{ "cells": [ { "cell_type": "markdown", "id": "92730ce4-1a4e-4f56-9ce3-eacee208165c", "metadata": {}, "source": [ "# NARMA10\n", "## Univariate Time Series Forecasting: \n", "#### Device: Emucore\n", "\n", "Time series forecasting is a crucial task in various fields, including finance, weather prediction, and signal processing. Accurate predictions of future values can enable better decision-making and planning. In recent years, machine learning techniques, such as reservoir computing, have shown promising results in addressing this challenge.\n", "\n", "In this example, we explore time series forecasting using reservoir computing to predict the Nonlinear AutoRegressive Moving Average (NARMA) 10 time series. NARMA 10 is a synthetic time series generator that mimics the behavior of real-world processes by generating nonlinear and chaotic patterns. Reservoir computing, on the other hand, is a powerful machine learning framework that leverages the dynamics of a large dynamical system, known as a reservoir, to perform tasks like time series prediction.\n", "\n", "In thise example, we aim to demonstrate the effectiveness of reservoir computing in forecasting NARMA 10 time series data. We will utilize emucore to generate the reservoir computing model, train it on historical NARMA 10 data, and evaluate its performance in predicting future values. By comparing the predictions with ground truth data, we can assess the accuracy and reliability of the model.\n", "\n", "The notebook is organized as follows:\n", "\n", "- ***Reservoir computing with Emucore***: Provides a brief introduction to reservoir computing\n", "- ***Create NARMA10 time series***: We generate synthetic NARMA 10 time series data to serve as our training and testing dataset.\n", "- ***Model data using reservoir***: We will be utilzing QCi's photonic reservoir emulator EmuCore.\n", "- ***Train prediction model***: We'll be using a simple linear regressor to obtain predictions from the reservoir output.\n", "- ***Evaluate predictions***: We evaluate the performance of the trained model on the testing data using Normalized Root Mean Squared Error (NRMSE). Beyond this we will also visualize the accuracy using a few different plots." ] }, { "cell_type": "markdown", "id": "67332136-300b-4572-b87f-2dfd2a7625f1", "metadata": {}, "source": [ "## Reservoir computing with EmuCore\n", "\n", "EmuCore, developed by QCi, represents a cutting-edge electronic reservoir computing platform designed specifically for tackling complex time series forecasting tasks. EmuCore harnesses the principles of reservoir computing, a powerful machine learning paradigm inspired by the brain's dynamics, to efficiently process and predict time-dependent data. At the heart of EmuCore lies a large-scale dynamical system, referred to as the reservoir, composed of interconnected electronic components. These components exhibit rich nonlinear and chaotic dynamics, enabling EmuCore to capture and extract intricate patterns and dependencies present in time series data. The reservoir maps input signals from their original values to a higher dimensional feature space. Through the integration of advanced hardware design, innovative algorithms, and rigorous testing, EmuCore represents a groundbreaking solution for time series forecasting and other machine learning tasks. Its versatility, performance, and efficiency make it a valuable tool for researchers, engineers, and practitioners seeking to make accurate predictions on time series tasks utilizing a time delayed reservoir architecture. For more information on QCi's reservoir architecture see this paper from QCI at \n", "\n", "![RNN Reservoir Schematic](figures/03.svg)\n", "![Time Delayed Reservoir Schematic](figures/04.svg)\n", "
Figure 1: (a) Conventional reservoir computing (RC) model and (b) time-delay based RC model.
" ] }, { "cell_type": "markdown", "id": "3bfe317f-3dab-42d7-8c4b-6067ac31ed85", "metadata": {}, "source": [ "

Create NARMA10 time series

\n", "\n", "In order to illustrate the capabilities of EmuCore we will utilze a common forecasting benchmark NARMA10:\n", "\n", "> $y_{k+1} = 0.3 y_k + 0.05 y_k \\sum_{𝑖=0}^{9} y_{k-i} + 1.5 u_k u_{k−9} + 0.1$\n", "\n", "where the input $u_k$ is drawn from a uniform distribution in the interval $[0, 0.5]$.\n", "The function below generates a NARMA10 time series and splits it into training and testing parts." ] }, { "cell_type": "code", "execution_count": 1, "id": "bbeebbd6-43da-409f-90c0-ae3b29e9acd1", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "def NARMA10(seed, train_size, test_size): \n", " np.random.seed(seed)\n", " total_size = train_size + test_size\n", " utrain = 0.5 * np.random.rand(total_size, 1)\n", " ytrain = np.zeros((10, 1))\n", " for i in list(range(9, total_size - 1)):\n", " temp = (\n", " 0.3 * ytrain[i]\n", " + 0.05 * ytrain[i] * np.sum(ytrain[i - 10 + 1 : i + 1])\n", " + 1.5 * utrain[i] * utrain[i - 10 + 1]\n", " + 0.1\n", " )\n", " ytrain = np.append(ytrain, [temp], axis=0)\n", "\n", " train_data = {\n", " \"trainInput\": utrain[0:train_size],\n", " \"trainTarget\": ytrain[0:train_size],\n", " }\n", "\n", " test_data = {\n", " \"testInput\": utrain[train_size:total_size],\n", " \"testTarget\": ytrain[train_size:total_size],\n", " }\n", "\n", " dataset = {\"train_data\": train_data, \"test_data\": test_data} \n", " return dataset" ] }, { "cell_type": "markdown", "id": "893f23b1-6f3a-4cd2-92d6-55e641b19060", "metadata": {}, "source": [ "Let us consider a NARMA10 series of size 1000 with 800 samples in the training portion and 200 in the testing portion." ] }, { "cell_type": "code", "execution_count": 2, "id": "ee47b306-ba91-485a-9d25-892eef50c2de", "metadata": {}, "outputs": [], "source": [ "TRAIN_SIZE = 800\n", "TEST_SIZE = 200\n", "\n", "dataset = NARMA10(seed=0, train_size=TRAIN_SIZE, test_size=TEST_SIZE)\n", "\n", "X_train = dataset[\"train_data\"][\"trainInput\"]\n", "y_train = dataset[\"train_data\"][\"trainTarget\"].reshape((TRAIN_SIZE))\n", "\n", "X_test = dataset[\"test_data\"][\"testInput\"]\n", "y_test = dataset[\"test_data\"][\"testTarget\"].reshape((TEST_SIZE))" ] }, { "cell_type": "markdown", "id": "eb6e4be5-945b-4a9e-9c5e-561449d3474f", "metadata": {}, "source": [ "The target for this forecast is plotted below with the training portion in blue and the testing portion in red:" ] }, { "cell_type": "code", "execution_count": 3, "id": "8a116ccf-ef6b-4d6e-a052-e6a1c90610c5", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "t_train = np.linspace(0, TRAIN_SIZE, TRAIN_SIZE)\n", "t_test = np.linspace(TRAIN_SIZE, TRAIN_SIZE + TEST_SIZE, TEST_SIZE)\n", "\n", "plt.plot(t_train, y_train, \"b\")\n", "plt.plot(t_test, y_test, \"r\")\n", "plt.legend([\"Train Data\", \"Test Data\"])\n", "plt.xlabel(\"$t$\")\n", "plt.ylabel(\"$y(t)$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e2fa8b7a-54f7-4be5-afb1-95573ab5c59c", "metadata": {}, "source": [ "## Modelling data using reservoir\n", "\n", "After filling out some necessary details including replacing the IP_ADDR and PORT variables with our specific hardware destination we can begin interacting with the device through the client interface. Utilizing EmuCore's direct interface we first begin by acquiring the lock. This ensures that the device is not being utilized by other users or processes and ensures that no one other than the current user can manipulate the reservoir anyway. Some of the ways we can interact with the hardware include resetting the reservoir and configuring reservoir size and attributes." ] }, { "cell_type": "code", "execution_count": 4, "id": "bc12084d-acf1-49e6-8755-95db536cfdb5", "metadata": {}, "outputs": [], "source": [ "from emucore_direct.client import EmuCoreClient\n", "from time import time\n", "\n", "IP_ADDR = \"YOUR_DEVICE_IP_ADDRESS\"\n", "PORT = \"YOUR_DEVICE_PORT\"\n", "# Instantiate an EmuCore instance\n", "ec_client = EmuCoreClient(ip_addr=IP_ADDR, port = PORT)" ] }, { "cell_type": "markdown", "id": "5b382862-4ab3-4292-8c5f-207b8d128892", "metadata": {}, "source": [ "The first step to begin interacting with the device is to acquire the device lock:" ] }, { "cell_type": "code", "execution_count": 5, "id": "a9b85ab8-2177-402e-ad82-633924afa70a", "metadata": {}, "outputs": [], "source": [ "# A a lock id and reset the device\n", "lock_id, start, end = ec_client.wait_for_lock()" ] }, { "cell_type": "markdown", "id": "182468bb-6f2e-4838-82df-c2308b4de014", "metadata": {}, "source": [ "The above function will wait indefinitely until the device lock is avaialble. After acquiring the device execution lock, the reservoir can be configured to a specific model and used to generated data utilizing the specified model on time series data.\n", "The following parameters can be configured to customize the reservoir model:\n", "" ] }, { "cell_type": "code", "execution_count": 6, "id": "b13d5188", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reservoir reset\n", "Reservoir config\n" ] }, { "data": { "text/plain": [ "{'status': 0, 'message': ''}" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "VBIAS = 0.31\n", "GAIN = 0.72\n", "NUM_NODES = 400\n", "NUM_TAPS = 400\n", "# A a lock id and reset the device\n", "#lock_id, start, end = client.wait_for_lock()\n", "print(\"Reservoir reset\")\n", "ec_client.reservoir_reset(lock_id=lock_id)\n", "print(\"Reservoir config\")\n", "# Configure\n", "ec_client.rc_config(\n", " lock_id=lock_id,\n", " vbias=VBIAS,\n", " gain=GAIN,\n", " num_nodes=NUM_NODES,\n", " num_taps=NUM_TAPS\n", ")" ] }, { "cell_type": "markdown", "id": "18b44d3d-1229-4656-9490-f0c5e462ce84", "metadata": {}, "source": [ "Once the reservoir is configured data can be transformed using the reservoir model. " ] }, { "cell_type": "code", "execution_count": 7, "id": "6e671df2-5f65-4ebd-ac39-fccd7d56976d", "metadata": {}, "outputs": [], "source": [ "FEATURE_SCALING = 0.1\n", "DENSITY = 1.0\n", "\n", "resp_train, train_max_scale_val, train_wgts = ec_client.process_all_data(\n", " input_data=X_train,\n", " num_nodes=NUM_NODES,\n", " density=DENSITY,\n", " feature_scaling=FEATURE_SCALING,\n", " lock_id=lock_id,\n", " seed_val_weights = 10,\n", " max_scale_val=None,\n", ")\n", "\n", "resp_test, test_max_scale_val, test_wgts = ec_client.process_all_data(\n", " input_data=X_test,\n", " num_nodes=NUM_NODES,\n", " density=DENSITY,\n", " feature_scaling=FEATURE_SCALING,\n", " lock_id=lock_id,\n", " seed_val_weights = 10,\n", " max_scale_val=train_max_scale_val,\n", ")" ] }, { "cell_type": "markdown", "id": "ada85e91-d1ca-4c10-8f03-8ca298622b5b", "metadata": {}, "source": [ "Once finished processing it is important to release the lock so that other users can access the reservoir computer which is what the below command accomplishes:" ] }, { "cell_type": "code", "execution_count": 8, "id": "a9702a13-18e0-42c9-a0f7-f946af1ddc94", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'status': 0, 'message': 'Success'}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ec_client.release_lock(lock_id=lock_id)" ] }, { "cell_type": "markdown", "id": "33b64425-90f5-4b5e-a3a6-c094313494ce", "metadata": {}, "source": [ "Each reservoir node produces a response based on the input signal that retains some information from previous data points allowing for accurate predictions. The plot below shows the reservoir node values at each time step in the testing set:" ] }, { "cell_type": "code", "execution_count": 9, "id": "22fa589b-f247-42e7-a22d-c90aa14a397e", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkQAAAGFCAYAAAAcvOzWAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/TGe4hAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOyde3yU1bX+v3PJzGSSTEICIVwSI5FrBBEMcjEWBESkWsFysRTBUqGUSitWWmqp9lCLxQKWlqPQWlGqFVGwUkVECjYVECQgGCBgEBMuIYFcJpkkM8nM/P54XpL6q+05FrQH3M/nkw9kMvPOfvfe797PXutZa9mi0WgUAwMDAwMDA4MvMOz/6QYYGBgYGBgYGPynYQiRgYGBgYGBwRcehhAZGBgYGBgYfOFhCJGBgYGBgYHBFx6GEBkYGBgYGBh84WEIkYGBgYGBgcEXHoYQGRgYGBgYGHzh4fxPN8DAwMDAwMDgX6OhoYFQKHRBruVyufB4PBfkWpcSDCEyMDAwMDD4P4yGhgY6duzI2bNnL8j10tLS+PDDDw0p+v9gCJGBgYGBgcH/YYRCIc6ePcurr75KXFzceV0rEAgwatQoQqGQIUT/HwwhMjAwMDAwuAgQ19REfFPT+V3kfD9/CcMQIgMDAwMDg4sB1dXQ2Hh+16iruzBtuQRhoswMDAwMDAwMvvAwFiIDAwMDA4OLAdXVcL6RZvX1F6YtlyAMITIwMDAwMLgYUF0NweD5XaOh4cK05RKEcZkZGBgYGBgYfOFhLEQGBgYGBgYXA6qrz9/Cc74WpksYhhAZGBgYGBhcDKiuBpfr/K5xgbJdX4owLjMDAwMDAwODLzyMhcjAwMDAwOBiQFWVsRB9hjCEyMDAwMDA4GJAdTXExJzfNc43seMlDEOIDAwMDAwMLgZUV4PzPLdtU7rjn8JoiAwMDAwMDAy+8DAWIgMDAwMDg4sB1dXgcJzfNcLhC9OWSxCGEBkYGBgYGFwMqK4G+3k6diKRC9OWSxDGZWZgYGBgYGDwhYexEBkYGBgYGFwMqK4Gm+38rhGNXpi2XIIwhMjAwMDAwOBiQCDwn27BJQ3jMjMwMDAwMDD4wsNYiAwMDAwMDC4C2Dl/K4axgvxzGEJkYGBgYGBwEcBm/ZzvNQw+GYYsGhgYGBgYGHzhYSxEBgYGBgYGFwGMheizhSFEBgYGBgYGFwGMhuizhSFEBgYGBgYGFwGMheizhSGLBgYGBgYGBl94GAuRgYGBgYHBRQBjIfpsYQiRgYGBgYHBRQCjIfpsYfrGwMDAwMDA4AsPYyEyMDAwMDC4CGBcZp8tjIXIwMDAwMDgIoDtAv18WixbtozMzEw8Hg/XXnstO3fu/JfvX7NmDd26dcPj8dCzZ09ee+21j/197dq13HjjjaSkpGCz2di7d+8/XGPw4MHYbLaP/XzrW9/6N1r/v4chRAYGBgYGBgafiNWrVzN79mwefPBB8vPzueqqqxgxYgRlZWWf+P5t27Zxxx13MHXqVPbs2cNtt93Gbbfdxvvvv9/8nkAgwHXXXccvfvGLf/ndd999N6dOnWr+Wbhw4QW9t/8ftmg0Gv1Mv8HAwMDAwMDg34bf7ycxMZF8IP48r1UL9AFKSkrw+XzNr7vdbtxu9z+8/9prryUnJ4ff/OY3AEQiEdLT07nnnnv44Q9/+A/vHz9+PIFAgD//+c/Nr/Xv35/evXvzxBNPfOy9x44d4/LLL2fPnj307t37Y38bPHgwvXv35rHHHvu37/XTwliIDAwMDAwMLhJcKHdZeno6iYmJzT8LFiz4h+8KhULs3r2bYcOGNb9mt9sZNmwY27dv/8T2bd++/WPvBxgxYsQ/ff+/wrPPPkvr1q258sormTt3LnV1dZ/6Gp8GRlRtYGBgYGBwEeBCiqo/yUL0/+PMmTOEw2Hatm37sdfbtm3LoUOHPvH6paWln/j+0tLST9XOr33ta1x22WW0b9+effv28YMf/IDCwkLWrl37qa7zaWAIkYGBgYGBwRcMPp/vY4To/xqmTZvW/P+ePXvSrl07hg4dSlFREVlZWZ/JdxqXmYGBgYGBwUUA+wX6+d+idevWOBwOTp8+/bHXT58+TVpa2id+Ji0t7VO9/3+La6+9FoAPPvjgvK7zr2AIkYGBgYGBwUUAxwX6+d/C5XLRt29fNm/e3PxaJBJh8+bNDBgw4BM/M2DAgI+9H2DTpk3/9P3/W5wLzW/Xrt15XedfwbjMDAwMDAwMDD4Rs2fPZvLkyVxzzTX069ePxx57jEAgwF133QXAnXfeSYcOHZpF2d/97nf50pe+xKJFixg1ahTPP/887777LitWrGi+ZkVFBcXFxZw8eRKAwsJCQNaltLQ0ioqKeO6557j55ptJSUlh37593HvvvVx//fX06tXrM7tXQ4gMDAwMDAwuAnxaC88/u8anwfjx4ykvL+cnP/kJpaWl9O7dm9dff71ZOF1cXIzd3uJsGjhwIM899xw//vGP+dGPfkTnzp15+eWXufLKK5vf88orrzQTKoAJEyYA8OCDD/LQQw/hcrl48803m8lXeno6t99+Oz/+8Y///Rv/X8DkITIwMDAwMPg/jHN5iAqBhPO8Vg3QFaiurv4/Lar+T8BoiAwMDAwMDAy+8DAuMwMDAwMDg4sA/wmX2RcJhhAZGBgYGBhcBDCE6LOFcZkZGBgYGBgYfOFhLEQGBgYGBgYXAWycvxXjfEt/XMowhMjAwMDAwOAigHGZfbYwhMjAwMDAwOAigCFEny2MhsjAwMDAwMDgCw9jITIwMDAwMLgI8GmLs/6zaxh8MgwhMjAwMDAwuAhgXGafLQxZNDAwMDAwMPjCw1iIDAwMDAwMLgIYC9FnC0OIDAwMDAwMLgIYDdFnC9M3BgYGBgYGBl94GAuRgYGBgYHBRQCbB2znmWraFgUaLkhzLjkYQmRgYGBgYHAxII7z9+tEMITon8C4zAwMDAwMDAy+8DAWIgMDAwMDg4sB8VwYC9HZC9CWSxCGEBkYGBgYGFwMiOP84+bDF6IhlyYMITIwMDAwMLgYEMf579pNF6IhlyaMhsjAwMDAwMDgCw9jITIwMDAwMLgYEI+xEH2GMITIwMDAwMDgYkAcEHOe12i8EA25NGFcZgYGBgYGBgZfeBgLkYGBgYGBwcWAOMB1ntcIXYiGXJowhMjAwMDAwOBiQDyGEH2GMC4zAwMDAwMDgy88jIXIwMDAwMDgYkAc4D7PawQvREMuTRhCZGBgYGBgcDEgDvCc5zXMrv9PYVxmBgYGBgYGBl94GK5oYGBgYGBwMSAeYyH6DGG6xsDAwMDA4GJAHBB7ntc43+KwlzAMITIwMDAwMLgY4OT8d22z6/9TGA2RgYGBgYGBwRcehisaGBgYGBhcDDAWos8UpmsMDAwMDAwuBjg4/13baIj+KYzLzMDAwMDAwOALD2MhMjAwMDAwuBhgXGafKUzXGBgYGBgYXAwwhOgzhXGZGRgYGBgYGHzhcckSomXLlpGZmYnH4+Haa69l586d/+kmGRgYGBgY/PtwXqAfg0/EJUmIVq9ezezZs3nwwQfJz8/nqquuYsSIEZSVlf2nm2ZgYGBgYPDvwRCizxS2aDQa/U834kLj2muvJScnh9/85jcARCIR0tPTueeee/jhD3/4D+8PBoMEg8Hm3yORCBUVFaSkpGCz2T63dhsYGBgYXFyIRqPU1NTQvn177PbPxsbg9/tJTEykeg34vOd5rTpIHAvV1dX4fL4L08BLBJccVwyFQuzevZu5c+c2v2a32xk2bBjbt2//xM8sWLCAn/70p59XEw0MDAwMLjGUlJTQsWPHz/ZLTB6izxSXHCE6c+YM4XCYtm3bfuz1tm3bcujQoU/8zNy5c5k9e3bz79XV1WRkZMB3/wZZt8BHW+Cm3lCAqg1HXoa2t0FxB4i9kZe/+hS3/XEAeL4FvSbD/sehZgZ8Gdj0Zxj8ZXADFcARoPpFaEyBq4ZAwcvAH6FxN9z6ARRDhyvhxLrfQPggJCyDs29CyjAV9Tv7INS9DN5xkP0AvA0488D+HQifgS+fgF3A6Q6QeAL6Q0JbqHkbKAIygBigFugAnAIqbtGN162HpOVQ818Q/3OoXwyu9yD6Iti+CgEXxL4ArtPw4bXQ4Ri4TkFNb4gfoMKDdYshZTYcdUHiE+D9BoSAo3uhw2/BvQyaHgackPoD6A7sgfxroc92wD8H6tfS7+sfcAI4cRqGtYXjwKEPgHbAnwH7XRD3FNTcwum+62l7EMi2+vgEcgb7rwKbF2K/DP5fQvzd6ufwj8F7GEJ/gfDdUN8akjfClOtgxSBoaAXHt0CPtyB8GHotg5x3GFN9LWv/CGQBR64C+3vgeRDa/RTCwPGX4Su3wbN7wTkETm6BDvVwzyn41QRwhtQPPd8BGoEwBF+BVpt1X4XQbSzcDgxphGF7gDMw7GZ4c90vIVIG9g5Qnw2RYeBZDY6j4F8IvAG+tzSOp4dBam9oHA+2sRB5HBwZ4BwIRKCmFyRsB+ohtE/viTkL9ukQ+QU0ZkFMKdAA1EHtEPggQVW2u+2yJk0y4IbqmSRMCfEo8K2twDlD6wjgfeBdFyT+GPxLoE0ltIYO/eDEPutZesfqTztQeBWE3oOkh9Wu7quhHKhGc+s669rrrK8PLoDgmxDTV+MazAffHPDOhdo5wFVgL4boXG0CDeOBSRB+GBytYfB62DwAYr+heee7F8Kn4Y274Wu9NTd3Ar2BNsBhOJAJPSqteVig17gcSECT9Euan8cGQ+YZING6RtMvIPgGuG+A1Aeg9Flo/D24bwW8UD0T7G+B+zGIWQ22B/Wl9c9Cl+1Q8gtouApcZ6EuAxxBaJoMCXMhUgz2LHBOh6bfahCqvqP15zjQ1urDPQMg9lbNvZrlkPATiHqgcTIEO4A9Fho/UB97xwN3gK0Jok/DZeuhm9X/fwFsD0PoKnDth6bDUP8GZJ0AL3AIcN4F4WJo+kjj4xoIoW3gugEi8bArG+qBXoC3FBpSwRmA0wnQ/gzEFkPNPOhyAloDu28BpkNde4j/tdZA370QqYWmgzByPRyw7vN0B4g5AeOggwNOHAWSgKPoPX2AD4Fb9Ajyh1Zgq4QuwIk50DQQXKdIGD2Dmq3A2Tm67+CNEDNMc8+/AGgNoXYQ+DLcCwkJCXzmMFFmnykuSQ3Rp4Xb7cbn8zX/JCYm6g/58ZD2U7h2M9jQAu57HJJvg+CzIh/pT3HbWiBpAIQmQ9EyuG4GtF2hh877Ze7vDPiAAFB9EGL/BK0/goPpENMBbJug4wcs7QhcCSf+NAJivwMJV0FtV3CMEoGpALw+iHsPrnoAPlwA7Z/UYpz6Hgw7oUU60AeSroXhQCeoqQKq0MYDWsy7osWrKh2i68HXG5JywVsLbX+se0m+FVwjgGlg7wpt7gJXWwjeABlRaOgJMZmQ+BDYckV8fLPhlBsSrwXnNyA8G2LWQLc3wPamNl1vFsT+ACpgYCb4RkOfD4HIAoj5AKZ/wE4H9PIBbaHQB4fiILsP8Jpew/FtGAx8aT1tr0L3GgA6Ak3WvbWeCM5CcOyGxEqIbw2t7obW+8FbB0mjIOU41CdA5Vfhjy9B3AZImwuhBLjiu8A34dAYeOEvrH0buBY4kQtZ70HyErjjp1C5Dq4HksqgBui4F9J+DO8kwKlUeOEDaLcE2jwLrRPQLtAXvK3B9jeNVyNwE6xzwnciGsqBw4AceHM30PQrcA1Xu1OOQ5ulEPsX8MZB2i8hbSeEh+r3y14Cz2xI6geJRyBxIPi6gDMTnJ0guQq8UfDaIeHrek9kMTACvK0gsQ7cR8FrA0cu7GsPiQnQp0ATNDoSvI3AMzA4RE0EvlVhza9EoDNQApwGPCFwHoH4VBGLLnCiHBHzsNUVNqC4j+Z1+4XgKoYrV8ORrhCxxvYy4KT13quA6HSIrgFvIsS3BVcleCshOBdYBPFXQdM3wFMH9IEo6oOkQoh1Qsf1sC0XHPnQ+AP1IcMhoROMvAcC02EnHPkKsBtohOoroMcZIAZ8rYEP0mGg9WzXIsJQDdOmQKbXujc74JgN0dXg2QzeJDjdBxonQtK3ILY9BO8G73sQPxOSV4NtOzT+Gjp+B1Kmw8kx0PgLjduH/SFlHaScgdjXNU727eB1g2up+qDxJzo8hWHkl4CziJy6t4O7XG1oOxscG8HxHCQ9A64TkPgBpE4HX1dI6g0JDkj8CHgD0gCXNa4hwJsASWfA2w7c1dD9hPjzGWts7dsgrj34eoHrJLgOQFJ/tTPSC3wJ0CcBziRATFtoewLK20Nagu7N2wTZJ7S27c9Vm5POQPvD4LsSUr+j1yJ/hMT1sB9IRePsqYdhwCE40QCbrgK2oz4ZBxxI1toRB7zohvGVIr+leRDbBN7bgOeoWe3WnI78ESKToOswrZ/B9dA0F7x+tb3VwwCfj7ziP6Qh+rRBSmvWrKFbt254PB569uzJa6+99rG/r127lhtvvLFZlrJ3795/uEZDQwMzZ84kJSWF+Ph4br/9dk6fPv3pG/8pcMkRotatW+NwOP6h406fPk1aWtqnu9gdlUBAp5HSSZAO0Aj1Y7TZFgDVj2szdPQDmxvsM2HndKi6B/oCbWTEYQvwQS7ETAPXTYAH3DkQtx1sFXAjzNqHLEhtN4JtCdSt0gKeNF8bQygZvPfppH5kUUs7HSu0uexB1pFwPrRaK4JQpCaThDbrDlhECCgDvCUiMQ1bwXsLEILqB6DVUqhZBvaNkGjprpx9IewB9xk44YOUwxBzBDzjoFWeTk61I6BjUFarmDX6XN0CIEULfnAXUAx1feA22FYG/nV6CfdciFsLpZAdp8MeVfAz1PaCfVbbA9OhTQ7s0+UHOqx7iwHqrPutQhYvW4W+0zFJb2jaYnVGnDrrWC50OgAddkH5TIipAMIw8G04sguit2qcInW6Zgj9ngHUPgEvAa7RsAOo/qH6H6DmBvi6H7IPw9nbNd4gktCYBM5afU/SzyEhH7Jgfgf4vRcWJ0FeD9hWoOkHaIxce9Cqbwf/o7JC0Qj4IdAPEraqI2y9oP5VCO1FuzVAO32nsxZiyjUxSYKmp3Rv8VMgXG51ZDk4MqGxB9RmiICkASf6wxOpUJEMgVXgnQCFj4MHdrWH8dnWx9/LxZeNLHadAecYaCzUGLuAdBiYAU/3BQ6kQwrgaKMNNTQH7DfpJB8uh84wsAPw0UJ8fWF7CpAJ1C2HuElQtxYqb4XL8rWatXoWAs8CpeDqB7XjIG6qzG61K4EE8H4Nap/FNzkPYrLBFgc/Gwye18B+H0x5BJy9oDPUOoH+miqeKqATsA8q9wKeEiiG7H7AqTFs6qFpvqIIoh8ARyF6FnCkQ9d8iF0C0VTonK/nK7IdlvTRVEx8HZqe1fyKOuH6CjieC3tzoddayK6AszmaunWT4FAOPOsF/2LwjoE3cyE6S3Mq8TFotYz5XcSDSAd6ovXI0RuCPaH9fbr38M+gsQ3EdFX/OQdBSqE2/KZ4qO8HSYtFOJKBHEQmmgqgJBca24J7sNaZGmAQMAD1qWsgONZCaKfIOBHNXd9u+EUtzKqFnx+HMh+EkmAjsAoItoWzQ+FoOpQCGXmQvgo4C9/K0WS0p0PDq+B7FGyP65CXCdwIJD4MW9OhFcxPhY711uspMC0VcFXAX0ZQEgDf3UFZD4sBRwPcsFiHtim/g5uDmsODSrTmnVmidTbsgUlA3UB4NRkCT3Ep49MGKW3bto077riDqVOnsmfPHm677TZuu+023n///eb3BAIBrrvuOn7xi1/80++99957Wb9+PWvWrOGtt97i5MmTjBkz5oLf39/jkiNELpeLvn37snnz5ubXIpEImzdvZsCAAZ/uYt+u1797V8LwVVCSDlX367UzC7R4UaMFLfgCJD2tfS+yHNxBtscC1ct4H0gfDVybB96xUN0HKvtC1lqoHg6OPvDSJCo6oA2kF9ZCd4sWwPoBWoi/WgF1S6DaDYTkCogcg8KHRDAiwG1W2+uWQBk83QWezkKbThy6Hmjx6IvaG9yldrnnAKna8JsKtKh5ADIgUgi1i6DUB5Wplg+rC9TlQDhVm1kK4Nyof+3TwebXfbhz4MhgqF1mfXmGXnsF7ec+2DManWQbpgOwMgSLGsGXIaPQ9ji9j1sB33I4s133sAPefg4tar3Qxp2GzN9NxzTDffeAdxWES8CZDZEEiLTRhzLfhgU9oPoqmHUIKieqU8Z1Bc8fIeY5bQ4TrtF3lwD9F8NfEVn16R6yh6pdu/oD5bnQ8WqY6oO3usCMUsQ+w9zw2N+g2AW/6QT7B+m7Qur2eW/Awldg4QuQ1gDTsoEIbL8OCOVDpDMQgLODwNVDXRnppPuyNUH9NbpQTTegEOxeqO9l9flZqO8IDWmwd5AaHT6izcyerb7olG/NnYEQSdcGkZyvTWrG+/AjRA6SK+SWCnWB6Ay2OyCrBlYXoA0jNY9fg8jpScBeCu5cnbY9UNIgsju5AUguEYl0brT0EfPAHhTx7VUBJ2BbMdBpDhOArn60SXrQhHDnQqtX4KM+ajPF0FigSeD9Fvj26ZBSAkQDUDRUrhv/RPzFQNxY8D0CP34VKqdA5Hn4Xho07YM0SGrU96X3g/wsyPYBN8G+btY880BBKTByLcPfgyNO6zk4BE93g9IuQOheOL4Qmu6FUGtr1Y2DpltgZjFy410hspqEDkm79RzQ+w0R8RLkcn0COOsTUf5aCOI36H396rQu1F8HnAD/I7wPLLUeN5KAncm6mZi/6HBm7wYRJ8RUizzWAIHHdLAI9oHKDLmosEM3WOrSD0WIOIHuB5+u3x9ZdIqtKVf3nOZANGjN8716vTSXBA4ic5JHa8DJ9lpTDmN9LxBTomc6CzicrENGF+va1ED0x0BI87i3mskb1rxIL4E0+GoddKhE95QFKwqAcFcYvpGUcvCXAcfQWtL4A3hrCTgHwMoKSIG8JnSiDbZWWzsAjg3wtBs8pVZbPuBzw3/AQrR48WLuvvtu7rrrLnr06METTzyB1+vl97///Se+/1e/+hU33XQT999/P927d2f+/Pn06dOnOcgJYNKkSfzkJz9h2LBhn3iN6upqnnzySRYvXswNN9xA3759eeqpp9i2bRs7duz4dDfwKXDJESKA2bNn89vf/pann36agwcPMmPGDAKBAHfdddenus71FANxMHAX7AV6l4j0xFgbiA9o2KwNzXkXVH9bi/UgwDaCAfVA4ElOFGsT4ATgHwKJ74C9SZtFgUtfNngVJ7ywKQEtOOESIEEPa+PXRHY2W6/b4mRNsS2RX9sDePO1KOwAfAug4XWyB0CXRsvSgi5HA6R3QSd1D3LDNR2DujXgHwP4wZ6q11w9oDIZIgXa6OJn6V4r0CZZg05LjjItiCloISsB6l7TtVotkWUp8zDEf0ttP5sDzm7QCOs6AIPh6rNAkxvqXmNgB4hvAmdUHphHauBwDJQkAy8j4hT2yFgyChqvgmmZQBVknzMCxiGrhwfw/1ptdaQDMVrc7IfUISWDZGn60AXLu0DdOZNarfrgaHtwLoGHr9TGNBTY0lWm96aljB8F2Bbwu0bAFiC+CWizGaqfAY6rn+alQWAYlA+iDRGYX6V7AGh4RZtPGZzqh9x9v4MmO8xogPt7o3kEsiyRCp4K8AyFcJzIhiNb99SQBtgh7hg4R8jKEfsh2JMAL5Qnw9lUuCyi+es4x5SL1UdFAB1kobCXipi83wd2WNq7UcBjDfDzZLAFpGdphCYbnI6FgdnWHItY7U0797s1KEmwKRHe9cETTTDNY82hnkB4jOZYNAARtzbxw2MgC7a305jf1Qhx5ejUHh0DTTtFfspvg5h8WWyIk44o0AVq/wvqOmkOJwOJ8yDzALj6g2eS9En+/4bAIpg8CuwRzfXHakWcT0DmJjW9ZC/076L5yFHoPQ04OQIGWHPubdjfFVbEQ2UI2Aq3lkHaNsC1AJxz5HaxNemZpgzcH8HcDGhYBbVXgPeY+m7bKOiyXFbXQzeqH9tojtqPvAuJEVgL3F0G9k2ar0u9IjWxhzVHfPfws1q4+RDq1ypgZIUGpP5WzW3CEPJBSY4sip2BuIlqQzQgzU0NmitJMLLWsji1s8Z3M5pTBGSFqtHLvl5oXLy36PlzIELv6gP1l0Mj3E81bSnjB+yT9dwBHN+LveJdjUsZumYCsprHVmhe7qiCmh56ZlxVgEvfdQytPZlWe6351t4vmRUOoADWZaODTBnEnlXX7clG7Ty2Brz3QnifXN0x4Imgw+hbXqifoee2bhLcENQz92IVOIfyucHB+ZMhq3v8fv/Hfv4+0voczgUp/T1x+Z+ClLZv3/4PRGfEiBH/9P2fhN27d9PY2Pix63Tr1o2MjIxPdZ1Pi0uSEI0fP55f/vKX/OQnP6F3797s3buX119//R+E1v8TzmAHUmQ96IC1YYTA3h5C+7WXuL7F+AzA3gCewTIpbwZisikPA7Y4nA3ogfMAvr9BaS4cd2mhbo/cBWG4cj94wugarZYANTL1up9Rg5KRNcdXAcGlEKmAiOWKqUEuvCSg6iHL/QGZAZh87kQdA3S2PH9trN97ImuN9xa5H2glE7fnNi2aHSpkQXAABCRo3Q3Uvw+vou9vbN9MtogmS0sRDYB/GDS8rsYdtliYd4xIY7Qj3ARJEeCI3EV4g+DOIRFIq4Xeh8Q5M7fAhENwk8/qG8ckuZkagEaIuUYb1f1pMAfrvkJA3QtWvw+2LAoefcBZC8H+6rc1SHdUB52m74R2+4A02lImt1T7iD7ztjUpYgBPIfiB2lmsPgQkz6U0Bggspb0fmftpIIFTUF/FLfPzwHUGGqCMNcAZOHJci3j4Z9A+n6cz4IN4qLwd/JugWzZcFoDngYNOwJWj7w/HwdFkEfFga2jM1M1+ZBfJjsbC0R5ygeKHmp76XGNms46bo3YIXmbdTLEmje/+Fu+avUHvL82BY9AWP9/gDLx4HB70wH8d0LXtE2A4HHXCbC9s246ek54wuQr1mX8M+CfAtXlkp8D3bNAxBLmnYUWxNQ83AZG10GqR3FqNqzSXv7wWXDAgANNulPvKnQm8ANjWimgn/lBWrsY++sGnuRe3BeLngG2AnpOX0QR1nIXapSIhVei+K9bA02+Ihdqz4Wk/XDWLkQPAdgUMvB5OZYLtHXiyDuhmaZ4nbYTNUBAGboQ5sfCzQ1AaD9wGvVLB1h5wzoWmFRoT14ciHIFhEI2DxbsgYY1c6Y1Jci8Py4KjS6B6BHTMgq3AR7sgDiIPXwN/s8MU4IUDsjJFL4cf79A8xwGVU/GNnUOpx+qvcmvqb1uiPojbDr7viZwkHIXksRr3omSovQ/qFkrcfWUdZL4OHadBFnSOhRX7gCNLwH81fCUCmS9BaKaexUzgLPhfQi6yqnmWyzdd7jNawZn28Gf4CVdwmk78YtoNcrGtBXr1JvLVa6DrUeiUpWsesaZozBoIemFJktxX7qMaS//9si7akU5oXzJEJ0A2lFdCxA62Fda8zoTRfwWGAF3g1/1gaQe4es0IODoJ0gdD3eOaPz2zoBFy1iNX2fU54Fmj58cxC/Kf19q3yg+Rlojmiwnp6ekkJiY2/yxYsOAf3vOvgpRKS0v/4f0ApaWln+r9/+waLpeLpKSk87rOp8UlSYgAvvOd7/DRRx8RDAZ55513uPbaaz/1NQ78qB9QBa7usG+6TNKNbSB+BrhyoRKoHs3q3yVDzWzpXwoXyYqQsJg2NuCrecSmIhJxfB5UD5b2ptsBSJyvBeXajTydoQc0txb40wJIvhfCpfCXEdA4RJtnDVpobAuAgKxDcYehs+Ue9KAIj/gg9M/nNxFYkwSJAURo2gF1sK0KkZK9QOEIEZ9wqXQqnJLWp3aGLGEVk6DhKfA9CdW3SE9SAfzoSvgWkJgHwZFqXzEiUHsnSWgd/wJ47oRwF8jeAZH2EOwN2a9D1lgohSEhIBnmvYBIVa+1LKyHva1hbzfYeQz+djP06QYFBcA7I4BVUH0/S9PgSDy8XA9jGuHRIph8wmpfFbJGVaH7a5yEVthU6YSctVByI0xGpvoEOPpUF6jsBScGcfoH/aDN25ZZPAUmZ8mSdM6yUwVEwNcNKLNOzjH5JL4BxBfDoaHUxOZAbBLrn8qGX3eBJ2AL06H/FfC9jjDsJFyWA13g+hq47hVoNRx8A+DlD+GEF0rOQvdn3Wp7Qxo4/NDzbfWrd79IUP2V0POArA+2MGSthKRHgThIeA+iGTpdJ+glriwG9yEIH9KkCOVBcKtE7fIDyxUSAN6D03Ti9x0Hw9KO8GvgZA8IzYLIEnhjDJOBpbWw52pkBd2ULpdXb+DGtZAwE3ZDwVkR1xwHbGovdygnkqEH0te0vU8uLPftcv2+lK5AqzJYsQKGV0BJCFnnXAuhaTfUz4GarRDNF7GnTONOCtinwskiaLVMn/H/N4RTIP4+8C2zbjUGEnrAuF7QOl/krTEJtm9nw6tw+irY9ga02wlH2kL3PZrn0duAP4yBUfC0pUF5+RAcvkzdV3uN+GX0AFC/AdpO072dHQoN6RD9ur5ncQ6kjYXDKyUm7zMXvlwEI+6VlvAbhbJs9s6BBrA/8C6MOAohaDsuCZruA9txWNwfqudD7RRIAP+ax1nlhEo/2sSPADn36iBydpTcV7F/g5gqqFoDjgpoVwGNR9Sn9SOtue+B44t0EGqw5k/re8H3huZeMEduzlbIjQyk345c7Ek/F+d2ZgIuqOsKSX4YDT05BdTysxWv61ByVwT2fSDhc0wVfFQkIleq5wzHWEg+APce0lzGIUuObz44H4fdlizhrgo962nQ5iS82wai05DVGgj7gD+PgTKYuRdmrYClkzZC5io4uRVungEpy+FbRfAKlN8ADLwX7t4FjJVbdttK+MoEsDVxy6SPIDaPzw0X0GVWUlJCdXV188/fp6r5ouKSJUQXBD8/CuEiuLdIJmxvEILfg1N7IH4afOCGVivY8/UK8D0MTc+SPvY+2NoHkhWczJ/XkRePNqP4+RJPHusCJT3ghpk63b0Nk7fA1U16X97ouVDxjKw8fTYqiqQzWlxc/SF0AOgAMblAGN4cCs5cqAHfNGRi3w5DPtQ1Aw7rtTI04l5ErrKAjht1srTFWaLTdtA0C+Kf1YnWswqq/hvqVkLiNpGHrwA/r1IfRVtpEc1E4ce1y6DbKllXyqZA6HWw7YTJ/cFeDr4hQAocfR4ikO0BdkPlYGQt2As9a2Dwi3DNDojLhNYhmAD6jkkbZSmLVDDLD533w3U2GHAWRmZZ12iPFu5wudxw7hwIrUKM8RQU9Ie6jpD+OqxHfZsEP7trpzQzHV6n7S92QqA7xJ6AtlPpOf4PLB2JNvzuiGD2BP92YCjMawCatrPl68DBDOj2sqxowPfu+jN89wB8P8KPKIQdDerHxiQ4MQaS5SI8NhwJ40/BbXdCTxdQCnl3BTXeie9AYzIUDJKbp8Qy1cf+Dd7pIVcZDbBjCtTP0t9O5ILtTLN7CzvwQQbQChydIbQZbF8D9yi5YcOtpOdoSJZbdTyAk4Tju2DWGZHglDJwPaPNtXEt5ZVw2Udwdak1rxJKONhkjddewNHBEsOLOJ6qgeERy1IJltb2XiiZJP0dZ2UVmVQCAYhN0lw9GGu9fzey/jgHgWs2pB4GukpoTQZE5musgxukiwrNFJH1DIbyHnpmiJOGjgZwvwmrQtpovdNp+833oeMAnh4F10TBdyNsGg7PRyGYgvb29cCQtXBM8h1fF9h5BXSsge61UHcZXAmU3oyi8k4vAEeayHLvEoi8CK7DCv0+/SR0HqtY/b+44XeD4ZUxcruuOgk5JXBEmsXIV6+BlzvBQji9tB/E/ALwidj3BeKfBOdKCM1gnh++lgq+DliW63TdY3I+sAqiVyjircMbEL8IKsdA3H/J8g3SnJUOBrxSDsTB+Kxzg+aFUy5wn5ZWrUDfPzADSopRVGr4hAiEqwdEfXLrR50QgJup5xsc4ye01iHrqB2GXAGrquBoHz3H4a6aJDlAaLo1dt1kbSUAkeFQnwXUMX80lIQ1dYgG4BnY3gW+dADO/EqP5HgfOJKA69bCbjjZCfK+AbPeRmvjFVnwnFvRZnOg5CZoEwe85oYXdkDtHqAErn8I1kyCslTWD8m1RPyfDyL2C/MDfCyy2ufz4Xa7/+H7/p0gpbS0tPMOakpLSyMUClFVVXVe1/m0MIToX+BHFCt6bMlJ7aUhIO5nEL0azm5RFEL1D7l6NxDeC9GJlPwumZFT8uH4UoYlAaEncEaRJsIDFN0KnbdCh8Na2I/20UYFXPcG7ApD7p8A750Ksz4EePMsLRFAgohK/Z1a+ALddTprlQfDwV+ATN+uSWy5HK45CsWp6LTlo9myQSYiDUeBwBrpTFwVQACcy8D/Q0h8ABpnQ9pW8N4MhHWCywP6J+lkV9EHWq1TVNAJwDlTi6PvfkjbDK6hEBgDj5dBw0sQXAInciCwEAqkJVk6Ugs3llQlVA6VQ+FMTxhpjcU3q+BIFFlpMgD7QfK8sqa0fhW2pMKGEIx3oU3ZgzRE8UEtkA4AF9QMhiuKLbdZD1nzjhyC+xr48aSbtEGEM8ikCcI5sDsHTi9k/+MDmHUCbTqVyDX0npst1wJvrWS7A/CU8jc7lkanDT+gjIT6XTzW8U5ZVY7aceOBZE+LDiplLZTAGbdIUdEZKD4Gf/s9VJ4FOkNuExB8SVE9MdWWQP570DFf14h0g95lcKSHon6uOQqxi4AkaF1Mcwx2A9JZOKDllzsh5hiEC6Ay17JCAbFl4AtBObTlMF6iMK+1NihbkyaSYyzj74InWoGrDbIQdgNug+5NiNSUICuGC0Zm6OPDkoCzUPBXoEuF5naFW6TVPl2EfBDKp1WkeTt+qK6Z7rHmsH8eUCqyFfmt9DP2rlC3DJxP6iZtL4PfEidvtdw2bfMlqnZPgbcWyp0WewLc++HDXuAcwumn7wA7TN4L75eCfx+8YYNvVYI7HUZmwvBMdenATOjuhvuB3KDcZfVVsC0K34xaHtiGdKCdLC/uj+DIbPBtAf/1WguadgLLoc1YCZB9j4B7KITuBPcuKFygz3dAOYBGhODnKAWD6yw0vAApL8HRpeqcxCkwCNJdOkj4tyO3ZPwUiOaB7UNwrQRbvZ7taGtF0jaulSuxrKsswrYm/d0/A/rCtgZYvRMonS5dWNd8wA+VczVeLti2E0Wk2eKk7Ymfov/bzijCrsYLv4df0InfJw8m0usauJqWYI95SdD+JHR4BTILNU33TxL5jQ3B0yctC1GC3h/Ohc73Ma8UzaOXAdtapt0Fu2KgIAu81dD9FKwuRTveHrh/NCz1Qe5fEPnyAM5nIOn3QC5ck0V6HrKsJT0CwfaKOLV31QHCNVyRjRMi4HmYSxX/TpDSgAEDPvZ+gE2bNn2qoKa+ffsSExPzsesUFhZSXFz86YOjPgUMIfoX+PkvBwMBiMuFA8tkZWmKB9IhMkSbc+IDet1hiXNSK9jwLNA0i4JjQJ+NDIhBuoeKRZD1OhBS6HP1Esh6AbKgohfYroKcKv0Z/3QIbZLOKLhDIfc1k8B/pywesSu0+XlKoevNIjd7gZ1doVUF3LIKgKFdrM2pQbfSnKX0MBIzhhHZ8T8GscsgUgqhHeD7IUSqRCZoAJLAP0Cntb5Id3O3H1Je1/XSrHYHxkA0F8LHoL47cklsBe8BiPmOGtDhDQjlkz0RfuCEWcWw4SWklxoHT2TDWynwt1bicGm18I0k6OxCJHJ7MgzpTm4dvF0Pz9wsWQVHYPUJRDaKEHGsQRa12KU0u5AiTukQgq1F6qZ1g4c9cvE06HbeWXkFBIug7ytACqTLZZbtAj7qw8AkwJnJkPcB5xQGFAB1o5m3Ao3JA4P4xZAbqOmVA1MRMQjCgwyFO4FvHgbvD8ADvmyRodZ94PI90OYDuKIWWiUhIvtHlMCvwz4IpUCbA0CV5qLrhBVhlgpd9mlexVShRzsA7pO6ofoMaB0Ryen2NtoBEsC1T9dyZIJ3kj7brlifqXTBX+B0r36cntdPY2y5HkiUBWr175KZVwoDU+Hp6xHZfsnqxw7WXAnlQhvYcBgKQlBwQkNBP3Qg6ESLzit1ucTHh9EGdzVsccHqJ/9u7ibTIgqu+pGiAD2r5Jrxfkvkjg+hcTkkPAmuJ6FbCUROgu0DubuDz0PrObJuNDwF3xoFly2E9hOgukiHivZw0gd0gUf3Qusjms4bdsPbr6EIOD/kRWHeKxA5JC3Vd7tA/yoY/h5suQ65dZKnQOxKiCRKwIxDLuU3B1spBP4ma4/NDZX9oNNMaMqF/bdD9aNQu0Bz4U6rDyLATi+EJoDnRjh2u4ik+z5Fw25yM9IDk889vglAxnxw9ILAEKierfkR7CSC0ZQnUuJ7RtevW9licSRdwRql6FAWt1xBCfUdgRpZrj9EGh4PsriCdIg1y6w1JFbvdwH3AMRDRRPsq5IeLzlCM2I/hEimxuAQIlaVd8pCurK9tQY3QtNIsOfCu8nW846etQRYcUj6O2cUTrZGpOcErMvQvHz0JbgxigT6DuBkug6XX5mo37cXtZC05Ht18PDdI4JXewV0uhP8V8Kf7NLcfU6IOi7Mz6fB/xSkdOedd37M3fbd736X119/nUWLFnHo0CEeeugh3n33Xb7zne80v6eiooK9e/dy4MABQGRn7969zfqgxMREpk6dyuzZs9myZQu7d+/mrrvuYsCAAfTv3/88e/GfwxCif4VTKKz9oyLoOBOqpkPtSOuklauTavBtPUDRGXD8cVkv6pMhCe7PBPbPFnHqCzjvE9k4e6MynCbeKzeVHZJfhS3t0KLTFyuPRw/IqADbDIirUC4O3worys0n7U5wIcQ8AcfStYFMLNRDngdDinVwm+9DC1UYLV6H0IKaija5cLkIUP1MZbx1tNH9R8oULVbXB6gD386WxTUbaPChVSNJfVFjtduWpwgmZy3UPaEvOzQY2GJpVWRxK9inPESUyDjBWeANmOWHbnXaVG4GVqXC7CjwNqTfhXKy7ADioGch3PlXmFeECGkVsqB40KYZ09XKO7MMmXaQGLKyl4jL15D7Kgm47xB0XCiCsTgV2uwAHJA4FQ4UwY2WVeOWfLatAK4u1Gm4g9Wv8c9q7D5oDw+/DlsawAv2n74LfYslUuUQ9PRrc3D3hxrlWUopB1sh2PdB7Gnpe4mg+xwNzdoe1ynwd4NIuaXhuAxspyCmztooHFqo69ZqzGp66LOxJ0QCY4/DsUGIHVdZ/dFNneafL4tDbYYIVgwwM6JQ518iC2DvtyE4DE72gdpc6FLBwDRZIiafcz2kWf1fZn0mPq/FancUsjtYc3APEscfQHqZCJrDDVtlvJoAFMCQPWgin9BcoSAZwqv0DMRPAaZL/2RP1Zv8izWnY58B8qFyqr6v7gWoGyxLZcNT0pqRqvDtJVng7A0nl0DqSs2xVOgeVTet6w22NIWdD+wLtoFIDHwIcp2w5ctgT4CF9bBirwTyhK2210+RCzywFOx14ChUf9t6wZBlSvZKo9Ic2FMhpjMcfVJ5nrJXSnsU/1PICCmhasgFrU/CDSvBZoXdt7tfJLN+HiSVQI8gG45hWWutZ/a49QzEvmLlFouVOLnuh+Aeo5QXdb9VG9w54PgQ8Cuy9dx42pHYmzjw7pC7qMmtvsxA68PbiJzWPae2O7vo8Ob9CNx1mnq9WsMQJzyYpM/V2ZVGoFOFJr79pNahOORqa/W4NEgT68D1rsbUPc8ixoiEtUFZwT3WHASeiYXOTj0K9IXRW6ypnwPDGxHJ3D5G+dh65MCflioqsN3ClnuuWKA2hLtLh+b9AXywTs/SKMD2EZ8X/hOE6H8KUiouLubUqVPN7x84cCDPPfccK1as4KqrruLFF1/k5Zdf5sorr2x+zyuvvMLVV1/NqFGjAJgwYQJXX301TzzxRPN7lixZwpe//GVuv/12rr/+etLS0li7du159N7/jEuyuOv54lwhPe7bCzkv6YRTswySgxBZqlxE3nHKbeNCe1XDdPAsB38ujMxTBFYaeuCGooWpJB1sr0DsE1ow2s+Fk8skYu6CHsAGYNsIiG6E2IXQVKSTbihZp2j3YG2GtvlgW2R9KAncE3XiLkIbR5L1vSCSVYoIUQ0teiIHcGK6ItdissHV0/pAjDZU7220+Ap9EMqAmk56iz0C3uMS5wY3WRE0FSKK3pv1nnC5EsHhQuyyQRFw8VOUS8gPA++Q0HbDbkSIkmB+P+gfhTU2ra0FDfrb/R3g0T8i0vF2V7LvKqQgDD4H+KvQBpuCrEhxgG2hxB7OTC2ujm4QbqckcLEnJPRoitdJuyuQvhlODIUOm+HYULgsC6LroGaqrtE/X/f1NpAL7BwDX10L65dCj1lw4HmonwD2LXI9LXRpoR5boWSG8RGosENahSJ9qh9i5Dcr2FAs7cXrJxRI44hA8lmac0eyL1nC5PBAiDlpDdw5dtugsSEss777KDpyg3ypIav/66Gut8hebLE1ASISXNuKVX7BmQ2NnUXWYo+LOJ7KEOnrDaRvhaLB+vq0b0vYHVhE9hQJ+J+ww+oXNMfGT4XVYav97yxTeoGuG+VSq4GRHeTiZCUSUG8cAZdthCPpEvfn3gtbpkP2cub3gnlrFkDOXHa1h5xG4M/zFA0Z3AVlu6BdlqwXCdOVaJI7oWG4rD3tlynh3l9mA0N0ordVgnea3ENdCuH7RTD7VaWW2FMEnfPAPYXob8A2HbBDxRhIPq652HgVxPxhEusmrqIEmLUBtoyQbo8s2F8PN8fCR7vBfmQ9JN4CtQuhLheCA2QJSloMP7sJHs2C94sg/Q3oOAMGFsEeWSSZXAgvdtU8eqsIZlXBC7vh0FD4yTF4eqiVx6cIrsqCs12lb6zvBxNy2QXkHEPW4/7AO88o8jDcX2uYc4xchWljITEfGtdAh7GaVse3tyRibRiuZISN1hry52SwbxYpj9upNazcejY7A892hfgHoOFZrS2ObpqnEbe0c5MqgG7cwLv85eHroPMO+Fl/ac2mhuA5F0zIao5cw4esVotzYfZma95bZsjgSzBgLfdnySpUsnoedJwPHpjfF348B2zfBQJwpD10XjcC3Bv5cCRc/mcovwnaVADPFUkk9XZX+MlrsDKLLUNgyD7g6iL4Q5YiGUvWwN1ZsHkTfN0Fy74EMz/bYqnn9qSz74Av/jyvVQsp15rirp8EYyH6V1h0EuzJcGAmfCmoPaipQLmIWCULS2ANu0YhH3dwNnwlD94YA57pPD0SsG9heyoSMPcuAdsEcAxT2Hcc0hHULoIdkNcWSIfxkzbKvB4uhb7LobZIFiLXWn2/0yJDTfcBSTKxg0hXN6vt5ZPgGGyyQ2WM9VoJsmYkoYizLCBjuYiWq6fCZElTtIpntiJR6mdC9U06kfGMToLOEPzSDsUZinCqfFRuug4orL7zXJn5q2ZC7cPSdRy7Vaer5CCEpkDNergRpgMb9kJJZ8S99qczzw/dauCnVVCwF6qroMSSDEy7A23QnsEU7AVehuoVaNG83ronH1ayzB3aNF09RGhxgeO4ks3VdwD3Gnjfq1IgMXDtuFjo8KosCA8iMmQ/qXu764+yQMWoi2hEoeIvoIirGKC+A9vvQCQi4TmF1tfDf92VD20fglZb6Dl3u8hRXQ4kPsKGNUugTpf2xUHKUYgvhcYG6x48sH1yBdjTRIaiPjiUC/6HrJD6OAjvhEP9rezXDth9K/jvVaf4B0CkSPfeFC+Sc6Q/NFpWIdsHigJ0DtF92JssjQbaDJPrVHPqviZ4fDBk7YD0ZeAZBfETYUI+GcCQM7B6BSL2Y2G1H3gd2DZbc+iKjXpeyi0ytNkaxywkbL9sI5xeBO1LJLDe0BVuXw5nYd5TwFfmkp4JOXuBV6brGfDcoUjNy7KUd8nmVih+pExWBM8muDIL3BYZcmSBoxICP4bKaVZm5kx4pwh+mqX+qF0BnXcxfuwU1t0KtjvHsGkM1PSF5OVQEwayIeZPkDd+FaNfhVmlQD8Ysh3uzwJOKKFjSRHYD0+HtrdIcxh4XtqdJCB8AAjBnIegZD90zwJawfFn4YMs2JcnC9fGruK3G4sg8SS8UAD7h0IHP/x5KLjXgW8htM2Sni/+AVmtJ+ZCBHK2Ws9GCrBtvbSOjlkiQ7avaZzTs2QRqpsEmWPhwzFQ8bzcpwm7IGG4yqeUogPXW/N0oIn/AGzW+FagDNYBJDj2jpO1ydVPYvJzh6LKXlI4D+kNN3v4y2ovdDypQIdZdRLxe4+JcMRYz1kjWi+Cl8HsV/QlkXItZE0T4cq1DMyCRzdAyQqg1XxoUOWXm0JgG2kJy13Q+c+z4RYR88tPwfavQps3l8GOSXBDFuzaJGvc+izIhSEvLYADG+C1LGjYr0NejyxYVSSL3sofg/dpPi9cSFG1wT/CWIg+Ac0WohV/hqTT0HWqhI1VD0HCi9D/Fti5BrLH6gRcvQyaZuo0U7wOhoyG1/roxDUUnc4aUfkP7lRGVGcmuMcpEVy7+bLuNKBFJ38DXDESPrIsQNGZEBoj0aM9V9aO+lfBtVWC66p50Ckos3jhCAhthL6wtDfMAmk6YpBJGXTCdyCdhnMh1D6pBQy0mTgHSdDpWqo3+mdKWxBqJ+tBmQsyiqXB8e0G5xSV7KjfqA2u4nHABVXfVrFYYqB2InjnycoRfU4ap0NAF/Algf93yQr7zYY9aXB1GZAE22PhmzHaE0pKgTfHKL1BdR+Yks+WiDaigYNg2zq06R7uChRC7GwJxr03g9Pa8IKdwJ2vi5cMli5nRy9FprW+We7HsEcWkqqxKgUBMHwivJis5HavuaFrUBv4DffBX1ZCnykKO45fokbs79+cqI5eWXC8yIo0DEHiLiACDX+EGzZClXREBX4lOax1Qs9tMHAobNsHFC6BYB6E5kFCHhCA8JUqu+G+VRuFe5esD95CuXaTfg+ctVxrmZpHwfbST8Uetq5xTDXoGhZLS+M5J1CxbOrBtnA8Q+6GjBAkvoz8Gyeg/ZyWpHtnEbm4Ggmrq2ipedXBmtcO5GYNW/OuC82lV2hAuqFOq+ADyzp6PZAnq5HvevC/jTbjNqg9kZUSVkfKIOkhuZ7jp2oux88VCWw9HyoW0mzxdOfIkmmLA1ceOFco5YB9FYS2yy3inylX3Yu54Moj3F0ciohV4WIHcBuMTIUNTyGXSdHf3V+VZcl8Cj0LAdSmyqly38bP1PyonyAyY68A71S55WOzROY/KlL+oSSgfJOIbu0s6QYPd4Gsb2v9qPm+3Gu2PhD3LXWkd5bWoX2a4vQCNiRD4v0QmivRurO3ns/gq5bw+QGw36nxrFthDaBDA9g0V8Q8BT2EZbk6YDgzW/rStlb3vhuJjl2F0j95bxaBsMWBvQ0ELDFsVbJl2D6gaNtWIUh8T8EWHV6Vezt2FNgXQ6Cr0iTUrbJKC6WpfU0F4Fiu+QUth8EGTfWnr4fJOwEfLO0Gs54EklU30f+7ZPh6he7nrWXQdabaHj4IKd0VRbqjD8TNgbYTJKxmP7TvKS1X6ThonwWRRVB6G3j2w7TbPhcLUVn+hbEQpfYxFqJPgiFEn4AWQjRehVcTH4LQLukWHIBrBeRMg+3T5W+/dj7smC3X2oDlsOtx6DlDi/8OtNme7iNLTHQx2NcpBL12miXIRotYHi0by+E1Osm6CpVzJTRHi0zTMbmc7J2h9k6rXEGJvsudCx3ztHiloUXi3KZURYu+pgEt4vZk1fryWa4l7y1AWFEjrZ4B/wPqkLj/lp4gfLlIUOxxlYfw/VmEI+5ucM8QAXA9KSLkzITYX0LDg8pSm7hO2Y8TZ+iaJai+1GFkKRhMi8uwSIn4SoANFjFiF9KXpFn/TqFZR0RP5KL0ILN9AOVusXvV5/ZULcg4pOEKT5MbwF4hF1BWHnAKisZB1qsWiUhSqYDWV4tM1i6ATnNbajYlWN9dOw8GzIe3p2vhd3RQ6Yv6VEixBvTNQTDsbVQHr4tEo7UPq2ZUGBitGqGDgEcDav/8VMsy0uQGZ9BKg/CMrCKE5X6J/aU1LscgOBbsD1m1uXKlC/GO0zxpHvgwLa4Gh36vfkhWFjwSIzu66cYak62yDGi87TVK+tj4CsSs0v1XIL1cvwrxpGPWeNb1UQSOwxqLCuRGKf+7fjthNenoCEjcqCbV58LleSLKduu6DkSySrsq6ugkclvE5Gtzb9iqDOiBVep/7yRomgaBZEsnEyMNTGgxNKZrM7fFKddR24kKhydO/ZE8U3Pt0CYYNJzsTCh4FnwTwX8CiepHQsEryIV4Ah1gzrmqz/27Ix1uK4HXRkgbdbKPntvExUAZ+OcoGWPNWPCtVCd5Z0LtOiAfmuZDnRsS/yDXXvUP9dlIosird6bGMLRZc9zZDYhAp/s0Bv6uSh7aBdhnERSAUFeI/57eWz9TGhx7slVSxCIwOKzs+xs1XWxucAflso8GrDIcWNq8cWor1pg0FkBiUNMtbpLWgNBOWROj7ZQjK5Si5JSBq6EmWVYvZ62iJ/kQueZ36JrnPt+0EWLGSHNHB6WccOdrrE4k64DYpVBzrb81D/ejw2jIWif60ey1Jxu5aJM3am08OF3f51sul90Z61DTaSIcHGPVX0SE1L5Ja57v27Lyx1RB3Xb4xsLPhRCd3qu6uOd1rRpo29sQok+CMZ79K9jGWtlf43R6dc22ygtME+mJWy7T/fbpkLBYi/Mmt8hQnluLpWuEdvbEfKhfDM5nFfpau0gnyONuKwHeQj3AHqBgEjSO1SkpgOX66Sqxsu8hLRL+Oy23TZklykRkKBNphzd0bSFDAbRIxaBFvEi3hKtC7Qs8L1eXf46u02ohVN2tqArfbLmZiAPHByIStrDIECkSTfpnKAIuMgL8U7VQxk+DwLe1Qbd6EsiH5BktwthuyOLSgCLX2iBB5CHgRlhxFjacRZvp62imJukrGQ48N8KyyKETXJiWQqhY/eIZLD2JPRkCKwE/xNwKsedMEx5If0gWlsbeIkahXXp/sA90vxqCiywLRp1kN1Voc6/PVf+2ng/vLLLy5wyRu8JZC44eykjuvxqG5mOFu0nI7X/AOuEj8nsMtgXg0c0wMk5dPe8Za+xclju07gnwTITgK0CDtC7RP+seHOkiQ5475J6I5lkn7CRaQguLrf/XqBODm1UcM/FhXS9yrKXvwj5tUHEHpXUCwAWhP4KrN0TnWZaCJZpDSdZbKoGadLDnt2jiUtBmeaCPfj/XnDR9LfEbW4rxXpEHH43QZnpNhQj9TmvcbXEiQ4Oxcgt11ZjEZKttMdka88ppGrvEh5VNnlRZUzMBewk4vqeNNbBIG2fTMVlf/DNlTdqbDqHhsGM2BS9B5XDwP52rCKWRULBBbc/OQCkrLqc5CJNXNMVIK9Gzf8VGPdNxEzQeVdMlzLUDgbEQv05zwjkTyncB+bIWh/M0d/3TFanpGawoNftRqFwpFykx0DhLZL/2XmnAjqF8PeFyJSs8AQwo1LMVQgV2IydVp802Qla1cIkOaK4e+j1SI/dlGip1kvSY3Pcx2XBFUKw9y+q3aABcy2RJDuer1IsH+X8jZVKZewarg2x+4JRcmXjgZLLWow/aQ8xpFV0OXaPkra6h0DBH7XFutBLMrwXCEPGKeNUgC2HcWPVBHIy8Ec2Z/ZP0jL6h6b5pLNIXZiEy9NYKkfD+wP4RcPVy6LVcWcJPjJEoP5QKe5Lh1rUqCVOzFQK3qU2xK6B2Lrj3wqleOrAaXBIwhOhfofiKlvDeI0DnxRC7QDXEnDO06DXNg9HLoe5Jnco6BeU6cfVT73rGKUtuBMsk/YROHPFTZB6PfV2uEPccHZC6IPLlmG2JnQH3ICubdFdZBqIbdW0HVkZiV0u9o2Oo0KUtTqQnDi0EMYh8NVq/29Em0bBVJyz/YvBaglT/r7UQhktl3SFOmpVIhdLlcwr8X7Ya4IG49cpfkrhR1ibPKpUA8D2kE2z9VC2eHybLkuBbCCeXKqt1XzWfcixNFjL3J6BN8iB6TyqqGxZG5m3QZlmFyFUcVp0P62/uoBbKxgJZD5yZaqvtQ+Ufsh9SrqXoN+QiizkNgWwtxqF7Jbw9Okk6qnKg5mva3DsDRV1VqDc4W3OAsE6WTfEwcq0S7iU9onY4a2UhCBdBw8tQl6l+cWaKQO5D4cp7dR8bTlj3ONjqiyvytIi7c6T/cN+EIsIesbRor6s8Ssx3ECMJA0Os0h1ojJr2Wck8Y61J0iBxvucmqwM92rwatmow7A20mD/ipCkKpaheX8ltcHaKCDTtdEhIQmkILkcFOcNWKZZuyJ0WN0ftL0Pj3wbIBt9QoCJdhDgGWZfsG5V8dB+qb5ZkjW3cBLjd0tllYNXa663x9V8PCasgrlBZqaMBfcjulaUrXK7nKn6BpbNKgbipFllZrnGtLpJlJL0EvvGOnr00+EEqslqVQ+8aRAjKYe8+RDK8qI0F0/W3Rv1ek6B7/LAOkQz7KmVudhzXHI1fIive/qFKQhX3V7mTCy3RceJGbfbV7TWnvMjy2AiER0ozVpIsC00jcGaOlRW6N8S8qjxBN1qZ1DPRM98fkX3n9UrI6vse1N4tN3i4HFILFYmXZE2d6juh6EYlP7TlMXAIjM9G1jFnJpTOhJqBevCiyS3Rp92xIv5SZE2pWw+hrVbko0+d9EATPI6e5eBl4BwARzrBvF46SJR7NY4Z1vUyrblc1Eti9FbLrHsZornQAzaUYpVTGg4fzoN+KpB8RS2K1CywpnvtIvCPYV0KMH4j2d2suRe+EjqsVZqEdzvBuAqtTUlAUoWeaVucMt0PQPPfw+cKoyH6bGG65l9hPnIH1fWUpmE3WjgaXoemx60FxmtFmb0A9nkt7nfv3dZDAyOTUCTNEEQ+vBN0GtqDBLj2NKjM5UgOWmzaoc3JO1YLQrCPxMi9CrUQJQF0VcQGQE0f7YNFWLqONhA3BVJgfhaMT0W6C2dQp7c2yIScCVwWtMLu7wHXcrCnW6HMDXr4Q6uAACSUKLKt5ioIXAenvVAwWIJrW5NF/lDyuTQkciWgyLtwV928o0I6Kv9IIKyi1HH63KZOyDpkW9Bcciw9C8iCXW2gIgm2gdpfDgQfs7JRW+6MLLQBd0avt0GWNHu+NlPXWpoJnPsA4LNCgmvhw1SoHATLk638LJPgd13Ut+Fp2vz/6tJ1U9HGUYAWbA9qxI2Aexd74lAV+Np7YSFwOBXy0cnS1Q/ucmm8Ts+B0C8h+KzcOzHAXyUePxWBpRkwcLTuY10/tPHbctWnlX2tEi5lIkjOTJG6+ms0eQKZFoE+oc4I7pIFINRBOrCSwVYnWbs3cUCMpa2qB1uIlii2MBzoAbM6wZYeImneCrTzlEmwfM7qXmaNzyDYgPW8nEwHKjWfu+urllpWS38Zyg+032oCiCQSA0E3xK5t0WH1nEO2B/Y4sYhTEOVR6gfuB6EsWaV1aLCsag1yJUV+KyK/G6uIcaY25+hMjd3ZrhBcoXpejY8oO/TKiJ7rBOs+GoFR8O0EGOgD+sPMXoio70YWz5TlUAAjr9f9OxrB54MvJwD+heBcANH7UOSfhdhfQs9dsh7RpkXM7nsDgguUnyhhrIh/QbL+XgVUdNL87rZVFppWC5RwMrgAAteAdxcER2v4oMWyuitdB5ymv1rJFTsp63PcuxBcq2c4rlDjUbdMEZGtQ2BfAkOtJI8gy4v3ET1O7jPAWQUedLOmTQHqv6ad6nNbnn53tFFjSgcDTuUy643c8KW5sNFqpzsiK2BqhZWxGuUkCne37inJurFUFdS2l6hfzqIIMQKKMmsP99bB8Vh06EjFqh9YDtet5Ro/EIGCN/QvjvfhzArgFAx8WeeBAHAm1ypj4lJKg8ghq7ZhmQot143n88J/Iuz+i4R/mxAVFxfzSfKjaDRKcXHxeTXq/wzaY+XMeU2LQBbalJqO6bRfioTWR1ESMv9CZXb2AsGX5aVwT+UnjWhR3UPLCT/YGjzTtahUzYav5vF8PGQ70MMbygccyi/UdJ9G6iza3E67Zf5OegSIUQK1GnSaKUCns/pZkA0rsJIVnnNfJNGiW4KWBaJuvdpOg1wtTYcs/70b/D+XW8C2RNWxy5O1ILhQRIj9ZMuiCyJmoY3KOdQwXWZzR5nKCrj6Kzql8l4ApqE2Dd+GCF5gTbNl60pgy5XQOqhEjQCsTxdBSXxPZPFWeK8t+LJQH0TQAurBsgohUWugqxWZYlkPaFCV+ECm1WdN8J2j4H1WhVSvQpmNIx5lDb5lh8YwBqgYYZG+bG0C/v/m/jgg8DxX25FGwr1BgtYY4OYDum7T9WrYMZ9IXZ1Xm5NnMDgUQeeMQNph8Yr7UUmI0fv+7l5IhVbbrbpdHt2Hs6+sU1EnYJfQ3TPYspScFfHDp1QA9R2VwwaH1TgXUCbRdiCZFo1RWJ8pHQpPWV99ufWRiBOa3oa6NWqCX1mM6WLNgROw7dC58ShTZmhHoRIqpitynFRrrE4gy0JNuvRwMdn6YHxQSUl7W9XTwxKdz2qw2hA3W0LbuhfAPVykJyYbuaAydY2qH2rsXH007M4sFX1tWKX7ef3c3F8F5Wsg4YDuy9YkAleuHFHn9HjPlcE2a5O8EmBnstYEiz8OvFGXXQq8lwH+EBRUWWNXOReCI4APoTgX5R36EAJZOnhEEsB1UP8Pd4HWcy2u+j3NFXcO1CVrWNJ2gfcklA+W9Q8XnOmjf2NfUdkcy3IxAbROHULWL1dPWRadmdIxxh7UeCdZY2xbKOs0dmhXBomv6TDhgVlh2PBXoKGr8inF+ZUYtHaFiEspIoce1H+hA3KphpJ1bfcoJQiNQYfJLojcnvTqvpJR4rFWu5VbK07TlwLr/jk3/7wahOBLet2FSNwhdFipfgDaQLYPrvXCK05rmhehZ7KX3LzzfWitzQCq0uU2j06zShjZ1e8laB0EqJ6njOr2NKu/krQWuq7F4NKA89/94OWXX86pU6dITU392OsVFRVcfvnlhMPh827cfxyzscS4aNEu7qrFwdVPC7ED8M2B0HygDpLmg32OHhr3WtK7QEm5oqSUhwho5VD+G9Di136Z3Ds1sCIOSg5jbbaLtNi1L4HqseDJbynuGi6XqC+Ur6y79hotOicDkBKUed4DFEFJCvq/Fy0KcWgj8qNTVRuUrM7VQwuYI0sbnTtH5Kt1EJrusfQYcVYyO3Syax2RqylSquuWopP9ZUHlXHIPh8BvpQkJ9LJOopvlrgHoDPPKkLsoDZ367fkAbIlANz/cngS/csPoEBKde0ugqQdUTmg2YCQ1gr8CkUY/fyeuXqN79WZbJ2AvLUwwTf9Ue1VYy1kLRztZWZxTNN6NmdLR1D0vse5Z6/oNW/X/+lkiST1LeLQYjcdeINhZ1xtsfd2BHtDtsAgJtVCTJLLdqlgujowZ0FObbHIp1KbB4DJVS/fvtu7H2QuoRtFhGVaOJ9DKHJCFKKGQFo3QLkska7kooqmWtqlBhOYcIsfkLnO0EaloZpQZSuoYQJuI12pHh9dVLb6mUHOggzWP6hC5ibHueTcSXDvbQJtV2vwc1jOQgA4YDdZrRV0hWq5IqOpHJfSPQRF9AasPOqCDxx7ANUniYs8kPQ/+GZpj0YDuqf5V3U/SQ6pjFu0q3VPd85pfHppzUtLqIaVAaDMWmKnDRDgXvqQpMvkl4DYdVFq9gSzFe2DW60DfCm3o3YFBsO0sZKcosShV6Jkvy9XEbbXA0uyUW4QtVZPJ80dwDIfqqcp6HzcW0m9RIejGAmi8E+KXQvVwFTdtUywLZOxhaPwaOB/R+CY+BA1lmpudgs2JLFfstoY0AEQeV8NsH1iDWaOSHa3z4FQyRO7Xc+4aCoRkRUvMF+k/gQIXHJMgfrjmiHeVxOppWK5RrGzWfaz0IIVAV4gbDM5+ekNjkp6ZuyLKPtq3WIfDoBfu3CdrT+0yCejLsUq3zAb7AE2YDi+pjY0FGu+kQs2jKqxnE7ixAhwi0FTBozs0lnRA49UbOAYrtmORqcfBuxcYKQt1+FFoe68snk0LIMkFoVsg0RrD6nng2aIs8JlvwNlefF64EBYeYyH65/i3o8zsdjunT5+mTZs2H3v9o48+okePHgQCgQvSwP8EmqPMVj4Ijv0KK3XOUy6bhJnyMZ8ZIS0PqCyE/1Ft1uEx0Gut5etHD2IecgV4Jqp4puOUtB/hcsjI0wkF9PCXArGPQ9MMncRAD31FujZ0Vz8t9tGA/O7hfdbGX6YIjwbrO1PQxlNKc8LDc/n7OIved8YtQtd0rMUC0bBV5Ciy3IpKmSKiFHOrUtafQ8J+Xci/GNqU6HtisDbvBbq3xgIrKipGlhCb5RdJWKxFtshqTwQlyEsrhO4wPxPmha2/OVCUyAnkEvEMVnRIG3QNHypB0g7pjRqt90WDirprLNC9eQa3mOxpRGLbDor4qr8cXFUymYeukYUgpgTCh3QfoIK1e5IhpUILdSbNvIECrM0gXfdmq1eOIFeVLDdx2+HEKN1nYp0seo4y6bL6l8i1mQZfbtCQrLHBip3WvR8CXI9D+IgVAVZlbVoDaYkei0PmSJ+0SjXLRM6bO/DvTYINGrdwqZXJO1uLvKONXIs4dM3GtnIv1btUQyrRcrU4r9dgtJ6j4sa2OAmgLX6paL9JkLZKBDUDWRPjkNnrHFlNs5p/pI9cdfZ5EDsfytM1XgPyFFnYDelSXpqkKM++aOM7Okkn98ZCSFojAbI7Rxo4Rxvr4LBYmZxjDkDX+1pcsgC4ZNmInyo3b10ReMZCm3xZAD2DwT6X6kGQuEVv338z9HwOSID7x8GjK/tAbr422t2QPghKCmgxQhaB71ZVnsc5Q5srGbJsNGyV8LuuN7QeANUboPHn0owdPAjdu8MBN5QfgM4vgXeOCF1pDrReqHHY3x8uv1lrgmsUuCfoe0MoKrLt3Oa2UddHRV2DjwOxEng7g3Jtu78Jwd9prnt+CuFbND7FyEKcMFPrTcNydZ0PHfrip+j3pmMSPzd0lYUm3XpmE+dZrv+bNacibXR4AygapLa+Dtzuh4RNELpaVrLASvDOlcjZ0caqi7ZWkWbh+5XLKbhLQm6ftdaEFisFQhwqdZONdJ+dYNoAWLEFuFzVAx5dNUJatRxg93TleisAmp6HnhO0jpwugrhvw5c2au05uAecV4N9DDQ8DF26w+nnYW8OZH4Ppq3/XKLMSg5fmCiz9C4myuyT8KkJ0ezZswH41a9+xd13343X623+Wzgc5p133sHhcPD2229f2JZ+jmgmRL/Jg7jvQuRJaHe1Nn0PKh7pnKrcO55RcO0shV0D3Lhc0SaZWBENzyqBXQkSAbpzwHM7UAU3zIENY3SidWZCVqE2id7AOwuVX+iyIFQ/CbVTtaHGWydH9yCw36eoEucQqJosnVFfJEgtSwZfhU73meiBP4ZO+tASAl2F8vU0HVM7EmYqNYBziUSQkTKw/QHi3kR6lJ7KTt2YqY2m6bCImX2KNsCmheCco4zdMT+ShiO4Czy/h7ovw1VBKOiqjSg6R/t5qRXaXEAzebu/FzzqBzajw/S5vb0zWujOos8egnVTYfQLaCGuse4NZKFwtNGGEdrZsoDXXyci1PQ2RL5qEaDTsDIX7lypvgjO1iIdeF4h5H8rgrFZMrH3sr7fY7Xl3AnZuQEuHwlFW4BfQ+2j0hjclQwvvA7ESESbvQ/sxyT2bpMP/cGXAv5SGJkGG84ZV1+w7ud6YP8iCbxdfSB8hdIZeH4qt0vdGiXSjLyuz0W+qr5Omi/dheOg1XlJiBClAMXKgl73msq20ACV9ykisL6LLEmOBiXhaWyjEHzXGaibqCShwT4Kfe9sXa4KeD8XInn6mssRMThMc3WXZuNTGrKkOVDh02hARLNuEiRZ7qyz1n0fRCkr2uTLpVKOSkfYN6rEQrhcBwJXD82zhJlQO1+kzDUUaqeIlH2YbGV67y/xtDNTGh3vdJEL90QlNjxXxmb4TLVjXVcYWSiS8dYIGLFRz1I5ssIcs56jJEQ8ulj3Ntj6t7yP8hvZnpR2CTTuiev+Lv/TRGh9J5xZBJEqSJ0PZ1ZqglV/W9o7r5W2InwEmm5RuHf1aGi1AgJPaCzaA8e6ikB0kqWVQ1b7GoD4ZbLQ1r9qpXJYCMTJ4pH4gL47dn6L19Q2AjxD1V/1G60yGsBZax2LyW45jNniIKvCyqXWteWA5RlsPSg+oAyiV8hKFMiUhajNG+iA4lNeLs8oTZK6tS351txBq1ixR+1vLBDx9d1jRcjmw02IQFehdagcvRax5uAgNG6Hx8Dla/X/BPQs75+tQ0GvCiv3W4rmzSBge64y9jfdp2i80BM6CEd2Qdw+6aRqPoDpmw0hugTwqQnRkCFDAHjrrbcYMGAALper+W8ul4vMzEy+//3v07lz5wvb0s8RLRaix8Fbo427BkVSJP7QOq1ZRKcGiMxWErFMlBhx+EYlEAzuorkaZtTanOPngneKFo6aPtZDv1EL6rkNvXohJM5RtmmQ5sE1Qv+PydZ1nXmyHEROatFom681pwDlDvEGdQKKoOi1CloIkAMtGrXWKS+wRgvXuXwbvnugcg60Wgp4lLzOlUtz1jMcWgicveQuc85XXatImZU3aREQI6uZ7x59xj5Lm0pkkmXpWq5Nrzc6xR5Cm2UKyiu01fodZNZOsP62w+qnD3Phmjzdyz5aSF8SWrBtFdoUG7a26A/cg3WR8G4re24GcEpi5KgTmsaB72Gao6sSZ0K15WZInKvNbxASuWYBxWPgyrVw5HlwTpBeKlxufU+qxM8ROyQ8BNxpEYxTECnRApxWonutse7P6lrOAnnp0KNEoeYN1n345kPTdmuzSbGS1d2sttYuUwI7zlpJCmcBIYVVO9Jo1gQRtvIWWWPtHasT+bkcPueU6vKxqEPDPhEv/yxFCAI0zWmJnDynREyhpWxMnHUJD3J1YY0btJRiqKJFux3sA53zNYYgYn9wjCwDvawxdtCSRiK4QPM2GhC59v9a8ypcbuUfQpGb/jGWZXIVRMe0zIVzIveGrZBcAk1L5DIMztdcOjEdGpZz/13w6FNdIVJI9lQoeFJzzTcU/M9a7ay07jETuVm607LhxqHyPFWzNW7x3xOpiS5WaDwNKh5avh5qvirtVN1+iH5JBxrb88CHEJ0LtmVQeSPE/ZeIcWM3iI60DiIjLEtJvr4zOgYca9Wm992619g8aelc/SzR8zGrrEY/uaA7IEttXCH4k+WGo0HWxMBiEa5zZCnYR33pzLTmcqHmqt265+AI8NwokhUp+zs3IRBOlfs4rkARbLF7Wki9vdR6IJLAP03XixnTkpTWO1ZawGjAsj7lWxo0q/9LkB6ob4ks0NkwsBuqPZiCCHzhAlmg0oF9Y6DfWqvW3XoIWNaxGh38uWyxDj3R7RA7QGt9aLQKfoemg/0mCLwJU5d9LoSouOjCEKKMLEOIPgn2//ktH8eWLVvYsmULkydP5vXXX2/+fcuWLWzcuJHly5df1GTo4whA9SMys9u7aoFq2Ax1SyBxok5Ckdmqk1Sfq0Ww60bIWySS0qZEJt32aLGNFELbKUrm1zQPovlakGK66qE+iRabjnOgepEl5lsFvqXawJqOyR3SdEykwz9DWqZwufbwA2499IlBXe8YLRuUB4mxPWgDqkGkqXG5Jdhca1ULv1mbS6uVyslTtwpcg3UKjZTTnLPGfpMVSr5V2gRXnoSzriXgv0/13nwPycrlngWRhcB0kbumY1pM+qLFcx9ajM+Z6deg9p97Vjtb/z+BRTrdyrm0F2lK+lv3ek7OFqnQRttY0GJyd+eo7XVPSEyNB0KvQl1/CUu9W1VnLrRJ9x8phao1UD9DgtjqhXLfFFvfUYXGuHAe2CfIpWmLg8hamhWqie8rOWP5Q+D8q5U3yKd2hUt0jR3WtSrQYn4YEYabSrRIh1BIue97OkE7e+n6ldNEYIK7RGjif9Liho3/KQSe1OboyLT0X1iTKyCC5L3ZynXzqPQ33q9B025aqvQ2oOWhChyHgbDy5uy/XVGC4TEQOAJnj8DVsGsUpF9vfbR6NptyUVh7O8C5Xc9BSbrm3gBgEIyfiFwQ1yNtTwC5Qj15ck862mhOZAGuTTAK9g+0xjs0F+ImAoVQcru0dpFCJTBsmqNQ98pcOPUouHqTPtEar5qbZKWIeYKlE1dps3agcifB+dAN2n7pj5rfKVZF9HA52CHvLIoW9VvlYgJo070aPY89EcfeCaFuGqZoAerHHkGR1NAV0GexSl74fw4v3KoxdnwANQf0fFZ74foKZad/Mwe+NFcWp+obFPnFnSqFs6uLZfTrCof+G3rm6xDTtB3OPCoXUjbwlSBcl6dIyPj7lGqiw3JZf/wzlJEcPRLEz9I8v7wC/EPgyO0QuEvFX0fC0tHAHWhunZ6j5ITxP5FWKuKGkeh77KlAmvq07jXApcSflEHjb2BeMvwsFya3h/qrFXm7pxf87EaoHA2PD7Vcr8CwtZpL7hwYd60iYc/JBiLrofZ5tbk3ylHm+T0cmg1pML4bPHvOypqJVdrIAXVLOZUBjLZIowNwBJQstm4hbe/IgeGLWWfNVU6lysoXWAzuM9x/O5ojy3tBx2V8XojaL0CU2afe9b84+Le75qmnnmLv3r18/etfZ+DAgZw4cQKAVatW8be//e2CNfA/ib5TfBI5Th4HdxVKmxIuBxzaIDMKIbhLYe12L8Q/Y2ldHoakX2tBKh3H/JGwa4oKXnJyNtBHOT6GAitmahGqXUmgL6TfiohC4Fm93h4JKjtUwJBCSPpvJQrz36cFOHYULN0KdIX2QbgFnQJrN0AYlg6FLdfS4ipLQgvAYGAiOiXVb5Tos2OeynZ4b6a5QKgrD/BYYbDzJUAND4TDveDQTGhcAf7rtBGmI01RDtaCWAZtgwptLrpdLoowCpl3DlLm32wgG/wJwHsjoCYPvJA9AEYOArrA+Aw40hEGXg++QUg0uqlIfeNcQvTdv7unIWgR7YnIZmOBImuS5yrBpXcMRJJRRtydOmGuHAqBYSoqaV8F0QD2CVeqdEfjfugM94xLZvz1iCf0RS5JW5xcDPVjGDi1BKpmEuwHVOdAnwkwIRW25cK9pUpZEFgD49pIB3G6SMWubCugZLay6B6ZTXk3CLZSaHr6XUAvqOxvzQfPXUAIym+U+xWHohajAUXvNM0FR1+VQHDnWykhuqsPalcqeqmxNxTcTnOcu+8hCF0JRFTXjpDyNAE07ZWLYv9tMK4HPNNL7j7fTuXOavUGjOrM+EwVXC15Ml0b8C2LVUn8VWD/EnA8qk2xbwm0gmmZQDGs3g50XyuNURZQNkYuV8cKbXjZy0X0XwLfxOGQBD1twMtY1kOP3D6XZSlJXxhpZwLJ2jRjfqQSC53vo2TVCOUBijohPBZ6DWHWOmueVuXBpCwIHYQDuzj9x3jIGA0dYPh64OoK5t8FyQXwdApkjwZbB7TJhoB1qITLulym9QWGwkeXwbR+lnHqshlQuEcWR/uLIrqOXrJG3tgDqtdrYqVvldvwyizV1AqXw9Qs9c9bz0PCIUiOKFKw7UnolwVnLIth9/vh6CKtFd6tMDCrJWUBiOduelIHm/qb4PQyiHSGVn+F4BAdyo66oeNM2N1VtcwavXDZUYhcA6PXko0lGP/DGLn82hxVMeGmv8r6dEtQ1uiX++g7/RNFeB1tZCmqWQakQvl/i9R+BfjDUYn9i27SgWY0sqTOeAGSV8k6WAy8s1I5k144CNToIGBfKXLlniCi8zqwcRFEH4f2i8kepFQdl1fSHIDBnyzr+9hZtPMiUrsqXf8mTlCBVzpw+p07wAGjNwO71sNllmU0DWg9mkd/vwfIhxkvw9EBGFwa+LcJ0UsvvcSIESOIjY0lPz+fYDAIyAz385///II18D+J3Q/2kz4mLwvWLJKeh+WqF4RDm3BsHqufQuLhxDtVLfqaCqBBC/f4LG6rh5wDsPp3yTpt1f1QC9G29fCNYqifybqxU4hLgJIG4E+LtFEThjMLIKO7rEd5I6QlCqHvPpSnJG0/fklRGR2APy2RCyF+JONHKsR5yBa0sXTUGJGF3B1vYyVxdKvwasUy6Wqc2bLw2L1K6Z84UZFAZ56U3qasi/bTNMD3PnCzFpw6ZBXL72NlDZ4rEWf8XGidA74nZXnyvQ/uO6GXDl90AN+2RZZZPRduhYJi2BDQfX6nCTrbLL615knlMuq7GTrA/LH3YusK4/shN5sfWcJKkK7EHVQG7pI+livLY+l3liqXiv96Va6vS4bnrlUdqcT5RJ7sIrdETBWcXs+v3/0mq5/qqhNw4fMwugK8zzLwVsB9m3IkJWbhLgPc31Pxx/9Kk8XjuUFQuwfsm2FhJhSnQvs6yDwgC5wl3D5102L2JsHhy1QwdAKQng2tXrNcq+E4wAVtXpI7I3JM7jfvI6pgb29QB7SaoihFZ5bq5sWOkqsmlCT9RvYrQIzCh6M+aPiGMjWfXKj+cedbFsNu8OGj8Ddg0RUwOR++3Qt+NhgcszTH/zqd1cUwMA4O3lGiTecFZPHKAFrfC/a7NbYBoCesOAZP94LxAxA5GAScfFw16pqKVHQ0uxAOrYF+cOp2K1t0DeQ5UdmW2CVKThmaA0eKVNAzBs39xIcAn/RcDfvhyDOQuxEIKWeR83E4OE/W1JgS6JULV76keRnOgaM9YHsR7EkmWqo2znsSPvoSTN4OBS9B9C1g/0pt2LcCf1nIkdvzWFEAH/pUj24DqljBoTz48tVQMRtsXxaZtk8BqmDaPuh0i8rG4IfOq2DEbtInDlfyz9uL5DLOmQBlvWB6HSSul8vpay9BuwEi/nMf1f15HtAc+eh5pnWAikZ9DceAsVNV86zxgHRDjau0jlUXSQydE4QjebK01T5o5eZpUODFXkjEutaVa5U1+2QnqLxe86wDsN4tS8uUfFmufSsUkGLPFyFP+m8gTnklXmyA3dDp62WwrwtkHIb7jotcxlTBiXG672PAvmRZ1hNfh9m5EOoFthkSV3tugvp5sAqNRZ/7FN3qgIJXVRIneghLzwX+gXOUKHUDVFdoDfxwXInaP6IQJmdB64nw0yJ4FeYPBQbfAnPmqKblCeCtIrZMuRrsWTDuyxA7ks8LETuEz/PHJGb85/i3u+ZnP/sZTzzxBL/97W+JiYlpfn3QoEHk5+dfkMb9x/EiiuL6VVFLnaDo1xXt0fY+PWRNG1h6F4AdzmyAQWNVhyw6i7rewJZ5lHqwTP8V4O0J+16DI4Mh5hYJVSN9GP0K7EoAAnD/2PuANSqt8KW5UFgEnYCrNirqwwOUbgJPrqIyKkcr5fzB6XDVvRI1V/Rh9RYgCfK+hE7uDbRk0/UgYpSTb0XO3aNN0TkIQrMg6bdKqnhtnu7LV6jkkx+016J3X4M2vagTwn/R9dORZuOmfGkhIkUQmgGVU2DdLt1cteWbD66ELFjhB57pyvyx94FjOcQuhJ1wsDVU16it3WpgjwNWbwaGT7U21yfgBMx7AaK/gNWHIHuUdV9tg7KE+ee25Kyx56sDAr+V9sK2TBtCiVfkrnU+P/vaMmgzWO97xAfH1kDMHyB6C1zzFtxaKJF38gT9e9lItv1hDIy5U9qRyCTyBqIT8OVTpD1IggVfewJifggJ+/nZnNf1+kNeheMHVkLCKtJHQrtjMGwXXLkLot+G5UDJXjg4Ll9CfMcHQIJcRE2zoOFmsPWSmHp/f6toK1C0Erz3Kf8Sy0VOz2WctjXB/lsligdFZ/keUU2t9nOkSaON6mVV3yTiFos2q/E+WRq/61fi0VAvQGP19jboXouVuRu2pKK+P4Y21dCqZq1HpRd+bE1FQshl2jRDGqzalWrnkUkweCwA7UJAqzx2ea2sw7uB9vcqoi8yArI2a6NqcktE3jQL+BCOblLOq7rf6rvr58qVFDkJ9mSNVewC2LsL/uBTRKDvca59YBv4cuCbFdgmAqMgbzJcF4UjPYGe8LefA1dNgS3JZMcBnebQOR78SXB5ESTGQolfwXok5MIbYywxsBO+WgHVezQmS5zw0RJIGwt7b5Xb/bm+srbtXwaL8+Qy3tJVhHJRPKy/Hf5mh5XtVfyVITATsM+FyL1ACoQmcH8tZKbA+C7Icvxkur6zTZ5E7O5xUJ4LHVZC1SR4Lxfcb7Tk8HJGWiJLw0oLsTQDWTPpYEl99uqah9JhYJCB/RDJjcmWC9eLJV/7kXSHETc0pNGWffR8bTtHyYQgcv917Aj7aqGuPfj8ysFmB26tgMPJUDMYjp+RRcm1T2L40JUiJpOwBN8AsXAonWmj4LEqmHMjDLwdpo0CXxWQng+NEBOAkqFw+Ruo39d2hefcULYOesP2cfAoKIp18Quw44jWzIwchqxGffc9J9Qs5/NCk+3C/Bh8Mv7tsHuv18uBAwfIzMwkISGB9957j06dOnH06FF69OhBQ0PDhW7r54ZzArYHWcJPX/BA9WAY0F0Lt/Nx6UqcG+CykdLtdAwqHXzTYZngx8+H37oZeHeQbU+mkze5hDNOGL0beK0Isg6Dvwv0yIJni2BQlhLVpkgyMHwNIlCnn1SVbO8YSF2rhzF/pcqExOZJ2xTpBo/1gqk5KoYZQcTI2Q3G3MupGlicBI8eoqXmUnvAAQMdsO13ydLctFqo8OPYZXqj/T6JvpuOyW3YsFVFNN+8FY6jHy/KJ9LqFQjdZ7mS0KZoWyCztjtXBKQuE+J/C44OKpoaGQruHNInbaQkZLXtVUXqrbtjOddVQlWMTtr7PJARgf12mPUKOtm/VsS0h7NYUawT4M9uhHl+ZQf2v4r6as90pQ+IjFDNrLpJ4ByjnD0x5SpWagvBuHj46pU6YV52Ejyl3DC+jr+8OBl+XwRfewh+8xC8maWFs9GaKIfS2fSNEoa/uICaa+eSkLeJPbcP5+oXt0Djt2j7jYc4TRd4MAk6hqDSxcNzNvIAfYEm6JwGcyxh6ph87vfBT2wyBu6IwugT0LGDNSef6grB1yBlq5XTydpQwz5FgoXaQUknuHwf2KtV88w9WMkO7SeBEBTdqvkRArLfkEss8lWRav+jsu4FH4fKYdI/hT1wogv2Oe8yljpWf+96uOaoTvC2SrBPY88o+LMH5h2mufwImdb/D6EcMgmLIQzjb5UBrxgoKEPpKJKQq+aczsszDpqmaiyq0IaYAluugCFlaHPdjIhzcIcsZ3XLWwoUB/OsYIBUfZN/jrQlH8yzcorFqBBxL2DX8xApkAs4Zi8cGQcZxWAbIoIfgE0DYfhHuqdpyLpFe0TKypGb9m3YMgKGHIT9neCyCvClwf4Q9Hy+q9JmhNZBq9FyC7pv0iSq7yX3oGugtEX24bKy+hagchgzRTp8CyF6uVxlm1OV6LMhTUlR6zvKUuLsArSByBHImK/7q4Gn02Dy28Dhri1FcB1tFGpvO2Olc+gADW/oWW8s1FpAhshL4ypIXYvvRkVBsgVF2Ta2V2QmAaicqX7wWf1ShshpYlDi6mYNXwpU58JzLh0KvooiBz201LhrXwe+PSKx3fOs1BOTZDWs6gJtNiPTkV/u4IbhWnfs1nyLzgPXfNJH67kpaYCnPTC5yGpXjabGwS7QPQo8a60VVUBkkcTijd+Ccdbhpw1w/Ek9NNEZel+rBdKiJWzTGDadhKnjPxdR9cESSDjPr6jxQ/d0I6r+JPzbhKhTp06sWLGCYcOGfYwQPfPMMzzyyCMcOHDgQrf1c0NzlNlTT0NcFDpNgaMrIHEaVD8P/vul22hXAXULlYwxvEanvBq0yJehBy0LsuOg4A9jwH2bNi7Xu9abWim6oxtUZEujQCqqhZY4TxqX+o1W1AMqohiapQ3e1Q/qb5WbJPQVaYzqkHi5dg7cCuNTrCzVDWgXaocWjiy0cO1H0W9xY6VvSXwYah/Twhg7qiUHj6uHXIdnc2UVClsd1fmAcvdUztVGGMBKRGfB+y3rP2HghMgb+cqEXfUjGBMUuTiMonrSlkM/mB+njXMgMPosbPfBgIPIkpNvbXzX5clY4oH0OshOg4ItyPT9tvW1tj7KVRLGKlLbl5bcPWVKIfD7DJhYp6zRaVth72Do/TbgUhbhuHch2hr6jYW3cvFNzsO/5kmmjZ3KilUj4GsbpZVJQUTj+AiFDk8eBYvRpnnZSTjQXgLc96z3zjgp61NgDdxawdJUmG6D4HEoSlFEck4d6oi3pysbNS5kdmmwOjtJEyPS3tog99OScdBhvbcRSFB18bBHp2vPa9LYEBYpqlkOjnSFm0dTlUcpkiAXza9RiYUJEVlbirpARhl0H6BmFHWFvoWQBUvjYNarqNRBlzw11wPkj5B104UsnUfVJGJQ1fH2G6FiqaLY0oHKedrUC5Lhjgp2xUDOH3NhRJ76uBRFc0bqRIDsByGlu6ILE39tTXYPJN6rUhzRWMgaCwdGKF+O83FZyFqN1EGmdgV84xX443JFFRXuUsLEgYvZ3wZ6fgR8CDXZkBAB3kym/voKYvOAwbA9AwasdBPNCmLrqjpu10VgyFuwaxDkrFsHA0ZLB9PYVvmGXJZO6w9zYHqWoubIgPqJyol0c5Y0MUeLIKuH8mrVFqnPMw+LHLyINEauFXBiqPRSHdAhzRbHyG9WsKEYkdMaRBz2PylCbc9RHTpHP9WpCwzX82XbAMHvyW3mW6bksHXLW9aNcmtMa2Yr/N+9q6VcTwnQA6Vc2IASSvpnKULWc6vIQ2OSLIY/T7aiRqt0YOhyGA51sWoyvqqHverbOmDGjVVh7PiFsO126L/PSkZ7p9bCcykU+lrf/zK6Tio83Q06NSldFGEoyYb0o8DudNKnllCy13qM3gDqisj+XhYFm4H8IrgqqyWf2448rbOJ90P5OBiRBVv3w04v9N8B35hoCNElgH/bZXb33Xfz3e9+l3feeQebzcbJkyd59tln+f73v8+MGTMuZBv/cyi9SlqTvxRB52lwdroIjO97OvWcSgbirBo+Y+H0Aol5D3eFFNjeHXhtoSpkp6xVhfrAcCgZB/jgsgnS7wQgeX0f5l+PiNT1iHCFy/X/qjxt6u1nKYrLFgeNN2hRi/5IZSGqpiv0/YY5qlP2CqzeiSItspCe46x+ZyvaJ3ugekGROuUh8c7QKdKZqTxHkTKLlH0LqISUzeqXdiEtnk3x+r3VMm1SNVa/xeaB9xYJfeuekC6pZJzyroR2AiGZ1PciEeYx2HX7ci3mr8O8Bqs0AureAX5I76V2Z4+dI/H3IcAB6XkQrIKC7WhBrFLXiqBYZKjVUqtw6QkgrFCL0lHg/gjurFBdtlbF2MfFQ2YPbaC7c+ReCvxWC/JzRTAiD/8LwC1TWbECGLMR/pCr/rYDZ5YqyvDIKFj+bWlpGqHt5OPQ6zCM9GM/8q7IUHV7Ze91VHB/Kkw/BO5CSPgIupRCfBMiQ5uBUctpKafRAP5+KosSSYDGTmA/pE0GB5CgKLDqh5Ut2H+jXo87LELjPQJlU3St4CaJnVs9KbeZf6YsPzU9ofpKfd2PKmAY8Cc7HO4C3V6GjgPgPbfcGFmFzcV1Zz1ptblVnsayFJHdjhtbQvB3YYU7owi7po3ShCXOEjkvQZFJR2HkNytgH+RsQikWitGGfKAPuDcqMi5xHri6K+lh/BR9aeVclYapXAeBx6BxrOaLfSOEtov0hx+z3HspEH4Z/txVlpPjy5RYdOBiibh3qd33j4SEPGTRuLOC2N0wcqrub0A9bPpmEFsUDraCeetkzaTBanur0ZC3SWtJzFEFKkRvk3t6TJbcx7UrNSaRPtAzC955VjmGrsiRSztxHbQ9Cp0OwNkukLIPJt0M4TzpyBKztLEfnyetY78KNmxHz1gKsnTsf1a6s+jXwT3PiraslJUlcZ6qtteO1HrgmQQNr2gNiibrmapBVuHaeYpedK6XBS7oVl/2Re7VPycr4WPV/bqO50YIZ0BskQh5TTKMQcLqJ+1wRbEsyFfmQ5u39dCEtraUn4lZrLI/jT1FhqJ5UHtnS5X5hq0KYLFr/QAgFbK7wWQ/5L4DdIOBAyD9ZWsZ6F9CySHrvbuWah2elEXBmsehYgG0ytFaeQJ4b4nIUMyrmlsxPSBvF8Qehy8dhug2Pi802S/Mj8En49+2EEWjUX7+85+zYMEC6urqAHC73Xz/+99n/vz5F7SRnzeaLUSP5UPbPyg6wjNYCblil0LtLJ1+6mc1JxYkjBUpMx3uWC5x4Bm3RL1t0H7mz1VUlq07OHOhXZ7C6+Pv06nqLDo1fzgP2s2Hjyxrg3tWSwZf7wSaXVqRpVaLParB0xe5dEqR26K3/nSOPDQXgM1EG4sDZYOtnCsLgfdmK49Ojl5rtQTwWWH2nZWgryle9b3iDiJWVdbyeXsJhJO1uOKwcuM8AETkwonJ1uLlzFQoeXk6DC/BlwH+N6xbybT60WG1NQnpUEIoXHsFCut9KxfuyLMSwamZvI36+gg61YWny9oFliaiC0QzdA8xhxRy7z0C+wdBRkhi6Jr/lsbC3xe69YSPNkD9NC3MV1c0G7uUgG8S6RNXUbJmBfSYBgeehep7ZKWo6QGHfdJHDMyDI7kqdeKsVXsSXofKuWz5Jgw5DqRAeQj2JoEzCkP+bH1HGbKeRerk7rOXWP3ehpZEPj5NnujlKvgaeFLFfUmy3hOnv4e767sdh+UiASt7+l6NS9xUWZvqO6qYpa1JxOiMHdpXiChwj0ot2L8qoXbtYzC0sCV5pkUCmWCNYRWQN1v6mfYbrWcEkaiTwNvpMLgEdk6HrOVK2hk7Cm5eDBsXQsc5+AaAf80CuGwu9/eDR8uAt5ZA7RNAoUTB3ixFSkXqZH2J+Y40epUHwXEbXF8I786T3iQap37yzwRHH4Wr/6EIBr4iEfiJLdL2BcbqrTWAawTR/RuxDdN9RZ8G2y1L2HL7vQwJAX+F8TfC6r+ijd4BPgcUVUKb1zZBm+ESVUeGi4y5N6pu2O7b4StZ8E4RtHkIslfB0CLYnKWklI8UwX1Zerbf2QPf8cHTL8hKMbMJVnfVOJ4pgnZZVkLF2cqVMziXpzMkBGc/Ig3blqn0R8M3rPVkKhzLhdY3W9XuV0LHKRrDk+v1rNgblJBzWIWVIgAdquLXyeLjzofW94nMZiF344vJkPiIdEQx2Za7MkVtbUyGiZ1gmlM+yOUZcrsX3Kb1Kv0o/LUT9LUsXifQv3XLYP9N0PNVWqI4vFD3nDJ85yAL9ptjlHzxBHC7NVYDgVOwaTAMXz0bwotZNxFGP53Lh2PyFIn2hyL4apbu7WQRdM7i6YkweS9wSxE8kQWVY6D4UZ0y81fCuFxYlgUzP1uLy7k9ac/JC2Mhurq9sRB9Ev5trmiz2XjggQeoqKjg/fffZ8eOHZSXl1/0ZOhjeNWuU2P5AZ38Y1BuHvcGiFpkqO5Jtt+JTnOnxpB+x3JYPU+Zjr8RhMgu7h+J9qwr8iC2uwSssbO0aUc6yWz/V6X+JxOWjp8Pp5+VubjnLCjfr7IgwTyFQTfdJ393aBYQB/XdW+pH9UL74KlcOAnpPviwOzq5H0ILVhxqeyZw2VzlofEMluvEPVRiZN96WVhqp0JgDFTeqazTodayNuwdJI0RGSpvklyiE1Xiw9DxXpnKIy/qc/550qjUv2ppn74GNZtgcAkDM8C/GQ5ehxbDt7vCfuk1lmYBW2FXT5g/QF2YPQ25FJuOaeFaD40NiDwNtu4vGY1V0zFt9DHZMqmTojpOodYQyQTmiAxl+qWLuXOWzPWVU+CIF0rWg2MbJJTAX3dpUe6ANp0YwL6Kkt+6wT5NmzwOWTXO9hfhWQskwvhxUegwBVq9CVP91uRqB+5chry0ROt6HLSpgI710rJWDKLZNTntjuUqims/qsE9cZv6NdgTcGkTK71d1h1CEoNXzgJK9Z7gq0CCBL2OgDRcnjsk1G54Vm6TuPtEEEBEyBGQiy3umMblWDK8/yh8mCFSFz9H3+3MZGQGbHEh4hqnMTjoRFahHYCjt8bBsppM6weUg68bSiFRCiRZZCijUNaHNelw2RyosGqZheaytJ/cqBQgd1j8T8A7DzrsUBuTCsH3qNzMjmJlmE9cr+cogBX5OMjqJzvpU9EB4OjzMPB1TcATY2CSTxbfiWDrDeTAtEkbsf0IKnsDaXD8N8BX7mXIn2C+B6iC1WeRRfcQRO8BfzG8n4iswmVjZNl11sING6Fpg/q6UwSOLxChK39IwubHvm3pAB+HH+fJArlnjAor/wLYP06b/Qt7RKpsC6F1vvogsgkYAo1fY34GTC5DBGUUcu0So+LDSSVag8pzIdMiLWVA0xTNxw9zobQHnMpQJF5qBQMz4ekuWLqmpVDcC9ynNec+cOt7+iKrYNxYTYDGAssqHKOEqGGfnj9KYUUp3JwJ9iaovFWl+uai6LUBFTpkJSGCeSpZ7tzT0FJFOkn/2L1S6NegfnEPhw9yuX8c1B2DX38DuWqvhuFbAfdiqHOT2QAVX87j8p3oMNV2sNafVs9C+whLJ1rao53A4jegfJdqInZaprWn5ip4qgLCrTC4NPBvE6L6+nrq6upwuVz06NGDtm3b8rvf/Y433njjf/7wxYJNB4EU6LxLm2AdqhnkHAm2ZxX94Z/KgJ0oUZ5tLSVrFsHl85Vn5Cxgm81rwLSh6Pl1PQOEZGU5AuzrpRwzaXD4MMxPhVlPoVB3V642f9/f9LD3RqUHalCZBddCXashTSe3bogY1PUBVw8G9oY36uByt3U/KbQUeM1GhGg/Elo6M7XJY1d4fHAhuHrL9O1dpbw30QA0uaCovwjYYR/4e4Hvr0pMCHK7HUElRry/kbXI9yNos0vfYVup9oaHw/9j7+3joyyv/P93ZiYzk5lk8kRCeEgMBEggghDKo40LRUGktYIFtS6KawtVWlqw0NIurS1t6eKKLl2q0LpFWFsFBVcXAZHCmgoIJVAwGAiBkPAQEvI0yUxmJvPw++NzJaPfdfvdWmu/uz/v1ysvyOSe+74eznWuc53zOZ9zQlnsd02BoWFksCXNoHgkbIjA88DaOwWsXlSv6u8Vh00/uvZroxgO7f2MMdlFD6xGKdXFIp8EAURpEI7JfQIsfmVKDT8CD1rgTDasLtK96c8JbNlxP3TMEUD85svaVH0o/FiHWLdvCUL0KZZOBvDRBpDUAFih6h1YDS+suwls3xNwFpvCW9WlyjALL5YybgCcUHQcPr1N2UEHhwAjYEMrKqjadhtiNr4s753jJJAi5vOcI9A4RWU9hpULMwXgqFP4k3ZtRO2F4PVIbiKV8qR0Q50thcJmJIT1nsRmGUXPAj+4Jtl5EdEGYBWfk2V3D39mj3cvC/a46Mk4gy6FffKAvhq6ZwvAG0BGtBN5iwpOQ/PjgAcG1ik0lgh3jQYGqtr6Z+qN7DYv0aAF9gMRU8OuRGSb6as0Lv6NEBxjwMJI/sIWoBViD1H3pvnMu1QM0I1TtZmu94BtIzwPsUOSyw01EBsF6X5YWgz9KxFWZSysqDX97oKDXVA2DDofgYN9oKQBrYFII4RXat3vRzgif6mGJ7ZcvFT99iscXPVzZVy6HoK2cQovDtgmHbToLAy6LDnfOEY0Bb7n4VwJdKyWwRX7d0iex/OAtwuzVs380K4Bj66CBB94akU9Ed2mcbWsMLI4Sd4WNxrfEbC+08DzGtAcJQJtN2jR3WDWWT1ae5FGDUjUb1jRW2XoJoShMYMUruh7r1XCRbvm5cmzkjsnUJchss1M5M22N8tz+SIQykaxObfuD9fovVZklJMEM8t4zAdHr4OvbUE6qR48k4Hw40z8cpCRb0LGCaOb8xAxK4D322DrYNGbcLKvmsmWqWIDT0HUKaOBlCPwcAbY8vi4rshHkGEW+STL7L+8PrRB9PnPf55NmzYB0Nrayrhx43j88cf5/Oc/z1NPPfWRNfCvezlQNki/OEsyLSLTs9xrKjGvpmwc4N6j2kquR1Qvx7uC3Gwg2kB5pTZ44V1b5dGpGqbYexoQ8zHxdjg0yNAhzgHa1gE+cwhKksKtR8ovwSGvTmBvPH06ilEGSBm513MgJMzfnkTiDNUZBlMUUtfoCyRN08aStARwayNxPSiwqWs3WAeLpds5VbtZAFhZr3CQNQDtE2FwncnWmKt/O1Yqg6mrQsDdujFgv0c4CluHCthOhklhpcyLKRYI7KeiEppb4d+bdGictB8uewyuqB0V38zcoTnJhPS9pipEippPihmHrgpT5uGI+SBFeJuWm9BIt8OWMTA4WRvzTxFrLpfgYgCSXlBbOzbCsb56SSZKMS7AbKaA5SGD4/by46h5VWgUMEhG88JrYG8CYCA1MC9DJ90QYNvQswrfTaencnfba3AmEYrTYGIaCqumlkNXrgxK32aRZCoWqyKT7gZ5dq6VGBI8dHqNXAKyhd1o9ciwifSR58Zaa4TDKaZxrDqxg0IbF/rCiXoJ3zpEptc7qncG1kCu9pJaC/JouSVXPRXfvYUKuaasUWajR9G0+0NGHhvMeCUi0tLW7wBNpjBnORTDC16gD5TF4PoctCt3bASipsJ9IM5Mbp8koDpdqkHlOCIPwhkAD2S9ojUUnKa2Wlwmfd8CaWeUkv87C6TOI/c+SJgCa+fA9HzYXy3KgMeq4fcjUdSynp6SKwczoT4Rztkg6TTMSYRUF9C2Upu2dYlKoEQQaaTzNb034RkYsFQ15BqXQOGjhjB8CaTukQ64/Ixkf9UguNZX037vGTGXu78h92lgrzi2bAUwaCUbQ1Dcj3h4/BKASxi5wH6IpspAca7W806aMUxYItB9DsL0OB6CLLg7CTacAWozFHYESC2DFpN9lWjEsQbpoOAhMbLb8uMy1jICuqCdXN08okiL/A/A+EEwwgkpzVD0So9o04RqmXWlwTcweLmQhCdUrnJBPnR4zAFs8+AolDkg3w+3zUHrsAW8lTB99iMcqISXp8L0ybBhJyoynLIfOK0DXMoePDfB8ANIVua8ohBgey7YHoaT08A/HP4RcH2Vj+v6BEP0l70+9NCUl5dTWqoTzosvvkjv3r25cOECmzZtYu3atR9ZA/+q1+cHAimqteNG5H4EhNeJPqWaRa0rKP01YqANnVIxx4JtYHFxN8CE09xRRLwsQ3C4TonXXYa0RyF/CxSc5kCNOFYe8yLvRNsKtEkhKv7ujcM5SSEAi0spyolXwVMp/RBAyjarDgJQbId3QKzBUWTQpRnXPkhxNZr/u+42hoNPaf7eFVJkrcigSVgN5MhLVgHMz5HhYb8GCXdrY6hC2KBKlDpsPyGPVuwO6HUZEs6De6HAlRkPQS2UJpg21yAvjqOcIwOhIhUc7aoAXzMGKl0wswK1J7QbIjUUF8Nd/aB+qiGNa0fj1EUc4O1GmKiYOcGSB+n7IFgkQ+4m5JKvB76NDKDgGBjvVDp6QhiS58OnHjVuchRCOA/4V0oBezXOeNcw+W3iYPPua1Uv8BbDuYE0YhV3iR9xrYSPwijY10ueMP4Z6IDKSTAiABXVcOAwQBP4hujd7hrhfVzGQIoMgsLL2jAICQOVslADa22RQRvJ1IaV6teqt7bombjV+UidinnSpfBhJFOZTM1IDimCryCjqMMiULfri1CVSy5wRz086zEyfgKKPWiTHnEaLH01L2lmnICVdtE+4Nb4YZ0LrjUCRkcHyvvXKHE8nwAcg9KwPJ5MwFBARwxLt8FG2fL1MOckwCrPa9vnxPg+GehYqLp17gflPXQCzjsgdkIeqlAvraubQtCynbqjEBsJi15S0tSkT0O6XY/+1CHinEu9NEQBKwzqFEVErLeWfOwNIP0phag6dwjMn4ZwRL5Zeq/tQWh4TLI3eA2ce1QbuGsNHJ+htdHrQY3V8npIM2HXewfSU1ysAbN+u1SHsGoJW+zwSkDjjlWiryKqORo/yznNdWCZPMCJiEQztEZhfLfxdHaugLdMmbl+qKxHQovGLzQA0h/X8+uQThiDKUBtPMmRRr03lg7JtZBmDgZc42sn9klmrgcOXVS/EsKiiDCHA0AuN1cNfO+a8WCivtonKsuuHlbejg4q4cdhBJRegGt2eO0V4JDC7u0u2PncXHDBZ0/AzjeRDigsF89RDkqvP3An3r1wpBQYvhs23m7K5dRBy0aYuFtNWFgpDN4n1/+K60MbRH6/n5QUHcVff/11Zs2ahcViYfz48Vy4cOEja+Bf88r/tyMS9gqjxK4rB6IK+7ge0okk7WdMvA9t+vZhCldUAQWn+Ts/cPJxVnei7Iw0lNnUmqEso9LlAkdWAwG4mCQeHe5EBSojVcLD2CZrc3EjTFM3QLhtKeAUwR+FWszFmHpSDiqa4PYwVIXM501qPiloQx6G8RwVq3YXAHZo/TZ4lgqL4QQidxuSvy7xDxUDG65Jgdo6IPa8TsuDAf8S/dv2mLAqJAqHc7avXhx6UC9tfgpaodgK+GB6MTAoCH74uh0+/TokRKDMKUPBi1ibGYneBVQE4IUTkDMHdgYgNwd5cJzxewhgaprlmoFpFRtbxCkekUbEcpsGlmW/l3fEUQWHzornxFkvzNbffoXiqSjTKRdRGKShTaDIeK8Sf03ZGKR17WeAGmiG4csPguMa9AnxCFfFuLgPqPfopO6TKzsnACSL0qloP3zHqXcsHYv+4z6jDah5oDKAmm7Vadl6Hs71VVuxwqVSlVDBrjIiWGUA+VGdrEYM7sFphCIPrAXiasKidHt/f41fqgZxIL+Hfwee3g+9H5WR2fshVj5YRyqQaoH7n9GjmAwVR5FcVy2Bvg8J45EC3gisBlacgAN7zZScdSgsG9wgz0+vmVABnjvV7QFvwvSZatrQYwg0G/OpX8kPQqRUIUJLtgQ8XAM0gPMH4B4K1y2E/1ihau9JhyG8ECJr4NRqycOVefLKuGoAD6Qe4eTtM1k5GhIehytT4FgAElbA9jTNf0IVwuXkwOQzSu+e3GEA8WH4QzEQgoTIWhj4EHTu07p1DgPfAoH33dv03ivV0L9AXEjnNirz7NpGCD4DnyqQ7P6uGjwheM4rL1+fEGz8Evhu0iAWrpZuCOyFNLjr7jU85oNRZxC28AzQtFUCnPivhheonwwb13AZ0EmrIWG6WMCTl4HriLJE+6zUujuOYSHfqHHKLDPg7Ed0IBtp5nx7qXRKxzJwLTDh20SF6K7kwSE4N2I8jB/Ez351g6rSnwM22g3p50kYXBA/2PgKIXxMJJFbDohXK1Qm4fD9AgbPx3MjrNiAdPKwR6AOGjPgdickZMLJMeLKStlbyMp7N0MaJDYhXfbqEuG4BoySnkt4DhYXQCmM2b4CKvbAkgJl+oVKIbdA/GS2DthSq/D/x3R9Qsz4l70+dJbZiBEj+NKXvsTMmTO5/vrr2bVrFxMmTODo0aPMmDGD+vr6//tD/h+93lft3pkDN8wUyV+kUaDjgQvh7HYonKnioskboO3bOjnVz2XivZs58BtkoNyICOhqC6VkLk0C9zAp75Q1Ah/mgmcEeM+gU+fVjeCYJ+MCdF9DoTn5otNdYL9AoymnlNlU0Cxj52IpJJfBaLgrH14IIYXoR4ZKPaYiPFBpMnrCNVKQUb+pIP05cStFHwcSVYk64Sc6WbZZpKSKT8gTYn8HrlssZWnJUBp/cK1eEn5LbLL+gRCdp3dZiyF8WHWqAsjIS0OAz3yYOBV2NMCIbAFoX4hgyNnQ/RVzIWczhGD+dJEx5lbC9LGwczs6wR5HYUX7WPWte9zst4oKIOkEkAJVN0J2SMfIANpUri0Dl18ptf57IeUZsDTDrAfh+bnwuc3wUqGylspKuGteOS9sXQUDlxsv13Nq8KtjNN5VwOdeErtwJwK9O4H8MvDOg/FwVzF8OwAjX4dYP6gYZrhvipCCv/oU0Ar+SeA6oDnpGgyWPeJW6syDpN+LADPxnCqrp61HrrdWCWJnnhigrQFwnNJgRluVddW2RDLlecyUB0FlPtr66v1JwGeaIekViI1VmG3wQh2nmojj0ooQn4uPnggJQxAGJg8ZqVZkVCahEE6D+b59LfRepA017IC5QXlKx8D8EbDhN+Z5aUaW/SbLLNIIqU9Cx481z1G/AOhEoNciuLYayBTZY7BE8pC6Uv0PnwHbSBVZ5TXwHATXfG3sBx6HgY8Q82kfB/ANBfdRwGKSnV4GpkJxJlRUwPZimFkN2wtMDSzQs3btgYxboGkW8DVhv0KLwLZduJjBY1TrzPKgDl2/r4bCAk3flWrh79oeBvu/6WAx/BWgD1SOgZxhMmasg9WPYXUaz+Pm3W4UO3LNAedms6YzNfC+52W4cJ+A34lA8vPgW61DhGuOijEnmr5YgUCuwOmuOfKmRf0Q2ay5P27el4sKMKf9FMKV8Ur33rHy7gQ8mvccZGDNQYSj9ZMg53UIvCzPnfchw2E0B7yPgudh6Py0ZB1rnLeqEejMEKN1vUR+4k1w4CUZ1dUtkLUNGA/HCmDUc7nCqI0A3lgBQ1dKFuuqoGiwdEj5Oq2zYfPV1neqYVCBauVVzoGSAlUsqBgD/U7C/Ds+liyz/Y2Q/Ge+osMLk7I+yTL7oOtDe4i+973v8c1vfpP8/HzGjRvHhAkTAHmLRo0a9ZE18K972SA8E36/T7iEpG2qn3TuGRg0E6pWQ/ITMG6+lHE1MHszB7auUgXsEaiYYCtSPOHDYqd2vCEuoyGztaHUGXblGrSgh82Ln5Yz1gjTE2kUZ0w3WaLzBxAeJQBg0gw4lwvnM8TXMhi4YniIKtEpKIe4wqoETgHO0/IkOMbo2YH98nJ1LIPoJoUcAjsg/HMZEclnIdMLw99SOrb99/ImXdiozc7TrFNt26Nimg1+SZklwQlg/2ew5kDsQQish2OlUrBdwF7InQ+5U+HAGQFXJwIvgMa0Bm0O54Epm2W8TIENJyD3OGwfCztfQe7yS5jSA0F5Ebo9avYxgFelCXxjxbUz+HXw2qF/LRTvhe8vg5xXwLNTgOLo2+CZCY4H4cXtMH4z7EF142qAMeW8sHU1TFwOJwohugE6fggto8Um3DsqQ2LOFP1+xzmFoPJfBxoMNYBshf6dsOB2uGe0sBpri5BBcNohbyTZYiQmR+zToe8qtRof2LcrFBT7tTx99v1iM6fBlNcIQNJ5cJ2T94s0DZIlRRl1qT8WD1FoB1i9SqvvStP8fLYBbj2j07BvljxH0XrFT05vkidjDJwsRLJ81QEsUFX0yegZwSW6v9LI9wDThEkoSywXsCyK4/TSHoWXkAczatihbetglDAfZACxxQqFWbNkqURPS4btt8oDFNgB155QyCx8WPXGYuWaU9zQORZuWg+0Sv6DLsiYr3XS/7RoLXLhtpuQ/TAAbslH1e7zxEbNUMnbjwBqTZmHfJj5TC6hHA17owUI/xAuOkTMar8G/RdB4lYIPS1vcVWJjKHQC/KU5JdJ3sMbpTt63Q3pzSpp0Rdo+aziyE6kd8I14B8Jn6uDM6Vwbq0yWXPNupkYhIGbTYHnLM19xjJw36u5sV8xVBmFUhyF5VAYVDjKsU+s/PYlAhLProPPBFWrLHK31lXS4wLAp2hdkoMMJpwG9I5q5nkOS4dk7YcfhOGhgLBDlqjmJCkElVPB8k2ongqeJxQeH/ygsljxwFN9AbuyVqMOaH5V3GxfaIZMGc9cWcGBXxXCncKrrU6H+Q9KP4xqAqiD+gVMzwSmr9RBsh5gsBZj+QaYcyt8fr7ksQvIPgENB7UPFJVp7FtGa75cd/DJ9b/j+tAG0Re+8AVqa2v5/e9/z65du3o+nzJlCk888cRH0ri/+jWvN9gfh4t5MKfZpJkjBXtuozw+HU/rM/s2YW/2ADcsh5Orjbt3shTJ326TAm7Zrg2MNC22tmrVk/Kv5dhNiGMngLhvUldok4m5lWUxsE7A5MB+CH3OFFf9Gpx+VNiSCc0yho4DF9eCHfZdDys9xKnxzyAFPwxhMZxA66PiIMou04k5eZVChe55BmtRr3T/zvnCP/kHa4NsnCPjDqC1UIqjY7UMI9cd4H5TuIn0J7TBhpfpHsdOKfIThTAcJt4HFZegbjtwoASccqzlQk+Ib20xLJ0pRmpKgc0ndZI77WBaNRpLNxprJ/pbYrHaZskyFAXt8nBYAlLMRFVhfF0e1EyBG9CJNtoOc0ZC8WC49K6e98AIGVwpGOwYSse9YRkc2KA6ZzVTmP/Aab3T8TlYUAsrMiApDaxXlO68Cei8XpXGEzZAFzx2ArISYMM+2HgGDtfAoiYUkhkUZOIMVEcu+gWgAdqLwH23sFjY9b6k89C1CCxF7xHgTHmFaJK3LthXmKNL41Hpg5PKqIvm6B7fZoi6wJstnFLWXnAdh4oh8PU8eQRT/gCWfLA/r++UzGOiHYZHEcaqfxAmr2c9yGjch5HXDMlrIvrXZ8Yve2VP4hNOlPbu26qNP4AMqQpg2EJwmiynRhRGIaSQWeJa1auL+eQtDZaoNAVucUvlrVfKYvITktvICbCWivQyeERZeNcXQN0RGRNb/k2asUZ4X9qBDBM9tALDYUI/095smHkcmI68wgCz6/iHYlg6A7Iuo7TztGfBcp/cTacQbinxq9DvZRlkruWQblLxaYLwcxD4DVz3qDbdriWQck4hWme9ZD3/dfFIdW0D62Owo1Ds8NFG6JgnGR1sHtmMPIHBl8Xn0/w4kAYpp4EuE2Y8DY7Furd2Fng/HefsGrxGqet2RKWQ9piMu26K9qxyHQLPI480QOiAMGGRRlMmpEJx8JpJkGSDuU54BMma/zpoMbLc2V9cRLHFwiNdAsKrlD379VMQPiF95fp36Pwm2BZTnAa0woaNJTpITj4Nl6RDHm43RnW1kblYBkxYr+zI48hzOwqFJt/aowlfXyCQeSviigv2Atd+gbi5As2bIP3fYUoDNH98afcRy58PqI586F3/f//1oUNm/5uvnpDZN47DxH3QsVjp54N2qxp05EsKxwzcDO84YFpQtPzXzYOTuaYm1DpwLIR2ODIbxpShhZ20Tl4mz7cBr8IgsYUwt1zGjwedjkOF8dpDMZ8UlmuO4fJp1saSsElYEOu74mxxAwczZGykb2P6DNjZHTXZSw+RcQ/hXwQtekuGOp76XRNGSaHHTx5tNmnLFaqU3TlURlFdhnAMqX/Qw1oWaaNrLol7sTxLzEsDyjhx3IgoB4qUofTpMo71U5y/7nXTTis6hXdvkg0qHrrEBWs7YPBWFFJJngdD18uw676OIENor+lnwmpoXWE8RGPBfovaEksXwJtMqJ4Ux1XlvA6XpkKvpRD4MaS+jI6MPoVE+zVTPB0qtq6F2Ytg6yYouU8nypL5cGgujN6sopw1t0r5ZgA3nVOoIOqEs3mqNeI5KrJK6zb1eSRU9YUDyTCkCybEULsiKAwVWgGWYvNBd9wpTSzFlr4CiVsCMoyxE2f57DJzmhsHHye9Y+6J6N9otT63pEFkiDLVqNX41E3SJjwQpfZHHWAJgvdubVZ2DQ/1aPO1mrmoRYZLm0PeuhwzlGloY3KqadSbsa8B7CWQWC5jxImITQvNd7tMd6rMdzyr4t4H+1hlNUYwKfdpEqbQcmFbkpZIJu1TxOhuHwvhMhlRjjUy5hOfhsTfgne1DOnryv8T3Y0nD7xN5v25xFm3o8Bh8NwH3hMmxFdvxuBkrkn3r5HMBvZrM8cpXjHHnbox6pfh5Jyqv7WtiNcYDB7SfZ3dRulJeorSdc4XGN45Q43sWKd33RBU+wPIQIkUAqfBucCUgWmiJ/4YuQSxNdIfVx2QthLIUTZa8JdxQs1uIzZxlugJsItROmVznAO0ycyVa5bxitcotAYKn7eMBb9FzU/1C1sXcervndmirHCVQ+dCtd+HgFxgBMCHWEBblZHYP6gDSgVw2QEDgz3176aPEBieGjMXVUZGc9RtQvSURaNuLljn6KAZMUMTBUIL4kksvq06iJAmwknHrWpHUwk8dPPHEjLb3QzuP/MVPi9My/gkZPZB1ycG0QdcPQbR+imQfpsyHBKmmVg40GXwL0WI/8NRrs+DJTpBuOcq9n4LUg6H0cILzJWrOe1ZZJF4xCHjomffpRKldrpnG0Nkm2r4eH9mNjtE7