p9bLywsuLi7C46RJk4S4AypORvEGJPKSYFtcETKmZH5bm4R/dz6aHRdcxR6TR3ijcwsXm2+hqRbggFkTquC9hXHq7fP1skTUCnGwWTGbMR9y85TYdEgUM4kawQ5o09A40QHGZOIQb+w7nYmUdFGdXrY1FX3auSHAl51IjHlCUUMq5HbAU48VH8XEMIxt4yR3wMdtxmPSwW+RmpcpzPv39j508G/I+bYMwzCMTri7u6NevXrIy3vUkMcYRzi3t7cXNDRDF9Y16V3wwoULhccePXpozV+yZAkmTJggjH/33XeCck1O25ycHPTr1w8///yzSdbXUolOyH9EsHV2kuGZ/p54open0boeWwJhzVzw7ABP/LU1VV0Q6YPf4vHz20Fwd+VunIzp2H0iQy1kEiN6uFtlQ4uHqx1eHOaNr5Ylqo/Bn1cn4cMX/E29agzzCOduZOPCrRz1dN8ObgjkBgaGYUogyNUXs1o+jXdPLFbP++Ts3/ij+wx4OXLPLoZhGEY34ZAGxrqxM3U8QnGDSrBVFalYsGABEhMTkZGRgTVr1pSYZ8sUT/gFKQOT6NPeFUs/CBa6HLNg+yjjBnmhfWPJwUhdtP/YlMw/L8Zk0HlxzT6p4cXdRYY+7a335q5fRzc0riW52ynH98Rl7fMYw5iby9ZOBjzdj122DMOUTufAJhheo7N6Oj4nFV+eX8kFZRiGYRiGeQS2DtoARy9KYoeflxzvjvNDFW/ualwScjsZZj3nh2A/qdVq7+lMKBSF1ZEYxsicv5GDWw+kri+DOrsLOczWip2dDK8+5SuIYCp+XJkkREQwjLlw9W4OTl7JVk93b+MqxOwwDMOUxZTGg1HDPUA9fSD6AjbfP8YbjmEYhmEYLaz3rp8RyMpW4Ox16aayQ1NnQRBhSsfTTY5RfSTHVFKqAtfu5fJmY0zC6r2Sy5YO36HdrasAWUlFyQZ3c1dPC0XJdkuuRoYxNcu3a/8ex/Rlly3DMOXDWe6I91s9A3uZZBCYf2kd7qdLdRUYhmEYhmFYtLVyTl3NRl6+NB3W1MWUq2Nx+baaHDnP3bMZ02RSa/72qGhgkJ9tOOUnDvaGt7v0N0VZ0zGJGic0hjERdyJzcfhcltb/RZ1qXLCSYZjyU9+rGl5sOFA9nV2Qi4/PLEO+ooA3I8MwDMMwAiza2lA0goM90LqB9VWbNxRUrb5uNYcSs4EZxhis258GzWSOET2t32WrVZRsuLd6OidPiZ//SzLpOjEM8U8Rly0V9mQYhtGVp2p3R2u/eurpKyn3seT6dt6QDMMwDMMIsGhrxVAGq6Zo26q+M1yceZfrQqfmktv2dmQeouLZ5ccYj6wcBbYcTldPUyNC87pONrUL+nbQLkp28GwWjl/iBhTGdDyMy8Oek5nq6dYNnNColm0dlwzD6Ac7mR1mt3waHg7S9eZfN3fjbMIt3sQMwzAMw7Boa83cuJ+LxFSFerpjke7+TNl0au6qNc1uW8aY7DiWgfQspZbLViazrUxqyuB+bTQXJWPMh393pGq538f29zLl6jAMY+H4u3jj7eaj1NNKKDHv7N9Iy+MGSoZhGIaxddh2acUUFRg7cp6tztQLdYCfl1QkgkVbxlgolUqs1ShARtmuvdq62eQOqBfqiCEaRckexuVjFRclY0xAXFI+th/NUE+TC7xlfXbZMgxTOXoEt8Cg0A7q6ZisJHx74T/erAzDMAxj47Boa8VoCoy1QhxspniRPiFXYycNh/LZ69lIz5LcywxjKE5eyUZEjBTH8XhXdzg62JbLtrSiZMu2pgpF2hjGmKzYlYZ8jRpBz/T3sjn3O8MwhuHVJsNQzbWKenpX5BnseHCKNzfDMAzD2DAs2lopccn5uHE/Tz3NLtuKE6aRa1ugAE5wniZjBNZouGzldsCQrpLT1BZxd7XDSyO4KBljOpLSCrD5kJQxXaeaAzo05eKeDMPoB1d7J8xpNRZymXR79u3F1YjMTOBNzDAMwzA2Cou2Vsqxi9la02GcZ1thWjdwhrOj5KTiiATG0DyIzcOxS9Ix3L21K6p4s1P+sfZuaFpH6op+6FwWjnEjCmMkVu9JQ06eFGY7tp8nu2wZhtErjX1qYGL9furpjPxszDvzN/IVGhZ/hmEYhmFsBhZtrZSjF6VoBE83OzTSqL7O6AZ1SW/TyFlr2+YXaFShYRg9s3af5LIlRvb04G2sKkr2lA/sNHqj/7gyCbkaQhrDGIL0TAXW75eOy9BAe3RtpV2okmEYRh+MrdsbzX1rqacvJN3Bspu7eeMyDMMwjA3Coq0VkpOrwOmrkkuvfRNnyDVVDkZnOmlEJKRnKXHxVg5vRcYgUGbytnCp0FGjmo5oVIsLHamoU80Rw7pLURGRXJSMMQLr9qchI1tqHHi6ryf/rzIMYxAoHmFOy7Fws5cMA3/c2IFLSXd5izMMwzCMjcGirRVy9kYOsnOlm8uwppLgyFQMygTWrDXDEQmMoaDK9Fk50vE7gl22jzDhcW/4eNhpOZML2P3OGIisHAX+2yO5bAN95ejT3o23N8MwBiPI1RdvNXtCPV2gVOCjM8uRmis16jIMwzAMY/2waGuFHL2QpVXAqF1jFm0ri4+HXHA8qjhyPgtKJXfJZvSLQqHEuv1SoSM/Lzm6cRfsYouSje3vpZ5OTFXgxBXtHG+G0RebDqUjNUOhnh79mCfs5dx7hWEYw9Knamv0rdpGPU0FySYf/hGRGVyYjGEYhmFsBRZtrQwSEsM18myb1XUSBA5GvxEJD+PycT8mnzcro1fO3FAiKl4qNjKkmzsc7FkcKo7e7VzhYK/tUGYYQzSkrN4ruWx9Pe0woJMUz8EwDGNIXm86AsEuvurpiIxYvHR4Pi4l3eMNzzAMwzA2AKt5VsadyDzEJkqiT1gzdtnqi6Lbkty2DKNPth2Xjl0SJAd3YXGoJLzc5VrH5JHzmUjN4OrajH65cjdX6z+V4kqoOCXDMIwxcHdwwdcdXtQSbpNz0/Fq+ALsizrHO4FhGIZhrBwWba04GkGVxcroh5rBDgiuIln7jhTZ1gxT2QaXS3ekyI1ebd3g7SHnjVoK/TpKonZePrD3VCZvL0av7D+t/Zvq046zbBmGMS7V3QPwS5fX0Mi7unperiIf759ain9v7eO4LoZhGIaxYli0tTI0oxGqBdgjNNDBpOtjTchkMi1n3+XbOUhOY2cfox80s2yJkVyArEzaNXaGj6f0N8YRCYy+oxEOnJFE28a1HBHgq5HJwTAMYyR8nTzwQ9gUdAtqpp6nhBILrmzAtxdXI1/B16MMwzAMY42waGtFpKQX4PKdXPU0u2wNm2urUALHLrHblqk81K1/13FJHGpe1wl1Q6XCd0zxUDEoTefj1bu5uBeVx5uL0QtX7+UiNkkSQrq3duUtyzCMyXCWO+KjNuPxVO3uWvPX3TuCmSf/h8x8LsjJMAzDMNYGi7ZWxLFL2VBKvavRkfNs9Q6JaW4uUp4h59oy+mDz4Qzk5Cm1cjOZ8tGvo3Z39e3HuCAZY5hohG6tWLRlGMa0yGV2mNZ4qFCgzA7S9ejR2CuYdmQB4rKSTbp+DMMwDMPoFxZtrTTP1s1ZhmZ1nEy6Ptbq7GvfRHLbnriSjVwNsY1hdKWgQIn1+6Xq9AE+cnTWcHRbFRlpwOZ/gav6K55Su6oj6oVKMTA7j2WggGzwDFMJlEol9mtEIzSq6YhAjkZgGMZMGFGzCz5tNxEucqlXzo3Uh3jp8HzcTH1o0nVjGIZhGEZ/sGhrJeQXKHHisiTatm3sAgd7rnBtCDppOJizc5Q4e527ozEV5+C5LK0u2EO7u0Mut9Jjd8MyYO0fwA/viwKuAQqSJaQU4NQVPiYZPUQjJHI0AsMw5kvnwCb4sdM0+Dl5qufFZadgyuGfcCzuqknXjWEYhmEY/cCirZVw4WYOMrIld1lYU2eTro81Q05bucaRwxEJTGVYu1cSL50cgIGdrLg6/e714mNuDnDvht7etnc7V9jLpWkuSMZUFo5GYBjGEmjgVQ2/dnkNtT2C1fOyCnKEjNttsaehUCpMun4MwzAMw1QOFm2thKMXJZetTCYKi4xh8HC1Q7O6UvRE+IUsoSstw+jK9YhcXLiVo57u0txO+H1ZLWOmSOPxMXp7Wy93uVbhxUPnMpGeyTeqTCWiETTybBvUcESQnz1vToZhzJJAFx/83OkVtPdvoJ5XoFRgccQuvHDoexyOucTXqQzDMAxjoVixOmBbkHComb3n7aFhO2P0TieNzNG45ALcfMAV6xndWaPhsiX6tbfy4zawmjQe/UCvb90vTHIo5+UDe09xQTKmYly7l4sYjkZgGMaCcHNwxhftnsfg6h215t9Mi8S7Jxbj5cPzcTLuOou3DMMwDGNhsGhrBdyPycOD2Hz1dJhG5ipjGIpuY45IYHQlMbVAS1hs09AJ1fytNMtWRZDhRNsOTVzg7S79pXFEAqOvaITurVx5YzIMY/bY28kxo9mTmNpoCJzspAKdxOXkCLx+7Be8Gv4zzifeNtk6MgzDMAyjGyzaWlk0AqHZTZgxDFX9HVAj2KFYpzPDlIeNB9MFR6iK4T2kYlpWSX4e4FMFcCyMFonRr2hrL5ehd3vJbXv5Ti4iYtgBz1QgGuGMRjRCdUcEV+FoBFvis88+Q7t27eDh4YGAgAAMGzYM165d01omOzsbU6dOhZ+fH9zd3TFy5EjExGhHvkRERGDQoEFwdXUV3mfGjBnIz9c46QPYt28fWrduDScnJ9StWxd//PGHUb4jY73IZDKMrtMD//SYif4BrWEv0+7BczbxFqYe+QlvHfsNV5Pvm2w9GYZhGIYpHyzaWploG+AjR+2q2q3rjGHopOG2pWzSuCTtmzGGKYncPCU2HJSiEaoF2KN9YysvHvjFW8B7k8QiZERclCjk6pH+HbWLuO04yhEJjG7QuTw6oUA93b01u2xtjf379wuC7NGjR7Fz507k5eWhb9++yMiQzievv/46Nm7ciFWrVgnLR0ZGYsSIEernCwoKBME2NzcXR44cwZ9//ikIsu+//756mTt37gjL9OzZE2fPnsX06dPx/PPPY/v27Ub/zoz14efsiUnV+2B5j3cwKLQD5DLtW75jcVfxwqHvMOvE/3ArNdJk68kwDMMwTOmwaGvhpGcpcP5GjpbLllrZGePm2hLstmXKy77TmUhKlQplDevuATs7Kz5uyV12/7Yo1KpQKIC4aL1+TJ1qjqhbTWq02nEsAwUKLhLIlJ/9Z7R7TbBoa3ts27YNEyZMQJMmTdCiRQtBbCXX7KlTp4TnU1JSsHjxYnz77bfo1asX2rRpgyVLlgjiLAm9xI4dO3D58mUsW7YMLVu2xIABA/Dxxx9jwYIFgpBL/PLLL6hVqxa++eYbNGrUCNOmTcMTTzyB7777zqTfn7Euglx88W6Lp/BX93fwWEhryKB9rXEw5iKeO/AN5p7+C5eT7iFfITVaMQzDMAxjerjPn4Vz8ko2CjSKpHfkPFuj0ZAKvrnbITldoRZth3TzMN4KMBbb/VqzAJmbswz9NYpoWSXR94t31VKubXCoXj+qb0c33PwvWRiPTy7A6avZaNeYI2OYckYjaOTZ1ldFI8RHA//+AoTWAYY+y5vSxiCRlvD19RUeSbwl922fPn3UyzRs2BDVq1dHeHg4OnbsKDw2a9YMgYGB6mX69euHyZMn49KlS2jVqpWwjOZ7qJYhx21x5OTkCIOK1NRU4VGhUAiDrtBr6Ddfkdcy5k/R/VvV1Q+zW47BmDo9seT6DhyIuaBeVgkldkWeEQYXuROa+NRAc59aaOFbG428q8NJzj34zAk+dq0X3rfWDe9f29m3Cj1fW7Foa+GEn5duMJ0cZGhVvzAvkjE4cjuZIJJvCxe7TJ6+lo2sbAVcnNnAzpTMpdu5QhdsFf07ucPV2c66b5wjbknj1WoBD+6I+bZ5kgChL3q3c8Ova5LVjVnktmXRlikPN+7nISpeirnp1sqFlFzgq7eBhFjg7FGgQ0/tgnqMVUPnZRJRO3fujKZNmwrzoqOj4ejoCG9vb61lSaCl51TLaAq2qudVz5W2DImxWVlZcHFxeSRrd+7cuY+sY1xcnJCxW5HvRoI03WTY2fF1i7VR0v51hxyvhA7AQN9WWPHwEM6kahclyyrIwcn468JAUKxCXddgNPSohsbu1dDAvSrc7K08zsnM4WPXeuF9a93w/rWdfZuWJhm09AGLthYMdfs9dkm6UG/d0BlOjnzhbexcW5VoS0WlTl7NRteWnIHIlMxqDZctJZkM72ED7mxN0XboOKBRS8DZMO5XHw+5EBNz+LzYzf3g2SwhRsbdhc+NTOloumzV0QgnDoiCrYrYSBZtbQjKtr148SIOHTpk6lXBzJkz8cYbb6inSdwNDQ2Fv78/PD09K3SDQXFa9HoWba2PsvZvAAIQVqs5LiTewe/XtwkFyoqjQKnAtYyHwrAex4R4hToewWjmWwvDqoehpkeQEb4Nowkfu9YL71vrhvev7exbZ2f9Nm6yaGvBXLmTi9QMyZ0XxtEIRqdNI2c42IuCrSoigUVbpiRiE/Nx8Gym1jEbYguV6SNuSuN1GxtMsFXRr6ObWrSlom/7TmXi8S7uBv1MxgqiEc5Ix2bdUAdU9SwA/vtde8GkOOOvHGMSKGN206ZNOHDgAKpVk9zVQUFBQi5tcnKylts2JiZGeE61zPHjx7Xej55XPad6VM3TXIYE2KIuW8LJyUkYikI3BxUVXekGozKvZ8yb8uzfFlXq4McqUxGZmYDzibdxNuG28Hg/o/hzHUUp3EyLFIaNEUfxZfvn0c6/gQG/BVMcfOxaL7xvrRvev7axb+30fF3FV2kWzNGL2gVTOjTl7krGxsXJDq0bSNv96IUsLnzElMi6A+lC/S0VI3ragMuWvvD9QgePrz/g4WXwj+zQ1AWebtLfG0UkMExp3HyQh8g4KRqhRytXYMdqILGIcJEq5iUz1i3gk2C7du1a7NmzRygWpgkVHnNwcMDu3bvV865duyYUKwsLCxOm6fHChQuIjZVc2jt37hQE2caNG6uX0XwP1TKq92AYYxLi6of+1doJRcv+7jkT6x+bi4/bjMcTNbuinmdV2BUpYEbkKwsw+9QfuJHykHcWwzAMwxgIG7B4WS8kEKqoF+oAf2/enaaA3JKqmAoqSkYO6KZ1OFuY0SY7V4HNh9LV07VCHGwjgzouGsgqdDBWr2OUj3Swl6FPO1es2Sdu74u3cvAgNg/VAriYClO+aIRetTOA71dKM6bMARq3Apw5/sYWIhH+/vtvrF+/Hh4eHuoMWi8vL8EBS4+TJk0SogqoOBkJsa+88oogtlIRMqJv376COPvss8/iyy+/FN5j9uzZwnur3LIvv/wyfvrpJ7z99tuYOHGiIBCvXLkSmzdvNun3ZxjC18kDPYJbCAORkZeNi0l3cC7xDo7FXcX1lAfC/Mz8HLx1/Df80vk1BLuKxfoYhmEYhtEf7LS1UKIT8nE7UqrGztEIpqPotqeIBIYpyq7jmUjLVGi5bKkbhdVzXyMaoXpd8fHSKWDJt8BnbwB3bxjkY/uFacchbD/KblumlGgEDdG2bjUHBJ1cB+QWFsrrMxxo3ZkFWxth4cKFQjGJHj16IDg4WD2sWLFCvcx3332Hxx9/HCNHjkS3bt2EqIM1a9aon5fL5UK0Aj2SmPvMM89g3Lhx+Oijj9TLkIOXBFpy17Zo0QLffPMNfv/9d/Tr18/o35lhysLNwRkdAhrhxYYD8Wvn19BeIxIhMScNbx37DSm5/D/LMAzDMPqGrZkWyrEi0QhUeIcxDf4+9qhf3RHXI3KF6SMXsvDCMO2q0oxtQ6LQGo0CZNR1n5ygNsE9TdG20Gn78B5weEfh+F2gZj29fywJb7VDHNSNWzuPZeC5x71gZ2cDQjmjE7cf5uGhRjSCUICs50TA3RM4tAMYPIa3qI2dr8uCCkwsWLBAGEqiRo0a2LJlS6nvQ8LwmTNnKrSeDGMq7O3kQnTCK+E/qx23ERmxePfEYnzf8WU4yR155zAMwzCMnmCnrYUSriHa+njaCaIhYx5u23tRJABILmiGOX0tB3ejpN8EFcVycrSR0+/jY4CZ3wJjpgC1G4nzgqSiPogRb/j0DbmY+4W5qadjkwpw9nqhc5JhNNhXJBqhG+XZOjkDQ54BPl0MuNlA9jTDMIwOuNo748t2z2tFIlxMuou5p5ehQKkR3s8wDMMwTKWwEdXAusjKUeDMNTFDlejYxIXdYyamU3OOSGBKZvWeVPU4FZMc2k27675VQ+JXncZAryGAp/ejom20YURbonc7N2F7q9h2VMoUZpjiohFqV3VAaKBG9rF94fil08Cmv4G/fgAyuQswwzCMn7Mnvm7/IrwcpAbSgzEXMf/i2nI51hmGYRiGKRsWbS2Q09eykSf15ETHIpmqjPGhrtj+3nL19JHznGvLiDyMzVMXqiO6t3IVIjVsmiqBkhhmQNHW11OODk2k8+PBM1nIyGIHEKMdjfAgVvxDdVVmYVB9qYFFi+P7gHVLgf1bgIQY3oQMwzCUeuQegC/aT4KTndTYtfbeYSy7tZu3D8MwDMPoARZtLZCjGoWuHOyBNg2dTbo+jNgVWzMi4fzNHK2iU4ztsnZ/OjQNJ1SAzOaxkwMBweJmiI0EFAUG2yT9OkoOoJw8JQ6c0e4Kz9g2+zV+D2MLtmDYrjeB1f8Dsov8Tnz9pfGkOCOuIcMwjHnTxKcm5rYZBztImfG/Xd2CbQ9OmHS9GIZhGMYaYNHWwqDuRkcvSq69FvWc4erMu9HcIhIUCuD4JXbb2jrk6twWLnXJb1DDEY1r2VD+9JkjwI7VwNVzQG6RPNnAwoiE/DwgIdZgq0BFGqnwm4ptR7lrO/NoNEJVZQyeVOyCrCAf2LkWSCviuPWpIo0nxfMmZBiG0aBzYBO80Wyk1jb5/NwKHI+7xtuJYRiGYSoBq30Wxo37eUhIKdASJBjzoGV9Z7g4SS6DIxqOaMY22X40A5nZks12ZE8PwZVtMxzeCaxcBHz9DpBYxJ1opFxbRwcZerV1VU9fuJkjRFYwzJ3IPNyPEaMRXs7/D/Yo/G/tNxLwDyrZaVv0t8wwDMNgaI1OGF/vMfWWoIJks0/+gWsphvuPZxiGYRhrh0VbC+PoRW0hkPNszQcSh9o2kqIqyGmbX8CFGGwVhUKJtfvS1NN+XnJ0by2JhzZBxC3x0ckFCAgxiWhbNCKB2HGM3bYM1FEZbRSX0Vl5TtwkXr7AgKce3TzstGUYhimTSfX7Y2Boe/V0VkEO3j6+CJGZCbz1GIZhGKYCsGhrYYRruDdrBDsgpIqNFzQy44iEjCylkG3L2CZUfOxhnFQxcEhXdzjY25DLNj0VSCyMPaheG7CzM5loW7+6I2oGO2iJtiSqM7YNRSPYKQswtWCFNPOJiYBzMT1YfDQzbTkegWEYpjioN9GMZk+io39D9bzEnDS8dew3JOdKcVEMwzAMw5QPFm0tiMSUAly7l6ueDmvKBcjMDapUb6ehyx05zxEJtsqavWlaBQMf7+oOmyLipjQeWufR54NCgbA+wPAJQIceBr+J1HTbxiQW4NwNblCxZe5E5uJedD6GKPajpjJKnFm7IdChV/EvcHEVHeMExyMwDMOUiL2dHHPbjEcDL6lx9n5GHN49vhhZ+fzfyzAMwzC6wKKtBXGsSGErjkYwP7w95Ghc20k9HX4+Uyh2w9ieIHTqqlQwsFdbN/h4yGGT0QhEjbqPPu/mAUx6Cxg0GqjfzOCr06e9m5bZl/KGGdt22Xoq0zGhYIM0c/TLjzrCVVAWtSrXlpy2fF5nGIYpEVd7J3zZ/gWEuPqp511Kvof3Ti5BLhV8ZBiGYRimXLBoa6HRCB6udmhSSxIHGfOhUzOpa21UQgHuRnHRI1tj7T7tLoBUgMzm0HTaVi9GtDUylCncTiNz+sDZTGRlK0y6Tozp2H8mSxBsPSHm2iKst+i0LQ1Vrm1uDpDB3XwZhmFKw9fJA1+3fxFejlJPlxPx1/HRmWXIV0hFlRmGYRiGKRkWbS2E3DwlTmo499o3cYZcbkP5mBaaa0uEc0SCTZGaUYCdGoWumtd1Qt1QR9gcKqetvQMQXB3mQL8wKaIiO0eJ/YWFqBjbghrSIiMz0UpxVZjOkzsBI54r+4U16wMNmgMdewHsFGMYhimTUHd/fNPhJbjZS42m+6PP46sLq6BQcsMpwzAMw5QFi7YWwrkb2YLIoKJj02IKpTBmQWigPar6SwXijmg4pBnrZ/PhDOTkScfqCFt02WZnATEPxfGqNQH7Ugom5mQD928DCYVFywzsgqdeCio4IsF2oxHyZA540WEOfpE/gdTHnpFctKUxYgIw40vg+bcBLx9jrCrDMIzFQ9m2n7ebBEc76Vpgy/3jWHB5I0eIMQzDMEwZsGhrIRy9KAl/FLnXrjEXITNXqOiRptv2yt1cJKZyNzBboKBAifX7pQJkgb5ydC7ivLYJSIRVZX4Wl2er4uJJYOowYO4U4OA2g6+Wo4MMPdu4qqepGFlUPGfr2aJoS5Bwe6zqQPg98aSpV4lhGMaqaelXB/PaTIBcJt16rryzH3/e2GnS9WIYhmEYc4dFWwuAClkd1XBrNq3tBE83GytqZGGEaeTaknZ1TEN0Z6yXg+eyEJskCfRDu3vYZoyJk7PYhTykBlCjXsnL+QVK49EPjLJq/cKkbD1ih0aUBWP93IvK08oZ795aEvEZhmEYwxEW2BizW46FDNJ10eLr2/DfnYO82RmGYRimBFi0tQDuRecLBa1UdNQQBBnzpGkdJ61u2ByRYBus2Su5bJ0dZRjUWcpQtSmq1xG7kH/0K9B9YMnL+QeJXQeIGOOItg1rOKJGkNRFc8fRdCgUUpwFY93c3bQHNZSR6ulurSoo2qqc5AzDMEy56VO1Fd5q9oTWvPmX1mLbgxO8FRmGYRimGFi0tQA0XbZEGOfZmj32chk6NJEiLE5dyUZOLhdcsGauR+Ti4q0c9fRjHdy0hHumGKhImX+wOE4ZuAqFUeJL+nWUxHRqELtwU9pvjBWTnIAOxxfi97yPMCV/BUID5KgV4lD+1+flAp9OB2Y8A3z/niHXlGEYxmoZUiMMLzccpDXv83MrcDD6osnWiWEYhmHMFVYULIBwDdE2xN8e1TVcYoxlRCRk5ypx5hoLQ9bM6j2pWtMjethgAbKKEFhNfMzNAZLijfKRfdq7wk4jtWI7RyTYBOl//w/OymzIoYAj8tG9jZsg4uvUyPDwnvg7jY8x5KoyDMNYNWPr9sbYOr3U0wVKBT44/SdOxd8w6XoxDMMwjLnBoq2Zk5JegEu3JbGvY1MX3W4yGZPRrokL5HbFi++MdZGYUoC9p8TiRkTbRs6oEayDg8+ayMkWh/ISVCjaGjHXtoq3vbCPVOw7nYmsHHbC64yiALh0GoiPhtlz5xrcT+8WRtPgiiXyIeiuazQC/ff6VBHHSbjliASGYZgK81LDQRhao5N6Ok9RgJknFuNS0j3eqgzDMAxTCIu2Zs6Jy9nQjFvUdG9aHST0FEjZvZaOu4sdWtZ31sq15exM62TDwTTka/x0R/S0YZft8X3AtOHA7BeA88d1E22NlGtL9OsoFSTLzlHi4FluVNGZPRuB72YB814FMqQ8Z7ODxNV/f1FP/ikfDI9AH9SuWoGGFV9/yRmeka7HlWQYhrEtyITyetMR6B3SSj0vqyAXM47/htupUSZdN4ZhGIYxF0wq2h44cACDBw9GSEiI8Me9bt06recnTJggzNcc+vfvD1si/KIkJLg4ydC8rhOsDqUSzuePQvb+i8D+zbAmNEX2hJQC3Lifa9L1YfRPbp4SGw9J4k21AHu0byyJ9TZHxE1RJIu+Dzg6maXTlujcwhVuLlKvhR3HJKc0U05UQmh6qijWmyu0breuCKP3EIT1dt3RvbVrxXqtqJy2RFKcHleSYRjG9pDL7DC75Rh0DGiknpeWl4U3jv2KyIwEk64bwzAMw8DWRduMjAy0aNECCxYsKHEZEmmjoqLUwz///ANbIb9AiROXJNG2XWNnONhbYTTCgzvwXvkLZNTddN1SIC0F1kJRZzRHJFgf1LU+KVXqWj+8hwfsNANTbY2IW9J49Trlz7Q1stPW0UGGXm0kt+3Z6zmIS9bo1sDoBmW9mmsPjv8Wqyd/th+FApk9erTWMRqhqNOWYNGWYRim0tjbyfFxm/Fo4VtbPS8hJxWvHf0Z99O5cYxhGIaxbUwq2g4YMADz5s3D8OHDS1zGyckJQUFB6sHHxwdWD4mW/y3GpesZSM9SauXZWhUP7wInDwhOu6yWncV5memicGsuUFzDmXDgyK4KvTy4ij1qa1QnP3Keu2BbE0qlEmv2St3C3ZxlWt3ubTLj9P5tcdw/GHB1L/s1nt6AS+E2S9Mu5mZo+oVp76uD5znXVic+/Z80flt0spod21apC9yFy5rhhF1TVPW3r1g0wiNOW+MUzmMYhrF2nOWO+KLd86jvJTXkRmclYeqRH3E9xXgNugzDMAxjbph9pu2+ffsQEBCABg0aYPLkyUhIsPKuMgmxwBdvCjeaLv98D5lSFBGoF2eHmvmwKvZuAn75FLK3xiK7UUsonQpF6QNbxC7WpiYvF3hvErBgLrDqdyA/r9Ju25sP8hCTaGX70Ya5dDsX1yOkyIsBndzh6mz2p1XDEf1QzPosr8tWdXJ79xtg/irg/Z9gTBrVdBTiLFQcPFcgCPFMOQkIAUILnVEk1mdmmNemS4gRRVvquQI7LLQfJYxXOBqhqNM2kR1gDMMw+sLNwRlft38RNd0D1fOSctPxavjPOJNgBvcFDMMwDGMCpLtVM4SiEUaMGIFatWrh1q1bmDVrluDODQ8Ph1wuL/Y1OTk5wqAiNVV0bikUCmEoDppPN+olPW80IiMgmz9bjAkgo1r0BfjJUxAPHzzufwven/wIxbjXgLZdYfHk5UF2Yj+E2+b8fOTUaQLFoNGQr1ki5GEq/14I5YwvRUHHVMjtIateFzKqjJ6WDMXpw0Dbbjq/TcdmTli+XZo+cj4TQ7uVw4FoRMzmGLAw/tsjOUPppzqkm1uFt6FV7IN7N9QtgYrQOvSlyve64OqFLzL+d+/bwRX/2yjux5gk4MLNbDSvZ2W9GgyIrF5TyEiwpd/ujYtAs3YVfi+9HwPpqZAFhED28C7W2PXGA5koBHRt6Vzxz/DyVf/GlYnxUFry8WoG5yGLPt8xDKN3fJzc8VOnaXj7+CJcTo4Q5mXkZ+OtY79hbutx6BLUlLc6wzAMY1OYtWg7evRo9XizZs3QvHlz1KlTR3Df9u7du9jXfPbZZ5g7d+4j8+Pi4pCdnV3iTUNKSopwo2JnZxqXnMP9m/BZ+h1kWaJTKcc7AFMzpiNe5oMaykhMi/wOMkUu8PsXSE5NQU7T9rBknC6fgk9htfGsRq2QlJUDRdMwBBzYCvv4aMhuXkLKro3IbtHR6OvmueFP5FcJRmbHPnBs0Qm+pw8J8/N2rkNS9YY6v5+PixJebkBKoQlt/6kUhDU0r6JH5nAMWBoJKUocOiu5r1vXl8FekYjYWNvdBx5XL0AVOJDs6Yfcim4MI9KqjlJoPFL5a9fvT0SQVwW7ztsgToGhUIUWZZ49hvTAGhV+L70fA04ewItzsH3+PvyX1kaYFegDeDomITa2Yg2CsgJA5QHLjXmIJAv4jZvzeSgtTYqXYRiGIbwc3fBdx8mYfXIJTsRfF+blKvIx+9QfeKf5UxgQWvHGQYZhGIaxNMxatC1K7dq1UaVKFdy8ebNE0XbmzJl44403tJy2oaGh8Pf3h6enZ4k3KdRVkpYxiVhy8SRkS76CrLBbsbJ6Xaxp/Bai94jrEoEgZDbvCq+zuyFTKISiXUovb6BNF1gqstWn1ONO3QfA29tb3P5PTwZ+/ECY77VzFTy7PgY4G9H1dukU7I7vFUY97l2D8tWPoNyyHLKYh3C6cxUBBTlAcKjOb9upeSK2hotC7eW7Sji5+sHLvXi3uCkw+TFggawPT4FCKYm2T/fzQ0CAs03vA1lClHrcu3kbwNP8M8gDAoDWDeNw6qp4/j1xBXjr2SpwcbLMfWA0oiKA88cBO+k85vbwNlxpg5rRMRAZl48/07tC7NYB9GzrgcBAr4q/IblQR70IePnAIaCqEN9kTRj7POTsXPFzJsMw1ourvRM+b/c85p1djr1R54R5BUoFPj33D1LyMjC6dg9TryLDMAzDGAWLEm0fPHggZNoGBweXWriMhqLQzUdpNyB0k1LWMgbh2F7gf1+LBa+Ihi2ROXE2/vkkSe39Cg5whOfkN4C/5MChHYJwK1v0OWA3yzKF2/RU8Waf8PKBrHFryBISxO3fogPQvANw/hhkyQmQUR7hiAnGWa/sLGDZj+pJWbtukFEMR/dBwMrfhHl2B7cBo1/S+a27tnRTi7b5BcCuE1l4snfxjQimwmTHgAWSnavAlsNSficVNWrVwKXiOZnWsA8oCzbiltSF3NtPt2PvwFYg5gHgFwAMlHpZGIP+Ye5q0TYzR4m9p7LxeBfzijAxO+5cA1ZrFCLz8oUssKp4DFTiOND3MXDgrHbxxx5t3Cr/3n1HwJox5nnIIs91DMMYBUe5PT5o/Sw8L7hifUS4ev6CyxuQkpuBFxsMrPR1F8MwDMOYOya9Wk5PT8fZs2eFgbhz544wHhERITw3Y8YMHD16FHfv3sXu3bsxdOhQ1K1bF/369YNVsGsdsOgLSbAlAfa1j7D+eAHSs6RiOKMf8xTFw3HTgc59xZmUA/frp8Apseu+RXFiP1BQWIyrQy+gaD7xUy8B9oXdk/dvFgUdY7B+qVgIjmjYUtrWnR4DHBzF8SM7gZziYzZKo11jZ/h7S99z06F0Lnhkwew5kYm0TCmLcUQPD75xoCzuzHTdipCpIOFm1SJg/xbg9BEYm64tXeHlLv0drtuXxsdnWSRrFAWd8Abw9XJg0gzT5pCriHkIxImu7/2npSia4Cr2qBfK0RcMwzCWglxmhzebPYHx9R7Tmr/s5m58dWGV4L5lGIZhGGvGpKLtyZMn0apVK2EgKNaAxt9//32h0Nj58+cxZMgQ1K9fH5MmTUKbNm1w8ODBYp20Fkd+PnDygDTdfSDw0kxkKeyxao+U8RbgI0e/jm6SsDG+iHD722eWJ9yG75bGw4qJuQgMAR4bDnToCXy40DjxCLevAbvWi+Mk0D77qiQ+uHsA7QoLkJEopbnfyolcLsPAzpJz735MPs7dkArmMZbFhoPpUgaymx16t3M16fqYBb7+wA+rASogOOhp3V7r6CQ6bAly25Jr14g4OsgwIEyVxgvcjszD+Zt8fJZKcqI0Xq2meYi1Kjb9A8x8DvlvT0BmxAP17O6tXblxhWEYxsIgN+3zDQbglcZDteZvjDiKD0//hVyVEYRhGIZhrBCTxiP06NGjVDfT9u3bYbXY2wOvzAW+nAG07gwMeUa46d14MBUp6VKr8ei+nnCw17gZVgm3tN3I9UkuXRJuX5xpGVEJ0Q+A21fF8Wq1gNDaxVeMH/Gc8UQAEtD//A5QtdYPeVYUjjWhiIQju8RxcgOqhHMdGNjJDX9toRxUcXrjoXS0rM95fpbGtXs5uB6Rq56mRhUnR+7iK+DqBjRoXrENG1gNiI8BsjKB1CShu70xGdzVDSt2kcNWnF63Px0t6vHxWS6nrS5RGIaGduCVM+J4ShJi7aTfUfdWemoAzM4EYiOBxDjxf6xKkH7el2EYhimRUbW7w9PRFZ+fW6F22O6LOoe0vEx82vY5uNrzfzbDMAxjfVhUpq3V4eYBzPoecBIvMnJyFVixK1X9tJ+XHAM7FZOrSMLthOli5i0JiaQC5ksFkcyao3tKd9mqMKZra/t/wMO74nhoneLzCms3FJ+7f0sUnaPvA0G6FSTz97FHx2YuOHJejHs4eCYTSWkF8PEwn4JkTNls1HDZEoO7cvapXgiqJhQCVDfuGFm0DfS1R5v6Mpy8Jqq2B89mIi45H/7e/DdZqmgrswM8vKX5FB9D8TZFY2+MRdR99bpdc6qPvHwxDiHIT4761QtjbirL8f3A0vni+DOvAD0G6ed9GYZhmFLpX60dPBxc8f6pP5GrEB22p+JvYHr4Qgyt0QlZBTnIKshFVn4usmk8P1eYzhbm5ajH7WVydAlsgmE1O8PXyYO3OsMwDGO28N2oscjKAFb8BoycCHhoVK4uFGyJzYczkJQquU5H9fEQuu0WC1XsnvC6KOA2aiVGCVgCJNRS6/ixfbqtc2YGEHETaNhCv+tD4tDG5ZL4QC7m4sQGEpH7DgfuXBdv0HUUbDUFPpVoSwXJtodnCG5qxjJIz1Rg9wkpI7NNQ2dUC+CMTL2JtprHZUUdu5Wgbzs5Tl4TbwKpA8Cmg+l4brCGIMlIpBTGI3h6i+dMio3ZuRa4ewN46wugXhPTbC2Vy5aKkOU0AApP591b6TEagaJAVJDbljEpCoUC+/fvF+Kz7t27h8zMTPj7+wtxW3369EFoaMX+rxmGMU86BzbBNx1ewrsnFiMjX6wzcSXlPq6cX6HT+9xIfYhlt3bjsaptMKpWN9TxLNLLjmEYhmHMAO7TawxSkoCv3gYObQfmzym2sFZunhL/7pRctj4edmU7+ATh9g3LEWyJwKrA8AnAZ0vK36X28A7gvUnAT3MloUBfbFgmuZRJlK1Zr+Rlw/oAY6YAITUq/HFtGzkj0FejINnhdChUeQmM2bPjWAZy8qT9xS7bQlKTgSXfAns2SK71yoq2JqBJLRmqB9prHZ95+Xx8PoKiQDoXqxzRFGtx64pYZPLGBZgMDdH2lKyRVp6t3vCpol2AjzEJWVlZmDdvniDKDhw4EFu3bkVycrJQE+HmzZv44IMPUKtWLeE5KmrLMIz10NKvDn4Mmwofx8r1dspTFGDL/eOYcOBrvH70F4THXIaCi5sxDMMwZgSLtoaGKlh//gYQcUucjo8WhyJsC09HfHKBevrJ3p5wrmhO5sFtwJlwmDW6OJ5ICEhLFnMEVy/R73qMexXoNQQICBGzbA2M3E6GQRoFySLj8nH6mugSYMwbyt+mHGLN+JJOzY1QJM8SuHdDbFz5+2fg8M6KZ9qqoGJkJoCcmEO6Sccn9Xw4cEZyVuu0PUjItlbSUqQsclXjW/1m0vPXL5pmvSjj/ep5YTRV7ok7sqrqaIQGNfQUjUD4aDhtk9hpayqoSC0VrF20aBFSU1MRHh6O1atXY9myZdiyZQsiIiJw69YtdO3aFaNHjxaWYxjGeqjnVRU/d34FNdwLC5lq4Cx3hLejO4JdfVHbIwiNvaujTZV6QiRCn5BWqOamcR4v5GT8dbx94nc8u+9LrLt3RIhRYBiGYRhTw/EIhuT+beD790SnrapL5fRPgJDqWovlFyjxz45UrWr0msKBThzYKmbtye2Bye8BLcNg8QwfD5w8CGSmi8XXKJ6AMmb1gbOr6J6lHEaNqIpyQaIFic86drkd0Mkdf25OQUGh5rHpUDraNmLxz9w5fzMH96LytArL2cuNmL1szty7KY3XqFtx9yIdg3QsmshpSzzW3hWLN6QgK0d02K7bn4be7dx0K4T13WwgPUUsUvXhQlh3EbJCpy01fHn5iP93Ny+LAqqxc23vXBMb9wCcUDaEkiJvAHTTZzSCquAe/XfQZ7HT1mTs2LEDjRpJburiqFGjBmbOnIm33npLEHEZhrEuSHz9o9sMxGenwMHOHi72TnCWO8Cu8PxfEuSmDY+9gpW39+N0gsY1DICIjFh8c+E/LLq6BUNqhGFEjc7wd+GoJIZhGMY0sNPWUJDT6MsZkmAbXB1499tHBFti57EMxCRKLtuRvTzg6lyBXUNiwY1ChxN1UV34CXDWTLoEXjwJbPq7WJdxmVCRm6EaLlhy86lcXvpCF8E2PRXYvhqY84IoTugIOTQ7t5BE2sPnspCYIu1/xvwLkNnJoOWYtnmoQJ8KKthXEUhUo/gUgs4TJiqu6OZih74dJZH20u1cXI/QwW2TmiQKtoSqQJe+z1emhvRsajjzCwD8AqX9V78wh5jETGq0NGk0QkPDRCMUjUigTFv672WMTlmCrSYODg6oU6eC5yaGYcwaezs5glx94efsCVd7pzIFW4KWoWzc+WFT8L+ubwoFzhwodk6D1LxMLLu5G0/umYePzixDXJYV96BhGIZhzBYWbQ3B2XDgu1li8TEU3ty+87V28ZJCCgqUWL5dctm6ucgwvEcFq5jSTfNzGhm3gnA7zzyEW8q6XLcUeHcCcPe67q/v8biUJUuvP7Kr4utCwnZCTMVff/44sGoREPMQ2L+5Qm/xeBdJ8CPH7dZwSRDUSTz+4QPTdUW2IZLSCrS6yXds5oIAX+6ooEYV/+LoBAQVCq8VoWk7oH13YNDTJhNtiWHdtM/B6/enlf/FD+5I43evAV+8KTZYWROU/T3re+CLpcCg0dL8+k2l8esmyLW9LIm2p+1EQa9uNQc01Gc0ggrfQtE2LxfI0OH3wRgMyrMl9y3FIyxdulRrYBiGKS1m4b2WT2NVrzkYX+8xeDlq964pUCqw8+FpTDnyI5JyKnC9zjAMwzCVgEVbfUPFxhZ8LN7IEU3aAG9+Drh7Frv4npOZQq6pihE9PODuUondQq3Ek956VLg9dwwmg9zG5LQlSLiuXoHu09TN9unJ0vTq/wGZhaK4LlDEwi+fAu+/JFY6r4gDrm1XwK1Q1KHYBsp31JHWDZwRXEWj4NGhdBToUpCMROePpwHnjwG/fqr/Am2MFtvCM5CvYYbmAmRFjinK7iZCa4vnoIoyYgLw4kzRWU/dz01EjWAHtG7gpJ7efTITqRnldMM/0CjERsW5blwSG5mszW1bHJq5tqpeH8aC3K5uHsizd8J9BCBWJmbtjurjqd9ohOKKkZHbljEpGzduRPXq1dG/f39MmzYNr732mnqYPn067x2GYcqEnLrPNxiA1b3n4O3mo1DTvbAnSSHRWUmYc+oP5Cmk+zaGYRiGMTR2uroYlixZgokTJ6J3794ICwvDkCFDhAq9R44cMdxaWhJUNEtVdZSE01c+LLHrPYl0y7dJgp+Lk0yIRqg0JJpMLEa4JYHPFJzYLwkWHXsBdhUUpRu1BNp0EcepMNnGZbq/B4m9JHBSbiZ1pa3IzTy5CTs9Jo6TG5BydnXEzk6GwRpuW4rHOHlFh4Jk3lUA/2BxnL7Pr5+JGZKM3lEolNh0UHLSUVGjto10zD+2BZctUZEGGTNlWHfpXJybp8TWIxm6O23dvaS4h5uXYPVQDJCqQYuctsYUqmUy5L38PsZ5/4CZDq8Ks/y95ejRxkDiv1YxsnjDfAZTbt58803h2jQ9PV24Vk1KSlIPiYncqMkwTPlxkjticPWOWNr9bXzT4SWtomXnEm/j+4trhOK0DMMwDGMMyqWeRUZG4vnnn0dwcDDmzZuHrKwstGzZUhBuq1Wrhr179+Kxxx5D48aNsWLFCtg0z7wCtOoE9B4KTJoB2DuUuOiB05mIiJFaa4d294Cnm54Kt8gLhdv2PSRx8WcSbo/D6GhGGXTsXbn3GvUC4OAoRS5E3iv/a0lE2L9FHHdyAcZOq5hoS3QfKI3Te1ZAnOgXRoWspOlNGpmpJZKeJu1fciSqKrfTd1v7h87rwJTNqavZiEoo0Iq2kFOoLSMSoVHAo7r1ZEaGUQSGj3SAbjiQVj43/MNC0ZYy9UY+J82vQOOOxUENcvUKIxIoMiDKuIWf9pzMQEyqDJEysZI4NYIarFigymnr6i42AjIm5eHDh3j11Vfh6mo6hz7DMNYF9dJo798AX7SbBHcHqRbFhoijWHePzUoMwzCMGYm2rVq1gq+vL06dOoVbt27hn3/+wTfffCMIuD///DMOHDiA+Ph4zJkzB99//z2+/vpr2Cwkpr00Cxj9cqmOUnLvLdsmZdk6O8rwZG8P/a8LCceUEakSbsmRSVmoxuLhXUnUoRzEYgqx6QQVvRkwShx3dAZiIsv3Ooqr+PN77W7YVESnogRVE52/RGwkcOWszm/h4yFH15bSDWb4xSzEJeWX7uJ++xlg43Lx+3h6Ay+/J1Vo37YKOH1Y9+/ClMqGA5KYTiJ7/zAuQFai07aGnpy2dK6qTO60HpDLZRjSVdrXJNwfv1SGOEdu98hCoZKKqlGjmSrm4eQh6xH3fporZvUu+uLR5zRzbTV/GwaGXE8rd0mOeDdnmWGLBVJPlgXrgB/+k/5jGZPRr18/nDxZGMPEMAyjR6q7B2Bu63Gwg9QIOP/SWpyKv8HbmWEYhjE45aqkc/nyZfj5FTr6SsDFxQVPP/20MCQkJMCmsS97sx4+n4U7kXlaGZkk4ukdQbh9WxQT7t0EnplWYr6uQQjfoz+XrYr+T4riR/8npOrsZUGFgKhwmKowXM/HK78eVBxNJdZSQbImrXV+C3Jt7j0lFrgis+6WIxkYP6iwS7UmigJg+QIgNwdY/xfg6SO6fes2Bp58Afj3F3G5Jd8AVWuKghFTaUhED7+QpZ4mkd3X0wDHqSWjapSR20vFAivDlzPEKAFyMH6/EqZkYGd3/LklBXmFbSnr9qcJDtwSoXOMqoBatVpiNE7bLsChHUB2JnDmiBgRY+ncuSpmlfsUI6y37iw2rpF4W97zc2XJy8Wpqzla/6l0bnWrTD58WZQQe8QYjw0bNqjHBw0ahBkzZgjXq82aNYODg3YvJ4ryYhiGqSjkuJ3aeAh+vLxeXZzs/VN/YlGX1xHiVvo9MsMwDMNUhnLd0ZQl2FZ2eVuDHEF/bZWybB3sxWIpBoOE2+feAOb+AjRtC6NBQuOxPdI6qKIaKgtlyj75fPkFAcqYJBeqsB72wPjplSuWpKJFR8DLVxw/Gw4k695Y0bK+E6oFSCL/lsPpKCgopgs2RTCoxDESZbv0k56jKI523aXCRz9/bD2OPhOz+XA6NHvEazovmUI69wXadgOaty81Dqbc0LFJLRjUI8CYvQKKwdtDjp5tpCrSJy5n436MJAyWmmdbrab4qMq/JsI1omIsFWoATE0Wx1XxLJpUCRKzx40l2BKnDqHpj89iXt5PaKK4BbkdMKKnnnuuMGbHsGHD1MMLL7yA+/fv46OPPsKTTz6p9dzw4cN1el/qPTZ48GCEhIQI3aPXrVun9fyECROE+ZoDFUDThHJ0x44dC09PT3h7e2PSpElC3q4m58+fR9euXeHs7IzQ0FB8+eWXldgaDMMYmidrdcPA0Pbq6dS8TLx7cjEy8/mam2EYhjEc5bahUDRCz549kZr66E10SkqK8Ny5c+f0vX5WybGL2bh5X7rxpy6cfl4Gdu9RF11jO4OunZcKtDRpK3bnNzYkHFMsgqpIF0UrkOipL0d118IbNRKZDm7T+S3oZo9c1irikgtw7JLk7BQggWTtn9I0ZfGqIhHENxGFaCoCpIqk+OsHsZo6U2HyC5TYfFgqPlU90B7N6znxFi1KvyeAl2cBU9/Xz7ah6BEV0Q9Mvr2HddcW6jeUlj2dmiQdm+S0Jeo2EYVM4vJZyy9aRd9RdW4pTrQ1AaknT8FZkY1OyvNwQB56t3ODv0+5OhIxFoxCoSjXUKBjkc6MjAy0aNECCxYsKHEZEmmjoqLUA8WGaUKC7aVLl7Bz505s2rRJEIJffPFF9fN0Ld23b1/UqFFDuL7+6quv8OGHH+K3336rwJZgGMYY0DX7m02fQFMf6T7iTlo0Pj6zHApVEWqGYRiGMZVoSxm2vXr1ElwDRfHy8hIKkdFFJ6Oby5YyMkc/5mmKFQFuXzPsZxzbJ4130lM0QnGkpYjRAQmxjz63ZyNwp/B7BoUCg0br97NJtKWCQ+T+zSvFgVcKfTu4CW5rFZsOFRGF/lsMZBbOC+ujnRmpwtkFmDJHLLCmQscbVUYbikVISJG2IYnrdMHOGBgzE20b1nRCgxqFxQ8pOjo8HVnZJdyc9Rkm5px+8DPQoLk4j7LNwwrPf3RTd1QjMsYS0exR4F3Y08CU0H/Z5TPCaDYccElWR//58CVBPSCWzgd++pAbyUzEuHHjsHr1akFo1RcDBgwQajaU5tB1cnJCUFCQevDx8VE/d+XKFWzbtg2///47OnTogC5duuDHH3/Ev//+KxT2JZYvX47c3Fz873//Q5MmTTB69GihkNq3336rt+/BMIz+cZTbY16bCQhwlowoh2IuYfE13Y0bDMMwDKNX0fbYsWMYOnRoic9TV7IjR7iSZnkq0V+5m6uepqJGAb5GdgRR4axvZwGfTReLWxkKKsY26S2gZZgYJWAIrl8E3psE7N0oipvFCUC+/uL4+NcAB0l80QtUzGzqHODr5WJxswrg5S5H91ZSQbJjl7IRnVAYonnjklR13sUNeGJSyW8UHCrGYDzziliArhzZykzJbNRwVDo5yNC3I0cj2KJoSwzXcNtmZCmx60QpAhFFRITWFo9XFSrRlhp4EotpXLIkkhOlca8SnLZUKPHYXtHxv06jl4ABSLh2D5654jqdl9VHi8YeqFNNz+f5kjh9CDiwFTh7FMiQiqAxxqNu3br49NNPUaVKFUFsXbhwIR4+LMyvNyD79u1DQEAAGjRogMmTJ2vVcggPDxciEdq2leKo+vTpAzs7O+FaWrVMt27d4OjoqFVM7dq1a0hKSjL4+jMMU3H8nD3xabuJcLKTIqGW3tyF3ZFiAyLDMAzD6JNyqzp0EezhUbJ7xd3dXegixpTOX1uleAkyYD3d1wQuW8pfvVJ4YUEuoTk/GUbgI/cnOUNpMBRVa0j5tCf2Az0GSQ43gjJ8P/oVuHASqFeMQ1UfkChdScjFuetEpto4tuVIOiYO9AD+1uieOXw84CW5eYqlbddKrwsDPIzNw8krUkZZz7au8HA1YFEjSyXyHuAfrN/GkEAN0TbGPETbHm3csHBNMlLSRYftuv3pQqGrcjuvA0LEBqyGLQGfKrAep20p8QhLvhWLslE0xLDxBludS1uOoVvh+Gm7RhjVx4hZtj6FDYIExV4Ys8gnI/D+++8Lw4MHD4TCZJQ/+/rrrwvuVTIaUAGyli1b6nVrUTTCiBEjUKtWLdy6dQuzZs0SBGMSYuVyOaKjowVBVxN7e3v4+voKzxH0SK/XJDAwUP2cpnNXRU5OjjCoUMWVqWIgdIVeQ72/KvJaxvzh/WtY6nmE4N3mT2Hu2WXqeZ+d/RchLn5o4KVxHWMAeN9aL7xvrRvev7azbxV6vrYqt1Ln7+8vOACKXmSquHr1quB0YErm3PVsXLiZo9UtPriKCdyQvYeJXXQjbon5pzvXiFmvloibh+hwJfGZ+GehKEJrZr5Snm871W29edK0jhNqBDvgXpQYsbD1SAbGO++D/P5tcYHQOkD3QRV7c4qN8PHTT/E1G6FoRIVm7rAWVPAt5iFQvQ5sjvx84KNpYpf/5h30l2nr5y+6VUnwMxOnraODTMge/3u7KJLciczD+Rs5aFFfh5xwQzZeGZOUcsQjkIhfuyFw/QIQHw0kxkk9HvRIeqYC9tclZ1NsUDO0aWjE7HZNAZ6+IzmsGZNQrVo1TJkyRRjS0tKwdetWrF+/Xoj1IsMB9QYjRyyJuZWFogxUNGvWDM2bN0edOnUE923v3oaLgvrss88wd+7cR+bHxcUhO1v3Qkh0Q0E1Kegmg1zAjHXB+9fwNLUPwYjgMKyJChemcxR5mHl8MT5r/Cx8HAzXO4v3rfXC+9a64f1rO/s2LU2/PfDKrRhS165PPvnkkQq5BK0cPUfLMCWzVCPL1k4GjO1nIlcOCZrjXgM+mS4KLhuXi9W+yQ1miXTpC+zbDETcFKu3714HPDZCLNBlbLIzgcgIUbDQtSBZF3f8tErsFpmYnIesPduhvuR7Zqq2EK2Lq3rx12LW5tBndX+9DZKbp8TWcKn7e71QBzTUyDRV8+tnwMkDojX6+1WAu41Vq4+KEIVVQp9OW2pcCKwqNihRlAtlM1fkt69nSLj/d0cqFIU1uNYdSNcWbU8cAE4dFAuQdegF+BcWH7M2NJ22XqVk2lKPBxJtiRsXgQ499b4qmw+mYFC+mFmeDHeEDWhs3NxpTdHWVAXmaH9cPAm06AB4mKDYpxlCIu2oUaOEgYqQkZhKLlxywupDtC1K7dq1BdPCzZs3BdGWMm5jY7VjUPLz85GYmCg8R9BjTEyM1jKqadUyRZk5cybeeOMNLadtaGioYKoort5EeW4w6Hih17Noa33w/jUOr/gPR6wiVci1JRLy0jD/3mZ832GykH9rCHjfWi+8b60b3r+2s2+dnfVrIin3v8ns2bPRpk0boajCm2++KeR4qRy2VKTs+vXr+OOPP/S6ctbExVs5OHNNctn2auuKqgFSFpLRqVkf6D0U2LUWyM0Blv0EvP6JfoTOPRuA21dFZ1mjFoZ3eNL7Pz0Z+OJNcXrlIuD4frGivapqu6Eh4W7Fr8DB7QBl1H35l85C1mMd3LBoXTJy8pRQyuzwadB7+LTjXiA9BajTWPd1Iofbwnmi6EXCfK0GQPP2ur+PjXHgTCZSM6QuDYO7ejwqBFFeZ3K8VHyIBMx6+hcDzJp7N6XxGnX1n2tLom1BPhAfAwSavkEp0NcenZq74NC5LGH64NlMxCXnw9+78G/06jng5EFxIMGyNNGWjsnMNMsU2TQzbUuLR9AsmEjirZ5F27x8Jc7tuoinIO6Py06N0LOdkXOnNd3D5LQ1BT9/LP7f1mkEvPutaRorzRiKKyAh1ZAOWIpmoEzb4OBgYTosLAzJyck4deqUcN1M7NmzR7igp2to1TLvvfce8vLy4OAgXgvu3LlTuLYuLhpBVfyMhqLQzUFFRVf6b6vM6xnzhvev4bGDHea0GouXD/+AO2li/Mml5Hv49tJqzGwx2mANibxvrRfet9YN71/b2Ld2er6uKve7UdevXbt2CRV6qWtY69atheHpp59GZmamcLFJBSGY4lmm4bKl/++x/b1Mv6mGjZNuOi+fFoWoykIiFlXUpviF72YBcdpOEoNBglnHXtL03evAF29JTkBDQzs1NQnIyQLSUoDTh3V+C8pM7dFGKkh29JoCkZ2fBsZOq9g6CVmSGsXRfv9SFHKZchcgc3WWoXdbaZ8IZGYAv38lFolTQaKtrUHOdhX6jocww1xbYlh3yU1NUUWbNH4reHhHGq9as2Qn/qpFwNvPAH8WRrpYGj0HAyOeExv9Sstwrd1IckhTwUg9s/dkBuqmSu/r0Lw17OVGFixN7bSleBYSbAkqKnr1LGwVcqk+++yzCAkJEfJjSazVHHQhPT0dZ8+eFQbizp07wnhERITw3IwZM3D06FHcvXsXu3fvFrJz6fqXCokRjRo1EnqlvfDCCzh+/DgOHz6MadOmCdfOtH7EmDFjhCJkkyZNwqVLl7BixQrMnz9fy0nLMIxl4GrvjM/bToKng3S9uPXBCfx5Y6fQG5VhGIZhKoNO/TaoEu7FixeFi9cbN24If0T169fXe5EHa+Pq3RwcvyzljXVr5Srkl5ocKhQ2Zirw04fiNDlFm7arXDdvymAlhxxBzh9jOuSemAScOSLeyBJDnhGzMY0FZc6Sw5cg4boCzjLqgr39qNQ1f/OhdLwwrBJuvP5PALeviNslMx1Y+Anw7jf67c5uRdyJzMWFWzla7mcX5yJtW9fPi7EimtiiaHv/ljQequcGu86PAU3biOKtp/m4UVs1cEL1QHtExOSrs4+pAc6R/klV5z3fAMC1BMenoxNwdC+QkgRcOA6kJVue25a64dNQFk7OQI16oqhIx0dqst72JV17rNyVhmeUkqDfZFBHGB1Np22SCZy2Ufe1p7f9BzRqBVtkwoQJgqg6Z84cwfFaGXfbyZMn0bOn9P+tElLHjx+PhQsX4vz58/jzzz8FNy2JsH379sXHH3+s5YJdvny5INSSw5fcFiNHjsQPP/ygft7Lyws7duzA1KlTBTcuxStQQbUXX3yxwuvNMIzpCHHzw8dtxuONY7+ioPAacfH1bYjLTsbrTUfCnutKMAzDMBWkQmE7JNKyUFt+lm0Ti9eoeKa/GVWYbtlRzLM9dUh0iP63CJhQCadH+G7TFd6hrrrPvAL8vQBo1QnoIrpejEb9ZkBwdVGgoO7AJOKU5LgrgUZJJxHm74LwONHBtS08HRMe94KDfQVvQOnG9bk3pXzQezfEYm2Uacw8wgZN5ySJ6F2KEd+oG3xRKMfYliCbaURhkTy/AP3n+VKmLQ1mBglBw3p44IcVYvZ0UppCiEnoXTsdyMoUF6JM25KgmzbqEbD9PzEigRp5yLFqrdA5UeUEpVxb+q/RAyevZON2ZB4+kr+IxfJYPNfoIXpVE7umGxUXN7HQJTmoTeG0jbqnPX3plNhwaoMF0Q4dOoSDBw/q5dq0R48epbrjtm/fXuZ7+Pr64u+//y51GSpgRuvMMIx10LpKPbzWZDi+vbhaPW9DxFFEZSXh49bj4eZgxEKZDMMwjNVQrniEzz//HFlZYm5cWRw7dgybN2+u7HpZDbce5OLIeWnbdW7ugjrVzMzlSHmwLq5SRXhFQcXeh0QIVcQCOVzbdoPRCesN/LgGmPiW8bP96PO6D5SmyW2rC8kJkP3vG3wcNQfP5a8XoiZIFDp8rlAMqiiubsDk2aLLjziwFTi0o3LvaYVkZSuw85jkcm5axwm1qxZzrF4p7IIss7Ndpy01AFAUCFHdtmJx+nZwE2IzVKzdlwbc14hGqFZGQ00njcasI7tg1Wjm2pJoqyfIZSsgkyFaHoimzzwOk6GKSCDR1tjdYB9GlN5wakNQQS7uhswwjKkZXrMz3mz2BOQa14gn4q5hypEfEZMlNvgyDMMwjN5F28uXL6N69eqYMmUKtm7diri4OK2KuNRV7Oeff0anTp3w1FNPCZV7GZG/NLJsiWcHmkGWbUkO1dc/BZ5/u+KFw66cEXNdCSp4pW/3nSVAgoxKHA3fJUU1lAcqoJadCTtFAfzkaWrReeMhbfdnhSDn1bOvSNPLfwIiNLq3mysU6XB456PdgA3AnlOZyMyWRJchXYtx2VK3dlU3eCq+pSoQR0WIsiTB1+oxZJ6tmePqbCcItyou38lF/CWN7VGa05Yg9z3FBhDkfFf9niwBOh4j74mP5REo6zaRGs+uXdDLKty8n4tTV7O1inoG+BqmQne5oP86aizsM1wsnGcqp23DFsDU98WYIBvk+++/x7vvvivkzDIMw5iSYTU64Yt2k+AilyJTbqdF4cVD3+NasuGvZxmGYRjrolx3OkuXLsW5c+fw008/CcUTUlNThcIOlN9FRciIVq1a4fnnnxdyxZydufsHcTcqDwfPSi7bDk2cUb+6mblsVeijsrema4xuYm0RyrJs3110slJ36eP7gK79y34ddbmnZQl3T9xuOQY4Lk6euZaDB7F5qBZQyXxeiqu4eQXYvxnIywV++QT46Ffj5v7qyuZ/xa7kHl7A53+KOZkGgBxaGw4UuvcAeLrZCdnTj3BNIxqhYUsgIxW4dVmcjnoA1G4Am0BT8DeU05aKCVLX+ugHwPDxYld0M2FoNw+s2y81psRdvAl1SaryRKJQ4w4Jtqrz5pPPwyIgl/nCeeL4yInAgFFlnw/p/EcNgxSVoAdW7taOGxrVx8RxQ6bcd1SkkrLUqVHrseGAnivVmjs+Pj5a2bVUKJeK5rq6usLBQft/LTEx0QRryDCMrdIhoBF+7jwNbx//HXHZooEnMScN08IX4INWz6BLkEZPFIZhGIYphXLbU1q0aIFFixbh119/FZy19+7dEyITqHgCZYjRI6PN8m0pWmYks3TZ6gtyGZ4NF8fdPIBm7WCz0E20Kn5g3+ayRVuKpFi+QJoe8RweqxGMNcdj1LOo4NHLI3wqv26jXwLuXQdio4DRL5u3YKvp4qS8ZRKMKIPZAFy7l4sb9/PU0/3D3ODoICs9z7ZRC+DhPW3Xm62Itomx0jg5jg0BHTuHtkuNQLXMZ9tSIcnWDZxw+ppYtM41vvB3QMcTFU8ri/Y9RGc9OTOP7hGOeehY4d4kJCdI457lPB/pMT87NjEfe09mwkeZik/yf8LDKs1QJ4/iJsznt2H0Qmg0kNvXRt21DMMw5kpdz6r4tfNreOfEYtxIfSjMyy7IxayTS/Bqk6F4opYJYuQYhmEYi0PnPoVUBZcLkZXN/Zg84eZSRZuGzmhcS+omY9aQ0kzuLxJhKQu1PO6dU4eBXFHAEJym5i4GGpKa9UX3IXUhJzcdOQZpXknsWitlotZuKBRQa2BnJ7iyr0fkCrO3hWdg4mDv4oVEXXBwBCbPEQtJ+QfBrCD3Lzk46zSS5jm5SOPnjxlMtN1YngJkmnm2cnux67dmq0yChpBp7bw4E3h6CvDgNuDla5jPCNIQP8lta0aiLTGsu4cg2joo81BNWdjAEhwK2Jfjb5Wc4yS0nTkCpCSK0TJN28KiRFtyzxqZNfvSUKAAWimuoqHyLhrG3QVOu5jdb8MsyEgTG1CtmPHjx5t6FRiGYUrF38UbP3Wahrmn/8KRWLFnlhJKzL+0Dg8y4vFKk2Fa+bcMwzAMUxT+lzAQf29PhUJDz3lmgIm7cOrCn98DS74RBQWV060srp3X7oZvy1B3zR6DAL8AYMQE8bEkKAt143LpdWOnqkXyxzWEw9QMsUq9XqD1MTfBlqqef/Ay8N172sJQo5ai0EycP26QQj9pmQrsKdLAUrW4KIr4aCAuShwnYZmiGuhx5rfAD/8BQ56BTUHCY6NWhiv4pynaxjyAuRHWzAUBvnLIocBP8qew27U7FK06l/8NLLEgGQnMKrwNJNaXQHqWQuhxQLRWXpGeaNwKZgH1mDCHXGtqWPpulng+pYYwG+LWrVuYPXs2nn76acTGio1oVIfh0qVLpl41hmFsGFd7J3zabiJG1OyiNX/13UOYdeJ/yMwvNL0wDMMwTDGwaGsAIuPzsfO4dPPWvK4TWtSzoJxfcsqq+G+xWHypLCa+CcyaDwwey64notNjwGdLgIGjAQ/vkrfbyt+kYmUk9KoKFAHo3dZVq0p9UTeo3iAh9MBW2GkKMsaCBNpfPxPF2thIoRCbsE1UkDBKBXZUy97Xf/G0nccykJMnicGDiytARuTlAW27CpnDgphMUM4qFSOj7E7GsE5bM0MulwnF6rJlTlgv74lP8sfiWK0R5X8DipCh3xIN1MXdEkhOrJjTlpz9VHBt70bdijNqsPlQulgoUKlEG0VhjjQ16JDj3ZTERQNvjgEmDwb+/tl4n3vxpFik8c41IF+KdhG28aXT4vnyWGFOug2wf/9+NGvWDMeOHcOaNWuQni7+X1I9hg8++MDUq8cwjI1DbtrXm47Aa02GQQbp2p7ct9OO/IT4wtxbhmEYhikKi7YG4J/tKcI9qsVm2TZuDXTsJY5TlfAVv5b9GnLbUZ7n0GcN57yzJKiLtF0ZGZV0Y33yoORaHKbd1dPF2Q592knFl87fzBGK2+kVElB+/xJ2y36E998/AjcuAooCGBz6jD0bgDkvACf2S/PrNQUGPa29bPMO0vi5Y3ovQLbxoFSAzM9Ljk7NNSIZNKGu7y+/B3z7L9DvCb2uB1MMVYKlnFczFG2JgZ3c4aCRhrBuv/RbKhOKkJnxJfD1cuCJSbAIVC54Ekt1aaig/xByflJ2920Nl2w5yctXYvVecdtWRSwCUdiQSIKtyolvKtw9RAcyNX4lxRvvc/dtEnvEfPKadu8EzXPTjv9EwdwGePfddzFv3jzs3LkTjo7Sb6JXr144evSoSdeNYRhGBeXYftr2OTjLpfMU5d2+dGg+bhbm3jIMwzCMJiza6pmYxHxsPyq5bBvXchQK1lgcT70o5eEd3ye6ehj9QjeWKjchiTbF5A8WdX2qugfrDeo+e1PsOur48A7svnobeHOsGJFBGbKG6F5LGb+fTBddaVmFsQTkNnzuDeDtr4CqNbWX1yyyQxEJeuT8jRzci85XTw/q7AZ7eRmNDhRf4WiBx7S+IPf9Xz8A+7doO/wM0fBRpTDGg1zYZig+eXvI0bON1LBy4nK2kGdebui3bkn53ypxkFy2ujTOaWbOXr+o88fuO5WJ+GSxMamNwsyiEcht7+wqxd0Yi8jCHHQ6F/lqRPBQZEu9JtIyF07AFrhw4QKGDx/+yPyAgADExxtRTGcYhimDLkFN8VPYVPg6Sdf9sdnJmHL4RxyO4TgXhmEYRo+i7f3794WBkfh3ZyryC7RdtjJLdJ5Sl/5RL0jTy34svltrgRFcmZZOzENg1SLgVmGXXk1X6YcLRbGyhBzgOtUc0aim1Bq/42g6cnL1KF6RWDp5DpRuGpnLacnAwW3ADx8A058CfvkEOLa3wt2a1VD0AQm15AyjAm0quvYH5v0OdO5bvBBEGbwqIZcE3/LEdZSTDRoiuJ1MdE7qDOXc7lwLLJ0vZvNaO9SIQ4Ltf7+X7SavLKpGDSpymGREQUwHnq4VAQ+l1FC3/oCBYkxMDe0D6nlRkTzb+s2k8esXdHbDr9iVqp5uL9MQbSlT2RzwrSI+ktPWALnbxe4LVb52SPVHi4Vqum23/wdbwNvbG1FRhdtEgzNnzqBq1aomWSeGYZiSaOAdit+6TEdtD6nGRFZBLmae+B/+vbVP+O9jGIZhmAqJtvn5+ZgzZw68vLxQs2ZNYaBxKv6QR5mPNkxCSgG2HJZu2BtUd0T7xhaUZVtcLqsqTzQ+BtiwrPhur/NeBXavB7KzjL6KZs/l08B7k4Dtq4HdGx59nlx2JFYWvenW4HENt216lhL7T+upIJmKmvWgnLcIySNfgLJVJ20XaU6WGOGw6AuxGnlloAvQ04clUYOE2He+AcZPF8Xj0mhRGJFAr72oH+dYYmoBDp7JLFJYSqOve1GHIQklxUFuNjoODmwFrukmSFkcaSmSmzC0Tqm/W1vItUVqMmosnYn1ea/j/XwxRmZ7eDqysivQsJKaDNzSPTrAaGhmXnvpkGdLUGZvlUBx/PZVnRz8p65m4/ZD8drCTqlAG1wTn6CeCdVrwyzwKRRt6XulSwKzwaBjQXUeDa7x6PMUKRMUKonktwu3mRUzevRovPPOO4iOjhYayhUKBQ4fPoy33noL48aNM/XqMQzDPEKgiw9+7vQqOvg3VM9TQokFVzbgy/MrkaeQeoIxDMMwtovOd9yvvPIKfvvtN3z55ZeCg4EGGl+8eDFeffVV2DIrdqYiT+P/9ZkBnpbpslVB6/7MK1L33Z1rgIhb2tWyj+8X3Y+rfjfL7ssmh9y07oWZxqcOicKMjq3nPdu4ws1F+h1tMERBMjcPZLfqDOXk2cB3K4CpH4jV7VWRDTXrPVosiQrebFsFxESWvxvx6JdEUZjiIOb8JHXjLQtVri1ty8o6fgvZFp6u5YovsQAZQVmcrz4BfP2OuA81IaebiqjCLsvWiubxX72u4T8v0MxF24d31KMJEAsOZmQrtQpRlivfecFHwIyxwKLPzfc8qpmbqksRsqJuWxI272o47ctg5S6psaih7B6c8gsbWqhB0dBO7/Lio3FuNEaubeQ9aTykGNGWGlP6jZSmt6+CtfPpp5+iYcOGCA0NFYqQNW7cGN26dUOnTp0EUwHDMIw54ubgjM/bTcITNbtqzd90/xjeOvYbUnN1uJ5gGIZhrJISbGUl8/fff+Pff//FgAED1POaN28uXCg//fTTWLhwIWyRpLQCbNQQ02pXdSi5oJElQU63QaOB9X+JYsKaJcD0eeJzlHObXljttGUY4CplOzKFUJGcLn1FcbMgH1j8lShajJ36aHZrCTg72qFvBzes3Sf+vi7fycXth7moXdVABXicnIFWYeJA8RdUnIzWXRMSnnesEbvoUsYpfRdy6dJrSMyjrFP6zuTWpngDFW26ikK2l47dq6nI3cxvxWxMPQg1CoVSKx842E+Oto2cSxbVrp0XvxOJlkVdwfT9SIgmJ66mmGKNRNyUxqvXMfznVa0hilJ0HvIrdGqaEw/uqkejXEKBPCkigRoBytVoR79n+u3QsUY9Guh4a9AcZgcV/Zq/ShRv6RxREdH2yC5x/MaFcjXY3HqQi5NXpEaaJ4JvAvfMKM+2qNNWJdoa+thQ5dkWbTTShIqJrvtTjJM5fUTMhQ4IgbVCxccWLVok9AS7ePGiINy2atUK9erVM/WqMQzDlIq9nRyvNR2O6u4BmH9pLQqUYuPt6YSbeOnwD/ii3SThOYZhGMY20dlp6+TkJEQiFKVWrVpaFXttDdIze7dzhbxwiz4zwEKzbItjwCjxxpCcl5NmSPOP7pbGO/U2yapZBN2kBg4h85S6q86dop3rWgaPd9F2gW7Ud0GykpDLRUdbkzba86PuS5mKxMO7wKa/gY9fAd4dD7z/kij0//uL9uvomNBVsFUJW3Ua681Zd+JKNqITJJvt4109YEehtsVx/7aU5Sm4+4qcNmmdVN34Y6MMU7zNHJ22NYzgtKV9/tGvwJQ5QMuOMDseSE7baq0lcehOZJ5Q5K7c0LlVhUrYNDfo2CXnPTXQqArE6UK9ZjoXI1upkWVLVB89HJj6PtBz8KPnJFOi2QvBGMXItJy21UtuMOw9VBwnAYB6ylgxhw4dEh6rV6+OgQMHYtSoUSzYMgxjUQyv2RlftX8B7vZSw+iDjDi8fHg+TsWX/56BYRiGsXHRdtq0afj444+RkyPdkNL4J598Ijxnq/h5yfHWM374a24Ixg30RLeWVuCyVUHxCLPmAxPfAjwKu/qTiHX2qFS0rLEZ3UCbG+RuKiowkGtNh+7ltUIc0bSOlDW761gGsnJM2I2ahAIqHjZyElBbyuISSIiVBN3zx0SB18zQdMXby4H+YaW4xK+clcZVGc9FCa4uiSNUeM7anbYkCKkyM20ZVTyCTIawfg2EYnYq1u7XIQOaeio4u4rjlCGtpwgQsyIgWGqwuXm5zCKWcUn52HNSypxu09AZtev5io5+6qlQEeHYWE5bQ6OKYSGHf2kO9O6DACcXsXeDKmLGSunVq5dgHpg1axYuXy5S9JNhGMZCaOffAAs7v4YQVymGKC0vC28e+xUb7oWbdN0YhmEYCxFtKcN206ZNqFatGvr06SMMNL5x40acO3cOI0aMUA+2SJCfPSY87l2ya89ScS4iQpOwQN3FiQ49AHudkzZsix6DpHFyapLooKMTe7CG25ZyM/dqCBomgdylA54EZn0PfL1czD9u0lp05xJ1G4u5tcEGEPeyMytcpT02MR9HL0hF87q2coWPRykO3qvnyq5Wr5krqdl12ZrIypAE6Wq1pP1sq1BsxsNCx2NACAKD3LUicQ6dyxKEx3JBcQNtu0rF/6hgn7VB5ztVri0dv+RgL4U1e9NQoNEuNapPYb62OaLptE0ysNOWnPzk6Ceo4aS0YoDkjP74N+Cdr4Fm7WDNREZG4s0338T+/fvRtGlTtGzZEl999RUePDDDLGyGYZhSqOkRiF+7vIYWvlKxTYpM+OrCKvx0eb06PoFhGIaxDXRW2ry9vTFypEaBCyoiHsqOK5tj+3/SeBhHI5QJuZzIkUqV04c8U+48W026t3bFgv+SkJqhUEckDOxcSvEsY0KFiUiYpoFc2NRFmITM0gSFikDF3PZtErtXz11YIbfn5sPpUGjovUNKK0BGDRMUZ0GQS1AVg1AUWyhGdv+OcfNsi0LOTLpRURVGNDWaURgkYgMY1sNDEGtVkTl0jE4cLBYoKxPKfz60XRwP321+59Xd68XsXW9foEOvih3b9ZuKznV6LKXNKiNLoZU5XTvEoeTMaXOAXL8vzQJ8qwBVgg37WXR+pcYxikigzOeyKFpA0kqpUqWK0NuLhjt37gj1F/7880/MnDlTKEi2Z88eU68iwzBMufF2dMe3HV7G1xdWYeuDE+r5K27vR0R6LCZX7ctbk2EYxkbQWbRdsmSJYdaEsQzI3UjFTVSOu8Cqxqkib+mQK3HGl0BqUoULKjk6yISCZP/tEbtdX7uXixv3c1Ev1MyypF3dxcEQUKEmVVzBueM6i7b5BUpsOSJV4q0RZI/mdaXYiUe4c00UqohGLUt2R6viEQhrLUamVYTMiMc8CfXrl4oiKUW0tO8Oc8uzVTXCtKrvJPym7kWLDtvNh9LxTH8v4dgtEyrM5R8sRotcOSM2fJiT4LZ3IxD9QHQFd6ygoNy1P9Dj8TJ7GdAxSr0JNF22sg3LxEYTiiipSC62IaGYgnbdjPNZ9N1VxUDJ7c08AsUkvPvuu2jRooVQmIzctwzDMJaGo9weM1uMRg33QPx6dTOUEP8Xw2Ov4GFaPL7xfglBbmb2f8gwDMPoHT3b4Bib4PY1abxLf527+dsslANaQcFWxeNFXKGbNLJZbYIW7aVxysvVkSPns5CQIgkdg7t6lF4wUDMaoWHLkpcjsU3lALVWpy11bR/6rJgpWjTH2NBQ5AS5nmPMqKszFd9TUei0pd/SsO5SN/6kNAW2HinnMUq/Q5W7lhrHjpqZMzA5UXLVV/ScT8dIGa+lhpU1e6VtVsVbjp4N84GNy4FFXwDz51Tss60RXQoz0m/q4klg8VdWLfYePnwYU6ZMQXBwMMaMGSNEJWzevNnUq8UwDFMh6LpibN1emNdmPJzlkkkjIisOM0/9D9kFVlz8lmEYhqmYaJuQkICpU6eicePGQnc0X19frYGxcuiGe+KbooBDxbV6amS1MganeqADWtbTKEh2IgOZ2TaUbRVYTRRIiZuXxK7CFSxA5lToXC4VzSJkjUooQqZyUrfoALTvAYT1gVVCkQiDxwJT3wdCpZw1g6MZSUFOT3MhPQWQ2WmJtsRjHdzg6iwJk7+uS0ZkfDmzbTUjEY7sqnBus96hDFoaCAO7XI9eViAuWRIVR/T0gMON89ICjVsb9POtluULgO9ni9EbVpiZTDEI5LClgmQRERGYP38+oqOj8ddff6F///6mXj2GYZhK0S24ORZ0mgZ/58KC0HQZnBqJby78B6W5XCswDMMw5hGP8Oyzz+LmzZuYNGkSAgMDS3epMdYJVcp++ytTr4XNQm7bszfELvtZOUr8tSUFL43wgU1A5xsSR3etEzNOL50ud7fkB7F5OHU1Wz3dq60r3F1LabeiUNKsQqGKhOKyXNKTZ5fvOzC6ERAiiqOUZ2tOou3YacCTL4jOaso0LcTV2Q7jB3lh4epkYTo7R4kvlybg2+kBZReopN9Zvaaiq7hTH/E3aA4F31QuW5XTVh9QHnBmBuAlnbvoxnNzuNQIReL341SAceXpsosBmpr4aDH3mQqRkRud/icNAd2cV+S6i9aJ8sCJbf8BbbpaVS+ZAwcOYMaMGRg1apRgKGAYhrE26ntVw8LOr+LFg98jMVeMStv24CQae9fA8JqdTb16DMMwjLmItgcPHsShQ4eErDCGYYxPlxau8PNKVnfzX7k7DZ1buKJpnVKyWa2J5u1F0VYVkVBO0XbdPvECV8Xg0gqQEVRo6YMFQHKCmC/KmC5WpEqgmPVKom1FRStDZZnWqPfIbHKHUkGyCzfFxpXzN3Owem8anuztWfZ7Ul4p5caaEyl6FG3pvX79TCzKSELiSzPVT52+loN70ZJjaFBnd7iTa/nyaSlegbJ/zRFyRlPuLkENPIYQbUnofnOM6D6n8+DjY8r/2satgNA6wP1bwN3rYoHFBs1hTbEIDMMw1k6giw8+bP0sXj/2CwqoMRvA/EtrUdczBM18pV4/5srp+BtCPi/l9L7V7Ekht5dhGIbRczxCw4YNkZUlVsdmGMb4UFGj6U9rutOAL5YmICvHRmISKJrDyUUcv3CiXPmM5LLdoBGNUC/UAQ1rllPkJpHK2Bmu5gaJpfdvA/nl7OZviFgMIidLW0A0U+R2Mrwzzg/OTpK4/Pv6ZNyLyiv7xeYm2BLUcKHCu5LxCO5ewL2bopuYhEONbp2rdksNK3I7YGRPD1GsT4gVZ9ZtIgrl5oimSJsUb7jjkCJhSPDW1XVODR39RkrT2/+DpXP06NFyL5uZmYlLly4ZdH0YhmGMQQvf2hhXrad6msTbOaf+REJ2qlnvgMjMBLxzYjEuJ0dg64MT+OPGDlOvEsMwjHWKtj///DPee+89oRov5dumpqZqDQzDGJ7OzV3Rr6OUx/owLh+L1ondsa0ects1Kcy1TE/VLoxXAr+sSUa+hrb77AApE8wgbjhrc+buXAvMnQJMGw7cvWH8zzfXXNtSCKlijykjpcaVvHzg8z8ThEJbFoc+4xEo7qFuY3GcBPjYKGH01oNcnLwiOpOJnm1cEeBrD1w5I722cSnFAE2Nr780bqjjP/KeNB5SQ/fXt+0mref549rF9CwQiuvq168fVq1ahYyMjGKXuXz5MmbNmoU6derg1KlTRl9HhmEYQzAgoDX6hEhxQQk5qXj/9J/IN9NCkxR/9NX5VVqF09bfO8KF1BiGYQwh2np7ewviLBV7CAgIgI+PjzDQfHpkGMY4TH3SBwE+Ut7luv3pOK2R2WrVNO8gjZP4UAqUY3vkvNQ7oFUDJ3RuUejULYmKFHWg/NH3XwSmDAN+/ABWBXWpJsgdGRhi/M83N9F260rgt8+BLSuAdO3YDU0GdXZD+8aSc/ZaRC7+3l7Oxk36Dd66AuwtzCE1G6etn37c8ipuXBBu5hZv0G50erJPYZTE5TOWUYTMGE5byk9WEVJd99fb2wN9hkvT21fDkiFBdtCgQZg9e7ZwDdqkSRM89thjGDx4MLp06SJk27Zu3Rp37tzBjh07MG7cOFOvMsMwjF6gmjJvNX0CdTyCpcvhxDtYcHmDWW7hLQ9O4GT8da15qXmZQiYvwzAMo2fRduzYsXBwcMDff/+N3bt3Y8+ePcKwd+9e4ZFhGOPg7mKHGc9qCyhfLktAepYNxCQ0a6ddAKgECgqU+Pm/JPU01YEi92OZBRTPHhUF2L9/FmMBygNl4CqUYsGsqPvlim2wCKjgm2obUFEwF8nhbbOiLcVyHN8HrFlS6mL0O3vzGV+4u0i/NyoceD1CcpqUyDczgc9eB/5dCKSZ2EWfoiHaeulDtG0qjV+/gINns3D0otTg1KahE+qFOorH0JWz4kxXd6B6HViE05aKkRmChxpO2+AKOG2Jbv3FbUkc22s4gdkI0LXoq6++imvXriE8PBwvvPACmjZtiqpVq6JHjx749ddfERkZiX/++QfNmmk0FDAMw1gBLvZO+KTtc3B3kIwI/909iB0PzKtXAcU2/HR5fbHPrbp9AIrCbF6GYRimeHRO/7548SLOnDmDBg0a6PpShmH0TJuGzhjazR3rD4h5rbGJBYJI+XYRMdfqoIrzk2eLWbOlFPzZfDgddyLztAob1anmWPb7U5fsyAhxIHdfaO3yrRe536Lvi47UuBjTuFL1DX0finwgqtc1zTqYk2hLDtgHd8Rx+u25e5S6uL+3PV4b7YtPlojCZ4FCjEn45d0gIZ+6RGrWA66eFUXzY/uAPsNgMoJCxQJgFJNQ2UxbomZ9scBcXi4U1y7ixxtJWlm2k0d6ixMRt8QMV6JRS8BO6llgdji7Ai6uQFam4Z22tO38Ayu+nj0GiS7xgnxg93rgiUmwdNq2bSsMDMMwtkRVtyp4v+VYIStWCbGX2JfnV6K2ZxDqelaFOfDdxTVIz5N6vFVz88eDDLFxMyIjFsdiryIssDA2iWEYhqm805Yuiu/fv6/ryxiGMRAvDvNGiL/U/rItPANHzmda//Zu06VUwTY9U4Elm1LU027OMjw3uJxZtlfPiY8yO+2u3GWh2WU5SsMVZ8lE3JTGTeV09PIFxk4D3vgUmDAdJoUEOZWQWLV8lZp7tXVFt1aSE+ZuVB6WbCzDPdupjzR+ZCdMypBngHe+AT5bop9CaSQ6Fhb3s0uIhl2y5EwdFGaHmsEO4oSnDzBsnHgMNrUAQc7HX8q0rUjESmlQw0lspCSiV0bA7jVEzAYnYh7qZ/0YhmEYk0CC53P1+6qncxR5eO/kH0jLNf29wL6oc9gffV49Xd+rGr7v+DLsZdJ/2Io7+020dgzDMFYq2r7yyit47bXX8McffwhFHc6fP681MAxjXFyc7fDOs75CcXAV3/ydiJR0K+meX0H+2pqClHSpy9WzA73g7VEOoYOKI6kK/tSqD7jqEAcQrCHakkvXGiC3o4oaJnLa0o+75+Oi61kfmaqVQeWyJarVLNdLKCZh+mhf+HhIf7krd6fh4i2p8NYjUKEpctuq9oHm51oDGo0hzRRicbsgPzmGd5NrRw48PgZ4+yuga3+YPapGJBJYM0rOOq4QJK5SbnZF82w1oWNozBRg9g/A1Pf1snoMwzCM6Rhf7zF0CpDcqpGZCfjozDKTRg+QaEwuWxVymR3ebf4UAl180KeqVETtVPwN3EwtbJRkGIZhKi/aPvXUU7hy5QomTpyIdu3aoWXLlmjVqpX6kWEY49OsrjOe7C11005KVeCHFVKXY6uHXG0qQYPqZsXkYc1eSTSp6m+P4T1K78b+iMuWaNhCt/XQrOiuWTTIkrlnBk5bc0JLtC2f05agBoM3xvpq/WQ/X5qArOxSbqg6PSaNH9kFa6KgbhP1eHOlKNq+OsobTqVFRpg7mrm25LbVJ6qGpKLnmYrSbYAYU8EwDMNYPHYyO8xuNRZVXaWG7aNxV7Hk+g6TrdOCKxuQmCNdi4+p0wv1vMTIhlG1umstu+rOAaOvH8MwjNWKtlSFt+hw+/Zt9SPDMKZh4mBv1FB1Kwaw91Qm9p7MsO7d8fAu8M9CYNZEsThUIb+sSRayQ1W8PNIbDvYy3UVbytHUhcCqYqSCtThtszMlpy25CD0Ks0ZtGfrNqahaPqetis7NXdGvo+TcjozLx69rS4lJaN8DkBdGnxzdI+bbWgmbIkORX3gJEqhMRPfWrmjfRIqQsFjR1t1TzMDOz9fve2ueT/Qh2jIMwzBWhYeDi1CYzFku1W7448YOHI65ZPR1ORl3HZvvH1dPV3cLENzAKki8be0n9d7a+fCUlsDLMAzDVKIQWY0afLPAMOYIFTWaOd4PU76MVptO569IQot6zvD1MuMCPpUhLkospEOcPwa06ICTV7IQfkEqeNC6gRM6NdNBDFJVq6fMxzo6FkZwdAL8g8TsSSrgRTvCTue2MfNh60pRuCUa6ihg65ucbODudbEQWUAw0KiVaZ22cjkQHKrzy6c+6YMz17IRmyQKsBsOpqNzCxe0a1zMb5QEwObtgTNHgNQk4PJpoFk7GJVr54El34i5wj0eB8J6V/ot45LzsWhrNg7bv4I7sqrIdvHBkieKNAhcvygW9iJh3FKOIYpyGDzWMO/dfSBQo56Yla2KzdAXZPumxipdexYwDMMwZkUdzxC803wU5p5Zpp4378xyLOr6ulAAzBhk5ecIxdA0eafFKDjJJWMJMap2d5xOEHtz5SkKsO7uYUxsYAFRSAzDMOYu2hJ//fUXfvnlF8FdGx4eLgi533//PWrVqoWhQ4fqfy0ZhikX9as74pn+nli6JVWYTs1Q4OvlCfhksr+Qq2l1kHBH4mp+HnD+OAryFfj5P8m5aCcDpjzhU/7vHhcNxEeL43UbiyKsrlDeJIm2JDImxQF+Fazybg7Uayrm9NL3GTzGtOsS8wD46m2pSJcpRFv6nZEYryoGpSrmpAPuLnZ4+1k/vPVDrHreV8sS8b/ZwXB3LUac7NhLFG1VAqqxRVvq5h8fIw7ttLszVpQFq5KQma3ESTsxIuGVId6o4m0PhUbECVb8Cty7IRYj01cBNENjyHMsOd1paBWm3/elHgqrfhfjF177GGjSBpbCDz/8UO5lX331VYOuC8MwjLnQp2prXE6OUEcOpOdn453ji9E1qKkgnDra2cPBzh6OhePqQe4gzrezR3X3AHg56lDTQYNF17YiKitRPT2iRmc09639yHJhAY0EIflBhhgntPbeEYyt2/sRcZdhGMbW0Vm0XbhwId5//31Mnz4dn3zyCQoKu2t6e3sLwi2LtgxjWp4Z4IUjF7Jw836eMH30Yja2H81A/zB369s1JOSQA/TiCSApHgc2XcLdKC/104O6uKN2VambWJlcLXTZEhV1nZHIefaoOB5137JF26ZtRXH0zjUgIMS06xJYTRont60poP2piijQIc+2KK0bOmNYd3es258uTMcnF+DHlYmYOaGwkJUmmsXfTPG9k6UbL30UgTt6MQsHzkhO+AbVHTGkW5FzU3oqEFGYpezlYxmCraVCRdNUebnb/7Mo0fa7774r13LUaMeiLcMwtsSURoNxPeUBziWK0YURGbFYfmtPuV9PRcOG1eiE5+r300m8vZR0F//dOaieDnD2xkuNBpWYwzuqVjd8e3G1MJ2cmy7EJDxevWO5P49hGMYW0LnP4Y8//ohFixbhvffeg5y6hxbStm1bXLhwQd/rxzCMjtjLxZgEB3ttZ1tMop4zFs2F5pLz8OGuw+pxNxcZnntcEnANnmeronNfsdr9d/+KoqelQ+d5ch2bGhLuyGmoEi+pS7ex8fACnnpJ3MeVFLdeGOYtFMhTsfN4Jg6eLYyi0MQ3AGjcGug+CGjTBUYnJUEap4iESpCdSwUSE7Wc8K+P8YWcRjQhR7Fq/5oqBsNWaNlRzOJWnf/I3WwhFFdjoaS6CwzDMLaEvZ0cH7UZjypOnhV6fYFSgdV3D2H03k+x4vZ+5CnKvofILcjH5+dWQAnp+mxG8yfhal9yw2v/am2FLF4VK+8cgNIU13cMwzDWVoisVatHb6KcnJyQkaFb0aMDBw5g8ODBCAkJEZwQ69at03qeTtrk6g0ODoaLiwv69OmDGzcs54aCYUxFrRBHPPe4lBGZka3E18sSoVBY4YUQZX4W0irnvHp83EAveHvomOU77jXg9U+BgaOBGhWsrB5UDajfzHKLdtHFsrleMNO2JTLTRTemsSGn6WPDgefeECMaKoGLkx3eHe8nCJcqvvs7EUlpRYqNUZ7rG58Cz76ilzxZnUlO0JvTlmJbohOk7ze8pwfqZ1wC/v4ZmDtV3K/kjLxyRnpRYwsTbf/9Ffh+NjB/jv7e8/5tsRAdFQUkZ6w+sZMDfUeoJ2XbRceTJUPXjnzTzzCMrePr5IGvOryARl6hglvWRe4Ee5lu18XpeVn46fJ6jNv3JQ5EXyj13Lrs5i7cTY9RT/et2gYdAxqV+v4u9k4YUl2K/bmTFo2T8dd1WkeGYRhrR+d4BMqtPXv27CMFybZt24ZGjUo/MReFRN4WLVpg4sSJGDFCumlQ8eWXXwqZZX/++afwuXPmzEG/fv1w+fJlODtzd0mGKY0n+3jg0LlMXL4j3uSfupotFD0a1t3DujZclSDkBtaAY8w9NFLegbcyFe6BvhX7nuTmbNJaHGyVc8eAXeuAUc8D1TW65puLaKsqFEduW3K+WjBNajvhqcc88c8OUYBOTlcIwu3cF6uYTwa1lmhbcaftnchcrNolCe3+3nLRCb/2KLBngzjz5mUgqCZwuVC0pcxgylW2JC6fAiIjAAdHsfFDH/vx9GFg43JxfMocoHVn6JWwPsC6pUBaCnDqEOTdBgMBAbA0li5diq+++krduF+/fn3MmDEDzz77rKlXjWEYxiTU9ayK37q+/oiLlpyzeQX5yFHkI1eRJ0yTU5bGo7OSsOT6dtxLl7L3H2TG472TS9DKrw6mNR6K+l4akVUAbqdG4a+bu9XT3o7ueKVJ+ercjKjZBf/e3iesF7Hy9n60829QyW/OMAxjg07bjz76CJmZmXjjjTcwdepUrFixQmhtO378uJBtO3PmTLz9dmGRmHIyYMAAzJs3D8OHD3/kOXpvysidPXu2kJPbvHlz4YI8MjLyEUcuwzCPQl2Oycnn5CCJBr+tTcaDWDHr1po4gmbCox2UaK+4iJdHeMPB3kxEL0siPx/473cx2/fjV8QsW3NCM9eWCpNZAeMHeaF2iFR049C5LOw6XkxMgqlQZdq6eYhCZAUgh/+3fyeiQKPO2LRRPnB1thNd6YXIblyEPDEWMlUxwDqNLC/P1qewOjc5YvXlBldlzhIh2g3meoEKLvYaIozKlAq4HtkOS+Pbb7/F5MmTMXDgQKxcuVIY+vfvj5dffrnc2bcMwzC2AOXVOssd4eHoiirOnghx9UMN90DU86qKJj410TukFf7oNgPTmwyHp4Or1mvPJNzC8we/w2fn/kV8tvgfR2Lr5+dXIF8p9aSZ3nS4INyWhwAXb/QKliLJjsZdxd00ybHLMAxj65TbaTt37lzh4vf5558XogpITCURd8yYMUK8wfz58zF69Gi9rRjFMERHRwuRCCq8vLzQoUMHhIeHl/hZOTk5wqAiNVX8Q6Gq1FqVqTWg+SQSl/Q8Y1h4+xuOkCpyvDDMCz+tShams3OV+GJpAr6d7q+VI2nJ++DklWysTmiMHtgkTA9wv4SmTZ407Xe5fwu4cRmyqAgoB48BPH3KfIlZ7IMDW2BXWOxKWbshlOS0NaffRGBVdUujMuo+lHpctzK3f0428OA2EFITcNG+iakM9nLg7XE+mPZVLPIL73d+WJmI5nUd4O9T5C86Iw3Iy6uU41UnlErIUhJBZwqll2+Ft/fmw+m4dFvq1h/W1BmdmjmJ27pOY6n1+PoFODhLN3kKKjJoTr+/ciDz8RO2F6FIjBXF7sq+Z+Q9cR/Y20NJhQ0NsU26D4Js60rIcnPgeOcaFPl5otPZwOjrfEf1FqhQ7rhx49TzhgwZgiZNmuDDDz/E669rO80YhmGY0jNxR9bqKkQc/HlzJ1bfOaQWZSmzdsv949gbeRZj6vQSCopdSY5Qv7ZLYBMtEbY8jKrdHTsjT6unV93ZjxnNR/EuYhiG0UW01cywGTt2rDCQaJueno4AA3SjI8GWCAzUrrxO06rniuOzzz4TBOaixMXFITs7u8SbhpSUFOE72lF+IGNUePsblo4NldhbS4ZLd8RjmMSTPzZEY3AnucXvgwKFEj+tzEekrDZS4AYvZKBR/k3ExcSIWaDlRaGA15rFyK1eF7l1mqDAr3LnNI89m+F2eJswnlSrEXLrlt3F29T7QJadCf91f6mnE/uMRF5cHMwJub0zCn2MyIm4heRYqeteZSlr+zvevgLf/30hjKf3GIz0PiP19tmejsCIbnKs3CveEGVkKfHpkhi8O9ZeiEmQx0fDd9GnkGekIrN1V6SOmARjIMvKQGBhhmquqweSKrC9UzKU+G2t5O53cgBG9yoQ/pNVVPEPhn1cFHDvJuQaeXtJQTWQp8d9bAzcHF2hkmlT7txEjlMlRdv8fATGRIqjVYKRkKARV6FnXB97AvnuXogJqQOv+ASjnIfS0tL08j5RUVHo1KnTI/NpHj3HMAzD6A65cSkOYViNTlh4ZZOQa6siqyAXi6+L17oq3Oyd8UbTkTpHPDX0DkVz31o4n3hHmN724CReaDiw3G5dhmEYa0anTNuiJ2BXV1dhMCcopoEiHDSdtqGhofD394enp2eJN+v03WgZSxKsrAXe/oZn1nP5eOHTGGRmi8Ltf/sK0LtDFdQMdrDofbD+QDoexCUDMjsskD+FBs0DMfz5jghw0NEhdvc67M4ehsvZw1C27gLly7Mqt2J1GgKFoq13Vmq58iFNvQ9ka/+ALFMUUJRtu8GnzaMCiMmpUgVKB0fI8nLhlBSv1wbDMrf/xaPqUdfQWnDVc2PlpGFKnL8di6v3RIHzwm0ljl13w5Cu7oCnB+wyxF4jLsnxcDZW3qhGt3zHgKAKbe///ZmIjOw8rTiIJvW1hUwZOWrjoiBTFMDj9mVhntLFDT4t2wNyHYsJmppqUnyBF1Xbruy+IpetQhTz7UNrG6SRXM3QscJxkBMXZ7TzkL7qE9StW1eIRJg1S/vcTVFe9erV08tnMAzD2CrV3PzxSdvncCb+Jn68vB43Uh8Wu9yURoPh71KxQryjanVXi7a5inxsuBeOcfUeq9R6MwzD2JxoS0Udymo5S0wszL+rJEFBQcJjTEwMgoOD1fNpumXLkrtcODk5CUNR6OajtBsQ+l5lLcMYDt7+hiW4iiOmPumDr/4Sj8+8fOCLpYlY8HYQ7OUyi9wHaZkK/LlZyowMdw/D1PEhsHOqgMhzTXIOyBq3gqyy26CqJNzYRd0vt+vXZPsgIVYsPkbYO0A2cmLlt4EhoHUKrg7kZEEWUl38P9Jjwa5St//Du9JqVKulm5O7HNDbvTu+Cl78LBq5eWLjym9rU9CusQuq+rsBPlWApHjIou/r/XuXiHcV4Pm3hWJkwvbW8TufvpqNXSekfN7aVR3wRG9P2GlEswg0aAYc3KqeVLp7QlavKWS6Nr6YAxoufbvk+Mr/TqLvq0dlVWsY5bg05nlIX59BPayeeuopHDhwAJ07i4XaDh8+jN27dwtiLsMwDFN5WlWpi9+7vi44YX+7ugUJOdJ1OBUpe7x6hwq/d5egpgh29UVUpnivsvruIYyu3ROOcp3rpjMMw1gV9rpeFFOurDGoVauWINzSBbdKpCXX7LFjx4RiEwzD6Eb/jm44eCYTRy+KMSE37udh+bZUwflmiSzdkoLUDCkPcdxAL3i5V9CVd7WwWj3RsEXlV46ERRVRUs6X2bL2D7FwEtF7COAvNpqZJbN/0LtgWi4eiO4Pgao1DfIR1YMc8MJQLyz4TzODOhHfvR4AeVCoINoiMx1ITwE8KuZk0Ql3D6Bjrwq9lITn7/+VGnFJY35jjK+6kUgLjWJkObUawuGdryHLyYJFQuK6CtpfleXhveLPK4zAxYsX0bRpU4wcOVK4PqSiY6pitY0aNRKK5bZq1Yq3FsMwjJ6gDNuBoe3RI7gF/rm1F+vvHUGgiw/eazlGeK4yBdKerNkNP1wWz+GJOWnYE3UG/au1433HMIxNo5NoS8W/9Nk1j/Jwb968qVV87OzZs/D19UX16tUxffp0zJs3T+jaRiLunDlzhKJnw4YN09s6MIytQO6pN8f6YdK8KLXYuWxrCsKauaBuNctqxY6IycO6fVIWYrUAewzrXsHsSCq4c+OSJLgEVq38CrpKzkhERggFnYzijKwId68DR/eI41Q0aaD+CkoaBFMItlQsSeW09Q8GnF0M9lHDe3jg8LksnL0hFtS8eCsHq3anYXRwKHClsHEh6oFxRNtK8Pf2FDyIzVdPP97FHY1rPdoLRsDXH6gSCMTHwPH+LSgLCvRSwMsk0HdRkaiHTGjNRh8NBz8j0rx5c7Rr104okkvXqMuWLeNNwzAMYwRc7Z0wqUF/YdAXg6q3F3JyM/JFg8nK2wfQr2pbnTNyGYZhrIly3/0a4mR58uRJwQGhckFQFi2Nv//++8L022+/jVdeeQUvvviicFFOIu+2bdv0loHGMLaGn5ccrz3lo54uUACf/5mg7o5tKfyyOklYdxWTR/rAwV4GZKQB+7cAP30I7N1Uvje7fRXIFQUyULamvs51KlccrVNaCswSEpNXLpKmB4+1XLHMkMRFS78RikYwIBQd8PY4P7g6S7/DJRuTEe8SVGyXeXPkfkwe/tkhdZn08bDD80PLEJkL3bYyakS5dx0Wi7Mr4OKqP6etKlfY3gHwD6n8+1kZ+/fvR5MmTfDmm28KUVoTJkzAwYMHK/WeFLEwePBgwSRA174q564KKlZI16n0eS4uLujTpw9u3LjxSFQYFeylWgre3t6YNGmScA2ryfnz59G1a1fhmpZqL3z55ZeVWm+GYRhLx9XeWStigbJzzybcMuk6MQzDWIxoSxep+qZHjx7C+xYd/vjjD+F5ulj+6KOPEB0djezsbOzatUvI1WUYpuL0bOuGHq2lAoJ3o/Lwx2YzFRWL4cTlLHXEA9GmoTM6Ni1syElJAv76ATh7FDh1qHxveOWsNN6o5LxsnQmpXmxBJ7OCBOqhzwI16gEBIUCPQaZeI/PkwW2DRyNoEuRnjykjpcYVyqD+67RGIc3oBzAKEbfEWIj0VFHgLwf0H06xCLTOKqY84QMP1zIuN9p2g3LAU0gc/yYQWgcWTc/BwKDRwMCnKvc+tM19AwEvX7EHgKUVZTMCJHr+73//Q1RUFH788Uehx1b37t2Fa8UvvvhCuH7UlYyMDLRo0QILFiwo9nkSV3/44Qf88ssvQiSDm5sb+vXrJ1ynqiDB9tKlS9i5cyc2bdokCMFkQFBBcV99+/ZFjRo1cOrUKXz11Vf48MMP8dtvv1VwSzAMw1gHT9TsCjtIDdcr7+w36fowDMOYmnL3iaaKwgzDWAevjfbBuZvZSEoVj+tVu9PRqJp9pQudG5qCAiV+Xi3mfRJUz2jKE95STwDqQk7d1+OigBsXgMwMMaqgNK6e1W+ebUm5tvp8b33SoDnw3nyh2JTg5jN3qOv8oi+AmAeAlx8w/WPDf6ZGETJDO21VDOjkhkPnpAzq8Hh/vG5sp+2yH0UnOvHLxnL9PnYdz8SZazlajSq92kqNRCXSvD2UTdsiNzYWcLLw3jQjntPP+9B5TfX7Vjm9mWIh4fS5554TBordWrJkiSC6UqxW//79sWHDhnJvuQEDBghDiY0S33+P2bNnY+jQocK8pUuXIjAwUHDkUkTDlStXhF5hJ06cQNu2bYVlSFAeOHAgvv76a8HBu3z5cuTm5gqCs6Ojo+AWpniwb7/9VkvcZRiGsTWCXH3RPbg59kadE6YPx1zG/fQ4hLprxA8xDMPYEJYVZMkwjF6ggl1vjvHF7F/i1YauX9bno1mDAvh6mSAztJxsPJSOe1F56unBXd1RK8RRW+Ro3h7YvV4U9y6fBtp2LfkNc7IlUYqcbJp5lHp12kaYf06sPr+7ISG34fULQGqS6Kw2dhGyaoZ32haXQR0Pb2TBCS7IAaKMJNomFxYS8/Aql2CbmlGAhaulfeJgD0wf7cNZdPrAsYQ8YOYR6tati1mzZgku1pkzZ2Lz5s1620rk5CX3LkUiqKACvR06dEB4eLgg2tIjRSKoBFuClrezsxOcucOHDxeW6datmyDYqiC3LrmDk5KS4OMjOe1V5OTkCIOmW1dlqqiIsYJeQyI0mzKsE96/1ost7Fty26pEWyWUWHVnP6Y3GQFrxxb2rS3D+9d29q1Cz8cwi7YMY6N0au6K/mFu2BaeIUzHJAFPvReFNo2c0auNKzq1cIW7i/kIuCQI/bFJinFwd5FhwuNejy7YvIMo2hLnj5Uu2t64KIq7qjxbfRJcQxRuyXFb08xiXfJyRRHOUgs7BFUTRVsayuOmrixZmeK2om1GMRJGzKB+9SkfzPtfgvD592WBqK+MgDIhVsx+NaQzmi42UgpFW2+/cr1k0bpkJKdLFynP9PdC1QALcG8zVgPFEJB7dfXq1YJIOmrUKCFPVl+o4hbIWasJTaueo8eiRXvt7e2FIruay1CB3aLvoXquONH2s88+w9y5cx+ZHxcXpxXNUF7ohiIlJUW4yaBtxVgXvH+tF1vYtwFwRT23YNzIiBKmt9w/gcE+beBhb7hCsOaALexbW4b3r+3s27Q0qWC6PmDRlmFsGMqaPH01G7FJonBJxb2OX8oWBgf7RLRv4iIIuB2bucDFybQXD0u3pAqOQxXjBnkJjuFHqN9U7F5NLtoLJ0TxqaQLn5AawKgXgavngGbt9LvC7h7AR2aaT7h+GXD9PPDk80C9prBI0Zbctqp819oNDPt5b34m/p7iowE74+aK9mzjir0nM3H4fBbmy8cgB47oO6Q+Rhk6yiIjFSgoDKalGIoyuHgrB5sPiw1ARGigPZ56TCOH19YgUT0pAXBwKLfozVSMyMhIoRYCDRSN0KlTJyFzlgRbik2wFsg1TAV7NZ22VMDM399fKHhWkRsMcvTT61kcsD54/1ovtrJvxxT0xtwzy4TxHEUefnu4E5+0eQ72Rr4OMya2sm9tFd6/trNvnZ31G/XGoi3D2DDkpP3oJX+8/2ucWrhVQYWEDp/LEgZnRxnCmrmgRxtXdGjiAkcH4zo0I6LzsH5/mpYgNKy7R/ELOzgCjVsDZ44AaSnA3etA7YbFL0uRAH1HiIOtkBAD7ForikrfzAS++gvw8IZFEVhNGo+5b3jRlqCGACMUISsKXQAIGdQ3snElq7Ywb/G2THRsk4fqgQ6Gj0YgvH1LXTS/QInv/tFYHsDrT/sa/TxhNlAj0NfviONUjKyiGbdfzgCUCrEw25gpel1Fa4GyZ6lIbZUqVTBu3DhMnDgRDRoY7nwQFBQkPMbExCA4OFg9n6ZbtmypXiaWspk1yM/PR2Jiovr19Eiv0UQ1rVqmKE5OTsJQFLo5qOjNPZ1fKvN6xrzh/Wu92MK+7RHcAouvbcODTDHK7WjcVfx0ZQNebzrCqmOXbGHf2jK8f21j39rp+fjlswHD2Dj1qzti6YdBeGeMPfp1cIWby6MXQtm5Suw9lYkPfovHiHce4LM/4nH0Yhby8stXUb6yUE4muYBVTB7hA3t5KRdsLTpI4xSRwEis+UMUbIk+wyxPsFU5bVWQ09bKqeJtj8lP+Gg1qHy9LBEKhQGPPypMp6IMp+iq3Wm4EyllTffr6IaW9S28mFhl8NTo2p4YV7H3yM8Hbl0BblwSRWCmWBwcHPDff//hwYMHQh6sIQVbgiINSFTdvXu3luOVsmrDwsKEaXpMTk7GqVOn1Mvs2bNHcGFQ9q1qGYpyyMuTjpudO3cK619cNALDMIytQY7auW3GwUUuZX+vvXcYq+4cMOl6MQzDGBsWbRmGEQTQFnXtMONZX6z+vBo+frmKUPHd2elRYTQzW4mdxzMx6+c4PDnzIb5eniBELBQUGEZAOn4pC8cuSXl9bRs5o0PTMgQhzaiDc8dhckiAyZK6jpuMO9eAY3vFcXdPYOBoWCQ2JtoS/Tu6Cb99zTiCdfvTTS7aRsXnY+lmKWva080OL4+wwIYAfeJbRRpPEh1COhMbKcVTUIwLUywbNmzA0KFDIacChXoiPT0dZ8+eFQZV8TEaj4iIEFwU06dPx7x584TPvnDhguDwDQkJwbBhw4TlGzVqhP79++OFF17A8ePHcfjwYUybNk0oUkbLEWPGjBGKkFHe7qVLl7BixQrMnz9fK/6AYRjG1qnvVQ0ftH4WdpDuR366vAEHoy+adL0YhtEvKbkZuJR0D/kK7Z6/jAjHIzAMowV1ae7c3FUYsnMVOHoxG3tPZhQ6a7WXpYzZLYczhMHHww7dWrsKGZxNazvBzq7yXZeo27VmNXrqaTB5pHfZ3aK8fMXiXxSNcP+WKEAVFZ4ungScXcXl7A10Koy8B/zyKRDzEOj5ODD6ZZgMpRJYuUiaHvKM4Qt4GYoqQYDcXhS1DC3a/vUDkJsLVKsJPDbc6Jm2Kug3/8YYXyz6YDNC8iJhryzA7xuGolNzFwT52RtYtC0+HoHC9n9YkYicPKnB5qXh3sVnTdsSdF5xcRMbairqtI2KkMapoCFjNE6ePImePXuqp1VC6vjx44Xc3LfffhsZGRl48cUXBUdtly5dsG3bNq38suXLl/+/vfsAj6Lc+gD+3/TeO0novXcQUQSkiIiIHRUsqAh2UbGXq9hFEfV67V5FxWvF8qFSpFeR3ntISEhI78l+z3kn21JIYbP1/3ueeXa2z847Mztz5sx5VaB2xIgR6hK5SZMmqTq7BqGhoVi8eDFmzJiBvn37qvIOTzzxhPpMIiIyGRLbFXd2vRRv7PhO3ddDj2f+/i/eGjwDHcOSOKuIqvbJc8oKEOwdAE+dc+VlHi/IwLQVryO/vBiJAVGY0eUStd67chmUxmLQlojq5OfjgWF9AtRQUFSJ1VuLsHRTATbuKkZ5tRNhp/Mq8cPyfDVIADc4QOq56CCxW/nvkO2uh6r1Irem++rW+Jjl8wVFehxJM0WKxw8NQusE02VSZySX/ufnAt0H1J4p+NV7WmAkIAh49QutFq61BYVqgVtxwiwIYw9b1gD7qjITYlsA510EpyVZddHxQNoxLSAuZ2WbI5gqge5NK7XlKDQcGH057EmCs/d5foPA4gzkww+fFI/Hq59n4aU7o62/Y5Nzut5M27/+tsyC797OF2MGO+mJAGsLj9KCtpJpK8tRY9vHsN0QzLS1qWHDhqmDn7rIuvbMM8+ooS4RERH44osvzvg9PXr0wIoVK85qWomI3MHlrYcipeAUvjmsbTOLK0rx4Ib38d659yDWnyVlyL0VlZeoTvtWndyBLmHJeGnANIT6OM/++Cf7flcBWyE1rGdv/BB9o9pjZpcJaBeiXaHk7hi0JaIGCfT3wIUDA9WQV1iJlVsKsWRjIf7eW4xKs3qzhgCuDNYU5K/D1HGhDX/DoOFnziI0ZLLJpfbNEbAVwaFaGQIJ+plnztma1LD95gPT/ctvab7sYluRdpOgrfy2zAwguvbOe85KTpbWdiKxNRxBQKuWwI4MBKEYEcjBpt06/Lq6ABcNCbLuF+XnnDFoezClFK9+bsrG9fLUOh/jWXGzTg4l8CrLpyxDsi1oDPOTPMy0JSIiNzez6wSkFmWpwJTIKsnDg+vfx9vn3IlAb/ero3+6JB97c46htLICPSJaO1WQjqynpKJUBTk3ndqn7u/MPorZGz7E64Nug69ZPWhHdao4B3+k/F3jcfk9N//1KsYnD8LNHccg3LeODsjdhJMftRORPUgW7dhzgtRwOq8Cf/1diKUbC7HtQIlKKmsOU8aFWu+ya/OOfTprPX43C8mui0/WMlwl466wwD4lCZb/omWkig7dgV6D4PTOGQl07KEFb0OaqYbq8UOm8RaOEbTVxScBOzaq8WR9GrJ0YXjn29MY0NVPdVhmNbc9AkwpBLKzasxfqWP70FsZyC8yrexXjQxBq3hv632/K2TaGpzOaELQ9ogpqzymhXWnjYiIyMnIJd9P9L4OM1e/hX252j7twbxUPLH5E7zY/xbVcZmrOl2Shz05x7Uh+5i6TS/ONj7v5+mDi5MG4qo25yMuoPaSVuR6SivK8ejGj40BW4Ntpw/hX1sW4GmpB+3gpRK+ObQC5XrT5bs66FQJFFEJPX44ugZ/nPgbU9pfiEmthsJHyuO5Iff81URkNeHBnphwXrAaMrLL8dfmQuw/XoaKSr0K4EoH95KJK5ebarfaY4b72rjc6qGvBCoM96veL3FP6YBp4jArnmHbpXUwo3RqxqCtkCCboSyBZNu27QybKi0BfjK7TPfKaY2/VNsR9RnS/N9hHrR1kExb807YkvQnsQWdVBmRuV+exrO3RVkv01U+R+qyymBGTtI8OC8dmTmmHaxe7X1x/UWNDEq6Q6atQdYpILldw99bUWGq1SylTJw9K56IiMgKArx88dKAW3DbyjeMQcv1GXswd/u3uL/75S5xtY/UJT2Yvgv78k7UGqCtjZSLkNIR3x1ZheEJvXBt2+G8rNzFlVWWqxMW6zJ21/r8stR/MH9nGO7sOgGOqrC8RAVlDVoFxeK5fjfinV0/YWVVRr0oKC/G27t+wg9HVuOOLpdgaGw3l1jXG4NHAkRkNdFhXpg0PMRx5qjUOj24B9i6Tgs+jb1SiwgbgrZe3kC7Ls07Deb1KO0RtPXxBe55VuuETLL/pOM1apiUww4dtO0ZlI6firRxrd50IYb3a75Mbqlr/dBb6UjJMNWZbpfkjWdvj1YdGNIZMm0bI/2E1smeYD1bIiIioyi/ULw44GbcseotFFWUqMck8JMYGI2r2w5zyjkliSwSfP5w7/9hZ7ZZTftGqtBX4veUzWoYGN0J17a9AL0j27ldgMvVlVdW4KnNnxlLhRhOaNzWaRzm7/wRpZXaPuTXh5Yjzj8cV7Q5D47ol2PrkV9WZLpqr835SA6KwZz+N2Njxl7M2/k9DualGZ9PKczEoxs/Qp/IdqpzQneqd8ugLRG5rtJS4JWHtLqSETHAmCuAjFQgK117vl3X5qtnayDlEQzs1RmZBGpnvaRl3boqmbcS0JSe7KydaSufKRnTjsBsOgZFn4JXCoydAs77+jT6dPRDWLD1LxEsLdPj8XczsP9YmfGxFtFeeGFGjKp3TdWEm2XaSmmUpnZCZr79ICIiIrQLaYFn+t6Ah9a/ry6hFpKJFx8QgfPje1j9EvTTpXmqhqzU0ZUaop3Dkq1WhuCfzIP4z55f8E/WwQa9vkVAJDqGJqFDaCI6hiUit7QQXxxYojJyzUkGpgydQ5NwTdvhOC++uyoxQc4fsH12y+f4K22b8TF/Tx+8PGAaekS0QaRvCB7f9ImxxMC8nT8g2j8Uw+J7wpHICYaFh/4y3g/3CcKFLfoa7/eL7oAPht6PRcfW4f09vyKntMD43ObM/are7bjkgbi100UI87Fyvx4OiEFbInJdfv5a3dMdm7RArWROHjS7jKSTDf7AEhwgaCvkLLuvC3bUUFIM/PAZ8Md3wLUzgGHjrPO55eWm9mrOzuoaKyRcyxovKkBA9glcOzoEn/6idZaWk1+JeQtP4/GbzLI8m0IyPX//FgiNVOtIRevO+NeHp7BlnynoHxnqiZfvikFEiOvWkDsrrTsCj8zVMm5DG9mztZxMuv1RLTO/S+/mmkIiIiKnNSimM+7pdhle2/4/dV+CVM/+/Tmi/ULRJdzsKrc6AkZSJza9KFt1hJRVmq/uGwKzhiCtPGbo1b66PpHtMS5pgAqGSk3ZxtqVfRT/2fMrNmTsqTdAK8FZFahj8tVpAABK5klEQVQNaYFgn4Aar7sgvqcKZEnwVjJ2Lb4n55i6jF4+6+q2F2BsYj+n6KCKal9u5/zzJZacMJX58/XwVjWdJWAr5KTFnV0m4M2d31usFxLM7R7hIFcNAliRtg0nCk0dGl/W6lz4elr2jSF1qi9teQ5GJPTGp/t+t6h/Kydrfjq6Vi3vc/rdhPahrt3/A4O2ROTaeg7UgrZCyiSY1yltzk7IDMIiAf8AoKgQSG36JU+NlnMaCA4BXLhjBuXIPmCxtsOO/32odbIm8/xsnTxuukTdUUojGDu3S9JOPmSmY/JwX6zY4o1DJ7QMWOkQcHjfQgzpWXOnvsFSjwFLF6lR/fjr8PraWKz8x3T5UpC/Di/dGY24SO5C1Ek6HGzTqWnzX4K8/YY27b1ERERuYmKrIUgpPIWvDi5X90sqy/Dwhg/U5dWSkZhRnI2M4hx1m16UowK0cj+zJFcFwM7G5sx9agjc7ocRCb1wUdIAdAlrWW8pggO5J/DBnt+w4mRVfxdmJBN2WGQ3XNxmMDqGJyPY279B0yLf2TeqvRr25aRgwYGlWJK6xeI3yqXlr277Bh/u+Q1XtRmm5p1cUk9aNvXRgpM4nJeOcn25CoT6eHqrIKKM+9Yy7uPhbdPO7yr1lXhp69dYnLLJVAHPwwsv9L8ZvaMs+02QcghpRadVeQQh5RJmb/gQbw+5U5UfcASGdVbIfL201Tl1vjbY2x8zulyCS5IHq4z6lWbrzsmi05i+6k080usaVc/ZVfGIi4hcW/cBctGUNv7POiA9VRv3C7BNfVcVZEs2BtlQXKRlADcnqdv7zrNaoFg6HutqutzE5XToDpxzIbD6d5V9ii//Ddz+yNl/rnlwv4UDBW1FbKK2POn18M5MxazrWmDmyydVp35COiXr2d4PQQFNvAwu23Tme8Vhf/yyx3RJkq+3Ds/fEYPWCczSICIiIvua3nk8ThRkGoOgp0vzcfuqN2z2/dJJ0o9H16qhZVAsLkrqj9Et+iHSz7KPj2P5Gfhw72/488QW46XrBjrocGGLPpja7kJ4F1QiJioGHk0s9yUZh0/0uQ63FI7F1weXY9HRdSqYbSDz593di7Dg4FJV83ZiyyHwd5PgrQSxZVk5lJeKA3mpOJSXpmqmHi/IaFIQ39vDEwOjJeN7ImL9G3lVVSNrHkvAXWrAmn/38/1uVGUEajOjy3jVgZ10SGbo4G7W+v/g3SF3IdzXip17N8GO04ex/bSp35AxSf0bVOIgKSgac/rfhE2n9uG1bf/D0QKt3KEs309u/lSdELm54xh4uGAZEAZtici1RcdpJQrkUvcDu7RMzGMHtUCcp43OkE6cagre2qJEweZVwP6d2viCd4Cn/22732oPEpjeuh7IzwE2/gVsHQn0kGD9WWjZDrj8Zq2kRvuucCit2mslDOKlbIM3OiX54ooRwfjqjzz1dGZOBd7532nMuj7yrIO2v+7yBar2fTw9gCenRaFbW/fYuSciIiLHJtmpj/eejLvWvI3dOcea/Dke0CHMN0jV1pSgVrhvECLk1sds3DcYxeWl+L+UjfjzxN8oLLfsK+JI/km8s2sR3tv9i+oITMontAmJx3/3/4nfjm+sNTB4flwPFWhqHRyHyspKpFcFos5WQkCkKh8xtcMofHd4Ff53aKUK3BlIjVCZ1i8OuGbwVgKdEhiUQQKzB/NScTgvzdhJlzWUVVaorM/9uSmYO2g6WgSeZXmyOn7H3B3fqZMC5sv8s32nYmBM3Z1bS+DysV7XIrM4F9tOa4koUo5A6kC/MfgOu7b1l2ZZtnLC4srWjesorW9Ue7x37j2qtq95Z2yf7v9DBeMf7zUZgd6uVRKQQVsicn09Bprqk/YdCsx8SquFaiu2KMNgIJ2uffOB6f7lt7h2wFYEhWiB2w9f0e5//hbQ8b2zC5DHJcmpXzikERO0wczUi0OxamsRjqdrO6O/rinABf0C0K9zE7K6c7KMo5kIM44/eH0kBnVr5ixxV3JgJ3B4n9YR2UVXAQEN6CghNxvYs1U70RTbAvCyrO9FREREliQAJZeJy2XSqUWmfRiDIG9/xPiFItovDFF+odq4f5iqfyv3I32DEeIT2OCOunpGtsFdXS/F8tSt+OXYBlUmwZwEZ1en71RDXQZFd8ItHceiY1jz7mtKBuONHUbjmrYXqKzbz/f/iVMlWl8Irhq8Lakow/NbFqgSEbYgpQhmrn4Lrw+ajlbBsVYN2M7f9SO+PbzS+Jgso0/3uQFDYutPKJEyDpKZeseqecasVKlx/PTf/8W/+k61aXkHAwkc/5W61Xh/SGyXJpVsCPT2U5nGUmpEgrUGEsS9bdUbqs6tZOa6CgZticg9gra/LdTGJSNz8AjX7JRLrF0KZKSaOlqTmr7uQNp09R/A7i1aGYofPwOumAZ34evjgQeui8A9r5kyNF79PAsfPhYPf7/GXSZ0+mg6DBd5Zeq0oO0dl4fhwoGBVp1ml7dyMbDiN218wPlAsmXNsVrt3wH8+3ltfPxkYML1zTuNRERELkDKEbw39B6sSNsObw8vFZiVgKwEZpsjCCmdj41O7KcGCUT9dmwDfj2+QQXwzqR3ZFvc0vEi9LBxp1AyvZe3HorxyYOw6Ohalf3risFb+R1Sv9WQXVpfNnKb4Hi0CY5D6+B4tA6OVQF+CfqWVpapW2283Dgul+IbxqW9JbtayLycueYtvD7wdqt0iiUB23/v/tmi9qtkg0tWuXQ21lChPoF4eeA03L7yDVUawxDYfGPHd7iv26Q6azDL90t5hb05KSqTWG6zS/NV9vjFyYOa/LsWHvxLdSJmIPWVm8pD54FpnS5C25AEFaQ3lAGRNrl11VwV3B4Q3RGugEFbInJ9bTtrWW6F+cD2jUB5OeDlgps/qWW75EfT/YlTtLIM7kB+5/V3Ak/ermUb//4dMHA4kNwW7qJHOz9MOD8IPyzXdspOZlXgPz9k466rIhr8Gdv2F8P/aIYK2lbAA9kIwuTRIbh8uGVtNmqAcLPL5LIyGha0NVwRIBLO3Ps1ERERWWaVSlDS1iT4d1PHMaoUwd+ZB/DzsXUqC9f8UvzOYcm4teNF6tLu+jora06SfTmp9VAVeHO14G1KwSk8sP4/qkatuUjfEGNgVspVyLjUHz7bjtjGJQ/AfWv/jX25KcZ5d9fat/HKgGnoGt6qyZ9bXFGK93b/jIWHVliUEZDOtkYk9G7S8vnSgGm4c8189dni+yOrEecfjsntRqhO+44VZGBvznHszz1hDNTmlhXW+CwpNyEZumMS+zd6OvJKC9W6YdApNAk9I9rgbA1P6IWkwGjM3vih6phM5JcVYda69zC9y3hc1fp8u65z1uCCUQsiomqkPIB0WCUBW+kE7PhB23RCVv1SaencKuc0cMl1zfMd0jnV0f3aeMv2QJu6ax25JLmc/OJrgO8/BSorgU/fAB55HWjs5T9S0zXrFNCipeNnZBcXAr7+xuD8tAlhWLOtCOlZFer+98vzcUHfAHRvV//vOHC8FI+8k4FPKrPV/SyEYNzQENx0SWgz/wgXFWF2WZaUSGiIVPOgbbL1p4mIiIiahWT+SVBWhvxuRVhyYosKgg2M6YRzYro4VOCoocHbBQeW4e6uEzGyReODhba04/QRPLzhA5UNahDiHYDn+92kylk010kCqQ/74Pr/GDvWkmDhvWvfxYv9b0HvqAacrK9GZcFu/65GmY+Hel6lsrqbqlNYEp7qcz0e2fChMdP13d0/q47xJDO1MbV+X/zna8T7RzZ6vv54dA2KqoLGhixba60T7UNb4D/n3ovHN32Mf7IOqsfkd87f+SP255zArB6Xw9fTeTtRdr2u1YiIajNoOFBRDoSENz6IZw3SIdhn84CfPgdKLTsusJqlP5nGLxjvPlm25sZcoXX4JiTjVmqENtbfq4Hn7wZmTgTW/AmH9N3HwKzrgJmXWQQEA/w8cP+1lpm1L/83CyWlZ+4VN/VUOR56Kx3FhWUIg9ahWWlgBO6+OtyhDjKcNtO2oUHbE0e0W+k1Wk5CEBERkdORy+wvaTkY93WfpOqPOuq+lCF4++XwR1VwVrJSzUkQ9Om/P8Pr279FmRU78bImqZF695q3LQK2kl36zpC7mi1gaxDs7Y9XB96GPpHtjY9JYPKB9e9hzcm6axpXJxmiElCVwHP1gO2s7leosgRnS5ZDWR7NSZZwQwK2MX6mPi7K9RV4dONHKrO5oWTZ+cYsc1g+b1gjyjw0hHQY+Pqg23Fpy3MsHpeOA+9cPR8ZRU04JnQQDNoSkXvoey4w6Sag92AgsemXrDSZIZAoJQxOapfRWJUEJzdW/RkGBms1NN2RdNx0w13A5TcDj80DwiIb/xmSEW1oq6g4OCQJSBsCgamWvSX37+KPMYNN9Welc7JPfs6p86Oyciswa146snIrEY48eFSdgY9vFwtPD8c8yHAK4dGW5RHqU1lhassYdkJGREREtgveSs3br+oI3kpnWNLZluHyc0chNVIf2/SJsZ6p6BKWjHeH3NWkDq6aQsosvDTgZgyO6WJ8TAKhj2z8CMtS/znje6U0wYIDS3H9shex4uR2i+ekHrNkCkvw31omtDwH17UbUefz3h6e6BCaiHFJA3FP14mYf86d+L8xz+ObEY/jwoQ+xtfllBXgoQ3vI6+sqEHfK1nn5pncV7Q+r1k6QvP28ML93S/HA90vt+hYUDpgu2Xl68aMaGfD8ghE5B7kDLdkYdqLIWhryKZLsvKZX+nwSAJ54tzRgI9z1J9qFu27aUNTGYK2ooUdAvwNEWfW23DaMaCraUdKTJ8UjvU7ilQgVnz9Rx7O7xOAji0tl4v8oko8/FY6TmRoZ9l10GN90CD0jSuAZ6vGX9ZFZiIamWmbkWZah6U0BxEREZEdgrdSG1hKJnyy73foq07m78w+ipv/eg1P9rkO/c+ygycpv/DrsQ0q2CqdRXUMTVTlJRqqQl+pLn1feOgvi8eHxnbDE32uUx2v2ZJcev9cv6l49u/PsbQqUCsZqU9u+hSze12DMbWUNtiadQivbluIg3lpFo9LsFHa4KYOoxHgZf0ybVJbWb5DSiNE+Yao0gLtQ1qo21ZBsXUGU6VEg2QBGwKfR/LT8cSmT/DygGlnDMBKp2bmHapJkPvi5ObtKHtCy3PQKigOj2362JiBnVWSh7vWzMezfaeqrGNnwqAtEZEtmNenNK9baS2degL9hgJb1gLDLrb+57sLqYWbUnWJelQsEGDKWHUocYmWQdtqggM8cM/VEXjiPS1YWKkHXv4sC+88HAdvLy17trRMj8ffzcD+46bsBN/YGHS4/3F4BtuhhIir8QsA/AOBooKGZdqad0JmfpKHiIiIyMbB25s7jkG38FZ45u//GjulkgzL+9e9pwKKN7Qf2ahAqzhdko+vDi7Dt4dXoahCKxf3/p5fVfBwSFw3DI3tit6R7eHjWXeYqqSiVAVHl6dts3j88lZDMbPrBIsMS1uSLM8nel+nAri/Hd9grKv63JYvVAdglyRpneRllxbgvT0/4+dj62t8hszv+7tPQruQ5iuRJaU6buk4Vg2NXSae73cjblv5hrGEw8ZTezF3+7cqu7WuEiCbM/cbO2sTckJAyoc0t56RbfD+0Hsxe8OHxu8P9wlWnQI6GwZtiYhsIb5l7cEZa2nbGWj7KJCfBwQFW//zndnhfcCiz4FbHtQCaWeSla517uXIWbY1Mm2P1/qSc3sFYFifACzbrP2egyfK8MX/5WLKuFBUVOjx7Aen8M8+U33lyFBPvHRnDMIYsLVuXVsJ2kqmrZTbOFNNO0M9W5HATFsiIiKyL+lE7YOh96mMSrnEXEjm7Qd7f8OO04fxWO/JCPWpP8FBshylDMD3R1arAGZ1cun8D0dWq8Hf01d977mxXTE4pjNCzD5fgr6zN3yAHdmmfSYddJjZ5RJc2cb+peEk43R2z6vg7+mD746sMj7+6rZvUFhWDH1ROb745y9jENy8Nu7tnS5WGaiNDYTbUrhvMF7ofzOmr34TheXaMcQPR9eoUhR1zf8vDy4zjktAXUoj2EqsfzjeHnIn5vzzJVambVdB5whf5ztOZtCWiMgWomO1eqty+XNzBG0NGLCtWTbi0zcBfSXw/WfA1bc1vDRCYms4rOBQICgEyM+tM2gr7rwqHJv3FCO3QCuT8PlvORjayx//W5KHVVuLLDJzX7ozGnGR3C2wqohoLRgr631+DhBs6sjhzEFb58sCICIiItcTFxCBt865E2/t/MEiELk2YzduWfGauty8U5hZMoGZU8U5+OLAUhWMbUiHV0IycKUWrAwS5OsZ0UZdzi6X77/4z1dIKcw0vtanKrv1fCt3anU2JOh6b7fLVImGBQeXGh9/Z/eiWl8/NrE/pncerzrScgZtQuLxTJ8b8OD691UmsXhr549oERhVo+zA4byTWJu+y3h/WHxPFUi1JT9PHzzV+3oczj+J1sEO2ldJPXh0RkRkC1LrJz4JOHYQSE/RgjgSxKXmJWUjvL2B0hLgzx+AQcOBVqYeXmtIMStQn9i8Pc6etdhEIH+nlsUp2cG1ZBGHB3vizivD8dxH2g5ueQVw92snUVCk7WQJPx8dnr8jGq0TbFv/yy1IxmzOaa2+bZmpDEWtfP2AoFCgMA+Ibb7L4oiIiIgaQ8oV3Nd9ErqGt8TLWxcaO/5KKzqNO1a/qTovuyR5sPESeemw7Iv9S7Do2Lpag7XJgTG4vv1IdAtviTUnd2HlyR34J+uAqlVrTu7L5fUyVCcZvpL1KSUFHI3Mh+mdL1b1WyUruTYSQLy/2+XqMn5nMzCmM+7qeinm7vjOmH399Ob/qqzWdiEJxtdJKQxzV7cZBnu1R2snDdgKBm2JiGxF6lRK0Fbqpp5Msc7l9398r2Vc9j0X8GbQrYboeGD8ZOB/H2rZtp++ATz6BuBZe81WnTN0QmYQnwgc2KmNp6XUGYwe3i8Af24owNrtxeq+ecDW0wN4aloUurap6qBs3pPA0QNAWCRw/5z6y0nQmV05reFz6Ia7tUGyp7kuExERkYMZndhPdVolHTwdK9Dq9ZdVVuCVbd+oDqomtx2Bbw79peq1Skdc1UlHV1Paj8IFCT2NtWevaBONK9qch7zSQqxJlwDudqxN322seVubxIAovDxwGhIDo+GoJFA4tcMo+Hn5qE7TDPw8vTG1/Whc1eb8M3bg5egmtR6Ko/np+LYq+1ra66H17+O9c+9BpF+IKomxOGWT8fWSMV1XRjadGYO2RET26ozsbIOCkl35/adVt58Az31YZzDSrV14GbB2iZZFe3S/lnE76rLaX3u8KtNWsqAdPdvRoq7tsTqDtrLTeO+1EbjpmVQUFJsCtuLhKZEY0NWsM4DMdC1zNzcb8G3+TgKoFnIShoiIiMhBL4//z7n3qjqhy9O2Gh//7fhGNdSmbXC8CtaeH9+9zpqtwT4BGJXYVw2lFeX4O3O/CuCuOrkDGcU5xtdJZu2c/jchzMc5yglIdmm0Xyi+PrgcsZ6huL3HeCQERsEV3Nn1UhwvPIX1GXvU/fTibMze+CHmDb4D3x1eZZFlba8sW1fAoC0Rka20aK0FAuWS6UArFEFfs8TUaVbn3gzY1sXLS8tgfOE+rTOoHz7VMpMjYyxfV1EBVFZlBUgbOXoAPC7RMmh7BtFhXrh9Ujhe/Vzr7VXMvCIcI/pX6zwiu+r5sIgzd5pFRERERG4p0NsPz/adgq8P/YV3dv1Uo6yBQYfQRExpf6HqVKwxHWxJOQbpjEyG+7pNwt6c41h/ag8CPH1VZ12+ns51deGIhN64IK4n0tPTEeMfAVchmcJP97kB01e9qWrGil3ZR/Hs319gS9YB4+uSAqNxTmwXO06pc2PQlojIVnoP1gZrkODj0p9M9y8Yb53PdVVtOwPDxgFLFwElxcAX84GZT1kGJj09oX/uA+iKi4A80xl9h9WmM3DLg1rGrXkAtw4XnROInPwKrNlWhLGDg3DRkGoZCmWlWmdZQsojEBERERHVcSWXXOLfKTQJT27+FJklucbnOocmYWqH0Rgc09lY57ap5P0dw5LUQI4nyNsfLw64BbetfAPZpfnqMfMMbHFlm/MbFbQnSwzaEhE5oz1bTb3Nt+sCJLe19xQ5vok3AptXAzlZwD/rgM2rtIzb6gICtcHRhYRpHas1Yqf32tGhaqhV7mnTOIO21lFeDsx7Qis5ERUP3PV07a9b8A4g9ZQlw/vSG6yTiU9ERETUzKQjrQ+G3oeP9y1GXlkRxib2x4DojmcdrCXnkRAQief73Yi7176tahybC/UOxJjEfnabNlfAcDcRkTNilm3jSSD2mumm+1/9WwuqkSY70zQnQl3n0i27l+Y4uAc4cVSrY12Xfdu1EzHLfgZ8qjqFIyIiInIC0vHU/d0vx1N9rlclDRiwdT/dI1rj4R5X13j80lbnwM/Jylk4GgZtiYjsQc5CNjVgKFl7f6/WxkPCa88WpdrJvOoxAEhuB9zxuBZUI8t6toKZttYTEW1ab6WsSW3bgtSqmsQx8YA3d2yJiIiIyLlIJ3JSw9jA39MHl7XicerZ4tEqEZEtbVwB/LxAC9LcNhvofU7jP+OvX4HKqoL/540BvLytPpkuSy7VunkW4BdQo6Ox8E9egS4mAWjfFTh3NJxCbjZwcLfWEVnXvkBSG+tk2jJoaz3hUUDKYaC8TKsZHBxm+fypk1o9YSHlEYiIiIiInNBNHUYjwjcYWzIP4NKW56hxOjsM2hIR2ZIEW48d1MblkunGBm0l8LP8F23cwwM47yLrT6Orq61eaO5p+Mol6jJkpTtP0HbbBuCjV7VxTy8rBm1ZHsHqmbYiK6Nm0Fa2AwYJydb7XiIiIiIiG5IOxyS7lhm21sPyCEREtmQelDF0JNYYB3YBednauAR8zQNC1DQVFcDqP0z3W7R2njkZb9aTrmTbWqs8AmvaWjfT1kBKJFRnvh1gpi0REREREVVhpi0RkS3FtgB0HoC+8swdE9WlYw9gzkfAsl+AngOaYwrdi3QS9dmb8Dh2wPRYohMFbeMSTeOGuqhNNeoyoHs/LeM2MvasJ42qhFfLtK3OfDvAoC0REREREVVh0JaIyJakkyHpbOhkihZkk06IPCxrq9YrKg64/KbmmkL3sm4JYB6wdbagbUCQ1hld7mng5PGz+ywprXA25RWoiZm2VUFbOZljHoQnIiIiIiK3xvIIRES2Zsimk86HMtM5/+3p0hssgmp6CZw5W11RQ6Av5zRQmG/vqaH6atpWr3FtyLSVkzlyUoeIiIiIiIhBWyIiO4g3r2vbwBIJEuAtL2+2SXJb/oHANdMty1f4+MKpmGdnpp1lti3ZNtNWTtqUltTcLhARERERkdtjeQQiIrt2RnYU6Dmw/vcsXQQs/h9w/kXAsIuB4NBmnUS30mcI9KMvR+XK/4Nu3NXQwcnEmXdGdhxo06nxn1FYAOzfDoRFavVsA4OtOoluzc8fmHC9VsaievkDmc+3PqxtB8w7lSMiIiIiIrfHoC0RkT2DtqlmPcfXRS6hXrZI6yDqh8+AvkMZtLUy/aSbkDH0YsTExMDpmAf70prYGVnKIeDNJ7XxkROBq2+zzrSRZvzk2udEQCAwYBjnEhERERER1cCatkREthabCOiq8jmlM7L67NwMpJ/Qxjv3cr6aq2S7TNuGLE+1yc4yjYdFnP00ERERERER0Vlhpi0Rka35+gHX3wVExjSsjuWSn0zjF4xv1kkjJxQZDQSHVS1PTbzEXrK4DaREAhEREREREdkVg7ZERPZw3tiGvS4jDdi23tQLfc9BzTpZ5IQ8PIHXFpiyt5sixzzTlkFbqysv0zohkyEqTluXpezJljVa5nx0AuDpaf3vJSIiIiIip8WgLRGRI1v+M6DXa+Pnj2Ngh2p3NgHbGpm2LI9gdWuXAh+/po1PnqFlzGemA28/qz3W+xxgxhPW/14iIiIiInJarGlLROSoSkuAFb9p417ewNAx9p4iclUWNW2ZaWt1EVGm8ayMmp0QNrWsBRERERERuSxm2hIR2UN5OXBkr9ZxlK8/0Pfcmq/ZsBwoyNPG+w0FQsJsPpnkhCQzu7GZt4ZMW1kW/QKaZbLcWni0aVxKJIgTR02PNaS2NRERERERuRUGbYmI7KG8FJhznzbetkvNoK0E3tgBGTWUZG9++gaQdgzo3BuYck/j5l1OVdCWpRGaR3gtmbYnzDJtW7Rspi8mIiIiIiJnxfIIRET2INmM0hmRSD1qqltrUFEOtO8G+AcCLdsDbTrZZTLJSQQEAts3AqdOastTYxQXAUWF2jhLIzQPP38gIKj2TFvJio5NbKYvJiIiIiIiZ8WgLRGRvRguiS7MB3JOWz4nNWyvvg145XNg2oNn39EUuf5JAEM2Z9rxxr23IFc7OSAYtG0+hvaRoG1lhSm4HhUH+Po14xeTNT311FPQ6XQWQ6dOppNqxcXFmDFjBiIjIxEUFIRJkybh5MmTFp9x9OhRjBs3DgEBAYiJicGsWbNQLiVziIiIiIjMsDwCEZG9JCQDOzZp4xLAiUyo+RoJ5sSxkyJqAMnWlIBgfi6QlwMEhzZstkXGAvP+B5QUA2WlnNXNWdc25TBQXgYcPaDNb8N2gJxK165d8ccffxjve3mZdqfvvfde/Pzzz1i4cCFCQ0Mxc+ZMXHbZZVi1apV6vqKiQgVs4+LisHr1aqSmpuKGG26At7c3nn/+ebv8HiIiIiJyTMy0JSKyF/POhxp7STtRjeXJ7BL7xmbbGk4QBIVwvjaXCLO6tturTtaIBNazdTYSpJWgq2GIitLaNicnBx988AFee+01DB8+HH379sVHH32kgrNr165Vr1m8eDF27tyJ//73v+jVqxfGjh2LZ599FvPnz0dpKU+aEBEREZEJM22JiOzFLFijk6Btt0HaZdNLfwIGXsAAGjWOeUa2dEjWvivnoKN2RmbIsBfMtHU6+/btQ0JCAvz8/DB48GDMmTMHycnJ2LRpE8rKyjBy5Ejja6V0gjy3Zs0aDBo0SN12794dsbGxxteMHj0a06dPx44dO9C7d+9av7OkpEQNBrm5ueq2srJSDY0l79Hr9U16Lzk+tq/rYtu6Lrata2P7uk/bVlp538rL0euGPf300xaPdezYEbt377bbNBERWU28WZDN0CnR1vXAgneAbz4ALr8ZGDGBM5waJs480/YY55ojlkcQnp5ATpZWR7iogJm2TmbgwIH4+OOP1f6olDaQ/dShQ4di+/btSEtLg4+PD8LCwizeIwFaeU7IrXnA1vC84bm6SGC4+j6xyMjIUHV0G0sOKCQzWA4yPDx44Z2rYfu6Lrat62Lbuja2r/u0bV5envsEbeurG0ZE5NQCg4HQCC2AUxVk0y1dpD0ntUVjaqlxS9SgTNtGlEf4v2+A9BNaJ2QXTtQ6NSPr6zsE6NYXCAkDPDwBvV5b94MaWHuYHIKUMzDo0aOHCuK2bNkSX3/9Nfz9/Zvte2fPno377rvPItM2KSkJ0dHRCAkJadIBhnSiJu9n0Nb1sH1dF9vWdbFtXRvb133a1s/Puh0MezlL3TAiIpeta5uTBV1eDryP7INu19/a49HxQNe+9p46crbL7318gdKSxgVt/1kH7N2mjY+a1GyT5/Yks1YGA51OC5STU5Os2g4dOmD//v248MILVV3a7Oxsi2zbkydPGvdl5Xb9+vUWnyHPG56ri6+vrxqqk4ODpgZd5QDjbN5Pjo3t67rYtq6Lbeva2L7u0bYeVt6v8nCWumFt2rTB5MmTcfQoO+shIhfSoqUK0Op7DEDgil9Mj19wsRyN23PKyNnI8hJbVSIhIxUoL2vY+7IztVv/AK0zMiJqsPz8fBw4cADx8fGq4zFvb2/8+eefxuf37Nmj9l2l9q2Q223btiE9Pd34mt9//11ly3bp0oVznoiIiIicI9P2THXDgoODrdZRA4tC2xfnv/2xDezoyluBq25DZWEBfB66QT2k9/aFfvBIaRh7TplbcZl1YNRlQEW5FrzVqx925tfr9dBlZ0Ino6GR0Nvx97tMGzgxW7eBM7b1Aw88gPHjx6uSCCdOnMCTTz4JT09PXHPNNQgNDcXNN9+syhhERESoQOydd96pArXSCZkYNWqUCs5ef/31eOmll1Qd28ceewwzZsyoNZOWiIiIiNyXl7PWDZOdYmt11MCi0PbF+W9/bAP781v3J8JKitR4UY+ByC0oAmQgm3CZdaB1V9N4ZlUG7RnoigsRK+UUAJQGBOG0WfafrblMG5yB3z9rEbLoM3gUFaBg8IUoHDgCFVGOUwLK1m1g7Y4abOH48eMqQJuZmalql5177rlYu3atGhevv/66mneTJk1SSQSjR4/G22+/bXy/BHgXLVqE6dOnq2BuYGAgpkyZgmeeecaOv4qIiIiIHJFDB23PVDfMmh01sCi0fXH+2x/bwM4k23HTX8a7fmOvgF9MjF0nyd247TqQqnWAJ3yi4xBjx+XOHdpAt2sjdEUFajxwze/wv2Ac4EDruq3bwNodNdjCl19+We9vmj9/vhrqIgkIv/xiVg6HiIiIiMjZg7aGumFySZm1O2pgUWj74vy3P7aBHe3ZCpw4okb1bTvDo1V7e06N23LLdSD3tHFUFx4FnZ1/u8u3QYSWjWng0aKVw9WutmUbuGw7ExERERFZgYej1w1bvnw5Dh8+jNWrV2PixInGumFERC5jxW/GUf1QU1kYoiY5lQZs3wisX9bwTshEWCRneHMLj7K8z47fiIiIiIjIGTNt66sbRkTkEtp3BdYuQVlcEjz7n2/vqSFn9/KDQGY6EBAEyPKkk27G6pCdZRoPi7DJ5BEREREREZGTB23rqxtGROQSzh+Hyi59kVlShhhvb3tPDTm7uCQtaFuYD+RmA6Hhdb82xyzTNpSZts0uuZ1pvNfg5v8+IiIiIiJyWg5dHoGIyG1ExgBeDNiSFcQnmcbTTB2N1apVB2DQcKBTL20ZpObVvT9w7mhtfl83k3ObiIiIiIicM9OWiIiIGik20TJo27FH3a+VgK0MZBvS8dbUezm3iYiIiIioXsy0JSIictVM29Tj9pwSIiIiIiIiaiIGbYmIiFxJnHmmLYO2REREREREzohBWyIiIlcSGgH4BdRf07ayEqissNlkERERERERUcMxaEtERORKdDpTtm3mSaC0pPbXpR4FbhsPPDAZ+OEzm04iERERERERnRmDtkRERK5a11avB06m1P6a7ExAX6ndVjDjloiIiIiIyJF42XsCiIiIyMpiEwFvHy3jtrS49tdIsNYgLIJNQERERERE5EDcPmir1+tRVlamhuLiYnh4MPnYlry9vaGTS3mJiMh6Rk8CLroKONN/WnaWZR1cIiIiIiIichhuHbQtLS1FamoqCgoKUFlZiby8PAYQbUwCti1atLD11xIRuTbJsq2PRaZtZLNODhERERERETWO2wZtJUh76NAheHp6qqChZNh6eXkxaGvjLOeMjAykpKQgJCTEll9NREQM2hIRERERETksL3fOspXAbVJSEvz9/VFeXs6grR1ER0er4HkFO8EhIrKtHPPyCOGc+0RERERERA7EbYO2Bqxha1+sZ0tE1ExWLQb+Xg2kHgMeeBEIj6q9pm1wKODlzWYgIiIiIiJyIG4ftCUiInJJxw8DW9Zq42nHLIO2lZWmTFvWsyUiIiIiInI4Z+hWmsjk8OHDKis2Ozubs4WIyBnEJ5nGJdvWXEEuUFGujYeyEzIiIiIiIiJHw6Ctk7jppptU0HTXrl0Nev3UqVNxzz33NPt0ERGRg4ozC9qmHbd8zi8AeOhV4PZHgFETbT5pREREREREdGYM2jqBvLw8fP3114iIiMAHH3xg78khIiJnEJ9Yd9DW2wdo3xXodx7QpY/NJ42IiIiIiIjOjDVtqxQUVeLoyRLodLCZ1i18EORff9z8q6++QmBgIJ577jk8+uijmDNnDry9vVFZWYm33noLb7/9NlJSUhAXF4d58+Zh7969+Pzzz1Vm7vvvv4+WLVtix44daNWqFebOnYtLL71Ufe7333+vsnGl9IF47bXX8M477yAtLQ0xMTG49957MXPmzGafD0RE1AyCQoGAIKAwX6tpS0RERERERE6DQdsqh06U4/43M20689+4Lwbd2/nV+zrJrp08eTKuvvpqFWT96aefcNlll6mArQRhFy5ciD59+uDYsWMoKCjAmDFjsHnzZoSFhannG0qCu0uWLEFiYiKWLVuGiy66CL1798aQIUPO8pcSEZHNyVlIqWt7YBeQlQGUFAO+9f/nEBERERERkf2xPIKD27lzJ9auXYspU6YgKCgIEydONJZIkKzYp556Cn379lVZtcnJyejcuXOTv2vSpElISkpSn3XBBRdg9OjRKnhLREQuUNf2pFmJhL3bgS1rgMN7gfIyu0waERERERER1Y2Ztg5OArQ9e/ZUg5DgrWTSSjmEI0eOoH379lb7Limp8Oqrr6pyCVJ6obCwEK1bt7ba5xMRkR2DtqnHgOR22vji/2lBW/HK50BYJJuGiIiIiIjIgTBoW6V1ghfm3htj85q2Z1JWVobPPvsM+fn5ql6t0Ov1qKiowMcff6zKGezfvx+DBw+u8V4Pj5pJ1JKpK4FYg9TUVOP40aNHVUD4t99+w7Bhw+Dl5aVq38r3ERGRk6qrM7LsqnJAOg8gOMz200VERERERERnxKBtlUB/D3Rv56VKAziKH3/8Ebm5udiyZYuqT2sgHY99+OGHqpOwp59+Gt27d1eZuIaatlIiITY2VnU+JkFXw2+SurcLFixQ9XBPnDiB+fPnGz9TAsPyWumATAK+v/zyCxYvXoxbb73VLr+diIisIKktcOFELeO2XRfT4zlZ2m1IGODpyVlNRERERETkYFjT1sFLI1xzzTXo1KmTyrQ1DHfddZcKukqgdvr06bjyyisRHByMkSNHqoxZccstt6gSChEREejRo4d67F//+heys7MRHR2Na6+9FjfccIPxu7p06YJHH30Uw4cPR2RkJL766itccskldvvtRERkBZExwFW3AedfBLRopT1WWWEK2rIsAhERERERkUNipq0Dk2zX2kRFRaGoqEiNS5D1/vvvr/Gatm3bYtOmTRaPSUdlK1assHjswQcfNI4/88wzaqhNq1atWCqBiMgV5OUAlZXaeFiEvaeGiIiIiIiIasFMWyIiIndiqGcrQhm0JSIiIiIickTMtCUiInJl0qGkBGrTjgExCUB2VWkEwfIIREREREREDolBWyIiIle2+g/go1e1calv6+Nreo5BWyIiIiIiIofEoC0REZEri2thGk87DoSEme6zpi0REREREZFDYk1bIiIiVxabZBqXEgkiMFi7ZaYtERERERGRQ2KmLRERkSsLCgaCw4C8bC1oO+slYML1QFkp4OFp76kjIiIiIiKiWjDTloiIyNXFJWq3OaeBwgJt3NsH8GTQloiIiIiIyBExaEtEROTq4s1LJBy355QQERERERFRAzBoS0RE5C6ZtuZ1bYmIiIiIiMhhMWjr4IYNGwZfX18EBQUZh7fffhvOMu1z586192QQEZF50PbDV4BP5gLrl3G+EBEREREROSh2ROYEXnzxRdxzzz1Nfn9ZWRm8vb2tOk1ERORE4szKI4gVvwFeXsCAYfaaIiIiIiIiIjoDZto6qcWLF6N3794IDQ1Fnz598Mcffxifmzp1Km6++WZceeWVCAkJwbvvvqsCt0888QTatm2LyMhIXHLJJThx4oTxPWlpabjuuusQHx+PsLAwnHfeeSgqKlLPPfjgg2jZsiWCg4PRpUsXLFy40Pi+rKwsTJw4EeHh4ep9ffv2xZEjR3D//fdjxYoVeOihh1R28NixY208h4iIyCgqFvCqdvIuNJIziIiIiIiIyEExaOuE9u/fjwkTJuDxxx9HZmYmHnnkERWEPXTokPE1CxYsUIHb7Oxsdfvoo49i1apVWLlyJVJTU9GhQwdcffXV6rWVlZUYP348vLy8sHPnTpw6dQrPP/88PDy0xaNnz57YsGGD+iwJ/F5//fXG73rllVdQXl6OlJQUNS0ffPCBCu6++uqrGDp0qMoSzs/Px6+//mqnuUVERPDwBJ77ALhmumlmhDFoS0RERERE5KhYHqG6xf8Dfv+u/jmX3Ba482nLx+Y9CRw9UP97L5wIjJrU4EaaPXs2nnrqKeP9WbNmqXqxl112mbp/+eWX47333lOBWgngilGjRmH06NFq3N/fX9XBlaCtZNKKf/3rXwgMDMSxY8dUxu2uXbvw119/qdeKc8891/h9kydPNo5LoPeFF17A6tWr0bp1a1V2QYK1+/btU8HdXr16Nfh3ERGRDUXGAHnZpvthEZz9REREREREDoqZttUVFQKnT9U/5OXUnJvyWEPeK9/RCHPmzFFZrobh+PHjaNWqlcVr2rRpox43SE5ONo5L5mxBQYEqeSAlDGSIi4uDj4+PCtpKOYMWLVoYA7bVvf766+jatasqxSDv3b59u/pMQwBZMmqlFIN85t13320sq0BERA4mO9M0zkxbIrubP3++2qfz8/PDwIEDsX79entPkmPT64GSYu0ElPm+tfm2zaAwX3vcMBRz/5TIaVRWAJnpwN7t2nB4L3Ayxd5TRURkc8y0rc4/AAiPqn/OBYfW/lhD3ivfcRYSExNVmQNzhw8fVkFZA0NpAyE1bAMCArBu3Tp06tSpxufJ41LeoLi4WB00mJPvkSzfJUuWqBq68rmSTauXnWZA1auVEggySMkEKbMgWb1S09Z8GoiIyAFkZ5nGQ5lpS2RPX331Fe677z7V94AEbOfOnauuktqzZw9iYmIcu3FkP1CCohJUyUrXbtVwEhgyCugxwPTaslLgsVsAb1/Ax6fuW50HcPE1lieUNq4Avv0IKCkCSkq026p9UAtBocDcrywf++JtYO0Sy8dCwoHYBCA6AYipGhJbAQkt0awqKrSkjaJ8bb5J4LlDd8vXpBzWAtC1kd8s81F+f2Rszfd+Ng/Iz9E+t6QYupJiRFRWQhcYBPj4mgZpm049Te+TaVm/HPD2qRq8AU8v7dbLbJD7UfFaB5YG5WXa76qLTme6lc82J79TgujqM8qBchnKqoZyLWAn3yvtE5do+d6c06ZpldcYvqc+Mv+KC03T7OcP+PjJQROarLISKCoACvK0wT+w5vQe3K1No68f4OtfdetX/7QXFgDHD2q3RYahELrCfATnZEPn56t9v8yryTMt57Es9xuWAxWVgL5qXgaGAIHBQJDhNhgIiwLadYHdSUB29z9ARhpwyjCc1JYNc7KePvNvy8fmPgbs3aYt3zIP5FaOtQOCgYAgQNYBue3YA+jWz/K9Galam8lyLdsfWRaknJTcNnS5ag7SrtBr02JO1ldZfuV5fWXV62BaF+T3y/pr7WmX75HlMD9bS1IzH/KrbmVdnXC95fu+/DeQelSbLsP0ybSa35dp7dzLcpsmy/oX7wAVVdsYw3ZBxuV3m5s8w3L7vWsL8NPnpvuenrX/50jM49Iplp91eB+QnlK1XpnNY9n+mt+PbVFzWZLtqEyn2mZ6md36mMY9PaErqzb9pSWmkxHqv02v3Rr+5mR+GZbtkLCay0RDyOdVXyaOHdS2WbKOyW9Sy5VhMLuf2Bpo2d7yvXu2auuUxL5ke1K9z4zmkHIYSE+tOgkrJ2qztOVE5o1sT2VbLretOwI9B1q+98BOwNMbiE/SXuOEGLStTsoWNKJ0gYXq5RKayVVXXaXKG/zwww8YN24cfvzxR1XaQIKltZHg6e23364CqXJgkJSUpEoaSOdl8ln9+/dHx44dcccdd+C1115Tgdi1a9eqx3Nzc+Hp6Yno6GhV+/bjjz9WmbYGixYtUvVx27Vrpzo9k3IJUhtXxMbG4sCBBpSLICKi5pefB2zfaLovO1pEZDeyzzVt2jTceOON6r7so/3888/48MMP8fDDDztey8iB8KE9pgCtBMBqIwd55kFbCbbK6xti6GjLoK0E2tJNHeeetdzT2rBvh+mxPkOAOx63fN3Sn7Tb6gfvxgP4qgPbc0drpWcMJPC0+Nuq4GyBFmSRYG31eSVBpXnfWj72+7fAysX1/4aBF9QM2m5eaXEVoByeVwuTaiRwhZ6WwdP/zkODvPQZEBFtWVLu248bVlLuifmWj737vHYgXZ/Rk4Arppnuy3y//xrTfUNAWAJVhgCm4fbBV4D2XU2v/Wcd8O5zNb9DHfT7a0FcQ2D1oVcsg7l//aoFBg3BWeOQbxlEOm8scMPdlp//9rO1Z4LL5xuCuPI7pt4LdO1rev7IPuDVmtsBadvA6g9efbtl0DbtuPZ7m9o28t2GwKXOcKuzfGz4eO0kgIEs6289bfkej2rvNwSObntEm+8G2zYAP3xW//RKwK06OZEhgS8ZzkTWW/NAmwSlZmvb3lqp6a8K4D7wItC2s+m5zauAT9/UAmyGz65+MknuS0D4pU8tH//0DWDNn6bXy/JTFaTTQY84w+MDhgG3Vmv/x6Zp26/6XH8XcP5FpvsSDH/rKdO6Yh6MrD4u6435/uGP/wUWfWEKENdF5k/1oO2h3cCBXfVPr8xj822afNcaUyfrZ1T9CmbZDsq6Wh9Z96oHbZctAlb+X/3vlbapHrT9+r3a13MzskXxvewWILmV5br6zAw0yIufaCftzLdLv3xZFdSVwRsoK9NO3pVqJ/DUetGyHfDwa5af9clc7WRJfeREqnnQVratrzxkubzLci4BXMMQVHV77hjtJKnBiaPaul6XshIgJ0v7PebbfcNJWAkW10eW++pB21dna/PhsXlAq2oBaCfBoK0TkgDpt99+q2rdSqdgUhrhu+++U7dnKrHw0ksvYfjw4UhLS1PZtyNGjFBBWwnq/vTTTyrbQ4K3JSUlKptWOg8bM2aMqpnbvXt3+Pr6qu8bMmSIRadod911F06ePKmCvZMmTcL06VpHN/fccw+mTp2qSipIjVwJ8BIRkZ14VssmsmcWCZGbKy0txaZNm9S+nIHsj40cORJr1qyBQ5IDJglK1keybc1JJo9kuMoBWWlpzew5cxLgNScHg5IVaJ6haAisqey4qu2Y3K+uVQftoNVAMsIkACyZmuYkQ8ycHJR+9Z6WNVWfzr0tg7byHVsbECw7G7UFp+T3mwVt9ToP6KpnpAnzQFldn1UXCQhYi3nG7hm/s1qQTgIS5iRwoH5DLb+j+u+XjLvaGAJ+hprvMo+qZ9/u214za7s2+bk1HzNfBmvL0pWhtvfKst9Q1QNqDc0eluzb6tKOaRmo9ck1q5FvaJuGBMuEZNEmmEr5IVrrc8VI1nF5LCoOiIrVgqey/Qg3O2lgIK+R4Lmc4JFB2lLmafUgqmQGmpMg85nI+2VbVVHL/pJsG2RdbwrJGJXprIXFt9QWJG3ofpsEZs3JSSPJVGyI6ttnCQbWF7AVtZWOrON31vudtsjcrO0EQEOnt7b5Ie3aABKYb7Lq22/ZZsi6VJ/q/6u1fVZDf6ucrKq+bhm2Y9VPsHYfYBm0PbofWPif+r9TrlyvHrQNa2DnyZJxW336Df9zTpplKxi0dXDLli2r9fGxY8eqoTaSDVud1K997LHH1FCbhIQEfPnll7U+J52cyVAbCczKUBu51E86OCMiIgcgB4ByGeT+ncA5I+09NURuTfoGqKioUFclmZP7u3fvrvF6OaEug4FcCSXkKigZGkveI6WuGvNeXUS0CiroJeAWEVM1REMvQcvIqvtyKwdc5p8rGTevfG6Z4WYeYFHjJUClXrvs1Py9krH7+lcN/VGW94dfog3VSQBDglJyqaVcCtumi+V7M9Ph0ZCArYrvVl1aauAbYOwwRO9tuExbLs8O1LbBhvHgMOirT2+PgdDJ5epm9OZBGnXpt1/NeSTue14LbFUFtSs9PJFx8iSiw0PhIcE0w7yW4Ln5e6XNJMNTtUNVeYKKcugM44bLksvLoJfLfM3fGx4NnXmpBTXBtQQkYhJq/tYufaCT71aXDFeVY5BbL2/oJWAjQUf57nZdLb+zogK6noNMy49hkGmUoKzZ5e16mV8Wy2EYdD0Gaq8xBHtVOYkirVSDKsFRrOZf9enVBQRZBNT0qh2DTKUG5BL8wBDoJaOt+nuHXawFNCTzrdgsA844aLWWVek58/eGRUA3ahL0sgzJsqOGAOh9/XG6sAhhkZHwMMwrCcCYv3fkpcB5F2nzRDJdy0u1q20KcrWgi4wX5mmBkOrTK58pv8uQPWqehWnMzNRry2a1tmlooYlKWe/My0hIO9/yoBaAlWCtfH9dAcrqy9KN99f+GmlTCcyqIU/LUDR/r5QP6X++1jaG9dg8s96sDIG++vz18YPOEGg2n07jeNWttFf1+SvZ6nI1grzGmIFsek9ZRQW8JaAYW3O90UkZAWk/WcYNmc9C1hW1zsr6UAa9bHPN31teDp1sj8pLoataR/XVs6Grsqj1UlLD/L1RsdAltzNdCh8Uqn2+4b55dmX1tnnoVbN1tGoajett1fZFTpJV36bJtuCZ90zbBzV4mm7NGbLsDfqcA8z/Xhs3XBUhJwsNJw0N/zfV1zchy4NklRoyyg3bE2OWedV8kv+56u+94hZtXS4zlHwpg85s+6m2oWVlKIuIsfzflW3L0DFVy4NhGTIsE1Vtq04sldbcBku5heAw7feUlKgTdapdfaUMRNUJTll2a1mWJFtY16aTmn96te00235KkofhflLbar9VB93YK2uWx8jPVaVbzFXKttH8vXp9g7YR+pws6OV3m5eC6H2OtpzIf6R0pCzbLtkGG7bjhu2q/K9UX/blKvrSYuirT48VVd+nasp+2Zno9IbipC5KdmqlA62cnBx1+b6B1G+VGqytW7dWGaTl5eXqsn4dM49sStrh4MGDCA4OVp2hsQ6ufciGJT09XdXQYxuwDdyR26wDskMl9fXkEtnqGUx25jZt4MBs3QZ17aO5gxMnTqj9ntWrV2Pw4MHGxx988EEsX75c9TdgTvoXePrpmmW49u7dq/ahmtLWMt9l/je0rT3kslydDpWSnefC66iupAg++3dAJweDhku9JQhovNRb7uvUwXFZYhstgGdQVgqPkmJUyqX2tsgWs2L7knHm1Vi+ZdmX5aHSPxB6CZ7acZ46bNsaMlOrgr0qOGge7FWvqVSPy3yskQ1Kzd+2hjYxL1VBrtG+hgC1IchsDxXl8CjMh0dBnhpKJdhvdqzhkZ0Jb6nTXRcPD1QGh6EiJByVcoLRiZbRymptm5eXp0qIWmv/lltLIiIidyHBhep1uIjI5qKiolSfAVJeypzcj4uLq/F6KaMgZazMA97SR4H0OdCUAwI5wJBEBXl/gw8eHb1zNGtKauaOyZpZk9qXnGLZZ9u6Lrata3P79pXtaAez2tAu3LZ+0tGdFTFoS0RERERkQ1K2qm/fvvjzzz9x6aWXGnf65f7MmTNrvF6uCpOhOjk4aGpQTg4wzub95NjYvq6Lbeu62Lauje3rHm3rYeX9KgZtiYiIiIhsTDJnp0yZgn79+mHAgAGYO3cuCgoKcOONZ+jRnIiIiIjcBoO2REREREQ2dtVVVyEjIwNPPPEE0tLS0KtXL/z22281OicjIiIiIvfk9kFba/fsRo3j4v3gEREREdVJSiHUVg6BiIiIiMjLnWuJSa0J6b3XUDDYy8tL1aIg2wVsJcNE5r10xkFERERERERERERunGkrgcLWrVsjNTUVKSkpKuNWHmPQ1rZkfrdo0ULVcCMiIiIiIiIiIiI3Dtoasm2Tk5NRWlqK9PR0REZGsgddG/P29laBWwZtiYiIiIiIiIiING4dtBUSMJTAoQx+fn4M2toB6woTERERERERERGZeJiNExEREREREREREZGdMWhLRERERERERERE5EBcvjyCXq9Xt7m5uWe8PD8vL4/lEeyE89/+2Ab2xzbg/Hd3XAfcrw0M+2aGfTWy7v7tmXB9c21sX9fFtnVdbFvXxvZ1n7bNtfL+rcsHbWXmiaSkJHtPChERERHVsq8WGhrK+dII3L8lIiIicv39W53exdMbJOp94sQJBAcHq07HaiORcAnqHjt2DCEhITafRnfH+W9/bAP7Yxtw/rs7rgPu1wayCyo7tAkJCewIthn2b8+E65trY/u6Lrat62Lbuja2r/u0rd7K+7cun2krMykxMbFBr5UZzKCt/XD+2x/bwP7YBpz/7o7rgHu1ATNsm3//9ky4vrk2tq/rYtu6Lrata2P7ukfbhlrxCjJ2REZERERERERERETkQBi0JSIiIiIiIiIiInIgDNoC8PX1xZNPPqluyfY4/+2PbWB/bAPOf3fHdcD+2Abug23t2ti+rott67rYtq6N7eu6fJs5nujyHZERERERERERERERORNm2hIRERERERERERE5EAZtiYiIiIiIiIiIiBwIg7ZEREREREREREREDoRBWyIiIiIiIiIiIiIH4vZB2/nz56NVq1bw8/PDwIEDsX79enu3idt46qmnoNPpLIZOnTrZe7Jc2l9//YXx48cjISFBze/vv//e4nnpl/CJJ55AfHw8/P39MXLkSOzbt89u0+tu83/q1Kk11okxY8bYbXpd0Zw5c9C/f38EBwcjJiYGl156Kfbs2WPxmuLiYsyYMQORkZEICgrCpEmTcPLkSbtNs7vN/2HDhtVYD26//Xa7TbOreeedd9CjRw+EhISoYfDgwfj111+Nz3P5dw/c/3X9/Wiuy+61f56VlYXJkyer7XpYWBhuvvlm5Ofn2/iXUHPt/7N9Xfu44ujRoxg3bhwCAgLU58yaNQvl5eU2/jXUHMcs1mhbtw7afvXVV7jvvvvw5JNPYvPmzejZsydGjx6N9PR0e0+a2+jatStSU1ONw8qVK+09SS6toKBALedysFabl156CW+++SbeffddrFu3DoGBgWqdkD8bav75L2QnzXydWLBgAWe9FS1fvlztOK1duxa///47ysrKMGrUKNU2Bvfeey9++uknLFy4UL3+xIkTuOyyy9gONpr/Ytq0aRbrgWybyDoSExPxwgsvYNOmTdi4cSOGDx+OCRMmYMeOHep5Lv+uj/u/7rEfzXXZvfbPJWAr23H5b120aJEKFN566602/BXUnPv/bF/XPa6oqKhQQb3S0lKsXr0an3zyCT7++GN1oobsxxrHLFZrW70bGzBggH7GjBnG+xUVFfqEhAT9nDlz7Dpd7uLJJ5/U9+zZ096T4bZk9f/uu++M9ysrK/VxcXH6l19+2fhYdna23tfXV79gwQI7TaX7zH8xZcoU/YQJE+w2Te4oPT1dtcXy5cuNy7y3t7d+4cKFxtfs2rVLvWbNmjV2nFL3mP/i/PPP19999912nS53Ex4ern///fe5/LsJ7v+6/n40/8vca/98586d6n0bNmwwvubXX3/V63Q6fUpKio1/AVl7/5/t69rHFb/88ovew8NDn5aWZnzNO++8ow8JCdGXlJTY4VeQtY5ZrNW2bptpK9FuyTKRy0sMPDw81P01a9bYddrciVzaI5eKtGnTRp1BlPRxso9Dhw4hLS3NYp0IDQ1VZUO4TtjOsmXL1KUTHTt2xPTp05GZmWnDb3c/OTk56jYiIkLdyv+CnEk1Xw/kctPk5GSuBzaY/waff/45oqKi0K1bN8yePRuFhYXN8fVuTzIAvvzyS5U1IGUSuPy7Pu7/usd+NNdl99o/l1spidCvXz/ja+T1cmwrmbnk3Pv/bF/XPq6Q2+7duyM2Ntb4Gsmkz83NNV4FRc55zGKttvWCmzp16pQ6WDGfgULu7969227T5U5kZ0PSw+XPSVLJn376aQwdOhTbt29XtUPItmSHUNS2Thieo+Yll0bJ5TKtW7fGgQMH8Mgjj2Ds2LFqg+/p6cnZb2WVlZW45557MGTIEPVHK2RZ9/HxUQc/5rge2Gb+i2uvvRYtW7ZUgYitW7fioYceUjWkvv3222aYCve0bds2FaSVS2ulvtp3332HLl26YMuWLVz+XRz3f91jP5r/Ze61fy63EvAz5+XlpYIL3Id3/v1/tq9rH1fIbW3rt+E5ct5jFmu1rdsGbcn+5M/IQDpFkZ1PWei//vprVTyfyN1cffXVxnE5KyfrRdu2bdXZ9xEjRth12lyR1CmSg1vW0nas+W9eg0/WA+l4RZZ/OZCR9YHOngR5JEArWQPffPMNpkyZomp3EZFr7EdLZ1VE5By4/+8aeFzhumbY+ZjFbcsjSAqznLmq3nOf3I+Li7PbdLkzOQPVoUMH7N+/396T4pYMyz3XCcchlzvKtorrhPXNnDlTddSxdOlS1TGT+Xoglw9nZ2dbvJ7/DbaZ/7WRQITgemA9kvXRrl079O3bV/WOKx2kvPHGG1z+3QD3f91jP5r/Ze61fy631TvSlt7Js7KyeFzrAvv/bF/XPq6Q29rWb8Nz5LzHLNZqWw93PmCRg5U///zTIu1Z7sslg2R7+fn56qyEnKEg25NLcmTjYb5OSL0VqYXFdcI+jh8/rmpacZ2wHukDQv585XLwJUuWqOXenPwveHt7W6wHcpmL1AnketD88782khEquB40H9n/KSkp4fLvBrj/6x770fwvc6/9c7mVoJDUzzSQ/1jZthuCCOS8+/9sX9c+rpBbKVtlfuLl999/R0hIiCpdRc57zGK1ttW7sS+//FL1vPnxxx+rXhlvvfVWfVhYmEXvbtR87r//fv2yZcv0hw4d0q9atUo/cuRIfVRUlOqZj5pHXl6e/u+//1aDrP6vvfaaGj9y5Ih6/oUXXlDrwA8//KDfunWr6sm0devW+qKiIjZJM89/ee6BBx5QPYnKOvHHH3/o+/Tpo2/fvr2+uLiY899Kpk+frg8NDVXbntTUVONQWFhofM3tt9+uT05O1i9ZskS/ceNG/eDBg9VAzT//9+/fr3/mmWfUfJf1QLZFbdq00Z933nmc/Vby8MMPq55vZf7Kdl7uSw/jixcvVs9z+Xd93P91j/1orsvutX8+ZswYfe/evfXr1q3Tr1y5Uu0/XnPNNXb8VWTN/X+2r+seV5SXl+u7deumHzVqlH7Lli363377TR8dHa2fPXu2nX4VWeuYxVpt69ZBWzFv3jy1Evn4+OgHDBigX7t2rb0nyW1cddVV+vj4eDXvW7Rooe7Lwk/NZ+nSpWpnofowZcoU9XxlZaX+8ccf18fGxqoTGiNGjNDv2bOHTWKD+S9/ALJBlw25t7e3vmXLlvpp06bxJJKV1Tb/Zfjoo4+Mr5GDoDvuuEMfHh6uDwgI0E+cOFH9SVPzz/+jR4+qnZ2IiAi1DWrXrp1+1qxZ+pycHM5+K7npppvU9kX+e2V7I9t5Q8BWcPl3D9z/df39aK7L7rV/npmZqYK0QUFB+pCQEP2NN96oAoLkGvv/bF/XPq44fPiwfuzYsXp/f3918k1OypWVldnhF5G1j1ms0ba6qgkiIiIiIiIiIiIiIgfgtjVtiYiIiIiIiIiIiBwRg7ZEREREREREREREDoRBWyIiIiIiIiIiIiIHwqAtERERERERERERkQNh0JaIiIiIiIiIiIjIgTBoS0RERERERERERORAGLQlIiIiIiIiIiIiciAM2hIRERERERERERE5EAZtiYiIiIiIiIiIiBwIg7ZEREREREREREREDoRBWyIiIiIiIiIiIiIHwqAtERERERERERERERzH/wOvebhtFS9PTAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxYAAAGGCAYAAADmRxfNAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAUvhJREFUeJzt3Qm8VPP/x/HPvW230r6nRVmTiCKRvVUoskQRpfxSSKQiUSRC+knJWpayZIlSuEKhVCKSLT/RpoX2cltu5/94fz3O/Gfmzr3d27m3e5t5PR+PqTtnzsycOXPOme/n+/18v98kz/M8AwAAAIAAkoM8GQAAAAAILAAAAADkClosAAAAAARGYAEAAAAgMAILAAAAAIERWAAAAAAIjMACAAAAQGAEFgAAAAACI7AAAAAAEBiBBQDsp99//92SkpLs3nvvTcj3TxSJvp/PPvtsO+ywwyKWXXvttW6f5Cd9H9oGfT8ACgYCCwA58umnn7ofc9169+4dc51169ZZ0aJF3ToqlByMfvzxx9Dn/OyzzyxeTZgwwUaNGpVnr6/v39+PsW73339/nr13PEhPT7dDDz3U7av77rvPEs2UKVMSNqADDkYEFgD2S0pKik2aNMl27tyZ4bGXXnrJPM+zwoULH7R797nnnrNSpUpZ5cqV7fnnn7d4ldeBhRQrVswdE7Fu7du3z9P3PtjNmDHDVq9ebYcffrj7rnReFQTPPPOM/fPPPwcksBgyZEjMxwYNGuS2oXbt2nm+HQCy5+D91QeQry6++GJ75ZVX7J133rHLL7884rHx48fb+eefbzNnzrSD0e7du12h97LLLrMyZcrY008/bY8//rgLNJBzCjA7d+68X7tOBcciRYrEDFL1PalGX0FuEHoNBcglSpSwghjgKqgYOXKktWvXzrUYnnPOOfm9We470S0/6Zg4mCsvgHhEiwWA/XLSSSfZ8ccf74KIcPPnz7clS5bYddddl+lzv/rqKxeYVKxY0dVmH3300TZs2DDbs2dPhtdSLvdRRx3lCn0q2J9++un29ttvZ3hNP+d78+bN1rNnT9fSoAKn1p83b16OPtvUqVNdOleXLl3c627fvt1ee+21LJ+jIEv7Q+9Zq1Ytl74R/XlWrFhhXbt2dTWs+tzaxtNOO81eeOGFiPX0fgMHDnQFSq1XtWpVu+aaa+yPP/7IdqqaarejRefFK29+1qxZ7nXD05P0Gr6lS5fa1VdfbdWqVXPpbXpOv3793DbmNn/71q9f7/ZTlSpVrGTJkrZy5cpQPr2Orb59+1qNGjXcvv7yyy/dc//66y/r1auX1axZ022n/tf9v//+O+I9tF/0Oh999JFLLdI+1uu8/vrr2drGfX3Pt9xyi3t97bdof/75pysI67Nlx9q1a23atGnuu1egruNFgUYs+l6Udvb111/bueeea4cccoiVL1/eHcM6ljPbB9p+/3jU53r11VeztW2Z9bFYs2aN3XzzzVa3bt3QMd6iRQtLTU3N8Xmtz+OfG+HHp39sZ9bHQvd1zOr40TboO77zzjttx44dEev5z//555/d4zqmtP4JJ5xg06dPz9Z+ABCJUB/AflMBSYW8VatWuTxwUdqQChMXXHBBzOe89957dskll9gRRxxht912myv8zJ071wYPHmyLFi2yyZMnh9ZVQeOnn35yLSIq/KiQqIKGnj9x4kS76qqrMrx+q1atrFKlSu71tL5qetu2bWvLli3LdouDCm916tSxM844wxU8TjzxRPe5rr/++pjrv/vuu/bbb7+5gqyCAN1X+oYK7H7gpcKnCljaVzfeeKMrVCkI+u6771wfDhUA/Vp4fYYvvvjCLr30UrePVEh98skn7cMPP3RBmQpAuUEpUApgVCh/7LHHQsvr1avn/l+4cKErpJYtW9ZuuOEG9x1/++23rvVG26egJLu11nqPWPTa0bXO2k/aj3fffbcLYFRI9nXq1MmKFy/u9ou+GwU82o8K0H799Vd3TCro/eabb9w++/jjj11BNvq7v/32292+7t69u5UuXdoFt/uSne9Zr6f9o+Nl+PDhEc/XsavWkcyOo2gvvviiW1+BhfaRPvu4cePc51VLWjQFYOedd5516NDBHTsKMrQdOmYWLFiQoUWmf//+bv/qeBR9hiuvvNLS0tJcwT+nVKBXgKCASNvcuHFj9/oK/hTE6HvNyXl911132d69e935oRZEn77rzOi7OOWUU9w+0uc68sgjXaCs70LHrFpRo483nXs6jnVM7Nq1y50XStH75ZdfMnRaB7APHgDkwCeffKIkb+/hhx/2/vrrL69o0aLesGHD3GM7duzwypQp4912223ufsmSJb2zzjor9Nx//vnHq1KlinfGGWd4u3fvjnjdkSNHutfV6/u2bduW4f23b9/uHXXUUV69evUilnfp0sU9v2fPnhHLX3/9dbd83Lhx2fp8q1at8goVKuTdc889oWWjRo1yr/HDDz9ErLts2TK3PDk52Vu4cGFo+d69e7327du7x+bOneuWffvtt+7+Qw89lOX7P/300269fv36RSyfNm2aW965c+cM7x++rf73M378+Ayv7e+jcPp+ateuHXNbjj/+eO/oo4/2tmzZErH8rbfeyvQ9oun1tW5mtwULFmTYvk6dOmV4HX1GPabXiz527rzzTvfYmDFjIpY/8cQTbvmgQYNCy7TNWqZjSMdSduTke5amTZt61apV8/bs2RPxOkceeWSG4zYrxxxzTMT5s2jRIvdeY8eOzbCuvkM99thjj8U8r4YPH55hH9SqVcvbtGlTaLn+1rJy5cq5czmrYyTWsdSmTRu37P3338+wfenp6YHO61j8Y0Lfj++qq65yy957772IdW+//Xa3/Nlnn83w/LZt27rv0jd//ny3fMCAATHfF0DmSIUCsN8qVKhgF110USg14a233nI1hZmleigdQrWZSpPatGmTq8X2b0r1ENXK+5QG41Mag2o29b9q0TVq05YtWzK8x6233hpxX+tKrNSUWPRZVEuqGlefaopVo5lZJ27VxKqW3Kea9DvuuMP97ad3+DXMn3zySYbUlHBaPzk52bUkhFOrS8OGDV2fFm1fXlu8eLFrTVHtsfofhH9XzZo1c99N+HeVFaUN6buPdYvVUqCa48z06dMnQ42z9plaqXr06BGxXK0sWh4rdU7pcjntU5Gd71m0HUp7Ck+nmT17tjsGu3Xrlq33mjNnjqvV91uyRCk6OgYyOw7V8uK3Pvh0X8sz2wfhLR/6+z//+Y9t3LgxIh0uOzZs2GDvv/++tW7d2rW4RdMxHeS8zg6dF2pFUgujfz3x6XzSNsTaD376mu/kk092rWTZvWYA+H+kQgEIREGCCr2ff/65K/AoDeHYY4+Nua4KDZJVjrkCD58K4Br5RYXpWIVxBScqNIVTbnd08CPRufaxaMQdfQblmquQotQan1I8lI6hlIrogq2fOhTO3wdKnRGlfCi1Q89X+o4KiEpbUQdxFWR8StmqXr26lStXLsNr1q9f36WLqXCvdLO85H9X99xzj7vt67vKSqFChax58+bZfm+lieXkMe0zpd1Efy+6r/WVEpST98hMdr5nueKKK1wApJS6Cy+80C3T3+r7ER6wZkXrK5hVITn8OFSh/aGHHnJBn47T6GNf7xFOfQa0PHz7cvp5skPbqPNH27sv+3NeZ4f65mzbts2dJ9GUcqnzLtbnir5m+NeN7FwzAEQisAAQiAo6yr1Xrrlq45XXnhl/qMyHH37YFaxjUaHaX7dly5augKsaRRUcVaOqQqpywTXUbayaez2e1XtnRX0G/ve//7m/lZsdizrT7u8QqZqzQUGV+pkob/zZZ591+0K13ios5oasJi2L7kyeFX9/qS+DaqFjiRX85IasWhJya+SmvBwBSn1ANArWU0895YIv3X/jjTdc655aUPZFhWN1JlcfkMwK6gqA83qY4Lywv+d1XgpyzQAQicACQOAfZdXCqiZeBSh1/syMX1hXKsS+arBVI6uOwuqEHT2OvQrkeUGFNdXwqtNseOpGeGqNapKjAwu/dj/cDz/8ELM2VPdvuukmd1MnWQVmI0aMcAV4tULocaWUqNZWHZujX1M1uRpNKzOqmfVTU6LFqq3NLBDxv6uctjbkB+0zjeyjwCm81UL31QE3Vo30/sjJ96x0qDFjxrhOySo4K9Unu2lQCioUXDzwwAMxA1x1Dn/55ZfdcRPeQqHvV52Pw5cpjU3LjznmmJifR0PYZufz7IsGY9CxpBa13DyvczK7t4I2ddLXyGHRlN6l9LTMKjQA5A76WAAITHnZSpfRiDVZpTCoEK3C84MPPhiz4Ks5C7Zu3RpRixhda/j999/HzJMOSn1DVKus2lSNVqNRdaJvqnHWhGUqoIRTX4HwdBttswp94gchen3VQEf3PfDTUVTw8ddXja32UTi9r0Y60jbECnp8Gs1KhWuNwhOds+8PzRpOueR67+j9rJry4447zn2nsQISFdpjfYf5QftMaTDRBVNN4qblGto4N2Tne/YpTUlpgQpWFYxqaFodW9mh9RUgaljfWMehAhSl6SiVKJz6JowdOzZime5reaxWNrUu6rj06W993wpozzrrLMsJbW+bNm3ccRp97Il/fOX0vPZHBMvOsabzQqlnOk8UnIfT+aTzKreOBQCx0WIBIDB/PP99UUuFWgNUyFGnXaUFqaZTtfPqqKrO3ypcaPx6FbiVK62Cm2p7tb5qn5Ve0qBBAzcUam7S/AQKbDRUZ2b0mDp3qxZ6wIABEZ1q1fFUw5Aqj1sFPhWuNJZ+06ZN3TpKE1Mttl5Dn0UFJn0GFYabNGkS6sSsYT71+kqN0vCdZ555pstfVwFR4/KrFjsrel29hl5XrUfal+qEqjQTFXZVWxzu1FNPdeldvXv3dsN4quCnz6IAUH1K9Leep+9K34e+C22Pviu1UmVnWFIFIaphj0U141kNH5odSiXTMMXa/yr4KyhS4VIFdO1Xv4N1UNn5nsPp+/aHllXgnVVA6NN5oCBQ+zWzyd8UXKr/hT6f+uj4NF+DWgFUSG/UqJE7vhTYqLVCc0tEU8uXjj1/zhkdI8uXL3fHzv6kij3xxBPuu1SAoU7n2gadU5pHRsO26pjO6Xmt41Ovq07o6sulz61tVgAdi84PBYC6xug5ur6o47zmodG5FN4ZHkAeyGLEKADIcrjZfYkebta3ePFiN6Ro9erVvSJFiniVK1d2Q3QOHTrU+/vvv0Pr/f77796ll17qVaxY0StevLh38sknu6FOYw0zmdWwlFqux7PSuHFjr3Dhwt6GDRsyXSctLc0rVaqUGxYzerjXSZMmeQ0aNHDD79aoUcO7++67vV27doWe+9tvv3k33HCDG0JUr1GiRAn3t9YLH/LTH45TQ13WqVPH7Z9KlSq5YWa1P8LFGm5Wtm7d6nXr1s0rX76822/NmjXzvvjii5j7SMN8du3a1X0HGk41eshfvae2W8ONalv0mieddJLbvuXLl3tBh5sNH1o2p0OLhlu3bp0bavjQQw9136P+v/HGG73169dHrOcPtRr+GfclJ99z9PdYunRpt1+jv7vM+MOivvvuu1mu17JlS/e6/neg70f7WsPhnnPOOe74Klu2rDtu1qxZE3MfpKameoMHD/Zq1qzpPs9xxx3nTZw4McN7ZXe4WVm5cqU7XvSa/rndokUL76OPPtqv81rD1Gr4an2f/vHpD3Oc2TGhc02fW+eNtkHn0cCBAzMML5zVMeXvTwA5k6R/8iJgAQAgkal/g1o2NOrXBx98kKfvpRYB3bIzTKxa3dRKoVY0tWgBQG6hjwUAAHlAs0ir/0r0/BoAEK8ILAAAyEVTp051/QLUt0PzQuzv8MRAvFH/rO7du7t+NupzpFG/dNMIedHUH08TUmq0QQ0OcMkll7g+SJnRnCgaAtt/zfB+cNE0sIO/nm5ZvW4sGj1No6/5z9egB+H69evn+nppPhT1ldL2n3POOfbmm29avKPzNgAAuUhDCa9evdp1XlZH6MzmSQASjQYWyM5w4RrFS7Ol+xR4aGAPpe/NnTs35vDJCuQ1EMi+aES18NfeHxrAIXqUv+jBQFatWhW6789mr9urr77qJtGMV7RYAACQizSal+aTUAEo1izQefWe2elfIRpxSt0r6V+BA02Tqd55552uVU/DMceyYsUKN4qaKDhXAV3DGKvmX4FD3759Mzzn888/dy0cGnlwX9SSoeAiO+tmluKocy2r59900022YMECN9SzWlLC0yE1CWQ8I7AAAABAntNABsOGDbMLLrjApTjFoqGjFZjL7bffbtWrV7fWrVu7oZ5FAyH89ddfEcNZa2hhueuuu7J8f83lo2GaNUfP/qQoKlDQNmnb9X9m+vfv72aV14SNmrhRw3n7NGRyPCOwAAAAQIEQPglleMqT/7cmOgyfj2f06NG2ePFiN9dOrPlkfHqeUpjUWqd5gTKbJyYrd999t61Zs8a1umgUtuxYu3at20ZRWqT6mMQz+lhkgw5G5csq8lQnHQAAAOy/9PT0iJYAv5Xizz//DC1XmUuPSbFixULL//jjD7dchXxNzqpO22qtUKfq8OGe/ef6HbYVtGjiUE12Gd5HYtu2bRHrxqLgZcyYMW4iyhtuuMHeeOON0GOaCDL6+SNHjnQTVvpSUlJcQKPgZ1/vVdAoGNu6datrPdrXRJ/MY5ENK1eutJo1a+bW9wMAAAAcVNT/pUaNGlmuQ4tFNqilwt+hpUuXzp1vBwAAIEG1bdvWdbr204VUoy9KFXr99dfd37Nnz3atC36/BX9Y13feecdV+Go42lq1atlLL73katK/+eYbu/nmm906nTt3di0LGkDhgQcesEceecR1or766qvd41qmTuF+h2z1u8gsvUmjUalPhvqIqCVC9Fy9hqi/hYbDrR81WINq+tUf5OWXX3YtK6IhqDWww8FELSza3355OCu0WGRzh5YpU8Y2b95MYAEAABCQRiWbNWtWKJXIDyxUcL/ttttCw7Z27NjR/d2qVSv78MMPXQChQETZJJorYl801KsK9f/973+zXK9du3Y2ZcqUmI9p+cUXX5zl81VO3JTFcLdK19LjSumKNW9HvJSD6bwNAACAPKd+DarB1y28j4OGf9WyHTt22GWXXeYmnxO1MqjPxfvvv28ff/xxKMCoWLFing7d7E9857cy5ERqaqqbh0NzdujzbNiwwQVLftBRt25di2cEFgAAAMhzX3zxhRt+Vbc5c+aElitvX8tGjBjhUm78Ts8LFy50HYbbtGnjhpUtW7ZsKBWpYcOGLtUo/KaUJZ9Sp7RMzxk1alSGdbt06RJa98cff8y0tUKUBhX9/PHjx4cef/LJJ0OBw6pVq9wEfA0aNHBzXWj2bb8FRq0tQ4cOtXhGYAEAAIACQ5PYTZgwwaU6KUVKaURKRcps1u2C5KSTTnIza6tlokSJEm7eCgVOl156qUv90v/xjD4W2UAfCwAAACSiLfSxAAAAAHAgkQoFAAAAIDACCwAAAACBEVgAAAAACIzAAgAAAEBgBBYAAAAAAiOwAAAAABAYgQUAAACAwAgsAAAAAARWOPhLAAAAINFc+OFgS0vfld+bEddSChW1qS2H2sGCwAIAAAA5pqCCwALhSIUCAAAAEBiBBQAAAIDACCwAAAAABEZgAQAAACAwAgsAAAAAB3dgMXv2bLvwwgutevXqlpSUZFOmTIl43PM8Gzx4sFWrVs2KFy9uzZs3t6VLl0ass2HDBuvUqZOVLl3aypYta926dbNt27ZFrPPdd9/ZGWecYSkpKVazZk0bMWLEAfl8AAAAQKLI18Bi+/btdsIJJ9iYMWNiPq4A4PHHH7dx48bZvHnzrGTJktaqVStLS0sLraOgYsmSJZaammrTpk1zwUqPHj1Cj2/ZssVatmxptWvXtoULF9rDDz9s9957rz399NMH5DMCAAAAiSBf57Fo06aNu8Wi1opRo0bZoEGDrF27dm7Ziy++aFWqVHEtGx07drQff/zR3n//fVuwYIE1btzYrTN69Gg7//zz7ZFHHnEtIRMnTrRdu3bZ888/b0WLFrX69evbokWLbOTIkREBCAAAAIA4nCBv2bJltmbNGpf+5CtTpow1adLE5s6d6wIL/a/0Jz+oEK2fnJzsWjguvvhit86ZZ57pggqfWj0eeugh27hxo5UrVy7De+/cudPdwls9ZO/eve4GAACQ6JK8f2/I2328N5/Lnjl5/wIbWCioELVQhNN9/zH9X7ly5YjHCxcubOXLl49Yp06dOhlew38sVmAxfPhwGzJkSIbl69evj0jDAgAASFS1vXK2y/bk92bEtaJeYVu3bl2+bsPWrVsP/sAiPw0cOND69u0b0WKhTt+VKlVyncQBAAAS3R9JGy3NduX3ZsS1lKSiGSrRD/g2pKQc/IFF1apV3f9r1651o0L5dL9hw4ahdaKjuD179riRovzn6389J5x/318nWrFixdwtmlKsdAMAAEh0XtK/N+TtPk7O57JnTt6/wJaSlb6kgv/MmTMjWg7Ud6Jp06buvv7ftGmTG+3J9/HHH7tcMPXF8NfRSFG7d+8OraMRpI4++uiYaVAAAAAAci5fAwvNN6ERmnTzO2zr7+XLl7t5Lfr06WP333+/vfvuu7Z48WK75ppr3EhP7du3d+vXq1fPWrdubd27d7f58+fbF198Yb1793Ydu7WeXHXVVa7jtua30LC0r732mv33v/+NSHUCAAAAEEy+pkJ99dVXds4554Tu+4X9Ll262IQJE+yOO+5wc11oWFi1TDRr1swNLxue66XhZBVMnHfeea6ppkOHDm7ui/CRpD788EPr1auXNWrUyCpWrOgm3WOoWQAAACD3JHmaMAJZUgqWApTNmzfTeRsAAMDMWswYYGnpdN7OSymFilpqmwcPmnJwge1jAQAAAODgQWABAAAAIDACCwAAAACBEVgAAAAACIzAAgAAAEBgBBYAAAAAAiOwAAAAABAYgQUAAACAwAgsAAAAAARGYAEAAAAgMAILAAAAAIERWAAAAAAIjMACAAAAQGAEFgAAAAACI7AAAAAAEBiBBQAAAIDACCwAAAAABEZgAQAAACAwAgsAAAAAgRFYAAAAAAiMwAIAAABAYAQWAAAAAAIjsAAAAAAQGIEFAAAAgMAILAAAAAAERmABAAAAIDACCwAAAACBEVgAAAAACIzAAgAAAEBgBBYAAAAAAiOwAAAAABAYgQUAAACAwAgsAAAAAARGYAEAAAAgMAILAAAAAIERWAAAAAAIjMACAAAAQGAEFgAAAAACI7AAAAAAEBiBBQAAAIDACCwAAAAABEZgAQAAACAwAgsAAAAAgRFYAAAAAAiMwAIAAABAfAcW6enpdvfdd1udOnWsePHidvjhh9t9991nnueF1tHfgwcPtmrVqrl1mjdvbkuXLo14nQ0bNlinTp2sdOnSVrZsWevWrZtt27YtHz4RAAAAEJ8KdGDx0EMP2ZNPPmlPPPGE/fjjj+7+iBEjbPTo0aF1dP/xxx+3cePG2bx586xkyZLWqlUrS0tLC62joGLJkiWWmppq06ZNs9mzZ1uPHj3y6VMBAAAA8aewFWBz5syxdu3aWdu2bd39ww47zF555RWbP39+qLVi1KhRNmjQILeevPjii1alShWbMmWKdezY0QUk77//vi1YsMAaN27s1lFgcv7559sjjzxi1atXz8dPCAAAAMSHAt1icdppp9nMmTPtl19+cfe//fZb+/zzz61Nmzbu/rJly2zNmjUu/clXpkwZa9Kkic2dO9fd1/9Kf/KDCtH6ycnJroUDAAAAQJy3WAwYMMC2bNlixxxzjBUqVMj1uRg2bJhLbRIFFaIWinC67z+m/ytXrhzxeOHCha18+fKhdaLt3LnT3XzaBtm7d6+7AQAAJLok798b8nYf783nsmdO3r9ABxavv/66TZw40SZNmmT169e3RYsWWZ8+fVz6UpcuXfLsfYcPH25DhgzJsHz9+vURfTcAAAASVW2vnO2yPfm9GXGtqFfY1q1bl6/bsHXr1vgILPr16+daLdRXQho0aGB//PGHK/grsKhatapbvnbtWjcqlE/3GzZs6P7WOtFfyJ49e9xIUf7zow0cOND69u0b0WJRs2ZNq1SpkhtZCgAAINH9kbTR0mxXfm9GXEtJKpoh8+aAb0NKSnwEFjt27HB9IcIpJcpvktEwtAoO1A/DDyQUBKjvRM+ePd39pk2b2qZNm2zhwoXWqFEjt+zjjz92r6G+GLEUK1bM3aJpW6K3BwAAIBF5Sf/ekLf7ODmfy545ef8CHVhceOGFrk9FrVq1XCrUN998YyNHjrSuXbu6x5OSklxq1P33329HHnmkCzQ074VSpdq3b+/WqVevnrVu3dq6d+/uhqTdvXu39e7d27WCMCIUAAAAkDsKdGChYWEVKNx4440unUmBwA033OAmxPPdcccdtn37djcvhVommjVr5oaXDW+2UT8NBRPnnXeei7o6dOjg5r4AAAAAkDuSvPBprBGT0qs0jO3mzZvpYwEAAGBmLWYMsLR0+ljkpZRCRS21zYMHTTmYDgMAAAAAAiOwAAAAABAYgQUAAACAwAgsAAAAAARGYAEAAAAgMAILAAAAAIERWAAAAAAIjMACAAAAQGAEFgAAAAACI7AAAAAAEBiBBQAAAIDACCwAAAAABEZgAQAAACAwAgsAAAAAgRFYAAAAAAiMwAIAAABAYAQWAAAAAAIjsAAAAAAQGIEFAAAAgMAILAAAAAAERmABAAAAIDACCwAAAACBEVgAAAAACIzAAgAAAEBgBBYAAAAAAiOwAAAAABAYgQUAAACAwAgsAAAAAARGYAEAAAAgMAILAAAAAIERWAAAAAAIjMACAAAAQGAEFgAAAAACI7AAAAAAEBiBBQAAAIDACCwAAAAABEZgAQAAACAwAgsAAAAAgRFYAAAAAAiMwAIAAABAYAQWAAAAAAIjsAAAAAAQGIEFAAAAgMAILAAAAAAERmABAAAAIP4Di1WrVlnnzp2tQoUKVrx4cWvQoIF99dVXocc9z7PBgwdbtWrV3OPNmze3pUuXRrzGhg0brFOnTla6dGkrW7asdevWzbZt25YPnwYAAACITwU6sNi4caOdfvrpVqRIEZsxY4b98MMP9uijj1q5cuVC64wYMcIef/xxGzdunM2bN89KlixprVq1srS0tNA6CiqWLFliqampNm3aNJs9e7b16NEjnz4VAAAAEH+SPFX5F1ADBgywL774wj777LOYj2vTq1evbrfddpvdfvvtbtnmzZutSpUqNmHCBOvYsaP9+OOPduyxx9qCBQuscePGbp3333/fzj//fFu5cqV7/r5s2bLFypQp415brR4AAACJrsWMAZaWviu/NyOupRQqaqltHszXbchJObhAt1i8++67Lhi47LLLrHLlynbiiSfaM888E3p82bJltmbNGpf+5NMHb9Kkic2dO9fd1/9Kf/KDCtH6ycnJroUDAAAAQHCFrQD77bff7Mknn7S+ffvanXfe6Vodbr75ZitatKh16dLFBRWiFopwuu8/pv8VlIQrXLiwlS9fPrROtJ07d7pbeKQme/fudTcAAIBEl+T9e0Pe7uO9+Vz2zMn7F+jAQh9ELQ0PPPCAu68Wi++//971p1BgkVeGDx9uQ4YMybB8/fr1EX03AAAAElVtr5ztsj35vRlxrahX2NatW5ev27B169b4CCw00pP6R4SrV6+evfnmm+7vqlWruv/Xrl3r1vXpfsOGDUPrRH8he/bscSNF+c+PNnDgQNdKEt5iUbNmTatUqRJ9LAAAAMzsj6SNlmb0schLKUlFM2TeHGgpKSl5E1jMnz/fGjVqZIUKFYr5uNKH3nnnHbv88sstN2hEqJ9//jli2S+//GK1a9d2f9epU8cFBzNnzgwFEgoC1HeiZ8+e7n7Tpk1t06ZNtnDhQrft8vHHH7vWEPXFiKVYsWLuFk39MnQDAABIdF7Svzfk7T5OzueyZ07eP0dbqkL633//HbqvnuHqB+FTAf7KK6+03HLrrbfal19+6VKhfv31V5s0aZI9/fTT1qtXL/d4UlKS9enTx+6//37X0Xvx4sV2zTXXuJGe2rdvH2rhaN26tXXv3t0FRhplqnfv3m7EqOyMCAUAAAAgl1ssokemjTVSbW6OXnvyySfb22+/7VKThg4d6looRo0a5eal8N1xxx22fft2Ny+FAptmzZq54WTDm20mTpzogonzzjvPRV0dOnRwc18AAAAAyId5LFQoDx9lqVSpUvbtt99a3bp1Q30b1AqQnp5u8YR5LAAAACIxj0XeS2EeCwAAAACJJsejQv3www+h+R/U2PHTTz/Ztm3b3P2//vor97cQAAAAQPwFFuqnEJ49dcEFF4Q6Umu5/gcAAACQWHIUWCxbtizvtgQAAABAYgQW/vwRWdHM2AAAAAASS3JuTfWt+SVOOeUUO+GEE3LjJQEAAAAkSmAxe/Zs69Kli1WrVs0eeeQRO/fcc92EdgAAAAASS447b2tEqAkTJthzzz3n5ne4/PLLbefOnTZlyhQ79thj82YrAQAAAMRPi8WFF15oRx99tH333XduBuzVq1fb6NGj827rAAAAAMRfi8WMGTPs5ptvtp49e9qRRx6Zd1sFAAAAIH5bLD7//HPXUbtRo0bWpEkTe+KJJ5gUDwAAAEDOAotTTz3VnnnmGfvzzz/thhtusFdffdWqV69ue/futdTUVBd0AAAAAEg8+zUqVMmSJa1r166uBWPx4sV222232YMPPmiVK1e2iy66KPe3EgAAAEB8z2OhztwjRoywlStXuhaMpKSk3NkyAAAAAPHZeVutFPtSoUKFINsDAAAAIN4DC81fUbt2bTvxxBPN87yY69BiAQAAACSeHAUWGmb2lVdesWXLltl1111nnTt3tvLly+fd1gEAAACIvz4WY8aMcSNC3XHHHTZ16lSrWbOmm3n7gw8+yLQFAwAAAED8y3Hn7WLFitmVV17phpf94YcfrH79+nbjjTfaYYcdZtu2bcubrQQAAAAQv6NCJScnuz4Vaq1IT0/Pva0CAAAAEN+Bxc6dO10/ixYtWthRRx3l5rHQDNzLly+3Qw45JG+2EgAAAED8dN5WypPmqlDfCg09qwCjYsWKebd1AAAAAOIvsBg3bpzVqlXL6tata7NmzXK3WN56663c2j4AAAAA8ZYKdc0119g555xjZcuWtTJlymR6A4D8psElihYt6vqB6aaKEV+/fv3cfDya0LNw4cJu2Gxd2958882I19i1a5fdfvvtdtppp1lKSkrotd5///1sbcO1114bek6s29lnn53jbQcAIG4myAOAg0GvXr1s9+7dMR9TGueqVatC9zdu3Giffvqpuynd84orrnDLd+zYYY8++miebWNm/dKy2nYAAOJyVCgAKIgmTpzogoSSJUvGfPymm26yBQsW2JYtW2zdunXWo0eP0GOTJk0K/V2kSBFXyNfr/ec//8nxdqgyRqPmhd8eeOCB0OOdOnXK8bYDAFBQEVgAiCsKFpS+VLx4cfd/LP3797fGjRtbqVKlrFKlSta7d++IYMKnwr1GvbvqqqusSpUqgbdt79699vTTT7u/9XodOnTI8bYDABAXqVAAUNDdfffdtmbNGrvvvvusRo0a+1x/7dq1Nnr0aPd3oUKFrHv37nm2bTNmzLDff//d/d2tWzfXjyLItgMAUJDQYgEgbnz77bc2ZswYO/LII10H7aw8+OCDrmN01apV7ZlnnnGds5WG1KpVqzzbvieffDI0uegNN9yw39sOAEBBRGABIC6o/4Lm2klPT3fpS8WKFcvR89PS0tzId9OnT8+T7fvjjz9ci4W0bdvWDd2dW9sOAEBBQGABIC7MnDnT5syZY6eeeqpVrlzZFi1aZMuXLw89vnLlSlu8eHHo/oABA1yfB6VCqfXCH15W/S/ygoaM1fuJgogg2w4AQEFEHwsAcWHbtm3u/y+//NLNURFt2LBhrjVg06ZNoWVKhVJBXsGEggs9tnTp0lzfNgUszz//vPv78MMPz5ButT/bDgBAQUOLBYCEkpqa6oKI77//3s1TsWHDBhs5cmSo0F63bt2I9f/66y9307rhozdp2ebNm0PLNNmdApXDDjssw3tq4j0NaysatlbrAQAQbwgsAMSF9u3bZ5gzYvz48REdpxU8aGK8gQMHWoMGDdxwspp9+7bbbgt1qh46dGjE62o4Wt0efvjh0DJNoKdl7dq1y1GnbXUQ79q1635vOwAABRmBBYCEctJJJ7nAQC0TJUqUcPNWaGjXSy+91GbNmuX+z01Lliyxzz77zP2t9y1fvnyuvj4AAAVFkqeqMWRJaQ9lypRxaQ+lS5dmbwEAgITXYsYAS0vflfD7IS+lFCpqqW3+HWDkYCgH02IBAAAAIDACCwAAAACBEVgAAAAACIzAAgAAAEBgBBYAAAAAAiOwAAAAABBY4eAvAQC5YGxls93b2ZV5pUhJsxv/nf0bAIC8QGABoGBQULFnR35vBQAA2E+kQgEAAABIrMDiwQcftKSkJOvTp09oWVpamvXq1csqVKhghxxyiHXo0MHWrl0b8bzly5db27ZtrUSJEla5cmXr16+f7dmzJx8+AQAAABCfDprAYsGCBfbUU0/Z8ccfH7H81ltvtalTp9rkyZNt1qxZtnr1arvkkktCj6enp7ugYteuXTZnzhx74YUXbMKECTZ48OB8+BQAAABAfDooAott27ZZp06d7JlnnrFy5cqFlm/evNmee+45GzlypJ177rnWqFEjGz9+vAsgvvzyS7fOhx9+aD/88IO9/PLL1rBhQ2vTpo3dd999NmbMGBdsAAAAAEiQwEKpTmp1aN68ecTyhQsX2u7duyOWH3PMMVarVi2bO3euu6//GzRoYFWqVAmt06pVK9uyZYstWbLkAH4KAAAAIH4V+FGhXn31Vfv6669dKlS0NWvWWNGiRa1s2bIRyxVE6DF/nfCgwn/cfyyWnTt3uptPQYjs3bvX3QDkVT3HQVHXcZBK1kUsvzcCQBxJ8v69IW/38d58vnbn5P0LdGCxYsUKu+WWWyw1NdVSUlIO2PsOHz7chgwZkmH5+vXrXWdxAHmgeEOz9P8P6JHLChUzW8c8FgByT22vnO0yBsPJS0W9wrYun6/dW7dujY/AQqlO2pknnXRSRGfs2bNn2xNPPGEffPCB6yexadOmiFYLjQpVtWpV97f+nz9/fsTr+qNG+etEGzhwoPXt2zeixaJmzZpWqVIlK126dK5/TgBm9s8i5rHIS4VLmFWuzKEGINf8kbTR0oz+qnkpJamoG9E0P+Wkcr9ABxbnnXeeLV68OGLZdddd5/pR9O/f3xX2ixQpYjNnznTDzMrPP//shpdt2rSpu6//hw0b5gIU/4tRC4gChGOPPTbm+xYrVszdoiUnJ7sbgLygplZSdfLOXl3E8vD1ASQaL+nfG/J2Hyfn87U7J+9foAOLUqVK2XHHHRexrGTJkm7OCn95t27dXOtC+fLlXbBw0003uWDi1FNPdY+3bNnSBRBXX321jRgxwvWrGDRokOsQHit4AAAAAJBzBTqwyI7HHnvMRVJqsVCHa434NHbs2NDjhQoVsmnTplnPnj1dwKHApEuXLjZ06NB83W4AAAAgnhx0gcWnn36aIe9Lc1LolpnatWvb9OnTD8DWAQAAAImJhFsAAAAAgRFYAAAAAAiMwAIAAABAYAQWAAAAAAIjsAAAAAAQGIEFAAAAgMAILAAAAAAERmABAAAAIDACCwAAAACBEVgAAAAACIzAAgAAAEBgBBYAAAAAAiOwAAAAABAYgQUAAACAwAgsAAAAAARGYAEAAAAgMAILAAAAAIERWAAAAAAIjMACAAAAQGAEFgAAAAACI7AAAAAAEBiBBQAAAIDACCwAAAAABEZgAQAAACAwAgsAAAAAgRFYAAAAAAiMwAIAAABAYAQWAAAAAAIjsAAAAAAQGIEFAAAAgMAILAAAAAAERmABAAAAIDACCwAAAACBEVgAAAAACIzAAgAAAEBgBBYAAAAAAiOwAAAAABAYgQUAAACAwAgsAAAAAARGYAEAAAAgMAILAAAAAIERWAAAAAAIjMACAAAAQGAEFgAAAAACI7AAAAAAEN+BxfDhw+3kk0+2UqVKWeXKla19+/b2888/R6yTlpZmvXr1sgoVKtghhxxiHTp0sLVr10ass3z5cmvbtq2VKFHCvU6/fv1sz549B/jTAAAAAPGrQAcWs2bNckHDl19+aampqbZ7925r2bKlbd++PbTOrbfealOnTrXJkye79VevXm2XXHJJ6PH09HQXVOzatcvmzJljL7zwgk2YMMEGDx6cT58KAAAAiD9Jnud5dpBYv369a3FQAHHmmWfa5s2brVKlSjZp0iS79NJL3To//fST1atXz+bOnWunnnqqzZgxwy644AIXcFSpUsWtM27cOOvfv797vaJFi+7zfbds2WJlypRx71e6dOk8/5xAQvpvSbM9O/J7K+JX4RJmt/x/pQwABNVixgBLS9/FjsxDKYWKWmqbB/N1H+ekHFygWyyi6QNJ+fLl3f8LFy50rRjNmzcPrXPMMcdYrVq1XGAh+r9BgwahoEJatWrldtKSJUsO+GcAAAAA4lFhO0js3bvX+vTpY6effrodd9xxbtmaNWtci0PZsmUj1lUQocf8dcKDCv9x/7FYdu7c6W4+BSH+NugGIC8kH2x1HQeZZF3E8nsjAMSRJO/fG/J2H+/N52t3Tt7/oAks1Nfi+++/t88///yAdBofMmRIhuVKnVJncQB5oHhDs/T/D+iRywoVM1u3jt0KINfU9srZLmMwnLxU1Cts6/L52r1169b4Cix69+5t06ZNs9mzZ1uNGjVCy6tWreo6ZW/atCmi1UKjQukxf5358+dHvJ4/apS/TrSBAwda3759I1osatas6fpz0McCyCP/LKKPRV73sahcOU/fAkBi+SNpo6UZfSzyUkpSUde/OD+lpKTER2ChfuU33XSTvf322/bpp59anTp1Ih5v1KiRFSlSxGbOnOmGmRUNR6vhZZs2beru6/9hw4a5aM//YjTClAKEY489Nub7FitWzN2iJScnuxuAvKCmVlJ18s5eXcTy8PUBJBov6d8b8nYfJ+fztTsn71+4oKc/acSnd955x81l4feJUM/04sWLu/+7devmWhfUoVvBggIRBRMaEUo0PK0CiKuvvtpGjBjhXmPQoEHutWMFDwAAAAByrkAHFk8++aT7/+yzz45YPn78eLv22mvd34899piLpNRioQ7XGvFp7NixoXULFSrk0qh69uzpAo6SJUtaly5dbOjQoQf40wAAAADxq0AHFtmZYkN5X2PGjHG3zNSuXdumT5+ey1sHAAAAwEfCLQAAAIDACCwAAAAABEZgAQAAACAwAgsAAAAAgRFYAAAAAAiMwAIAAABAYAQWAAAAAAIjsAAAAAAQGIEFAAAAgMAILAAAAAAERmABAAAAIDACCwAAAACBEVgAAAAACIzAAgAAAEBgBBYAAAAAAiOwAAAAABAYgQUAAACAwAgsAAAAAARGYAEAAAAgMAILAAAAAIERWAAAAAAgsAAAAACQ/2ixAAAAABAYgQUAAACAwAgsAAAAAARGYAEAAAAgMAILAAAAAIERWAAAAAAIjMACAAAAQGAEFgAAAAACI7AAAAAAEBiBBQAAAIDACCwAAAAABEZggSx9+OGH1qpVKytfvrylpKRYrVq1rGPHjrZhw4Z97rnVq1dbt27drFq1alasWDE74ogjbPDgwZaWlhaxXlJSUpa3CRMm8C0BQDboepnZtbR9+/b7fP7nn39u7dq1s5o1a4au+RdffLHNnz8/Yr0XX3zROnToYHXr1rWSJUtapUqV7IwzzrApU6bwPQEJrHB+bwAKrlGjRtmtt94asWzFihX22muv2f333++CjcysXbvWTj31VLe+73//+5/dd9997gdqxowZ7ocuOw455JAAnwIAkB2fffaZnXPOOZaenh5apmu4bu+9957NmTPHGjdu7JY/8MAD9vPPP4fW27FjhwtKdBsxYoT169ePnQ4kIFosENN3331nt99+u/u7YcOGNnfuXPfD8fvvv9tTTz1lZcqUyXLPPfjgg6GgYuzYsbZ161a799573f0PPvjAXn311dC6nudluB1zzDHusbJly9r555/PtwQAOVC7du0M19V9tSZMnDgxFFQMGTLEtm/f7v6X3bt3u1YKn34DdE3/9ddfbdu2bTZ69OjQY8OGDbM9e/bwfQEJiMACMY0ZM8b9wKhV4Y033nCtD8WLF3c/Vj169HDN3ln55JNP3P8lSpSw//znP67VoU+fPqHHX3755Uyf+/HHH9tPP/3k/r722mvdawAA8lahQoVCf19++eXu2nvZZZeFlv3zzz+hvz/66CO755577PDDD3epUL1797bjjjvOPbZ582Zbv349XxeQgAgsENOnn37q/q9cubJr1lY/Cf3InH322a71Yl+i+1FE++abbzJ97Mknn3T/K6jp2bMn3xAA5JD6uFWoUMGKFi1qRx11lOvftnPnziyfc91117n+cKKUV7VST548OfR4y5YtQ3+XKlUq0+u++mbovQEkHgILxOSnMamvxNNPP21r1qxxtVWzZs2yc8891xYtWpTlnjvhhBPc//phGjdunGtSV58N399//x3zeX/++Weouf68885zP4gAgJxR6pIG2dD/S5cudf3b1Ck7K+o/oQE7ypUr59Kc1BKhVgmlpD766KMRrRfR1AqttCjp3LmzC2gAJB4CC8QUnh+rVKYtW7a4AMOvlRo+fHiWe27gwIGu1kpuvPFGlwrl97GQIkWKxHzes88+G3pvWisAIGeOPPJIe+6551x/OFXsKC21SpUqof5tfmt0LN9//70LHjZu3BixXBVDqkxSX7lY1LH7+uuvd383aNDABSEAEhOBBWIKb8ZWAV/N3t27dw/1d/j222+z3HPq8K0fNI0wor4Z6pPRqVOnUKdsDWUYTX06/ODl0EMPtYsuuohvBwBy4PTTT7euXbu6/nC69ip99ZZbbgk9vmDBgkyfO2jQIFu3bp37e9KkSS4weeutt1xlz0svvWR9+/bN8Jy3337bLrnkEpdmdeyxx1pqaqqVLl2a7wxIUAw3i5hOPPFENyRsZvSDtS/q8K2O2D515qtTp477Wz920aZOnWorV650f6uDeOHCHJ4AkBN79+615OTIOsPwob2zGubbHzRDFUlXXnml+1tzWFSsWNFdv8Ov56LR/a6++moXeOg3Q2lUWhdA4qLFAjFdddVVEZ2pNZyg0pRUgxUdGOhv/VgddthhoWXK7X3++edt1apVLnVKnbVVq6UmdaVBaQSRzDpt63G1jgAAckYtvY8//rgtX77cXXuV+hTev00tGqLrta7b4dfy6tWru/+V8qSgQf3q1CLx119/ueXqa+HT0LPqS6GgomnTpq6FmqACAFXCyDSweOGFF9yQgup8rZtPaUr9+/fPcs+pT4Zm3Y5l5MiRVr9+/Yhl6vSnJnTR7LAahQoAkDNq9VXqU3j6U/h1XUFAZjQkuAIRzXnht1iE69WrV+hvjTLlz3mhkQLDgw5RoBGrZRpAfKPFArEPjORke/fdd+2uu+5yNVtqRVAHQM0rMW/ePKtatWqWe06TJ6kJvUaNGm50EP3oaKhCBQ+xWis06Z5+zPzO3gCAnBs6dKh17NjRzS+hlFX1i2vUqJE98cQTrp/Evlo7pk+fbi1atLDy5cu7eS10LT/rrLPs9ddfd303ACArSZ5fmkOWte+6uGrSHzqlAXnkvyXN9vybaoc8ULiE2S3b2bUAck2LGQMsLX0XezQPpRQqaqltHjxoysHJiTabtGrfNQxqkyZNbP78+fm9SQAAAEBcSJjAQrOIaqg8Tfbz9ddfuwncWrVqFRpaDwAAAMD+S5jO2+owrJGGrrvuOndfnZE1qY9GLhowYEB+bx6AIiXZB3mJ/QsgD9J0kLdSDrJ9nBCBxa5du2zhwoVuNujwzsnNmzd3o1lE00Q/uvmUUyabNm1yY4QDyANX/cJuzWubNrGPAeSal07JOGkicp/Kn/ndx0Ky0y07IQILjcGtYfE0qlE43fcnBAo3fPhwGzJkSIblmskUAAAASDRbt251nbgt0QOLnFLLhvpj+NRKoQnfKlSokOWspcgY4dasWdNWrFjBaFqIOxzfiFcc24hXHNv7Ry0VCir8STQt0QMLzQaq8bjXrl0bsVz3Y83HUKxYMXcLFz35D7JPQ5MxTC/iFcc34hXHNuIVx3bO7aulIqFGhdIEbZogaObMmRGtELqf1SykAAAAALInIVosRKlNXbp0scaNG9spp5xio0aNsu3bt4dGiQIAAACw/xImsLjiiits/fr1NnjwYFuzZo01bNjQ3n///QwdupF7lE6meUOi08qAeMDxjXjFsY14xbGd95K87IwdBQAAAACJ3scCAAAAQN4isAAAAAAQGIEFAAAAgMAILBLUp59+6ib7y+9p4rND2zllyhT39++//+7uL1q0KL83CwDiFtdaHCx27NhhHTp0cHNT+OWaWMsOO+wwNyJofvk9QcovBBZxbO7cuW5iwLZt22Z47LTTTrM///wz2xOeRHvhhRfs5JNPthIlSlipUqXsrLPOsmnTplle00ze2u7jjjvuoAuQkD+uvfZad4xE31q3bs1XggJl3Lhx7nq6Z8+e0LJt27ZZkSJF7Oyzz45Y17/2/e9//8uVc6R9+/aBXye3zk3/poIg4kdW37Vu9957736XRz777DObM2dOqFwTa9mCBQusR48eOX79Xbt2uYmWH3zwwZiP33fffW6E0d27d+/X9scbAos49txzz9lNN91ks2fPttWrV2eYNFCzjutkjiU9Pd1NIhjL7bffbjfccIMbwve7776z+fPnW7Nmzaxdu3b2xBNPWF5SoKTtLlw4YUZKRi5QEKEfl/DbK6+8kmf7Vj9EQE6dc845LpD46quvQstUONI1b968eZaWlhZa/sknn1itWrXs8MMPP6h2dPi58d///jfinJTx48eH7qsgiPgR/l2r5UCtCeHLVLbwacDS8AA7Kwqu69Wr5yoc/XJNrGWVKlVylaE5pfJS586d3bEZTds5YcIEu+aaa1wFAP7dKYhDW7du9Q455BDvp59+8q644gpv2LBhEY9/8sknGmbY27hxo7s/fvx4r0yZMt4777zj1atXzytUqJC3bNmyDK87d+5c97zHH388w2N9+/b1ihQp4i1fvtzdv+eee7wTTjghYp3HHnvMq127duj+/PnzvebNm3sVKlTwSpcu7Z155pnewoULI56j93v77bfd39om3f/mm29Cf4ffunTp4r3wwgte+fLlvbS0tIjXadeunde5c+f92Js4mOmY0HefGR03zzzzjNe+fXuvePHi3hFHHOHOg3CLFy/2Wrdu7ZUsWdKrXLmyO47Wr18fevyss87yevXq5d1yyy3uWD777LPdcr2OXq9YsWJu2YQJE0Ln3bZt27xSpUp5kydPjngvHeslSpTwtmzZkuv7AgVftWrVvOHDh4fu33HHHe7Y0nVZ122frpU6ttPT070HHnjAO+yww7yUlBTv+OOPjzim9uzZ43Xt2jX0+FFHHeWNGjUq9Liu09HXUb2Pf31988033bGrc0OvPWfOnIjt/eyzz7xmzZq5165Ro4Z30003uWPbp+v90KFDvauvvtod79rmzIRf6xHf/DJHdJlk+vTp3kknneTKElr266+/ehdddJG77ur627hxYy81NTXi2ht+7Op+rGX+sagyiE/X4R49erjX1jW6fv363tSpU2Nu73fffedeS8d7OH+7f/zxR3cuDhkyxDv00EO9okWLuvLPjBkzQuuGl1/iGS0Wcer111+3Y445xo4++mgXaT///PMuss6KchIfeughe/bZZ23JkiVWuXLlDOuolveQQw5xLRbRbrvtNtcU+Oabb2Z7O7du3epmRP/888/tyy+/tCOPPNLOP/98tzw7aVH+e/3888+uxkM1YJdddplrcXn33XdD665bt87ee+8969q1a7a3DYljyJAhdvnll7sWOB1/nTp1sg0bNrjHlGZ37rnn2oknnuhqkjWx5tq1a9364dT0rpqtL774wqW0LFu2zC699FKXYvLtt9+6c+auu+4KrV+yZEnr2LFjhlow3dfzlBKDxGy1UGuET38rDUrppv7yf/75x7VgaN3hw4fbiy++6I45XbdvvfVWd82fNWuWW1ctzzVq1LDJkyfbDz/84CaJvfPOO91vhKiWWMdyeKueUmV9Oma1jvLCjzrqKLvyyitDNcmqFdbzlMuuc+e1115z1/LevXtHfKZHHnnETjjhBPvmm2/s7rvvPiD7EQenAQMGuJSjH3/80Y4//njXgqdr8syZM93xo+PtwgsvtOXLl7v133rrLevevbs1bdrUHbu6H2tZNJ0Xbdq0cdfrl19+2Z0bel9lRcTSoEEDl/6tslT09Vrni8pbKn88+uij7njX+dCqVSu76KKLbOnSpZZQ8juyQd447bTTQrVSu3fv9ipWrBhR2xWrxUL3Fy1alOXrqtY2uhUinFodevbsme0Wi2iK+FWrFV5rkFmLRazP4dM2tGnTJnT/0Ucf9erWrevt3bs3y8+H+KMaUrXAqbYr/Oa34un4GTRoUGh91bZqmV/TdN9993ktW7aMeM0VK1a4dX7++Wd3XzViJ554YsQ6/fv394477riIZXfddVfE8Tpv3jy3batXr3b3165d6xUuXNj79NNP82RfoOBT65mOT1231Wql42HdunXepEmTXCuFzJw50x1Hv//+u2vdim5F6Natm3fllVdm+h5qAenQoUOWrXr+tfbZZ58NLVuyZEmodtZ/H9X4hlONbnJysvfPP/+4+7reqzUwO2ixSByZtVhMmTJln89Vy8Lo0aND99VS7LdKZLUsvMXigw8+cMepfw3PjnHjxrlMEGWEiM5PnX/+OVK9evUM2SEnn3yyd+ONN7q/abHAQUu19+r3oJolUX8E9YdQn4usqLZVNQT7sq+WD71OdqnmVzULaqlQ5yrlXKqGwq+N2F96zQ8//NBWrVrl7isH0u8oiMSjml3VuIbf/vOf/4QeDz/u1ZKg41CtXKLWBtUUq6XOv6l2SsI7zjZq1CjDeagarnCnnHJKhvv169d3rR2imrPatWvbmWeemaufHwcPtU5s377d9S9Q/wq1Eig3XC0Wfj8LddyuW7euu1aqpblFixYRx6daMMKPzTFjxrjjU6+jx59++ulsX2PDz41q1aq5/8PPDV1bw99btbSqDVaLna9x48ahv3Xeha8PhAs/VkTHuFrM1F+ibNmy7phRa0bQMoJ+A9SSp/Mru1SmUjaE39qnFrrk5GRXvtqyZYvry3r66adHPEf3tb2JhB6wcUgBhJqqq1evHhEMFCtWzHWuzmwkqOLFi++z4K0AQE3d6oAXHUDopNLJ5Z+oOuGig5DoUROUBvX333+7JkQVqLSNar4M2vlVaStqetcPbMuWLV2KgFKhkJgULBxxxBGZPh7d6U7ngT94gX7Y1PSuNMFofkHLf4/9cf3117uCn1IA1Kx+3XXXEQAnMB2nKvAomN24caMLKETXc6V/apQbPab0PB2bomvboYceGvE6upbKq6++6gpmStHQtVUpdg8//LALUrIj/Nzwfx/Czw2l+N18880ZnqeO5bHOjaFDh0Z00gXCRV9Hdaykpqa69CKdGyqnKFU0aBlBr5NTqnDSe+s6rbRq/a80QgU7KvvgXwQWcUYBhQrT+hFRgTqccr3VRyK8pjanFLGPHj3annrqKTfiVDid+CkpKS56F9WOrVmzxgUX/g9S9PjNym8cO3asy6GUFStW2F9//ZXt7fGDG9UixCqwaeQJtVo0b97c/SgDOXXSSSe5vjwa+jIno5Gpf9P06dMjlsUa5Ub58HfccYc9/vjjLs9XwTYSm1rY1CqhwKJfv36h5WrJmjFjhmuR7tmzpx177LEugFDtrR+ARNM1VjngN954Y2hZ9BC1uo7GuoZm59zQMZtV0B5Nffdi9d8DMjt+lW1w8cUXh4JZzQcRlFriVq5cab/88kuOWi26devmWhU1vL6CfAXpftCh4P+LL76IOBd1P7qlOt7ReTvO6GDXj5EOfg2zFn5TB7t9pUPti2q8brnlFvdjp+BFP1A//fSTDRo0yBWMnnnmGatQoYJbVyff+vXrbcSIEW491crqRzG6BeSll15yTYWqQVOn2ZzUJKiVQ0GLPrfey6/Bk6uuuspdOLRNdNpObDt37nRBbvgtuwFsr169XEduBdUKDHQsf/DBB65lIavCmGpydW7079/f/Xip+VxpIxLeMliuXDm75JJL3DmlygDVViOxKbBQy7AqYsILKfpblTqqrdU6an1Qja46bCudTsfm119/7Sp//PQ6XWM16ICOWR2H6jwdHeAqaFZnU6Xv6bzI7nj8OrZVuFJnbW2rOqm+8847GTpvA/tLx686X+v4UuqdftczGwo/J3QuKVBXuUgtIkrdU/lEg3NkRc9RIK3hZZUSGz7Qga7hDz30kEuR0rmkVmhtt8pMiYTAIs4ocFDtfKx0J51A+oHRD0gQagVQK4NaPxSwKPdRUfvHH3/sal99Wq71FFAoLUm1bNFN4NpeBUKq+br66qtdk3pOarPU/K8RfXQCa4Ka8B807QN9ZjVT5sfkTyg49GOhtKXwm+ZeyQ6/FkpBhAr+Gh2kT58+Lt9X6X6ZqVOnjr3xxhvuR1G1Y08++WRoVCg/TcWnigAVFgmAIQoaNPKTCjC6roUXhjRinlrD/DQ8Tc6lYEGjQ+maq1FzlBql488PcBW4qiW5SZMmLvU0vPXC75Om11R+u1qadbxnh45rjT6lgOWMM85wKagadSo8DRcIYuTIka7yRQV4paSqD4/KC7lBLdHqB6dKI7X+qeV4Xy13qhTSdVrllujrtcovffv2dSNk6ndCvzsanVLBUSJJUk/1/N4IHNzULKkfPLVmTJw4MdPh2vLDeeed5zrHqjUFyG/Dhg1zw4Iq5S+cWu1U66x+SjkZ/AAAgIKEFgsEpmZ05QOrWTC6D0V+UW3C22+/7bZLqSxAflCLndJOfvvtNxc8qGUvvA+FRvRR+orGT1fNMkEFAOBgRosF4jbYUXChFAFGIEF+USuE8m3VR0Oj5Cjdb+DAgaFO4Pfee69rxVDernLTGX4TAHAwI7AAAAAAEBipUAAAAAACI7BIYBodRCMw5caY0PmhY8eObshbILfOA/XJ0agfmzZtytWdqtFBGjZsmCvDJAL5df3XwAMamQc42MonSjvVNTgn9N76Pciq7yjX9owILBKYcrvbtWvn+iPkNg0BGz70bE5pDPfTTz/dzYmheS3UMfyxxx6LWEdzZ+gzbN68ORe2GIkqJ+fBqaeemmGCSRW29OPjz1Hh06ROGoJTNASoZjDWqGlAQT3uNfym5h/SUN3q76PhZDVTtvoIiYbX1DwZn332WT5uORJBXpZP9kVzFKl8kR1c2zMisEhQGo1Gc0ho/Py8oI6oF1100X4/v2TJkm5OitmzZ7vJ83SS6/b000+H1tEcGocffri9/PLLubTVSDQ5PQ/8GZHDffLJJ25W9+jlun/uuedGBBoMe4yCetxrjhXNdaFx/TVR2Pfff+9ahDUpmUY0E41apgnKOI5xoI/PA0XzWGjC3ZyUX7i2R9E8Fkg8kydP9ipVqhS6P378eK9MmTIR67z99tua4yRi2X333eeed8ghh3jdunXz+vfv751wwgkR6yxfvtwrWrSot3nzZndfrzFu3Divbdu2XvHixb1jjjnGmzNnjrd06VLvrLPO8kqUKOE1bdrU+/XXX7Pc5osvvtjr3LlzxLIhQ4Z4zZo12+/9gMQWfR588skn7njduHGju799+3avdevW3mmnneaWffDBB+7xP//8M/ScKlWqeGPGjPFq164dWvbbb7+59fR6vj/++MMt29dxDhzo437evHnu2Bw1alTM9f3zQWbNmuWu7zt27OCLQp4fn+np6d6hhx7qjR07NmKdr7/+2ktKSvJ+//330DGqMknFihW9UqVKeeecc463aNGi0Pr33HOPK6u8+OKL7lpdunRp74orrvC2bNkS8bqzZ8/2qlWr5u3du9dbtmyZOy/efPNN7+yzz3bll+OPP96VX8JxbY9Ei0WCUlN2o0aNcvQcpXGoeVJT1i9cuNANn6nZhKNppkk1p5cuXTq0TLPDXnPNNS5XUWlNqvXSuP0aelOzgSv+CJ81O9o333xjc+bMcRPxhTvllFPcjN47d+7M0WcB9nUeqJ9FixYtXL+I1NRUN9O20vOU0qRWCvnhhx/cDMmqWVNO8LJly9xyPZ6SkuImjfTpfNEsyqSRoKAd97q2K/UpekZun459n2bn3rNnj82bN++AbCsS+/hMTk52M2NPmjQpYh0ds7oe165d292/7LLLbN26da61TeUTzc6tCXL9ND7RnEFTpkxxLRK6adZ4zSEUXX5RPyKlt4a35mnYepVfjjrqKLc9Ogd8XNsjEVgkqD/++MOqV6+eo+eMHj3aFaCUf6iTa/DgwW7a+uykQek5l19+uXte//79XaeoTp06WatWraxevXp2yy23ZEglkRo1alixYsXcj5kmurv++usjHtdn2LVrl61ZsyZHnwXI6jzQ8aQgtlq1ajZ16lQrUaJEKEVPwax/rOr/Zs2auWP0tNNOi1iuoELLo49XvSdQkI77pUuXWt26dV3QvC86F9QHg+MYB+r4VFnhiy++sOXLl7v7qux59dVX3XK/T6YqGCdPnuzKCkceeaQ98sgjLiB+4403Qq+j56kvnNKo1f9N8wrNnDlzn+UXBRVt27Z15Rf1H9X2/frrrxHrcG3/fwQWCUq1rKpRzYmff/7ZFarCRd/fsmWLqwWIPjHVCdCnWlsJD0q0LC0tzT0/uuZCLRrqIDtq1Ch75ZVXIh5Xx24/JxPIrfNALRVHHHGEm9wuejZstcaFBxC6LwpEwperP0Y0Ha8cqyhox/2/GavZx3GMA3l8ajQnVUD6rRYqY6h1Qq0Uon5A27Ztc4O9qOXNv6kFWa0UPnUEL1WqVOi+Ko70Oj7151y9erVr6cis/KLnSPjzhHPi/xFYJKiKFSu6mal9am6M/nHZvXt3jl9XzZDHHnus68waLrwmzG9ijLUsejjOOnXquACke/fubhZjDRkXzm/mrFSpUo63FYg+D3yqndLAAUp1iqaA4ZdffrFVq1a5AMJPz/MDC/2QrVixIqLjdvjxyrGKgnbcqyb2t99+y/Y1n+MYB/q6rNYJP7DQ/xqNSYGEKKhQgV+pSuE3VYb269cv9BrRLXIqd4SXOZQGpUql6Mqm7JRVOCf+H4FFgjrxxBMjCk0q7GzdutW2b98eWhY9dvPRRx9tCxYsiFgWfV/NiBoiLi/oRI7uS6GRS5QupQsREPQ88CnvtkuXLq7mKvpxpTypFWPs2LGulc3PBdZoOuvXr7fnn38+lDIVTusq6NB7AgXpuFefNxXOdEzHEj6vi45hHcscxzhQx6d/jOr3Xv0nlN7kp0GJ+lMofbVw4cKupTn8lpOywf6WX7i2RyKwSFDq27BkyZJQrUCTJk1c7uydd97pfjhUIxA9Lv9NN93khoB74YUXXE7u/fffb999910ogldnJrVYBBlm1jdmzBiX26730U3vq5zJ6LkxlCrVsmXLwO+HxBR9HoTT8aYfL7U8/PTTTxFN3prPQn2O1HmwUKFCbrmCjfDl0bVjX375petzEd6hGygo1/877rjDbrvtNvf/3LlzXR658s+VbqJrfvg1V/0xNNQ3cCCOTz+NSZU66uepIWHDyxnNmzd319X27dvbhx9+6PpwarAXdbpWKnV2KLVJ615wwQU53l6u7ZEILBKU0osU5b/++uvufvny5d18ENOnT3ePqS9DdNqRClkaxUkdmfRc5S9q/Ga/2VB5j8pr1GO50Tqh91JupTpjKdDQaFSarCm8lkAjPChNCsiN8yCaJmXUoAMKLpT+FJ4OpRY+v3+FT+lQWh6rf4XOKZ1DfkdwoCAd97q+qkJJoz2pYFe/fn3r27evyy9X6134ccw1Fwf6+BRdP9Wf4uKLLw71rxRVbqrscuaZZ4YGl+nYsaMLjv0+nfuiiky1Mu9P9gPX9khJGnM2ahkSxHvvvefyD9W8qD4W+0P5iFWrVnUTKN18882u1SKz5vTcpqFu3377bVdDAeTnebAvf/31l0slVI2Y+g0BB+Nxr1pkP8jWyFBAQTo+g1ALiEb4U4tdTnBtz6hwjGVIEOqgqjQjdUKN7mwdi0az0ehMqs1S+oei9I8++siN8S8awu1Apnko1URpJ8CBPA/2h5rmFXATVOBgPu7//PNPe/HFFwkqEBfX5XAKKjQ/RU5xbc+IFgvkaAg4TRyjyeqUhqQa2EGDBtkll1zCXgQAAEhwBBYAAAAAAqPzNgAAAIDACCwAAAAABEZgAQAAACAwAgsAAAAAgRFYAAAAAAiMwAIAAABAYAQWAAAAAAIjsAAAAAAQGIEFAAAAAAvq/wD3ZPzh1vYUggAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 2, figsize=(14, 8))\n", "app_data = [\n", " ('Air Quality', hours, target[0,:,0], pred_air[0,:,0], 'PM2.5 (ug/m3)', 'steelblue'),\n", " ('Energy', hours_en, target_energy[0,:,0], energy_predictions[0,:,0], 'Demand (kW)', 'darkorange'),\n", " ('Weather Temp', steps_wx, target_weather[0,:,0], pred_weather[0,:,0], 'Temp (C)', 'royalblue'),\n", " ('Traffic Vol', steps_tr, target_traffic[0,:,0], traffic_pred[0,:,0], 'Vol (veh/h)', 'mediumseagreen'),\n", "]\n", "for ax, (title, x, actual, forecast, ylabel, color) in zip(axes.ravel(), app_data):\n", " ax.plot(x, actual, color=color, lw=2.5, label='Actual')\n", " ax.plot(x, forecast, color='tomato', lw=2, linestyle='--', label='Forecast')\n", " ax.set_title(title, fontsize=12); ax.set_ylabel(ylabel)\n", " ax.legend(fontsize=9); ax.grid(True, alpha=0.3)\n", "plt.suptitle('BaseAttentive -- Standalone Applications Summary', fontsize=14)\n", "plt.tight_layout(); plt.show()\n", "\n", "fig, ax = plt.subplots(figsize=(8, 4))\n", "labels_bar = ['Air Quality\\n(ug/m3)', 'Energy\\n(kW)', 'Weather-T\\n(C)', 'Traffic Vol\\n(veh/h)']\n", "maes_bar = [mae_air, mae_en, mae_temp, mae_vol]\n", "colors_bar = ['steelblue', 'darkorange', 'royalblue', 'mediumseagreen']\n", "bars = ax.bar(labels_bar, maes_bar, color=colors_bar, width=0.5, edgecolor='white', lw=1.5)\n", "for bar, v in zip(bars, maes_bar):\n", " ax.text(bar.get_x() + bar.get_width()/2, v*1.02, f'{v:.2f}',\n", " ha='center', va='bottom', fontsize=11, fontweight='bold')\n", "ax.set_title('Mean Absolute Error by Application', fontsize=13)\n", "ax.set_ylabel('MAE'); ax.grid(True, axis='y', alpha=0.3)\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "markdown", "id": "075c7b1a", "metadata": {}, "source": [ "## Summary\n", "\n", "BaseAttentive can be used as a standalone forecasting engine for diverse applications:\n", "\n", "| Application | Static Features | Dynamic Past | Future Features | Prediction |\n", "|---|---|---|---|---|\n", "| Air Quality | Location, terrain | Historical pollution | Weather forecast | PM2.5, NO₂ levels |\n", "| Energy | Building type, area | Historical load | Weather, calendar | Electricity demand |\n", "| Weather | Geography | Historical weather | Seasons | Temperature, pressure |\n", "| Traffic | Road properties | Historical flow | Time, events | Volume, speed |\n", "\n", "### Key Advantages\n", "✓ Unified architecture for different domains\n", "✓ Attention mechanisms capture dependencies\n", "✓ Multi-step forecasting in one shot\n", "✓ Incorporates static context and future information\n", "✓ GPU acceleration available\n", "✓ Uncertainty quantification via quantile outputs" ] } ], "metadata": { "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.20" } }, "nbformat": 4, "nbformat_minor": 5 }