+/+BlAvHEBquRZ4uFRKdiTxzJJ2pAwiaJPpg5RWhDiRHnPjSts+kh462nC1whCeh82NbtVBijilyBxX9fCOZ5Sy3ZUbD1O55oAlR3F2W77c7wTU/tZvw8QgxcVQcdy0D+IbUI75t0D7zXQMbcHGXGXr+KepNlaUuCehHRmcAcSADWpLgltetJ6c8IhuilyvzSXYC1IqdXL1FYiN2faAjMzOCRAohZQFMGS9sDBDzHta0UYeKFQIrc603/+UjJOWPPA0yBCydcTxO7588LwuI6V9ndo4O0hxGlSE4C47vBAAjxO8FWgzCzogbQ3xDcEKkRqTKZT/nr410UNJHqkx2LBJ+j3W3xASGiOIkDoRrjFy7YnPDxFUzdxYmw5TYTwhDAlekXUWmNc1onVQZL5eTXwsvEYOGzWXPVQP3X8DGRd+THmIZr06VAq2MhN6QfvfYQzxINCSob531+CzD5OnJ3Wp+taxQfIYLVFYCGecdNI5Ny6j+etVqiNar0NAjxybtg0z8133nnbUEi+S3G1s3GjGop/5/KgZzhOFMOo0VK2SFzZpBjhmKBkieZ6A7FiE/fE8DPSRF8c9WySprlm6n4DaGBsL1gYz/yfUB/9rug+rDiVO4oZQDvG1FUX6wXWH5ChcoTGMNOqQZW/W+vV8Jy4X/teUVZVm5L3LPDdpWtzYiW6j5woYMfS9557OHTqg2W4U0z1oHQR7aU2EkyVfia3SK4mnZOh0e3cTi3UYizQab9NEEcR27pDx4wU6pon5e4h5N8jwqTMy40W6bgiKGB4ifjA8jvRy9zsy6jRW0afEgG0r0zPTH6cHT+n6ovBNnmekDxPehnlf/VgMoh0tH41BNCP9E4Pog65PnGd/7HLcK2Mo6XnFsv2vCf/SlauFVTtLpxkAX4YUmRVgs5RkNbA/V59Z0Okw7Sf05MhfN8/UQ0OxgHq0sUfqtOBjPrCUKnMksU6LO+kJnVKCLysEZSmH8BNSdkllwmW0Y0gfgRak0NKQQruClFsj6kNslkCSsW5NEpGiCx7SJuO67T1fTpSb3HPCGENX1DbnJIVELHVG+eWbZ+xVOMCWD7hNIc7FMCwIrVDxG7SRgDZUr/lpVSIHXoUsNuxDXpKUOimywt0yHJ1o83Gase7qfl6d2uIYY8qR1Ks94QrdFLleXhDHBfC8oewVLqlvjjEqbREZqvpFjlJtnOc2CRNzttQQXJZI+dtPazydaHMO7lF/cl42jM8BpXPbLykbzFOh+bekaEO6JQg1UNGkZr8QMcbQQdTHoMNQBpiB6d6VYj5ToDVgPm81A+nTPcEjZlNxAnaFaHouqzIYwzXirMGj5/ue0/xHByt0lnJK5HPWgDarhBbwDwP3VjEZtxxTSvl4eDcZjcuFEnCsIHcGCv8OQZxTl1dJ5jKN3E1AqfWhUnmaYj6JWbAEXAtl6J5zqHspgG0T9INn7wSmNsdr/SXWge/n6pb35ypJ4j4NSRvV/6o7lJFn7CICy+SptI3U/Pmfh6SV0HSn5iML2FYNnuegGfytKHHiOATr0WbZDrF64PQqyUQm8Qop51BtvuHAjacJJaIX9wpKtrr6qhBz8IjmrnqqScn/tHiBRjXDhWXC/cV88OokSF4IE1aKafzkJKBBG/KWOWbKN8OlGaam3izwr1XJkhzgHhRGTgNuKNPgx/qAfb0xJm8B50uQuEDvi/WCwuUwYr282NE9cPWIuInGo3GctlseJdsDwhclPSedaMlQLcfb0dxY89W+BLdkMrFSmXSUw3f7wtPZ8KVmJWtY6kTzUHMHuF+GTVs1fymboaRcPGeWDNg+RM+LBcXZ1F4mAPYIuGskFN8IXF4L/+bQ+smExiIjazmQmwfEVsClDJ41Xq/iezfDyHIZg0MQ8HxOCQwpY9895rsH7hAuLXRYIeZJCBf1gAcGf3w8RJ9cf9nrE4Poj13zkiBpFbwxRmGcrDqFazwr5WbP3AYJT1B8D6bKtlsLJQs4+biUZXA/2+cgpVTafWRpUt2pEcC1I3DtKUh6nPlTgdnAg+g05JyiquGOL8XJBrFCbJkA3plA0jNw9HYZQ0OQEqzJhY7t4IaJk+HIePPVdrSfFiHMzViU+pvg1mkztBlIMSU8JsVLXoQGyTBsuU+be8wOVWOg6XaI/b2KvyY1y8tlyxdvR2AzOEyIr6sCvKMgfZsU/YWdKovR4RAIswCO5CNOFu8KSBN/ynYPeF8CJoNnOhrHSRiMleFmappFV3fYZThyJ2WYcUgsltKP+cC9HmxFmiN/f81B6wIIjhRzc9tt8A9D9PfQI3DPQHA3i0CvFZiTqef2L5NtMqwcmgp1Eg2v1mZxsYQrn91muIsega/0haqB8EAIOufpdDlnqLBXvsmQtAHeXhFPi66Fd4NwtAOWTkCevpIg+76E2UDdQCI03mlwOQOAiIxS31iBrUmExjsgoUwbSKSPDIJwDQQHi8izsVRZSbZugylNIZuscqCfMByWOnqIdiqHwS+HQOUUnej9+WD9IaQcgr4P8awdHnQho9VVDoNWMh80bm8WSmZ9WyVzmbAyj55sIHqVmX+DKm8RaYRohQnTBSUTh4Be9zF9rHF4VCGQcTegN/MVtTPHGOT+EhkX9lshb6lCPm8iZnd3jcas9RuG46tMCQyO28D2uLxLQwDXvVAMLicwCjxzwJEDB4u1vm+8CRi8XN7CLjM1h5BLcyrcUAXzh4B9MBBeDOG18hIl1ule15c1V7nnVJPQukFyc7IE+j0Ml59SaO+2dfKulc0VJUQWMt4uW2DOIT0nwQ399sqLxtdk8ESH4un2ynnUZv5QCtEqiLwhGfY8Cp0DdDCw5StElzlbeuJQLtTfClcHgvsY5K5h+hCY70aGhm0dNA9TGJhWoE4YRg8KX9ny5aW0j5XsRmvkGSYb2r8IF1sFqF5h6ub5Jugx/wrUDoG/q4XEzdKRAVTXsasIPl8rL3b6U0oqSPo9dDzE0iJ4oR4qfoXG1ZYPn4N92aoPSA7QDnUvAbaVkNnMW8D0+wxFRBPyCJ3apLDxlt8xcYIoFXh3geoROu+A5KDC/eWrhQfbcgzMmfjjuD4hZvzLXh96aGpra/mgaFssFqO2tvYDvvE/8EofCvSDMWOES3EjELFtnoqWFgDhSir2AjQoe+T3KwzmIFNei14Fig5EkSLv9pQkeOHVx02EowpueIR7ojDdAzyD6PxJlPKJnRCeApRq6kZKou15iGTD6DIpPAuwrUQZbJ0rmThV9sGYAAJKpiDF4EaKuxWd2rsqRCqZUCKm3vQntHnb8lWEtutb8lR4lmhDvFwSL6oKkLInHm1JXSPPlGMWcF6GnWO8ioE2FMLJZ8A7BLr+GYYFtXEOhjFvmfa3reTZAhjlg5kB4EZxwLzVaaIsW1GY0tYhg3DqNhaOgOLJxKtxN753Ds1pvDEXbf5utZeAwlDhZBXRvGKHb52ByAClgK92qoxB1Altr8KWE/AqAnT7Zsn4S/6Gwij008kzdRI3pyEOorZX1b4rwJYqcGxHDDzJZuwydDIGlcxIh9zJsgt6t4mqaHsBMBomv2vmKDhM7U87I7JI+zuAVXXJXDUyZEhXFo9jhfpoPWvwUxPV10COIdxLQju5B0K79PyWWfrMfQJ5mtJUDuRNc3sK8CUL/DYDHId075lC7g+ZEiwz6ak5W4eZj8zTEM2SLHkkd48Ba/Nhej+0YacBgQUymO3DgBKDR3sccmDP5zSntcBXGyQThBbo/W0/llHbp9l4W90iXrT4IXSvvBjNj8u4jNTLy0JKvFRNBAjNhw2viWogVCbDt3UPHIXYW8C74D2s0h0TzugVb21BhmyakbkL07hrBngy4WQGJPq0xGLHERt58iK9s3Oo5NP/Cxmwbw6EjEWqY5YQgr7l8PzP4bqHoP9KqFtoqrNvVm2xRRfB2Sy5mfMpU/V9GByYIryR4zIkXIH0tSwAGn301JDj02XCiSV8FmWUoWSHulKwLBdBYfMqGQfOSXqvBQ1SJvwkYEDmTjQIl1BoGIsOBpfQmI7GhCUH65BlL9PBKO0xlXsJ27FwFjrDsPK46uNFbfDd43DimvRTQ54pk6G5p+9uGZNz+4rfLNLfYOG6IJLBY0fpifTSlQ9F8tzm++Dm7chIC8HKO5EHaCisfxN2VsP20ea7726E1PuEI6q8gwNvwsEC5CF+oxQ6HjJe6I0Uz16mfv9ojDyaH9PlAzr+zB/ff3rqJ1f39aENogEDBtDY2PifPm9ubmbAgAF/VqP+n7lamoBLED4Sxz0kHYbwJui8T/Fn2wT2TQawwsVnIG8lXHgCvPPYNwCILGCsH4rz0WJtWyJW2uOTFCuPYIgDob9fr/XMxwAJAzpVB25TmGkkwlpcQinYLXeD9SI0lSrt/mihyh20fgci5RyoF2HgnhRkvEXMvzlqLrlIkXXH68M1qmrf8bRKd3hXyyPiXqSdOuaD83YZUivrpR1jNvBOl3emALg2TV4g/zYIjjfA1mVw4TUZkTRIoTvvhHyjYI/Ayu7Qg2sW9x+EIylQFYbtOXD9GejfDve3ojFwTpLR4QOqYf3Dwt/Q7fDIQRtVx0bd4xijMCStAjJ3TkA7d0hFSw8B/bz0vrcVpUUByzqgaZ4Mr85vwpxZyuE9BWRvUxil9RsKdQ6/V6zkzkm86Ed1saxntbG4wDInCSyNkNjKj9gFTwA/BPZ7hAvhtGp8haDXEVEftW2A5JiaeHAIMr4cl+XxaR0iQ8A/Xh2NVsM7JcJh4FQWT3ilDMHOTxlhTgJ/Bvg8cD5bTNQkCotinyGQbOY2oEVGNnkqJREB9gXo/dphWHwRJjvhb/xmgN0QPc2eRFjYBC+06iNCZl4jyGi21CsL0ym5O9qhpK+eDK5WgPUqyRJpFGj7cglc9wjkG6b1Yni+E+qTgYNAdD1gwo6OKgFqrVkSotYlerH9GRFSeh/R4STSaIzCl2Wc5GHSzffAA1Gwt8rr9L0Oke3NgIQ5wD0wcSz8rgreNZQBlZ9FGKNKtEmW7Abg4iW4LQn4GzgAvDMcGVxNs7TOkmplcFl/KILBG4DmddBvi7L/LhXCPUv13NoFKryajgD7jcDc/lCVIQPnGT8kPyewcgbCQMXsmm7HIr4YUMo52UiPHEJjZvUJKBzK0/rtu05zcBQdjJpLNA6ZQHqD5DwLTjgNFUYl0NVbOiT7hA50TeYdKcjbGfXL45KGwRbNU7t8+cKM0f2gQToo7vQg13UyOKKQcyYeBR6M+NWapig7zXHNlJyJSt6T50m31hiZsx4AP5T1heQw7L8DPGMBD6yoBEoeERwoTwWkZ+4A6nLh+qWy5JM2wnWXmX8TTOhEiTM374ekVyXf6bfJE+UbKs+wtRefXP87rg9tEMViMRIS/jPlZUdHB06n889q1H91PfrooyQkJLzvp6ioqOfvgUCAhQsXkpmZSXJyMnfeeSdXr179M97YAKSB50w86wUXeL8LSZtkAHTOY/J/gICPNeIBuWExWAr5rgWFajCs+S1AxxHIaJaiSHBDr5AYgiPQ/7L4d7yvAB2PAH0UMmCZTtJNiFTOUSpSv/THFfOvR8ZKzmk1OxaEqIPiHMgPwNYE9P0haiaJxLMo6jD8QyNNrD+g7LbWBVLgNWjT7JgGtrEyAncDg3Ok+CJOFXG9hLwhybu1+bjnQuR7YFkACTuNJyUAeJQN1TEfjppU5pGwIgB4FTKZP0Enu/6XYWQ7XMuD472Qsj0BWNaAv4TpYxEWZZ5KQeBFeGGr+UmaofGI+g1g2youGMc1k0EzUsbTiQC87eHqqrHgnwvRXFJ4F1IfhZPDZIA9ZdM4u8w8OAFLNkvvBd6E+R2AfSRfcKHn44TOs/BkB9FvfQpaJsOZIUSxKVzQGTa8AvvACbkeOBaFzmnQ8H24NhvGXVbzJ/jQptNWAtYmcDVLDlynIeKBhBGQ74XGgRCzQv4hYcMcpQpHWPpq0r30OIUEzu0CywRNnO8XxrOWLi9S1CXj4RJYeAc/CTC/P8zs7p8fWh+GO+H1BCjNJA7W72Pq09WaefA+BG7IzZcn6bFkOOCFA8fR+DcSJ010zxUf0vBytTWiEjQUw/AuGBrTq4lOU6aPc5Iy7ZLnGcLSTeBZBmRBcIfoIyLIkLW4xKcV2A+pu2HrNIUV7U2Qdhy8eRqc51+ku1BonVcy14bqYg21aU7GufR3RkqspxdrKV1NhfIWOOTVYWT4VURm6BijSul0iVrAcUQev17lAkx3flpGkfO0jNNoCTjXa+G+u0AevhzEFF94WcZH1Kn5xwuDT4mCIHYCXIsgT9mbuSC74xDCGXZXKHbN1aEi9VWlm0cdIje0DzeV6p2Qd0Lp/P2DEIH7G1DalmOFcGXDTsnY9a4Rt5SfeKp6uEw/zbnK0JX1pDY3QJQiGHw9JCVrbRYDX3DCKiekHxW4up9p7oESJZ9YovBkVLxJ3eyf/q3QuUZeXpCBbV+JZwrMsMkgdEbk4SMRjVu76jkuzldZFlIQjstxK3hWi5srUsqGvUj/OifJeAx9Tn1LfgSSH9fa6g9wHR/X5UWy+Of8eD+21v7Pu2x/6heWLFkCQEJCAitWrMDlcvX8LRKJ8PbbbzNy5MiPrIH/51VcXMwbb7zR87vNFu/C4sWL2bFjB1u3biU1NZWvfvWrzJo1i7feeuvDvez7Q4E3VXfo/CzI2AZRt5Rb532m6OBqsC8D8iB8tzabaiD7tOo2FcC/uGDnFuT1yTqnZ/e7BqF8cDwJmbB2CCR50SbiQ4R1wVf0vIYKLcxwKYR/qpOwZxWQJZd38V7obI4XeM0C8oIAjOp2lzuJZ2wHTBtb0aaTPA+CbynURpM8K645AhCSq2wYa4F4mIYjo6MGkQ66fyd2YyemNESJUqf9WyD1XyGhE2hTmAe3wjNJIRmHo2FDCLmz65CHIhvuiYpeviML7k2BfwjD5AYzLh0mdFg4gZ0hWGuHQ6NgA5hQBFrxAUwWDNpgY7PAYQy+cB8pdEtAnp5VTvXJgsoiuGy0rxoB4etg5F5giDAmRxGmITILJmyD+joeawUGw+BrgPdJKnYgg6FqKsw1cmQFrlogAN+jP4xPg1nIcGldB9NgWwhGbgL+TbRFrV3gyTHjfByFH1LLNZFJFzUYkTx5QGJJ2mj6HdH8kWK8JSgMQ5I4iDKi8ngln0W7g1MbaFeNjF/LGHqA88FeGovDEM34FO1fQFwtlqg8VbFHtA8cg8fGEqd0qEbA4iK00bmRIZkPdQ1Ql4bCtwFkXNZmKLusO2sptFgGhM88s58Zw51o0wyYeYo0giNfHg37LUq7txSC80GIVAsrE66RUehZIrb3lkYRh6YshGA+dC4yae4NcHEG5L4CnYvBubXHy/hND1AAFQ1wtheS26Nw41TYaTytK/vJ89DYG+5L16bzgxg8dhyBw123QcdyEQ3SaWgp0pSd2nQHpLwiwlCywJ8LngBklJsDwniwloGtS+PxBeTVsUShww6p7+hZEac8sW4j/y61Y9El4jolWgbMExjYu0DjYMkBInGW7+6U8m6m6q4K6YlDZn6bgcBG8KQBOUoicKPDUBR5qjIxmXkLZHx2g/u7UhUa64cKKichD1kGovDw2E2dtitiEa/GUGyM0WEz3Sn90n2q829UuNBfI6M4EYX93hX9AUXwvB2eT9Qc0g4TnXAgBV7YgcD8+ZhCuiXgjkDfZRq/5GckS9WAZbch/FwAVr+8tL6VkPCKxiRm5eO6us80f87V+VE05H/p9Sd7iI4dO8axY8eIxWKcPHmy5/djx45RWVnJDTfcwMaNG/8CTdVls9nIycnp+enVS+7KtrY2nnnmGdasWcNnPvMZRo8eza9+9SsOHDjAoUOHPtzLenUCAWE07NuU7u3/hcJBllnagKPtWlAtd0NXiTwvdiDNnM6Ow2M7McyzZ8B+VptxYhWklMv1b4VFe833qpBx0bGxJ5RG6koptOQypec6xgB9pPTtJ9TWoEOrZQTyxjSpMGh3FjZWpLACyABpJ14ANeZT5k3rd8wg5+uzxGITbsoD3OC6KAMtBxXAtF/TQyONGoMGIFJu0pIfi5MC0qINO7RLzw3s0jhd0vjQiMDV/TRuJy1Q6YHfpMOBAJS2IWVXAZQGFT7s0qsXXVL9qLpa4mzWUfP/YJkUasrCODcSdlPA1bi5JzQbr0lIpJq5r8sz4gRcp6RoW78Dycul6M8Dn9qmUFkxMqi6TF88D5uEr2EwyCAtM1ENsEwzLwyC+4HsBqAWBgZZmQfDLsMbXwaSobUIfpJtnnkUbRgEzCS2GN4Wq1iloynK/vK8g9yA6G9RE5foytC/jqsyhNw1BrvUCqFDyjC0l+ine4xCvUyhU+QR+prEDRCwlwbJTvMS1SFLhGe7DeJLSFZHEuce6srVxtKIDLwM4uUguq/AfkgvUxfcs7XJpgBVUNGK8WRC8RAkg10VAoV3Z0fGMkw2o08AbkuaPISx/rp3MEoRt/yTjEsSDWmhSxPYv1zjFnRIbq/MggA82YpktF2eBprUrzV+emgiUgH6Qla61vyBSkWYSYSD6Zh2FYqSwz9SCRC0QyxP4ePQZoWqY30gt05tvurQ94K9TOhzETj8hqQwWVw+XQBO4f7sDXp5e4nmobZUnEmJpp2Z3QMdgoQGk6XogmhfYZkSiyUL+BQSTjstQtPk5WB7ChoyFLobD/St0wEKlHxhXWKKHqM17ETGqa3A1JcDcIv9PfmsSuNUBeTtOhQ2OKwag+fyqLG+b8izZAsqI65tpebpvF3/RupEIWAr0oGuAIrHqntcKNHYVCrKfcCLPI35CmPyu1KIwNpsI6suhN0K7pHxbi2BxkkQQtmSaajwq61Yh8SIU3QEtg7pgcDTfHL977j+ZINo37597Nu3j/vvv5+dO3f2/L5v3z52797N+vXrGTx48F+irQBUVVXRt29fBg4cyL333tsD4D569ChdXV3cfPPNPfcWFRWRl5fHwYMH/+gzg8EgXq/3fT8ALE0Sm2/bOC2K1N1SUulPaPPwIbDgaMRVE66JK/J6qKgF7Jt0ss5DCxuE+8EpgC574JQjHoYZjkn9bJBCbwII9WAzelji/M/IC4MF2krBFdQpKAttPhe0Ud1lhaVutJc2oZOcmzieKOrQKTv4lgmZdWMQxktJ2vJ1qoucENtyGgLlXrNr0yRTJ/Tu07zTuEWijQK2EqUHDBBtgIRtytaILpF7fYT6/GyaubUaFgXAFhXOhAZ6EqHuut2MbRpKufUBNTCkGSlA45XHZcbBPVd9ijYYZY863l4ErgsCaUacOv122uX+jvRXOOMVwLdOGB9XEI6XajNIR+/th4yVTIR3yQXabxW7dKIfEi7C5oCefSIAqecgswEIGNsmoLEeDCtqYU0+vJsgBgBHO7zWLZz5Zp4I0MM31F3VPpQtbBKtmotIOpBo6pb5dG/MhizlS/peN/8LEZ2ubcXIwogaLhaPsEbOenkz3V7JzJumCVfs0Hg7eNZC+HNgH8tKO5R0mrkxh4GTIcjtDtF6VkDbtB5OvYl28PTr7hcynro5trpQunYIGSI+TBX2DIqHwO8azPcs2epDzKcCtgnNEN5NDzNkZIj+1jEIYrslF/Ylqs/W3d9shHPxPqk5FFoY7h4hufdCWoMZviYYW2H65IGib0pWi/MNgLxCIrABIEN16ZYWw+gzGOxSjbx2CWGTMWoRe/O5DBMaTNf8BICLJcpmCtfIszi6Tg9vcwnZHHHKeN+GjKyOjcIfRRFWx7MRXF9mYibsyTIylIV0C0hoHUH92zRCP5FGGUHBMukqK1A3AypKwfcpcDezdCRKVR+F1lXNePBOBmuRhi7FrIdc4lQb3aSytAANRu5hHOXQXImF48abm6z+PBRQjcFf22UkjzDznYlwS08AsWy9k34QGQShw+Tmv4dJ3P0NhQnzxVLd/2WYmC02fAIYygaYa2Rp6QSMfNwjWXN/RRlwN8GWLk0VZzwSzu5DQx46HOwAUv74/vJRXp+EzP6y14fGEP3qV7/62Emdxo0bx8aNG9m1axdPPfUU58+fp7S0lPb2durr67Hb7aSlpb3vO7179/6/FppdtWoVqampPT+5ubkA3BQ4BPZJELLLSIkA9lLArgKoYwH33czPAWwj4g9sBaIbtWiiKVQlI/fsSDCsX+AfLoPg5EAVQXRCey3s64UUimuOTrL5KN3UidHXfhFDhmu0KUQGQYM97plqxRCsLYN+OuEua0H6KIDc1P1Qf/oC1xmwtC0frM1AmlFmaYasbqMhFFwD/s2GjTYb/gWxYrfcCKE+cYbiaIPaHDpsNteXAavBpfjFwF09VdiVwXKwFOfBWD/yvjTMAotSQ/8ppKFqb4L2S+a0noKwS+HPabO0gOe36J35ML1Ar9Mp1SXCOUu2+IJwAokCH8esgA/qXDJa3gE2mDBapB72VYrvqXWYQpXHzfwPR6f0FMTY6wSSZlCcB7gucgWMwRFlOMfgUCtwVjxEtg7+jt8L79CQpzpjZXOhGlZEYBGQ/HtIOqqN/9k8oBj29UdjF+yrSb6UrflPCNMDmmrJM5t/OlztazahLrUl2gi4wJeteWjIRjtAGj2EmzghelqbrS0qj5I1oEKcGzpg31khan3dQp4tw3FQGanAviTkARoM3CS4Xd0ZTBkHn4wV4z1YCngNlIW8Zhnq3aE1kKDWIQ9TyNw3tZknY/BOBgYgXacvueZA6h4Z9qAXuG6T98yaKybqLnSStw6GlGa9qG2F5hPA82Pot1+g3bQn4ceIZycT5g3RerlrLJwqhDfbgVy49mP1s6LS1DBLgrpW2BMzazggPODcYrSG0lbKc+WslwogE/DAdX4Bu61XNFctpfJSWlZoDot2aHwaVmgsRjhlJA0BHrqsQrbu2ZB9Bi5PU9FffGC5j7uBQwmYTR7JcHdMOXGBaBjsIcg6ZMgZkSf8KGLabzLNTFwLU+D2sDHUDwK2WRq7pIvKzEshjvk5idZc1ExouIaeNFRfPpxzccoAGaMZn9I8XOxrQN8B7UpfOgN9gxLRBpRV6M/XIgknq0MxK4R/BY7d1AEHqlE2cOS41k0y9L0ErbfCgSbThEpELzFCX1/aDx6rMDKVcA2CjwOtcPNLAExoAprnwvBzgEuGt/2M+MgsAfhHIPxjPq7rE4PoL3v9yRii7quzs5NYLNaDIbpw4QLbt29n6NChTJs27SNr4Huv6dOn9/x/xIgRjBs3juuuu44tW7aQlJT0oZ+7fPnyHmwUiBU0NzeXNxkDHFU66160ODuHQlepwHdOwP8qG6oBvErxPj1NwGIaZDykz6TVeHmpBEjUphVxKh14YBQ6F1M8Gzpa4TULOnX4NkvZVQGeU3HWX//LEARcY8BxO8QCMPiIlGULwhpFG8Czkn0JcNEFU+zQU54ii3i4oh1tYjGffuxzgYhI62jSJmzNgliZ3MiueYYTBAWiXSiMZj+jz7vQxlcDOLPlCXPdATjFBm15UHXZcpqhdTZMkeHjBYbWomcEt3GXXYp3DnCyNzirwJ8N309DZU1ac8FzUvT8eeAdAHsscEsb7ExBStnNe8JGFRAplfIn0WBwEKgahItIB37slMFgnwzjiyDmB9dlSPoizHspTv3faN5hy9cm0rmD64GKzm/SJ4IMrsY7OMlFIBl+fL02lwBspBl6S1zISIPIfoWCrPDv7UBYctJxq4xEj9twoVhSlBae2Cq0ua3INMQJ9FNmTtiu0GTuKbDO1gsdl82kp5s+WyA1qmykhCg99VHokncvsVVhtZhVfE21mEb1gmnAwMsCJretgLHNUASLGjChBoQdAiUaVCEMT/Jilf7IlHjNrDf97/5OFeawUaIvh5ZJVp3IKLLD9Gy45RIyhs/lQuo8iFRqs+3cYagFhmkTto1QeDZcI9yMpRD8X9EiSFwLnZsVAjy9Cuw1egFRSD+hMRtQIM9Eu7htKFZzf5YkzNtEqyjJcKJ1dxTIhdw0SO5SZlPCnWjs9pUa7I5ZdF2viDix+2DkeV1fpgtsr6oGXnCPYZEuB28jsE7FaD3AA0DGZSg6j4QqCtYcsFZB4j3g+y70KYcbzbxEET/RVQekLoPIJeEBbZPBdln0CW2PCcfVisL+7kfAPxBGHlGJlhvBkw2lZ4A3MyD1SRlv+a9Dx5PQ77TmttHMT6AQbA3gP2yoO/I1xqEh0OSBOmj/1hjps4wodBgl8H1gQAhcL4Frmcb3MGBbDdYBCtGPPi+hiVbKg5RXpnfvxBTQDcLwNSwthuQQZBWBt8YMVbfhPRrm50BGPUoqPevQAdISgNBxsGzW/G9BYH93KYQ2Qdhl6ERCysKlEXp1yJPGd/nk+p9/fejSHVOnTmXWrFl85StfobW1laKiIhITE7l27Rpr1qzhoYce+qjb+oHXmDFjuPnmm7nllluYMmUKLS0t7/MSXXfddXzjG99g8eLF/+1n9pTu2Ph9cHkEIE1YC76NOo1110hKQ5spSOmCNuHEOm2cmchzcQSdQJLWoZONWzxEAL0ehKGwMgdWHEabRNs0E77CYG72K3PMmiuvR/KD9MQnojUGUIrwMragXNrDkYFxCZ22E+kpcg7m8yogsTCejWXN15ei7dpMutmAHWPAOhbablABxi4gOyTcSuyE4vsp6PBpKTRs1QXmpd3uGqfAvwm1EH5EXDJ5SIHWoc2jAJ1802CpUyfStC54OQlWVKNTfrREG8WtGt89DhlCJCLlacJuJBgMRoLbsGUPoae8POkCgjcOU1+cQPJlpV2Hk/XjPiMPV2SLDMxxu3XyzQfKHcq8aUYbvZX3kEVvlVH1Rl/4dFRYj6xzcGFgfDg8IUg9oEK4/U7DVCgLw7jTiujUuOEXdthwCZ3q/auQR8dJT5ZQDwrcYzKNUAYaPnpKUQA9Mdxgbpw522oMwm4rNlJvQNhp5rlOhd2a+77H5vLKUKoeAQUnIHsmXF0ir0vpQ7zrERB++C5Ud+3TK9XMTOCNFWBfqf93e/CyzFQ8VwgjTsPZFZC+UnKZ/BwMvFcZhTPhmBNGvfoEFC7WRlUJvF1qQlDboLkaUgvAOlfp4m2PQuq3ZVhdrlZdshtn61CT9ITGrKsvlEyHkxuU8fhkNXzzYdUrPFkFnkoY/DliTZCQgiA/NZBwq+YkFoAEXyGMPs3aEcIAtgyH9DSgXl69yfvEbmCt2AMjb4FT66DtM2AdChSKSmHjVPh6AdSXKQRTMBneqIYvF8CrDvj2KfjH21Qe5li11srEMvCOhkdd8GgBeNZBxa0wsSCOZ0vfCJ+fp98rzGcFwKlX5UmMDpWx6porkLD3c5qXYDU4CjQ/wVVa/zGfcEyDy+MxhcpCcP9InEehIyJR9BVC8WmtkVcyIPXHStlPnicDzH+dDG5bBzxUAv2h94nDXP3WWBh5CvYNk+7KfAUu3Q6ZDyucH6mT98m/FubMgC07xDpvXQ8JT2htxO6leA4sABb9hp5Cs7nTlfWXdRIoAp8f3PukJ8ruh9KtCIh9HGjZR/HfTqZiOzDrKPzraHLvhbpLwM+qoWi2ZK7153B/AWw7Ag944Zf/Cl/61cdSuuOBNrD/ma8IeeFXqZ+U7vig60OHzMrLyyktLQXgxRdfpHfv3ly4cIFNmzaxdu3aj6yBf+zq6OigurqaPn36MHr0aBITE9m7d2/P30+fPk1tbS0TJkz4cC+Yd5v4Xu46DeMWKV4fWw7257R3NGWoQOS9yEhx/whm1PXsM2UDgd8cVKhsJJC6EFVKLoGuvtw1+0GxVL8OK7auZulYpLRm75aysuXDsN0ig8wB8usg+XtiJqYdej8ow+VCtQCIfYM8+wDy3mxZAG+BZwgcKUUKpTsk0YqU31RU5iDmkzHUsQgxya6Tdyp4RKmzrQshuAVSd0nB9muAs3ZhcSwF4DAx9FwzDtnrVWMtdL3o7mmCAzcqs+W6R5SldWAJ/Aaden3QMkNjxo5cCMCPKuH6ZhgehBVe8+zxcNc8nX75rTApt/wCYq8gY2gsGqd+yGBJLDbhwCHQ8ojGjCjUj9GmkPOSCkxeAmI2et/ToQKfSa+o2r31HXkdJu7GUvgCd92JvAGfCWoMR6INqgsZdxeqYc5suNAXphXAAgs0wtf+9gIM3gL5ZfDIcY1V4yRI/oEMDsHgsCdCryoYfRIW+01zAzB99nINEl5NXOPt4HtG1cijLmAfeIvosXYvzYOOZbq3Zaoe5DhJTxHNqqn0xDij7RC9RfNuewhIFB4lnAxpzTD8lOT5qx54cYSMmEAONG6FxoXg/zVtQNEhGH4ZpVl3rKQlUbJHJQIM+2b1EG2fTIVcK0y3A12n9cyklRrLaK7aVY+Y3itg1CWg42mmjwBfjelmrzJRKFgWqGZcpBDYrO96msUEzx55w7pmSyYCwBu3AxEdWvoC4aOQ/BT8/VuqHF+zAMuCcnFPFcC1MXrkXVPh7BfhYB/Ne1cxMOQ0uA0VwEhIj8J2u/o8qTdMn2JgdJFb4NQqgdhtHeqX66cS/lIETk86o7BnM1C0F/ZMU/juUWDC6Xix4z8ANaXwDy7DaL9dBnD/kGSwbSekPw9EmG+HlW4DNh5lZNfqg9S3TZ24uxUmjDjF/GyfBhnrxAafBvhuhqqFAjiHyrnrRjg5EqXY28cK69ReqvBZey4UnyZ3rMZLiR9+3Qcac/tGSLwKgRzuan6Tz5z4nZkvjPwCD3XAydvhV+ZrI+vgTuTE9JvJAB08A2Viy6eVPbNhYwgW+QDrVjhUAjfCa53guQrbbxKeyu0EKIRE6RfuocfJSnQyFb8qVDmQwWlsv1fZn7yJxtb5A9VMy3kFXkYe24x8GPArPq7rk5DZX/b60AaR3+8nJUWn0Ndff51Zs2ZhsVgYP348Fy5c+Mga+N7rm9/8Jv/xH/9BTU0NBw4cYObMmVitVu655x5SU1N58MEHWbJkCfv27ePo0aM88MADTJgwgfHjx3+o9y3lDTEvP2XT/lGMKsz7nxY546ebdWIIAeSBz5xC5wFXn6PUBrgu0ByA4hHo5NTyBUhbB5YwL1QD90/VqTW2jB9VwrECtImEFoO12HiW3pVC9AG0alFmLIPLS1Sb6SgwcDeeGXB/JXBxFdgmkDsVLtUawsd21IdGdMouBk8+2iT8r0GkxmAbOpWVFT6hdGXHLMh8S2GJYJn6ej5bAMhfuqScbR3xgpcdy7TBJRYLN+OcAfSBMWeEUToJnH8MrCOhXZvj9ttNVlUNYHFx0gG+LDibBnjhZKIYd2PX4IXu0Fr1z+XwGQk4YfpkM2fF5u/ZKHPOelqA8RSQp2SYslxS39YXu1zwk4vw42yuzh0LHXMAGMhxcC2Hk3Pg8AKiSZ/iBS9KWzmB4nmnVjN/DlBdxj7jgApWAgPPAXO5izfhJxf5Wf/JEBsEnQV8jRb4gd1sbGM0nnuUSbdyCLAREuZBvVMsucV36pX4NkLbJLXZhwDjznqwtAtgag3oedG+MvISZwGZplSFD+gStqhumMHOOCUQ4Zu0SYUPazPuHKCBTDkpL1nzMPjJWXp3Hhb+zGfmP+qEtIfhb8s4kwF5n0EhiZF1cC/8czZ4K4HKXKBe8lOk0Fe5iW7vrEee1IhuIeqQdzGwSR6KtzT/uIGZp7kbONcdbmydq7VgK1C5kHCNnhOpgYR1wpvYj4HrW8pqewUZCjed0/cs88U83rFRAhNLgsobwTaB6C9GgOc0XAJrVLL0ApB3EZ5M1O9N/TSEuQVwSzs9NfneAbzFEN4LW2ohYSLGWHNCZDO435Vb01KvDMCMqL4YHKj6d1cyFJZ3ThJ/U85eYevapklW9gU0dePNuFjqlVzhqoGTTxjQ8hWwPUgu8LftBkxcgQFvHwZawL9E4GS712Sy7YGM3eBao3uvroY/ZGjdpL4M98Lfd8KCJIQhSrxd7Yk6wVIJw+sgz2R71mA83CGTKXcEIkf1f18xvNqXGmz8lkFcpcQw1FuEVevGED1yGa4zuLO9QNISgc7XYXBS98loT14KAxfyegKMqQd+kyEv9Mhy7vKI0NV+RsmSt/wBk6RxGm6HgF2ikJtpZCp2UBxDSYfhW5OYeQnGdAEsUIZfcLXBh+bLG5l+WHizun/g47r+XGOo++eT64OvD40hGjRoEC+//DIzZ85k9+7dPSGphoaGv5gb7uLFi9xzzz00NTWRlZXFpz/9aQ4dOkRWVhYATzzxBBaLhTvvvJNgMMi0adP4+c9//qHf99inZgCV8oLsypWHxj/YYBOq4llffoCAFm8T8BzgqtTm0fdumhxQUYEMl/TtQDF0pkH58/BUA7R+m+1fhgNReNpinsFcwCslZg9I2bcCiQtluDQ/DgzRpjjv9wB4dwDXSiG2FQaXs6UL3ukDP0xE+CILMNgUD/UZrg430DlGOJvkFYiszwWWETp5Bo/EM84cd8rYaEE00pNtSh+3n5cxFEFhu/qgjK+u3pDYIFBvYgQSn9ELYyEI7aF4PlyLwsxuDMpggNPsS4J3kuCBLrgrD67fAh3j4UcTge0oJDNgHtTDs2OhpQCWRWGnDx7rjio1IEMoEQj75JWypoPjnKELsEixPguM6A+ffc/EWwZz7ofj4VIVFJ2B2B3wi0fhEKydCos6piF2yggbTgChzzPZAvQuwJGFNqXKR3mBsJh170NewWbYzwVt0L2BPrXgeAL6LmZpJnyrAoUCb4WJZ+BUPqQmwv3VqBxFsF6ZZRl+hIdpxaTVKAMpq1lhscRWc0JvArtF9wRL4tixTK+A8PYu0UDQLkySe4mErM81faetBF6UjF+lv0JeOUC/t8B2nzwJl2CMVeLfkzVWDyuuYMrO+FSE+DN65FvATi8yzAPEOYksGZIx52bJfxUapyH0gKvvBxnUf3BAsktf9L8qeY0FRYVhHQF0guOX0LpRIeSOVUaOmyC8DgI1Mr5sQRn/sf7yGBYdgfBBcL4ij2SxcCbTC7SJTC4ym4kP+riBXKh7E+GmGuHgAAhEBZO52BtKTxt5BWECnUt0Y8pCIF1eqrQOSMiF2PPAWAGsI9vBu1VUAqEykaRa79C6f8J4+W6+LK9ScA8kLzMD6YTOleKrmq6MtxUNyMBpReHxBDfgkUc44lQB39AucG3T+m3MVVZgcDB86pzK9owph0QY3gjsR6VtutIg7wxEfwGp2xRpPW/ecxlwoHBXYL9J2MgVZu9yBmTA25MnioMo18y/H5ifDNcnQ84usC3UIW4fKixrLVCI3p8vI8xRCf7PQoF0zWPdGKLUZuj9CBTBo34xm6ffiEJiDUaWpgIWM4cBqPtlBqR+F1xV4J0vbGSaGbdLhZDkBsf3dTh0jFFmp8WlUHXaKTg3DfgWn1z/868PjSF68cUX+eIXv0gkEuEzn/kMe/bsAZSx9eabb7Jz586PtKEf5xXHEP2zNtDOHVrUlmx5hHxrBDJOLI/X8MpAYYHOHVK0RcBQ9PdjSGE0LgFrP9XiST6r+Ltjkbwc2ebeo4imPubTKdG3VWGb2G4tUu8scX+QCdQrZdiaZXhFssVVVISMMxdSKpX0JFiRgxSWD4WK2nNNKYxhwgtYc4GowIXdKbPuu/VA3xCVuoia/mZchqSD0LIsTtEfyhBmwJqP8CmX9P+uwZDYphe3PKiN35zQesCOmHbmw11O+EYXXH8FfpUHiyLAvziUAh9AWXsjYD7apF7wok3Ui06odkTwZ3Gp7heR9wxCEvgLwZsdpyPIbYZABmS+Lk+MrUMgy6TfSaln7Fafu8xPNXHSwMFIob8L2NZC2y1xrFUEeTsa0bveAO716/mu/ZCxnOIpAlTbYpB9GYIpsLcfzIwAu4D6XBXijGaApQ1Z4hHNUyRP7Yw6FQ7psVgDCitYCtTnYF/RJ1gDcRxR9PJ7sEaJpmMpYj/350NjhuQkYOYnt1nGZOd8GFankgYAtwVFTggq8FqXq7/7jbydQCGHnPe8Kmrm/ohDKeb+XBVnvWLkp/cazeFguCsbXthC3CCrBDoMhsi/DdI3QOAlQ7IYAe/P9LdIowroJlaCa7EhUl2n0JV9pMEGPgfUijLBsQbYLBLP4BEYX0djX8i6INE53w8GXNL/t+fDzFfM3I7Sa9ea8NktF1A4bhcU3w4VW58A72KRqUauVx2/xGJ5SbuywHcHeJ5XfM12L3RthZTZUF8IkZcVqvZvg86NWs/5R/TClrGQuknkisFhSgZwmnGqQNiYbu9bvRl7+zNGjirpuSKNYnuOZEDSC2DdKZkH6bjuOILbzFmkUNl9lhSVC+k6rXlpQnos0ciAc5L0YcpCoMTU2kNyeNIj/bQVnf1ym6E1A/odkofQeY8M2QS3dJAtX+n0VTfC4JfAu0zvrM8Fz9dkdI+V+FIJuTcZb5VbHqC6fcAQk1X2ClAAnmLw/jIjDihPWQAF6xW6bTsG4VEawzNA8xFw/kYHR/tXIDoTYjvhZ0PgK9th3jc/FgzRuDaw/ZmvCHvh7U8wRB94fWiDCKC+vp4rV64wcuTInjIehw8fxuPxvK+kxv+0q8cg+uFx6PMZiL4N/QZLWSc0C8QYWygQYbgGxgXh1BIp4euWa/Prh5Tif6yC4cu1qK46IO1fhPuwNMNnHoR/L4U+ZXFMSg1SaldX6YRl2QwsEICwFYEluaIwV1IZRBZAaJ7a07dcC/gEMnYyidcuq6LHrY8FKcg0lLHTbRAFj8jY8m0U0Dqw34Btv6YTWTQHrowQtiSUBukH5Smz5EDnQilC22opK5sBbNKkF7VNAveT0G99PKsoC3E4XYKJE+DAPrQnjwZvAC6lw1ALOtldQiGbRDM+xxHnz1EVCB9+BGERWtD4R5BXKMGtPgSPiCqBNPE22a+prlT7MFW7zzoH5wZCYbkM1eMzoOhhcE6BYcugrBrmFijLrR+aiwzim4QTOHcEMsYIyJu5A47OUJseB9aeU2bO63kwyauQlP8XMKEM+sGzbkGJFjZBxAKT0qHiLSMPfYFr68zkJUI0S5l/0VsU7qJFeC37Jf0/mi9PgftB6BoIiZc1IKEBMsQiTpVG6Mk7z1QnvE8qBb1tjIwsUJuvuiQzBUeg7WGINgvjFjososwiM837iTNQDyFeANg4qcg2/3cjg7LLzGuaaUZnqTBrKUZmh5i5r0bGkQsZUucc8gi552puu1m5vT/XxhkuM6zQTohUqdRLO8LIOGcI12bLjycMkAnelSZctxk8j8PER9TOWuIFkatRuPmome8m1HcrFGca3jErMkbGojVfZcbB85TaYs0Rvs69CKLVIj/EI14x1206AMXKVRqiu7ppsEwcOTGb6rwRMh6+dzSogU3qy8Dy+NrKMT8+1Pd6lC2Lkx7Pmi1fB4bAfpOokah3+beZJIlcw0PWAJzWV6PooGHNklEXOmwMlqDmt9uTHSnUAa17zcXSVR0+1E/epZoMzVk24KmVXFrPomxIr9rY8YzeGzVeK9wSmJZl+q/dgL5Da+StbCe+HrvnJmDa1O29r0TQhQojUyHipJIeFIq1jwf/83B9mfSMZ7WwdpYsCO7XQTHh2/LERpzQ8Y+wYO/HYhANbQPrn/mKiBfe/cQg+sDrQ2OIQCSJjz/+ODfeeCOXLl0CBGS+du3aR9K4v/qVU6N6VpZxUtwJzVoc4YWQsFoVlW354s/oqoCM5VJIo4GT0+Te9y6XUm8u0akqZofgTOh4UKfpaIOe3b2QAS5M0/diPp2y/a9BaJbc6eGD0LJcqbwJ68A2GhxbpQzzUby9Gn0vzzyvxnzWHUpqfc/n9mHxbDJQxohjjE52rtngmCJjCLdOsL1qFaZLfxOF19LA+1NlfwUKoXWF2XgmYcqdA0ly+bPeeKvmSuF2e4X6wYG95v8FKuzqyYKhYeQy9yPllYvGqhUpuiZ9d3gV2lTPm2d4M8CXobkJHTaeryy1JdIHUo9AkknfdVyTp8uXD0WvGxbnLrihXFitaDscmwVZBfBrh4zW8xma47MOda9tg5nD30NTIWQegdDQHhAxPztj+IBsKneSUq56eNllam8X/L2Zrn/NhKwkqNiHwWIBNYXyapCizluald2VWIk2D4/ZHNHAWCplLJAIiefocWPaG/TdxHPm4RFNQmi/WNQ93xZBoKvGMApflDepbzMU7IXAryD5WUjbKqMDZBycMVM9nB7HFVnEuWmaZpnK6KYp3aGLfsQJ/YLTdDBwoYNGDvDvGZLbUUDLLL1vOFAShKRpmtNwDUSLVBqDOs25Z5X61fKQxim2QoVYQXPuvFchQus2GSDh+SrtYcuXkRs+A2VL4CBcyUNr6jBUDUQA23qoui4+rBMzoWKLHk0l2oiNrVl8LyJK7HhIchgZquQM7wqw5Mub6JqncFrUr3BXZ7UK0rZ9W9lWXRXgnC1jqGaMXhxOhprboeNeCO0WIWMdyvJMmiY+HSfxMCaAZZmEDbf0R1eFKDYS/hWCh1S2JMEtrKQHGSGurwhXQ6GeNRLhhcI14mRLfkQeIKeZ1xT0fUu2DkRRA7BKaNCg2K/IkDiH1vQhTOh3H7R8FtpvADJVgDnSKFmyuCA2X4Zf13DpQftataGrQl1qheJiZOCcnBaXzXyoy8Fka6Jw2R9Wiyhrkpmz240stuwD12boWAgJP9H3bwEcy6DtPmUvArT/HPpMlrfWnw8JLv63X+vWrSM/Px+n08m4ceM4fPjwH71/69atFBUV4XQ6GT58OK+99tr7/h6Lxfje975Hnz59SEpK4uabb6aqqup99+Tn5/+n2qU//elPP/K+vff60AbRSy+9xLRp00hKSqK8vJxgMAjI6vzJT37ykTXwr3o15etEkPKM4cwAwtWKaYeWyeBJ/oqyzECnySLgjVk6deUDng1SLr3LtdjcsyFpLSQ/oc00+Qfi/2lCm0AmqpztnGvYYwH3z00obqWMI4DktarqHdylU2cjOvV0h3V8xENROWijqSN+Grej9sV2x93Sgf0q7hg6Jfd0pAYCr4i92fekuD8sAaV3N02S6x2n2mcpF9NtykKw7TbcP0PA9zSE5wnnECg07x6uMcyE7iKauVOQR6AaxnTv4a1mPAbC9NGmX2OJG3cngIOwfYS5d4DpV7QZ3M2mDY0Gw5AFhMB6xjA6WwUwDSdDR18V99w4FRJ+BIHXFYJK2CTQbecOaKqSJ7AdKGjWXDuCcHAWtMw3xl2SMoI6+4H93R57g58NUd2qpMNQlwF4BVhvmiVFXatK9/dXwHqg2IkykSJog5l8WmPWzZQXylMx1pgJQQR3yEPUTcDku1mYFZoEnI3Wo4YbCytkEOBYTfhoEtgmKHPN2qJnJoREbug+JgO4rRSafg6bh0HrSOGNrIfA/jwMgStpaMNM1FxcsZvfI0DCQ6rN16zm5U5QksHSkciTUIBkplsuk/4RyjDePdNURynFk6E9gAzj8G7hhQL7hf/JNO+yT4HWR/VL6gponApdFXgmIFmo6o7VZjL/HiT3fpQxZWrfWb74GQHVM81acesr/a4iMPNgGPRDiT51AlLjK9R944EqiP2b+v/OrwGu6F77MHlWb0LGJ61QYZdNa2lWdmBUYkoOCh22AlNPyxCpHyMvXP0UOJ4NZ037rCVQMcOws/9I3ovOseSOEE8Xk8zPYOgByOQhRubqqYZqokbjGvPp3RGgegq8MV6FiaOn2TPGGIIj0aGpYor+llCqGoPZKAO0wPwdN3hXG+B6SBQhBGSYbz4O362HzfXQdr0E/h8t8GAUqsfD4331jGHAzNPyzDlnwL0eFTPGKqM28auQvILcEe+Zq8iPoK4ERsN5v861jCdemJlESHDTVQ0Tb8dk1AGOOhlGyRvg/hDMg2PZaFybLZD6cxXoTTujfnb1hp/ZoferfFyXl48/y+yFF15gyZIlfP/736e8vJwbbriBadOm0dDQ8IH3HzhwgHvuuYcHH3yQY8eOcccdd3DHHXfwzjvv9NyzevVq1q5dy9NPP83bb7+N2+1m2rRpBAKB9z3rhz/8IVeuXOn5+drXvvYntv5Puz60QfSjH/2Ip59+ml/84hckJib2fH7jjTdSXl7+kTTur319f/k+ZSrtGCHMS/dcWQvA/oQUTGCXSmPY8iF5nanwvU0ps7mAbxQnC+HkJJg4E/A/AWTq5JcG3D9GLtqEaQT9sH00UiiB/eD6suEXSoZBQSkiz3e0SXQsgt5BtW/jnVrQacgoSJgmXEUmVNngmNW024X2ghHASPBMVlPo3CH3d3ozkCfXPe0mg263NsmscoiuhKYh0FgKTwHrR0DdrfKuWPVVOnfo35gPrOdlCIRK4dIkM3a5UH+nMugqYU9fxfvPnEF4mbYN4IVnPYapeTTUBWDbGXjXgzbcFOBctZRXO9zxQ2SIFiFFlYPwW7Z8GUeWNFM2xa9BCPYCfGbDDcDCVtU/eq1DbYw0MvAeL7R+Ga7uB0eQ4QveZuUI4uTOragURME2SF/Fs7cD7TcQiqAyGrFFpPzgiIA1h+pN7acQvb93GKpuh6O3Q+1jkLAKjpX2GEYnj2oTPdkJ2yerP1fS0Ak+OBKwwuWBpt6cDQFkszQHjbdCZAA0Z8gYxK62dFXI69EyQT8nB9LDcG2fIQMLrwqKYtWpl1bk1rHCwmEM//JR+I6RoWsW8M/V2Dnu5lhABJvUISN7ig7g1AHHMowHAHkOBsNvOyQij4H4daJmXOuB6CrDwI3qRUWQIVyymI0hI8f1CLxPpzyRnoPyzFkBGoxncBBYciGrDDzb8L6FvCiJQHgfxO5jQ715nmct5O6Cy49CZCvREZ/SQcOtbD/SgPEQSYR3w6qn1nU/PfrAWwmMPQ01UOaApVOA/XDFChc/i7y9ttXiL7O3qhQKFh0YrveLlbpziAqbeoE+JxS6aV8HxTtky+4173utNQ5CHuuH5E0Kb6cBTQvkibZfg9h3+BGwtgMmepBBVomZV6/wjMHB+p7nHXmtokB0mw4awSfg34BeQPpOuBfGXoWAFSHj7V/R7hq0yJjrH5T3zo8OLDGfMssS3MIYRc0BJZoF1eMZh990yCbm7VPDoKoeqJGn9x6g726YYG77XQZcmgEjcnRYIRH843XA8a7GgwlZ7gDc1TC4nLv6Qa8WsHYhQ6jdtK1zMcxpxtYBByISGR1o2uHCU/rleS8T7VDmBM6UmopGV2QcWfYocSaxUYZWt2f6Y7jakYj8OT/tf+I716xZw5e//GUeeOABhg0bxtNPP43L5eJf/uVfPvD+f/qnf+LWW29l6dKlDB06lJUrV1JSUsI///M/A/IOPfnkk/z93/89n//85xkxYgSbNm3i8uXLvPzyy+97VkpKyvtql7rd7g9440d3fWiD6PTp09x0003/6fPU1FRaW1v/nDb9P3PtIwnIhM/tlRLIAYJfMuGLgKkF5ucxHxC5Wx6bjmnyCOExp9sxXL8VNiXBgaPoJB91SXFcWCUcjP95cufuJpIIRX7EqWMfBlhNbafndf9x5BlI0+MJPiWA9q3EP3sdGTdt32Z7vhRYmYENkK0+TO8HZIE3hE6j3R6iriXEEbQ+eYoSEdYlgJT6JRTGOnHREDsCnhM9Dgeip7XqwsrCImGJXOe9auUl8nzb0AHVwHiYeAGmA0lWTB20VnLHwpAuuKNeDNT9/x263JAWQuyxzXNhUEj9mQ+xGaZmU0hlIehCXEy2fAPDeM4ci1z0hMmICHBclqfBOwusTZY73D2Pc/SCtJ8bjpxnOPnsdayohtxiM2/jkYfCeB5GBAD7SqoHAKl/gEAZ7aRAcxh+nAO2B6DtDubgg+8G4BcYGoU8zbUH3v0bSPgD8HUYcgGmXFL5gT4pZk5DaWL6Sw/p9JwQVj9sNyltudtg73U5TrbpuGCIKW/UKfeaRYZkV18JQdQhb1a4Qhg30AYZrVfb3phESvMRarDJazUa6O2HlN9CnwkwAxY6ITeAtMkQIAOGnzZykrIQ2pdAr5VQBPPt8Jlk2NlKHBt0HmUIJa0yFe+f1lS5kRGVBfML4Ot2SIkiz6xrDoSPG6PdhO9iGZrf5G8oey7wEnjnyViqmasFkj1PpW8ygZ3dWVeZ4C8RZ1GCD/7+dRm6ThgVAsbCWqsyNitdUOEFe7d3szvy2AXzR8ow/EE1VD4Nf5cGufvNuETqVbaGfVC/AIWRG0SLYCkQtUbKbyF5lfBhocOQERSe72AhJO7T+1akKZtwQrPY3/HJ8Ms+A9abRWrYPhs+X8ZrwKJkOHAckcP6jIcWtw4k9muQuQuCvzQGFfLYhTeC79PwJT8MXQpjFrHSCbk5MHwPwrN19ocbmsXJY3lQzN+tKCW/EmH2fFv1usRCU0D6DmEQT8HbGRPhtnxY0UtyexUZO98ZCVPK4boCyelxYO9ceWdS/LDsnOlDBFxlInm9PqgQ824jv6l3w0jRBLyRB5bhxMlf3cDdMhITJiJ9dgSomyvKiuhlaP07yJvJgaOwaAOCDuS+BB1Pq8itNUcYtVgSTD4F/M90APyf9Tu7ozzvvUKhEEePHn1fjVCLxcLNN9/8X9YIPXjw4PvuB5g2bVrP/efPn6e+vv5996SmpjJu3Lj/9Myf/vSnZGZmMmrUKB577DHC4fCH7u9/5/rQafc5OTmcPXuW/Pz8933+u9/9joEDB/657fp/4nrzmXSgDWzzlfFQvxGSKwR0bs3VSdU+DLaUgeu3EMzWFxuAzHu5ywrX3ykdy+tA21q5i70j4Lpzyji5rQAmwK/D4MpHCuDCNCnq0C49r+uInmlHWR/eQlWhjqZCyh/AslYhswaDm8laA6XCpVQEgVNIEWQCWbCzCSmvE5gwxmwtchLpAXoE9htQN2BzQfQpFXnsvr7VX96AzF0q45CNNrju0Jx7rl5qzVfD7ddMdksQBqyGoetZWgDuJnT6rcmFjM3QT0ZNfSIUJsL1bVB/G4xNg7rnEAGlNQuKh0IKHOyCe0Ybe6fOeB1aMdQ7P1db7VlgW4ApD64Mq2CRSlP0RwUjXVH9zV0DTTPgGS80DoKil4AUKCqF/VDXhRR9FQKznwCK1jCqHijYxtBts4DecKovrOqrU3e/Bjg3DLzwM8bAt5zGm3dCp+gJ6ynrDwWngf7isPFlwapMeOwEwlmk5xpMTxOkNgFO1V6K5siDmNWskiSWZkg6C9Fik+GXAvQB31DI9ooN2VlvMtJaxWMTOmmMx4VAPSQkQnginB8CF6F9/Bj4G+TWiQCeN6HXIxrOl8W5OT1HDoMDb6HQbYGRuayVMub76dEbnMSx3IlGZkClE1qWK/0+ZSH02t2TFbndCjN3mGckorG7VqO159sKqT9ViDB1hW4IH5fshg5D2ibNe/KDcHmzwkvWWdA8BrKXg38j0ARN4+Ul8i4UBulMKaSX8a4NhvpgkRearTChXrdPvMkccCLgGSsv0fJ2OJsMYwo0VDtfB8/t4N26FiyLIGGFwj2daw2Tez+F+7hf5TBwQvg+sD0DBWvgtAOsz0BKGYSfB+cyeSjsBqN5uQT6bARLsbBvsdsho06e68Pwwk1IbzRpSRM9rXdG0sXAbnEJ6+OcBN7dwh8lPg2Ug20VJDSCuwwuwYozZvnUA6694DbhV99m6YhLxMP+ucDpChmtvs16vnWkKEtS/PBpJ2BRksSvEC3FKIkpRafA9/fi0Tq4DSylYHeJGNYzA2omQf4u8aSxXsDvC7OVJTcuKNm4pKYNr8OEEY0+GAX7smHy7+CA08zbUTM2XRXCRBWulC49v1PZf8OD0LwI/Jt0KEmogeAYuddbDip0WXyMj+v6U8Ndf+zqrtnZfX3/+9/n0Ucffd9n165dIxKJ0Lt37/d93rt3byorKz/wufX19R94f3dN0e5//9g9AIsWLaKkpISMjAwOHDjA8uXLuXLlCmvWrPnvd/JPvD60h+jLX/4yX//613n77bdJSEjg8uXLPPfcc3zzm9/82Mp2/MUv30BlnzSfhPBygR475kFgLqTUQZXB+eQg5ev5DgzcrUV5qx6xYgMC57WiUzgBZSbYG2DY52TkdEHpbrSQLyFXMWiRWlDauwejDNeaNPKQ6gwFXzEMqrNEfHhreQ+HRsVbSBEMRho6gAygavPjAcg1p2SrsktAMf8EtyjzKQTrNwC7MkHcwBS0OWWUQ6RaHB5dyBgKleok213tmi7AC9dKwFIFobvBvR4uGe6QCtPn2SZ+b1eK/ZRLcDUJfpkGfZqg7riZk+G74bo16ksiTDgDP22HncfVhZ7Cq92eVWuJFFm4hh6CwvbxmoPUd2BArTbs5LPwvEWcSuknoN4DWbtkLPR6CI5XaU7fBErKBUgfjTaIFLTxXHxe4dKOPBi9S11PBJZkQ45XBiTJkpdeIRkjfddALvTvhP8YBuEcCDvh1W5j6CQGGBuRIUdIpV+izdCVrz7azxiagGZMzEVkfdZ+yizDIkJAe6uMoWAvNThSI0ycfaI2x841anB7qTZqN/A5VMOsJ+zq1/PO5ULbJmgvYWUObGqBA/WIiNE9F88UhJXJQ0bsYTNWPmVk4TRzlDBNct2x0fzuNkYRPfWxZjYhUHUarC02shctk1GR4BaRob1E4VoCEF0Pri+qaHLLBGhbKk9eChB9Rhly9BHeDp94stK8puQJcHSOxiMN+nqNTLXDJRc9uLcdDWaoi41XMhceToFfJkDFXnjhEjAEappQokJLhp4Z6gWeMtOYAHTYDb4tqhT8fkDMY7JAfyI5DC8C53rV4qtHWVrVQ0wGXy49VOfj66C1EM6XQtvj+iwHyV2GeSVWhcATN0ufJYwQaajnCRkujjro+whcv02/hzfC5efh6jQZOjOAIdugY52whe5FwkR2r7tiI68JbumAxEJ5KGNJ4Dolr1byWWGHNlyDi5Wmusw5HaoahwlXWfsYOBeAvUyZqV3bJDCHzZwFj4DtCdEqWAfDDLhrhApFUz1LTNKtkOuBK+1QfBNMzIHPW9BhptLMm9us4+vKoeNxGXXN62D7EPhMkPkTjKy2TFAGbrhG9QEDSIc8Cdi+wMd2RT6iH6Curo62traen+XLl398/fhvXEuWLGHSpEmMGDGCr3zlKzz++OP87Gc/+0BP1kd1fWiD6Nvf/jZf/OIXmTJlCh0dHdx000186UtfYsGCBX9x4NPHdi06C55vQLNLCjWjzpxYSoT9cG7WZlsMOG9XOCsLGQybc3khBLj3kHsTUhKZ64XXSP93tDMAwWPKYmosYW0eyoIoQMaQ+24DgnaqPfUAHujYIC6YBLfIEk8Ng6Rt2oCcyABrewKyYHs/MT33lMCqRUo9DbNB18mYi7bGM4e6i7qmrhD1fjhZTMaOckPl41fYq7nElH3IUujNjpR+BsYA6Y4pOMHVLCB6PhDYCh1PwdUShZ6mwMEkZDRWKzwRdgq/seIttEkMhz1fNG3uA1x7TkqpFvrVImXsQsrNafrnuk3jGPOBZbf5MFsYBNc5sJxTGOoYcGaITqzBwRDdBd/tAMtCCC4Rb9NKi94x1rSzFCnnG4HyxzVnjWNYew/gbIaOtfC9i7AWaK6HlNMqFMtxnUCjBv8TACrjm6ntGjjaTVXxfkhGpiCvR6yX5qe5RBwwUafhJQroecGB6nx7dygozeCMmvQTyJEx1JmtubHmmEK+1h5AMaGhoiFw10DmGTEZbweeNvLT7BJQ2fNjIAq9y5kUhuNpRj4T66DvZvaGkBzUmLURKdT8ZBrm7W4Dq5tfK1JnMtQaZOxZJQucMe9N2sb0fJjpNdPYhfrqni1jsKtCjNVEIDoNOq/X89PfhMxmzVlshcGfZCrlHZQ0AOpv4DYxIregDbc7BFmvV/UKyhNGGngum/npZ+6pk+f1hQh4pkBKNZT1h6CV93OKRW0GjxLVQ43TEpzi6WpE4ajgNIH7c7xGHxiZeQLxZ73WPYZdSk93XFOoKvm7ylqLXOIuJzxrJ35AsIIs93ZDQ1AqgHxziZ7TtR467lOfaoEr86CiFEKZkLqb+SNgbT8z/skPwuVh0DZObc9C7Uwx70ksjpNtBo8oyyxaI3lsGsI4zgHX9N009Pk+YFEYKsZIn3Stl+fIavof7G0OBzmmAO144Xhav8F845yveBOF5gJAvuqY5bwup/WBVvDWI09YGtzdAYwWJow+Zuwuz1WbZjRDvmxA1Ze0yHCONouQsR0dLr6Fim3/D7w8Hs/7fhwOx3+6p1evXlitVq5evfq+z69evUpOTs4HPjcnJ+eP3t/975/yTIBx48YRDoepqan5v/btw14f2iBKSEjgu9/9Ls3NzbzzzjscOnSIxsZGVq5c+VG27698hYFMyN8fNySsPxQAEbcWpyXHEM5ZVPywBhkknke1KO0nVA8nC3kL7O8CXeLl2AjUeHSCKilnpheedWLo4f1o0wJI02k0EQj8RvXHoiWiBAj2hYIGbT4BpFTcc8G/jaVDYGS7AUK2Es+CT0NKz405NfuN4ZABRM0mM0Jg5GgDJFUbPEBIm1azy7QdAyBOoqeGa/CIhi7mg4gbbVB14D4B4VK4vArOlQBJMKycMgvk9oM5ifS4tlOBb2fCaxa1s60V2hoVPqMeeWlA3q5iFWafWKB+FWfqGT2szMlBefECueYFEZ1Quw21Gg/8FgN0RbgcWwH0T4boRn1m3wDf1+l84kikXfMQqLpOt+RmAlkvi+rffs3UqmqFiwHonwNdqdCVxudol0fqmkWs01dKoV7i9SXDCJZwFX7UAdszgZFGKSe4NdbRLLOJRgxY2fSj29iJ9TJMvmM0ELYOyRvpELbLGIpiBMEY2gRMGnqJfk1rlgczZoMGD5wIQ3OrZCi7QUDl4MswcB5MhVI/3HIEeQkmAZNNGYVXgSuzxJFVdFoyF4IVrWjzPoHWRaWRw1ipiDdtK2UIdW/krTDxThU0z61DpS9cs9R3axZ0TFfox1eoPjnvEKFmqBxSH5TcH1oirE7qHuj4sXlHqWQjNlbGsTWgEO+nH4bbmyEFUmtRDb1+0CegefIUg9WJDiCVJpwU0TCvtMLuLtj/aSgNQ5/thfIaOmZoTST+qwDT0b6an/yXha0LbgHOKzQdnScjMnQKHKPgVAl0GmzFj8y7FjTDyC2aO/tYsLyo79IoSo/b1vBCK9xfi/TRJSC8Ql7gSLW41IKDlV2ZuloldzJRYsLBBeDdp/BW8S7IugVuhQ0+WLQP+MPjEBoFOWdU1sMyX+shzbxrR67CmYFd8SLV+DT+V0bALnh7/ET4ThFsdKksxsU8JUKstsGwchhcINmoBc6WQvomrc3Rb5ks0QC4DkHqffC5IBtq4YUNQO0ssNwHt0JdIlxMgoSp4L2EDjCvIwD8VBgcloxV/Ao4tkBjZ5+oosulY6ACVvyqUDXYsmZL17tmgfUdEWkmXoXRL8UPkh/HFf2Ifv6bl91uZ/To0e+rERqNRtm7d+9/WSN0woQJ77sfYM+ePT33DxgwgJycnPfd4/V6efvtt/9o3dHjx49jsVjIzs7+73fgT7w+NDFjbW0tubm5PYSM/+ff8vLy/uzG/bWuOFP1P4HLBtcthAtr5SZO/h5Y7hUAOWuNTrFu4oSB3llSgAEEMB2OwkLNqLiprYAexuTO66HrizC8jmfHwv2X0AmxconCF84FapD/NUMG1iwQbMpCZbpF+4pzJrQ8ThTnmgXp26AU5nukxHjLdMw4DdRJDIlboTYTi0un2KhfBGShI1Jq4RopZtdcKdCWPG2MWcjjkfR7sfA6MaVMEDC0J3BvrqhfWIeuVLAegEEr41kpPoSTyacH50Q7kANHzDO/Z4edb2KMKeTiHgH70mFyAxTnGO4eNyrtYAsChXqve7bCR4oZIAMhDerHa3NpB/qExAETsytclHJaJ2P7O3roxPkaxymoLlYeYhQfUiajqBhTtuAJiAxSenopkoPit+DkjfExyvOqZEJgE/TeDWNhaRr8fT00u6E1Ef7Wqcd6jwPvzBIfVNdAQ8TYbfG1Io9XajwzK8FnCP9y3nOfRyDqqFP32c9rDKL1OsWHK02I03iOQOBtbxFcNGemviiU6MuHlP1w3WI1sCUDipvFGu6GDceNvOcTr3Z/HIVtPfRQKZFpZPCI5pnmaQoV16ASMtkrxVUzBdbmw6ItyKBKQe/tWCHPZmw3JG1SRmDaSrU/dNzwgpVD8DlNguVBsVvb8g0hYQrElkGCWddXX4PrVoNnvWE/fhh6LadqDAw+pTb7C8DVCjhFxJy7y/QzH6iEfZ82IRnA24qKK88A79ZN4LoP/KsUnoq8oYOD+8sK36aOguBOEWiGHwT/SRg+XOvTVyWPsncN+Pdr7IrKAAvU3wjJBSJx9N0kItKsOk3hlQyYbDxtJ+jh7KJtnZGjk2YtWPWs1MVaC22vasPvZq1vWykPW7eOq8EQJX5NkxHcAwnbZLVXaVmRhtLe3XdD208F8LdPgnazdmM2qFNIkj1onfS9DOf6wpAzEPu1DBPvQwbXVKxwaNqTKkw8eK+A9FmbtXbbS6SnipslV5dg4mQ4cEZzM98OG14CMmDpZHjsJaAApo+EnRv0f85niGNr/Od0OKreB7Gfwg27JW/1J8F6v+Fo+wrcMArOPQ9vjIGJ/wHz/u5jIWbkKgbq8Oc8DOj93ydmfOGFF7j//vtZv349Y8eO5cknn2TLli1UVlbSu3dv7rvvPvr168eqVasApd3/zd/8DT/96U+ZMWMGzz//PD/5yU8oLy/n+uvluf2Hf/gHfvrTn/Lss88yYMAAVqxYwYkTJzh16hROp5ODBw/y9ttvM3nyZFJSUjh48CCLFy9m+vTpPPvss3/mAPzX14f2EA0YMIDGxsb/9HlTUxMDBgz4sxr1/8zVWSyQ5dvVYFtk8Ar3QnQDZKzRogctaH8JBDfA0G0QnavU9uHAjgVykTuBwHqlT7fdovh7UalCBQG4/yWkkK4Aw9eIZyjqV7q45ztKiXcBaY/FmXntM6HtMUjcCp2zIMEBn92mBX4UNuxDJ8PxSFH4zDsakKelH2A9rQ3CPlaGl6Uv+LeKCqBjozxDtu+horLGHXLdZZ0ykmrlQvZskCQ5Eb9Sx3I9g2w9I9Io9ztXIGE6BFfKK3ASLc6jMP9O077DwAk4kiFj6Ht2FVjcWY2U+sRyyC3X+30w+T/gvFu4jZ5Ml4yg2pLglgKz5ij80E1h6xurMiQ5h3QKzkJkjU+NV2HIlANQPQbstQKFFs6Hne/CHQibMASxJQ8tUz/Gm3G+/DyEFwsHMe917TU5wJwbYPghKDihTd5Zr3FMcPfE83OB1BR582wxOQK8b6FwXsE2DW5ilSYw2hf8m0Xyh0XYrM7+AlnTAl2fEVkmEegqAkIKZSW2ihgvNECfWVKMMXSTBKRtqT73F8rbZOuAQZfjBmrLCIVPSRd+rv0IpD7KygnQeQk2BMz8Rafx7I0onJiC0tqrCyV3AcgdjTbDEabn/RAPUYORT0tRnOjRB4uaUIi6wHBO5SIPj3OqDHrvKMlw6wqNR9pmpdgH18noDe4QwZ6tDNofNcZinrxZdEn2+16Oh8m+9IZkNg86bKbvxXA1G5aOVh9615m22lG4Jhu+alHTvFsEz6IAGiuB0B7JB3Z58grWi0WcgDxw7SWan6ZJJlv0hO63P66U9OTFCtd3ez07C1TCot2sN0IK/ZbWQXAV+NdB6s/UmBzkyRqFCbv11TPCy0SaGDVh1sa5cG2auKcyluuwh0elPLq2ypNZgDjXbqxTmK7zenDcDvZ1mt8UeniadFnjWKJoBqQcUhKI5zD84BosvgavVepWS1hr9sQQCD8Mx6cq6zTzNIzYJs9hrJfoPqJ1WpfNS6BzH7iXwfRm5k+Au4YAl+dywBSgn26HhwLAFOGgH0PDzu8zWBY17c1F3GId90v/XnwK5ufB53czfYSGB79LeCn/eumHJlTFdwPg+Ts+tivyEf38Cdddd93FP/7jP/K9732PkSNHcvz4cXbt2tUDiq6treXKlSs990+cOJFf//rXbNiwgRtuuIEXX3yRl19+uccYAli2bBlf+9rXmD9/PmPGjKGjo4Ndu3bhdMpr7XA4eP755/mbv/kbiouL+fGPf8zixYvZsGHDnzxkf8r1oQ2iWCz2gd6hjo6Onk79T79ufahKNP71CEPkKIfEBVqQLStgeLlYYd3otBc+KkU2ZjOcWy1LPnYHe0rQwhsLRJZC6n4RHI4GrlXDpQXgn8b5dPBMRwLrfQzsY2QEkaRF7ARhiJaDY6EUYurPYGsJ2LfB54NSSm8C1zZBP9gz2OBzjEu/p6zIUFQPzIoBb6dAQpk+sOXLre6ao9OZrUMKMPiynhPqpTGpHg+dt0Okj4jZ0lBqah4KtREydc2KITkk/o80wLoH7KvhKCzNA6Yq9Z7TDogsYPoEyPeBMwI7KyHXrbTrg59FCr4AOP+uxrce8t81n2WgTRhzn3u2TpbharFOYxWrccSpjCxqZZxsASpuFIYolidaheVnhZOIPiMv4JftGr8iNBfjgjLo5gBvPyXsV/UYjtyJgMehh2DZcVXDBqABLO2wuRIuDYHG8ZKFZmCv2fTboeiQKgZswMjMBLhrAhDYYqp8h6BphPHm2ZBlaJXnx/tpIF3GjMUAdqJOPThaJ++OfzBcNZsgiWCbbNrXBEnNCsn5ssF1QeVFbB3wS2BZwCQGWKCpFLhPpI03LOKzAfjHIcgY6geM2a1DbBPGOxmRTOVrXu7GvL4eFUz2GdnscCjcG36zp5oI1WhN9V+OJwdyukxzWzLU/uQHxUMEkBpUmKZ1LgSH6+85r0DmNoVy7E8IE0VACQmHgLYfi/Qy8V8h/JwOO4/bVA6iybzLCZ5++m8tQC4cHYLkPN8YgilQcdw4C+dAyAUHC1QQFv8WSF8r9umkWmMcIWLNnGYzl1mQuVfyQBeEV4P/ZQmEFYGlnc0KiXelacx6RTXf3p+r8npZrjJXAdq+Rq5d0UVCZi4aChUaTDwlklRLlrw1oUHyBnfu1oHPgjwmjZOgeaC8jkPKmJ8nA4NLQPJCGXd+k8qfdloGbgRTty9LWY6u2+S9sdTIm0SiMsW4CNggqcjUQczRHD0HXMmG66LCaBaZ98Vm6Z7vh9Tu9KfEheWogs67WdoPngde2I4wnsZIXRKDIfWAC7wNyFvmd8CoZrU7kzghbup3ZQwBPLsLumBnAIV93V5T+Bf1oWkBeCpgHT2Y9v/N11e/+lUuXLhAMBjk7bffZty4cT1/279/Pxs3bnzf/bNnz+b06dMEg0Heeecdbrvttvf9PSEhgR/+8IfU19cTCAR44403GDJkSM/fS0pKOHToEK2trXR2dnLq1CmWL1/+gTinj/L6kw2iJUuWsGTJEhISElixYkXP70uWLOHrX/86d911FyNHjvwLNPXjv3YxFsgRF8cOzEb/BehYqRvcmNpIAOmQtl5Kvga0aIDYdPp3ms8qUKZF+LiYgLcskAETaYTZu3k1xeznlzAbWpdRkC1x5uaWeVIgDRkKFXTmwZy3ZBC0As8gFmTvfTotYardt5pOZaFNK414wccEtzxXiQtQ5fN8hZgsLgNIrpK3yjFJ++81u1zdfvN9a4uwOh6A03qXLd+AgE0sL3WXMDcdq7VhR9tV1R0gBDOPItSqcz3zge+mi7uJDHinHhb7ITmMNti9uZD6W3kU7oSzw2B+vmlPIj2lkAjXqF3BI/LgkSOjJPksWC4j5sqB6kMUhcM6Bqnw5/cHCbzuroHwJtiyH96E4huBi6VixvU8IeVPQJtO/6V83Y5O+J3vAoNkZK1OFqmid5TG47JpnzUAFhMWdcrT1dVbmWY/DAmP4imCF2qQFyNm05i6mmXAJrZp8MiUkWoNaACc9TJmCYiHqJtzKeoUhiijWen6PWHNS5rf2Cy1JeOUBjGSrmymKmCwU0bLeoxMblJpiQoY5RRbc+5NRra8sAg0Nm7TudhusIInUxvXRKd4bWgycxYrVZgzsFl4plYUl+qn7CECsACDh7MS51nyPS88XqaRO+ccHSQcdWofdpXJcKIvpvxB7XHMMuu5WXW9/rBMRnJwl4Y0cQF4ICcA5AqMm39MoGnaYWyFhpVWyHUCu2D7SDkbXvSD3Q9fSoR1AZQtFlskj0fMbpjxIpDghXMZImC0BOkB2TeVqlxEQplq7UWQJ7c+Q3ZE0KX+XLBA2xIdOmrGm9BwreY0oZkfAR0JaiMhRIIJMvojjUCajORwsg5ZgwHLLFl1qUv1PbcXQnshG67HGAgR1NZrFhnioUMyKJrMOkrRa7AWyMPs3yJPpOPWeH+w6aezQ3qo0w4vtqp/GVHDz2RkqBllmSWdhzft4JsgIy6lTFxTKfBYDXgrMOzi0Z7Q3ehmsITMM2qQgeUSCnrkNeLlYyqBpjvA9RB0PAmdI6SHQyhhBbRGOjPAPxyGrBdGsglI+2c+tuuP4YL+lJ9Prg+8/mSD6NixYxw7doxYLMbJkyd7fj927BiVlZXccMMN/8la/B97lVqBJpHqZSGgp/2YFFtgv+FQ6ZJCD27RZt8P8YN0LmZtJhCCL7iIGyG+ddD+TfGehGsg6xREt0EtTO6EnSEMYHes2pCCOUkit7e9RKfF1DVyxScdFqj5OPBmhgyj2BrIgBcCcDlB/DDKusJkeWGUrHm+NUuhJf9rQKaMIBL1u6NcX7a41J4GpCjPqG8C7eprJAKRDP3ezaTsXaMNp/F2pcfiFD6nYyNY4X6AKpjYHUbxK816OvB3fjiYDrYA5HTA8KtmHK1ZUsJuoBkGlRuPSoZpmxvj5n7N8Ezebfrk1XzGbMJRRLN030U0vo8EIGWPXvImUnwJYY1zy00wCiqqgUFl1L0CdCxWSKvvYkOfUMEBH/L+eN5RIwYDy6C7WOrnqAMHmq+OPGHK8lUp/eEUSDwNtndgZCWMj4G3Fu2ylhxj8CAPV6ReaPJIH6BTG4olYGrl9ZJnLFIjCwunSdU3tGONZo7w0QPosfQV4NbSrOd35QpD5DS3Vl2Ud+LrXhi8RfKf1AwDZAfXAXUVRgasUFdpZMSboTpeBXqN1ysj+EAt1J0wMliBChVTKGC/f5vkrLQO3PBCPTAWHgvA5FrgYIZJsTfuIu8CYfc8SySUgR3yZqaugOBeGRyVhYb2AmhZqA32CvLcJPwERr+ukKLjFijYpbDWYOgTAU8erMyBhJGw1AoUGNquIcC7UFcN3A0zA/BGK4xzwblBkpVRR4HQI5DwhDyxCQ0a22iuOj98B6T9DCKH1TbHLBmv7XPBOlfYp4ZScG6VXH/NzMfAczDyZXmILfmQf0hGTrQeLMvgFrg/ADOriVMTX12ibNKEWiVkRFPAcxS6jHF51iGdlPQEMEALy7EGcjdDCiyqRQeStseFMSs4AdYNENmsqUhBRkSZeV/HWq07+1iwjZXhGvDo4DLiergtGX6cHPcWrkiTxyV9H4R/qPu6vXTJ68SlNRExUVteNEV6d+u+ViNvlwDbI1AM+6Kir0jKNKLuMe2/ERgOX8w29/+mVIWFrcMkS/axELxZhsN+BEZ3bVZZmJgPWAbn1kk39I5CrNsC/Biuv0LI7P9P14cGVT/wwAP80z/90//Kark9ALZ/OA4DdhpswX79MfXbptryXC2SLrQYXbN0jy0fxpRrgeegDTkHLbxTJQrBpJwCrOBbrZBU0eZ43L0O+H2pqk6nr9IJK7FcG40PSF6t+3zPG/LDLiATWh9WKY8I2pxzENA3hDwSPuKbm3Ha0Ir4RaJ+ue0tLnpS5dseM2zIbhkgttEyEC5l65kexN2SUgYti+Lptm0OeSesWaYo5a0I3BNRI8JHpbgHbNNzzOmfWtPOHMi9ETZFZMMs4AABAABJREFU5RFyRmBZEuysNe09kgs5dcr4elC2Qh1wIICMkyS0wToRripco35EGg3/THochOw14YVau0DDmYdEmumu4f9j793j5CqrdP9v3auruqsr3emmk06HJiHXhhDCJIRgnCBIuAwIkYsjJ4KiRA8jI+HADGoUT3RwwhAdHEZhRNGMMyAaOSr3QXKIJJEMIQY65EKgSadD052urlR3Vde9fn88a+8dfuM4BwVmjifv51OpTtWuvd/rete71rOeRc9s6LwTOAPyX1Rb5ln/voAe/FoELi3Ievh+4MkVpkR+X6SPL/ml/Mw+CAcNu/G4bkm79d2k62CCLFx/0wd1tgFMmWN5h54DtkXEqVM5HgKer14lLiWoFpQiE+rF20XiaOLEpTSPzJRSFesB3+u4qOdqr9oX6tJmXDT/0Ngk9c0vgfcAs3fqGeH9MHa1NvaWXlgivpfevLVv6Ihx9Vt/tSNMUNLGMYzWyHNIST+4VG7NscVaQ3PX6dQ+X/m4HvkxGqN2dNLvtUNJdUARP/m1mnO+uD6LXijFp/EnYn5uWAuHFsuFU9ypuZ57WLQauQfFCN3yOIx9CurWQOYbMLeXbDPEBzS3C3GImLX1pVkw6/4ZcP5udfMI/KQNLi5a2yqqZ2IqZB64E8auhcgqBRYUH7I6fhAyp6ljIk9BZCvEboLBrTBxvmTG2D5lqc9vgOqP4LUYnPgoFGbDq5Nh+r2yFo6dBiz2+LcyM+DM3XIdbbY+awVyd5sS/RRunj9/p+QHQOM/ijiy1C1Zl71Pf48v6Pd9WFb5lRCYqc44/FU4LmXcSejw+GuTA6VuWa5oh+IEo/Cohx/E4CRkcfw8MOkgvDFRBKPxzVIYCxdr+hYXW9DHR6FvPrQ/qDGrDhgtSI+4nbqs719C8IRBoEPpVBb/SlP9jplw3ePqi8RcyHy7SeDzHYj8sulDaofvEaidK+VpB3BwH8SmmiXzC8D7dc1PpsOf3AdXfe7dAVW/xtsDqj72aLb731R+ZwzRd7/73T/8ziyjxeb7lCItfGZeH/c1sVXnAd/tcrVETJAv2qYFlEbm2ZeWSVnYi04XDRuhGgPyCtOvZXWy2aqPyAAnbYRxt0sZmrJNZIxZJCSqIxLWdefL+kJSRG41I8OYhZSBPfaqwqKZSFkZQPrTiNUvgPh5IvP129zD+jB9i4RhZVDKYPUSICtcSRRFSYGFr+flzw9YnzVcaxmj71XixWoK6IPcFLkjwndp43p1GYxDG8cutIG26DGH8TBEJx5UuLVr5j29V0KyAzb1wf3PwV1jSAlqtmtC1pe1rF7VnPEihYExWVDybcJyjYbh2BzUDcDPFgoXELDkRIEuqP1c2eljP9dnI3ikgccWpIQ1oY09eDpM6dX9x21282hy5USxUrcZBuQYcwmUuwWyboJLa/BkO4w1Q88UMZdntqvrmFdQ3QMGVihMU5RNqUMD6jug9oR6NbCFhZZQs2TkjVm5aCOH5BYqJW2SRHUff5vcobkfqvPK9VJ8QErIWdbm3CSBsqs9AjPTa/g5JaflGbyTeJuNQwov/9wIUnqjvDn/0xByqeXmyVKUXecRX6bgEYMI0YysAf1o/SU+o/nm79E4jz0kd2e5B8jAuDuBbVpHFZsPJCzSbCoke2UxiX0CWn4M1YM2b46DU3phpukXUyFxCkRi0DUVKMKsMeC9u+EgdMU13y5Oq8t5Fr4XUD0zOxCTe92t1ohhYB1EP6KxSnQLp1j6pBo4OA9K7xFGpf5OaNmg+tdfJ1fozD0KCiiMF77IbzIh8rj6fHSxQNrNuzXdHStcElk/KKH8X2uFG/J3QKVbTOEN1yqNR3WjZB0VWVfDCzR2eSyX1xFjV9giJbTH1kGTjU+oS0pMZD5e3rz9Ush9ZY3lAaQMtWUEqp7ggHESwjqVOvTMwkaInqmOn7BDefkCLW8+eDl8RUWr5xabu3FYfBjlgWyD67bbXHwJMj3AWSldmwJGPyTG/PAaCO3S/Hse8TQ1roG6e83itUN4tGoULnoFL7z2XShVfn/r0FGX2b9bfmeF6P+JEgGC0yHwiARxBYhdALXrxZKaRDiT54Dh6xXmuwFt7qmINvrcen0fQxszCctV9KQER2ShJmgeLegw8K9N4L9Bgnt3RBunb542vFpWgia/wVwEWZnhW5BA3I8lyUQnuga5J8jYZ8P2cpSG8mIpPbWsNpLyHgnH7H3GkP0Z5YVSmJysQoG8OEiqUdzQ2xETXpW15tL7nASvv0UPi21QnceWKcy/br02+xxyp/Ra+1vhG8BJDWLNJ2RtSiIhOmx/H5znbrQnhnFZjRnDw0v54lLq/DELK0cYnLr9ejEO2rfCGzFtMGcO4Jq/WjM6NQe7VOfwv3qs1EmbC326BaNr7NSWlWCtO6BnHUIbybdzwmoA/E/E/eJPqW5zdc23fYqAGUqIkHLxy/asqLW/uEWZ68kLHxNeCCFHGEeNlDABxCHygsDGhCxMH3VKKK3NKJTWQ8u7dB8yUB003FFA4xtOqx11A5q7DciyWavTmJYMj+LHLDZ4+ccabG6V8KySffb/oo1Twuak832xSQmEnbFrR5aNPrvWwZM02IsVUmZK3UBVcze8QNGEsct04+w9sp44Jdipz/0xHWyGm2RlyH5dFfc3KVJzZKUA4s/C1onADlnqnugw4r9xcHkzrhW4u8/a0q9uZjJcOWDzJIopGltN4QzbmvsxWqBFGL1B7MwO+Wn8QV0/eoeisyLzlScxkBcgP75HylF2uuVrW6N27m+yQ8A25aXrs35MA0NNMHKXUl5U0woGqQxqUAILRGEwttZoKhC9B83ql+gSj+w0bG2qDNpcXCzFqk3DwAjmNm3xmMSradwTWHBUcqMJKRwVNNcivVK4g6M2Sdo0NgEU/p/5Bq67OzjdU7iyD0Ai5QWd9KHMwp3osJEVNQf78OTI7nn6vkVj7OTLo/6b6r/0KjVms31X3KZDYf6fNYdKs0VHENkrK2p1jHet/D64oSNfR8tvLEcVot9WoiN2Gmn3OFXK+8R4m7neOwktRC6zQWQV2oKAe2n7vBmbhL2Qu0fCIjzPwNghRT004UWfzEopPYgvLstPcLqEXB6jrO+UkMw/ahaYjO7fh+cfdvA0g7jpQUT4iATHiF1b2OgpWOHZUlbyGxQWXB0RpwtxqOwFxjwrw9gklA+rJI6cWK9FkK007qLt6rDCBvG8kJTpvLBegm5knuoYQhaCFuvfIly5CzJ5q18Ojw04ZO89aOPYp3Z0BaxtFWtnAM3syqBHURCwo61vP1Sc3XgYDp+kaJ36lxVdRcmiSfpFceCkCaBVQj+Mt2lXO2SeT6+yz/JSCvxlpWE4ztp1MCbcVHyPNhuHPTq/QWOWh/uzuuV/b4C/CAJTrF8CSCEIzzU3V1SVKG7BNbtUD0Jlsv2gCLUJSjni0iCP6M1fkKXIl1VnBqcKc+IoA9UBdWJwVOHXobT+ri+KnbzYamH3ISkO4aWwz/BIzvg5j0viKY6hZZp3jifPUYJa0dxvQXikNOrj2DL1axWLsrQ+b8djLc49rM+LO/UgJ5t69HxTPEo25lFLIeHMgYpuErsIpqeMRTmOqAzWi7IhsF7jNFmUDzTrZx/zIQU2A/+jqK6mH49Vu01jSR+sbrUp1ob6Nbde4GeKAktHFmueFTp02Ck/pYi//AwpsZVtsgL7yhB7TG0ojFdiX2ccov2qf3SJrFqJlNpYt1JyqcX6PI4s3C2Yi6xNEWWBTrWbYfWjMy4lJAdq49S3tayHN3TGFQwHhZSoDK5urrnWqo4pbPXmlWNJcQ4MOeu7alB4Jn9ZuLraOLmBg526X1Mv7okpM1MPqWU1B4KdHt3ZIDqg+FtlHZ8Il8fhc35cgk8yiG+sx549B/1+CGAEWlNSYEuzZXUawgh1h+SGBR1E6lK4vqvySxwtfxjlqEL028pggzGttgnjk+7QJlt8FmIrJKDHHjJf/0Ni+nWsCCw3BaFFi3oawp1El+Ce5P3gLqpXUORSA1q4pW6FAzcA+D2ztxPGWtiqV7kHmOxl/UtiQOGIWbT0cxfP4fzdcMS15R7VK79Bp//Yebg3rA4AWdWnvF2ulKKlkMgdi3vUz6GNcOwhi5gBeF11rDtf7c09rD4Kdul+adyks13NSIhtx3ADuKzaiQB0JdEz6qzO/lV6dNrCuMF13zg6A4EWCetgp22gOX0ZGLB6B4Snyfm9NlV7dH3/dClztFofxHXfrD1jHxLKcbT5tKGHtqLNKvSC3ELOydVJmptGkW60SfAO4ibf3NQNN1XhSzW0KbWjMWxBirlQ+Tq9+2M2UWKyDgQyZkGKgq9i7qEinp28KBA2GEaoIoXXseCBKRd5A4DnwTcmpWg0DIMxU4as1F8li0w85VmyRvDmqaOkmi7mzrkqXhRSHmFT8njEpoMdxoulprmRjG3W9367d812wfBsYEAHjECLWVPj+i7YqY6sDnhRhyR0qMl83ayyLbpHbaPyn40tg/i/6ln9sCiONs82RVlR1d9/HrZ6DaOl0m5zwowqL4I256r1a3y5wuOpM5her3B5kdesrqepQ0q7gTEILpb1w3dI1mZf3OgvwhqTUFpj3nijvvMNC78XPVtrrjKovkvirfNBzEqdhwaLbvQPqpOrA57+nMfkFOq/co93D8cNGp4LftNoAi2edbuC564u79EtKoM2aHkdosr1GlvngAOSK6Nh9VctqDkc2O0pX4F5akhw1PqpW+NWHYByxFPG+tDamKqqP4KY7118U9Xq3wmJqKaOi4ks74PDS9V/oV6NbRxghghlq/0G5q8o2syRkTVnkr4L5fd1lzmvo+U3lqMK0W8rVUzw9ksoNvTqZFfNCaNRQkI3ASRvkWn1cESfl3v0nn1AUWOOhcbfhIt8LuHhf7qg1zlB5+290i+hVt5l90JKS7lHSllkvkKMKUkYJdFiTwMRIycs4SlDTpvGIfkUsu99cQtRv0p1qwzq2nKP/T1iAMyZHni3ELOopzFc5S5q9wpZPQlIuaplVfn4pV7f+uJeGpGQOFzIWr3MKpIAiEmP7M7atftVHVeAJ2GTXSdrBJ4e4GyM+Q1mHXCO9XEkzCrC0wTQBlN/EPzTVIEoUnQo2saa8U6iByPaoKNLVCefKUtUbGOweN5jNMw05XCTSUWRVYCwTup+vEzh02C/X9gpRewhBSvttKWkTvaP2MYWxeUaqMa0iTj+V0dhcPENVY1dNWYuszD4k/Zd3iyNdr3P6aeqLIEla4evLFqCsRMsCWuDHh+GjrCajB9POY/a/yPzpcTZeDlKBROt+q1o3Ti/C7Trdyk8V6kdNBKtSEEMtKiNxZ3AcbKolHtkHfCZVlzu0cX+Vt3DGUd/qzbTKNr8sg+I04aSLDlDZ2udF40fy9yx30njuvzuGkNGi2a8jXgamiMN8Mmq6n550tqfX2d4GhsPn5kshk+3NWYLNIRwX4mN+n9urqxWtW2aqyU0PmOTFM3oWMqyJ9swp+XWj52nPp5s96xi0Yot6vzcw1huIVXUWbex81SV4rOeNTDYqbloU5gme05hon7ruKMd5b8dD7BdHfDWv1OCo7KiH0AYnXyb5mYaw5MFjdHerq9i6ZJKkE2oTqEufVd/lcbTcQO1W9/26/IMcA24ZwkmIlmRsrGNIuWpgghK680aNzbrCDfhbvVFyVG2k9CeUodkHM34XSpHFaJ3tPxeCtGTTz7JZz/7WT7+8Y/zsY997E2vP4iSQ+6q6hTvhFrepRNIqMtwqUu8yI7ESgmvLBICM4Fgp04ijvXCiQqrNuo3voqUpD6zkoQxJt5Ofd+CTpIxPJdEsCCrS7lH/6/YF84G4scDJDbguRrAO80nkLWlgSNccBtUAScxa3VAgpi4BFylV2b7StSUszakXZlCEMOoBDAFpMGLzise79XXcWM4Fpce5NMvoY0zJCH2ZYC8LECLHB2mDQv3n+oGrt0xau1zNqcwEu7lHtXZ36oNkyOFV50eWAvqPuV62D0R1081gCkMAbU9c5r301hBdR176AjQJ0BFArc4HugXzX4ReDFm9/UrB1xukhKw1lpl6XLcYoPwvgxMGrOknEndkpmYIDZ/UXGCWa3CuGaXwnjPAlQ6RopCNeeNHVEPLJ3rtA7y4ylZMcvJVMU97tfiUoKyaPN/bSLc51c0UKATSidCfCWXJ+HZtI1NGkVcJdE8SALVmZ7FIaoQ9kXNcHkrnsXHUSr9MbkrqnjKbRtQ7WDRZNg3jLlQd4vnxh+TpTKKLJP+FptnSa3R7CzNtTlICRiZL4qB6JlicI7MV92KCbkaI4vhc0DskxCH6/pt3rXA+P2mkFXghK0219IKy3e6MdGu9yUPqt73/QKthQabj9mTNZ6gC17zyxpRGQeZU8zqPMmzgg21Sh7MBPJNsB44PA9eiSlQIzxbOMSDTToE+buAVgjOZXVSeXmZjjb9OLhRidFeVTTbBWPTPdcyUSlR7Ib0dCldgbmQh2uaYfVUu5e/QfnHRk6EwBytgxgK6phqdScK1d3e4UhCQ4/Z8qKy3f/oRfEZFcbDGuALQGq2ki3nbf5MdcY8agRXSY198BRgMiRuhBbomml1iN+geZiH5/Nw3i5r+yzoagXKS6EI391nfZO0OVYL29SfDfdOhOOEG1MU5ETNlXhK7r1ZQKlJSY/LT3K0/GGU31kh+tKXvsTZZ5/Nk08+yaFDhxgeHn7T6w+hvPf2LUAFXp0jPEgbspJEz/QUFr8JLCYYOQmWBLaF1VEgfjW/HrFIr06ApMgUh+foRLlpviwnefjlAKzuRIu/3KNNJwqQ0D3b8fiJSt220SXghdkSHk32bP9igaFbYLMPNtbwAJHNeKfzEzHz/aA2z9JuPBCAWYrC6LNYr+p0yA/pBHwV2BoWff3YdP3sOGRpSFj9qTPMQqsYb51TffZkuRD2Kf8V7crlJQvCLZAUEeMZY9qALhqDe3KwevIR7cic62Y9P3699U0HEnAxJNSDncbjlDUsSkUNHjNTRnVQCsJqYKAV/qqMJGcRvmQJYDOnabP+eFGbqnNqdBTJNsDfxB1TgcrxpAKY+f9uuPtl+F/A1/N6bq2OT+99Cn7ph68mYNs8beBDxvYbh0kboPMv4MIB+EkC6IInWpACVG3UAI5M0fXFdm+8RifKekNS75VeKQvFCaZMFfW7zHTobcI77jfgavRtACHITsXVoMv18KU8DV/fCk6gVAXhR0IpaFzLX+YhHcYL7Z5mxp4c2rT9g5oPU0XG+Cd5I/mzqUUWCKeEn4kuUU4vx2UaRjdb2CtXIhhjtjHWhrpEdppzGGwr5gKr06YZ71ZEWg+yJtSCUNwEmZsUgVUZFPdQ3YAyv8eutjxrfwkJOJjQvE5Mhlwr3AgwE/od93YSMkO4DOb/Ow83NgP/os34xdOAsZuhskJ9EN9juvFMNa4dC8fPCxPUBySel+vQF4eOLRqKF5BldA+yShxCazh4Oq7l0bdU+ffIQOZTvKcKM82ASB5LRJwVIWRpnhTASlS4QH+rzaNvqX51Kz3MF4MwFz5RtHHdCzDZXGNBPa8FrT0H/O6Ly6rjWiOK6uvSMXBwCicyghoxXuO/PwFjeX2WASZWvUAREMt2Zg6ch/B5RC0FTQkO30KiHbr3o0AW8pCEa2ZCsiTW8ESnmt69D1mBFkA5amOYQ231HRL/E83w8T10tMEXfcBLTTDBDiBhFNX4lLV9GeA7iXetVN+m19HyG0vwd/3ht771Le69916WL1/+dtbnv1R5mkYgBlOf9PAgTFCuoNhF0LJemd97AUJKb1FFwnF/pwS+/1qSY7AphoRdYZoE3+hEeHmpuQ0ehouBjOEUerATVsAwGK9KsAwgU3YVIAeNXxF1fgceD9AOtBEO38DlrVA/Bk/V4WFRosLjdGeREHAEVi1rPD3mIirulAJTQQ/ONkHjEgm7A0CqDAeC4vuoe1F7ah7PGxXq0s2jSxDpxwAE5ygZ5VCTQImTRfNxdxJu24+sQ+lbpCTlxBK8og6mvwb7JxkW4AWgOEMg6BZ0enwWvheFKzOwKGwutCJSIhxwdRUImislnAZK2pR6Y/L6HURo5pH5SlnhgC8Ox6DjL+EfYsKIzASeb4K5KXjtfOjaDds6mVVLQfm7/O9m5JLy/42etQX4TBRGFkM6QQv/AuvS0JQ0ZTMkrEST8fjcC+yFaBoWhuHcJLy/goHd20R9ECxKKa+l0U3sdF+u1ySI90B1qbV1yNoywcPzNKDTsM8BfgzKdTQMjIsbTsOv572QAF4ki0+8MZNsjP17xT8zA77p6NDWZQTgyrTN9wDinmoVHuRcYGNUbNWZNJ7hoLZY86zcI6tsEpfD65oE3N0Cj/vg8XHATuxgkLFDgeMW7NANo2cCY5D/qWHjZsD+3bJqJJ6yuRGBvoLNz7AB6lFl/jID5V6IQdmnNmUqIgjdBJCCfmejDuBaJZ9oAApK0lu6Vu18BqSo5B72rDD7m6Axg6yrqM2hOaI0yKKb+XttflREKZFYKf1hkj1vEl59aZDCH10C7JAyPlN13xVD8mTAud58X3Xny/VWd0Au2PJGw+ctgUInRKcZUP4ZKN8ASeGmNu1DyW/rGqU4NuxS0MSxNl79VqVyj4ctqpnCHZgDmeMhDS8wzmvEIeReJggLx0v5iL2geTqoJlF3PuTKArVXo2pD+FXl9AunRG+QRYeqwzfCIiOkBfINFmKfR8EKafXhGxE8XqURJPfyfyUZW38VvbskHqhltSZyD0IBGNeq50Qs/1rsz4F3ySvydri8jrrM/t3yOytExWKRRYsWvZ11+a9XLp+FKIvRQg8D4awWSP5xLypsCFyJk3SuvYvTgU1t8HetaFHvb4LG14QbiOQsv9Pj0NRLIgrbw3Cx424PdQnEF0MnGOekV80JYBi/GmF0XpFQS+O5yAKPwSTpad+vg4fBc+s1H6EMpfFwUA4BIyXcUPVijxSJurhO15Xj7PQITAsqqW1iB+5OeyRUINBiDw2j06EJMfwiQEyvgRZjqt5n9Z5YAL8Z3IBAFZaVIHMMPFIP1+2yL6o5GL0YonA54u55GKAKm9J2zQiGKUFtqcyzL/LGPj3Z7oWIEo9B9AizR2VVOW+8LFntO/Sbxk2WVgFZM9KIEXwvMG0b7/cBufVcvAsPE9EU06l5C3BsAtLQTRimJWUdnFyUtWIBPF9VRg3agOMhUIIXG+GRfnumv02KVi1gGCUslUcQ/BW1M3ZAfR3I2yaUNwB2UpaDqM2hYNHwRkVvwCLzLYS9pP4pdMChiVJ+mUSVIPwxsmi0bZCFZZx+fjeKTiZvt0zhWSWaULh3ux5zd0Ug+Uw/UpzTWKTRgKWQ2aoLG1HfNZhSMQK3hfE23aq7wwO2lkJdull5H/j6vUinUJesn7mfKYLNCSJIPQbhqcLxRXLiBCrvgIao1l3C0seUoCMAP+o0Jnngj6NIIchDIg6ZNhGJ1pfhy21wXQyu68FzIwc7DQBesrVRp85qfMU+f10P9DfhkjSV5kG4Cv5lEJim8bsECFY1X4OOrzgMiT3CNVZzIi5tgA/6TOkcsGHOd0A4iqdAZiGUVyBBrQlG4soV429VnzY/KYWjFeiBTQG0VqNLIDQIrXmo/IsUekcZidqYOjQe1QjULQFaLS+N34yaM6UPTQLGWz/9RVCW3dg2jUO/jTUzFHofOQTNCYi8oT7KbzAcWQSGChI1nUA0BSFNoX9skPLtRj6WcA9v72tGofm7gMoMqHsBfL3KqQc6IDhWsvAeCF/g4aHqlgrTFUVtfLfKUYXoHS2/s8vs4x//OP/0T//0dtblv16ZCy5BUBVFFlS6ve9T6OTXj8CYvrh6dKJet1WADKzaha6JLhHeJ95jBIB3KW9OUieYM8pI4AyhjaHU7f2dR0IndoH4gdzkZkMeDimOhFcTEJZycBemAEXVDFfI9KPTV95RP7DFnvfAqsFORbsQh0AXFJMSODOBT6AM4QxA/kkvdDXQoXtGFlqFQyiyxhpQ3KTkneML0th6cDHmJIF2fRysQl8M/iUEU8fBdQNIQMVQQtAW6Aort9S+iRa2PoALpnQVs7EmT+FzANXleikS5XopICfqY+ZgykRQHCnx58F/WBFJZNV/vaojjuElakPRgxiFd6ATbCjtWVTm4ALb72e2QFEXIGLIjnUwTab9SgiRIF4E/3s2vL+AXCQ9qJMCeYXMRw7pwf6ClBcq0PCKgaXziqJzFVJ0bXBUealiB2WhZMiA1AG9qjlTKPwS9AWLupsFnJGE5fXm8kX3rQDVW+EFKbDfKiOl9hXg9SZZ7rrs99V5AsPbaTxTxPPUFZuM7K9VBJigddKOSyQ6GcTvlYHL25AyWc3hEm4W5unvyqDGKb9BCkR1wBicbYxL3UqDE/sQRD+odYIfqpthJKYJVrpLlBDDy6AfvtIN7FJaksv2oDUzAK/32FzoNKwbkA/AffVwW9YsSzF4tQ6o/yRUN6qNY1OB3UgBQol2R2/WYYOoGJ+zZ0nZ8sVh72Jh1cY+JdmyBY1fyg8bEkgGDAh31L5brtI+4IXlZCrQkcTzjrb02tiNM+XJcESVRRa6nwVawbca/DdoXsU+DKO367AQwJIor4PyM8YJdIryvo1YVRpsfGpZQQGCnR7/UyCvwIUJRaAfDuRhy8sSERMGPGshSTh8E+RMNoV3Q/ovNYc3Y3M3Z1GOn4DkavXX6Va/PiAFd++Rzr25D9fV/ZM44h7qhu/U7NqFqO9osMCAVui5DLDchVMK0HeOqCxqWTH2Nz6m9v9PxHB9tPxBlN9ZIcrn86xdu5Y//uM/5tOf/vSbkryuXLny7azjf165uaJIr75zpATEU7bQr/asD9ElspTELpIA68LdIBMB5EabiRlL1kNgyDYutBDrvyRh8xzcGEYL8nR0Yg+0aMOOnK9nVdGNcj9TSOvoPUACBudDIKVrpyHBtDMCWWEetoasPUO8KdhDiQ17PUbn/AYgpI0jdpGHK8jN1imy7iUJlvFVSxg5HmiG6Ee8k1fsPDEAF7ZAaaI9MKOkooUngXUKMS7frvp0qAk/6bQ69ShkOVnSprJqv9yIiVZInIZcdEng8FK6M+q3rp24KblcJSWO5VOzBhefxcXbjJmpPvaCl9qkhACdgbyIDf8GXNt6rBc2nS9ze1xdRBue4rUfjc/YaXARUA5D3b/CU6NSaO5+ETpegUlF/Ni88Rt4OavHHIrAryZ6VRxfwEu3shg9zF/Qgw6fAJUeYaF8RWDQs0oBHF5klpaQAd8zwvE43+cm6T5ulFmzFOqxh4TPGGlSPzTm1M4xhJlwrFWHT1IOMI6DgDaWNsd6BtCc4nnQwSCD8GKOouq3ee70YTVlwOuNdvZIqdFpXAX+kYyuP3cyfHXExsDfa+DoJcZjM6B7ENVmWRsP0XPkHs2tF64tukSsw8RxNa3ydkW1JVNAQpaCv02o/5LwhnNeaJcl8sZ2zbHYQYxGA04uAwOwxm/e8xJ0/gTObYWmLOIL8y/25mIn6ORSVZt98yQXxtrNAnlIyZsj89U3MwpmRUMWyUMTlSJlIqpA8QUj3ESs8eO+CcFObgxYhFX7EfOVqsL1Q73g74DhBVKAQ11ipy78WEoFwOEl0Hc2VKZDXKDla7pQv/lbYXC2IADBLt27zdoWxZTrqAU0DCI6h17Nq3KYU13TTF6HoXK9KDe+CPQu1HypZXW/KSgSt5Q0i2VSY++bo3EubKFjjiWKzqNMAt2qy03DUN+vsSBkFnhbtzNHELC+2aYEeR0+Ep+Vwn+aJdsewrwDi8y62G8ktFHJ8MLPeNdKjd8fP/Q7Jev6f6P8zgrRjh07mDt3Ln6/nxdffPFNSV63b9/+NlbxP690sg0CM2HcgMeTEjxd5tz6a2XSBy/CyLdRFp44EPyaRRHneaqKFKUOAL/Ae6VGCbdd87VhNMFnB1BC2BG0OTmChihu8kSy8vfnN4iRt9KsxdmKFvZBINUB0SUsaoePpy2MO4fHM5LEE5IhtMhrWdtwo8b0i7hGQLiV3A+BIQmKlB9+AbwcVgb3aswLec8+YJFDLWYVCugedY6LYzkMLtbFcXjKBx0zbSPJAIMyoLxcD6NB1fX+DPQMwXOj1oYhIPxJty2+N6CrXf3e1YYXIhzsdDNbK7VJWK4kh8eFgO63Li9hPAlz7QVgrF/K8PApwAr1fQkpnCXrw9Q8vdffyqLJQLSfjX5EYkiUKbwIOw6po00ZuZScwA2H/ArtHQT2wD+ElYiXA8AWuV5+0qx5sygBVPoUTVWrE29SoM1LrEtM98/MFKldNeiFJQfyuJE9hRjkJsKoH9d96eCPwMKXo4aL6Vcf5YEto3CgR5tMCSiGNU/KT8GJsMUHt9XbY6YBpwg/Qw9aD9WU1oiD5XZKGs1DZ5pUgEqTIjnzeOkiAsDpUowP1Nn4+8wFGmgRhg0MaF2CxH83RTEPgZc0L3cgAtE6MzVmvirrQLlHbYn2C7Rbfy1cW5XCkIF0CKPVMC8jwHRIH49LxHh+UHV8pAjLy7A5DsyUMnJNG1IIoku0NqL9WqOguXiMWeZqcajrUzLcQF7Xjz0ELVs0R2rLpLwfsH5agJnOKpZOIg19y9TB1YOy8mCYRMeVnQb3VBRaAdUWzaFQWuu7DSitt5Q/a2AgDLEq8BQsVI7i+0B6jH+mzZk8FLdaLkBkNe/FrEI278o9uNbifBv0QA9B60C7Tyomv/cYmpbH7xeZZB1SjmLLpDS9DxFTOvxtpZ9C3XrlM+xDFqTyLuhSpGa4AKU4PJK1evWjtbxAVmgC1iVDqAGhFVDZC1N/Cv1wdwallImlcEmx/AUx89cdgLOBhq/wrpXK2/Q6Wn5j+Z0xRE899dTbWY//kqVn3HzgOYhtNGAjCrl0cA4VPIJBp/QjQV7cqA3efy1pP5IHB7E/xum0M7gSJg9AZR2JM+DlogmcfjxQ8gBQP+TymjH2M/DPkNLi74BaHjq24qaSSAP0wqRePgT0xOF/hpCgCeG5Kkro3hWMqTcH0eVqgz+JXAkpw2oMmICb4FlFhlCdIodkfQjjLbQ0wh35TYA47MfhC4EiJPZD5jZ4n6xAvXm4LoPLcXIX0BGCSUUBVY/ZCYcn2qa7CSVVrX8UgEXTIReGFcB1Wej2Wz/lsVQkQDhngPGAXE7BUQ9HNATURaWsXoKEbrgZzmgD32LhcoIz4cQnde10PM6ZUBdkt0H6FhHxFb7N4hTa0AbP5hWHDe6SIIwCOXiAmIcHC6dhJAJ1BTpQZJkULBifg2RMVd60D0Uc+spSWJLm6nIVoriUlEhOilHsgLchhQ/p2poBeKtAoogdefHyaaBNODAqtwZojrpQnfGyHITQ99lvKYpoBFZV4FzHnbIPSMF1STyW9NENrkEENL5uTqY8coPm7d7VlOZj3r5vh3Pj8EhFv7staPMr2AmMGKv6NN04vABZiNLgH5ICEl8O0RWQvgt8eUWkVXotBUOvt85Ss6F5h8g447Nc7+qhCNIZ8wJV70d/58Nog61CpkGfbbTjZdkH6U6zRsSRpWf0XvWvb8ywPEXNRcdq5xuzyLgWG+f1Ug6rMTjcBI3zNVTn463hYFWbf2QxZMZDNC5X1ui9cKwsrfeB5m3O+pmQ5kKwEyhorgQOQG23+ju2yhSYBilric1QXiugfAUFNQw3CaATz4i1ObMON1diGMm9I3MIhmfruZVJUsqj8AZToGm86uT00zRrX9tOCLyuOfK6zaOGFmAUAk3mJs5AaZMUuRA60Iyhebb/LrOeKUpwtAnJ3rQ9o1PVebkeKZivI4R1MiwYQ6YJGldrsKOoDXVpoOhF+fp7jS8JuWGPlj+I8jtbiP6fKB8DN59AAAkC/y4JrdzDHqN0P3IRhVZ40Vbh9SQSyExbQUpSBuQmmWokd/cqx1cHZAbg0bCdciqYoC6Z9alkqQeQUA0vULh2ZZcSe4KLbaADLfooXFeBG0LaTKjDwzin8ViEqxjg80RrdEAbCqUjQvujFtUU9/A+C9FGETmoG1Ux3qZOzxJFCaoj+n22Uw2r9irtRrIX8gJ+CqiJe+9u4PgxOD4tV0zfZPjncXD3LmxDLgjrEZd+VAmprZTwwO9ZDFdiGCJ/DEnMogRZvk3KTwIJ4Ra0cUT7oRKXtchXFpPw4dWqXBhVLomdktepH6cUyAxY27uRyymagaY2OCMooeuvij+R8YrIiQOBYXHHTIRzinAoho4oSSiHLOXALhsrQl5KjeAorvZZjek9XDTlNKdTe7lHg1sLqnNrQV0TzdiGUsTTSBwc0YDuXwsKL5aLWURTvV5hvFBrX1yumd553BiAfxqAGwPIKrTDrFrtaPOJXaA2ZHF5pbqixunjbIb+JstZ1qRopBiue/JDAFuFPXqiZvfNb1C7K4MiigTPJTV6Ly6YOnOWxmUuwoIVpki5jF0qBS7QqUpkEF6ssBVemQL1t0IJTn8JKcBFqH/RIh2HoG2HzbU83BFWXaNVCNZgsQ8aezUfc/uw3FumhGVnWSoKWRE5ENamXpwgfqjW3aJNaEFyZt8cgfjHblbbfo0skGngOb/4uAiLSTy6zubCAhhaQQIjH2xD1rkkQKvmfvYBPB/nOGHtBpEbKr8ODn/OsGZx8K2UwpFH8mVySo2vBYEGiK/03KlNqF/LPYrqc8DyJDTv4gMKqacfUgc45sCzUiwb0PLcg9Zl35m6X9XGe+Qu/X51WYBu5xSavA18X4OQudTnIuxRCq7Myso8s1/ziNnwRAw9bx90HUbjPgEFdJA1apVOeO4ciMOiOdbe3il6XvFZBShMRTi7L4xC6WHetXLUQvSOlrekEK1cuZJsNuv+/dtefxDl9peAIuw9XS6vupSZv8+W8K0g4dOJuEyCUz2en7yBLQu384QfCYp2ZKb2lbXo35uC3BIt0O3i23H98AAETIi1eOG9/olSVPIPmeAfJ7cbyHoxEwmSXTMgDV+pwtYKEjjmRSBkL/c59qzis4hBu1sfORtMqcOyWg971o0tmCWsVRiDCtrEAi1qZ6lbvDn+Bt075RcgvbBa7ckvhz222TXA9xLo3n1yNczcq9Dzb9Qp2WkjRrw23epd9zVhtHZAw5NoY21C/e9YwtyErlnlbnLCYEYnmyVlr679hbVl3ag+D7wO63rA97IiY8alYO3Zem4GL+1JAI9FuRUofJxzz7DHNGyA1Ivqpy0viiYgnuECeuE1LPJnlouTSYdkzeNfgG9D0FEqY8q07tGXByAzWYqmg4UiC2NhKTGgDdXBTI1NAira7MfCIiAcNNOTS1du7ofyY1KwMq3qh7qilJIDo3DgZSk7U6raKGMfFkB+8TY+nIft4+G25+yWXUe4QHchrFsYl5W8A+jOQKbP+nII4fNG5lmalXtUn04gDVfuQyD3sPHC7McA4VFFP9Y9r4NCqVsPDXbqxuEzIfE4lG9WPeqvMsvgVoWK70BcVLXjRa1RbIfEpwX6nXQzJOGvu4Cpmp8bzoFLjdPrpvfiJgj9PNDRCfORdSgRgHwSFiUhlgTGboC6b8oFFt+huVabDBTlGkp+HcIvi6OovwNi62D0VlmBp23Q2qq7U/13KbKyVIDTD0J1mto8dYtZzsxV2nwXL2IRejn1I6nlwLBcjG6i27wmY8O1yk03dod+H11iijPq13ZvqmlwYwbuz3vyYrJN073I/VrYonB553DnH5RL+g2/nk09b0xa4DF8fwSt73K9ki7HbX5kEWYt3wbfDOqDag7C5+uBxeuhyyIXu5HymYYb41pXL04wl3oJ3r/Txq0Z/rLZ5mSf1Tt7J7xxqzCip8iFuGkXkFoJU5/BXSfh5+GNb+pgcns9hM3t926U3xc/5LyOlt9Y3pJC9Pzzz1Mqldy//73XHwqGiMWzgHY49hYJzyg6vY7doGzuE+y6raAFf5M2jalAdR7XDQGxGyTE9yJXT2E8xDYpomZjh7cpL9DmTx5JsdwPde+DQPEJbRoHIxal1aMosMavC0M08xkBD6PAk8iP37yby5uVCmJZGA8YaDoOFXQaG2sy83bazMFDMvEXtkgoxi+F0F5LWdIizaSEBHMci3x61sN8FB9TPaNLtAk7iMWpG/Tc0AogoFNos+V8SsKV25HwWwg3j8CuafBip0K6gzV1yemgk2oayD9KBjh3Dvzrh+DcBOr7PJ4FzB/TxlnuMZdZUhE2Da/I/1/oUD8stH75Zj2kZ6u+n+3ETWFS/Rr8+Z3q2y4by+nA2GJtFMFVUnDi/8IjzwHjD8LwnwAz1fw1J8DQdBhI8DNOVLj6pKKi2Mz9cdAH792Nosz+B6xrNchZFDJPoYaV63Fdjv4OUS74CwKWNh4Ev0WcjdvsZbuP71F/1+JGTl01kjnnmBgF9gukHVulZzSkPHfcEFBXD2ccD++pKmy6XA/Dn4LkOqjAyX44YxSPDwvo3Y8X6lwZ1Of2yFUZPNerI6DLS8G/DTcFR7ONdQWtpwwwYLQKYZSLqzroKX75DbbJB2T9oQSZVeqvyjIDdMcg/KKsocFOLzzc97IoFsJDyqre+DON8ZAweKThyiGYNwDvPwz0wUfGcFPNNKIotNVh+HAQHirD7VOtrgGgbo0sLk6yWf8y8L1q66BNkaaMA/rlzitfAMM3yzJZnAzBpcIthpByU39QFqTURCivlyyohaXQjN7pAtS789BdQRbYg0BxHW6uFV9cDfCNQbVD8qb2mNZ+rckiZsu4SYiLNhd6sV2jZHOkJKtas8aHQU078ZottPUzAIxJfjgYNTphYVKHmCgwvqiqTQTi+zTgfnUJxWVyZSaeN3xeHfg7odoNwzdpju3AYxMIAW1wWwZGfWJ+796D5MNMjR8lkz29uMl7Cf01FG+GsWt1n6eRPMmslazI3mN8SIsh/RlTCIGaWY+Olv/ry1tSiJ566imSyaT797/3+sUvfvFO1PXdL38C0Kd8YVXskP66iNaGb1BG7vBsCafCBiVhnIlChFu2uaffTfuxDboVAnfb6dBcFJXtEghDcHcWLdrJ6DRb3qN7hBdZnqGCbe7zIXGLfht4EeiX4NiBhEMH0KJQ9CuB3iJeSGscCa1BtGH5Ul40lsPtUtgKkSWe4nUkACSKhFgASGZkTfG3eWDZyDK9V3OyrjCgMPtKq4DAlUG0Aauum4bQqW4a6rsw/EkDbKuTN6EDvR8G7u62to0AEx9zI5CiFXjEwbr02XsJ1d3fpBNqZL7aEHjdXELjvU3/FOD4ohSe5o0a6GOr2pgCmxSlFJiqvj2IlKA9QP1GeAgYt1rjVu6x02ab8EGXBOEKRMnckIKmKlDvWVkYUj07YEEO9hwr/ObwDDitCPcPIIEdRp1Vt9/5j35bsROrb1hKSnwPbmqP8j51lHNNLShAceyAd/J3gWdxL0w9PGQut3rhklpRuoTTEBg7DYQHNA9GVsKvlkIYng+bC2xI87BrsvVTO7I+jGiakkau5Dg6qQ83ybI49pjmegNKxdCLkQ0ax9GvIxCFa5J2TfYBuY2LO2XB9BcsKrIVsvfqQdElUFio8T8RWVQLc3WD6GWKMAq0adxGmrTBRnth3wdFFZC0bsqqW6t+XKb0Ga+gNWAWTYdU9UPA4oNw0y6193Wnn8MpWZYLE6FuPa7pYzhs7s0MjLzPS3zbhvBPg1Mg8hhU71If5hAwPmd/Vwek4KXmQdNjamtoGWRXeJQQ7ejA1GbzqJaA7Dp1bm6aYZZyZjScComUvq8GRQeQ/CvN7zhao1OtU3LGEll/laZRzp7Viqf8FbbippDxF4RpOyanztkyqqCDPKrDAZs/xWYYPgOKi9UXzeshsB6owl/HkDAckKI2bg2kl2tcWtFBpbJMSmBY546yz75rF58UaWAf3Jm3OegoUuGX1L7aYnjuMk282XZNvg3in5Q1LHJIkX9jk+B7HHWZ/QGVoxii31b+IqsNvO98bZp5tMCjZ+qEGkBYolZ0XeImXdOJBzCs+6YE0UJgZi+EbZEX22F+AYoXSznZAhsjuMoMha3CHgQA6rx8O7HlOr3l7oXiWt2r74MSlm2I8yYL7OyAtHIZ3RHGw+hk0KjHkfAI2bMCLbLukDRhltdzalmoRqC4XZT1JaQbjQBDCW1GJD1XXC0rjE8tqxQMzsk9M1NWp7GHgHYRm221/G1dsLeGhNhm8SYtGpUw60AnuQ8BiS79lKlAylwIL8AJL+BFfplByk3mGWgRSHz0Xmt8VFY6X1l4mfFFIU9Hw8JnOCE5K4rAN6CySIk2f3iO5sCQ1WEQb6x71AZK/014pIIf6n4KP+qXMvTUqCxS8R7gZSkWmcly1cT0++/E4MSwjD7jnhP2IdFqbZmPOrzUBBRtI0IbVi2A607LTfHaV9ypv4tJdY6/XyDpYlJh2y7yvNleVeE0agGxqDucMY05teGv8rr82FfUP3VfU9/OfozVwM+jkHmWf+sy24P6Po/rZjwd68e9yB1ZsjmfRhph/iHjptF13d3AqYoWvA+MrA+1K3YehHZCbIXN1X3m6k3qIBHZpoirF5ALqhpUqP3hG6WIl/eJS6f1XmAehG+Fzp1w7DYowbeTiPewDX7aaqk7OuBbXdbWJKwaAk6Di3vMqtcMAxPFcTihgqw9dd8Ug3Sk1+Avtig7t0rhICyG9BEgshUKt6qJ7Y9aapPbobEqEsNwRut56g5RXhRfkCLfjw4ytSxwlzHGg5uy7o156mTf69C4Ss+MvSYcYni20p9kvqo6NKyQNcef19qfiqdg7UUNjxwCKpaSxNZFGq1jkGsyugSX8JVhKeaDMaAemupFgNqA8Gpd1i2lJCR2QXCj56rzr1LetZU2eYo7IXaV2s46yeB+FGWWWy+esijsDFtkYkjTtvdZJCe7jGF9CLU3Dhy+BV5Zo4i2U36suvQCQyvk8iYrgs/Ai/DGHTrUXMm7W44qRO9oOaoQ/bZyeVwnpmPWKCtzEohcJEyELy7pVx2wsNBLIbxa+IYkEF4u3ELxU1wTRkKiB8MQvSqa/uc6JFQCwJkytwMS1LUsUDH30D/LDbZ/BhQe1YKvbhSuoDoT2p9x/eI8ja5t6qWjXS6n6ypIQTvSSoR9lscjYoyvBNKW3bpfgizUJUUoPBto9RSrBrtPcBTo0ykrh4TjaMRwBVmdimmGcU/JShO7DAhLCZspnFUiAdMO4OLXb4zDpnr5/zflBTi+G9uMnkZ9XHhSdZ8PDy7Q79yNMosXiVQZhMIzhmNI6Nl1B2TlqMZ0QjcPC58/CEPnqKO+GPXcBsVVcMm98tvNBH69WMqRf4X6vXGVRdY9q7Fr3gOjl8GkNoGzv1YvUHm2EybNVF81vgK+/XruCNwGvD4CY8dCbjr8s7Mym4CN/795Ge9R54cGlZeKpBc5Rx4adkpRwA91zu4U9yxDbeZGc1H2fVDtVzuqUbnkIm+o7QdjUto+G4X2AZ2Kx2bJgjB2M+RhVR5WZVFfxNWXmX6bW1Fwk5tWgZCxb3PEPIwC6Rn6u7hNFoUG1JdhtBkPan5l0jb3oktkQS33aPBH7zUgb0wWCyqQ+Svds7LCuJ+SGqPgVM3FIpqHhUc1Xv7DUl4CA1qraTirpHZk+hUFeFsR2AXvz6H1E1L38zRc06loydVx+EXCcpyFkBXj8OdUZ6qKEnXoo4dPkaJECJGsRqB4svo2uw4Ks+XSKm5XWwLIyhcuwtAcyH/fmNibIWDKZGVQ8yps1w/q1sS22XNabX0Oqw60Go1HwfquQ8/y50URMvaQ+iqNF3nlML5TsUMiMoc5GLtqTparN2W7HycMURSlrlmIZBUoYs2ZL3UHNAZRu98b81Tf+B5zmcVltS9uUL2jyDpuTXGsbN15WZbry2g8+zFzo7r/RXAttGSBuvuhfJNIIIlLmR9CB4VKVHne6pZC8Y9g9DrdJ4R3yD1a/q8vRxWi31bmgeJt5+j/QwD9Ms2P3KmTRewyOzk9pBxdbSjXVX6dzNTA3UMcEQq+HiqzcF0f/r3acIbsVN2LFnV0iU4/Lci8D5DYLeHji0D9nVDZB/5X9OMhPGqAiUAUeocswiyPFyHUjASb83kD2hyCnSYkQ5bHrEPvxWftR+CGj8V1GZGcbchxz5Pji0uw+uJqSHmPouFKJmQDLcB+AdQ74OKiWRaSqO8CUg6MWYaOqKwlJwCrulEC2RHkdhjScEwqIqHvnPgqGIB8g1mqugxfMgYMy/pRbFVEVtSa15yBf5kIzY+rPROrELjM8FEb5BZ0xiexUcIycJfco+HVxmmzR/UYm6TT4xnIuvMMUnzDaSmNbc4uoPrTJsv72qQSTuYa4aMl21B7rG+IKpmqUyo9eEj7rLnE+tT4YqtZiNJeHinCqkPkkE7gBKyTXgdiHlg/MCTlqtQoS1MzsNTGe7hVbrS6PRaBOEP9gJRYUFVcrherttLC4PJMuYD0GB7mq7pbcyiO5mM/bui0x6Fjvynh8XRVc9b+gqf05h5WNGP8Uty5mwSyPwDaBUgPL5CFNH4pRE43JdMUksIU91lbQ7gsx9vHWx3iAvozGVlLTLe8D7g8ITLRRaMau0UJtI6PzCYf343re3MTqw5BaabaEX7ZgPkrzJ01oP72l60dnVa/lM3t6bJ8+bcZp1HWswIMWp8mnT40U0lhq1dx5xCUxYsMK+705luoS4pLCUGd/CDFrgzkdFgasucl0LP9MVzrUTXnfREchXrzUR1A0a9gUZDW1/6c6jncpOfGtll9S/BGDChCudtLwTK6WLd3rMOOaxEpRP8URfOxHW++lSwCrwUdXEeA4NNWhyUwNscLnogjV3L9DUYj8LrRjEQNkznIu1aOgqrf0XJUIfpt5SWg0gelKZbBHjPRIoGaBjJrjDNl0JhwgfaUBHca5SOqICUnCYSXQCAr10RHL2465z4PRKsUUw9I0PQDDB2Br/i0lLD8T7UpVNNQPEECoNlul0P1GDGfeQAvbH/E2lZBQmQ0YqdsawMBs6z0SqgFO4GqCbWiZ4KP4oV0O/eL2j2K2AYwYJthuywPlUE7ye/zItUcV0qL1c0OkxeWBTReBPyZ31wlbfacDqC00hXyyaL1mbPQnY010OJFmpW6cTXDUlICDmDcfoF3q1HhmAgAY/CKH8rfFQFddSMcfp9hXqyfR+zVgchq2oDgGXr3lbWp/RrpG1OtXqG0LEblelNKmnXPQViDeOkCJQVc3RDCiwYMobrXwuDkGgu0HTGQVU+JIWw5z7Le2ABKdxCUEK+YEuV2fliNcaKF8m3a7KL92nQPo8CBMOK+qSVkSai/VmSYUSMANGuKOz8S1p3BTg/bFbfvGuz6ilXB+U1pntqWtP4t4m3ufrg8bL8NdakN1QHdNDTDMHn79O7vNJdv3DiAbD6UGr35MIQ2/sIz9oBm3bcwXlaZEbg0jdZxP8w9ZHUOwQmHkXzotO+TkMmaIh8V9pyZFkUJqku5R+s+jzUuoLGoDuh5oZTmVvF4tbnco7lSX4DaNt1nNxqXsTCkm7S2yntsPtlzQl0CYlego83pV+tn51ATaFHH1gJqt7/V3PMVaCxAYaPwZ9U2Y63HS96bRHKnXA+0Se6FbH74bdyd1CoO272TNy+c1n9To5JRT6F16yt7Lv1iKxyeL3xjm413LauoVY5oQ+xSkcdWBzyG+goQNplrh8zrMngHwoD9PAELa+jAMR0p3/4Ww8gtsAOGjW8FWfIqu7xAiwpac69iiva7VKr8/u6yowrRv1t+L4WoVCrR29vL7t27SaVS//EP/m8rjyNLib/snhIJz8bN+9OMog7aUE6dco9H/FuYp99E5nNjK5IHIXD9Vg6pV3EC5GdA1KjnW5DyFL8UCLv6kgPgpNKviJDCVuPXmSrBlESbTRYJlVwEYtqvr3EEolMadGsXqA0WbWPH/HKPBK0vbgLAb5aivL6vos1kLGyg3The4tBOCcTCVtwwVfwyv5e6BS4Nni43RtRO0FGvW5xkmdEqTC8JWPx3VfXNuY6hKo02zax+l3TcA+YNcJU/ZxNyXo7EdHl4MnBosoTeqJm4Sh1QPSjMSbDT2mfunDyyCuxDvwnMs9PjAttM8vo8OArU6QScQrmTwgO6x45RMQBXTFl5TSlWuivaPB025C/VrE3jMCNHxb4MCBBe6ZfLz9EqCuNNQS3a96bcuhUPeTncAE9jqeJqHdWcFAh/XviqQB7yTVLsxuw2Bb8sYMGpOqU3KMrqYXCVBZKWtsYZq2CnpwjZnHTdI87YV1FQQqlbdbETvlsa1A+9znNK3bhcQ5TMErFb69VJ8grCy/hbrQu65Gb0m/kqjhekUDXlPtACpZhCt5PweNLa1AI9CbjGDCrpkI1L1uo2oJ932+GnbVRVeAS8YAVfXAzaIefhYxqTUJcwXgTUB+EBtaMyKOUnCvgXq47j0VjnMRZp1L7gqCmjSd1v7DE64tZfzuNKNo/AFOa4KTX2mR9Z1yooKjPfpnla3qOpEsPDI/lbvHx3xZ16d5QiV4GNHRGskbdxMrA+ZcmQSXbPalRj/rq1L9bjgupdfjPs/8Q9eoHyHo07SO5lrZ8zGrPlZRsrRxnI63OG4SUfUoby9gyiirADYauaUAcWIkZg6Qj3Em7qjhlAdCnvWvl9lSHndbT8xvKWFaKRkRG++c1v8sd//MckEgk6OzuZNWsWLS0tHHvssXziE59g69at70Rd3/0yFSAAgQO4mbxJ6sQZma/FGew0Nt80VLbJelpFiycKjNylzcI5obgJqlB4uq8soF4SznOe24/cNNW0fRDVAk9ipvOCFLHoEqAin7uz2B3TdbAACZ3c7zuyTY5gdE5TzuJwANRYmyh6Oc5wlKWAFy6N3cdhjXXuVdiofnIEmM8eGErp7/BKMfLmNyiHo3Wxs6EQkGLwaNgDFteX4eM1eCSPF95fHdHvGrwUH9po8JS/Wlb9gI2HBkbWoZoxVYad+9nvQilZF04EAjNlzas7Hxp/7fVtFM8qmMVM9wCvG8eMba5jdv1pCBBdGA+M6tpCTCdeU0K7ApK9oawYkYM1WV7crPHVHFRMYfXnDd9krgUncWYtCIT1vcNU7augZW4KXy1o14XwwmtMowy0KAzbyaLubLzgKUR9aFMr79MzBjWGHwJtNDbPO7Dbx9AmbbocaG9NNGvs3JQdtSZZQvytusKPe6LvaHX62xTFZuy6kKfoBgvoqQEb6zFTmlq1VpttnEotXkXieDiz0eNlLanmNBf8y2AQLurHVdS79sHdZlQ75rDVu2TKX0ljeGNAMJVoWt2+NocUlFK35mOpyYYir3bm/JZDrlPjW18QOL6hV3iqbKeGJ7hRyuhmzNoKHPTLgg26zt+kPqkOQGQxCQx3F8Pj5nLMp87hpxpVnUrdpvSYFPLHtOHXgq6Vp8OxvDoHu0pUSnmw01OEHD0bu6bc41lV3mSxTMNYHg6kLVouCD/COIzKUuodXT2KZKuvbMldTRZRskPhDHWn83Fkvg4SVa2jyc5YxdEBs0d1vDhjwxCzKtXGKcJu7CHl60uhPaCxoECGak40HsXJZk1GFruj5Q+mvCWFaO3atXR2dvLd736Xs846iwcffJDt27ezZ88eNm/ezBe/+EXK5TJnn30255xzDnv37n2n6v3ulI0AeSjM9KwOjMh6k9+gTdwXN4LDAESXe7764mMSIHVLpeg04eEqChMlgBsLliBVZWINLf5OJIT8Mdvc417iUkcAOGzZVHQvxwPiWKgD+v/pKK2FC2B1BKNj2g7xZmXoyE2mMihljTrPrZbVI3kWMyxEccHWSeS6iGP380vQlvcpT1TkdN3HV9EmUTXm3zx0OfUuiX7gkpxYqlegsPpgzerqCGQnMWkOjjUci/udY3lwwKX+mNW/qIfljrUfVNWWX9jv7gNXs/uBdWKpUe7LXfMlHLPWb3m8k3+s19wRzSTaMPdFFsbsFPw1Z0zy+DlgkStoEwu0uHpJIxA8BKF9cslMxtrRbu31lfVBud5wJU24G8NYq1k5QppTxWe9+mPtKtfrlXN2AKfYDlYxt0xxvKd8BZCFaEtagQXDNubB6Rr3inJczTUPkNOt5znjAaqTo6TGBaQ/HdtgnY3MlzIFqEUflOzzuCnNIbgmLE4ZPWNAD6xlVVfXAhow62RcG2MlblGUaJ6XkuqLQIspazFz6fqNlLNFVAq1LDRBzqa307YbTWmvG8I1vGUAkjp8nGdGm+h2uffGF7A5f4QSEgLXZ5hHB5vgqCwyIJen4/oBc6MhZfsA5i5zmtuhuXHYrz4kZGOjcTnbiCRdZYGookYdl2q53hjQnXloDa0MSmkvjJdFzbFgxzGFzq9nluvfbHFzlK9aVoeWquM5CKgR1SBU4BgGrDGH1IGH/VoTWzCWdLPUJKz+1Ygsk7/G3HwVXJBPqMuTrY48y0IiKhkSyuJZ2osYCzgkcvz/fjdsitMV6uNOa7NT/E1qRvh1CyCpV33Lu3jXylEM0Tta3pJCtHXrVp5++mmeffZZVq1axdKlSznxxBM5/vjjWbBgAR/72Mf47ne/S39/PxdddBEbN258S5V5+umnueCCC5g4cSI+n48HH3zwTd/XajW+8IUvMGHCBOrq6jjrrLP+jdKVSqW44oorSCQSJJNJrr76akZHR99SPbzyEsoTlfQ4SZxTTuwyCcpSt52iTdgVkT86uFiLqZoTiZvjMqhM1nWVqMmIpICcJZibltBXY23njQLkXQWH4FQJq/wGi/xKKPw9jDFFYyerJkjC7KLwOO7pLWB1SRxxfWVQLqia+aCcsHu3HGFjPYwE817gDUyhK3rfl3usDjmEd4lDcK7cEM59xtpdobUCoNkwKCkgF+HyuDaSyYf1uLa8cELXOHIwANCmjaJByV07HCWoGU8pCnbqvZpTigyi3jg5VpIsksv9CDNQ6ND3B3qANGSmWz/j4V0cN4m/1dxtEdWNgNrjRN/wsjASY2U9rzCeaxmRArYXyCfMeiDl57wqOiX/nfDqny3rOYmoPdzBiRQTphiXDVcUtTEfj7uhORaUWhAXRJbzS9Dnsc+cI78DwkKWM8edVwtqrFP9uCF8x2Hh1n5RPyzQx//YgKxHpsDdVsEj6ss/pANBmzBtvcja19uP524CwBT9yg5Pwa5AJg+cLHzOyphVxd8KlCys+1UpDzU7FTicUwQg8CJUegX+Ds+WK6SwRVbeXZiS0gJN27ThRs6Eyw9C7DGIWr6rEFyehN1TPJzfhhPxYg2KavMmZM38uyrk5+qrljhaqw3XSlaEBg2DG5Z7csKAaDx8YxB/SZi+0F4RVVYGoWGrIrvqb1efTLOhSwIdDnDQDxNfETEjVUWtTd7IM8ADPjyi0v4OIAv+lJfAOdajSDLQJp9/Ui78+BUQzShiMb0KmuF+kHXllQgwDppyUg6y93mpVtI2D2pZKeWhGUe4msKao4PwhjMh6o73rOcLEW1FOA0tGz0yz/1AcrXm5SfwXMcERFRbXa/fD9qzM2ugXbIlH4DXJuAFkgxqrJgIzx6DFwSQxf5ZITdc672QgU17gMJS0QBUUybCRiCzQuvvT4HI+bxr5ajL7B0twf/4Eq/88z//8//RdZFIhE9+8pNvuTLZbJaTTjqJj33sYyxbtuzffL9mzRruuOMOvve973Hccce5StnOnTuJRiXEr7jiCl5//XWeeOIJSqUSH/3oR7nmmmv4p3/6p7dcHz4wC9gsKv2d2GkiKYtBZL6u8cUlJKhAZZ0LsKSwkfsrwOSNYqB+Dnilw6wYaYiXFR0xbrPM/afAPwN3F1G0GAAZnZ6qWzxwqe9JCZjIfAgu0MmpcwvU7Cf7kHBqTXE5cj2tcm4XxcMAZPGAwZEWYVKiS3DdY86pNjxPn8U/JGXO0WsWcgSrrJntR1CUzAAQsmNYeCHiUbIOjCwE9ishZLsZZfJw/3a0aU4s8MmquEPqQ9qARoOKFLk7a+3LAtW/hBCc2w4HGqRQ9Q4d0bYABrIFfAMiWwN1QOSQkTMatuR9SIn6U3QiDo4qhppB1TtwNsz8sZSYqWiME9gpGAgWVLf8D7lth43v0JlSsKYBHwiKYC8H32AcnIQI35p2QmY9TIaVNVj4MvAeYIl03A1BFGrejSrohM3XW+yz33GJxaVBhdJAUWNSma+BCg/p2so4G/8qNKStLyq4KPYjk/tGDmnzyTcpzQjjRSGwALMCvAbD17tJT690BGzc5tewjZNzAk895gLieytwXR4P62aGCgIWWu24WKK6Nx1SdnsHYJMfXILU8GwD9vYoCrTcY9ghzF04BLmfKY9abBmU1kN1EAIBm9cLYGgj1LdoQEdOhkS32IjjV7us0OXxqt/9WfhyzQC6Q4YtqoCbI3cEvtMk3huA8jS433RIsRv/0JjgS6a4jIEPm4cvQLgZl/uLhHGCdUC1RUSL+FWn+QjoHq43xbXfmxuVQTi8Sm6fANxtLj035NyxaBIy5XEEfCV1amVQfRs90wJHiuJFKj8jS3YaKZX7sH7OQMMuoE+Ab8ftHcaz1vlbwTfoKeeVViiHLbT+eK0Dqw5JNL/aUXoThjTOPYig0T+iSMDiHFwFvrjFC7vvAzeVTrUADYZrczBrA/azybhJsD/WipuPjtEIJBNQvcu8mbdKYY5jtAIZKPYYY/9EKNwDwQ+pvTVHMz5a/m8vvzOoetGiRWQymbezLpx77rl8+ctf5uKLL/4339VqNb7+9a/z+c9/ng984APMmTOH73//+xw8eNC1JL300ks8+uijfPvb3+bUU0/lPe95D9/4xje47777OHjw4Fuv0B8DpA3giLIgV7bLzF7Y6kXO5DH+jxkS/Gm0cZaAEbh7D7o2PFt4pEpUwMnCRsh+XYt4v20UL+BFxBS26v7h2Xp+CPPXL5DVhQFxBJHWxjKINqk2oAHuH1ImcrJ4+Jqqfua+KvYsF0BdMT6X1iOA1kndsBr0rDCnAK12Ewd3kUUnwhImNEPWORkT3nkJ2+Kj7unvkT4UqdGGiPhaldQ0H1Dw1ovArQ3G/7LDrmtGEXp5WRoOheGRtD1q/xFjUu6BSpPq4mKI8mqHAzBOArNQmH0aE/K4OGoCLxtPTFTN6UMStg9oTWmDaEfKUqhLymxxPERTcAlStnrwQoo5QQko21IQ2KPfToPOLBxqg9oMyC2QQrgqjYyUI+gGYfPTBEfVFgeBTVbKUF0frmXPcYFWI0BAG6bDVB0cxfOxZlQxv7kofObWKCU1jscC1wTFuB23+eJEG+aWi2ICeMqHx+T9Ctp4OtA6CC6W9e8gcouErD+SQLbJ7jsITQUdDuIfco1alMxltlVNXtSGFOfCVrlqijulqB/p8h29F/AbQPpErZku9HntOHHYxD4sTiknEqESBV5X6PrIIji81Ism6wcGobmAO89XOV1dMZxORVGRzwBX9sPMESANzycRHw+7tY4LU8D/mDdOI03GGh2yaNYUlI6xqKkl8PocYVoy1+v6PBqfTFg5waojqlRxvNjxfXEY6YBXF3vWgKS9mgq4XFyj9+pm1Sbc6DpfRH/711ky2ZJIK2urvEPaccAx26CyywDZCSlsQ0gBbsEjUwyfqHHxm/nIn4fYQTFVj6Utz1/asIApzwpOHEbeD1mTJXUblcbEn5Pblqznikt8GgIrtbZORCDpPqAXuvs0BS8YQd+3wblRtFb3wh1WTZKYbzNrMLR50HOZZNQpKGo4M0cRbbWs2t20TXPm50BlA+9aOWohekfL76wQbdmyhXw+/28+z2Qy/MVf/MXvVanfVF599VX6+/s566yz3M8aGxs59dRT2bx5MwCbN28mmUzyR3/0R+41Z511Fn6/n1/96lf/7r0LhQKZTOZNLwBWI0E9eKGX3LXcozxRgRYt1uqACf1OKSpJJHMGkEAv3OklbK1/DJnx83J1LAHiN2jDfMaiwdqxXGg5CakoSGBhbqA5emZxExy+TfUcPlvvbUjIp1Gqg6zcTHc4+IGMvcybwGSrY2VQQiu/AZnys9psAi36vDgBKnsVeRNCgiKPgYSbwT9Np684nj/fOY1W0wjjMgnyj8qKFl4oM7Sj4LTCE475eo+UoDabWvdntcl0hdEJcrr10dAKLeznYXYPntUmiRfW7VgMfHHc7OiEVRcnk32sKqUj51dIkK8oF8zXgPJTUJsE0d2w/XzNgTye+7Rkz+pFG0HxYpGblMMQfxrW5SX01x2SNajZwU1gG3BSFrd+eLEe/kdCOk7dEBw6MhjsFPCQ7H4DeKYNH1TRoFaj9v8AZKda5E/Y3Gx5RTFVotpMc5PwpKKj8Aa08dbCSg3hz2uTai2qyj+wuRPL6b71a2Q9bE+xOqCceexR9eiAy6NW90E0h4ZwpU1XGBfORdg2wliv7l+OmNJsc3MAMj26p4PToYQpQCFzmQ1prIvPHtFP48TaHDoIlbW6d935luw2L7bqNIjPKQrjntFvAsvlyow9BsCLThe3wK/HwblJoBX6xnnz7T70fmXalDc/NI4A08RnSeYbyhNX2GqEl+Dy8iQGILFSdQodVp1CByG3VOuvbacpioshUpX1rVyvvjumKv6owjNyfeWBxGcEjHYoFOJ42LohbBCH7YDQYPOw4rmFs3dalKjxMRWmKaLMPFxe1GubKUQN3jpr0dQQG36rlLVQlxdY4TskN1MuBoyqzU1JszpHvTqO2GmktFtW6AaMELFVChk2p8JLNHYjdxpTPDoQ1S1VP7XBiQaspkXfP7IP1x37Inh0KlEUNfnKPIhfBZN3SA7ngb4ms75GJSvDL0thDo6Ka6zw1qAhv1c5iiF6R8tbVoguueQSvvrVr+Lz+RgYGPg332ezWf7mb/7mbanckaW/X/bnY4455k2fH3PMMe53/f39tLa2vun7YDBIU1OTe81vKrfeeiuNjY3uq6OjQ1+MAYFp0PK4BFUU+YtzPxOweprdIIuAjKF12hyTgG+lmWN/qsSjTqmNA/8uERpuRxEllRkwy4R9CxbJ0yOwZA4grYWZAqr9Eqy5H0LjXwITZEp2LCfd2CZUIDFZ4NVn7BaAF1URx+PuqQwe4XIo2ntFeCV/K4Rf9ZizHX9/FaWgKDXp5iX0Kmw9An6UN/BzFBq3SjBW5+kk7ItDq6Jy6DTmX9NDVwBPN8CekPr2W2UBRH8SQAJvAAjOVB2Og4OGCXgT4LmEhL6T3NXJrURUocxh01hHbQmkgf8GjBnGa6E1oTheNTppm6xBM5EFpBMYW6Z+T9xqboCX9JvYQahMV0UOAH8xXlixcr0mRxGz0hT13EGlC/tMScSM5aiEdUcSU/7Q5uIApAPWr6EULirZnzflJ6T2ReYj9+AbNtBhWcTK9cYF45is4tb4vJSLcr2sW9F+bQKZsNowDeViqzuga/NPQux6mKNkrVc6rszJwHS4vwf1136UNLQNF77V7WCLnLWSwUCqEUVQVtbhpoepWvWnq5p370Lro+58ja0/BuXNpsS36iBRf7UqU9igFB1ZlMomPF+JlQtbxD7cP8MUB9vFHZ6bxI2aT3k4o4yrL67xG9EpMCuCezDo7ceNQLy/Aje2wjntqu8jD6E6usD+16GyDNe8FNt7BGbvVTHck9bhauwhYaBGF0Psas2ZGWhs2gfkbidtltz9kF8uRuuRu2BOSvKi38ahHykKlR51dv3ValToIDBgMIACVLbBocWQvE3Pi2yH4nVSRFLIQjOwGC+3Xh/kVnt4Kset5o/pUOTihzKaAPk29dUZk6Qtfg4RNdaCXn67ht0QWat75ux50XM0H6duxdNghqB8HZxQ0KHyOeTmanwMpirq72E/XJOwOu2ycWoDWswCO4JrUSLYpTWQuQ2qF0uWPg403gh1L0JlnweViJ4j/NT0HRD/LEfLH0Z5SxgigMmTJ/Pzn/+cWq3GSSedRHNzMyeddBInnXQSc+fOZffu3UyYMOGdqOs7Vm6++WZWrlzp/j+TyUgp+sbLCMRxAxSWQWE9JIpQ3QjZrDHs5gzX8gMJyAxaePm1WnxTHuORXfZZYSmENkOgUxf6bgdugtbdMA2u60OC67WIMDjlPeIT4gWodkjwjd5rvC5XIM2mD/I3Sp7usue3AVMhU4Qrc3h+cj+SIym7rh+5VAItBjyerwv9MXVEdcR6ZMRYgdv0yKo9o/EVCO3yTki2KeBfbLgBxz6b0X0ji/WqPAGN62GmMlJjMplm1e82dHlHVCHXrwCfxrA0vajfO6+HDCQmw3EVVZEBvNxEJaC2U66gI9M5kFHag1qdlB0/0hoTGVwyQlrhgzvBfxb4fga+Vghd6obruuHn+Q0SmmM3y9qV/jQ8OA9CeeiZDV+x/jgm50UQrYpBxysQ3q8s561Ah8LW68uwa5pchfch3Ay9WCLZJoFhqULMifXN4IJYwmkIWD8HDtgAOeMXFpli3QG1MTBsfVGyziyq4yOLNTlChzUv8m267E+RMtT4oixNo1+HyaKKoAcvAnMcUj5etT5K4/E+NuMBWx1vXf6IzypAqODRQuTx9LWA0982vrkOiGBh9N0exUPsPAsX75cyURk0K+sSjVVxqxctGVms9RRegGv2K60TQDeOq68wiIuPeaQZz01ePKI+E9DGHVOX31ZEa2uXXRNeoIjQ6BI1zjl4OJp7caeB5J11l9Y6D89WB8Q+ZMOYhrZ+U4SHVEHnvtW0LGTR3R6Z4H677CBABwRzpqCEcHNxVPrUN4GUWZhWKuqOEtR+DsW7NJVex+TGDKibr9+Wn4PcXTrEZfHkTCHiRdhXBiHSqXYUOmSZnRiEy/wQykm595X1PgGI7ILcPxmcAFkh65boxr7Xcamosz+Ahm3evOq3cWrHTSvUnVH6DgbxgPsN1jdpPAD4UBPElkhZrK3VOGabJNcDLRDa6lm6HI6r8i4Ivlf3LB154n2Hy9vh8jrqMvt3y1u2EK1du5Zf/vKXBINBtmzZwj/8wz9w+umn8/LLL/PFL36Rf/zHf2TNmjVve0Xb2rShvPHGG2/6/I033nC/a2tr+zdWq3K5TCqVcq/5TSUSiZBIJN70AiD0AuQeVOLIco/M1oc/p5NsbZsUl+pGLbjQNhiZ5/H7TEELbgCZaEbwcDlEdbrN3ADjN8oc/RzaXHfgheg6gtLJB1RNSejHL1X9cv8EaTudDKL9sRMJhQqyQL2EFr0DSB1CG5ajWDgLPdDi4TAqgwaydE54MdzQ7LoBKUItWyD8otxgTqRdqUNKVXi2CfchhdxXbbeo9AoLEFsrIdqDMFP78TbOAHbChN6iQLhX7rH0Hs9ZVTpw85FmHHzWDiSw99qgFiy0OLrE2zCdtOUEdCL1lc0lcVAA0lDahG4eAq+D72WdnH2rde8GRDfQZvVuTXmpKPai5L7xa2X+n3hQp/iJKQn7aL8iVWbugfAORWglpAjToC44rw5W1MEZRejeZ+19qUkKJgEbsGF7OQqNaRiB122yjQA5KQVuCckiGTpoylJWY1PpM5emIYEpaRLVAl449oT9UuDGPQf+XkTCuURVeeVW6F0JzXDuKWhMu4H9i+XCmIPeB+fp8x5rQh1SBCfbnJmM8CvtWCTlKo/pfQytqYO3ag8/HZjS6+HrSt0QWq455gCys2tlQQp2gu+vNBdP2AjFdbK0xJYpMeix2+QaztwgwG9uvca2eh+8sRIGYWuLza29lsYjD/TDS+PR+qpD69dR8gYQXcdUdfsdH0Eu4vBGi6CbJYtK/lGbkguAdeCfqg5JroPS+6ClV/Ki93wBvYNXyQqY61THVDtg+E9w03owD6buVh16O+DAnZoyE9B6ifXCuI24/B3pWyTbAh0Q/yT45unvwCngv0FpKqo5CN8KqdvhwFKNyfTdMHEtDN8kK239KsiukDzJNKn/Tijot8GZXuQqUVkrE88pr2E/SsPxgGHXIjvlzq1M0viEt+q93APV1VC7WR3ctwTyj4ujKQMMr4LRNVqD5yB83lYbs2c0pW/ssik+2ebjrhkauy6bYyenoHm9xmcqirJ7faso48/dDRPWw8iH1Zb8BgHdW+9Su7bMgfwlvGulyu+PHzrqMvt3y++MIcpms8yfP58PfOAD3HLLLTz44IPs27ePV199lQ9/+MNvZx0BOO6442hra+PJJ590P8tkMvzqV7/itNNOA+C0004jnU7z3HPPudf84he/oFqtcuqpp771h26/WIvgjZvgxG0iR6umIPlVN7oI3zw4EwP2LZFCEkUbZDtQ+Jm+nwm0rLPNuSS//EVoY9w9D/pWaDHPBE5LSakIz4bkboheJqxFFGGIMn8vRWj8RoXPBtZL5kwFTsYUjeXarI+DxJl4USAjVr8YAiFWtnng6ewDyKy9wU6JSNiWOiH/z1DbqM093AfZ6YavuQjqv6BrY71SsMJ3GWgzKaWu3KN0BMW1MCsFI8th73KdoKcCzbB6DjqFPgNUYHXYeGqexTv5XYhwRK3ArpUSZv87wuYJ1q52vASjjQXjoRmUcD58G64kyE2RaybwiDaZfBtUximumjyM3gp7z4TMzcJktAGv7PMSQ4bwUo3EgOHFasfhj8CpV1vk0AfgpVaBZr/WBP6vAU9Bz3T1S+xSudx6gOcUkdT7rCBIN0bxFMRxKThjo7k67GhXPEEuq9oE1be4RULaUVoL86z/Q7LqMQSVbuuYOvFqERYOxJ/EpVdPr9L3uU65FGM7dWIvjIf++ZA9DfadDodvguq9MHgZBNq5Yyp8fxhzm3ZAYSOvjoOOLuuj8Feg7nZVvxW6bJ53dQH0asxiBc+64Jsji4tjxSyh+p4NhwNI0Yr2mqKxAIbnSFmLPGa4N4AzhAXJTdTmPxdgBvQstglU0VxKr7JNIgjjvqmN/bIJEJgKfpieQspwC8w+CF1z1K0zTZ+hAToSuMBrwvqs9r8hcTF8+nHkahlB66AwXkSd0SVAFPY2meu6EUZmG1h9kh2gYlK03rdNwP/iePhJWHm2fjEHnvPrPqVuJXoNAPX3QeT7UrROgRvnAu+1Pmu2fiQAEws6XGXOguEzdMgK9UL5aSmdSSD7Bdh+GfRfBMWdXHMuvDAPfR+aAb0XwvBVULtIylRrSq7mWdhBKqG1V9iC3P7f1VwkCl/aDp/rh4d3mas3Cc9MhD+dDXsvhFVNateClOrfgsbt74Ho2TDuVrV17EIgRNcZ6hrJtyekwLXCExPhr59D49+s5UL91RCex2ARuBAuPwXDJjXrMFb/BfiCQuqfT6L59GpYbfRt1EGqBbmwf43lvDxa/hDKW1KI9u/f7/4dCoX+w+v7+vr+w2uOLKOjo2zfvp3t27cDAlJv376d/fv34/P5+MxnPsOXv/xlfvrTn/LCCy/wkY98hIkTJ3LRRRcBMGvWLM455xw+8YlP8Oyzz/LMM8/wZ3/2Z3zoQx9i4sSJb6kuAF/8+lMKwa3iclcw7m4gD4nbLQz5Cs5tBwJzpUj0I0tC409ITAXK9aQa4NzTMaGcAIowdrI2wysXQ/wzkH2ATAmeWIiFM29QJFkCMaNGrQ7VfpjYK6DlwQgELoNdTarbZGQtqd4KoQthPryUgF/l8HA1DUg4LrBXC5ZjKSulyyG0IyTlLb9B3CmNj8HYWgnrw6fCXU3w5DzoP1sRGCGkFGTWmMl+UPdyo3/QxrML6L0FgssgBpubgVMsr1AvMO4OmKymXANQB3uP0UaYcQ6brwJ7r9X9IgUWPoGE9DToOF1Vpx2zEGxU+xIpXB9MIA8MS+COzIS/8cPe2YaObVBdP9cjAszhCxWx81eHtJecjhSxLiB8u7AtsU9w+ZlA5BDVQWRpqqbgr7fDN5ByXMtCoJ1jPvcs7F0C3efDwG1w+A54ZblMRGG4aRes+QVsTsDqM4GL4IUWZBEpTQPGwcEpqqPDpRTsVDsOLwLaYHjyEX0e9awph0/S2O2fjAfqacMlr2osHJEMdgBFB06Crybguh74fpMHyiy2Q+MtsPgGAFoSCF9ySi9cpcjA3s3A3pUQ2gmZr2v+TzRW6yx096MDQA+eYhldApV/0eOTNmdfB867gTsC8GAbspzlO9T22AVQf6Ostnmrev0aCGT1fWC2Nv/7gPqbZPHKfx/qrxHgPVKAcfdCYBMMnQ2J++CuidB4LYyDxgZgIVw+B67vFJaNU2DyMn1OGnq3Wzfuh8s74Yn3Q+lYeKwEvqlAaK2eUb1LGKYdoB24Qdi0+jvBfxAafq1ggcbvQ/ibUmonzLcDzhpZ7U4EDk1U9N9ZzygKLNgJLc/Awa8JUB/ZCcfOd/V3huz1ylIo/BQqz4lHpzRXa2Hc03pWMzD5LngSOHAPHPDLupS4Cq7q5RNFWTD5AVBnONHYQfVdR6/A//2IeyvYCeVnvYjcgh1ki3PghdPVYZPa4H/OlDK6b6HGo07DxtonoXO3h4scWAW5GfDZFNQmA5PFZ8YKOFYReBc/AzyxVBbYSY+x+hQRef5qjs2jl4AHgchNcME2Xq6HRc1w/3Po4EUW/D/RoP7jDMjCyfuAQ3fC3CdxOb6qm2H3GimQn9oCex3f+LtQqm/T62j5jcVXq9Vq//FlKscccwwXXXQRH//4x5k/f/5vvObw4cP88Ic/5G//9m+55ppruO666/6PK7NhwwbOOOOMf/P5lVdeyb333kutVuOLX/wid999N+l0mve85z38/d//PdOnT3evTaVS/Nmf/Rk/+9nP8Pv9fPCDH+SOO+6gvr7+/7gemUyGxsZGuGE7nLoD/B8xzqCNkN4I8cVQvR1m3wDPL4P29XDoDvBfJ2UkeDOUb4X5N0MFnjoOzngdy4x+DzrVT9dJozgeKvNZfbWUgDVA991WkXF3wugdhi94zONmKSI3SuQm46J5GRpvtjD/lVIA2tfzvTNkcLm7B21Wcbxw6BGkPG1HYaaBFgtPbwdCirjwxS1UOSvzfeKz0Hu2Nqt9SBmYcRAij0NwtVwHKSR848sVplpNe0y2NCvMt5SE6hlwIdyYNBzRE7iEhx0XQ29eUXfnAud3w2vHwvvqoffeeXKH+Jtg3vXcOFXNaQSu7EaK0A/RBpVZBr71UF4swRz9IJ7NuChLS+8UbbCnINdQJSqwaO9CmLRN1qNAHvLv1wb9QeCfV8CCu2Db3TD/GvjlMrr+23q6H0fK4K/vgX1LdN9JwKItUhpLMfhUHj4TVV+1Z6DhFzB6A5wJr46DYwbErPuvs8TQfWEUep8BDqyCwtmqWy0MvgPgsGzWEuZKwXihMnjgnCjCgxwH6bnKOtr4ioXwD+n3lR2elTDQhYtvqRwPO2fD3yDX3keRUtiyFcofshwVXnfSiYcL2osUdn8r0CvFZxpS8IdsOgzaHMwifF1xpwGQW6F+o+6zUJak7jQu7phdSOkpbDEemiVydzWsMJbmmKLIqndJcaq/SspvZLFctr6UhxOpO1/zNHO2eIiKDwl/FE/BLOiYa/xWedjcCqc5Z7wmtLjCuNihG8+WXvvlUZhWhxSZPUBquULrw/O8HIVUtB5qCSj9FMJnAgNqU+R8qF1tUJ9V5n5uFrdVDpi4U3ixakxYxdiHoDJZ2LDDn4EJKfV3s43LM9bXISC6QvxlLonSsPAwybvUrrR9X5ool2n6Ulm4OxAW6Ukg8TXNDX9eykFkrfQ7B8OXR/Ip0KK+9Ldau8+A9GzVpYIxUNvfAU0TTsxAw6PC5bXbXCqvMhnSLpb/UFoWwcx1mlMVq1suIktjG7BEJKAJoDtr9c6iA00OQRpA7s0BFARTORf871e/DeFZ031LIXq+wNaR+RAxy9i4uxWFNzgOVs7l8OHDHtzibS7unvQDvFQjv2vJAVfwjtb3/9bylhSioaEhvvKVr/Cd73yHaDTKKaecwsSJE4lGowwPD7Nz5066u7uZN28eq1at4rzzznsn6/6OFXfy3fs3Ov2AYXhy3t+xbZYZeR5EtslNEb9Uvu7CUjhJkQ70o8XVh4QbyB/dsAv8r0DsBi3qdrtmF4azuFUbRHGdMlfHHjO4yAwDCE+WedtJrFjLGn7nLm1MbeDm/cqCy2PUjqe09Ns1sRUebsmfVKRKoEXKkC8FiTUIFDkbXp/sHpSYuBN4SptSyzY9JzfPA6uG5yvSJzJfp9FQCqq7oLBabZ6KhOAuJHCd/bsVLp+qqKtoBb4Zhbv3A0/OAHbLTblwmwRqCywKwKYePIHcb/WrNKkddefr/4E2AcX9U8X1UkpCtlWkholuGJyviMJSp6wv+TaIfFHt86XUr1nr0zyyyo2gDWOXjZ/vVhh7j/3WCCBzTXpGIaZT8HuqAsjGN0vIXtDL91qVzHbSmIgo0yE4bQidXAeBxD1odwuoo6oHwd+Jq/AUjpV7y8FIFZ40AsIlanvJLKTBUeMvGlbliy8YeDdgm/FCBDDugPR0D3YVA5IpiD8PmWu0oQxaP5wOiamQGUBKYP8MaDY8S7PNZ6eqAZuHaWtOd5OlnOg4Aie3DOrWe5t6VNPMBVwfjKgtDlg6uVouxPACzd/hG6QwR+bLpcsIFG/Sb2rLZLFIfBrKN0HwbrtpM2TXCBtYt1JWnfl4qXiwv1NI65mMLD0ltR/g8jZN503PosPCj+27rUth7DEYdzvQALl1cpk6SlFlu629aZD5iA4oDduguMKAu/3qtNx8YdH8OTxGy0Fctmr/R3BT8uStz3vsMSNIOUx8FqXi2exxj+XX6Zr4cgifr4mce1D4yDakNw3ZI33zjBS2U78dW+spxXncjCSMNemaUrewdf4uKDbrwBHIQ2rKm63WiQGtl8DLUlodV6C/VTipuvOlrGfnQOTbUnYbgIEmycPKWsmQyVbXpM21ov2/hGRfs42f023dQHWp2lLbpj57BUj8AMpXaGDziCkcDFN6nsDswS/AG1Og+X/BVSvfHYXo+7w9CtFHjipEv6m8JYXIKWNjYzz00EP88pe/5LXXXmNsbIzx48dz8skns3TpUk444YR3oq7vWnEn390/h+ANUP8lsZIenqdF41/suZkcgrDQDAnk2DqdlpwT0FNN8q2nAf8yAUD9Zp458WZtIJ3I4tKFTpQjdj9/q1w+pQ6diEqYy25Iykq5R4IicpmE+THbJIj70aJvRnCJKG+O7MnjsTmPmHUoukSL3FnsTqh6qAvC71cbqw1yzUT7IXxIDNCFJw0jtE3XRBZLgIUXmGUriZtMKbtGhGZZPK6mqahdnUipiAGnw1NBhczeNoAAzI5Sl0CCrRt4v70vQCfAADKOjNi1waUeYLyw1ThrZkJlgsz0ocNAEbKzFIFVGA91+/TZ0JkQmqqQ+qabIXUvTLlKRITHpdTHnUgo77U+Hv0JjFwN0R9DZIswNsGqOI7G79cz35gI7XuMa+ZeOG0jNMPlzUr98NM89ETh4n02hi9H5Napu9Uan7X+HMEjRDL3EGBauoCn0XNsEpTwCJTyqmzlOeNUMWWo+II2oPjVUnxB9QUpd+E0xJ8S5iZYcPUu5uMFtD2Ld6put+ococPResT/B62qjkfVZ0qOvxWSvS4omSFcVgB38xwCl3Az2IlLLJr7IW4i0cYb9aBKvzbLCsInJW/xOKnCCyw8PKf1FF2ie/gLYhIP2xjvQRF0RTyFOGr1ONnqPxFZWxNoLTtdPYSIEhMrBaSOnq0DR3g2rjJbHVE9Ru+FwG5RUziBE65GGbLrxyHNuxkhzsMCFVcGRSDoeIad4Xb6MD9DeEN/gwIdijs13oEWO7ycqP4q74H8Xbq909bwPFMYspYwudM7HLql12PCr+IpRPFLrVMcTSkqPqHDU7Q2/GUlTmZIcACQ/Ah2qj+cSMHYMrW1uEWHxAAQWqHvC+vlSnSWh9NdFavaZHt0CK3bATzLVM6Uz5D9trLM6EEGZJUPASWzducf1/2iZ9pN88J+Da+BT20+qhD9AZS3HHYPUFdXxyWXXMIll7yL6Pr/jBLulfk6c6Oycce3ASu81B3+x4Dl4h+qLFHkgbMItyOzerATKikIr9Tn/n4Y+5SHhRlrgu6UsDx70Oe+iAROtcd+E9PmXr8E8j/W5l7L2smrRWDFiWYx6UYCIYAXYlpEgqCIFx7snPwjcW1C+Q2qa+5hU2hme8BPh4vfP2LCK6PPHAHmiwtw6OCFnCSW/hbrjAEBwaOm1OVnQHZQrLxRJHT2oD5oFZj6DMfSsx1tNgGkMO5Dxo0oXkTZFjzQeBTlcfNZu0rdnlANTENg4mEImNZU7YD4HqgkjGtkElR+CM1ZPSf3MGTnQWmF6jIrBTsj8P6CrBbTgeoaeP2r0Niv50b2Qu140f37yxAbNWI3YPIhzYHhT2mztZP1/VlYFIeTK3hcLimkfFRmWJSj4xou2cDm8ULv7bPiTm1u4QX2edq+83vj5sQgB1pwOah8caNySJqya5pLJW58M/s1R+IP6oR/+GKl+ni+B/5oo8devrEDillYaIeAEeCFWwVqz6ekFFXxWKy3zFO014El0PSYIhEzy6C4HrbbZtUFvHAnTLlWz9gLPGtK/NhDUL4T6k7THKgzlzHNokFIfgcqy+G962BDlyZY9CPqh2Ougj1NmoeBrRrj4wvQuxEObIb6m9g8B07bpa7Y+GFYvBHohcPnQ+Mz6tbEZMjc0wHn98o91YYsQ5vhiffB+3+0WlFi4VVQnaIortxiHT56L4MTpsLhO6H+WgheBwcegIapctP33QuzpuqeB+4zK2ZWWLADYZg9VWPZ+AMIXAHFGRD+JIRbofMKWdVeAgZ3w4TV8MbtwiYmjYep/kuQ6QL/38nqwnLVfQR45W6IHyfXvv8JmLbWUrDs1gGk/j6bhwNK5ZK1OdAAbO5SRF/xSc2zQLvNwSKE87BlCkzxwythuKAC+Z9C5cvi62p8EQbnQMMGYLeCWcZvhJ4ZUP0R1HfKAlje5SWMjm6T1bkPeOV2OPwVuT0/CK8W4Lh9qH4nAo/dLlf+Javh2W2q8xZg5Ak47v2wdx4cfEDj8l6gex289FkIPai2HL4ATpsFO+8VmJ3NvGvl7cAAHcUQ/bvF/59dgf/SZedp2jB8P4UuswRVBqHxc1JYKuj0dCHaOHs6JPC3z9NmcTIQvF2b5pS1egU/pdN++Gt2gntIpvTCSuFT5gLnFTyFZCIQ+LZyGzXebMpHSifd6mq5pKIf1SmwFx1cChGFLpeALkjMQSN9KCKlwznBz0W0+NUBKQ+hdQKp+uKKbKvmhH0oTYThq4VPcDJNZ94L5fdC5CIIfVYPb01JYDRt0z1plZ+/fDMkvurxf9R/Dhq/og2sTd361FK0fz+uaCsnkzhJ4BS45ny06Z6JrAu52yX8ds/j+VNUJeZY+wMpaOr1eGpi55lVwDmyh9UJuQck7AcX6v1zZ0P2Am2yQxdqXGLnKRJv304xiwPMK2iTqSKgauYbUpRIwNW9whVkVsCvEooy+/PJwnrUNio6iBKMuwcOr4FfNrmEcZt+LKVo0XRr5zTrn4/utgeHkMtlHozeo7+JipOlOkWdFV4ImXPtdL1PCl9xuxQN6lTH3BLjwsJcrRdCeLFcTeSNQDIPDIPvWZFv9l0GI38vF6C/V1E+4dnarBy3VjfQ1gtzUnTEkUK72daML+6l/uhSF4iNepsUv2MeO8ItE4fuGZ4bdg8COc+ybugGqrvBP1GKrv8WOByRIhzo0JhXeyG5Fgo/1rx+Hh1iRuYpdczhlbIo+OJQvgNq/00K4RsrhesL3gTtcFo3UtzOhMU7kbJwETQ2IVB1N2S2W7s327hV4IUxTf/3vwaMXQXlr2lM/L2WWPkTmocdP1XoeO4+jVV2GTTdIiU7ugQ6/ruu37NYUU2RHAwtkYI9616orpS1jAHRgNR/SX00fIWmS0b1kBV6hlw+2X8Q+3L9FwRMTjyi9REDJq4zEsPlMDJf1sHQLjhmrZSJFnQwqP+agZrN+hhF8iSErN7RJVDdJznggPqL24A45GbLuFUFzhxQhwU+I9fyIb+e2bJVyn2nzZe9iAogkNe4V1OKuC08I8jCVHvuk7ZO6qQMXROG4yLocFoE7o8oQnfCajoCSBn6GXIt5v5EWL34J2DaT2V53g+8ugwan4DoSlmjglfAtqXq3JYtYqZ/t0rlbXodLb+xHFWI/qMSngvh1fIrl5DF6PBXBGTsAGrXW4QCEna7VspaEz5RGIOxc3RdJ5qI5TulPJFQdFEpqQ1tylrt062IHTX4mJStoWVQ/XOPl8UXB2YYL8cKw3wUPYvQ80gYja62XE2Q2YFOfE0W2jwBz3qUaRK+odStjRaEJSg8JHdXsBMKn9GJrO58qEYh+0faGLOdcqP5HsSlxSmthyFz92VuVKRWdbmwQ+GVwiPV6mQhqeh0zWlwxqtWd38TTrJMwsBiuDyhlAhdSRQtlEYKwGRg/jZODiFlyLEQVVF/hGd7iWr9MfsiCgwrDD12tfA0fSilw1cegsQ3lZk8hwTn2HuEsTrlQT3X2RBA1857TO6QExGmaw8QeQUav65rhoBvPakNMDBTTMOFE6HSqsEOp7QB7QVO1377lSpSbk9Bm8HTGMfOcerk2G5FSdGn/8evAv9hKB6n9iWekqsi0Ab+vXZCb4FKs7BTsdf0O18cgqer44obNe6gqMJqj3BKvjmiChgBknvk6sicYa6ppHApDnbkfHsfgd40nts4ME1zMoQU8QxS9pI2HNOA/U1SrCrLhHtq3g2jqzy6hTSQhUVhdMCIr4T8g8K/RD+qpMKBFlkNwguErxq7Vgp7YamUsWCnLE4OL9UA2rDL18nyQJvWQfgQlO+GXbD3eOvm56BawnX1ZQ8CT8zTWnJwKqerbR3vhafqgE54ajJQdyf4r/fA0a83wfBHAL/C3qurRQjo74f4enjjFjjmJhi/GmqfV3+N3yhF4QcxaH5cisHrV0FmrdozeKFhC/ukLIz7GiQUHUfI1tOC3VoT8Rs0x0lD3avAZGjbrb5+Y6UAysFOyCfkHq/0wjijwUjZ2iIg2VVs18Gp3fppyMan+Kzcc4WtNnf7pKw7efWGrF7fa4XD8yVPfmRzw1eW1apFz2W/zSui0NMEJMDfJgt1LSuizi22JpvRROkCdorxvTeP3O6DwPKC5n0SflgCHrJ52wEEtkjWZz4FhbmSRzOBxHpFhVYv1o4Zu1kYUfKwfSFEF3O0/GGUowrRbysDyLRaufEIv+0QNH4Vatea+XKlzKqJWxT50rRWJ77sfVpodeezuQ4PA5G9BwL/EzILdCqrO2BWH0VUUQHOBoJ3ShBNXi+yP8fVW3wWwruhskIU/TSIATbTpFNOJ1B+DKoRFzTdMQfvdN6pn4jjBuFhIouPyDnUAKPfgsj7pRCMWw/1n7SwdSAzU8DIx8KKWPLnIHCWLBlJlHpg6m6dyhO3KB9RqRtGL5NVInuf7jPudlhgbd6Mm2uIxhthGM6dCRsn6dIvjyqKrHs/JriWy9qS0Ril0ngJdRvwlD0H9+CQ9oEwCLXxokngdeiZD8cVlQtq0/mqRHVACkn8Qah7Xmy8QxepfUNYJRBJ5y5g/PWWYsXqMDYdyKp/W4FvngnFJ1SpG0ZhYDL0z4axqVD3fU9RKMJHxpRQdLgBD/qzAEW5BPYDCf3u8FcQWC2uZw0uFncQeRhZLHLC4gu6cS0LNHsJbbNT1eH+iQL00iAAfGUdLtjMnwT/TBg9Xv28A9g3XbiPhl2yxFQPQrSXRKelYOnFc9E61sChJmBE946Dm0PPDGqANqq6lKxq+Q1ARkr1cas1L/bZ/GiBTWnkaq6tFZYjvFTjGOgwt+JcY6nuhro7gH6zdOIFIBSflbWoHcMh3QOJ59Xu6BI4MBH818B7YdrLwJlw+YXgPxGemqC2xScCHdtkKWzFZS/omgy9PXB1j/rjjDEgc61yk0WXaAJNTikMv9Kr9R+806KcJkF6BoybqjYfWAx1m7VWc1+T+/XKAR1IKlFof1I0FfFPQGK/HbQazMV+PYk2uL9PQ087cucF56gB+Q247vDhD2kMfh3Rmoksk7u78RUIvyr+MIw5fQgDtSeluIRfVH/32XgmMOqPnED6DuYo0KmJUWrSHKxDSsx7gWIYBqfo7zDCqyV+rjEbtjniWwmlFlN48rJ++mPq0/BsD/weR+75VyExV3KjYwQpNl1IyTktBUOwNIRk9EPoQOKzfkisUYDCaSgyeLBD1rjgnWpfZgU8NwOq02BaCiLv4V0rRy1E72g5qhD9tpJEm0Zsiza8ygwgKmHpW6PFOXKnQiGLG5TjbHgVHL9awjkPtK/nNGcC9iKSusgbUP+yJYR9XSHGFctllgceaQL/tRIm+5C1ZgBTZBYId5R72KJW7MRVy2qfTqON1BdX/Rqgd5+q7Sodzok+j+5fHcDNTE1OlqDip2Tl6Udus+IynfByfkjFJLyc2TN2hwRJFmhaZxaXxZD/ITSuEhNuohuqg7Jm+Aag8QbYB/enkZDZiixih2+jw5gXXgkqD9FF9XC3s8H2AKyT1aELmA53NiPXYlrVd4G6IMuBy8Ddp/Bm37D6rXY8dG6BgTBkToC5A6qM/xzDgP6VyA/DS6H5USk/OTwsVC0rq8ArHS63oWgM8kBVfZsGrtkJvg9Dbi401Xvwn3I9jH4FJ9kkk+H4Xmg8CHNaLUFqCVkgi1uVA44hneobP4cIehqAdvHQFFs1KA2/0KYW7FRnBLtUt2pQGykgJWWvrFbVg5B/SC4nN2Nti+5XTMhi0ARMzMFhv0L8K72yAMQgU7Gkpknd1o1sDCB8DhXdO46Uvzyaq1lcWAm1ZRY5dK36bs5u9V8eKZkjGvtzk/b/8lIDTA/iJtIKL4DCExaRNE1tqh2njbMVY3SOSgkqbNX9o0u0vrKzlMy0moPjt8lltQOKITRP90NpF5xhrtKngsArEVlD/LhJQjNAVyc83qk2PhFDG2xhqw4wtQlaH7l7ILBA7rmxa4E1SpUxZzeEnpKCVbcRsmfIohS5XhGC21sh3q327j0Tl+cg3yYlr9orIsrMYjJZuKMdb503gLtoAy1qN0Mw7vsan1pB1rmxh+RODqU1doHlkj/OoS5S0DMjh1AuxUs9EHZR81jKaecRLPEVIK5AhkrUs+h8yX6XTMkVmkQYv+Ifaf7kMFfqA0YDYPcKdOAGa4S61PEONCC6BGZBZjM8UoTX47h8kItOA7bOg8nwUBkpQ0uQLIl/WXN0+CZFmj4FXWcjjqXDH4Hytapz7AeyqPkPwy+aoLyfd63U+P05iN5yGNX/O+WoQvTbyqsAIzKfVlDOsUqPhGXtJp0Ok3+laKfwOVr8k1frNH2c4Shem6eNrRfDTOxV+GlhvHiNanWQikAcbnM2kXNTCrkt7tSajywx5QvcdBqJ/y7/OXEJmFpB3ycQKNuXcnN6dU1FFq4cHi5nBI1+HNtItui+1bRO3yyXCzCGFJpyD0o5AowryoUYzgBZuYM60euNedp8yhvNlZFVzqNMl9xhY9cBeUit9CJB9qFNrnEbxFP0DsCaMZhchbsHLKp5BO+km0X5tPqBIbh2CO906McL73Yijso9Uu4CHSiR5cm6ie9V4YdCyE3yZKuiRvx79bvY1crQXdgK+87xQseLaCOMFGTOn9irugTneAl/ieuaEPC3s0U54CtDqgdetksCeW3eCY3JEzUoxZXcdVMG7nfcClORshjaqwuLEyx9wQm4SaQOz4fwfg1yYZ7xvzQgBuuSOqRcL5enr6z6BTo0Nv4mzd26FNCg+1cbNK+qVtcDQG/MGJfrcZPlDsLlAfjTqo1l1sZqMl6kGQnNx7yqf3nUrm0DUh2WO2yDAMGF1RrE/bj7nZN3atF0I+ssITdvwCx1xQmaq+WNEDnHrB91Fg1k86AZbZy1sAC+jas0PuUeWUhTTRB5TTifz8+DzE2wBB7qQtiluPLMdXUBr8PMDHJBY20dEKcWQPcQXPQL1XN8AR2UAik90zemfoldDbyq51bnQeA2CJ4hhT+yV31VWaGx+qOUKfuTpJhmToFXW51JpP4dDUN4vcY8eRuUe/heHO7C5lCTzV3q9JvEernbiycDYY/biyG1q2wuutxcWQ+zNh4dzrhWFDpfMbNf2sbqOCQzAi1y2TqWWdDkcBIUpw7Aw2lg1LjVkuLs2oyU03ybrN6O9bQ6IMvSDpQgm4TqXZsgGTPV5t4EZDF6Gpijc9ahCHQsUJU3pZFlbwdEq8DFeHnYfK+rn8bdAenpdFwM3UWr+rjnhAdNA6FXzNrfZXQh76JCdLS8o+VtUYhqtRq/Q/T+f/3yv4aApDaGudiiicvt47vTTkJ7JMSKj2rxp5CL48BiWXxCXWwCL8dYtUMnHX9ZiyrXqc26G1J56GpDJ8iRuxRqGgWIulQpRM82c/RWLyt9aqLL0ecmVYytgBb4SdQUiiouBtehPyGBZkCp20JbH9Np2t1QF3v5QQMtwIBhbcMSev0JUQLQ522EDdsssns5youVNTbdUbnifEvFVlvLeolBp0NHJ1LYRuDyVni5zp4blsz5XhKXd4gWBB61DbfOhom4tStsbfXHrE+WiFXWQXHHX8LVQqIZWWBem6hTpD+lz/8GcbWMLPR4jLDndCJTvt2O/hl02CaxKIEUhuKT8Fd5eMR+V2qCfBvv44AApa8iDqTKIMRgURTe74OGJ6HuOThQB98zq4PcaduMqbqozSK6BMKOnyIql9/YdDxXxgL9uBbEXebVqKxEw63AmKw8wS5NDl/cmJ7jlkrBih9hOx5O6/sW5DIjDNl7YaFwGmf4kQUtifBUQ0ipSSHAcAPatCo6zDOILAItvZrvgRSwG2qLFZ6esPE0ty9nwqYsXIl95ihD0SXg/5Hmqn+GLCTxS9VPAJV/ESh+B14fFLfD6PX6LLIQmAAdj8LISeLp+cqPbVyhrQT0QKIZvl9nJH/TYYIzDypWnwVwWw98vwo3NsPLCyARhZOLyEVXv0Y5zKhagthhqJwAHU+am+oclKgZxJu0Sq7a6MMCCweWaw1l0Zg2o1x5zgmhfaOsuERh9DqY0suVeXWxazkdXao5XX5a+cdIGkFn3iINUwoQGMKwfkHhzXIPSNGp2rj2dACtMG4/BIZ0mGqztTCADji+uLihQl3eXCKstdGXAMbDnCScV6+5UfYrYW8XamfieaWtCdlcSd6ief9ejEfLLE5jd4gmoGrzZDOynp+jr0eDUPZB7x49nn7rjzP0HbswqzOyYI9+zQgYl9Dbbdf2duh55T22lPyQWykS1DYgcjbvWvl9XWXO6y2WO++8k87OTqLRKKeeeirPPvvsb73+gQceYObMmUSjUU488UQefvjhN31fq9X4whe+wIQJE6irq+Oss85i7969b7omlUpxxRVXkEgkSCaTXH311YyOjr71yr+F8nspRPfccw8nnHAC0WiUaDTKCSecwLe//e23q27/+eVTZpYJ3AZbO+SW8U8zIN99WvyVQfN7z4PWjUdkkd/II3uA2Dq5E/agheUf0aYbSivipe4ANPTSdRl0NpvA7UECv9Iry1JunQThPmQZcMDC/k5ZmNqfkeBwNiVfHJrFJXIlcHcab6RLeNHYA8BoRO3JrFGYb2GrRZktMVLDpeqDUJeFkuMRM7ZlZLWoDHo0OKmIMAbVAf0/OEcPi70A9Z+xjfx1L4IkCsSMjbkNmCYd4hHgc34gKb3zSuy5263uh/+79rwueHQ62jyHeDPfEs7/N2hDcYAttTpcMqR0QifTJHBxUWNCAL6AAMf1L2tspz7onZL3og2iNM/M0LvFZlzYwKYdaBMZ+yxcEpXFaBkwMB0O+/kFJ2gzOwFF0oTWuUrsyH4YOx3KMyWsPw3aLJ5CYx46rDonzGXiMhyGtNFHDqmN4T5Lv+LXhkVUL19ZP5u4Te8Bsx5V0/p/bIXew4d0bTWquTwNuCQJU6rQkBJuLHODLHoj0N2H5mzbEeOwz7o7Bi7BX0a3f6QHz/0yaH1aaVL6jfJGzcGifddpfdCn+2b2oO9i50lJHHtIc8wh8fMnDQuX1uYe7FRS5jzmFv655mZomUhOK/3AqzB8tlyN5U+pEQ1AFW4IAS2Q2WUu7SHVaxFWpzYbih74Xid8wC+ozufrIbPf+iW6BA5/VZQA2LPB6tJibqW0GlaapwYHV4vqwz9Vil74RCkTzQjoHM/o/+Wn1NHVRvXb2HVaJyU8WdSnxxJ5TH0UPMUqXUKTOiOlLYSA2Q64PvYKVLvFhVZECu4LzrxJy/Vf3QfV9ZIvfXikqE7kqoMhIgC1VrkIG4DzovA+LJ0Rip5LAhOrspA5ymE/UF2qa6L9EHPAeiOiGyn3aM7tQzJ2JpLDeelWf+aHa236s8fmWpduf8aYjWcAyMyQPG28HujVektbe2vWR5VBYSSJG04tDpEq1JxJ8C6U/wSF6P7772flypV88YtfZNu2bZx00kksXbr03yRSd8qmTZv40z/9U66++mqef/55LrroIi666CJefPFF95o1a9Zwxx138K1vfYtf/epXxONxli5dSj6fd6+54oor6O7u5oknnuDnP/85Tz/9NNdcc81bq/xbLL+zQvSFL3yBP//zP+eCCy7ggQce4IEHHuCCCy7g+uuv5wtf+MLbWcf/vHJyD1DR5hLqhYHFUHjQlJGYFlItK8GTud4YetEijqJTbhUyz2HcQC3AkOj6/YeNTO5iaIPuXZDJoA0/iuV0GtQCjl3gEeGFuiRowosUCeTbr3vmkfLUAUy1k1UPZOwA6P4eq58jLBst6qLufM9S5I9ZHrA4bjRRoFPcNCGgvgpTMxDv0c3zG3QC3Y+HGYgu0XvhST242gKMyLpV3Sshm1Ad2Yc2Pr8uzQxpUzkdIAufx/rvabzkrRNS7ob6Itb2krXJjywTxZ1SLKNLDD9iHeAbg0qrzPf1Vcs4n4JDYWjYqgc0ma/Id0CWreJ27R2D6FC+A9ELvIoU5V1IOG8HcsdK0e1CJvwhoCGnes9JwqwqtOzUZlYCFiiybP1kuct2TYOXfJDpR9aBEtboIi5tcjVngxjXJAulNacczqHKIB4bHWp7vAcaDFhM3qgj+qREBNrtniVZL4vj5cZoBi5RHQnkFRpNSUK1fCv0LIeolAHabBz6mtT2yQjXEV7uMYj347lv2r0xxxeHYwr6f+NqD1eVtSa+0AFVSEy354zcJSWhmoPK5CNy5vktsW1Am1rlBK2fU5AbLHCW2Ksj58MpuzWvyz1SfClKwS3MhtdXQRHuySEzSwUW5KzeGfhfw1avXrimTd18l9VgUw98fkxz5dXjEEFmPKUxyS1WZvX8o1JMRmaKuoBW4WaO2aa14seixxYrMMFh2h5BFut8Qlg+wLW8dPTKwlZbLCxj1Pr3OCwyD/B3IOqFh4/o3GaLJo1IAWMdjN5kc2GqaEJesEediBTqyj4pBP4WHTYcy0u7jXs1541PzU4SvqL6uemglPxfICsqSNnJAaN+1W/kHLlQSyjiNnOzDpOPxlCy4j7NmcSnwXeH2nqxtfVgB+Sge4fy5t01hmu5v7ENyZE98JO4LY8Q0L5b93Us6P1/r3otRvJ0+CztA/kNctFO3q0+v88PpR/xh1zWrl3LJz7xCT760Y8ye/ZsvvWtbxGLxfjOd77zG6//27/9W8455xxuvPFGZs2axerVq5k3bx5/93d/B8g69PWvf53Pf/7zfOADH2DOnDl8//vf5+DBgzz44IMAvPTSSzz66KN8+9vf5tRTT+U973kP3/jGN7jvvvs4ePDgO9bW31kh+uY3v8k//MM/cOutt3LhhRdy4YUXcuutt3L33Xfz93//929nHf/zynWd8v/3XaZNM7xRSk18uU5jabTpdqHTtWMejuIBl6v36NQyHfGqOFgOonDuRqj7mRSCzQovp5M3gxIDAM0eDiAwzbg9nhDFPUD/hfL/T0MbUD+wX6firmalFCCJx8sHkoPmV3d5YqopCThfXP5/J79VtUkAVQaMMLcfBhIKVSepMN48Hk6jsSAQJAFTkIoS/OV9ogPwT5QQ3WHtnQDXtCOBuLcDgG+VLQipAr1FSCSRubwTKX2529WO52Blj/V3G57LrA3jQhnAJR90kL5ZI7QJ7ZVV5ddok3kcfU8f3OlHEVjjILkb/vUWPX/IxiGEp2QOor73/y1chlxO/h/Bl8raTP96VG6m5B7YcUgKx+jxskC1AdthjR+uzEOgBDP3GkjZj0d4WB3EpQ0YazfCyUk2gBlh0irNqlhumimAIQNal4D9mnelJo0FAVPqO5EfzK8Qdvyqm68sBSoxoM3kH4HDMUUz4RfOgii0rePcZlMGnrM5f1yKRNz6ZheyPqTwXLpmEXM5JUHs1G9EgBmKxMzjUU08B0zphZiihhjBmK0DshQFXpWLsPisgb1j+nH0In3nv0nWi9gKzdnydsjeqbHJPQDBqR4+y79Crplxq6EKp8YQJq4dro7ZeHTBR8ZZ/abB3UO6ZtM+syIVDTs0VwGMjF0Pwa8ZJ9YmY7r+oOZj468hfDswDOGX4UAE/Lsgt1yHlJYNBjReKYU0hFxZFZSoNniKaDvCfZqHsUulCI6u1rC34vERDcywNTBg67LBOj9trsdWGL1V8843TxQNFVtQHeoDojYmgTa5X4kbXgitTZD8Cc9WlKOT5oO8nlsNQm4ijJXlOr4mCrGq+jxp1Rtrl4wp7fasjvWrpIgsNVeow59FXFaxhehwtR/VZ0DRtZuAbXXKSccQ3LYZ3XOy9CfH4yxD2TeUyHncndD5qOR2L3BgKYx7VhfXshD+V0jdqkPIJUDBLK7vRqm+TS/Efn3kq1Ao/JvHFYtFnnvuOc466yz3M7/fz1lnncXmzb+ZkHLz5s1vuh5g6dKl7vWvvvoq/f39b7qmsbGRU0891b1m8+bNJJNJ/uiP/si95qyzzsLv9/OrX/3q/6irfpfyOytEpVLpTZV1yimnnEK5XP69KvVfpnwIiF0Fx6zRYish8/zh1dD4l9qoAi36LjhVpuMeJBhiq/T38NUWCmqv0jQofg54XZmX/Xnhik7T4nXNv6VuASSHgEq3cQo2SZgXtiqZ5bg7oDoF2rYqlDeBTCvZJllgOqVb3Z9HwtJOt66Q6bM2BVrU3rql+iDUZcJsob7zv+Ipe8GiBFocA+m2QHWXBPQIqlcec9nkJThphcaNOi1GlkG1TZtXJyRMebl7B8bz00tHM/xF0PojBd8La6O5PIpOqo5ZHmA+/KjT+rwfNwqdDJZqoOC570jqFeuBwAGgGcZa4RhgMAYfSRkOJypBl9+gTSG/Ahb9WCfLuVaHqQj43gXU3S4hU7dZArn+Zah8CCYFNX531GsjzrfBwvHCYDX8f+y9fXyU5ZX//57nyUwyCQkJgTBpJEKACEIoyENjsVQBWa3S+tC6KF0rlNJSxcK3bL9YW9rSlRVdutSCtUVZWh8quloUpBRqKiJIoGCQgIFICISEhMkkM5mZzEx+f3yumdFfu7tda+3D1/v1ipHJPfd9PZ5zrnM+53OOAu0m7AovBqHGDgkHBPywHjWPArMe+kIKixBRWrJrCtjOIq9RgT5LZZB5jhsPnVNp0ynrPGlXGMzbSKYUhFcDFz8qgyGZI++W86wUcLBIgOp/API74HwpBMeq+G9IodwX22F3BJOpo8cGg6ZpblQywqF+pg8LDtL8mLhRqDI3Csl6td1nxtlmnhvW/U1gsHBTFeqLHVH/4zXqu61Q78MrWgR6lfKeQHvUUyvclL1MxkJfSIee6City8guzU3bHAjCbyJmPZ2CF1tIh65/1ppa76bPdVoTu9thzTA46tOr5xUAWQ9A7C7jtSvR96Jb9cX28dBzt/YIqDhp6JMqT9G9QuuxC0O06ZZh6QhoXC6UQuhHZr+WqIhxotF4YV1QYAgi2k07ffVoofqM0dgrotXeITrA5DUZb6oZx1h/U4D6YCZU3mvmC4fBmrklqwrIZBfmYcJLY/S7t450xkfSbRSyXYeInQg/5AhAvXm+1eiPHLNmzrmUzes8K/A4XrBPAi5A8Pu69ygZvqVEG5Qou/af43BdCzQdRDJwHJIzQSUxEDND7wXcP5HcvLBQLz9onmnfprJN3WtMdt5EFfC2hs3W+jIf3OUis2ne648LAL/fT25ubvpn5cqVv/e28+fPk0gkGDBgwLs+HzBgAC0tLb93P0BLS8t/e3/q9/90T1FR0bv+brfbyc/P/y/f+35c79kgmjNnDg899NDvfb5+/XpuueWWP6lRfzVXEQpL2a9IH87TIbTgUhk8WbNMynUCEhWSQIerhMkpRzXJEpAmCwxdJ2IvBppsMANujRiPSAiFYLLnQrJLz7aNNiG4jgyXSr81UkrWRn2phUyM3NuRPvW8iMCd6XTncjLpsTbTp1Q9qGRYN8YblVkS2WEydvIUM8cmzhBH2MT27cJDWcszIQ5nlanSfcRgBg6LkiB2kVzo9jKwtuk0WgDBGFImpaRrYjUF1MXJAH4YEpdt+sQpc895lziSAkAAPhEkQ5oYJKNsE23qo7XIGHRJoEUn7GSxBiKCdkFREJ7Kh6w3NZduRJHgOCgDNDFC66HN9LMZ6F0nZlzX3XpvokWvCA8WMHQo4jL5GcIVOQOwpxvyw/LC4BOAHXkHv2gMImdUNc3SWKgiFNKydgI5MkSjr5DOtCGkd6bKg/RcZNrcQIbsxylFY4nLMMNrPm/VM+2jNdfWThlCfVnyOjnIFOFtypdizX4rU0fvnAvyYE1KYVoxoFzT9hRewWZ+kubVTkzGlLnPUZtJw7eVZA4WbtL4aBxmTYQxbS004ZiQMXjKNDmRXQrLZs8lHQ7yofXcO0RGQ4qWwl4Gnus0ptYzWivNo1XTrAC+n1rXw6C2CHzGi/tWnh5Ns2mzVVt/RQEsaoGJb2mp+UEHqJ58ebOIGCDuLP1/VqsSDWiF2MWq2O49oP6652gdedD+jFs1ZqEy8UF5wpoD5xgZJ/EaE/psBatO+00hMxf5ZpxT7rnYEU1EPFtZU5BhCY+YcbF3Z3BnCY1/usAuTgPYN17kgJmjPDNfqYzV3jojV1LhPcAZA+JKvS8w7YoUm3ZhSoXEhW9MAoNNWB+nOQy5hV2K1WqOe/3GqMaM7Xhoh5nlGrJni5FMzUcUEjlkln8pCns3Ic9PDpAzX17kMjJgbd8bYsqON4qjKAlEBxnOrdN8YJfFkynE/Z5/NBdNTU10dnamf5YtW/bB9eOv9HrPBhFkQNVf+MIX+MIXvsCoUaN4+OGHsVqtLF68OP3zN3v9GoWiki5tpgDig0mGTRYVMhQ6kBB2T9WGTYFWI2R+j0IKO2+dsiSiA5Te2luY9tzMh4xLOvSUsB0BgAsZg8NzjTZ8+KkMJX5otIRUHmkwaCrlfh7iiUklVaUZYlPGUOpElWJ0xiFhGNsn5aAXGIOiV33p9Oi7UavCaQRJE/L11un9rvFKYwUZSfFsIJHB8kRrDAcS0hpu07aYbvtuEib2wTwb7LIbnJDXjOWgqFKLS9Sk7AgZz0MqVOMwTU+6TH/2kj6+JtxGYfgy/CchnwqVptKYdwHJh4XriNVKCeVpKijEzDkKUZ5zqS22So1/n10eqD3ISP04mm8A7MJ+RD0QK5Uh0AtPGMPBdwZymuGQGypTQtuBlEvCaA9L3HjgYqStP2dAJ3rcCjeA8c6lHhAzIbM8MxchMnFOG2nQKAg71GeXQrTHlIW3xTymyFgnKYzYkCiVNjM/ATLZjO2aR6VU7zXfAazgs5lmtZCpSh4xv+3T1ddiMsZUhLRCT8MyHZUKI1qMhnZWmTV8UEaSdZD5W8wQa6J14GhTP1NkginPp/eYsEiu8VB8TJ7FANzZa97XDmUhs5d6IeBAtmSB6cdoGfJBwF8MBy8Cyoynz1Gp8Qo9pQFoxnzZpzEG6BussJcnqvmkwgCdO7VH7WUygiIYDx/GcBik8XIEBMJOBgzNhKbY5zXjGDZTTkw/3hs0oI5zapOtMMNfZs2XjLNGwBLKAJcjpL0rgMD3qctDRnZFyISpU4ctUEMscehxAnbBCFIY6aRVRKZeMkZYdlTP7ULzEh1gHGnG4+usMvLEXG7koe3dDGXwYgB+boXRETLePLcZ3gI4Y0FheyfmUGuTJygZBu/reo0DAf4jxaKo6DNhpa4qcJ3JQBD+Bi+fz/euH5fL9Xv39O/fH5vNxrlz5971+blz5yguLv69+wGKi4v/2/tTv/+ne/7/oO14PE5HR8d/+d7343rPBtEbb7xBVVUVhYWFNDQ00NDQQP/+/amqquKNN97gwIEDHDhwgIMHD76Pzf2Ar3IQsLBNG6oQbUJbYWYj2gpN9OE6ubVTJ2MwAqieNV7k0j0DGvKIBFgQCWiAElhkXidjZSoQMyC/Jgm1RuRxie7TKdB7A1CgEJCHTPZYjHRZhMeBShuK16eenXpPSrBZPXqe52ognBFkKc6j9JcK9Mttvu9KGq9FInOLo9Iowl260TlKDcs6reck2nS/qxoKjPcqjFESKIkq9ZoErA/JMFqfQIo2YMY1/JR+F0Ojzwxrgncr0RTAO7LLGHc5ZNwNRlt3GACwzYxZeCTQLte6a4rYn7Omg++QFF8R0JAvfIHNb/AWXnmOCBp8SItO+1egDDYbUi5RY7BE0CnZeSpNIumzwYYYRHMgkgeD+gwHihsDFM8BmwHdWOLm1O0kHX+KZxvl2pWZ05QhBECWPHqWuJkLE3ogogFNho1x4JCHyBqV4XjBgHxmmbbsc8LZ0UbpFkOjn1Lg873gLzdr6gzMLECA8hK0N4wjJ+Ww8uVB5TAynj1b1Tvmqkzj2qbmzCwC3lAIaEscQ8zYmFm3XZPBWgt9JhxmK9SLIrtUVy57ueYzdkQhQedEyL1XHoDYXmVu1k1URl7XWvjNMJGeeqGy1bQxAWVvGmPuFHyyxrTPA0tKgVegJhtWIfzXxH36zpFT6BDj3SzSydjAd/Az9cDhIRDbJgO0d4A5GFQL5Jtog+PjdWDI3aYDyK+RUXvaCk/7ILZba+PcEHmGrR6Vdcm+j3le+A5kDkqVAP3kre1ZrbUR/Qj0XKLmuJGBVdAhPFmkWKzonhu0BgvQmI02az0wTM9yTcwYSyXmPX0hcxBqfAfAH62/nA7gKOw5D4feMFiyIGwGNqLwctvIjBx1IziC6wz8EjXEWgwk5Wlzjc9gCCehbL46dW9BBCqazTPyDag6ANTB5V2mP2PM33smwZBatf3wVTAQKksQm//5QeqHNV/jNaYWwkPgBXRg+qAuq+f9+fkjL6fTybhx49ixY0f6s2QyyY4dO5g0adIf/M6kSZPedT/A9u3b0/dfdNFFFBcXv+ueYDDIa6+9lr5n0qRJBAIB9u/fn77n17/+Nclkkssuu+yPbv//9nrPBtHOnTv/qJ9f//rX72d7P9jriTOAA9qnSQhH0H9S2Bo34L7WGE5hCbx8TB2uCaL59ywXEHQYctsSgHCFPA6liFAvUQF1cDLl8h2WaoBN93CF9Ndw9F5Lh1zF3RuAXjhTZU7iaIM7gZ7ZAGzrFUA5bailPCh56NmFmFTccp2kyTHKJs80oV6hr+g+uamDSLFtB85ZJVATF2fc6Yk2CXCLV67s6B5ItoiwMXZYn0eHSkkkTEghAUvKzfcDfnKB4oh+cAugejgV4htvfntuVvuOwpgXzHCVkQGR5mDc21HjTWki7YZIug3YOKR7XzZ9uus8ePbppSviQAEkPVKkz0/MsCsP6zB105qkKLI6zNwWsGY40DUEbC/CC8ZL9L1GGb6u89zEy2rGSaeKdPoWQ0IlTMY7Ies1/Vx2Bm5yqrnzxplBShojJzBMBnmswExsCCL58uyQAx1VxnvYq/AZSfN9twynpiFk0mnUbqzFJtspIcOtN9fgjRDofONp+CkyvH1BlcggAcVNLE1CdtwwonsBvwltRdCJnbBeV6CvbDEOgLqYaX4L8pRFXRl27Q6z3iM66XNplHnoPbRieIsKdHDI2WO8EvlkLPMQeOaorlx4hSHOLNO+IySD2obA2O5bYMQhKf+8VdAf6L4b3FBnANWTS+HoJcbAGAFvjEdpkG06dDAOqsNwvNus6dMirHxjIGI+ji3XfrV3G+9lKdAPLo6pLpu1U4ZOALGin61W34buUzvbTcZVPnAmX3t9FmJeB8gLKsTERUAMepbi5x2YKx9wxKW+O0+ionoDtWayThkcEhD+WYZHLObLeBNL5W2udGMOLwNNaCxltSA56EUHP2uRDnJgwpoOPSfphrZ8cuhCnS3TPa0+HdragV6PjKaUzZ4HJKtkgAyGTGy2WM9MtOGr1NriAJKReTKks+OCVFKiZ61qJh0Gzo6baTiIkdnPwNvTdVgbfgwKoS6BGMmLj8n4yuqArDdgn0t9/wRgK+UDu97HkNkfey1evJiHH36YRx99lDfffJMFCxYQCoX4/Oc/D8Ctt976rnDbV7/6VbZu3cr999/P0aNHuffee3n99df58peFtbJYLNx555185zvf4bnnnuPw4cPceuutDBo0iOuuuw6AESNGMGPGDO644w727t3LK6+8wpe//GVuvvlmBg0a9P6M5R+4/qSQWU1NDf/4j//I5MmTaW7WEX/jxo389re/fV8a99dxuaGgRkLADVCiSuPuq4yz5zkj9B06Xaa8B711XBEHwisoTZpHhRF403NCMfJGhMlJ1sM4cc/MBIVZIhv1zGOA7Y20C1wu7QrV68n+okJW2bEMKWEjSle1bGZmnrwsz9nJZL0lyFQnB51yY3uVAWar0o2eqwWktBbJWLOcNtgfv4RywHw3hLwIttOZDG+HMRJc48HRKC+L1S8SN+d4GUJJu4CsvSa1vgxWBczzPE3MRGRqASessUH/GERs+v90YVXyZMyNh9hIWOIjw76dRMLUVqj+9tYpdJZG8SKAZnKQ/r4zou9+sz+Ex5PJvmmFC6NlfF4ey5xCU54i5uh02TebJU6AgLKtPGfAUq1H7InDnWUyfM+Xsg+nTrmpaENwNYQUCjrZZZ69FZr7mXCNX2zdJMMGZ2EDT4epP5eaiH7CdcX6q495RwyZpNeEz9z6Xo8Twp5M+h6QRsMmGiDiNxxNZPBGrUBHCxCX8D8GtPvIxEbgt1YTQionbWel+CjTECazPmZ6FQK9GTUpvR57qxQuspfpxkHIq+qDFXm6rxOw95n7HbPVhvALKrMAJkQWMeG0QgGO8SpjyoYyn1LhRKtHezreqGzCY6MNr0+dpj9rMURgQh0Qgt3NMPxZ48VNwCWvouy34SYjsB1qPHDaA4/3AIPhC30wuAcxVHevUN8SbmNQtAjQfNapUFrXpcKZ5QFtM8BXI6/IhXEmObJev18IQH8jUHaCyrcgg8I5Qf+ON0KvPHf/FDbT1A4MMeGexEBzb8RQKQxRCLEA4alSYaAw+rshD/UDdeZMkZ7TaH9hHY1tovI9ZLzLfSFjEEWQdyoPeqFQoC/gLbHe24DTARlF1qQM/JTXu50M4/XvMAeBLNOAXojWiPOpC5Ps0Qj9tAaz49D/ABn+qBLSB0J3F/IkjcGUMvqsuJoiW7WXmmXUkhuFU8OUmRh2QXQ4fMSM5VOAs5K/5+umm27iX//1X7nnnnsYM2YMBw8eZOvWrWlQ9KlTpzh79mz6/smTJ/Ozn/2M9evXc+mll/KLX/yCZ599lksuuSR9z9KlS/nKV77CvHnzGD9+PN3d3WzduhW3252+Z9OmTQwfPpxp06Zx9dVX87GPfYz169f/Wfv6ng2ip59+munTp5OVlUVtbW06Za+zs5Pvfe9771sD/7KXF0jq5OjACIouGSLdZmLcM8whxy3FObpDSqMvxKNOIOlXCm4ICX/XcegaafhcgOwz6bfZ+4xwHQ74VurdZaCq6Ob9KRe0787MCQzztyYMqLoeHLLTuu0wO2WsYP7uIBNeKoZMYVfT58guGS/JVgniVAYMtkwBzz3mZGiJA/0y6e591cYbtUtho/gxdb61VC+ON+h7nquhxKQpN8PkvMxwvwKUhGHkGRkK/Vsk2P6vGQo6XGIGj6Ckq1p5rtNFa90YLFKbwaWUmfa71ZZ4trBb1qjKr4x2ayd8yyiIFJIyNlbGTW+dKY1gHpMau9BGjUe/zfISEJI3MDzIAE6BLDs82Jg2Xm6nU1lbHUjw91sJA+HBPhmvKYNv+B7DpNtl+mwt1jMSXq2dRJMMpD5jVbR5SNeeCow0Id2YMZISylDrJYPXSeaQYVF0kyYCTbU74VYGXgQgrp9fkEmfT6Gk2+FjSRje9Y6xCRvDPrXmcEhJOrW+P9mreZ1sg3Rtvd46AY8ju3RjGzKwPCaymzRGFGZMejerIc6RpK9kK2DC2dY28N6s8bGXZYD+Sbf66zZeX+fITNKCM6BDQA3y5vjhzBCgQIq05zI43KP2xvsjT24DPN2npmTH4eJupXnzI/imxeDbYnuF73GN19orAigWL08vxsv1O+i8VJ0t3CdjpK9aHiU38pBEgPw8eWbPoJIi5JEOZcdr1DdrETiaGB2BvR4zX6lQETma29he6POqPZ63NUYBM44pg8iN9repy/jG/39Oe5GBmWw1qfhkMIxgcEipVG4vYDXjD2XEyaENKyb9vgvADj0Rk3UWVn97zFdTxuQh3nGF9EzvnMy+92X+9CjgC8jeS41Bpxn6VKaqv5JMzUHvAa1f5wQZZGUZbB9FQRXRtUZFSNmFEhk+6OtP9g553yHr//jry1/+Mm+//TbRaJTXXnvtXWGrXbt2sWHDhnfdf8MNN1BfX080GuWNN97g6quvfnc3LBa+/e1v09LSQiQS4Ve/+hXDhg171z35+fn87Gc/o6uri87OTn7yk5+QnZ39v277/+Z6zwbRd77zHX70ox/x8MMP43CkdwlTpkyhtvYDjKn+Wa9TpDexOXwKA7IVsm+XAIjVGr90QMK8gQwfB0CylfMuMtjV2EVSOlakJHrz0sDB0lZjIDQBnav07jCoXAOZLC57mQwNm1HqF5wZ74UXUjWlStEJNWIzn3vJpM56kfAKYgyHkswpzD1VJ2WLFxX8TGTYZk+jPuKWUE5lmgTM+MRrjMt9qvA39uHqvBW92F6ud3RvgNZ3CChIGzg/ioPd2FsLItBdKDxpbmpMB0XBWS3eJmOkTEH/n3Z+uMl4iNICwJxSLXGNe8ILHwEOBcxB25xOEgXAaWF8Yv11wo3w7kyWMBlF0w5LgLTh2AvYggzgDPScB/rLuAhDkqTm+xgqlHthGVgVFozYoHsjXNgIPR8x3oVUf4jIAEoBTm1+KcvePMBhImdFkPCBuyMzXymuGEs8A3IOYRRVCtRjjvwWA6qM+fTclGKkmwF0iOtlwRko3KqMOs/d+G8VcLUwC3ksioAxsPwYMu7O5kPuIigFf56oFO52wO5TsPsVtKaPAvZoBnwcu11rs0xjuaoZJk+B64Mw6hzyzFir1X7nBOiZp8ygrFny9qS8H7hVmdy2GWqnKxvLdQIuLBI30avzdU+4AsqeNZlmfrhxLlzVARGo9AGF8K0++GQ53Jwl48jh1ucUw5Vt8Gg5jHXIqB0Sh10bZED024HStnN/IA9y1l61KenRz6gt4LxSfcl9Xp6v4BJwrjHzvMhwA/2b1tqd5r0fD8OoXcY7FoDy54SVih+E/ivg0zAWcVtxyMxFcg3QDM5DkL1UBpnvZYg+KSMqWQXBB1W2w3klFO4By3dg4GYogScageeA8Fq1fWgNxDcD69KFpDlo1oHFq/66ZhsaBKeM8KATXoFf8zG6Jo4nufyjamgC+GY2rHVDYQ1wtfZXBwofZi2XHP75EYHPE4cAqwhxB23UdO81a6NsHf5xMKwXVpfBwDLSXrK6V4ESmDkOcoqgaS86gXX55VG0r5ccH1WuZz0HWNYLA0aX8aKfhJ6dyrb8RivERvOBXdas9wFDlPXBtfdv7HrPBlF9fT2XX375732em5tLIBD4U9r013P9qBCwQc54OHdf5vO+bcLGhNBJay9SEAX1Gbft4Ci31QFXR7niNPBzILxGQte3UziB+H2Q/ChUwqPD9bX1h4AT0/We+FE4Xw09C0xtqNkyxrJmmXDWJQjH8aWMy3oP0nGz9OsiF1xxEhksThQCCSKFvBWIVRuW2lfk2k/U6WQXOyIFlbMQaAHnLLgwRUDhEcD9wFWnwLMHAl+SR6YZnYRj82VgEQKKTHmRl0inFNnWi+m1FJYHgA7Y/XPkk79FXf/dAKgdDL90wwv9YGgnNDUCByr0riHzeANBBiyfM6fXVyFYh8bqOIa7xy+PQd69pHNtXecFLO4YKUG8PA8uRsK2tVRu/UdMnDp3t7yA1eUibswBGis03j35aW/bokNA4Evsfnwx5J+AJydy7v9MgDn94ZGkOFbehuVXzITPA/98CPrNhQngGw3uJJQ9ANmvgeNtuLMcRlhRCPTns0lnj1m7jMLopwwhZ6u8XbknIP+IuIm8O8E1Td/JOqbfsf5K98/vgOG7ULocmqP4q1preT+QgZt9Sn/qRVxAVwzn3P0T4DOHoHuQQo2FqyEITY/B+maB42+6wqyBl5CXYDjwyQ44lQ8hU08qKALDFNaIFj8MAbJXKkxk3wbMkTW/Q0tm+yDY/bArkzI9CpN1tEf0FrbNwr/1hUjXOMMG8UWQ/SjY18KQbQJPJ+qg30OQfASS68w+uxF+dR1kPQf954l77JX50AJtR4EGuLIGXvk11DXC7h2KEvGy9tqjRXDbXuhsk2H473b4kRWCh2D7zYDtKci/BfK+L+WZDEPvRrC2QN0ssN6qDDfyVHS1Yxd8ZJEyMY9t0F7srdZaPY0Y0hNueHKqaDyIQecMSK5QyZ5W4KmqjCczYLbigEXAQOiZoPBP/GWtDcsC7ZG+WvD+EALLoftWbSRHJTRVSVY0IxniWmgMIYeMzFC+5N4rZuinoMNV7r2ZzEWsAkvnhlUiJ6WTV7RoP488ofXmjKmxWeuhNV8Gtb0Muq+H3F1wdKT6ayuDwJ0qy3KqWoJgApIfHdDUDJOOSS40tqOzbQjevBQ4BC8+BzPdZn9dhTiYEo9C9TzoXwOHGyRDJgCD5sHZuSq/4p4qot7yKyTLVxeB8wNMu//w+rNe79kgKi4u5q233vq9z3/7298yZMiQP6lRfzXXqWIRqL3dAP2XylvSuQSy1oJlszw52bfDNARija6E64C9+eCGeZXA7rWZSu3BRcBSCE0CcmDUUm2wBrhtEzoRR4BPbJNxEm+Ei2vA+bzhbtks5RxvBOtQiF2j0JHtTgmONhRXKAF2wROHACesKEffP6t/04jaVAJk1ciT4poIF+6SoOneIEBqbK/4WIIzgWbo96qcCWXBTAYITsj7SYZnJvfrwDpINENorIRu8lVovkplT2J365RyuloCNgTUwYHrkXfhVahOClCdHYfl7aamV4na7/t8fdorU9cOY/dD9Cjs3k8G+O4jA/C2eoT3iuxCkveCgLXBS2RY5CCjprADPusB/9OQdQgafMJnRbeovlFNg+Z5PzChXgL4ox3CEIxWe8j9DxiyWqDlG7cIxDAIcm6vh8n7YMoZ2HkayltNVlgZnNKUDQrCJfdArxeSTrgrTKY+0yeN8nGYEGnnZRDboVBu0gOOw1I2tnYgAReuF4kcXaY2W0gZOilD8MLlZiEkIbYH7JeLNTu4Qtlw3cYodAOfDsoIrgdOjpbXoGeFlGR8OuQpE2c+8MTLZl3lYRIATPttHZrnVFi3zKzBAPqgCXFznXeZhIAt8jRcpz9fuQdx0XjM/NYBfatl9OUslCHjmm2Ur1O8P4kGsD8GtjdFtBdA+yZ2PSTPaMJM1JrsNTDpBoV+Tk+H6BAYsQ5fJbjy1J8ll4NlMKwoA8aBtRL4NHA0A6rOTcAKNzzxEny/S8N+5dtA5AboeAiSHcKuuTeC9Q6Nf+UOSD4EPV9TEkJHFeSXw9v3Qb9HYMxWhWZ96wVmvyyoBAVrHG7cCnkPq985P9Me6VgMYb/qzAWQd6jIjPnZ5UBQBKKpost9PuAxjaN7PoS+JCxXwgyObbhJSkDrodzMm3OkJjR2ML2OGYrk3GF0aIvX6T5rPiT6gfeQvJpxp+47DXyzGPwGHze0Qx7NviIZ++6pAjHnbRSEoK+/7iUA3Wt1yHFP1bxeq6UvjJvmpbJSdnW+W4cOhsGI14xscIhQlMuBF1xaV0NGwbZqecAKalQg9hhwcjaUPAtZTwjv1X8JnF6vw8NXYhB9hg/s+guFzP5fud6zQXTHHXfw1a9+lddeew2LxcKZM2fYtGkTX/va11iwYMH72ca/3HUBgVf9T5oK2x0GILkQnGtN2u5SYQ5668C1DLZUwI0dcMLP+p2oDEECAwQFLN+Dvn+E+CsSIu5bMmGYmPn9UgW47tJmPzEdIt8U4LUzBQwG4reqxpBzooTMwA7V3TmIlHUEKFe2z/JWMtXZ3zR9S+GIotO1yeMNCscREj6p+35wz4LshfJoCcggHpp4NgzqMBkoORB9WoUyg+h0mZwjw8r9c2Uj2UZDyZMao94qpUZn1ShUUgwzZ8HYACJIc8IKJyzKhrFWtTPYrrGZNwmCO81Ydq7U73KoGo68DUdNvwKmj1mztPmTASMEEsI1eRulMGIlUHRMJ8G2fHiiA6Lj1VcvkH092D8PzRUq7tqIJGwjSin/XbWU4olHTDYgmkv/CXmmTgN7oWvDRwSOTbrhm4MVvnKelAKeAetPwSXFymDqLoagB0a8ZdaCH528YzXKzkuXe5gqEklrB2km8J5yDWC/F4Vzo0DYFEBaAoXCfEc1SMmAPH+0KtTku9MQ9YV1T8EhtTmEkpfKa6B9ok7Sjkql07crW+wUCJxqVRMmQzqkRPZ9qgMYwoCGkZenwCyrcUBbFVwSVZHNnIX6bHOV1tQkVJ8qAs+UoBO9dTnED8l46rnWFNtsU+0832KB2gN3aD5d1YY9/kZDKTBcLp4wqlOXdT1EnpJRGNum+Tm+huAW6HtZ47/qJej7sQkFBqDvSWAjzBxjAOR71J/lzeC7Cl7OgcpJcDYPyNoE3Qt0wOi5CC7kQ/gW7Z2GaeBZAD0vgOOI0r73NoBnqUKHB2dojAbN01zc7oPiGmHaVs9QH3tWQ/eNWpd9IdFxxB8DBzw6yeyJduCiFVoDfRcZGop2KfXOew1lyDqtAT9K4e+qhuAksM7QM0aZ9TgGw5ZfAYl54J2r9d+GjN7xaG2nisjGj4LtFGCTl9MRhtOn5SX6VqM4uXyHRIy636rSMoerhRMbhNaAdRlYeuC4R4soe5F+W3P0rmaVKaIXycViqNurs1Hf06Yo8FHjxexYCU5404R5d94eVTi44U3oVyP26+Zq2ANrrkAhw4eug8SV6s+FVTBknhjh73NCpIYP7PoLZJn9v3S9Z4Po61//Op/73OeYNm0a3d3dXH755XzhC19g/vz5fOUrX3k/2/iXu34K0AsXPiPhXQSQhOwNEFtoAHgPsX02kLtKqbFX1MN/TtepahLgXcr2UcgTUQ5EqiH7G5D8jL4fHKsNbIWZTvOOz9dDdK0E/OBtYL8fPE1KIY88B2yUQgjcC3gNHgadnHNM26MuaJf82penZtNsnl+kr1ECDNgmwysZNl/ME44g+1siZ7ywCGIjILhQafc9ToFPH8uHLnPyiy1XWYAyFBYo3giBJRC9AbofhM7FKtbongqJWpUvsWyCGfCMDV48BtsHIFuvDpY3KsV3uwNoEozgQNKkM49DyieyC14F3oRDB5EhUokUcMrrE2/UT1/IgIyzwPmGPER9TjHT1g3TyTY/DDcNA9fbEN4g4yr0lAR5bz3sv870DxlcOeb5LwLdtxtSux5umoaeb+1Qwy8F5rZCv1/ohPyt09A5SFgy9wx4cja0QFNCtZUSVgFxOw0ciQKY/Glk+LqOi2G7bbxCHj0jgJjwFE3TMhlUjbOUvUa7aBGSTYDbZFFlQ3A49JWK74eTwECwjRH7tzUuA9sWUljGEocoCoMdrgbfMeFOnCMhtkD4Dxs8EQD2IcU4HHYHkXeitko1ogbWZFiOC5HhHlKzaEBkpo3zoaheGVm/yofxtTLiXwSmNuEbBtcfA17MVyq9fbQSGewrM7xZrlkGVH0U8n4I0SuEa9tbIWC6sxkij8mAykfrvms75NyrReRdrDH6+CLmzQILcNP1UPMJsHwGzhYB+WCZAcyBF3eSKSjcCr4SCDbD1RegrgEG7gD6boHsh2REul6SseHYokNR+UvQ/Qz0L9fiPbcWZpRD+AEdui4ar3Fr3K552XQMmqrlLZp3tfZb9krwvaSMUPs4Kb1Rt0KeQnlp/s23V+oflpOGSXq4DCLHSK2bs/nguVv1vOyPyHj0HYDk9TKCAmauaqvAdZ3+7nwGuhfJ4CpFIOhtLuG44vs1vhbjkiEEnZeImHTiYO27n/qUNdk0UR6ZwWgdD7lBbUp5opMPKTQ81ri9CalBF5bCxVHwQd0zmISWZdAIB0bDP0TAMsW0LQRPPOyCycvAAyN64NHPwhWPuKCmCpIj5OX3rYDccrgKFj3ih4418NmR8tRbPeAqhxObJPu+uxVyV/Ph9fdxWfr6+vreyxdPnTrF4MGDicfjvPXWW3R3dzNy5Ei8Xi9NTU2Ulpb+zw/5K72CwSC5ubmwZh8U10Fsrjw09jLhC/rfDuc3wKVzpTgvVIOzxkQh1sDQRVA3B4Zs1BGlF8mDPUDOU2B5i0ylyy4JoeFQWS6MAvvuVzmI6P1ySaeYfr31EJstBR9vNIbVcf3bsdrgW9DvAvBfZfDeL5NR4m5MCjIykM5XS5Fkz9WpzzUeyIMLC0ROl2iWYeBbYj6fBJ1WhZhieQqjdd8qjwhNUnah+QJTB1eD70tAESQbDcZjnF5ctdRw+phBT7UxD266Cp5oEePvT/rgJYs8EE80IAbpHKB3Dly3Eb8Xmlr1PWrM7wP54OwAx3y1PXeJcBjOyTIorI1qU2eVSC2PDtP3/C9pXmIDlU5sWwSehUAr9F+kE/AYM495QNccGL8RfrcSLlsGL+VL+Geth3AZbHOqf2OeVhjLFoFzHri4Vn22vAX5y6SsRsISJyy9oOyyi9phcpkJBe5HoOHYXMOT5ACyFDZzTlO2kKVVVdpdbwsTZB+NBthBOv0manBRjgBYz4gfyjocEvv1ua2MTLXLhO4PlmYYpf01ylaznoC+uzPcQl4UzvKie0NIkbWZueoyf68kncCHx6zVhJn3SIVwZaerZdCM7ZDRNBThOA7x7rIplvsNJqhNhnZ0n35HdoFntsJT0RWQdZ9e0r2BdAHTyC5xLiWnG1D2FvDeqcaF1sCoWqh1weAonWMhtwEohAt50O+o6UcBAtyWkgHx5+lnshd2v0qGVuD0GghtMLia76vDgeXge1w4ovgCiL0KfQshp1aA3d4r9Lz4Jg1oeCM4/lnp3+VP6uHR8ZC4R3LJWa3nBpdqzFrQgcdv1mu4SuPqWyryRWwyWGJHRLzYt8isyTVmAk1YJbBEjPrFpi/HUc07e6WYwpOtwm8NNfMSNkvOMt2QtLbJ+LINlXc24daBIIJkSEu+eDWyTiulr2yPwuz2Mhk2ATLwAWe1woqOo4Y9fqP6GDJtKzdt8MKSq2DVUc3HzGJ4cZMZiwnAYwhr5AA2VUBZvfBpjqcgcIPCvSertV5KVygE6K4BW7XqxVm+J0yXbw20zQLvb2DuP9HZ2YnP5+PPcaV10sM3gcf5pz0sHIM7nviztvdv9XrPBpHNZuPs2bO/V4Ctvb2doqIiEonE+9LAv8SVXnwb1kFytcJG0V3CDfVWKZ136FLYb4yky2rg8EoJ2o9sg+b5UL5OMuUgGSXqnmNqQC2S+7fnVuGSSjokZOvIZIB1rIXw4zrdehdDbLXhBPKaCtLG4HBPlaHRs0WZQ34kiIvJ4DZy0AmuCwlyK1JGIDK3nIVSKJ6rzYl5rQCRnffqfb4VKKwyQqmm7hYIDhMwPPKcQmtWI1CT90PwbvH+5K2Tco4dMYZFEOzzMkpxKmkMUZq9N4HCZuMEiHwiZvpz0PTBHAyZREZuD0cGVa9eIdZoFCqxFaoPzlGAGxKNEL9GqbOEoGWqQNDOY9A+Q9gBWtWghA9C18iTEL8fhtwty+y8S5luAdOGcaYPWSvFi2P7tjARHjPIp4YpFGKJwYUJkPuGjIrO74oVeCzgh0dtcB/KpvMjLEq6YGbWIwIE2yo1SOGNZh2d1WD2TIKsFP9XKYTuN+D78sxA9XnVhvTCiAmk756lr8X2yWikn+Yv2t9kXhmvkfO88GBda6UkE0ipVJJh1G4x4+83c9llfpeQKS+TMoLcQEMF5NUbYtFqhSxMdC9dLDb13EHmd6RC+8hzo5S89xYIbdI8e2YLC+eqNszraG33bMl4QpOtYnPuuVtGs324XhSfZ2rlrYfL5qnNL4F/JjSl2jAU7eUS5Fxzo/DpBYQla0YKdCICIrvRYcpWCN7bhdmK7dVhJnAH5BnvQnwh2NdoffashrgL8h7UoIU2yGDry4K+Q8azh9ZpMmxIVK2QfZfGu9Osz2J0YEsgj7F7amauLyySkW0tkuHYVy25YitW+Dz8gu5LNJkDiHlO0i8vib1MxmT3CvUx7JL8Sf1/1izS9RGd5pCFU+U3XOegqwIiPtGOpL2SJwGbxqi3zmSJthmakS+RBv9EnoX4Nh3qYhVAvYyhdiQX2pF8G2/W2XEU7ms0fagkDdjHDZzwG9m3Tp91L1cfBy0TZCEZ1nrzLZcRGd2nVP/ExfKkhk/C3GUfjEH04396fwyiL/zkQ4PoD1zvOWT2X9lR3d3d7yJX+tu+kiZlNKTsD9tisNaCfSkcvw/8TWCpgddnQ3yZNs1RYMQ6CcUgwgXtwfAY1YHni1IqoQel6L0dMhBeypeQ7QLOTBcQ1DnSCLN9MobijRL+sSPCPjhHGjbm8UpbLiQTMttrnuUmXQQVN9L1J8w9XUioRfeJMDFwr4yr7LkSmNlzTYHMIFAkAkZ3izwdBU8DViMUFwm821UlJWOvhrwVEPm53uOZC8k6GUMBDSdlCBvTTMbL0KwhZ5yyz54IofF8mUy6eB5SPK+a77VjapGRSf23uJRtlCKGc44SESS98lC5DqtdfT4ofs6krw95hzGUo5BazjVKZe5CYcRj6AQ8IJoh6iwHjs4xqfF5Ujr2bsh+WF6iWH8o3weWkN7pOwrUKqvP2WFKWwAJuO2YaBd2B+GJF9H6CFZImUW3yBiKblEnPTdA4lekPUCO/yDNR5PYb4yhPDLH5yBYLpj+2YS/idUqbJdskyJ2jiSdgm+Naq5zDssQcjVp3drKBWbtcMlLFzBrKbXlW/P1ulLkbCpDBWyPmr+3I0WWY5rlrdech/0wuEbfd8zWHDeYuc1DJ/M2ZDyW1BuiUI/mGIOrSLZqX7iqZRhFdqEiyl6FVeLbwHO78FXxY6ZURREEvi4D07JYSrN7HtTMgV3QNAWafgqcgiVj0F5OQOVwzP7h3XuunUzNQD9CzPuWSKl3LgfbjUC9vKp5DwNeHRasz2geBqwG14tqV/B70DNWnpbsW0WQ2vU583AvhD6pPgcflEcsjDxBfVEI36fbhpv2WKPQs03rIdEIjgp5T/tCwjjZy8x42YQlKmwSFqnf/TLULNMVah/ZBMX1pItM++4H50q9M+mS529wVP21D8swj9MLXADXQQ1gu0/a561BAvyzU6F08gwu8n7DuVYro6x7mdqdGKzPLVXAHI2Tcw7YoPJ6ZLTu8esQs1XdWTMLhXOHIQ/Rb1aq7eOQMTSmSQdY531wxiUjr3cMHPXDlduU/dj3EnR+XYai418gdpfC6c3jIbCMD+z6EEP0Z73+1wZRqmCrxWLhnnvueVcR169+9avcdNNNjBkz5s/Q1L/A1TxJWVZcpD3tXw22ORBfKaPoVL5OmFdsltCw1esEuf8dz8h+RGBnB0pr7f62FqX3BnmO7I9Dx3RlU3QhBTJkmwmRHJHQ9szOcARFXsrUUesx+J8UcWMBUi4nXEZgoO8PQwZHk/l7nmlbOTqtWj2GfXuqBGT3Buj3QAaDQ4FCCXSpBIW1EcLVpJVn9iYZioW14Fqu8GFgObhv1N+7b9c7zrtMEdQ5cHq5vn4RGUK3UqSvj/Juj8NA07dpqABkC0CFAOLHyIRi8sx9fVGV1bCXSTBHdryDnPGUMFG0QnilTnmRYnCcEa0AXgguELYiOF9KIoEE4jAyGKIxyFhpRGPmQyGBj64AW6sUdcyprK3G8cJfJfaryr11kLL6rLOltPYjI9UJT6QMhhHIDi2pF9jYVigPkWuaGtG9FuxXiHcmsgVsnyRdx8xSLY+ILA4p2nidebBPA24fLkMx0SRsja3ElILBsHpfyHifrHGI+iF5JTTPgOA/yCiyzxZgugTmFZmxt3SANZ8Vw828hJB3w7dY41ZsfipR9lqoQqd3R5Pm3tkBriu1BiIVmYif5zq4CnYOI1PLzD5Mv7smQnYNOOvlzY03aqE4KgX87dkiA8sx2wDPvQL7T0Sp6vlR6NmguS4B/qnBHF7gdR/prMZ/CpPOnnv9mOlbgWlffZXaZdOQdeVpjZztQp43dxPkfkO0CMOA7Psh/DA0VBsMUiMkJpsKM8UySDxXK7w0baOMkZ6Pwnkn9I5SjbPGfOhaJ6PowlxTxf128D0vb+4ENLbDyYQecSvJoaxeoeTwHAgN0/7MqZV8KUPjHp4DjdcpKzayC98smDkJGRJWj94ZngyU6ACSHdU4D8MY1zka+8guhcyj280AhWBpHFajEkDRQTL2G4fBQxPlqX2rVHJyCErjL0Nr9PBIyL5TB0NnFbiWaq7GQ13Q7E/f94VHm6CK99d0oeSHlPcysgti1TxTBHy6Cd848znFBo+0Hp4ZBjc04S8282uNyGveFxLVxRhEP9GLKSfy4fX3cP2vDaJU0da+vj4OHz6c/veBAwc4evQol1566e+xVv7NXt/oVDZDV4XSM4+Zz+ONEF8jVmp7uTZhbB84F+uU5gF8G6TU+nxMHgZ8FtH3Zs/Vyb13jE7AR8eD+1pITudwFdr8fgwW4gZ5fWKXiLlvZFRC3tehNtiQcm2bqk0bxMBLZolVtQBWVJqChhEyNb786KQ9FJ3m4o36TvY2KQrvDUBS74ps1JddtRBfCuGhEJ4odGnDNAjNljcF8/zOFTJs3FOBENjWARXiTHJFockPPf8sAjwHEnRlUDMI4URiy6XHrUjB5MEzw+H4YETEOMj0s/eXafburlPm3nIyNPyFZE6Y7qlKdQbAJ2AtCXnWLHE4VqRU9P+0Kl3dXg3LR8tz1rdaxuUPnFJ+fvPsNtPHQag8yQzAeYo3BwK9g6BnGSwHjgwS7qlni4yaO2Jw4ZPQ9mlT32qtTqUXgAPQ5ICzEVhSBv7rNTbbJyLj2DoJcc6MN1lCFzRf1iIB66NVwEAZXfFG0uCWyC7dEyuBWKkyaFIYEdtQ0i4Odz1pI5cwaWbGIyPhq6VwaJjWWdZpNMm1MGgpuGF9BO2PIcBVHSxPIEPvVDXQImNrqF57UzECnB8Dyutl/HhR+LavGugyxka9bLx24LK78eXBrVYUPu2Lqm/uqWC9XcZp2KU1556qvtvKoHeW9ssWTA3CCESeBvsCGWhhvziJHOUiP+xcD0/UqraaD65v1ZLhChgRN6UfKiGrDBkYb6L2V9TCfvBPAGbB+X7gL4KBIbSHnGvAerfa1Y4WuOeLAlVnLwecqmyfrIKsHympIrwOPOUax2PzSV/BYSrfUfmsOJU8N0LBDmVeRkeC7Ri4rtEe6iXD4nx4OoQ3y3N7brFA1a7z4P2t5scK5G+Tp6v7IQj6hPNhPlwTZQrwYgyNpfc7YI8ZpurjkN8kY6gLfR9EWQI6uCVbzYdF0DwNhtpVi+0GhCtqm6o9NRQ9t3KXDlglyFBuni0Op/LgOzo0UCHt3Fq9tw747WzgFJStAz/c0wvP52BkC/IsW7fBx2vINkGO4HMYTrntcH6TFtxVI6ENmo4CweWZbE1vh7JqDy+WEVt6SLitD+r6gIu7/r922f+3X9i5cycAn//85/m3f/u3v+8Y5J25QBASE5UKX1IP5z8H4ZkCFoZQlsNedFrpu0vxZ/cKiLwqYVl4A/MxZHT7AUsBaUUTXQMlQWVwzYWrbWjTbnNBX73uOVcF8Zv0/6eQAsUlheB7RJ8XvqTvuYE3q8HuBfsC/GNgeQx5H3rJeFAKIF1b8bQLLG3Go7AYbAF5D6I1era1Ai7crv/vtxbC2aqHFcaE6OoVDnOQOc2/mQ99uxR7dy0Gjxesb0DWQ5Blg743IDgPxiibbH0OVL9g2ti5QifyLrVzyQS4uAdWZRsa/RerZVj0+5XumwIjU+GavegkHcY4Qgol5IM/lJHjgTTdP71Ks+4cru/aIjD3VYj+SCG1LyKjMtoNrkXwtS9JgQ8HjiyGoashPFoerteexeeFYPB2RpwGHMchcgDuQIp+7g6I/YvGbmI2dJsmZHcLg2UtgqwmHr0ezkegvB1eyVO0ZVU5XLmdd3i4+inFnqtJAzucU6E3bljDE6JJSC40gFabwdIUCA/UZ4eSfeZZDsCpbKdEGzAb7CGwxsxCHCjjaT/wGWBYUArUcQ4C81UbKwcpoi5MkWOk2Pab384Q9CyVYsvTvDxxyKyTNjJ4r4AfHIUS1sEf6N4W5I0oAyIi3Qy2IIO430oZr8mwIWncZ7IY27QX43uhdx3YKgQ+tnrV356bpNRsQN18SG6AyJPg3i4G5+gOPasYKeJi0jUCZw6HF+vMsAWRYeYnE5W8FppCsMQLF/WgsOqriKw0uEprsO9hhBSLmBvyjIKyQuSnOoTYh4N1oTlozde77OMg6ob8JPTbaea+WBlz7mmkDdzorZDVJHu1xeyDA8g769oG9jkGJ4ZusB2HSJ0OXEkgMAeyq6GvH5TUQHBumk7hxTpgt0uZbcQg9zVhBG3rtO8akLGXBGz75E1JzQeA69M6XDqBLwE5YX3eUyQqer8VBpxQ9mdsmcJedUB0Mbj8wFlzmHFofsPrdE8ehmS2QozSuZvhIvB7YVIrkgfNZq1VojWbB1ceN8+3ofCvcwb03KL5zcWA0V2Q3ar0/gtL5a13TYHws+AZqvbHLzdz+gFcFg9Y3P/zff/tM2z/8z3/j17vGVT993ylAWyPLARvvpR01nS5cBNtOn07miSDemaLKTfF+MxGbcyiegmSXrQZT6FUeWuO3Nm2C6gumhF8w1D4pREZKj4D0LXXmMyGmgw+JmuWwgrJM2pw+EkDXhyp09hwJKBiZEC5JnqCz/x/OxnmWeZIKFu8MiIiu9SX8Avqp3OxTtt9A0VomLRLMXqOS5mGnhI4OIABXTbJq+K9RS5491SkESMCJYaegos6pOyOkQF4u9FYFAFDYYkNFUtFrL/s80vIusbDyG26v9jckAqvxVDGSNIYjTa/AdO2mpIOgLUQKBBouvtinTBJKCzkOiJXuDUMsSLoe0jznVObKZ9yxiXyOocZ0zLThxjy+lCl9OK8g5lUd9Dvdh8UBDOGZGQXfLwGylT+46o+WG0x/FHHEBatHRmj6dobboXAUmBgkAKznCZdsCzyksFXVOnffQMNoLrXNDSihZGa69TaTuOISlRzL+RTPz1nNOfWqBR37jbNdyxfBJXDTTv3IG9NUb1e40OKcpSZJ6dpctD8+6CZd8t048mKKonAsVrKbiD6/bwZ5wRSbCEyOKHce2VwuKcqDHhhqTAyFq+MWiJgv0uKMeLX+nFNgQF3w7kHhL+xDpdx4dqmDLbO76pfqblNmD6klOhUlNUYQaHcZt6dml6KqAquBbavFMaQ+WCfJGMyZ6FCQIlhIkPMngvWoeIXS8yWYu+eDs4vArVav33XgaPDvNQmkHzyVZEn4lV6f8KMay8KCTaa/w+ZtvV7CMhSCNxWaLyLdfpxTwX3rSa0u0F7zRNNlxYChGezlxmsXLnYm5MdhubCJcPKBpwzcqpnizxYqWxIAEsC2serXV2I2yznqPaH8y1RdbinmgSFQtKXdw6EPga2/2uAzR3y8Pm+JI/saDKcS3lkQrS9ZhzKkAdql1lD49H+upBvQmEToLRGYUvXMxC+XsZwAoivFdlnzxaF7LoXgOcZFX/Oegbmfu2DAVVvuBc8f6JBFI7A3Hs/BFX/get/HTJLXT09PYTD4fS/3377bR588EG2bdv2vjTsr+KKXS9jyLtd4aTILnlObIUSDMEKA0REG8rqManI9fKeJIDfVGeEf88W0nWlaINRC0U41wU8k58G1+JBXo2+kL5nL9Pneeh0ZvEKO9K5Qu/P/pYUmWubhHMIAZEb0TPLMAVXUVuazT3FyHhLtuodPVtMFk5Yz+0LSVHZRqthlpBStvvtN5w3XVKi3hskYLxmHHoxgixmjBAnJHNE9sg6CbIASltOCdqJ5nc7kK8q06uA4CkI7sCkcDfBiA6o2CYXuBvYA74CDMklmZpj2VGBa62eDE1BvNEAjYvE8Gw7CbnbhaEgKYZmYjLoOqug9/9orAtrIbJdSr/FL89IAnkHrMiocwDxxyG+wgj2myAwRniQ04Mg65QIIQFyjmTW2MU1ENT0rDoF3RZ5hpY3IMEcwIT/DpFJ9XGYL6eEWQAs5804d+nviTZjoBcANnHP0IuIYnwCqEb3GY/EMI1R+EndmxgBvfma4+J94O7IGHVdFeD6gigHbNshZyG+MVBjN48PTwf3VCpnoYyfEqDffdAwO5OSnY+8SWXIYCtBIcH+UbBVScGnwmrNZk5990MBbL8ShZVtZIoSh8er/aGNKufhALLvlkK+8EllY15r3m15DlxTNXFetJ87VwjH4pygfXHwOsj9LpyFCzHk7QrC8Rj6ew502ND+n2jmJ0KGcqAJTnqBqRAMoXWXEpW9A7R++kKAR+Vj3E3QN0FrcBjGqEZ9e3M0ZK2AynXyYh6eqI40V8OrVeYA87TWcBkChttXSqF7RRKZ9or40RohoUNAok01y6z/piSIhLE0x6yGCR3KgLO8CF01wkpOAG6KwuX1wi4lRkDOI9DvMUjky3gai8bEWqQQZQr8Tkw0E5ZTwAVYAPwA+EZA8tDaAl1DoOkqcD0IbyyVTMutVTgyt1aTfjxf8+6oFG7T8TMgD6bATWPMujr3kAzzdqBIUXrGk/Fgdt4HYRdLhpk1cWsHjI8Kp9YLZN0P3xsN4+CZa/UMmmZofJL1AnYPR97WR4GSr/HBXbb36efD6w9d79kg+tSnPsVjjz0GQCAQ4LLLLuP+++/nuuuu46GHHnrfGvgXvRbEJMzbhggPVNKhU4r3Dp1g8up1Or0R8JoQRTnSQScWG4DvambORN6QilqkrWuBQgnSjl3Q+QA4KrmpEgnumUgYuKfqHueVmcKsJCG2ESLrzMn9i8IhebZJ8AGcny7a/0KYNw62G89uOsNrOFJCozFZPmGTNVIP1nwpiezbZejEjkCiQKnMoTUSAgkvnBoNnZ8A6x0imSwwz3SN10k6dgS4yJRLOGh4feolXJLbIfGUvAtT1I4lpUipdFaRqmzuB3kQpgDTYPsN6IQXApzbJfDOuGhpQJ6EEoT1cqP32ArVp76Q+ukcA3gg/BGlvXevhegoaMqH9mp5IfDJ2/Atp7Kw+v5JoZN/LFKDRjbJJpkCHPHLExC/T96BC+M4eS0yGvtq4U4rHPbBNyLAKRlaS89D40QIVsrVfqwC6iB4VFP70aBI/eaVm3maCEuuxyirHLWvc6qZlyINRnQP9FyikgfWQgheYcgJCw1x5h6lUkc/IuB3sFLZYq7x8lKQI+WbH9UghgcLZO44oXVzPB8e9mnOs9+Sp8l5pcJPH19BEKg+AWx3Qf9tMGmdAK4ngdeqBdi3bNZa9iLDvgFhb3JqNY85TRCZrzHvnicDN9+s2Rpg/N0wCq7sQNmJCWTc+r4CLDXeIDPnzjmAU+npOUNhVBM8AljWQs4+gdBjdxng9i4p9MinBWrOfghGnIJRC2AE9KvT2mMcDD0MlROAUshvQ4ZBCHkZ8sxa9QIzoNELlaXg2w841wlTGF4H1u06qNivAMJQuAWcj0D3bUArHF8M8bGGaboS/OV6Zr0Jj5cFhSFzApOf1EKPHQHHGoXLbZUSFKXXKz/gFCrZE0FYmPAG6L5P+8y7SAeVrL0ypGO1MHSeQv1185WxlnSDbb0yZ4vNfOwC+q03lAwdENkE/TpkCAUQUNo5UskMqTBm4qgBVxujZyLCEP00Ke9Q6KNisI6hzMwxT+uAV4I8vvH75X0es1Xeas/NykpLfhX6L8BfbkrHPF6ltHwvcC3MyzMFer0ofLnRrzJMI6OsakGs51tRn7vXQ+ApoAC+Xw5lcP0zwJk1MOBeZb/15cuj9/bzYHsLFj8JpxbywV3W9+nnw+sPXe85ZNa/f39+85vfUFlZyY9//GN+8IMfcODAAZ5++mnuuece3nzzzfe7rR/YlXZP/uBVGFAP+XNVu8lVC30vQu5MCZaKuQrjWJuUwTJis8CPZevg9H2qKJ2HjKQ9KKU497vQ+Q25yG0TgIiYnD/TkSZz5aXZ4NwMlpVyXSfDGW9R0uAf8IsA0HFO1bDL6k1m63Ipw36bqZylsgocQRs+DzkVclCc/yTQ4SfNKwJ6l+c68bp4b4ZEi0JcnqtF9tczWgLLYjArua8p28Rmnm/FuPonGCLGYsAhg8o7R67zZK7c0aPN2MQQL4hTz/BPg6b9pLPIV5SJrHh3EHjKtDdrFoxajb/SFA0dZp5RAtS4IDeqsiTWbeKOshWC+9N6YHy/3P19FylkFvCp3SXPQe9whQkTAwVOpQR6c2HwTDiWj+8LHQQ3ToePb4PX7odL74bfrYXLFiqUkkQsw83XmhAiMOpp6LpSCuSMFUqDpoTBYWXjDdbJ+tFiGNQHZyxwW7NqhNU1m35ZTPjEegbD4SCvkX04Sr2LQbJQJ+3kGRMWDGWI8RgowzZpNzXRIso+sxaajLUyw1GTh9x2BkPUMl4GSzFQsEdhROdJUSiU6DFE1BwqMWE09J0WM6cx8/1S0/QWZLS2m1dFTP9cJgxnzdfho8Xg9qagUFUP8rS0Avb7pHBjRwyGaLPqmdnLBBSP7YbCjfC2S96P4A+058JPynsRrxGmJ3XZ7xE+JbRGHsEWP/ib8F0FwZfU3nmXw/oXNSwMQYaZz/TpOMpkapVxv+qo6V8Q7c/uZWCtVpiPiMJBnjl6d2weODcI7Bw7otpq4esNHu5+ICGDNvkZ6BwChbvM/A3Sfe75hogzIboMf2Yv4cYUn85XJms81QZIp8SlUv9zECGha7wxrBzKhCuqUZ9jaI2755uyHGYN2tbJO9VMxhMWN89JeZrdU5UJ2TMYQkW6J/eEDkr2brHft4yEgYeAWsm9/Catj6yVeo57mllEMS20C4t0QHIiL21qrbmRERtBY5gAnjafj0Ep+BPVbV4243SmSqn+lis0t4eRhzmrBoL5YqMOzhV2tO86yJopI62vFDqzYN4/fEAhs+++TyGzb3wYMvsD13s2iDweD0ePHqW0tJQbb7yRyspKvvnNb9LU1ERFRcW7wml/a1d68f1kKSR/bjAwKKTkqNTpJ2+dBLajEi7abIj5puuE3H2fTiEFZPAHEVQM07oNbM8rNTsF/CwhI1DaTSPiKw1PSC14lqtUgRNVWM+eKz6d0P2ZdHxboWmneZ5xHqQVFubfJUjptJvPE+hE3VsnZeKozLD9dv9Iz89blflyz0Vy3ffmgfdVCD9lMBmrzXvmZ3Ap7k8rTNZbr1M4vUodD66WEBqHlFuj6b/TtC2BvCM+8OVB0DhYeDlfJ9HuavioQk1prptDpj8BMtw4vQhLksI7xBvUH/enSbvcgpXKmnIchfZrIfc+4TyIqY5TGvzil6ehWV+jBXk8uqeLq+QV1J6sxUpPjxSD57QMx9bRUHBM6ettI6H4FY1ndLs8J1Mw7rDMdZMNnnjF9DsJOB8iTeVNr8bd8znSAJHkcKDWhARzxKtj9YD7OjMw/czAxswbwuLiieySNxCvPEnOkWZQC6CnREavzSwgezf0/RLc69Ik63SZuSo2c9mFQn155lVOZGwW65VpVud2M47tFQpDuNHazuow2WJAVTTDo9VCBh9iN3gj99TM7xS42lZiCBdBNfUKtbaj+/TMFAA7ey4kVoPzftOgGPTcZTI350PpOvXhGAoDBchwC7WZvtlMX4eQ8Xx5kQdlOCoX4q2XQnWNl0KPNxj8yx3CymTNUpsv3C18T2w3wiGi1PxkQO22lsugtb2JQr4NosxwVBovXwKsSzMLyGPGvtH8fy/K4PNco4GM1QpvFTus4qmtGIPN/D1+VEZJbjTDNh5AMs5RmQlDewxEIkgmEpOokNGZAlVnz1X7+7ySG85W4ffi2eK4SpF/2k4Jp5PCLzkqDTzBzJetHNVOfFb7Jp8MBYe7Xst8OJmoUDHaPyeQjAiR4chqMOspgmRtog1yVqv9bVVaU47V4lazeA0x4woIP2KqBMwV5iuZA5GGDxBD9P33ySD6+ocG0R+43rPv7OKLL+bZZ5+lqamJbdu2cdVVVwHQ2tr69zPI1gLjgh8DbNQmsNQoft4+W4K832Z4qzpDztacDwOWSoA0ICHaZv4WOwLOTWB7A2K7wLtOAtSKhGgC4SaC1XBhmd5tqRLGoRcpitwV2qCBfzIEZV7xm4Bc8+Xo3joy+IuUQeY2bWohc6q3VmeUSqrul2u8yOoclQJ/posh9QpY6zyrCuNJ07HYaghUKO07/IK8Q45KCHxFv/utBQKqvxUyxlAxMiICyHhzYkIY5t9GRwUbkHvoIOKoAbi0RriOItKVrdMZS11mrHvRCc85QWMU/IE+d1+buaHPBr5fGoXvg4JnVZKAkLwtxaOUEl2G5iKEsnVAhpYNgbufd6nd2Y9IOdkikLNVgj7aXzgcezfYgirMSZvc+pbNMgpjpu0N6Jld8MRzZEpaxKuFGcMrIyrZJsWVOG4m1wnJrSZE1ixMia3QnKjD5qFn1S+69FlokxHs8/SM6A4zLm7SdNJZp8BTrxCg6wTEf6rMvPgjyn60PK7xKVHZGUqAs9Xy1ExBfRuFMDENszNGkBd59MqQsTwU9fGiDnnz8lYL07EfKfQSILlWzfssMH6bIWIM63ff/zWkjBtUjw3A/pDWdeSzUs6f7ND6cX9eXlpbuQzaZEAZXRQpecCNPADNT8FB6LgcqJkOb0LTeGQANUPTOODMYvWx3MxfBBnmVmQ4ja7nzX9AdQ5d2+TRStysMGF8gSg9Qp+H3LtVGoIkjNkIXQ1a253fhWNzIXifvNG2dmj6tEq2xC+Hph/KWOheL29nIVLgkTnQvlMy6RrTPjciviQH6Ce8VfdSrZOu52VkJls12APugmHrVObD8gh0PQV9y/Wc8dtg1GqxOrtnibIguVaA6kSF+j2lPsMg7hxp1lVCvFa2FzWAR0bC6VK4u8r8+Unjfb7e1IU0ODv7Nh2CPKuBIDRP0bN78gVOz94gvFgBVH7e9LVhvgyhlyqgHxz4NGmSysqZwJEH5K2/Csnaq5fB+NUQXm/mPwQHF0IEJs+thRE18PYulc6J7QXXY6ZQbi/8YjT0+yAxRFb+dPzQhyGz/+p6zyNzzz338LWvfY2ysjIuu+wyJk2aBMBLL73E2LFj37cG/kWvVSazrOk6Ce3C1WCdDf02KKSVA4Tvx39bDdgf03cmdEhBd80RqNSyD/88ZACUNYnDArdSX6cCnQfg/H1SIpVIkcysUVqxxQsfqYV+m3SasUbloras0Lv6dYDv63DhWpHSDUKC9GS+hJQNGKXaYDhQ+MCB7isw78qukQGUAh3bSozRslqnpu4NAk8G5ylMaI0CbdB5K1grjZeiBqiHAbXK+CjbCNbVkPcTQ/S4RvH+vlqNo+UROLdJ7ZsEWBE5mgOl/VphchFSnK8gpTMF/LciksuzQNYDGue3p3M4lRg12tzrRsrBNV6CP7ILaJKXiJApitoDoRsg9lEZLcl8+NV1GtfYQmgYrTpvfSGdftc9pRT7QVHZFZPqpQQb0SnfD1y4nCU33K0xCi6DN0ohPAhuG29IHh+D56vlZnffAs618GqFwqnNGtZKhHvgWtOPsnr4bI2Uf6JRgODoVcqk4grD4rte4RRsWjO931cIKVUzI7rLeEjyNPG9I1Wh3H2VvEQUGKLIjYBPYTECyG0QUpijZSpEvqtMvN5BpvZXK9hXQBnUhVA/nDVQtJnKYuTZ+o1LIbBEWzrdOZ0t5jN97EVswGdng7VWJWv2q+kEUcgnvhCmgc+NlJ23QzxdOQsh64DW38AOEUYmKjSPvnvB9WPwbFR4OGul8G8EZAB6EQg+eR8kj8pIis2HfcMg5wYYBfkNyOidBv4WhXMpAb8bUS+0I5szaNbCQA1nW0L9HHEBiN8Olvs0N/bntTbtm+SRy35LGMLYpzQYtdMha67oO3KXw/BnYXIUfjddf+9/BnoXQccQGPqKDONkWKD6JsB7t9LHI5/OHI68Zr+fqlDf469KHmU/IG+m7XTmQOS5RWO3H62zzslgCYJzhcJMQ83SsC0WmD2VyWDxwrB6zVkTxmsXyGSxJepUCsg2VMSS2807voH4l+yzFYp/a5DeOaRWXqwSs5c7qoAihdSy5+kQaL9CC6l7Hr6roK4OhcPslSKVvL4e/3AY6zD7qQ3qHgPid4lANASTb6uRHNkLhH4EbYvB830YtwNugd2vIGxW5QaFNa1R6Ps+HJ8DOODGrZJHH15/F9d7Nog+85nPcOrUKV5//XW2bt2a/nzatGk88MAD70vj/uLXDMBzB/S7OpM675oF9rlgeUwKOPwsTVsQsNC1TWDESsQN0wL0jacpgMmkAVwzTCXyCLywWO+JN0DRZm4qQsbK84B1mZTUWy6gWSewQuSBSaCNmVwLuMVLUogU0HaXwUo8DhOhssgURW1H7m83Eo7liAwwgJRlqsxFMgC++yD0iIStoxJ6/x3w6wTZmwuhy+XxaBsvkK7zGbUvAuQuk2JILlb6rrVI7en7mXAM5x6A6BAxdheacR4BwZS3KLQRymF3yuszBmaWwqMl0AlSuk2IYboQuHQbU7KQoXQBCf+Ulyi6LwO0TbqQxVWkiuPJM5C9Vu77twdB+2i44gji9XlAqcDxRuAKiK+Hxc8KlDnOjHMQZT6VI36VSsDxD6wKoIb41svjcwZ4dJcwCO5bNb/hMhFcJk1mUy9p2+VHcfhsUlPun4aMsOMYo+4KrZusZoH9+36JGIIXKl25dwhY/ZCzW6nrybBZtGgt9WUZILa54seEBUkcFTA7Pt30/yTp1MhEKZzJN6GqboUCrXGR2HUvkmI9ZNpYjoydEqOcDiFFGa0RZidl5HZp2dKM5rAdYdmcm0VMaCs04RATRxyH9lqL4SFKhWaTbQpjhzbovrYqE175om66cLvGLVCh9mETEDa6D7I2a2hiFeq71S9SQ/swGDNXiQmNMHMCsgubYM0waHqVzLptR3v6pPl3HpAvrFGhzcxpwLQ19DjYNgsQ3FAB4R/JcLF2QPddkPtDGQ0921SjLrILXHfJ47e3Qm3uzYVzg1Qjb0Ct5jP0uPHCOE1YtQU6v5KhwfCaJdCMvHHBH2pdRFfqO44mIEu0ABdHJbOO+xW+67ND7m6NYyVap4cRz5it0mSaRuRtHNahsUjJGjAZp3Uig4zuk4HX1x8Cw2A6MN2Eb6MDFEo77YTBScjdp6zIYjPXx/INhjIiEkcKzWCfBevtUALBl00/z1crnDxxIzRLZiyxoYzWZmTQhf0wQ0Svu3eQ8ZZ7lqk9yevl3f4pBm/ZqsNf52KBqt23AhtFOZIcBO5/54O7rO/Tz4fXH7r+pJEpLi5m7NixWK2Zx0yYMIHhw4f/yQ37q7gqGmXoOCrFyOwDaDfszLfKe2H1yNhxTjBZGevg1Hzou13PKEKCosn8BL4CvlXQN1iA45xd+s4EeOIoMiaK0Uk13qBnxA4rAyiEHhKrBt8Dircn6sQI24QylkDFIS+ugYBRTAEyWWoDTd+ayWBtnCNlaGXP1b8jOwSoDv5AyiyFB8heZOL9EQGR846JzM5WIs9JHgInhhD+yVYmgRj8ITir5QonolNyvFGx/AA6KUbQOBaYf+cA+eAbLU6e24LGaGpDZU0S1+g9qehsGzJUmpGyTSJBFnZJAWTP1UtCa6T8rPkI7D0BBsagsEbKPuWyyH4L3D9ReDNxVIqpDAndnnzDhbNJSr//LRp/Wz3sRIMdnASzOuDiMwpj4BZuwo2EuiUuZZhslfIvAn8Z/B87HLbCkhJoaibjefDdaUDeBVqD4ecNsDWpfsUuNllhIb0ruk/ufWxav6mYriWuDDJs8pjFamSAuMYbAypApmruQAiVCYOSB8Ty4KxTayD8pMC/Z9aIEX0MVI5DId+9FdJZfhQGc10pgzSAnuUxa3w8wuGVkaFriNXKwOwwn1WacNzeCshDnqditF7jjUp0cPyLQq59IR04OlcIA2Nxge3H8ihMwYRNfcK3JdfIO+mo1BrdPQ0sP4HY3XBwA7hnQKGyHVOYp+uDyOhrgmAbKt0TRuG/NlgzQcO2/qjxEDXByVK0fz5SK9AuecpO9VwN8ZehaaqmkAsKF3nROrysRmGd4AIBy4s6xFCdQJlf3RfDiSqDiZsBx6dCzwLxT+UsVOZjCZLwpWiML0d11Ww3KiRPQqFherQ2AigbLtkqfJMjoHXimS2DMmbm7qIOoFVtwIxhs/rLQGQ8xRu1rnJqNQ+eazQ4loT22j7gZac8RK2lAvtHgHNWwKnSQOfMIeuiDo0ZDvjBMP092ahEjeT9SqMPmK1xhfF4H9SS92NERLH5+wSguAn2wBf60DotwAD7EzB5teRr4xHdW4o8X6FyAx9A+2MqYPkH2DIaos/wwV3vJUT2h34+vP7Q9VdlKr788stcc801DBo0CIvFwrPPPvuuv8+dOxeLxfKunxkzZrzrno6ODm655RZ8Ph95eXncfvvtdHd3v7cGfb9Mm/30Kpi0WYrtwlKRukWnS5FZvNI18UalsRYiA6fTxeQxKOMoFZ4ahypYh8qha7jKHiQulv552k/Nxejeoeb99nKoiMrblIPhE1orgRXZKtCfxQtnVynkZquHq6OSAE2LJaSGG0VVQAbnhPn3MAxfUpvSl5PrZCwkwxljrAC9H8Sq3DlIAjuCTnp9pYAnw/XXF5LSsHqAhBSc70vQNE2FSS8sA9toGSgHkLLJgSXTgLP5kFwJXtg+CPa5BaheD/h8SFlUI+yVc4OE1V5oO0qGKdlv2pxn5gYM4dw64zG6GfBBsgwIyfA574RQJTyWb7A6wGdHCu/QO0Zgy6cXinqhAZ2Gz7ggv1bvjJg5y3oc3/VAcCx4Rul5pwfBl31AszBE32qEDo8+75ycAey75X3YcQy+WAeze0mnOVfOQgYZBfogbHAXqQJ2yS5Dh1CqB0WHQLLGKP4h5t6IQhJ9dpVJIKHvOccAAzXn/WsAm9YkeTJisk4rQ/GfgdNWGHICXMch74d6Rv9F3FQiu60uddouqZfMDaO6etHtKttSAvTCzCJkUB5FBI5NKATWWyVjl2ati4/Jy1G3FxhbDwmoi+jP5DSZzMj5wGPAHK3jWI3CIfZKJT5k/Rb67ta7rB6FRnu2QHCRANOuiSpDcekNYPkcONfD2DNgvQu8cFtAQ+q7CvxJeVwpA18CKO/Q0IaAW2HRK2Kpxm2gZsPhogSQXAHn10LwbjIZDj6B9/0v6XBDrzx/MSBSDYdXGgzfv2qsovdB9int7Wh/GUXlO8CzSd8dusPgBG80BJdLMzVVC8w+2z9H77e9YcbZpqzFyLPyDnZPF2jY4jWg4g4gJoMx/x1NP5mvh2a/ZTqPjLrUObgBycMLy8RA7pwA5ECySc8LjoPTyJP0RSA7qdByMdrjvbnCrmVHTekiZOCFR8EXwhlC034btAajewyFCIreh55KP6suYdj6fWiP7kVabzhcaTHt3Y/uj98Mr61Vlu2otZKXzUDjHPAeUMJCQQcEV8DutdrPl8cgcZ4P7vrQIPpzXn9VBlEoFOLSSy9l7dq1/+U9M2bM4OzZs+mfn//85+/6+y233EJdXR3bt2/nl7/8JS+//DLz5s17bw0aj7wfJV9S6vMAg+cJ3q1NnoeExVHkAbHPhdbZMnwclew+BLjukst2P1DrEt+G91fg2yvgM0hYzWqiOomiOi/nK/ss0aJnB2/XxqzLF/aht17hueR6EbqVHlK4YQwCZ4enCwc0BimRVkjXMnunV6ULaPOTLoBqna+UdOdIYYfsZXpWdItwMu7PgisJcava7A6qgnpsd8bbZKvPME8nmgwz7kDwP2sE/HzAqhO+lzRJ36qnzXfiy5g3Dp6ywFedQFBu72AL+MaYsYkAXND3r4Kq4cBINEYgQRtCJ0V7VB6D9nwpvxT1rLVJA9GbZwDr+bCgBrq+Bnjh28iAssZVOfzGJ5WiOxY4NRs+FYXgbBm63fcZhuBmgcB9L4ueYbDaz4+PQdcn5I0aXaa25SP+le5l6eyrw2OgpwAieTApgeTWMKjbYtaZBl3KwnMd0hRBZfC4zumUnao7555vSkA0GW+YU3+P5UHhHo2TNQdl7Tyn+T5fjUpJREhrv+ZhUl5fA4adguNDoHGaMiQTTdACT8QMo/jEd4w/Zqg/EtUBIpavMSqGF1vIhNfakRFrWSz8ULxRHa8E9lSBFyZPQMYzsMaNPDu9c0w45gVIzBP+ydYho8e3Ui8PzoW+i3VvJabuWZNCjJ75Wv/BH0DXDXD8KYUEO78O3YMUjm6AUAAIQHCnIHB1h4AGE5U9Va0+lwHPwYopsKpFdegAKr1w2IUIBF0LwT1Ha6sDHS7ogbqrhGkJjwdMmKizAQYtE77v9FJDNLlUhtBGwHMCgk5YPQ2id8ogaJkmoH9sl8EELsdXADW5ar+y4Tbq/cnhSgyJH9L8937feNu2CRPYr0OcSdFB8iBlf1FtzjNrsrxDxk2oDGIjJC8Kzf5zoD2R7DBh3ZDJSDsI1mKF+WwRONQtr9P3zkOnFXzHhCtqQsZe16Wy98Pms+6l4DkCZzzK7vLcTpols7fOGMlI9mbP1Z8aodIGoTOk6R7mTULliprhGYA2mHeLhoXOBhiwUMD87jtk2FUCxRs1vn13y9LtewkqFqqG41vOTGmSD6+/+euvyiCaOXMm3/nOd7j++uv/y3tcLhfFxcXpn379+qX/9uabb7J161Z+/OMfc9lll/Gxj32MH/zgBzz++OOcOXPmf9+gLAArWL4uod2BcDG+B5T50QVkfwOuBKVRL4axmyXIY7U8OhromsMLIF2WHwXb/4Wej+kUnwPYQgKBHoN5TvPez3QIANpbJ6Mm60UZMSUdpmYTYFmv1Gpbu0IYEWR0+YG+bYp1t8FMJ6woQq7uMBK4VtMeB+BvMmnpZcYIMsIyb5U8UZ5t4DKnTs5KeNmTUA/EfOikO1unfx/CgKROirHrIfSwTp0XrtVn8UalqvqWyEMVNu2+BijtgF5Y3yqZugSgC7bEYU0xBBtRtlCXX1ijZuBNOHjIzE256ZfX9K17g/7tmS2vAW6gVaErDHC4vcjUYAvCjSOg3y/VzhBg+zbYTio8dfRGeaQSQMFmYYOyNovfJH+p4d85iL8cCE1Q+Oo0Euq3eCDnMHhOM+DQXhlgHQisnP0QDIGZJTAqC7JbwNYL4WbSfD6Vs1BYhKA613mZgNSJgWbQz8KFceBo0ws7rzZMwk2GvC7Vd2TgtU8krd0iT4NrmqrR22vMHGVLEfYM1hotAB4H1pZKi+QgrI1tDCTnsMQJ9QEyWKhe2J6PjL4EWnQ2zS0R2FmkVs/06d9KfltrPIzbgBKFIv21kIDdMTX1mSL4bAr35t4IrmtNuO+8FHUvYL8cOlfpJt8aecSSrRn8XfAKjYV9NP5PI+XpeyhDe+C9ARYGNNaTYG+pmsM4ODoR5o3WeNgjwNga2G/2bZ6SIXcWwaogDL9OHGAj6xGmpQ0ZBj2lOmi5bzGLA2FaPDXQcqNkSlmNKQUzX2VeUvukwyMvR91EhYSuRuFA1zQDnq4XLslWCZFdbOuFf7cjWoBxmBR1N1i7NP32SdA2RfQQ9jI9I37Q4GZcECwVZYQpD3OTD1aUmyVnHQTNPlM/z6v+lYKv0sxDykhwdshLbB+uiU66IeFmAEfg+BtAt+a/fZjwgQ/G9d6gTyU1HGQ4gxJFcE9EZKNYSdciyl6obMYis56sQ9Pe8Zp2iLvR/A6D9UGEvwzAjGOwZhqsrzNbq+Bp9SNvFbzlxHeFkUEA+SeUVemJinutC2EBD5Op+/iBXP8TNuiP/fnw+kPX39zI7Nq1i6KiIioqKliwYAHt7e3pv7366qvk5eXx0Y9+NP3ZJz/5SaxWK6+99tp/+cxoNEowGHzXD8DlG/YASThfKmVoxWSi1CoLywGEHpSgSXbI07IXGFkLjgqdmp2j+A4wcxyGROyLxuswWMbJYYPdCMC/HYNHixBOJb5MHDKNCPPhQW3wLZHREfqRlAEJODxEpUTKkPJKVkmw+2FNN0zsQ7IjB7XZh95diQRAzxbhHDxRwCnwY3SXhGSHCwhKqSTDEgRnrBJeu1EpB6v5PAdVCW9HRlbWAZ1WPTdD1Gp4caYKe5BohFdhch4wBdY4MRw/c6AIRsagf1wC2N4HM7vNyTsIDGqC2BMSgl6wvwH+YjRGRUj3X0QmHGXxGnsgpBsSxjggD/I7YFkLNPpgcH/zAAfWf3ldmJKGWbr1QeOhspHheOpwyXJr9HOgCHBcyws96PmxPeTs3AcrIsBgiA2E8GDupBN+CdwPnMgXVqNRcDQAx1pwXgTNA+DNOFCuVxCrVcgAhzw92bfLk9PnNYPQDe1TxFbtCEgh2UqksKx5anDnILhQamggIgrDuT+rAUt2GGng0Pz02fWcJLCxhVHHX9UB4atBETTigc474dMbOQUMtKJODAOugivPIEO3tVoFM33Ii5cH91nl8XvxFTJZSdlRtdm1HAK3mcLBWt40wrxb4foEFGaZ54anA2fldey6HRLz9f3YVoMXc+jLXbfDoG3wfJWMvuy3oGce9F9I08bpBrtUJmUYGCNcyJMvw0eWQQA+ZdV+qfTBZR6FbyePgywvUvzDYf1emHwV7G6EshDszIY3/lNr2tYM9KsB3ybRLGT91mSMofBd5ZPgW66NW7RB4dDoc+Bco9BPYiIcqIDkpoxxOiipUM3wGkgMg2SLQm+W+4GAgMZX1DAppqFNZ1FFF8vbG39FB6o+r/A8lr06qERQ2LxtjjJEPR1Q/BLE58E0eQKX7wVOrFT5ivJjqv0XWCJZ4ofgXuRNB1WBT1aJuwg0od0Xw14P56iCKy6Bb5ZJNrWh8NlKu7CJAzeYygDI+LM8BoGR8GiHDpG0qf3Br8OARZI/LwEHqyB4K1wL2z2wtgC+Y0LPHDVtGwNrboSPDoNFe8nUj4zs0DgnGuHqcoLHYNVeoOMhcB6DxF7t++hzcPoZ8NbBDR0m4/KDuj4Mmf05rz/JIKqpqeEf//EfmTRpEs3Nilds3LiR3/72t+9L4/7/14wZM3jsscfYsWMH//Iv/8JvfvMbZs6cSSKRAKClpYWioqJ3fcdut5Ofn09LS8t/+dyVK1eSm5ub/vH7dVx8ebUJsQwphzeWm7sLZEDE9mRCT4eROzhno7KtAOKN7D4IjF/KKuDF51AGWrQ/uPZBv1fh/HqxGPubeHUmZBXBbe3A3nxx+iTPyBsSv10ehYNzMqzCFi/YP68U6HFPwoCoBNrr1Qo9jF3HPCcMdcKVb5Ph9OtCxsEpYAsCCDsqBZJ13i+gdrJViiJVxDG6Vaem3k9kWK4/A3w8rFIInV/RMxvN8zqqTKkJDPC3AIq3YqwUhQtjq+Fy2VT0wqKfmvZVbmQy8K9OOG+XYyI7DkOTKIPr8By5vAuGQi+8OgJyPyfgNfuRcRrEsEYbQy22F/pmk6a+drbqpvBIGSXfLpYxtfoVldXAR/Khj6o8RekxMQo/U07wSXTafmu5jLHsufiKgUQTY9uBxA2MegrwHYKX76XrzvEwxw2PnlGo6W0rywZfqVDa/R0waotCjGONY+9JiC2CyNsq/fAZj+Zt/cMuYyycBxJaO3iVDm05D0m/mH7zjujfnj0GK+UG5xuAR56irBjkdMDwHXqOrUzjEHlSY2R/QCGNvIMytnoGa40MLubwtyep5tO/+eQq6V4gkOnzK3kiICPg8CeQUbvFnwGwfrwGsh6RYXMcsMGLQZhcDJVTEG5sIgIcF9aKgDT3P2R0Hp8DI6DTB+s3zYEE7HSikg8WrwGOb4TWfcKIxRsVuu4LAU5laSVfg47H4Opa4e6sxyFrE7Q9BZdu06EiOhNuvEzZmjnXwMFr4fh2aIfOJ4E3oe4ZERITgN3PQN/HgDeqwQk1VbD7p5AIwEUOOVDL2mBREPo6gUANjL9F2Yud10FsGwS/ofDdjbNhwDwIjVbpkI/UwtpVMH2RgNRfPSLPz6BbtLYfjKgm3mkn3OhXcoE1DzZcJUB4z0J5ll5bzxqv8XC4zd6asVqA9QtL4cI8ZXLFSsQ0n6LtiL8KbITuW7RXksWqjfYcki/FQMUyGVHtw4Rby5qlDM+t2mK+W4BErTIt+1JhUKcMT+d5mNwKHIWd5/mnb+2S/Lz4DHyvG/4TeZFOzpWR1Cz5QPatUFADt1mFMeorhfBKHRDPrZUxPg34XK3wlE1w5e/gHyJw30so/OWG6AjgGCzaBLtbtA3mzUKHzbofwg23KCP0lgZogRUTgOoF8NAMySxHBZxche+m6yFcAZ8PIuH84fX3cL1ng+jpp59m+vTpZGVlceDAAaLRKACdnZ1873vfe98a+M7r5ptv5tprr2XUqFFcd911/PKXv2Tfvn3s2rXrT3rusmXL6OzsTP80NTXpD4tbRYL2tQYYuwK6XajS94OQ2Gj4UBZpQxGE6HphSxrmQ36UDj+w73EuAbmsS9ZB4gtw9NM6zY+aB8mh0AST/gPa+gAH+L/QAd7bJUhmNCm2nQcM3ah4fmSXUnMd14hh+eiNwrOcAW6rkXbdN531dfCoE9py0YZvQ2GlFnTymoKKpdrL9Ny+uwV4Dj0lz0HoKYXMot8Sh4hrH7yFQiErgTYP4AOrORIWIM/UKCMEL8yUJyu2BTbMEBgyuFon46z1GebYvdBxLepj3Rx2B+BHrfDJUwY+YIcDxoN00y0bVQQ0PB26YNKL0FkITzQafIDbtKMYGXYO5E2JbiZd8js4GtqnyXBwI29XfpLv3NgFg+5FxScbVTPKcQTy58HHt1F5I8JofXSFwJtj1xF8BCnoPMD6DM/cChycCJNugAcb4Th887b9UPkSjDjFN08/r7XwVL7GJ+t+8MDWIFguB+dPIPvf4ZPPm8T3U7Dvtqg6Zrsgg+X4FAh+XyD/3jKgFk6VmtXshcPXQs9SGbdt1wK9CqdZ4vo5OE3pzyQgtg8cXxZhoesusPTIoO0aDj1O+FRSj73nDfh8PvyfY3DREmWYRXbBqGVsz1Vm3KhnzfiPadK4HwV2+CF2uzw+hUAjPOqD3QdNBmS/DuHC+t8t7p1exNlU62LFLRuhGXIPAddsBCdccQF42g++zQqZZd8P/cvl/bCXqa/dG7RvL7wKtk+A61ZTpw6VUAl+Xe9oMON1vgEe/bj+P/w4DO2Aa65k8hSwOMA/Ey5MAcsTwgRNvh4sP4SbbquBQ1CdhDWfB5sDOgNQfUShT8Jg6Q9UVsPLNQrz5m7V2kz8WoP1H9+Bk69CYrzad24xPFoO2zZBdAP8qFxGff0BeYYeicGRIXrGT5dA5LCExufulTTPekzh0up5LIrB9XXv2BPbHwdahe3xLRa/mCMAOeXiFepeCc5JIsnMXgveYwJddy9TGLwDteXIYqWhD6gVJUfPFsmeq9SU4COAc7oyau3TDe1GkcLIsf7QUIQemMdPHpgqg/jIIFibDbORt3PwEnm9bchQCz6jSfipExyN0LPGeGZCcGGh6kkeQkaZZTP0wJvD4JAbLEWSDZOHg6vGJQzaVMh1Q+UkWP/UfdDohy+Vw1MboPsx+HY5/sth+dNAzQaYWw6xN2U4jiwn+OM3NV8/D5MptvxBXB96iP6c13su3TF27Fjuuusubr31VnJycvjd737HkCFDOHDgADNnzvxvPTJ/VMMsFp555hmuu+66//a+wsJCvvOd7zB//nx+8pOfcPfdd3PhwoX03+PxOG63m6eeeuq/xSa980rTpC89CB89pBT76HSd7HyPQ/7N0P4UlN0g46Jzujwig2qhcz033TCPJx5BhkkRUpatiOCreQMMukEn+NDj4P0i9J+XJigkAPxmLXxkIbxtuEJcdysFF0RIlgyIEC/6okjNSIhQbRRyCSfyobSDJVfpK6sOodOdz7SjnEwpgjOLpUCyZpHmIrKPhr6FxgXvkFcqe5mKg7aW6rsfCRueklqI3SLPkNe4uKP3ATnCD3mWSQjanwebnzSWZfACWTvXwkw3vLjJDP4o2DccnnTCCwgmsSoBdCm8tvvRarikBk7cx4oblnIJcH0Elrhh1U7khNqBjLao6ZvLKBv3tWLDdbcIDN42DXynYFUpfAoYuRaaFsKAM+Im+mg5NL8JuS+A9W41fRQyhqYAexaz88bVXPH0Bpg9F36xHKIrwP0UnK6C/4sU0eotsHsW5KIyAkOAIWcg6xBMXwhnoHI4HN6vzN8+G1jdsKQSVp0Cfl1lSqosBZ/xviYGk07Dj5WIh6hrIuT8TtQC3i9q7aTrm6DsHpAHixaTuXaFGKij+0TymShVFmGqpEL9ICVxfR4YtdUsZhQGKzHj0WXWVZH5bUPGd+q41Ws+G4PWx5vm3oNauirbsVzkf+E5wgfNAja64LKodOdhMl7OFsQq3Pl1rdnsRTJk7GXydOY9qL5bb4f4cn0GwpqENsjrGVytLKX4qzIgnPu0Lrpv0yHhzXzo10F4DHgC6lesFJyNQBk8Wgm3rYeb5hmerxzwF0FTC7zpgxG/RYp+P3D+IQiaQ6Lv6+pE8BbwPSY8TOIa6HkTfCM0FmcawFMub2xop2EJ3yum5INFMHEDWIdD80TIu0GHj9zvC+icvULfa0Mh+tHAJsBu1qZrOVjLgJiyy5JhcC+G4M0KmTvXyEgGFTPtXiMvZjmGZyhf+8k5QfdYPdCzTN7ABiRTChFjf/ZcefKsOZrk6Ch5yM94dDYpQ1jEoUD+ETgzEvz7ELGTG+x3ac6z16tv1qFmQQXMHmiEvtVaS0G0Hts0vJVTTHZiKTR5wH9Q69Q/C5qeRPvXAfxmJXximebp9AGwG3ftCQTO/8gy+J0LrK/DkFEyWIMLwHmTyq80XwW+1+H2mz6g0h0Pg8fzpz0sHIa5d3xYuuMPXH9SLbMjR45QVlb2LoPoxIkTjBw5kkgk8qc17I8wiE6fPk1paSnPPvss1157LW+++SYjR47k9ddfZ9w4Cf+XXnqJGTNmcPr0aQYNGvRHvTuz+P4VnMclaKP7ILkZrLNVEmKAqZbdbw2MXwT7HoDgXSrwuHWxWK3LUWbSGHSqshWKwdj3GNCuWmFFSidmHDrhJJGgOPIYdH9Xfw+vUSFD32KBT50TVIwxWacMouBdUhQX8pUWWkSGCDJsnncAKaYSJIyakFzJQbT8kV2GXbZVGSa+R1Rqoy8EWf8KtlMQG6YwiqdRKfeFL5mU6mp5F7oQ+3JgsRGY94HrKRmLjmvB0grBhQJ828vg5lp52faY/ueYCXAqpOIHnjgIN42BJ46ZNruBIy64IyqF6ofKAqjbb/rbhdzscZdwUVaP2uIcZTp/Sqn0oMK4u1ehMf4AALYOSURBVKthslEAh8fDyCNKSyYPLnxS1dJD+Zq7YqMYXs6HKzqUtt2cD5M6YF+VeWYlxL8EZ4uguEN4n4d98OUTMjTe9ihby/68XPMtMO/zcEdMjq/nc2ARUBOH6u1kCsQ6H4PEQQGZ+7Ig+mODRzOuiK5PiJHZ4lXoJfmwyaor0VpLXKQwmCVkFoBDC6JzOeR+nTS/EaWyyGL9BW6NAb6gwjTxbBlend8QN4zVzMkYZHMFNLy0I0xJF1rbqX8HzPzZzH3FQH2VQrwJVKZmfK32Qa9ZEwlkzNch5d4AhCqkpNNFP69SmQtboZIcOu/UOHiu1tpzTVF9s2SVlLm1SMo1+1Z5RVLkXPG52kfdj8HIW5lcqfAYM8263Am+mabYq1lC7Fc5iLqXxAj/xCngMPhmQXBDlbwordVKkMhdBQRVM831DPSsELM0zZC7FDo3aWC6lwEVOoQQE/Dd/XmFihyHxdHjeVv7P7ZXJTQSjTBA64kuZGSUAr92GWwgkJxuStckoGcRZN2ndd75dZORWab7YkcMGWGRfjvrM0sGs7eyZml9xZYq3Nxh5jYfU3dudqZunGuK1mHCK+yku0XhthDaI/ZueaqsHVociUPyOrmnav7ijfp/W6GyBi2nIPysCq92ugSSHmL2ySgUmm0GPg1+GzS9hLBtITKFil+pgPJ6rctfVitTrnedhE7zbHFnfWQBHJuttoAOw9ajpIttR29Qxl/4Asz98ocG0d/B9Z5DZsXFxbz11lu/9/lvf/tbhgwZ8p6e2d3dzcGDBzl48CAAJ0+e5ODBg5w6dYru7m6WLFnCnj17aGxsZMeOHXzqU5/i4osvZvp0gfZGjBjBjBkzuOOOO9i7dy+vvPIKX/7yl7n55pv/aGPoXVfCb8jqvMZFv1ybo+8uOHe/hGd8Efx2NnzkLn3nF/kwZLU2ZDNKN/7ddNXi6VxlOEfa5D4vqRefjRvYXqWU7hjCCllvlSJv8UvYZU0X71Deg0bQ79XJt/suMUtfyBfmoBzN6itIMOYjBZPykjZjOFmQARKdrj55rhF+w1okBubOJfJiZX8RbGd1s/Mt8dJY41D4nB7qqBRBWud0udovLBS2xPM5sK2SEHNOVB2jnoVypVs6FFb7uWnPGCSkmhEOKQ92NxvlMgSeeMm0P4D09pVRsciWAXVQ10KmqGsAU6MtKiFnLwPneMOrdEoC1dEo71bvAJj8JLSPVyHTihMQ+SZQKuyEdyhYl8vzZS2S0t+HMt1erlCbCjqE2/LUyoVvL9Ozy58Uw3PQBwvOCGid/RaUt0L0Vgn6NuAWWB+TR+yiU3IiVQLV2zAkfRUyCKLPgm0cJI/LsHRfB9QipLNDxXVto4VlcxzMeMVSRexsx+QVUzqN+HpCj0Duvfp+ipmakKgIQODWkl1SYPFskXDSJWOjEWiZrzFwIqWYzgAjU2k9x8zHHvP4NrPGizGKs1afO4ExtSJgDPs1CMcwDNNk6vONRocE62yTsRjWA7NmSWl2mjnInqu/ua6VsZSDqf33D6abD8qYxSkG4u6VmuszfnmE9/jZ/SQcvxKt01dhxUwIPpdqA/JaXQR1R7WGn3jOtNVqwMX+Wt3rnqo9EfiSxj5RIbC3Z5nWpHUptG1XBmv2MnC9aHB9j0CvXzXp+m5WckXbp5WRRlCGr6NSjOGp9RT2a4+0zNeBYXzUZJi6ZOjED8kD5FxsQMRNMtQsXoXIrUVK93fWa/9k3y7sk82vOStHAPjoPmVfWudDZL7eATqApXRsquAuIMxauzCHqWXZPwZt+eA6A9YTwkOC3uX8d72jZ4twSF1rAa/WZvhZZXZFp5sCsFWqXTzFrJEjLpFQ7oKmQ8hT3mCWeQnwu/theL3m5oXpIrEtWafit29XiVkbL9RVwCc3S5ZYX4fYjzRGVBk4wR5omghdX+aDuz4Mmf05r/dsEN1xxx189atf5bXXXsNisXDmzBk2bdrE1772NRYsWPCenvn6668zduzYdC20xYsXM3bsWO655x5sNhuHDh3i2muvZdiwYdx+++2MGzeOmpoaXC5X+hmbNm1i+PDhTJs2jauvvpqPfexjrF+//r11srMiw//SBvRbIcFreUAhlC6/FNa1m+HtBzSaF3VoU0aQwM9dAZO36XTi7DBVpNfrOXmI4O5MlYTnfiTMyjZC72KdzlJXzzbomQ2J40of7lkN1EO2CU/165DA6gKOoLaEyBAWRsgUQPUjwZWDhE6q+GnWYr2re73anezKpGxHnwV6VdjVdhKiY/Rvq0eV7Hu2qY5VvwfEgdT9oFiDE23Cu9ALlukweJtAj28tl1KpRMowYn66UEZMsen3PhQy6YLKTyOle1KPYz8ZL1fC3F+A9rsDCUtrkTLmUoat5RSEx4DzAFi3Q3gquDsgq0H4Gu9ShTPi2Srr0BcyFAX/rDb5UTbL2Hpl44CEfi+q8zV4BXjfBEo0v9kxlVvIOgB9NTIofStkzLrNXO0zYc1yuK0F6trRCb8FeaUGmXckjyrdGS+EfyYcR2wHRLaI+oCUwXOR1ohoscW0HT9mBtrETZ2jVHwzXfW3V4zouDUOrqPCp+F4R8X7HE2Mb5U4dexlUrQmCko/M+42Ml7KDnSQsPlNf5ANl2XmvidfoSWHmU9fvfraYNaq26yJrOlSePnm3lT1+mSreHViG3XCz10iw8daZsDVPVrfPuQJs50SCNk7VzQPsbtFCeB6UHNS1gQnGsDTBJWCEzEaSCqtnhnAAXgzbObHY9q4BXm06jTMN00wfXWbNnavgLzvq1POeoW+AzdA6JPCw/U9pHT51moRIoY3G3ZnVCy606W08+wzGtzgJM1LcLU8Ns5ZMqBd4yH5iEhdR5n3+xDlh79JnzurFWpyTwXLaL2jL6RxSK1LK2CdAbGxeoi7SV6WEvS7L6RQm92EzrrMd/LJENZaC423KYBOO2c1OI42eWrOOjWXSY/WVjwbmqshdokhGm3LMOBbo6Q3uXuq+MwclTq0OWr1zjrTPotXwP4SrbEXMGvtuJY+nrvhaIUM88u2Ga8Qqo2XXyvutNhAuLxe6zCBOMPc04xMaTQlTwqg+FhG9nwg14cG0Z/zes8G0de//nU+97nPMW3aNLq7u7n88sv5whe+wPz58/nKV77ynp45depU+vr6fu9nw4YNZGVlsW3bNlpbW4nFYjQ2NrJ+/XoGDBjwrmfk5+fzs5/9jK6uLjo7O/nJT35Cdnb2e+tkNxKcIKXc5DfGw2pIPgATm6Rwj2Lqk1VowzmBfuslkJItEjDDkGESbwTPjQp1/c4FOLTJGv3imylGhkwqFFDYpJO/xSWwYG+dTnBJv0IMJACb3tGCNrkVSM6RIPEjQdlu+lRIJiznRoZUX0gn6p7Valf2XDXCmmPwFwG9t/NeYR6SfoWCuiZLGdGu70WAwNelJJwTgC6Ni+dq9dO+DU5PV6ZLz5aMFyGBDJkzQGuFxqnRfOaAyaUqDVHX+o77+q1VPxMw00u6bmkqkQyQQA1tlGs/tFHjhAc8u3WjrcTgieJiqg4Og+iTUvahMs21rVwMvo4z8ljkmfE8SSZV2VaicXbtM4DZfkptPg50O9XH0AawFavcAu3y9CUXQ90c2TBOYCcsKVYIkAJkKNgQQ3Zkl8FQBCBRYMIbJ+X9ck8FaycK/XgNCMkjzyIJtdOech0mhOUQsYuZgKQGOt6oeXecQRazMZQixUp5Do0Vb01vrglBOk1oihRbQQbAm4eUTAh5rWyFGdbhIci28iKSv0a9hnzk6Uzx6jjQfipB4H4b+IrMO2gSt42jUt6FJBkm5axZQFDvJGLGB3k0eodoHIKrtCd7q8A5ByzPyjtzfjmU71NmVQusKUWKdpQp4xEBLoK9HiQT9pGhxDmGjKdy+KIZ0iUFyBi3Vyu0nRwiAzfykkhe3S3CJrpuVLJBskaT7qpW2rrjjMYxN6p1em6QMGOOgIxUz2xDLxHR3nF9Wusrdph0keMS9M5mRPZKQFmsaVeOQ+srz7Q1AiRmKzzeZ9f9hWiNl+mf5C43nkS3OKlShpfPzCXof3rrhOMjkfHmRf0yNHqRwZzivXprkJ4dz1Zf3U1pLlKF65zQOUSGln2Y9lP3I5rDsMado8jrOaQJEnCTDR7sQ5CBoWZtBudDaT3bCzXUNKeGwqbklNDDGttG80wHGgsSSqahwNSz69Lnzkv58Pr7uN6zQWSxWPjGN75BR0cHb7zxBnv27KGtrY0VK1a8n+37y141yLuATZtjUBM4Jxsm57skKPtCUoK+O/WdSIVOvaEfSUj3bKGyBAmSCAa/UA69wxXbb59iCBibqEsZBr1kCq2ecwEXdG8xOnF1uKTw0pdPisONBIqlSoaMDynaEBlDwYs2s5tMLbG+kASiY7a+kAybvuyQUZFo1KnWe4OYjiPFcGKQqWsWBoogq0N9tBbpu+EnUShjunEz+8B+nymnEdE7E2Qqnjeg1WjxZtiLbVB5uSAcQZDAPo68EjjUtzxYmiRzGk95KwrNb4tL/XBVG0qBM2SAVDGFshqKpJhA1eRthRC2GmPYYdL3qyQc2/U1nOg07gaCD+oEilftsIXAPkbPswHeoACYODTePRMg+DERV0Z2qZ7XBaBS3f5lF0wuMGMz3LwvlUFFEdiCxngpIY1YjpXIEDIkesQbjYfEfDfZBb2FpqyHnYwrx2YGPmII5rrIgEWS8kqc80ihtOTLE3JqmAY6Nhqy5+Ivgn0xDBs0wkWl5sCBMozcU/XIcvVrTTnMKyGjdEIYZ9VUAbsTKENpmBmDC/n4yqAuiD6zVZk2b4bwZBlY1nw1oLdOL0m0QecM/XsY2rfxbHk9XeONfVgrJfe7pYi3aC3cOErfj8CcVrMWj8JXnjPD7YZbdwOHjPGeRPN6uVmHHpj6OkweBt8+hvZqVo0MbWunecZUDdSRkeprdIAAx16gZTyMqNF4NU9NG1m0jobNZmrODIIXRqpv1iL4VbWhuuhVI5zTmFwK+3KQMWRDiRu2clWbT9Rq3nsMR5Y1agyaJRqX6D4I5EN3qdZcDmx3wEwbRpYkldkYHA3kZfZdgVkHKe+2tVb/H280NziFGfrFaVgBrGiBpiHiJ1oBfAvoKYK3DewiZdAVmocvB/oM5gsHZH9LRrEHCYkyNHdtur0UuOwMAn0H0Aehp8BhPkeZZsRQcd/SzfI6vTAShosQlmKgtegdfbBpTiiANR7o+x0f2JW0vz8/H15/8HrPBhFAJBLh4MGDnDhxgpaWFn7961/z3HPP8dxzz/3PX/5buLYf12m1eWqG6TW6XZ4bx2zjfbkZXylAngCdRfVpgbtkOJA1i10XYGYB2qzOqcrWahmm0e9CwrkFznYZ70A1xotUCEOiwEB9NwcZJSmQZF8tUAJHx2eEcjkSjDkLIQaPumHnQKSY8sxPOZlCqmUYUsZrDHgwJ1MUNN4ocjRbuQReZJdqcJ0tgp8Bb1qhswp68zOeE1OQU1cBxLfJ49RYrdNpb504V7IXgcPgVUPKqCJWLWFkEylhR0i1iL7cCp+LgN9JxiUeHmXqHsHUZ5EwL0Peh0LTlnijSnfYy1Sny1ascElvLmmDIDgMzgEdI2ExQELPv6sRVUy/QuPxZZ/GK2XApZRGOUATNxUAWDmZRLXqQg+rnsUbwO0eUyOtH5f9y254aBBs9uhEnGXCuT4gCV/5NZTthF81wDNmTHdebOaozwfEDNM0AlenLL+OIWLOxSaCQVu9AcUWaz1Yi6V0IsWaQ7zv6IhX95ShzxL9SAOBwoPhG3FY/wYsQ/GHAOI1imdD9waei0BlE2mWavJgTlxNIYzeGd2nCi5FcKFV5VgugQy7MGTA65Fi/Tt7G2BIpEs7+E0ECto0BLhq9SJblbwlXSgkjVt96R0k4zb7LWPUm/UQzzZElfI84pyuORgWhJapytYioHEZBRGnGarLIV4Ghz1ar9gRP1ArMjiGq787LbCkCPoug/t7wd2IDjFdyEvZdakJB/vkLYohY93eLeJMNwJiHzXj2f+Ulmqjee/vkAHxn2itZy+TTOmHxi5UaUD3z7GpC/JiYpimjAzNgC2ixAZ8MsJsEY1yK5Bs09g7R8qo6ELjUSDQ/z/HzfhTojZG33EwS3miHKbPiWatAZfZg0lzaguM5BpOksM+htAob2uTx3TyDcnZBOkIbdr73XkpdASM16pQh0piqsfnNWupDTXAAXjgnlOQ00yaRBMHwgQ6IKceJpe/w/PsaoKGCr14OFSWwKgkmSxJe5nZbkGNZXSA6uImS/jArj77+/Pz4fUHr/c8Mlu3bmXOnDnvYopOXRaLJU2W+Ld8fZPTfAsneJISRuXA2TkQNWGYrM1AgmArEsDJhyHggqFROOdldi+s6lpL/+NwyQR4sR3l7oYHp2sisgu4QYq1+Bg8PgpGnUBuZt+9xmRt1f15yOCwIuGedz/0XKQSEYOQQApgsAFeZg6DTwRVuxQf2tR+8HuhySsyw90B80wSxrvTq3BX7KAUSRfKTIohgKWpKcXxRvhFGVQ4BbIGCSRfh77TZ4y27JX6gxvhSLLnQVM+eCPQBff0woslsCo1Hth4phKKW8HVpRIQ7gB8xAY/ccGVrRgAaJEUQjGwHtbMhlXIwFoPJrQ2XgDU9l3qu8WEzABpkKTGa30A5uWJMDH0MfAeYBRnOUwBdFih/PsKX/UigbgfnTjPe+R52JvPvwY7eIIkBUEMU/TNDOjZy7n1VTDYLjBv20iu4Be8tuc8cB72DIcfdageXVk9z3iBEXAyAmWvw7RmWFGihCwp86vBbZfx6xov5W5HRCu96ETv8Uq5Jirkmeh1mwKuXjhvBZwmJOKTpwkv0KW5joA8P3mQ1a4yEw0+BrCXGwnxA4D7EC2BowmyZjL5eqmxscUoo3K41mn1W8CrZv67q6EU5g2XcfPvRbA8hL7oRpgxEK6GGISma3ouAhzQ1Arbr4SFFthdiDiF4tVgD+iA0HkLuKZLCWcF5OVIFdQLXaN98+sq8M4A927xbZXD7v+YDRZkXOcchtAUiA6FJ+ugSjjIgR5gjDxgY0bLwUCleAkpN3vqODowReDSEFxiha6zcMwBkwJAaQ2c36Daaq7VcGg2WIdonsbtUOjUegoKd0J4MXTPh9yV0LsMoldAjR/cP9FU3YX28m1AwT4drlxHYdw+ZLEeAOs8+Ef4EjI6n6hDxkvyPkg2yCDM/a6wO/12CmBv9cggtaxQ4of1EhjWqizRwauZPEw5H+xAzM2hcvhEB3j3QvdCeUwKEZC7wcxnz2pRgNgKTdhwDLSNhy3wPGNhcDZdt5oxrAM+U6bw8PAj0HON9nYTcNAP3h9C0A6bWuXVtZ4Bh00El0ObtI+3YEDot8DH4aQFfloKi1Ke8CYUHpsGa4o09eks1+h0eYmzlwmXd/UC6hrhiv0Ik1X4JVnEZwDXdjj7jPb5vRHoegSByz6Aq8/2pxs0fbb3py1/h9d7TrsfOnQoV111Fffcc8/v4Xj+1q90iuMPd0L/czDoZjiz0qTMbwLrLQI9D1oNzfPFY9LvARVpjE+HUdu08abCTV54IoQpurpWuJucIyoM2GdX6u2YWo5fDEMt6ITzyhyFnLJmySvj7DCnbZNi6p4jDEe42pRXeFjFXUElDFgHl8OSEhkJ1JGuWpFOjW1CwivgNxgfhMlINEk5hp+UYRRv1MnIc7t4bI57lF0zDhlhBTtUCqGYdK0qAn5VuCcPyBLFvuWCcALWLiAAuYtkVIRMnw9Ph/7bYBzU5Kt+bF4MAk6dTEclUbbc6ZUCDBfV4JupEMoMH3wHuH4/Eso7MMUaXTqdJipM6v1EMtgZh8KVLcjA8AD+E8Io2JMaD89pja8lDv4bVFz3+g5lpnx8G+yogFvrJYgvN+07lg+5P4Qnx8tTdhb4+DF4Zpi8JS8EYHAeLACGHIHQl+DKJrb74ZMrkEFRBkcvUemBRc3Ai/nCRcRGgLPZrNIE6Zhj1Ow/e7cyApNNhvvFgWJ7ORAaIUPHGofc35mJMoeZ7vUyMr03ky6NHiuCM0NgDTK47wQqY3DSCRVnoKRaIYouYBpMLpExuvwl4G0XXBLVK/qh0hPj6oXHLoJggEyq9i/zYWCH9kZ8oZ7X7wGouEuG52fhZC9c9EszxnlIuR+bbzxBm8GxE5JXgGO+OLQIqg/WuyD+DFjbYPA8AWlBRjke8CwQn1GsBv79Xlj8irI7k49pbCruItkL1gLgJPR1gaUUOKWt4NsKTIGbhsMTe6EnD746TBQKR5xwWwMcHwBDtzwDF10vXrGej4H1AbXDdR3snyI3RfeLwgvl3g5vNcAnynX4eKsBhtwr0Pi5BoHwZxwT7cU64K4bwLtIHti8kSqmG9Gemny7YYLfafZ7GXBuA/SUQ98/y6i2Veow1zPT4PlqwPIdGZe+JarDZq/RuBciuRYAsh+Qh8ZxXKU7RkZlXJQjWbADYwwvUwjfe4eSGXrzIOaEhQjTc/wtmHcxTAjDJg/cnIR+zwAl4rqKuuQtj2wUFciTU+HGPVq/nUsULnNPFcfSFDLg/GnACZg3Br57AQqPaml3FED+Hk3/9qlw5Wa0T/cC4Qa4rlxYsCMN4CiH60yfd5t/O6dD+w81Pwdr4K5B8K97+P/Ye/f4KMszj/ubmWRmMpNMTiQEQkIgQgIRysEgB2NBRESEKpZDiyCWNlRp2QILK9uma5taXFzAl5YqtFQUqRwqWCkioEJNOQjlIBggYCAmHAIhIZlkJjOTzOT943cn2X622/e17bq7XZ/PZz5JJjPPcz/3fT/Xfd3X9bt+P742/bMpu//Fr7Xp+WsOnxe+/uXPy+7/xPEXp8yuX7/OggUL/u6coT86LidA/ZPwuzJIXKIwc93XkMr8CvhkrJyI+zAChqtgwm74QyIMgGI7bN5c2BEC9jwL0S9KHqI5Hvo8rOiMB3rtVeSGa8DoDRBfJIOfWwvRmxQ+7h6QYKU1WQzXLcNUKRVaJEXvhnQYv8ZELeC5kyhtlovJg6OF6Bx6yNNRNU2ES6DbW/MVxfFugPgfC1MSqoTQKqBG6QcrIs1rAJxX9X70+o4Qd/MCiK2UI+UbIOK7iI/h3GiwXIBbM4XLuj5WBr8OOAHFX9mtiMBpyG+BATdVlTvTAv1syNmqQiRqXYrBBh4PpF+Ajw7Cw6eQga029xqP7iuYKIMaPKLO4IbwQPV5kHSgnWeQLjfgUR8k74SEI7DJop0oxyF2Mqwvg6/UyrHN2y1ncnQpbAFGmrZdXwd31EJ5Hkx5U4DbTtBveg18qQLGQz/OCmATQhGaqErSM2DERfjR9zGpSUi7ZZyhY8CDtYBLtAdEKe0S3K/IRsglMLevG1hv6MuNU6D+Wf3uuRsIizvKVqcqt5o89UW4DrwbpaTu+qbYrbHCrSHQYDAci4EZwK+BChsMeB0c+XDRrjkwANLT4GAICl8z86JTQI6QH6VDckp1rjB4ysw97qcj2ngzX2rwzNH/WufDBZj6uOZpj0MoPNGA+v3MWGCN+G2iF4jGIHqZwXgE4dYSyXSEN2nD0VqgOd9SLsxJ/TNKfd8wDpL3+zA7TzxP4aWalA/Mp6A/WAyG6OVREFEH6QOAweA+iTjHbsHmELw8BKLj4fFmyCuGni1ABfT6DZDwMHyySc9z9BGlpluW6Dq5T8oZahmnSVE9AwZmwekXIPIVOeIAEUeh61UYf0ocPjFXYfHTYPl/1IhOD8BtAVWsWoHRcPA8ctbDps+vr9Pzal2rTY7VpJxaxomE0LYKgl9SO2195QyFb2iuBpFT5cdEfREnkmeeUvjlyO6AYYseBHVPC1rgmiUiUedF/d+PnoEvAGt6Ql5QqbcnivXsYQXfi6pKbQ0I4+XepOj6lMPq2FuzVVEYmSm6kJGaK9SiZ/o0LBoAa0OQfMbghHpD4k5U7OKGMcXIZpxepk3TmCz4XSFcfwGsfWXn3gBKV8oZcuw1cIQsOHJWG9qfnFfV2Wd1fI4h+i89/uII0de+9jVGjBjB7Nmz/9Zt+m8//jhCZB761kT9M+670LIQIteDfZZJP8wB/xrtjsqyWfR4Kc+9gh7M5raTIuNdOxei+io9lVgpDE7X4/qs23zuk+UQsxBqZ+i7zg36XGSmME14RYhmW49JYkPkXO10zqE2uZCRsJr3gtCuN5aEHBEP4l5piwa1ASFtQ7Tjil5Fe4laqI9SNIFOchQSDpgbuyEelVumfyJqDdeSw5A2PqL0TGhLB9DXngdJaxRJGBOQY/a+aWuWME8zLVDpQQauxrQ/Cxnbkfo5vMDsgMtMMw+htOFpc6/MkCNkG2KuO1rkkrYbGpiGLygKVN5X185YL12nhFPC26T3g9odYnJ2b9PC0AMt8r2Bg3aGfyPAwa2rDbP4C2L/tX9deJ5Dpk/uPSyFcgcGCO6B2L3QuJipj8NmhCedVwU+B3wcA/nv0VE145mjlEPEVyUl0l7KdQV5uAlqVOtt4nvybRUPFNGaK21kQM1dFUWKuCYumlYv2MdLyyxULaeoOd0wizdqnG+lyBHJuAGWp8HxiAaqabbmWbrpk7bjGNql59ARjDtMR6WlQ1OGeLTAVqFIY90cccGcT1T59xTgtUSxRucixzMV/V4DfLJMFUYRLoguBN9TeqZayoVZs2RKAzByHTQuE31B3RwDTk9RI1rK9Z3IIvAWizk8cq6ejcixYN+tIMhp3UfDSIg9qfu6NAR6/FpO2+agea4yzHgNoIM6IhX4zSYxQdsnQdQMbQyaFkvjzdsf0vPgkxPQOlHVUR+UQfcs2Y6bZZC2HlqKgL3wh54w/HUI5MH5DMjIUwQ5+gUIPqGhbgBsS6HbEvX5u0BTvnB0vmWaO8H9wvO5Jqv0P2KBIkG2lSJZDQEtKzvGtb5INAXNZkyr08H9bQ2ob6vSglVmzNOAE4mqRAvXGsxWLIQMGNrXDfa75ZhsQzxd0YegfoIc96hyaLodmvO1ZY9eYJjFV0LTHWDfo3O2nDd6dsc13wab/j+HbMRJYCh4G8BVoaZOHQKbX52k5/luYNccmLJGNuPDQ+Aepja2vAK+n8O4Ys3fM2WQnSXOpeuLoWsWRKyDkpGQsQJmr/5sIkRrf2uUhf+Ko8kLBQ9+HiH6E8dfHCH66U9/yrZt25g1axbLly9n1apVf/T6uzjCkeJ4id0qo+OuFVAwci1EzpIBiFhN+lfWaNdUDTxSynNGiFIVKOtM1UW6HupOWYq+uJ+UAxQ9Xru6OrTANAPDF0ouw78fUjdAy6YOZ8K3CeoKwfYCeAr1pXCVdoGn6aggCyFsQw3kDkDr4mm0EPnpcJoii+QwNJeYneEQGb/ojdBSInVsXz60/tZw09QJd3BrBKrSqtJOPLpWYEX3CxCcL1BxaBEEXpccgm28IltRxxWNql8NYwMy4PshfRTtwM9RH0NlyIzBKWToepu+uR9FXvrBwX3Au6pY4rzp72bahc47qkIwJdgO8Q8FukI4DmLfljPU9apENdfMUgow+KIiKdV7wTMBwtu0i8+ineAZB9ApwMGXssEyV2lJrOJZ8mXq+90RiGPK7ZD7rsq5byC8SuAwpMDm7RoLD5CeCt+Jh/xIKLiPDke2zxql+6wHNcCBvtD4LxDqrS8HtohPKeKS/m75mXiKqIFwV9pDlFHVhpwxXuezj5Cz4HhIpJLBYjlCkY2I1bpFoN4eFQaI+z1NmnC5Im+WRGEqHGZeXTO/u9AC5TdzsDm9wxGqQf5IFQYtna7+dBlnqL9ZdDeh3/3IuYhCjkZzW78sNsD8XO3Qm0sV0XQXqlIssFNVjYGdcnqaMdWTbYCSeMhYo81A+AVFbuoL9Rw1X4Ds3TBeazMjgPEC5+ZO1FfvjgUegc2H6Nh0tOH8dsKhgZhoFooyO+cI5G0pB+disO0QE7zrPNQug5iB0oe7UQjJI4E5cpjS3xaux7ZKEYnhR+U4tMRIGDoqVySVoQuGsmMO2JZJTiPF9F0SkFJsImJWc/8blMYK3Q72XwhD5LOLRdsP1GUjRztFUWJbrc6Tbp4tx0ggTY51c4nGOV5vUY4cLcLmGQzputbLcrJtdXKCa4A5tcLuhHvpmWm8TdeN/oMcSBDuKnqszmFpMfxGJzvS+fHo2TxFe4SVtyXTUZQErpCZOw7YvAVI2SYppDpkuzcBJwcp4u4DWlZpoo0thr3ArXxIexJ8JkKUuloR+WAG5O6H0E0+P/4+jr/YIXrttdfYs2cPr7/+Oj/5yU9YuXJl++v555//Gzbxv/Hwx6qiLOLjDlbnCBe0FECLcXRa50obp/MSGcTfjIWuG8BpUmXe1YpgDK2UMYlYDoEDMs7lgCVd1WJXwD0AXeftdKUQ3E9C5SCgQg9+3G5Vg9mGiPjQMVIEbpausjnxyBi04XKSgVQoOYkedCfaPfoRjsiFIjvtNPnHtfNKWA3+VyAyV9Ec50FdP3RBxizQS6HtYA+wDtCC3JIv8dumJyA8VmFyy9Pqx7ingGsGD7UMsELcXEUTQkAeVNahBeQKchQvoOjQ3cANU4YeQgtwKnB5uSITDpgXQsa/xoxbm1PUBua0DRAmoq3u1n5O5c/hHMh6W7plntth9kVoOQaOKSpHtoyR3lUoW6lJL/JcstCusTYdMkrFSZVrLlyHcSgqlRKqBl69YXbHQegZVmrGnqdUUW/gPDxXA54Scd0UAWsPISNuU9fhf1Pga6rA/ol0udinDrCP1BiF+iC58X0duDBLlfq7vXNsEI6VE+3fY+QhmtXQyEyJu1r8IgeMLtO1Ap0k4xFdoc9a4rUQ2/M0x7zmZTPzKpmO6E8QOfLX7VqsguaVYsY6tVLj6kXRoDODICpbgPlzdGikZZg5EYUpsZ8j1uWWckUI7PlaND1F2mRE5Uor0D5UC3YVHVQVLecVTSlBz5Lnx2I/jnsG/DPEUH5mEOyE7RORU3Eetg+DkkNAL0NbcxIF4Y7QnqbGqXEbVkaHAx07V05Z4zwEbs/XJsG1WJ3QuBia9wLHFQly/UwLr2e2ThBeIJxOVJ3SsXH7wXUCSNM9BbapgvKqsU+exXJCK9C8DJqxCFXL9oSugG050ADWs8JdBXcr1dmaL+ydY6RpfJ36OBXDnI6ey8hMndTWT/MgHTmT5eYzYZ9SstZkwxLv1Ty03dB8ikeVfb5ECDtE39HQUxIxeDTo4W3q6FqMY+XQsxWuNsUlKeJm85u5lISRP7LDZKg8CYU3oCgLpWhrzJjcmCS2+UyoXIs2YsnHxfhvmaOMQKhE5I6DMWnDH0HLDzWXrENkM627oH44n+nxeZXZf+nxFztE3/3ud/nBD35AfX095eXlXLp0qf118eLFv2Ub//sOR4MMCDalrOJ2ywBZClVxVYYWwJHA9ZUCAEbuhop88Cwz6bRqldFXoAfbv0dG2pJuej+k9WgEeA6g3zMrIbBURiBULZI1y3GpkHs3GY4inx5O5wNqRAizs2s7BzIAJXQsRH5zX8nIMQqikHZUrh5w91K1J/AuOCZq9+ffD1hU9WbNNCzGV9UfthpdxH4/RBSLDTd6qVir658Gx/26nm+H+jCuUDv7wAGRXPZGBu8iHZUpIPHPdLS4eiA3RVIeuM3nzgONC9WnbdEwLzLIbZGlMAYblak+t/VFi0uJ8Azc0m791n2QXgtxRxUFsd5rdu7lELkSQqcgXCpslUu3wUf5hthypJELecqU+4YMP9F18OUJ2JkRFMmj9bL6ylUO1sG0azSdQ4vVFSAXHvaKaoX+tMuYiJ/nPi1exGvgfFtF2Bm+qgUi2N9cw6PP+PebAW7WAoiNdgpvy1Xtsh3jkcfR1mcmlRhVbd5vEr8RgOuGqpIC3aE1Q+9F5WpOOlBkoC0qVEZHVg+E9YCO6JAVOQ4DzX23Rf/OoQhizKwOvEqG+Wx5egeZqAsB69uegaiJEC7WvHN/R3PZlNZDis6XaeYDVfppWy5nwbtBEZCWnymqGbtB4qot5ZAFD9fQjo3xgAoBjsGrbfdpLsEBhCWs1D0V5dDhPLd6FeWJWQk0KDUV95SifPUTwJIPke8j5vFsYctc21Q8Eegl2R9LiugIUm5oLAO9BHxv2q3PNQ0Dy271h3ul5mYf068uM2161BqercHgWaj52sZ7EMLgAh8Qbsf3lhkoh+7RSwdGPx2lokMmBxr2af7XmOukmnu2xGsswj7TkGad033CODFufcefqiITS1j0EW0lsQE77RJDzaVqZ+Nthm8KzXHrAn0O1IYRiGpjB7If8VAYROPvM+fK2Ka9hMd8Pl7TAmKVto0pBP9XYHClESsuVSrP+YBxBK+oEMAyTPaw9TOMEH2OIfovPf5ihygYDDJ16lQslr/4FP/zj+pYOS/hntDzuEKnnp/JOaiZpEXLnm/IArdB/NNaiFuKtSscgQH9oWhGMmbnlQLYDIN6WOSBv7MzbgSGwwPlxiOztIO25ctgxR03hHLHjRihSXPRQ7bGixaQWOByvoxOKjIMbbYtFr2fjOxOvLnXmAKBUYk1nCFVer9pt74c4dIi7E9VOXZEi0pvSdGF2yJTt5YYhulc3Zt/vzGyKWLqDWYbscfKDu0xL1o4qhGDrtlZTzXpbQ8C7lKOQJAOlKI069vLNnMPSei9KPN3+IYRvxypSkD8hjW5ArE62yDuIxmIph5Q2Veiqa5pUt4OFMsJBAhnqq03EFN4Gap8gX/HT4KRRekO1ue0OAZtUG8RngrgTE8kY5Kv9I5/Rkd0730B8bdj7jHT9M9AjPSGCYOFk00K8JZxrGONc5qgsWqNNmX65eqQNoJG0LV9g8yE8JvOMh3m3WoGo1l9g8vs6J3inqrpDx9naFFyTgZGgT2P9Cw43YZErNWwT02jg7maHh1SNSHIzUXzNJkOqohmNE9b8hW5c6G5eoMOxyrWcGploLJ/2yDNs4iQnjsrQNA4Pk5DJJqm+++NUtYN94hXK3hSETjnJL3cxxSx8c4xz9oKqIFqC9pU9ICJxl8kAbp7zXBUoGesK3LocgG3uLPoAb4rpu11yHH2DZfjGDgMrh9Bi00OUsvd0tNLK9XzVYfSeYFOuq9elXLYz6YoVePJgOqekLBU86853qSyZqojbMMhHtKzTJuyMB6dVWMcMr+H42TfbINMQ20mlVmpeeztL5xZWOcYN8Dct2OkHP3mXuCc1c4/RaYZ01C1Theq7thUhas0oOFY+EELbAC+71f1Y0sM7LUoHd6QrUiYJdDBlZaMOvZ987Db81QFZ82C+OcgCdnPaiBmnebSFZhqg0o/cvbyTT9cXwpJcC1s5qgLjQnhDvD9xUQIQcHd5tqXB+leYnZrQ5AKRARFWR7xLp8ffx/HX+zNPPbYY2zevPlv2Zb/eccPLijcW3+7/r6tWA+h8wE5QJfQgzkAcH5TaZkgHSSGTsA5iUNtD3U8gFtl6N5cPYSn79di0S0gaYD+yKC04V/a1jI3Mg5hn4xZ0269b82BK3kdmCUA7yQZrHiYmqJXOwO2y7QlCYEa/WjBaDnfYRRD1Vpkg0fMImOVeGlkplhkg51ELFiVaHapd2jx6o8iKfEY1uNYLUq+t/Qdxwzt9MI9JSB7A3JT6WA0BrXbBsUWQ9yXCoswrwF0gNQDQ9W2EEw5b/os1dxblPkZmSmj6t1qPlulG27qD9xSyiXQCV53yyBfRemy4GlYab4f6qEQfGF/LSwuXZNeCOPQFbCk4B4CBPtwNAewmx3jiygCUoNxAm3w4yooy4eS/lA5Wp+7OVaORG/IrYeHjojgz50GjIDcTDPuAHQxwPZqCN2mDgk3gCfXlN+75bS2AYZxyUEIXQFvb9WLe1M0Nu2rQbTSG0m1ukRzVzrYq7uqwmxJo3bRuYch9qDmRNQE0r+yhnqg3wXgTTOnRqoMnWNA43IITlPEI0vjVOJBzu0B05flGKHkZYrAhh+WQ5Bp3t8PzKoEK4w6BRxIh/AgRXbsedA0TdIYrYl6Bl2TzcROUtozbQ0cXiCNqtj3BJzO3ABvzlEEwz4FAm9qnCOHQNYeGDMLekNyMaRPh+GpkFBpuqwnJL5r5m0G0rbrA9SB2ziyX03R/53Hl4qeI2GjIi/hYXB2EkQ+blLxT0PrPmj+J1V/1a8GVz7EvKDIVmI/OYUV+5TK7HdRKY/485D0pBrQUg4xWyB6JXBD0dkvPgE3oPIKSu0dQyBp/5vgf12OFClK7TbMNnMkG+wLhU10vyJMT/SbioaP0VzetRO4sFLXdZ8Srs0zu0P4tQQ4PEgO+62Fep4dIzVWoMjppf7wz5HwNWDTeT0vVb1hnAe+6BPGrnNWh57hSYSjDKbBA6v1HLWl0OoWQL95EAu71qWLPTxyNrhg0TDYXKdKVAYj5YFfjYX8JTAaupw3598DXJokDFnCK3Imv5oFsbB2/SDwbBf205qmNHnzZPjQlMjesx5sa/jMjjYeor/qZf3s2vu/7PiLq8zmzZvHK6+8whe+8AX69+9PVFTUH/1/xYoVf5MG/ncc7Yj+9SvA2Rn6TYeTCxQZiiuExPlQuwp6zlM1hWuyFqyoDcr356xQ6X3vWhH6XUT4guilELxDuWjHSAjcB/58kSWOkzIzDcDVZcIBuBbowY/eZrAp+Yo+WUy5sP15cZc0zpZDUIM0mDxLZABy6FC396IFphkZ8hrgI7t22JGZMmCRWXIGIjMlRulaoEhVS7HA0uFURQfqnZBSoSiR7bzwTm0puHjkkNnz9F37UCRGWWi4idzaKXYp+mPuorOThAcYCrlZRsE+We0e54Zd5QhLc3mZqoscpTAMVmXCvANAHgqTdzX3Bbq3NnyJxdlRIRUuN0R09yo6ZPVrh23/joDD0Vd04XA5WLIAB3xxGry3APJXwMGl0HMJXFwq4/ruDOi1QfdxfSlSyh4PmbXgT4ToWRD4JQQsHaDs1MMQOqY51d/gGRxQ7oQfR8KuKuSznAMuLND9WIZpEcWqjm45JrK7cKrBCrmBKvEKxRSg9OdhOWPhnobQrgWsbefw697qn9b5455GDTSAs+BtcLGn/tf9qjBF6/OVCrwtSySC1l7Q9wmKcuGhJuj3BhCaBKO2tWOXObhRgrm9kFPZLAB5JYhFczBwcS10LdCC6toLuWPgwirInkdlJqTvXgmD5lOUBYV1wM4ZigBG7oZrZdAjS0DgmLlKIVoyodNsuHAB3Ofg/gnwOkqHWHJ0T8OnayydS+DBMtiyR9xE1Uelwn57Fq2vQcQX1ZWtSyHiZeACtP4OIsYXQkYRw4fBwQ1jOTF5NwPLRUA5uRXGlELrWxDhLNMCu2MG1D4NcVnyQ8OvwIIRUJwFb5VBp+PQfzL0KYP6LDkCD5fByiwVE7x5Fn5ggxXvQs1oeOIy/OaLEFgO7zwEg82OKHosRH0Lpk1gKrD5mLEDdwN714l2onWgOHUcj0NlHnTL0ibpkxOQMNCAy3cY8s4qOTf3Q7tm3LEZ4F8sQLTtlARTb2RD/1I5xesR/q5pluGjWibgtMWnufdYHoyCfm8d4vQzw6BXMTyWL5qH3MNwbqgqudpwj0OBMwvgK7NhyzGdo+5rchojh8Ct2aQXQGUN8N5K6DkfjttZ9Y0A335LhZWMgGAIbGeWg2chtyZAwrsw/Ctw8BCwogw2Zsl5HP4h/HwUxbNqyY8EnGXwehZcSYSSo+xbnsWo1zfBlGRYt+2zqzJbXQzRf6E2Z9vR1Ahz8z+vMvsTx18cITp9+jQDBw7EYrHw0UcfceLEifbXyZMn/4ZN/G88Zo2AxunQpwSGrtAOur4Iru2DTvPEhxK3gqKvmCqgiI0wYQVcWA29a7kwCHj1BLk5KH3WbQk4xsCl9VA/Eybmg/0Q3MincsNYXu4PZELB5MUiIWsph7u2Qc0FOTMDi4XzCVVDzPeh+ziVTF8rg1uF4EuHSUvkSJQWKk+eBSdG04FJ6YXWO4AvBVTyH5mpV3Cx0nMtRdohhlaoVJfTAqGG34Za4wz9MEMhcyxwuUzOzWCgZTncvk1VLsFCOXZNs+DIfhO1mKs0z/VNSjslA6egdtw2AWn/UEjJEbgQAyeakQEGCjIBG+ROXixdtdAkuAbz1g+idSNwANyPoHB+14CI4sCkCkcqYhc6B7714unx3gutj0LQDZdSIO5DfjhzknhY/C/BlJHQ8FXxKHWbxtc6r2PqtBUq+89eooW75xLYvwDGb9D4VOyj+OElUDkevpAFKxPBD0WzpkL0tyB1D99+Yp+iIu8Mheq5ckLqYFwKpJ+EAVfhrSO0a3Dih6OTVhj81iWgB1Q9IjJM73cAl7h2yu+jHehx6S2IXCgNN9+/AiFFAlpi5BSVTESrn1Uip7HrlCLqOk8X9N4tZ6glBnqd0YL2mBOm5MnxTDsFgY3gfRz8b3ChOyw+B/3O6OsEtnE2wVzifUy70vV3CE7HQWXQ4NCt6brPxAK4OFZ/267Bh/mQPw/8kF4OWOazKgu+eQthyLpuECNxeAakF5udeykQL7wOdVBZLO4sywTNhRBQMkuOKBVqT0s51O+CLYc1wXzL6Pd4KdyeBaMh4gVgJBQVQEQpnBgCPALvvAz0KYJacTBx524G1sClNFi7HfpbgBy4+TiaC7tX6RlLPSyHsu40UANFtXB0HcQ+qbRMsR3WZMH2fPEGvVisz+9Il1DwbODkaPFNvOSEhr2AAwaHtQFyFKtfmn/KIvSxcYON/dlq15jHHpazbf+6mKPT34CIpSrgiJgmv7oGbX6uDAXSIA0KMmB7JkbAerg07iJa1Oc3smFIKemDEYTAOQn8r6nPbYM0GZo36Pq+7nRuOkLnt45wmjyNzYV88V39wC+etli0AcwFZgFH08E3AxIdOof/FYh/GXzfAjwsKoDKKuT40QXOjGXv1wPk++FHD8ChmTA8x/CaOhdCqojm906Dg++ijcc3s2BjNpw9Af8SQ+WUWr4ZCfwiEV5+GyovCDt0exajXkoXn9c/Z0Lsaj4//j6OvzhC9Pd8tHnjj/JTXt2SIMBf/8kmyrMO6p4E2364c5jC930rxaBc/xw4RjLu0W3s2voC3PMEvD2DQ1M2cDQK5p0HflUGfdZD00RIzIM1ZfCVRZC0jUAPONgbRv0Gw7S8Fm4VyLi4tmm3fXMt1H1bC/7VpSq33pICX8uS0TtPe5TCPXke5TXwahLMOwLtWlNDaA8O8Iq5afcCCK4w3EPNAi3HLFW6KXq8SS3kwceLld4BMRjfDaS+oc9n0SHSGSwUxsmeJ0xIyAGh51XVc2kWZK6Gpp2seryUdODhILBVu/6iGbt50C+W6lEW2NsKMS2Q6YUuh1A/bCkjfWUWlWUQ9MO3cmHtFRiXBrsM0S1lc8QPFTUJEraBz0TorH6wXgJSpGs2PRFGdRJLrq0OXCX0mxLJ6d89Ck+XQcFqOD0XnsxSH55EmJTTyzj94GL6bd/FpQnj6LFjF5UPjiP97a3Q/Caxj46ngXRYlgpJHgi6ueeJ3/MeQ2FoJNwDZPZVuuLuWgp6w5pJQDFMq4af3oJBCerqynXp0LwfkvZIGNbdVu/t0HiFkoSB6n5clWLBvdK4woVCa0DlxI5Jnv42hMqgZQLYT8sxslSCc7tSxAmH9LkrI2D+OWJpoGFpHmScV9jddgXssyh+AL4ZCSXHzNzLhfT+UHkMObyhOWBdo2aMN9duS5OdRBG9cuTMW5PBNUO0DQPo4JdKhVW5MK8O4WAOoEho8IywdPXPKVLQtFNOUcJq0Q2E3wbHGjnJV5dqUoQvqOBhUAAuvmC4sh6CwBtw6TnIOQqR0/SdkDAkaw186+V4eKzG3EONabcBWQ8fDQdPKq3741MQlQFnbdDnVYQRjP85xM3UxsWSrChWaLjhlQpBcCD4xyjtF/ddIBacBYbbZ4Gig75M+DAR7jwjLp82xvumVXL6LTlAlXjS7tbUWJQEz72PYVB/SkUZUbmiwcCDvFGXSGOjKjWdwgtUSeXNAtfvwTkf93gRoVIM+FYJOxRVr3N4CoTPcakvqAFCiUrFx841wPdcRRM9d4mR+jLwVTN93cZu1GmsST4DgWVwR7H6+tQcFTvUDYCE3yJ8m0NCxe5RRr/RzJeWVeCcR+54KPHCOBf82A8DSzCOnL5aMALWBoGtaCNWDQTWga8vBIbJ8XwdOc216/SsWWZJWDt+hagv7EeBDKhzQMFDn02E6CeH/jYRom8P+zxC9CeOvzhC9H/heHV9FFAHmZPh9Ct6WAM9hQUIjhSGyDXZCCB2gYG1YNvGrnVA4xMymA9tYGGUIhl8uBpy3xSw1/UHqCuGLz8AXbZxbRjYvTDqPHo4axdA4G01JLBN791cBvYCXf/qKmi4X/n3x5TvZg9wfbno8sfMYw6Q6IV55+iQqEjTLXEekd2BFqHG9SJ386435dhLTRVHsnbRrhnajcUi0GUc8NBFSN2iFE0K6oeqbPDkCxBqfwjhOCpVtm77plIZWW9C0wqGP17KvBA8fAA5Q5kb4J7dfIRwxMssgBdua4RhXuhSBdQvgIpC+FYWlefgbBewxUtDlXLYVYIcthLUbivCe/mWAT3EQ2S9BrggmAQbe8M6G3w1CAnHhIsCTm9pgA/LYM56OQ3fzoJ38snNAALrGZcD+HZIdy5mHD1OAbePI/3NSRBxE77xNA1rBsPSVOhSAVVuKIX3Rt0FhZEwtwL6Pi0H8e5ainrDml/Cx6/A4avwnWZItgoDUrlxBrj/GZKKobWTcYbqaC+nb3UJV5S5HyIq9D/bIPOZK4g8bygk1iq6l75F71lzwLpJzpDzAYhZK8xVwjs6d/UI4YK+k0PDumyxeU/vKSXyTrPgVj752zdRUg57B8Gt0bpc5cYZcmiGAKPXQMQrcpIP0V4iPTwLtj8ClE0yQORFKhqImQ/WHZqvvgUwABpiYd7W1ZJbSEcaIb63TFRzCVw6Cp1XaLzjtisla7kIqWsUPb1wFCYvgfrvqEIp7lU4fVQ4m8hMaJ3JnTMehm4PQK9pcoI/PgTxsOYgyu0dgJlPmjm+E1pHoErJCpE0Hty6itZT0uSb2B9aT0GfD6EVwP4OTJgJ9RuVTo6cp7ZGnYYpQ6HbYoHiI05ITPmFhxg+uUBOwtePqcosZ7KAvjsRRuyKG6bEQ9JkcE6DH8+C1unamFgK4eB6ticZHbx4VGH2pcVKD15/GuzTNHe8o6DmfjHWpwKNJ8TC3zRNJe6t3cC3FM/P7Rq7fsAX5ul5Ls8TwN8xQ1GhXYkwGHIfN3Yl/pdgWaHUuTUTAjmiDphzSlqIP7jJ1CXvi8Ki60X4caNEoyNawLMeDqcbSY01Yux2vwBT+oJ3CLS6wToKAmvhzFo5YqPg5cnzwLeUku2yoyt8kFOBHKbeRv/4vLBB1V5gtGGx9gLvjOT0lGHQCyyRmyEdxo0GJs2GknylGqPHw+n7OTR1FNx6GKakg62Ez+z4H152X1tby/Tp03G73cTHxzN79mwaGxv/7Hf8fj9z584lKSmJmJgYHnnkEa5fv/5Hn6moqGD8+PE4nU5SUlJYtGgRLS0t7f/fv38/ERER/+FVVVX1qdr/qRyiBQsW4PV623//c6+/i2NWD5Wg3/kB3DNTtPrhUZCwyTglgDWHcfcBjbOgpFhRmphCSAVvEvDGXg7WALOOQ/ZcaHwRjt0PVffB/fngfBYqoMvepXhSgUQxMGNNlTMyGqgt0y5ozGIZAOck6Vr1GQj+f4F3y6B+GYQHUTB5odJjby/gufe1gJzujtJZHjrwQ/FIpycX7eTinoZOT4BroeHsSdLPuN3Q8LQqdOz/YvhcgN1IdTt0O7RuUn/Fop3gF4q10Hv7aPfoXQ9fmwst26Q/RBI4Czm4Bzl6VRDK3aBz/L6QzSVQ3QQba6DABT+L1W6bK7BvygroVATHl0Ii9HktnYZu2p2PG6FT0xVFcJp2m6qgF8QM3LIPSV/kSdnc9hFMroVn3RDRwnenXIZeWUAQpmRA3FU5r7eP4ttdfsGqx4opWQdTJ89i18v5Im47OkhjNAI4WUzxtG2w4z7YmgVzzsMe+O6MY9DrbRh6in/Zt0O4iF9mQOXT2tm7YFojRHSD2xbD0O/C0EPgdgOn4Nr4DcibjVL058Jo8PwEfNnQNBBC74hRurkrkAYnxxtdvfNQ+RDQDM7T6t+IFtgyRecKnTPYt19pB96pQJOj6j7Jd1iAr5+HD6Hz7HMwywI/D0PP1XDzFXAsgMhpnE2B4Z/In1QF4wa2W2knyMP3c/2epjG8lAAHa+DhCsC6TZGizvOU9ro5Fqzn4aKdcdNWQLmUYBg0l1ybeS73oFSuJRciC6H3LLi+QIuVpVJko+E6uHgakvdA9zyljwFOT4Tga8Ac41PmgOcsH7w6A2w/hdLtcrh6D4MsiOirZ6R4LEQshkNpMHUmRJwD9+xKqIQeUXD6wXlEpEFrCew6BHwMDIEHCoCsfHh9L9yarhReGtDypDA1W47A5Y0QOqL07VXgqSwObl0PEethwzNqd+lqVU7NQFEiK7ClDC6UASH43gFDC7FXxRAxs5gHbPYge9AL+M1qgWm6roaGGXp2LX5h3CKXQs0cCA011fEzNFf8qYBVEekkSM9AIHfrAEiuFYWDrZ9sysRaSIKSnSgyXP9tyQlFj4fWLmA/rOjspf5AI3CTzUPvhr7A6Z5QGKO2Nt5mnj2nsXsoAl81V7pnrkPg/R607kIhnwZWPa4p/djryNlMg5czocoBo3vDoiFQkAXOU8b2jTnO5WjE07Z+kCJV/5pFv9++Atd3EN7SRMEw2OUHti2F3J3g3wpJ2yA7i2FvbBJ+6l9SoeG7fGbH/3BQ9fTp0ykpKWHv3r389re/5f3336egoODPfmf+/Pns2LGDrVu38rvf/Y6rV68yadKk9v+HQiHGjx9PMBjk4MGDvPzyy6xfv57vf//7/+FcpaWlXLt2rf2VkpLyqdr/qRyiEydO0Nzc3P77f/b6e8EQRXAF7GNgy+9Ffx+/AezboXGanKIcwFnArj2oKsSVDweXs2hqEVwfJLr40BiK41C4tgwofQtuXwSpR7Uzqugv4/bFJXzQFRalwMF16ZC4WIDZowugZ5aMdxsGAAQ6vbweWAO3IfbbacdZuwuBcD0rmHq3Uk0PRKNAQRraSfWig9H14lgRoPm2QtUcfdD9lBwZ97cF2Ix9WpEw+xSFt6tRusePSmbtKwyPB2aBG6RURsQCI4b7/8DL74og0TESgl3EJlyZzvZU2PewuasLgyCiiL194aYdfpekzbkbuM8J9bkw6peJcuo8D7IoBYbPruRcAFYNgF1txq7BtCVhmVIQjc+rrZH9IXi7gMWpb0JggFJ5F27C75w8s8UFR8sw+hpayI7dD+cW8JNNSdIWmwabf26HqcVQvJpbDxyHN/ayLwzY6siPACYchhoT7t9XxTMvfREu3A/n+/MDhsEPgXsRQ/YXiuAA9GqB5lQEHm2EiAGws0Vg+y7HUHVQ/SAgLFFY97PgvADR58FyP6SeUaUOwIA3IXI5RI6C9P0dg12XqFLtCVeRplWaFuboQ1D/KFydoVRAFPJuEo/Dud6w72OuM0iRtJ/YYNFcOsof4ZwTTqXBqnEd07MSFEnMRRWYVm2SVmWJ5XlfArgzdDtMRGnerpXgGA0kwYwAu7YuBxecHoTSZEjzLXcKStv4X1L6q2I9eFdI6NW/E8LL4MYscPaDW/eKFywXiCuCnPOax/Y8MbffKoAufeDRUhED+p7Shc4fgj3QkAC8D/k74HQPGFYDm0/BJ53As3UtF74IBQ7odxiuDYaIHPB2geBw8FbCW9uAy9shdYzAzg05cDpdaRmLD6ZMhLjpsG8uJG3R+I99F/rOgs6z4B+e03j0nQsNMOH7xWKrPgA9pySB/QFtOF4YAdWDwPYH8Us1bGUV0HoS2Y5jwD1zARc0fkOAdOtZ3evB9dIdS12j1F4mwAZRRFzvKsJPi6l8BG0AqILyRM1rYrXhOq1pNXU8ii7HPSOnprlEITO6mHQr/BM3gBZ+cHin2pZTC0XnYG05XHXCd7uKgiDLjH3rEki8CmtbtAmIetFEOhxQ/4yi4C6EcYscADZ47Jiiy69FwHMVsPYUXBuFnqMaGHAKeA1aex4Xh1S/Mug2U4LLJfmsPQK1XoQVnJILg7I0sc+UqcgishF+8BFYv8DnB5w9e5a3336bX/ziF9x5553cdddd/OQnP2HTpk1cvXr1T36nvr6edevWsWLFCu655x4GDx7MSy+9xMGDBzl8+DAAe/bs4cyZM7z66qsMGDCAcePGUVRUxOrVqwkGg390vpSUFFJTU9tfn5YW6FN9et++faxatQqfz8e+ffv+09d77733qRrxP/Vw0Qq4oOwhGXcLYKnVLqx1miIi1UepHAp47xCnzOSFPLe5EKLHU90PiF7L0DawaQqQ/YBSFOV5WlNcqPqsAe6oVqn53q9Vws3tIt27f4VUrqOAuIDwS0nb4MJGlQpjzhFEBDZdEBbINojNyCG6eAqt8VeAYWinHY+s2/DdYC80rNdvAanQOBeidwlvELMQmufpnFyScYoCy4//oOq55nhVzvRD0ZnI5ZB/XKDqK+sl0mhZCQdHqwND1YosRe4mfXYltzXBqN/Dvv4I4N2UzyMR0NUDD55Sddn3fgnnz8OqVGBmLZTMgcgnee4UHCyBXDvMAxb1h0UONC5BRAiZUKt7i0INtH0ksLBvqDAAX7dAQSfoCUunRED/8whz0yJR38FH1eYf9wcHuF1AZEDl1a1zSTgM9BrDqCAQcYRqD1A5FKIrsNAIpPK9x9+HXu9Cmocv8zNoaoF3AF9XOHgCekNxDJzMQWKSgC8OLkaKQ6UyD3B8RSmlQHf4oC94noKaEUodWC7C2r5KhxGC9RMN8V4F3LobwpXCfDQjh+XjruC9C0iDyJ/pZ/zLYNmgiIHNI2zV9UHqRxzEcgJme+DrwIpioAEyHoa7tUYMi4J5u5DjMQDmedEm4uNCVQMNXQEpMM8Pv2yFUSfAc8XMwy0oldO4DuIWC4S/dSzuyQvBAv1Ow7iZ8GKLgmslG8Yq7eSYLjxH5yzaJUCiviWqjMSnIWIHpPVSleQes+OMugreZcLGdUVVox+UwWtrwH1e4q89wwx/bBiHHoTYlwZxYiI0Z0G/VyF8BciB7r+HC+MK6PUbqAfoA9nxUNsM8zPBdhxcURDRCHR5GGo3KT3n/q3RMCwDbsCWd6HyNMzMEpXEmU1waTSceUWg6l9kKQW8owxiYceG7rAiD0bDxV88pUpT12J44nVDGpgGvq2smjKZTi0dXJRkAO9tBDwQt0OUDA1jtDm4O0sR3ctjhXO6vgxCxZDlgcw90HMC9IdRHsN6f3ylvpvug7RZYH9Cm70Bmn6bf5EoQWXvzzvIUS1Z+mdFBrwL/8oQIJN/eWG8UqtrEqEwR9UTPSrgxawOMV8f0LJL1B3ra+WI2D8B21ltTtNq5cRtQdGryCfglnzt+Dro/gFKdadCl612xs06Dg5tOgIDIeL6Knhrmbz1y2vFDzYmi4IhkPhOIVxcD78bDcfLhAfLzoIdp8Vmv+UihH/KZ3aELX+bF8Il/ftXIBD4q5p26NAh4uPjueOOO9rfu/fee7FYLHzwwQd/8jvHjh2jubmZe++9t/29nJwcMjIyOHToUPt5+/Xr90dC8mPHjsXj8VBS8sfpygEDBtClSxfGjBnDgQMHPvU9fDr3CfjBD37w/5kT/Hs5Gv9tEGDVzqB8jsgYQymQP0YPaBhIziN991ronCfdsU074MEiaCki+SrkTi4gqg7t0ioXQPNvIXm/DE3kRkUxBi0hNwveTIHHrsCYzTvg9oe1u9q7HKKzxAgcj0CKjStVKRMsFOgxcbWMRwqKzriAoccpboF90RBVhdHEAmqgpAwZmQPAHwqF97HEG76QkxCzEaLHKSrUuBxaxoJjqzBLg4H3IfzCHTKA7mMyEKcStdPrvhCOr5IWWpcHwDkX+DYM3wK4xAictQW+mkflEehXCwyFUS+hBW1YMSUeiEuFf+4PQS/M+Rp8vzcUHgE2jwW3eD/23S4Yh7Me9oXhuSPwXAkqja1D/VeDjLKzELghzqS494RlKHkEXr0qgjg/LNnigLADLkyB1d2g1xbhjGxjYFsWvAueCiALPLsAT6KAwucnke5AY76nEDpdhdNDCSfeAYnwoy0h+NFoeNXNr3t9H1ZGwsNA0gG4ZyCkQ6cg3F6OSpvvAuc16O8HKiB95xwxZlcNBfsFGP42OH4J8avl3DXcA0+83cH4++UHVCVIFCTsAgZpQif6IDoI2RfBdUSSK5GTpDcX2CIh1Khq4dKCnTqkUhK70VCQB695DA+URRHMc8BhmFem008dpy6mGEkoWIHbi6SGfoJ2wP2YC+AejBZqD3KkGwuh72xh56wzYMJuPOvSwQpnb4dd7xrB21Sg325J5/g3gmeuuGMsTkhYJTBuZK4wVLET4NY+cK8SqN67Tg+CY6TS0WWTVPHYLQvOzdVN1D0Gab04uHUdw7ZA4PHjDHxX3RJ4FCzHABt406DXa3aYDptvAA54GfgwAb4RhIi7dLqimcDVHdAyTVGT4B0C/nbOklqsrx/07Qe/LoPQ9yF7Gsw1kYrE2fBRmUSc+2ZpUzMjBRa8rUq/Vfsh+F2l2+onGPHnmXBXMfNeyib/IhQN1hzio3yIma5BCfdSNal9BUS9p0pKWzEk7oaqYlFvWNeKb6rxefjQrmh2OcIeelaIz8m9TwSdNdmKlr+LHJiBtbpX12R1QmSmftYPh84+AbC7xcA/x8ATVXpGv3lDmmL5FcK13dqnTeRVu0DlvunaEJxMkaxMuEx6j6FEuJouZ+huTOkinB4KlhDEpkDQBSVvygZfmxxg1+ZCpvaGC0Gwn14NY+dBzGLhzboVQL8C+GQXa7euYurUIkXqflEmwV3HSPi4DAb0E+P2lHsg5gyf2RH6G72A9PR04uLi2l9Lly79q5pWVVX1H1JUkZGRJCYm/qdYnqqqKmw2G/Hx8X/0fufOndu/U1VV9UfOUNv/2/4H0KVLF1588UVef/11Xn/9ddLT0xk5ciTHjx//VPfwqR2i/1NFaQG0E/+4zICOt0HTBNhfDHeOg3MLwLecoskF2t3WroJpE7TbGAnkQsnWpR3hZP9+lV97hoBvAGRPF07nHJRUKMTLFXBPmwAfbVfExr5QYNfOx7X6W5OBZsk2RA9ETNf50i66aIcxx7XzDUH+hzDvCiy6jw5WXT9ymI6g0Q8XqULH94bhI8qElunQslHVO56FEPE78d/Ybyr78qhH9bzph7VQ39gnzqUs4JONYJkn/EDoDeF2Wp+Vk4ELcvopPP+bZe2V32yFqbNRKq8O0s9BsAQW3wJbloJzz5037c7bLeduVDGjLqkkO1ipiEMbaTYptVq4W8qFt2r1GlmKKLBth7L7FW7PfRd294QfAYOOw5SB2n32ekMLu/deCP8b9JwJG8pIn4LAo9XmWhm1MsTjtlG5E4jaKnxTbVfIugHfBp6CflO6wj+dh8duwAW/nLWUU6psOgXuJKiLgmYX3HoEbo6DQB0MPIJ23gPXaIxT1gvE6hsEwW+B5wlFPFzbdE9xb0PEZQi8Bbdmag778sRRFFUv/IajzTA5JLnSVAT2R8RGXL9ILNdN3ZRKtCGndy4iwa7sC+lvChN0KRFa7BASG/I4jNBpm5PTBc2HMs1FMszvHiANPO9rOGgZq4heTBGcWSpwtH+Dop3TKiEW+nxgvjcYgeVPZEPrbEPiOVaDHpkpvS/nbGidB+Fa8L2iKGDdIvV5VC7gM7QVS+QkUWd4j4qhcZzkZ46XwZdmc2gK2F8Wfih3NNjfg+rJwD5wZQL5ATglaRlQpGxUK+TthbOd1NbC94HgBGCOFl3bCWiaBy0noGWgyA8/2QETsyDqn6F0maoZyybB9V2QsxNaZqm83haELUclN3OrP3zvDXDNU/VW3H4YsELOxZE5kFUKGVD4pnnG3MVQOwNwg6UaGgtUOm/JEVmkpRB8K+UINZdI0iRcpUgP6Hm4gmEerxTTN/HisLKVKjITj9LZ5zGA9zPGpmSpCjLuuJ67FI9Sg1tR0UEGInx95oDmXeQwU8E1QyD/0AqlO4MpMLgCwue0iYvM1Aax1as0XgmKVGdBv03CDU11gM0PRRPVD12OwKqpRWxeB70+Bh6YC69nC7vWJ0sbgA+3Q9QFcifPY/O6dKicAXfnwY1Diqx1z4KLm6A+D9b7gD8GAP9vOSorK6mvr29/LVmy5E9+7qmnnvqTgOV//zp37txn3Po/PrKzs5kzZw6DBw9m+PDh/PKXv2T48OGsXLnyU53nUztEABEREX/J1/53Hu5CSH4Dbg9AcA7YZkByPhzeKwNkWUjhpgVgMYb4pWzckxfD+3P0gHqWiIslHpEEBv8NHMugda4W11avFozddgoGAzbwbFoAkQ+D8yFD4b9BD2yrF0hRKsgzCyJXqY0WH8RXwp0BLdY+4FAiZIrt+LkqtBi5kVE7YdpTh6QyGtdrp+crUjlw5CrxL8U9rd21+31UoXXFyCvEwIQDkhiw5qra41K+MECW6eqnuGch+sfC7bR+D3q9DvbpYoSN/zF0Wqx+CQLjzS77NNAM1b2gUy58KwGogsIyjBwIcniGAAcXMDxL3WHLMvdTYcasBjl+0eONBErvDm2mwGQxEYN25xOOqv/PDILN5w2vSpqcr5554mo5PQjSs6h83VwnHi0QdQh78N469UuEV/0cXytm718B++H0S9lG8iQF/tkBuQfkpPi2Qa7W+hbDTB1TJfyUvQbtdhvMeAVfFJEnx8H5iXio4l4BHFrUeqwXJgqHsCgJqwAXOM9oUuEF203p0EW06AaCxQLRUwGhEqWPwg5FzxxVEHMV4nyyEplA5pvmnBNMKiQgQskrsOu86XM/HWXQbSkxK1okU9D8LDNjWQ503a3PVaVLIPkTE80ar75jP1owXeZ3B5BaCsFJcnhtQyB0QQtVVC7UzZGAsqUreJ8Xi7dtiO6huQRIFpatbg7UzVBDwv8m4tCETUp7T82CVxIZ9g4EhkD+S3ZKauDoCEg+iQD7QTMXk6DEwBjmHTD3NxL6fKRpRAoQvVyLt2e28Dit+SJGtB8SyNk+QQDw4HeFBby1TxinlnECI0e+AP6vSW+vJB8S9gjf5b1bk/3WE1D3HVGAWPIhaY2id+8jkLIHAdZbvYoGhc5BzHLwvwHBt0W10FyiyA+A/biq8SzxirzFzNIGoy0dDXo/8IYckvBY7Vq8yCF2mM/Y+hqGdj9YazQRYs+B3w3dgCfN/I4/D0lvy8FwtIWzUyG4wcAU5kDwsCGBvarNjWOk8GaNRWCrhSpRH/AuilR/RXQDm+vgdF8o3GLGYzTM27pUDlk68Ot8GFgKfXfDzReEP3M/DP6dlGycAfmVRo/tAzmOLeWqBgxsgbhiVXe2Cyh+BsffMELkdrv/6GW32//kJRcuXMjZs2f/7Ktnz56kpqZy48aNP/puS0sLtbW1pKam/slzp6amEgwGqaur+6P3r1+/3v6d1NTU/1B11vb3f3ZegCFDhvDxxx//p///U8df5BD17t2bxMTEP/v6uzjiGuSMBA7AJwsga40IGOsXQPoYIyGwTDif8GrtjrJK8byULe6VKrSD7QFcSzTRii8qyhM9XoAI12x97ksB1r6JjFfsCmheAJ7nIZioBShUbcREn5Rhcy+V+CpRwum0OQuXMIKZtdAAnnJkX5xINLUtQnQFI2dRrQXj1jyIWSZj07haekChcjlIxEO4BHBA/Blx1NSMgOhTENwPka9Ijyn2OIRXCp/RuBysU4AQNOdrYQosE4A7cEAA3mGmLeXIORwJJEOyT92/udzcUyoynJnm78NAzxUcPEAHmLtBl8KLwughc2/WZEW/3Iv0AedBRedsV8B5WLInCUHoe1xpSZCxy3wbqraCd7LO416pyBtoQe8PeLOF+al7Uu0nKMfNWa5d/JPABOBqoqJrSYehRxAIg+9XHQtHGeRHwNEg2HpBHzvtqcl2jTTHeIj+veGa8YuYrnWIdsvhc9B8j9lV+6D1NmgpoV1hvC1XFVWrv6Muakxtg6DlfQ2CtReKPHrV1qg6RcusfritQuMezgTPMKVcqATHHDg9Q32diVKyLjOW6bSnL4gs1Lw7Rcc99zDjfXWsHFxLpUIs6cclifIuSpdkms/fKtQilksHoWJklsD5gcng3KBFPf4n4N2oCRHhUh9Zk/W96PHqe5wqCe+5Qfp6lt1QuV8SI4M3wPwyYc96QHIOMCEAR8ARMtcvA+9V5BRHmVP+OlFVjlXAETjRX91ekGPmResSka1aP1Z6yr1WwOry8XJWHMsgulDAaFAEK3q5cFydngBHpRyGrmEI9oabg6A2UQSclkSw/EGi0C3l4i9LWKnongXjxFdC1jZtUKxDRE7ouA9CBXKQQ9X6jDVZGyd3rdjNA0PFBN2M0mI90Dh4t0J4vmg0onINTQJyXjMwYsopevbCdciweRQh6nQc3gP26pEk2EmNbLTB+f6Kdnv7iD/MCrjWgGODOrRsKEQONmz668C9Wv2VLjwhI4CIQbDBDgNgeLxgA1OnINqHK2gsjg7CnQQ8WKzn+rgdsMGdi2W7Kn8GQzfovpNqIf6kbKKtryoFe2yTwG7Aonv8rI5WNN/+mtenTPIkJyeTk5PzZ182m41hw4ZRV1fHsWPH2r/73nvvEQ6HufPOO//kuQcPHkxUVBTvvvtu+3ulpaVUVFQwbNgwAIYNG8bp06f/yNnau3cvbrebvn37/qftPnnyJF26dPlU9/oXOUQ/+MEPWLly5Z99/V0cFbFyYlqWKBp0YYYwC4GjcH21BBd9OxSRsMyFm8tl+K2l0Fqo8K3jIZ1rXC303yajbM0SyLABJKA5CPbOYNVEtKPMROk19wIZ5uZ+2rVlbIP4Z2X4W8qBDRDYr1C7H4GcB+qUXMqHGzAu05TK1qJAQZS5tyy02CZX6nwJy8GyWMYmZhbgUel/43rEDLsfPIvETu3rJeDtrfuAmYC3g5DRs0LGNKZA5Ict87TABe6DxsXSoLKP1zWvIYPoMJW4B1AUoA48QaPh5YCpLijuhozuUGTgP1mrxfW8WI8JoTRNEuCqlVFvE791ToPGeRiYJTgv0i6b3vU4XLOp+mcLUP+wdufH7gfPHIjZpMWofKLGJogW8J1AuFSOZvR4OUjYZJDrBkDUg/ASWuQ3A9ZdQA3stunazm9C9DJ4P7s9spK3VyDqQ2GjiXU3WmQeQc5p623qBG+uSUVUgKWXxtN2U/OEeEWjAkeRzlmccY78EHbqszX3066ZEjnATDqgrlA32BIjwdSoanCdgBsZsK+vFqu3nUrXuNdB/WKw5TEuAzzVKEpWoyZcCpgudiBnrU2MN0rYr/RUGO5GuBUzB+iJVO1bluhve0DOZyrg20Jumiq3SAOijmuwIzPluFWbeY3XVDX10EbC101vZyDnqSQf5f+usGgY4JwDrZMg922I2CWJnt5A4yEIQt0xYIcdcqFvqdEFzASnCc5x2oxVRi27SiB9ANADBuwB9xBYsxZ90Iskdionav74NoDTcAEkVkoG41p/6HUcbmUodVP/TAf35mAkMzMnDPU9tbD7MTjCyRLgrQEitwBuCN1GbgqsyhB3IUPpYKjHqw0aSQL2N+TInrQ5q2nm3Of7w9kMca8lwt6uUJmI7EbcU3C5K9SMVDrXasapl/l+2Ic2QyXqd6wC91svQ7ATsaeOwls3sfzrH1T96OsJ81vg+3VQ1hsKExWZGWKet0TkiC+pwnhJEPNdXSP6BXDB3r4oMhb1r9AzACWwuwK+/UujrTfCzIOIddD5OPVv0hH5GhPQufYk6ucLmqu1qeomXhyEbOIaPR+pgP26qgQ6fcjnB/Tp04f777+fb3zjGxw5coQDBw7wrW99i2nTptG1q3aTV65cIScnhyNHjgAQFxfH7NmzWbBgAfv27ePYsWM8/vjjDBs2jKFDhwJw33330bdvX2bMmMGHH37I7t27+d73vsfcuXPbo1rPP/88v/nNb/j444/56KOP+M53vsN7773H3LlzP9U9/EUO0bRp03jsscf+7Ovv4Xhq2dtKc10wEa8BG1RG7pwlIUAvEL7B9iyk+xM40BGxsCQaQdVMmoOwPQ0ZCtsg7fCu5GsRnTIQXNMhdgOzrsDRnsjgWJOR4UYLkxsT6mzWQmFdo+vbH4LtvWXABpjPBOcoBdZfLK1v+pFBCaI2DQAyJH7YjrUJHABPNuAyxswlHaxQJeCBbsVafOqdEgedHZY6tTcTqu+Tk5KHnIlkxJaLFUKTdA++rloUm0vEAeSaB9VwC1Hqn4xFfZewHuLhRBh+0QzjsuDFG3B7LXjDyOmrAspGa4F1QLdNaOfeC3L76z16ITLJqEpxSQHGYzPl615pgV0fBN9vlCRJE+DeAZ6fEfuvR5UOqM4DfzosPscik6LjFDKu7uW6rjVZVXL1d9J8A3BehshMOp86IibwU34znlYm/LoYTufB+qFw+hFF584sU1RlqPjphk6FsluwPQnGjZfQLaFqpbNCvcGXKIfHNwhoUPri8iDw9IZwojBMbeLAIUeHuOuN/oqI1WJuJElzLGwHfNApoDELdELeaoM4mxbW0XPtYXge+BCl8Hx9IfYiOOfxswa4HofO2x/IESYKDyoxt19X+3Ngam+IDMMq04WETDMcQOkgOeOus0pHhjRPARhSynqTmqIZCGbrApGZimKBwNtYhXtpidEcjvkYbNsUhYx71pCrboHgYp47hp4jazKU369IhTULni8XjqUZSvsA+QHcGWAJwveaVLEUnIKcsBxTLYfm3Cth6esxFcpr4NyjQOt8RdMix4ohvAwVG9jPmOdvJbjKoVMFnEuHxIsdljnplOzG+8BVi+ZwCKUg/YgnC+QgheZovMN2CCzjF80w64oRr6+j4wiZ9GIwDSxhXRt0zcb1iiRHL++I6NlPwzi48yqci0VQgNYemgfNKP2bjC4UNuMOhueq1vxepuhzIAeuZfAATVgoJ0wn+AQ4nwJcpjPnNY8WI6cmHTl6nwySIz40VXMPB4QSlFJseoLhLhhzRlMW2zXwQGUu+GPBfxeMGwKcMW3vNBuGgK8/jGtzzI8hfJ49T/e2tIJVGfCFJODiILHYE1bfR50RBjPQGb7jgOtpfGbH3zBl9l9xbNy4kZycHEaPHs0DDzzAXXfdxdq1a9v/39zcTGlpKT5fu3fOypUrefDBB3nkkUe4++67SU1NZdu2be3/t1qt/Pa3v8VqtTJs2DAeffRRZs6cyQ9/+MP2zwSDQRYuXEi/fv344he/yIcffsg777zD6NGjP1X7P7VD9H8JP/SvdAZmitflGnoIWm3QuEwgv1FAzFwerkOphjbF6CSAJFZZgc7jsDYLg8x5VO4d2Shjdnol/DBGzNATIboG/BZkMCNcKMUD+rD54fmJHIGGdEkU1OcJUJiEDMdhBGasW8Qih6qXyh3mu5n63CK3VOafq8NoGuVJhLWtGsQSq5NFuLSAhM5pQbHnKez8PECLoiT1FkmCu8z1o7fpd3827YAD+0SI8gFupTTqEJbhEaiKgYNBQ9LnnASBN5maBvHNMPi8wLrxb4CrGvZkImPNDHH4JCMOm25wyAo0wxz0UziitzsiYg5Me5LA/REQJTLCi0BijCJT3dBCGruCBpKVnvIgHNnLbp47hCJrrfnmfBY5RKFqIsMAI1Q6H44Eyz9yHTdc9ouoJngH1NzPUHxQVKVxagBavwa3FkM6nHBJoYFi6HQC7ivXevDTSER+13ibxDZDKCrg/EQSFfTQez6UknB7DIDYasDUydrFt0XxQqh6DpsZ7yo5TNXon7HnAJccrv1uYpUP1EJ1wa856TwNrS9ALLwfC36rFpe2KMNEB5ozVAJesS3Hy79J9YtZ/CPMvK1ADM6hajlyrdFysF1AquS9iBXO6nwqZiPiU/tbveoTB3JccaivIhuFO4m4ISmKGoA6SZ/Y86ApUZ3bWijnx4EJfwDLMsG2DJIh7RaQaJy3j+TolZRDiwPNvzLksMTLcc30wtyTwDooiYPOTUDEMmheI6JQ3yATGb4hzicvAjAH4+XMOCrVBhtK1bRGaq7Y802FX4y+8+9RCZGjNM8jc42cRzGkFJPplaNa0jbmNeZBCDkMFUWd0qMRLbpuM8KRtYxVh/cHss4LGxkFH3Q1gZRyFIXsgwgUgwc1Xn466Kn8+/XTAVhrFW2OHKLv1cAZoggTg4Wbur9KsHCT6/SEbFRE0jaHTqE5HBmU5Edko9Jq1hrJloQHcfAUHTbI8124T46OqxaszYajLFkSMG36iM6rsCsEB8+Z/vFmynbWPwr2q8w7Z6LPUcfNPRnsYbC/7jccqfbE/JjP7Pgf7hAlJibyq1/9ioaGBurr6/nlL39JTEyH1EhmZiatra2MHDmy/T2Hw8Hq1aupra3F6/Wybdu2/4AN6t69O2+99RY+n4/q6mr+7d/+jcjIDsbtxYsX8/HHH9PU1ERNTQ379u1j1KhRn7r9n9oh+r9UZdZKT1WFNOfIriehVAIoQvQugNcYmqCJApRqtxYzk3GNgBOuZ8FzNRjRwzNQ0l8Ppf9t6HkRuu4mHahLly6UDB+Axzy85o0kTDVNuhZpgLgPlb6qSjcgVYTn6RagAvg4xpDkdQFcMDVN1a0lxsei2pwTq/npF94n7FO1jxdVnlkHAaMUIYgGaBTwNe08ECWDnKLu4ApypsKxMuQ0KQIT7grYIOeAFogaWOlEuzPQTr55G98MQ0oNRPphzjloHgFlPdqYjdFO07IS4mEqQB2cj4J0hyLYRGE0mcwupNVrHDS/PuxPVdqvJUaLe22jVrxf+2Xk/KlAPNQMlXYXdYpwdcFU0BRrUWuZrxB9/23cjASiciVV6U/VokO8xCjXtoj07yoECer9WhNKtJ+GTDjthN5V0mWruAncFERkbUjAUHAJcBpMAae5r6Y08UC1WjVF3EHxCLVFTMJ12sWSons1CwFWDLC6CTN5RdLoQH3kT4WmPnAjBS5DQ7tXCXzZAQOvGmzdUbBCRljOyq6g6eJyozruRT6o52mIhXSXTvFRjJyhXSHkUFxF57IZPEDEJTkE/YFk2B+pNn89Cl5wYNjSnUBQThQebUTavh+qkoSJrZ8a0FwiS+fdBOFUVU+C6AEs8UorepGQLSEtrK2LIUkOhTsFFrTCrS+Z5zMZfp1p+iPeRGByRAKYVgFvDtD8y4+AB5NQqjhirFLgzlKj9dVDac7uYXDNgugKja8X8etEIQkcEL2Dc4LeG4X6pgdms5Sk8Y9HpJShY5LLSIHD8XAwho4KsXo7EGUkObxiPY++DJZyRdyqjUMZlavB631KEh1WoBLG+FCExZIvRyojCNEfyflppuPVYPrGv1+LryVfHRVOhCYb2OA00YCDMN3ap1Y48Q74TidIOir5myvIWQ4jvJPFDw8gJzHqNHBNhSchky+9gZ5jSyXUwZZmONYdftcX3P3VVfOCtG8MD+fpvriCHNXY/cJRtVXWOczc9NmFm3TcD95EsF1Sqb8/VZuQiDZj+hkcnwYr9Odenx9/8vjUDlE4HP7UdNj/a4874oAkpawcwI1ECO6UwYger4e9pdzshKvkEMWjiI1bhh8fdInXvwlliygv0wOpHrDvNsyyWkDeSoCStoWkpRzwK0LRlvKpQgbA/SQdpVQhk0qp7Eg9JAJWQVfqLHKAiAdSVM1VGTLnKkcPe4RZqULVQFDU/007pTbdaNfNuL6pRTVJXcIDmcI1WP0C5kYh4xWwyyC6pqn6DYcWoShMue9SoE5/X4C1dRjJAbR4DlZKxVkhO388Cw70gTuddBALdtoN/v2ssqp7wn1hDUbtus02NSDHqQE5eqFq82XjHEQ2yqC5gF4xOtGXHUqbhI0zk/S2MXo7lB7ymvMm0457cecCV0QrhHOSHKSwRYR3xMjn6BWp/m6A48SrfTNS4XYfBOfBCEXEnBeV1czIhMahsN2tPlL1nEXOmu2GcXji9TOixQBVw7qntkXOmiyOnYgW2sM2Uaav49GcVs5FHRs8qV13a4LuuY2HKBqgExfJhALkENZ2NSSDT8MZO46Q9KIW2dD9X0ukIAktTgOQI1CnOV4BdAvqX+lWM1/SUarMvttUgqUJwFuhZj/UBLwt+bxnbplzhn1qd6haKdvmUjPGzUbkta/4dKpG6CSDzfxujYS45/Xqh5nMx5VOCcaLNHUfELEa6uC2YeA5J+6khK+YbNApmLkYLaZZsMdMc3tIjnt8WH8XWeHAWiBmPcTslhNyJV/z3HpW8/DfLJoDnv7q98FA2XjNseYSEW4m1apkvxnYV6Xh/CUGT1Mj5+GseS4CR1WBd3Ep3YIwqAml211AdkCblKZuBhtYLXGv6ommWq8SmjMhbgU456t9wYchvFbRcQfqsz7FIgP12KDpdhUs+GmXBnIPRp3jmm5Sak41IKIFYmshEf6JWu7kKkWckFORhzYmrwD1X4B37jPpLzNfWxbqmVr7sVKwJKEdWBq4iyAF9t1h7tM2AxpgWAXkNMC9j4DHC8MdBut2ANgDd5wFboB7NDDguKo0k5Ht/dFQCMGFTqh6d/0IVYWGa6F6NPRTJK/nW4ehaT2fH38fx1+EIfq/cnznD+8DNbBlhIB9GbVgyxMoOHxDD3vkYJV7tvbQjuhu2ndktzUBtZu41ICMSVqpqhVaYmSYRwLVU4QbOAIPX0ELyWhMRYxVKZnIxzVSVoBY8PxMC4LvDUUM3rfpf4kIVF0LXB8LQbjrFvz+GPr+FWQwmtHimIN4V1pNnNtn8rYt5dq1gpyl+jvB/7rYYX3AXcBbVaLfaImB5kc7mLidUwwo812D1fGL3bsOlXlTCt5hYN0KdVAUrzZV25HhK1FKBb/8imGt0M0Hu5sRVmuM+VxcIc+hcu+IgUpJTk2F3Hi0AKQgI98WKYqoNYMQAo9bi0/sYeEXLtyEq3Dnrw8qjeA6wj38XhdqjYRAMTwaZHguHU5nL/30XAEaTKTKexcXeqJ7tR/nHk5CUzlFF3apUqsrdJHqrNKNzU45pHVi1L05UN17s1zQF9CYbu+PBs3q13hfTITwVYFrQXpS1y0mKmUTFqe5RP+r7anOjKrr2MFXoIWxXb8lSdWTzkr1y3XjfDmQ80Ed9/CxCCwfA1LOi8PGuxq+FKBTALb0huf2oQVlWC1xoN31UeDWfHBDepLWTL8F5t1QuT7OgBzziCJongGh4+KwKkdA4Crodx14BKYByxJQisViQrbu74gWwzlJeD8sJh1UC7b7If5JcO7Wd9xPCmTdckAl+UdBBH9TYMJ+OcLuf5a3NnwuRWkQcVpjfbYbxO2Bt5qAITBnmdpElKRLhtvgqSTBsF60IMcQiBgP2GdByyuah2kH9I+GMUpn/stFsG2EmC1KgZ6dBJ0fgJurlb564g2NWeMmOVJfTpWT/AXg5TA09Qd8cO9+RXudM/T89l3C2zaYFo06PQRcK9RccR1SHzX31Tgn71E0zZ4PreM0fxsWaC5Y/RKZ7o9sTAMiaiQNYsKSjvGu1//6a3553kebKf8ejYttiBoQcQsaEuEAvEU0H+CkMHEcfEnjzIwYpa2DNri3WDYqFu0SIteDPxFW3gYhl+Ztc1fgBsTNYmoqjPoYRbD8+6EGqhPB0QB/2KS0az3gLtP4kQNz+8PwIeDZh8FDfROurwTnN+Afn6Qgy3AVlS6HWW9C9DywpkPyFvGtARdfGArRD/GZHf/DU2b/24/PHaI/czzf8245OvdnwV67HtrmXtA0GxyPa1EMvM3BXSiXfdtueB1jGGbQzwd0mkaPWIzweLZwIAm/BvcR2DtDoMn4Stzj4MPORrJpQ7oEKgE+EECSK4kmynROqYHgEYj8vhbsCUdVoZOAKqWCQNfdnG1RKqP7YOQkuTDgS/M6hdJvLeUSAo0eC/gg5pvSNnNOg7hFIvxzTBEI8x6U4vqn1I6S8Igf6f7OA2yAy/mqrov7AFP2JRJE2wDtliNaVM6eqq8vyoLk6ygaMQI6+eD398Dvb4epto7x+AgkFloHBIqZBuy7DcoaoLhFZfolbdGva3RwPFmcqnTDIe6klPPyOGruUxqMGPgQPlg9XCKp3iG898BdOlHIISbkX3yTg3tM5Vs12rneHEtuGhCxjF0A1u/RqxSpwpc/xHt0AhwULh0HxRlwBF5jMIyKgaeRev2gACRDXTx02gspw6DTGnjjHhjYous8vAfAr7RbVJ1IHy05kHzYYGV6Q/erHYDanAMQ8x3db+fj+tkcLwcnCujtAUu9xpouQAWEq8Q/1RoJncNgq1OnHwLoxHvRd4nAciVQ3hs8P1akdCfcE6O02apRuhQVRs4iGTk1Ccv+KEL01Uhp9rVH2nojnE/mBrU/7mk5669ng81Ae/bA94B5HnNOZyFQA41roeYhiNhm5m8YInMAKzRNh/DTEF6qa4AA7xEPyuFPRykzHoAfjVRK5tYT0sw6uJ7CAxCOAA5Iub4sAvo1aFqsjgCOSAYn0w8HT0GhB07Gw8+vQNOX5Ie0lgKNu8QgDVA9QmmXqKeE4/ppT0icDldmKSSasQ2+/xZ0nwuR8+GFhwxmaBpcB8uv/wB9wnpWHgtC8EuK7p0eKYoO3wZtYs4sIw74bYO6BB/Qp0gD5B2mz0RdVZsu3AeexXBbMdjWaQy9W1VA4U8F+2i4JjwfLsTJRg00WgRwjjYRrRJNU4agDaNjiiJW/v36R7AH2MPQH/qa8q5v1+5TdKt7GDack02KDKsa0GGe9TrAMkvUD/OrFMkL9ha4OXgUbkxi8zkY19vMKecDMAKSTWpogB3yL0NJFdzKAY7NgDpYcxAOHoKiUWi+XXoLus+HyJlQ9jPW7oKjfYGeC2HBRGGLLE54ZwoMn64U5xOfjufmrz4+d4j+S4/PHaI/d1y8KlHCi2VwW8AsKOckY9EyTTT19tGcHolSWeVzpCC/YwE4N7AvAbi5TsKfyUBmKURMgytT4MpI6LpBBqfWjqctMgKMm10pXqNwg1SmW34GXWplwK3J2mk6ZkLTVLBfhJo87RpPIOmHVCAkPps6G3xUhdp+DUVvQshIZgHplSK1i3AZlftkRYrsiyUo6lkCnnsFJLdVyOkZCvxrlQx1RAs0/VR+Tw/AthK6FENgL9TkS17B/xK8MxpIAv9rWsRj1kEW3BUWC3WDE+0GD0CCAwZdhjsum0rZy9C3xqT+JqJdatNOnquBUZfgtmThNaZmmntLRFGkULWJ4mWZFGQIok/Ald4qNU46oOodgK/AP819D9IOg+sUvFUOVQ8JOxCcCV9/h0X3QckVNA5lQNxuSl4HshfjCQKOxyWVUJYCmUeNllkMTy/5rSQJRsFCrmsxqwJCSXAiEZrB7YOTE83YrYeH1howtRdW3YcGLuGU0h0VKeIhqhlqxDI/ghNdO1ioj42Qw0Kd+Grwqs/bjgq3rk0sUCHAd0R/8MzT5xotHZijuwEcxDYdhYU3tYPv7FMaLGoihNPZ44O7PoJ5bcbWCj+oo905gqh2IsNKlGJ6Cyiy0ZHijF0BZ+wQEwDcArnfXQpRpgooCQ40QYwfRY/CRUCGnLLYiwJJB88Ip3Zrvi4WvV73492qa7SUw8W+oivAYaJfIYhZJY226EuKkjxWCy2zKBgB74Y137cPg8jr0OCH4WkQ+Tpior8iQDnxinwN/wTc8VB1mzY3DdmA9yGpy9sGgesG9K+Vo2argLFA7UoxgJcOgvOJsOJtRWFaVokVPgfxNV2GcPQd8BuL0nrLMiHuOclwxCIb4ZyrKFFdIWN8sCMW3Jko1VWCtO8iG5VWDPSEGjf0KhZG8DwQKtEzY8/T2DQ4acNVFQBFbUFFXCYSelN9W6Ypmptq5rZtCFAjx8iarDG1XdFnrZBLkKncYAsuZf+PWczkPwc3LYryehJlV4YBjflQ1xdo0Tlsp9TpURMByM2BXR5zirAP9mgPGPMxNF2Gvd1F9ZAQBnI2yD9LhH13QuEpZD97L9IEbdkEwL6xMMuGNoDPXAXbfs2he3cKP3q9KyTeBsHf8/nx93FE/n9/5P/u8c+c58eWHO1eEoCP7RDvhsAvwLERhk2Hd+dKjytgQuFvAONXwMFlvGhZDIGdpPrFBzKvDjj7FiRfVLrDD1xJgW4B8MJt78MvxsCwQ0DTXIjeJOPv/r0+6wR5NEgwM/5pARUPAg+iyFQYOQzebPZaSulZAee7o+1qCjI+GSjC4UDRjuARRYVClfqH86vQ8lsBGcM+cB6DlpFAUFZmA0Cq8v3ze0tRvQqFzT3ztfjZh4J9D3CfqjJ6oIs77oNbmeAdA8cgZ7CiPCfD5rzhdA5FVxIRAocHJiQodRbph1/7oM9l5Mh9eJi9iQMZ4wImiwFgDIoobQ6btjhGStgToPU44JeURUJQkRZfL7gXLPs+IvzDO/jXbveAxwfRl/k2l/hJzJNw8C34wiD4YSRrMH3WjKnayWbq46Vs3rqUozlLyGuOU5V4LECQZ/DxY87yNEPB0wk8EEGEdsFOIK0vdK+FMjjVF7o1Qdl2nTrlDVhbBZuThY+CCrg2BbqcAleKdt9RZ+S4WLopWnmxqyKFvT0m5ekGZ606wxLQHLCZ9lu96o+mYXKkIi4D6YoyBTFOazxUWujJOfIIsvnLneChi2Zhs4JrMtunCF7SJwM5MTmQngZdKhDz+I1sSJkPsTAuQ07C005J1RReQE5JCYaROAUiJkPrLFO9pylTCey9B0VcfYhEL2YWcElMyPVTxYvj2yFG74Q2HjQP+GdpM3J0OUTGa/GvL4QetbB7pR6YQCeInSwizpRY+PWXIA/WVsCIDH0ktRlOdlLEdQ5Gq8wKuGBYjaQ6ejVCbSw01MDCVkVU3G/Zxegd8VUIjgPnSvhkucDVTb0h9w0gWSnM25ZBaKSq4+J/DvXfkTNxeSUE79XuIBq4OwiTWsB9SFEX6y7IqATfC5oncYvhSwok5QKeQwgj5V4L4VNgj4fIl8FyEzJPQss5I2+TLh6xhFXit8qogMgd0HkF7iHwcA1KPfpegObO0K9YKceIIl3IBSV7gE/sYCs3XGqLTdWqX054rQWWw/e5C4Y64It0bNa+Ew/p8dD1DPj/BXrWatN1fg5Yp2nst1xGb1qAKHBMhixFf6hAmop3bOBoX/lodabQaMwnMl+SzZGDZI9Ajk2NGUtc4N8rVvBvVDLqHWRLEzYB50VCG87UxAyehcyjsDwLAnOBHXwmR5i/HhT9137/7/iIaP2/VDb2//PweDzExcXBi29D4hWJLNaukzyHfy9YxujhzMHwhlRCy1roWqC/Myv1kOXo5baB5+d2lZwHe6iKhCjAJv2oIbXcSoWEOtOAozP005qskHO4WMbK/W2of1Yh6shM8D+gxaz+YTkJsUBJtqQNxknwdFQQI41ARylzIio3PwsE85WCC1WL0yh8QQYs3KA2WJymURlwZagcoiAyIFkeiC0Ws7WjVA9a8yA5IgDWARBKUBTJUg6h2wQmDZ6G9A0U3K3UyuYbwM5s6F8KuXA2rPLmTgEod8GAOkhuiybsmgTN22AUpGcq+hUXr51r4SHkuL5v2ueYIaMcman0X7ir2tIcr581vZWCG4yMctYpONUf+l5U+1sjRYhJLOQXwC7gcWDrcpi8EF7Oh3HFOkcv06e25ZJDmdEVCkxZ7pQb8G6KztmE4eo5IL2xfuAeBh82QDc3WE6IZuhwuilxrgA+XAp00SJk9YOlAXk1LiCkNGBLjOZC1HXk+Tj+3Yx2gzdLqQarXwtpO5isCVpOmgrDHkrjRLTofFe7wmozXx5Hqca3e8NwJOh7EaUix21jbyLcXi9/jfOJMMXgxmzA7wohoUi+fK7uKTdDIOmD69JhaKW4mJyL5QQFVkG/eXAoG6aXUtsAiXsXQP4K0tOgshw4vECLuG8NVJepPfWDwDUXgfjipcJedUFhguHj4PeTFPkgA5oTods44WrCRfDVd+HV9eIae68MUvfAF56g9SREDAbqIHCHCYiUQOtTEDEb3LOhxAPpb0CrAyImimVhSQP0KANfLDh/fwiGDYMPX4GGftA6Uc+IbShMuR/eyoKafXJCnRNgQxn8JEs4s6+XwC8nQVKpNNa2I128qt6K2P36TgivhGMTJULtQhWn7u8wdfJCKoGD7yOvcijwh+3io3JmiZTScr+ipRF9ZD8aTkOon6ZP9EagRmmp4AZDOmqm1PlJEFok+oXG5ZBRKi3FvICc8q3p4H5GJfCuybIFnoF6pix+mF0LdOJOTvHBl4fDhKswvyt8ExhwAG4NA+s9tMt0OHdDeDk89hC8dEpUEcEnwLZUNjJhG4wR9UH+DtodtOLOMORjsFv0SDT5IboEaICj0yDvKKSPgMotwJkyCp7OYu0u4NEyWJuliPsV4OUy6DlSjvipWfDPWbDxAszxwPpDMOtb1NfX43a7+a842tekxSfBHvvXnSzQAMsG/Je293/r8XnK7M8dy1Kh5Qh8r0xK3I35wBhpC8ViojdP434YGYWrm+CRSqiaAclwLQP4zSsC3t4ZAGeBdh9l41Wdcedskf9dgISd2RT3RIv+5A0CrbZ6YWAxNJVBbCV0Wwxxz8hIhIYLcNK8ASxnxfBbAgWPl8o5WgujTslROJGG0jxmnaAcLTyDgZRio5I9BppmgiVXlPiWXooceZZA1RQIn4O0t7VjSkXpQq8bSIGIV+WAxCPjl7hCKbiaEcI/tWyDHRO16wsulpNVls3a87DZ7Dp9d5fq+zuV6htwCbrehBUR8FqC4aI5D3unb5OjeQQqPRB3CFoLoPAkCq2DIgKpqP0Wp1II3nUyohEeAY2rekPqAQHbjwEpQZ6Zdg16TVYE5Bs95RgET0LPAujyIemPI4zY2IViob6rGN4apIXGhbiVxiyEPRnw6o9grdIJRbOOCbT7wBkRM6Z5hCVJWA9nFHFIvQZRN8FyHGLOKVuER/1cMHmJ7iuqWpGe8hEQ2AmeXDlD0YeU+rD6Ecp3PNR9G6iDK6N1IleZFtyoOjg5WnxaeATObn4UmgdIusJWAzd6Q31XLYpP+wTgnV8Hv+gNY5+GXllweazG6+FtFCXB1yKgy+vpmgd31cpxPgnsTIcM4wwlA6cUKSrZBQd3os3EiUnQfbGYwb1AzDw4BMUzSuEMJL4OPLQC/FC5Czi6UqXlkUMkqdIvS+mlqFzdU93Tkka5cRZcvaDTODi6VH0YvANuTZeQ6zmkefZxGXw8Whi3M6+AexYvT36Cvb0gog729QBvEthfGctpJ0y9GyK+kc3pr4JnD6SHofIhiHDAhRZY+y68GgvcAufxZdBnGLxTBo3PSIg3fEOiqDjg1Sz4pAxso8B6S87gi1mw8zRE74Lf5qpQ4aMyAfO/t18YrrRTsPtOqLkANENelvret1zs85MXsrkEDm6kg415/2ngODj6gnuZeLgsVZDWR39HrIXEfhA7B6JXq3rUt1WyKLnGblQBn7ygwhL7VggWSNz1CnBPQEyru5fKDtR9Q6B3aw4Eu4D7GLTYoMwNBZkwI4YPXouHB2/AJ13hxQMw4CjQAFG9tCFsDUhapWkfNNwDL78hm9f4hNLzTUsgYRvjxgPnjDPUA7DCoRQYHwn28wZflAHRxxcI4zQS8g4DOVD5q13gzcb9dBZrXymGxo2wK0uVb2/OgSP74M4sqQI0rofhWTCrTI72lsN8Dsr5+zk+jxD9iaPdG1/7W/FSdH0CLhdCS5FAhz1nw8VXIG6mHKPLa7UA5QXgwnpenjyLx7YgrashpYrdViNm47KHtKDUAZZsOQ7ZxwX6LEFGrXwv9BwDl5cCadB1Jlwca0Qq49XImIVwa5fSJv490H23Ig+vo+DTALE2l9ShiEksSpmdR85CLTJu7heg8XntwiJzxI3kmAIts+X4tXYC31LR4Td1k5Pgc8qZCMeq2idmnsRng2dE8GbbBPgloOl6Q+2NGAehSYYTaD+MDYgHZgwUpMDadSjKcjdcaITBMeCpUwS9sgyoUzmvZ+MMyN8Ab0NBAXwlDKN+i0RWNyLH70o2hEtl5AOHDambQVx6+4DrPOCF8tGQfgbO9FX/3JYFZ8sUKQLIfhjO7BLnSf5ihdeHIrmNYaVwejlTJy9k8692QfdxcHWZ6eQoODlU57gJDM4SDi0FSD+qKpnmn0Kn3ZwYBQODkOuG08fgWD+4bIOH1yKep/NA9VZofhNCBcJAhaslhWLfo9L6QC+Ies/omV2QknnMJmSoK9AK4YdAd7XJfrQjAhgaDs0/1iId/W9KmYUcAlWHHFBpUrs5ZyA0QREwYiGxQN9PQhFDP1o0j9DBo5Vk5t0F05Qc5EQdNZ8tQU5fBlC7FLovEbN1bCXuKUbkOH2FHPeN5pyZ5mftK+CZCa2JELsOmorkEPm2QPzzgAs6zYSbaxEAeIm0+hrXSVbGvwcc01Vt1u84fFAGya9D58WmEn8sOHfTGgERduAGtHaGiOtAf6jNhMS3Z7DvKxsYdQ0oN5GGXZA7DkrWmrkSRnMochyE5ogEstUF1skQXgfe/pCeB2fKoHOW+uu1MvhylvrxQhlk7Vchh20HnOwLPbMgYS2cHg23m8/Z1oL3RWny1QE1c8C9Rn23K1sp8cT5cLPQyL1USxokMhNYA813QVwAItbruY0MCLju22JSmcVqW00iRNcKs2XPA8doSb58IaB0VYRLuMSrg6TTiHHSiQLvHYoOBTvBTZuKDw6mwLBacL0DDfdD7FEVjliHQOM0aDGR9fqnFJ2x9leartWr9F68eearUIVt0Pw+BEV0+0NtPCS+r2mz6GF4bl065FTKQf9wPcMnz5IuYnGZHB8rkmYiSpuhMqC0DO7NUvrywkTokwUtLwiQnrbrs4sQLTz5t4kQLf88QvSnjs8doj9xtE++9f8G/EZSHbdmKwrgRVVHvWbCHxLFZ/KlmfCbZVD/LMO/XsvBrS9A5BNyUI4vh84L4eoChXYzio2q8lWwFcleNNqFI/Khv0cCv9sFTQXSS6vaanS1ZkkXKMIFcT9RFY11hsLZ8Ugm/faAHuhmZBxsCKdxGBmKdBTlMfhGklAoOnBA57X1E5Fc9A5oeUkgwvA6iH0PSIamHhB9FurzIe4ts7A8Dq3TZIgTNkHTNHEuhX8NPGCcple0+KQfN4DkQvhSkdpxGNzTweNH63ez4fcBPDshfbxxiq6ghXQnqsF+V5/JHQclW5CjV4OpAhuk+7EmC89ElLnZKxKsBDkGpx+BfjsBK6y/H2a9bhbN2XDrYcjqpfsKr4ZOc9W3ZSgK50Xpwu5z4ZNlukbji7rvqDrxpkTVwbTesOVNwC0dsaTXRfyXCxyDqTPhdqCwzbG4Coty4Lmf27UYpVdC/SsCqDu+otRZUwE4fqn0a/AoBBaocikqF7yPg/Ux7dLDOeKMIZV20bT2dFpQKunxPxH/UPiQFqJWq+Gg6aT22yr0vVAGWM9D48IOKRlPItxdq649Zfrei6gjqszfV+0qDqgzw5CKojO9gRPZ4CrVs1U9CIYfF9AoYhDkHdc5ahBxXj/z941siC9VVKilRM5u/TO6pbifgWeaHKW4Z5QOjHApouQbZLBVfiANBk2Hg2PlGAXegKRtBgh+CMYOY2oqbF6L5PqigE2wfTo8/C5KdaaAZ6OZi2+iBdkDHE1n+OxKDm4YC912w8V0kyIbqc6JmacUmf8Rcf7ghc5zoWIf2E9K6iO8ABglPcCmeQKI4zCyI4WKTviWan47RmqT0W83nByklHpLkebXyUEQd1x2oG6GaEPwS7cwvApIgfonDc0HxgEKqNovZpb61rtRKfXEStmZWhQtd06DW3P1veixiuSk0vF8WxKFT4rMQdWMXghmiEureqjmQ88ziowJgCjOMstVaDmlud+0E5zHoSlf92nJVR807RRlSI356mh0vkQ9U9y0w9cCpFuh8k3kINWZOZoJXFwAPVeQOwRKXpsjrGTiBn0m8gUgAb4wDT4Yq3sPHgfraXAs60jjNd0lgeuGMzB79WfjEM0/+bdxiFZ+7hD9qePzlNmfO3yDzQ6qTgsgM1SFEjMTLrwCKbXgnAmbx0KvxeCq5eDmQuj1BDSO1cPn3yNMRa8VkFAMN1eB/w090DYgcqW0yerm6KFOBA4uVZg/ZhZUTNJCZc9TJU78Cv1+a7qI9EIbIGalHuS+xhm6grBMbhR1OYIWKQdaUKqQ4UoG/DPA87ychuAG3XfMWmh8TOW2rtlicMWhEzuqIJwsZ4g0cEyU6GtroYxicBrYFsjoh/qprTFLteDEHVc6MSobsou0628GHhJxGgfQQpkuMjxPCZAPlftMe12m7XcDv1kp6YBmKClDC3KdOZ81XXw29jwzkA5xCVEFodulIWW/LkqFnpOhcrxkFGYVC6MVsxCCAyG3F9SuNuyPVe2MvQxG4rmX7arq+WSd8C+t3WQ8HVUQ/gf4OEOCnVveV18RVGVby2IZ+AO6982noPAGsFeRInLguXVo102lnIrGZyDqWxA6JbV6dyFCtTu0yEU9BbZvgrWXOG1c0wCbUiJEicFYHAQC4rccUVop/ufqtIhLphrII2coqh5cf4DI9/X5QF/hv0hVVVZjvlIs4doOAdIE0//x5mU18zl6PFTM4d8TXksxHWFj4tHCNvy48HMxSxXpOJKtNE0O6tcKhOnoXwr+ORAqNyK2TjmCjpFwaxrYxsoZ8v4cWh9SlVkqiip4h6kfGqdrkxDh0jMc4YLGVVCWCM3joXgVm9dBaAiwOR/eBe8IePh1IA9OuMHzkrmPY2Z+HjP3nFPJwXLgzt2MGwW4nzIRjdnCAl62Q8QocJqwV9xc4YPsR6HzfKXQGtdD0wRoyJdUTPYswA/HnlPaLSII/q1ayFuXgOMROGrXuDftFLfRNWDy8Y5iiqgNciDDDdC8QI4018DxuhwqxwaBoDMRP1Tk3dCaAa6F2tQMRM9cIh3cZQkbIeEFiNyt6eVHtrJNSy/CZYo1ajTgtlMQdmosE4EP+kqqhSq4cp/kM4iH64vBswySj2tuxRQrOu7J7ZhDzQvEc0R6h5bjBeQwjgnAm8KbXbvbjE0Q2Y5PNkHfFRQNgZJXJ8G4NZC7QX3uz4b67wpzdyCbcTN2yyG7XAbhO9S34achZokitCfvh6jVfH78fRyfO0R/7ihLMBGSnlqIe24QALlxo9Jl1UDdDF6esRsubBSYtksRfDRJhioJcHyFgq/X6mF0oYhCVC64FqvSqGEkRC+F1DUdkYf8JVC/SkYnsE3SGfbdUqhuXAXB3TISsZUQvQrookWlLcJQl61dTFtAoA1bU2vXz8HIeKUhh8rWVxpp0QtQlGO5IlAtp4S9IUlVb20U+ZZqKH/IEKS5pLDdUgSdd4NttXa9LXMhYZ0MbXCJ9Mz8c0Q1EPNNuPAC9INxOXREq/yon4sl+EomUAJTR6m9Lw9Gi+j7yMgeAxpgVRaayUmm/yyV6tsIl9oc2G/a7oLW30LDcAgd0Q7bvxXifCKdrMnXfbcWyDBfLlSn2oBLs9SeXsCHY+ELxRD/Y8OJtNNUn8XDzFphkFzflEMa64OT9yk6Vl9kgKW7xJXiXgCb7UohnQQGCKDrRmBdvGashqI0T8QRpQxCGUrRRnxVZJe+rdD8rHF+/NA0UY4dADbdP5goUKoYxCMHCFtFFe0y9PXPAQ5hjcIlELqg9EpDDjRmgGccVA6FqvGKDrQm6B4yYZULRR8dakKR24xFFRA1Q89DHYoK9dZYDR8BXLdr9+4A3k9EpYZpHemXrpiKyJEMf1jVhEQhMLU1TePquQuii6Wjl7DW8N4kyBGztAhHlmr60HVW9xvzgigy3NuErat9Wv2UUgvf2KDnNB+s/YA7lS662gn2Paz5+YUSlA6rQym/j8fKWTMBuFAdkAorfOg5it4G7lV6dvoGwPYC+KbDyXyRqHZZL7LGsmwp/CbVmucR+FKxbEP9ndAdpUtLhur6gWIxU5ePVsqLFFSX6Gf4ODO06Sha1BuI7A8M0ubKNhzq75eEiMWpZ8hv5koIFVFcHqS/U0RrMS7VjGtULly4H7y99X9voq6VQ3shrDiPthoJjzIzD5NUFPCvLfBd5JR6blclahXwLbfmGChSlY6euyiAWKh0aqMW/6zG3z6xY3zb7KclEQ7NgRGwLwMuO4F8Mxc9QMw0OJHPXWHIfXSbzn3etDetVFHGi4mkP17KrhuYApIb2oxGuMB5ULamdUhH4PWzOvx/o9fnx588PneI/tyxvF7psqZueqBKEsVp43kK6tfBBKDVy2NlCIDomqwIR8Q2iJ5H7t1AuIxxwPBhyFjEFCgt4euuMv46E7Isz8aTCrm9MWKX6wVG7AWEehgm2FoZonQkeeDNBqziIWpGKbcotPjEr4A0KMqAcQ6McGOgw7gMoQPo2lKuha11BZCgNlJhyNuOAzW6fnAF1A4SdX0d2t3V5IPzQruKCJa5WtH92fqerVaVIME08K+B6wvEaxTYCxgdKBdMbUuZJKyCfDEJ7HUCWfBsA9zyiySZJHPvnif0ZSc8XoGMfZZ52TB0/+XCPtiHaodJECIHK+JlHaDddOxFuOqEynzxOPlfgYilsMSi7/uGgmWOxqgaLdz23TKgwZMyiPY8pTltJ9gXCTRlgacAFvrhglP93VyiNMLXb4h76twUqJ0Lca8KS5YCHANvLVw/Dy8DL48CYqEoC0UaW+4GPCL3dE4RJ5ZtjDiwbHVyDEhRW63JIttsS49Z03XdQCcoG0pH/jeFdmKq6FqgASK8WmSsOdq977bBEy1w0amS6NQ3AYtwMBNWgB/mnaOj2u5hKCwBfp0ILcuUwnJs0O48CG4HUAIH9wFfDOhzVtOPljmqTGr1KkpUq6k4bvoGDl6BMUeB44OU0sEi0G56P7Fce7LlIMYXAZcEmI6dINDvh0shdEUPQnAe9H1CFBn1YyFqH3whS1VTnn3wq/GKQoURdUAIjg6W1NmXLMD9YDmGMF6nNG7k74bXoWAw5A6GhAF6HvtsGQSuNdC8Q1HTcKWwU6AIUc+RSoNa4pWWdk4BxxgIbtfz1mcg7JwBTbskShxfqwhebjFEZ0HcdvVb8mSIeEX4pKg8GDObg+eRPbqCnIELr2hD1TAbfOv1rMe9JcLB5lLN75RiqF0GFIseJG09dJ0OY1QNuusA8MELEiXudQCi31TatUut7FsJcMI8L/XfVdtC1bIl9qGyAyUj4IeRIif9hzOKqF7tqan4Ex+kH4CuWapWa0BOU+AVCHWB3Nc1iUKVmttxs6B3qe7vFHB0GTTNh9FryE2BURbIO4eisSnA7+xgg9zHihl1E0rOId64hnRFFyvOgncZfD1LAP43gNBWaJ0L+IWRrH8GLuwF60eQsh6iXuYzO/yoUvWveX3uEP2nx+cYoj9xdGCIfgnO65C9BEpfUWi9cTskPKxQfiqKBEcMkm6PfSEEDP7Eh6IU49DDegxVgLRmSHgSJ8oxXILOSygeDvkH0Tp1ca2qN5ghTE/MYqPQioCNoUlaYJ3PKhrimafTuVBVV/2zwnVkIQN1ko6S+7bL3jDtCi8wpf03TKqoWNU2nucVOYpwgXUbRC4V9qYlBuoStc66zwtwfGux2tW2xoZnqMILdE7qFIFyP6vfG1fBYIMbcSCjd3oVRM4T/jfHnCcKip3w40hJdNAAXFyniEzENsiDRb3hufdRFGUHCsOXZwOlEDWpY8cb910I1xlQepQuELxD9+NJgeQz4H0SIt6E2FJULmND1iMW+s2E3yfCHbVwYSV0my+AZb/5KoG7J6C+bjBjdvARGHBD144cptLwWJ/+DjmEAYkqB8sT8kcGQG0SPJEEX2+FMVdNf9ahqqpwrQHD+iWlYM+nnVCkNUMaZqBO8jwrRyF0RU6dfbTuoTlZ8hT2o/9usEyqCIwjHKQ9BxZOh7L++l/XWnCdkDMcdxESx2hORmVDriobFyWZsbiQLtxTyIzv5bFKqWQix/UcKuGuQlVoOZVwdTm0LlQq0TkJOs2Hm0shbwmrMmHeS9la+NLRwn1xJdQ9JRyJtxii8jXvbH21IbA4IW4J3NinFGnnuUo/N+000h65cjhC2SoZn1UGzz6tCObNjWpcy0IaRkBstZ7f1m6mm6Pg0ijo8fZy6LtQ3VVs5+hjAfLK0X02AOVykNZufUWYwwvLTb9WCQsYOxfKZgmg21AM0b+HyCUC9v9DFuxB1WXdHoCUUqg6Dded0GOZFO7X58HXssTEfWEKpM2CTsV6tp2FMKxIm56dSIfx7lr4cLXkPsL/YKIdDwA9hAF0YHQsfiKb4F5gMHGlHZWbF8w0s8xRG6jR/EkthapscJeaNH2iWO4bl0jc1TFSERUQsPrMIG2cXgS+AXQ/rvd6XoWoVyFyhAhR/UgGxF2sVFjFLMh8V45lZBH4/h3Gp5eZX/sREWUdkAYvZ8Fj+4Ba2DsJxmzT48B9wLp0eKhSxSi+MvhmlkgvPy6DmAdU7nkDOH0BknuBbwb4F8OEfvC7V2DHCBi9HWb942eDIZp6Emyxf93Jgg2w+XMM0Z86Po8Q/bmjKQN8b4mXpPNMuDVJzlD9CzIONxIhZjXcc1y78abt8MXZ4CmErlA0DnhtTgd3R9NCpWluTYTgbQrd3loCVZD/S/QwXwHGFoBtvZyKXoulY5SFFoOIBVrkYpZAzMMKQ8dsh5axWozzFkOfWu2ItqA1fTod1UAutNZ7kVGIM5ikmNlKw9iGGtDsIqXmErYpxRM8I06ehkRJG/gxZd5WpcbiMeRmc4wEg08OW1OBVMbr9yv6Yp+rvjg1SYtGBXAom0WT58kgnwWOwSE3nLCJcn+X39zHSSBvtniInEANPPcaVPcD9mLEOpFRtiHGbWuyMcwLtUgGTyriFrpdeIaQQ86Q9Rp8/bfimuIKlN0HoRSxdXeaKW6Yu2qFx0qcr2hh9/lykh4IKGIUWA69NkD9BBgwS5wrkY3w6O8gdTW4T8C3nWqjPxWIFrB1gCKDiVXwI0MofcmNzrkPuGe+oh3hC0ADhOcr/RbuCSRD6B1Vz1GtxTbiTQguVJTF8g0z2M1qi/0TpWbaHn3Ps3K4YwogcqEGsbWH+sifCpnnNbaViSrX/xA5kY3LoaUMnM+yfQi0fgjPhYBPxoL7SY6ORE5PCmD5R0UMG9T8E4N16aJUOlI1txaqmYFipXEqUdXZNSPXETOP3BFwy6Fbput8iP+ZpGfaVMf9G4AuEFOkCV+/Dm5mQKiMgruBlG3gPyMQdXgMJ6ageV+73DAR58HHdjpPsQCpMA6qEpHjNhE+GgWLHgFCkHkCsCyEU/ByDnBbgDxgeG9gB7R+RU1Y0w9pp51HNqLqfri3SBgnS6a09KpR9eDJKXJgeu1XtK1lmTpqRKlhn3foGb6+WM5QPyD8gnm4EQ2EbyM4t0PrEFZlaDhzJyJeqHLExWW/KQfEOQFufVnRttZCuJWv+TFwm8RLm3Og/i2IKlYkbQDs/SpiQA37oCxPzpXzWaiZBPGluB9BdizC7HasyF5ZsjSZrZcg4haWH/wBy8I/0O/CIUOH1U2Yp/ldtcFaMQKYYSKOxZqDllxY/LHmc/gGhNdC6EcS4n0I9o40XRG5XfbFKsqRh6qA/lD0CPxLBHKiaubgLQdmVar/+wFxDygd37ie2HlHyX28lLNd0AbSZxGDdewGEeXWAfV5sKERUv6Rz4+/j+Nzh+jPHPOfOKAd53Jw3410hupXIpa2tQoTBw9rpxM5WHw7xcBdRVBRKGXshn/kdHdYNB7tSCJWKzoQ6KQc/5xSiFgGCcsJX4F9D6I0Qess6VHdAvBrsUgDrINFVmOfpZ2L/RGYlqFIyIgNMpwVc8ByCIbBpTSobHN+ms0rDRgIi8ZhALvrgZCYELGAY45wKbaxInmLqgc2qNqkAXHUbAZ29pdz19Rb58kCmtd0dKClXABr1yw5O6279f3Gt0QCeWEpRcOAmaV8zQdcTYfItRSMgNsaoTEScEK6Aw6lwYWp5j6GAL8oE8Cz0U6nnyDOkCxIb9PTykMaWo5S7XZTkGG2jdECavWqsi72DHwlRYt9Ygy4vgPBk/xwyTtgnwBlP4OL8E8/fk94pyxknAfWykF7tBYOrpR8S8lDtNYhtfnbi7nz8XPwaE8gUjiw1mh+1PS2pBe+5YYt+cKqHJ1BSYWG4LYtMNoCJ2Nhbx4wBS7YUfqh+R4gSWrzMbPkmICA/xEtUP2QNM7CDpVFR+YK1wRi2b05CKrz4bzZFf6/7d15XJTl3vjxz7AMiwSjogykAmqCC+Juk49mSqCn49G0UuM5j1tlBU+ay0lPP5fsdRLtnDotaPXqOerr91iZJpb+1DQXTENUEhcEjhDmipxENgHZrt8ft0yNDC5nRGbg+/Z1v4T7vufi+nLNDN+5lvuuKQbvtwFnLVE0ABjhch9wLgLPU9p5MQUMW7hf+6P+2CktvrIB4PE7dj7zJMZK0HUEPovS7uc3dj79S9FeC6eWQ/XjQCbekUAAxLkDZ2DBNrTb2WRw4x5UC7SrTLfoqn2vR0tGdsL7T8eQVg0tW6Ml+1mDgSvahGX3h8B7qfZuVrQASpdjvsV7QCcY+g6frBmsfZBpeRbUf8EjI+m9+V2tN7WyG1QP1uZGOR/k8pf/gqhoOKNdfZqHtOQt7KI2O6f7k6Ar1vYzHCbtgu6PAV/BG0r7w5uxCXJag252H+j6MRSla0NnDzwNW6O0uVzKG/7jZfDapv2eg/tD9nRt8vX1bdpqxz6dtCGjrARocUbrFPSq0OYr9f0Gih/WlqR3mAs/xkO1tzYkNngUr+Rpt9tIS0PrJSr8BErnacd/idcS35b7wOlGt09lGnScrP1+f/4fKA2CgB+h8ll4+lva6+Hx00DiUm3+WvufwOOsdl2gDhshEopS0BZL6LtByava69+tv7YYoOoMXA+DzcOpoQc1j/XjxEoTGIvgUlutd/i/AbdSeGW59sEq6EbdL2/WpgZ8eVJrW5dQbaWry1IYaGJkW3h8M7B5qXa18q4b2WOC/3SHCUbtxsILUuGH/x0LHb9l/MSPaeHJr0OK59CSvKxsAIovTyCtALruB1J2gt9yqNpz495qM2FrNvjshC/3Q94S7hsZMmtQMmRmRWFhIQaDAd7eDoYSeOIp2PFX8JwDed+D92Co+St0nwPHpoDzKtB9CGGxkDIeeq+D4zHgEw+PwNgWsHE94LIESh7TuoDdl2if1B84BOUz+GkEdCwCfIEt4+H6OvCYAtVnwWMXXNXDAzPBZbmWMOn02sRgfTHU/AF6XtWSnQsrtRVEPVaxKRTG6NDG1n8G/NDeUPugfVo8CZQ8CC4doDJD++NStklbsn59P3iOg6ocLRHyeQMqukJRkHZtHU/AUAneP8K16dpQFWiJW0W4VoZLF26M8UHxDHjgQ7T7WvnB9THwB3jAAMXXgB2LwO0N6AXLAuC1fMALuArHPaGnJ4Q6Q0bCMq17vHQdRMCPLaHPRVjbBaJ3oq00+X968KiAahPokm7c9mQ86IfdqGSBVkbNFDht1C6ZXA50fA+yZkDoYW0ljFPJjbr6wUgT7PsTr49bzl8SPmTyk7GsTviYAU9O51DCUnh0vvY7voS27H3hDJiMdsf3oQlw4kltCCkHrf2ic8H9mLYSKjgLukDhdrjye7jgAbPdtduGbQT4zAQekdrKN/0lfr0QXLH2X3XHX5+8zheg6gS4hGmNXbssvaKrdhVqAK99aEFfA5yhYA44tQTvxaAMoLuiPbYiFP5vO62+/wX4ZsIXIVqy2auXVtblB6HbBegM37WAiBS0Py49+HVe2bkl0HKh9vzrcuN30OHG8a/QPp2f+xBcYm8MkbwD7WfBuWXQ7zVO+UC3jXp4uuLGkDJw7C9wfTdU7YLKH6FDH7jUGVr8N9oLwRU6zYDsD7Una9BUOLMEyheC+4daxdrOgPOjwHUzTEmE1RnQcjrkbQDn69A6ml/8wDdfq3NhJviMBk5DoRv4FLeEQVcZ0BkOrRtPbv91GJ3hnDvs84Poi/CzKwRu/x4iB8MPS6B8AOjehvLvwedNWBIF/+gFpzeAay64xcI/UmFlL623dGsqdOulrVo/kQobgNlpkN9du9vt+l5w5S9w6gnovBSc1kGlCZx9mTx+M+eB7/YCl9FuzLx/GRQPAZ7SLsBY0wmKukJAH+1nZP8DiheAPhSq/w94pmlJZuBVbWJ29o2nXckyKHgcfE5A8Uzt/ScD7QNDMLAFMLwH12ZozeE1BWpGa8/BqhYw00m7y/3XF+FPAdD5jHaxxj8B3ZKhxgv00Tf+eE8BwyooWQT/8yT88Qzgoq2QrbkKrp2hMktbgOAE/PggPHIB8mFPL+hxBtrcuAfrTybouB1wg6SRYDqB9gFrI/DXVNjdS0v896eCVy/tlkgFwMZUCOkFpeMhcz4PLOxF8Vdr4evu8PhRiJ1CQUGBNqzVAMxDZpGp4GrjkFllMeyQITNrJCGy4qeffqJTp06NXQ0hhBAO4ty5c7Rr165BypaE6P6Qm7ta0aqV1t1x9uzZBsv474eioiLat2/PuXPnHPaJ3xRiAInDnjSFGKBpxNEUYlBKUVxcTEBAQMP/sDJ+vRL8v6vqXlSkaZKEyAonJ21qlY+Pj8O+SH/L29vb4eNoCjGAxGFPmkIM0DTicPQY7tsH5zJs/6stCVG9ZFK1EEIIIZo96SESQgghHMGNK53YpPr2pzRXkhBZ4ebmxqJFi3Bzc2vsqtikKcTRFGIAicOeNIUYoGnE0RRiuK9KkYSoAckqMyGEEMKOmVeZdUwFZxtXmVUXw0+yyswa6SESQgghHEE5ts/8rbkXFWmaJCESQgghHEEZkhA1IEmIhBBCCEdQBuhsLEMmydRLlt0LIYQQotmTHiIhhBDCEciNWRuU9BBZER8fT1BQEO7u7gwcOJBDhw41dpXqtXjxYnQ6ncUWGhpqPl5eXk5MTAytW7fGy8uLcePGcfny5UassWbfvn2MGjWKgIAAdDodmzZtsjiulGLhwoX4+/vj4eFBREQEp0+ftjgnPz+f6OhovL29MRgMTJs2jZKSEruJYfLkyXXaZsSIEXYVw9KlS+nfvz8PPPAAbdu2ZcyYMWRmZlqccyfPobNnz/LEE0/g6elJ27ZtmTt3LlVV9++SuHcSx9ChQ+u0x4svvmhXcaxcuZKePXuar9xsMpnYtm2b+bgjtMXtYnCEdrBf1WiXmrZlk3X39ZGE6Cbr1q1j1qxZLFq0iB9//JHw8HCioqLIy8tr7KrVq3v37ly6dMm87d+/33zs1VdfZfPmzaxfv57ExEQuXrzI2LFjG7G2mmvXrhEeHk58fLzV48uXL+f999/no48+Ijk5mRYtWhAVFUV5+a8fkaKjo0lLS2Pnzp1s2bKFffv28cILL9yvEG4bA8CIESMs2ubzzz+3ON7YMSQmJhITE8PBgwfZuXMnlZWVREZGcu3aNfM5t3sOVVdX88QTT1BRUcEPP/zAmjVrWL16NQsXLrSrOACef/55i/ZYvny5XcXRrl074uLiSElJ4ciRIwwbNozRo0eTlpYGOEZb3C4GsP92EM2UEhYGDBigYmJizN9XV1ergIAAtXTp0kasVf0WLVqkwsPDrR4rKChQrq6uav369eZ96enpClBJSUn3qYa3B6iEhATz9zU1NcpoNKq3337bvK+goEC5ubmpzz//XCml1KlTpxSgDh8+bD5n27ZtSqfTqQsXLty3ute6OQallJo0aZIaPXp0vY+xtxiUUiovL08BKjExUSl1Z8+hrVu3KicnJ5Wbm2s+Z+XKlcrb21tdv379/gZww81xKKXUo48+qmbMmFHvY+wxDqWUatmypfr0008dti2U+jUGpRy3HRpTYWGhAhQkK0izcUtWgCosLGzssOyO9BD9RkVFBSkpKURERJj3OTk5ERERQVJSUiPW7NZOnz5NQEAAHTt2JDo6mrNnzwKQkpJCZWWlRTyhoaF06NDBruPJyckhNzfXot4+Pj4MHDjQXO+kpCQMBgP9+vUznxMREYGTkxPJycn3vc712bt3L23btiUkJISXXnqJK1eumI/ZYwyFhYUAtGrVCriz51BSUhJhYWH4+fmZz4mKiqKoqMiiV+B+ujmOWmvXrsXX15cePXowf/58SktLzcfsLY7q6mq++OILrl27hslkcsi2uDmGWo7UDvbF1uGy2k1YI5Oqf+OXX36hurra4oUI4OfnR0ZGRiPV6tYGDhzI6tWrCQkJ4dKlS7zxxhsMHjyYkydPkpubi16vx2AwWDzGz8+P3NzcxqnwHaitm7V2qD2Wm5tL27ZtLY67uLjQqlUru4ltxIgRjB07luDgYLKzs/nzn//MyJEjSUpKwtnZ2e5iqKmpYebMmQwaNIgePXoA3NFzKDc312pb1R6736zFAfDss88SGBhIQEAAx48f57XXXiMzM5ONGzea62oPcZw4cQKTyUR5eTleXl4kJCTQrVs3UlNTHaYt6osBHKcdRPMjCZGDGzlypPnrnj17MnDgQAIDA/nyyy/x8PBoxJqJCRMmmL8OCwujZ8+edOrUib179zJ8+PBGrJl1MTExnDx50mIOmiOqL47fzs0KCwvD39+f4cOHk52dTadOne53NesVEhJCamoqhYWFbNiwgUmTJpGYmNjY1bor9cXQrVs3h2kH+3Qvenikh6g+MmT2G76+vjg7O9dZtXH58mWMRmMj1eruGAwGunTpQlZWFkajkYqKCgoKCizOsfd4aut2q3YwGo11JrpXVVWRn59vt7F17NgRX19fsrKyAPuKITY2li1btrBnzx7atWtn3n8nzyGj0Wi1rWqP3U/1xWHNwIEDASzawx7i0Ov1dO7cmb59+7J06VLCw8N57733HKot6ovBGnttB/skQ2YNSRKi39Dr9fTt25ddu3aZ99XU1LBr1y6L8W97VlJSQnZ2Nv7+/vTt2xdXV1eLeDIzMzl79qxdxxMcHIzRaLSod1FREcnJyeZ6m0wmCgoKSElJMZ+ze/duampqzG+w9ub8+fNcuXIFf39/wD5iUEoRGxtLQkICu3fvJjg42OL4nTyHTCYTJ06csEjudu7cibe3t3mYpLHjsCY1NRXAoj0aOw5rampquH79usO0hTW1MVjjKO0gmoHGntVtb7744gvl5uamVq9erU6dOqVeeOEFZTAYLFY82JPZs2ervXv3qpycHHXgwAEVERGhfH19VV5enlJKqRdffFF16NBB7d69Wx05ckSZTCZlMpkaudZKFRcXq6NHj6qjR48qQL3zzjvq6NGj6ueff1ZKKRUXF6cMBoP6+uuv1fHjx9Xo0aNVcHCwKisrM5cxYsQI1bt3b5WcnKz279+vHnroITVx4kS7iKG4uFjNmTNHJSUlqZycHPXdd9+pPn36qIceekiVl5fbTQwvvfSS8vHxUXv37lWXLl0yb6WlpeZzbvccqqqqUj169FCRkZEqNTVVbd++XbVp00bNnz/fbuLIyspSS5YsUUeOHFE5OTnq66+/Vh07dlRDhgyxqzjmzZunEhMTVU5Ojjp+/LiaN2+e0ul0aseOHUopx2iLW8XgKO1gb35dZbZDwQEbtx2yyqwekhBZ8cEHH6gOHToovV6vBgwYoA4ePNjYVarX+PHjlb+/v9Lr9erBBx9U48ePV1lZWebjZWVl6uWXX1YtW7ZUnp6e6sknn1SXLl1qxBpr9uzZc+MFbrlNmjRJKaUtvV+wYIHy8/NTbm5uavjw4SozM9OijCtXrqiJEycqLy8v5e3traZMmaKKi4vtIobS0lIVGRmp2rRpo1xdXVVgYKB6/vnn6yTWjR2DtfoDatWqVeZz7uQ5dObMGTVy5Ejl4eGhfH191ezZs1VlZaXdxHH27Fk1ZMgQ1apVK+Xm5qY6d+6s5s6dW+ePQmPHMXXqVBUYGKj0er1q06aNGj58uDkZUsox2uJWMThKO9ibXxOirQoSbdy2SkJUD51SSm71JoQQQtipoqIifHx8gG+AFjaWdg34A4WFhXh7e9teuSZE5hAJIYQQotmTZfdCCCGEQ5Bl9w1JEiIhhBDCIdTe3NXWMoQ1MmQmhBBCiGZPeoiEEEIIhyBDZg1JeoiEEEIIh2DfV6rOz88nOjoab29vDAYD06ZNo6Sk5JaPKS8vJyYmhtatW+Pl5cW4cePqXKn8lVdeoW/fvri5udGrVy+r5Rw/fpzBgwfj7u5O+/btWb58+V3XXxIiIYQQQtgsOjqatLQ0du7cyZYtW9i3b5/FveusefXVV9m8eTPr168nMTGRixcvMnbs2DrnTZ06lfHjx1sto6ioiMjISAIDA0lJSeHtt99m8eLFfPLJJ3dVf7kOkRBNUFBQEDNnzmTmzJmNXZW7dubMGYKDgzl69Gi9nwaFaE5qr0PkxGp0eNpUlqKUGibf8+sQpaen061bNw4fPky/fv0A2L59O7/73e84f/48AQEBdR5TWFhImzZt+Oyzz3jqqacAyMjIoGvXriQlJfHwww9bnL948WI2bdpkvt1LrZUrV/L666+Tm5uLXq8HYN68eWzatImMjIw7jkF6iIRoBJMnT0an0xEXF2exf9OmTeh0ukaqlRDCnnlSc0820JKs32713WvuTiUlJWEwGMzJEEBERAROTk4kJydbfUxKSgqVlZVERESY94WGhtKhQweSkpLu6mcPGTLEnAwBREVFkZmZydWrV++4HEmIhGgk7u7uLFu27K5esOLfV1FR0dhVEMJutG/fHh8fH/O2dOlSm8rLzc2lbdu2FvtcXFxo1aoVubm59T5Gr9djMBgs9vv5+dX7mPrK8fPzq1NG7bE7JQmREI0kIiICo9F42zeir776iu7du+Pm5kZQUBB/+9vfLI7n5eUxatQoPDw8CA4OZu3atXXKKCgo4LnnnqNNmzZ4e3szbNgwjh07Vu/PPHPmDDqdjo0bN/LYY4/h6elJeHi4xae2xYsX1xnS+vvf/05QUJD5+8mTJzNmzBjeeust/Pz8MBgMLFmyhKqqKubOnUurVq1o164dq1atqlOHjIwMHnnkEdzd3enRoweJiYkWx0+ePMnIkSPx8vLCz8+PP/7xj/zyyy/m40OHDiU2NpaZM2fi6+tLVFRUvfEK4Qg8UbSwcfNEmyVz7tw5CgsLzdv8+fOt/sx58+ah0+luud3NsJQ9k4RIiEbi7OzMW2+9xQcffMD58+etnpOSksIzzzzDhAkTOHHiBIsXL2bBggWsXr3afM7kyZM5d+4ce/bsYcOGDaxYsYK8vDyLcp5++mny8vLYtm0bKSkp9OnTh+HDh5Ofn3/LOr7++uvMmTOH1NRUunTpwsSJE6mqurtVKrt37+bixYvs27ePd955h0WLFvH73/+eli1bkpyczIsvvsj06dPr/A7mzp3L7NmzOXr0KCaTiVGjRnHlyhVAS/CGDRtG7969OXLkCNu3b+fy5cs888wzFmWsWbMGvV7PgQMH+Oijj+6q3kLYG1uTodoNwNvb22Jzc3Oz+jNnz55Nenr6LbeOHTtiNBrrvO9UVVWRn5+P0Wi0WrbRaKSiooKCggKL/ZcvX673MfWVc/PKtNrv76Ycudu9EI1g0qRJavTo0UoppR5++GE1depUpZRSCQkJ6rcvy2effVY9/vjjFo+dO3eu6tatm1JKqczMTAWoQ4cOmY+np6crQL377rtKKaW+//575e3trcrLyy3K6dSpk/r444+t1i8nJ0cB6tNPPzXvS0tLU4BKT09XSim1aNEiFR4ebvG4d999VwUGBlrEGRgYqKqrq837QkJC1ODBg83fV1VVqRYtWqjPP//c4mfHxcWZz6msrFTt2rVTy5YtU0op9eabb6rIyEiLn33u3DkFqMzMTKWUUo8++qjq3bu31fiEcCS1d7vvxicqjP+1aevGJw1yt/tTp04pQB05csS879tvv1U6nU5duHDB6mMKCgqUq6ur2rBhg3lfRkaGAlRSUlKd86295yil1IoVK1TLli1VRUWFed/8+fNVSEjIXcUgPURCNLJly5axZs0a0tPT6xxLT09n0KBBFvsGDRrE6dOnqa6uJj09HRcXF/r27Ws+HhoaajEmf+zYMUpKSszX+ajdcnJyyM7OvmXdevbsaf7a398foM6nwNvp3r07Tk6/vtX4+fkRFhZm/t7Z2ZnWrVvXKddkMpm/dnFxoV+/fubf0bFjx9izZ49FPKGhoQAWMf329yKEaDhdu3ZlxIgRPP/88xw6dIgDBw4QGxvLhAkTzCvMLly4QGhoKIcOHQLAx8eHadOmMWvWLPbs2UNKSgpTpkzBZDJZrDDLysoiNTWV3NxcysrKSE1NJTU11Twv8Nlnn0Wv1zNt2jTS0tJYt24d7733HrNmzbqrGORK1UI0siFDhhAVFcX8+fOZPHnyPS+/pKQEf39/9u7dW+fYzZMZb+bq6mr+unb1W02NtkrFyckJddNVOyorK29ZRm051vbVlnsnSkpKGDVqFMuWLatzrDZxA2jRosUdlymEvfMEXLDtSjkNeZ3qtWvXEhsby/Dhw3FycmLcuHG8//775uOVlZVkZmZSWlpq3vfuu++az71+/TpRUVGsWLHCotznnnvOYg5h7969AcjJySEoKAgfHx927NhBTEwMffv2xdfXl4ULF972Gkg3k4RICDsQFxdHr169CAkJsdjftWtXDhw4YLHvwIEDdOnSBWdnZ0JDQ6mqqiIlJYX+/fsDkJmZaTEm36dPH3Jzc3FxcbGY8GyrNm3akJubi1LKnCzdfH0QWxw8eJAhQ4YAmGOMjY0FtJi++uorgoKCcHGRtzHRPLRA3YOEqOEuPdiqVSs+++yzeo8HBQXV+RDl7u5OfHw88fHx9T7O2oe5m/Xs2ZPvv//+jutqjQyZCWEHwsLCiI6Otvg0BdqExl27dvHmm2/yz3/+kzVr1vDhhx8yZ84cAEJCQhgxYgTTp08nOTmZlJQUnnvuOTw8PMxlREREYDKZGDNmDDt27ODMmTP88MMPvP766xw5cuTfrvPQoUP517/+xfLly8nOziY+Pp5t27b92+XdLD4+noSEBDIyMoiJieHq1atMnToVgJiYGPLz85k4cSKHDx8mOzubb7/9lilTplBdLXfzFkLcPUmIhLATS5YsqTNs1KdPH7788ku++OILevTowcKFC1myZInF0NqqVasICAjg0UcfZezYsbzwwgsW1wPR6XRs3bqVIUOGMGXKFLp06cKECRP4+eef61y742507dqVFStWEB8fT3h4OIcOHTInavdCXFwccXFxhIeHs3//fr755ht8fX0BCAgI4MCBA1RXVxMZGUlYWBgzZ87EYDBYzFcSoinxuAcXZfTgzoemmxu5dYcQQghhx2pv3TGOFbjicfsH3EIlZXzFy/f81h1NgXyUEkIIIUSzJ7MRhRBCCAfgiUJv46ToigacVO3oJCESQgghHIAnNehtnAPkInOI6iVDZkIIIYRo9qSHSAghhHAAnijcbBzysvU6Rk2ZJERCCCGEA/BE4W5jQuMsCVG9JCESQgghHIALNTbPAZI5RPWTOURCCCGEaPakh0gIIYRwAOrGP1vLENZJQiSEEEI4AEmIGpYMmQkhhBCi2ZMeIiGEEMIB1Nz4Z2sZwjpJiIQQQggHIENmDUuGzIQQQgjR7EkPkRBCCOEApIeoYUlCJIQQQjgAhbJ5DpAkRPWTITMhhBBCNHvSQySEEEI4ABkya1iSEAkhhBAOQBKihiUJkRBCCOEA5DpEDUvmEAkhhBCi2ZMeIiGEEMIByJBZw5KESAghhHAAkhA1LBkyE0IIIUSzJz1EQgghhAOQSdUNSxIiIYQQwgFcp9wuymiqZMhMCCGEEM2e9BAJIYQQDqCcUmqotqmMCq7fo9o0PZIQCSGEEA6glDKqbE6IKu5RbZoeGTITQgghRLMnPURCCCGEAyjnGtVU2lRGpfQQ1UsSIiGEEMIBlFFKlc0JkW2Pb8okIRJCCCEcQBmlVOJqUxm2JlRNmcwhEkIIIUSzJz1EQgghhAMooxQXG/9sV1F1j2rT9EhCJIQQQjiAckpxxtmmMqptXLbflMmQmRBCCCGaPekhEkIIIRxAqfQQNShJiIQQQggHUE4pTjYO7Mjd7usnQ2ZCCCGEaPakh0gIIYRwAGVckx6iBiQJkRBCCOEAyihDh86mMhTqHtWm6ZEhMyGEEEI0e9JDJIQQQjiAckobuwpNmvQQCSGEEHZMr9djNBrvWXlGoxG9Xn/PymsqdEopGVAUQggh7Fh5eTkVFRX3pCy9Xo+7u/s9KaspkYRICCGEEM2eDJkJIYQQotmThEgIIYQQzZ4kREIIIYRo9iQhEkIIIUSzJwmREEIIIZo9SYiEEEII0exJQiSEEEKIZu//A01fpSN06DF8AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.imshow(resp_test, cmap=\"nipy_spectral\")\n", "plt.xlabel(\"Node number\")\n", "plt.ylabel(\"Time step ($t$) in test set\")\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "30de4de3-9202-4060-ba92-4f051f961192", "metadata": {}, "source": [ "## Train prediction model\n", "\n", "Once we have the reservoir response, we can build a simple linear regression model using the reservoir response as its input. Utilzing a reservoir allows for simpler models to obtain higher accuracy than is possible without this data augmentation approach:" ] }, { "cell_type": "code", "execution_count": 10, "id": "c1399057-4b09-4171-ab5c-437896f82f27", "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import mean_squared_error, r2_score\n", "\n", "lin_model = LinearRegression()\n", "lin_model.fit(resp_train, y_train)\n", "\n", "y_pred_train = lin_model.predict(resp_train)\n", "y_pred_test = lin_model.predict(resp_test)" ] }, { "cell_type": "markdown", "id": "35484147-d76d-4871-866f-ad10a125f1f7", "metadata": {}, "source": [ "## Evaluate predictions\n", "We will utilize three metrics to analyze the quality of the model and to check for overfitting to the training data $NRMSE$, $MSE$, and $R^2$. $NRMSE$ will be calculated as shown below:\n", "$NRMSE = \\sqrt{\\frac{1}{m} \\sum_{k=0}^{m}\\frac{(\\hat{y}_k - y_k)^2}{\\sigma^2(y)}}$" ] }, { "cell_type": "code", "execution_count": 11, "id": "788cd356", "metadata": {}, "outputs": [], "source": [ "def NRMSE(target, estimate):\n", " return np.sqrt(((estimate - target) ** 2).mean()) / np.std(target)" ] }, { "cell_type": "code", "execution_count": 12, "id": "f8012145-eb3b-42ae-9b87-38e30ba19543", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train Mean Squared Error: 0.0001\n", "Train R-squared: 0.99\n", "Test Mean Squared Error: 0.0003\n", "Test R-squared: 0.96\n", "Train NRMSE: 0.09582885843850779\n", "Test NRMSE: 0.19772048772699802\n" ] } ], "source": [ "\n", "# Calculate Mean Squared Error and R-squared\n", "mse_train = mean_squared_error(y_train, y_pred_train)\n", "r2_train = r2_score(y_train, y_pred_train)\n", "print(f\"Train Mean Squared Error: {mse_train:.4f}\")\n", "print(f\"Train R-squared: {r2_train:.2f}\")\n", "\n", "mse_test = mean_squared_error(y_test, y_pred_test)\n", "r2_test = r2_score(y_test, y_pred_test)\n", "print(f\"Test Mean Squared Error: {mse_test:.4f}\")\n", "print(f\"Test R-squared: {r2_test:.2f}\")\n", "print(\"Train NRMSE:\", NRMSE(y_train, y_pred_train))\n", "print(\"Test NRMSE:\", NRMSE(y_test, y_pred_test))" ] }, { "cell_type": "markdown", "id": "ed8452ea-b141-4bed-8cc8-d3440f7fe540", "metadata": {}, "source": [ "Finally, the overall performance can be observed by looking at a plot of the residuals and the target value vs the predicted value from our linear model that was trained above." ] }, { "cell_type": "code", "execution_count": 13, "id": "5fcf87dd-f541-42ad-9ce5-8050af6057a7", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAksAAAG0CAYAAAAikWNTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/TGe4hAAAACXBIWXMAAA9hAAAPYQGoP6dpAABN3UlEQVR4nO3deVxU5f4H8M+ALAICoTIjhqJlatddk1DLSgrKXMrK/GkqmbZomluFt1zaSFM0y/J2b5ItXr22eMuMG5IWCW64lJVkbnDTGbcXIEPCCM/vD++cmGE4wHBmzpyZz/v1mpfOmXOG53CGme98n+f5PjohhAAREREROeSndgOIiIiIPBmDJSIiIiIZDJaIiIiIZDBYIiIiIpLBYImIiIhIBoMlIiIiIhkMloiIiIhkMFgiIiIiksFgiYiIiEgGgyUiIiIiGZoLllatWoW4uDgEBwcjPj4eu3fvlt1/48aN6NKlC4KDg9G9e3ds2bKl1j6//PILhg8fjoiICISGhuKGG25AYWGhq06BiIiINKSZ2g1ojA0bNmDWrFlYvXo14uPjsWLFCiQlJaGgoADR0dG19s/NzcWYMWOQlpaGu+++G+vWrcPIkSOxb98+dOvWDQBw9OhRDBo0CJMmTcKiRYsQHh6On376CcHBwQ1uV3V1NU6dOoUWLVpAp9Mpdr5ERETkOkIIXLx4ETExMfDzk8kfCQ3p37+/mDp1qnS/qqpKxMTEiLS0NIf7P/DAA2Lo0KE22+Lj48Wjjz4q3R89erQYN25ck9pVVFQkAPDGG2+88cYbbxq8FRUVyX7OayazVFlZifz8fKSmpkrb/Pz8kJiYiLy8PIfH5OXlYdasWTbbkpKSsGnTJgBXMkJffvklnn76aSQlJWH//v3o0KEDUlNTMXLkyDrbUlFRgYqKCum+EAIAUFRUhPDwcCfPkIiIiNyptLQUsbGxaNGihex+mgmWzp07h6qqKuj1epvter0ehw8fdniM0Wh0uL/RaAQAnDlzBmVlZXj11Vfx0ksvYfHixcjMzMS9996Lbdu2YfDgwQ6fNy0tDYsWLaq1PTw8nMESERGRxtQ3hEZzA7yVVF1dDQAYMWIEZs6ciV69euHZZ5/F3XffjdWrV9d5XGpqKkpKSqRbUVGRu5pMREREbqaZzFKrVq3g7+8Pk8lks91kMsFgMDg8xmAwyO7fqlUrNGvWDNdff73NPl27dsX3339fZ1uCgoIQFBTkzGkQERGRxmgmsxQYGIi+ffsiOztb2lZdXY3s7GwkJCQ4PCYhIcFmfwDIysqS9g8MDMQNN9yAgoICm31+/fVXtG/fXuEzICIiIi3STGYJAGbNmoUJEyagX79+6N+/P1asWAGz2YyUlBQAwPjx49G2bVukpaUBAGbMmIHBgwdj2bJlGDp0KNavX4+9e/finXfekZ5z7ty5GD16NG6++WbceuutyMzMxBdffIHt27ercYpERF6vqqoKFotF7WaQDwgICIC/v3+Tn0dTwdLo0aNx9uxZzJ8/H0ajEb169UJmZqY0iLuwsNCmTsKAAQOwbt06PPfcc5g3bx46deqETZs2STWWAOCee+7B6tWrkZaWhunTp6Nz58745JNPMGjQILefHxGRNxNCwGg0ori4WO2mkA+JjIyEwWBoUh1EnbDOeyenlZaWIiIiAiUlJZwNR0RUh9OnT6O4uBjR0dEICQlhEV9yKSEEysvLcebMGURGRqJNmza19mno57emMktERKRNVVVVUqDUsmVLtZtDPqJ58+YArpQKio6OdrpLTjMDvImISLusY5RCQkJUbgn5Gutrrinj5BgsERGR27DrjdxNidccgyUiIiIiGQyWiIiI3Oi9995DZGSk2s2gRmCwREREJGPixInQ6XS1bsnJyfUeGxcXhxUrVthsGz16NH799VcXtfZPSgRljs675m3hwoWKtNXZtm3atMktP4uz4Yi8nBAC5ZZyAEBIAKdrEzkjOTkZGRkZNtucXfaqefPm0iwtT3f69Gnp/xs2bMD8+fNtVr0ICwtr1PNVVlYiMDBQsfa5CzNLRF5MCIFBGYMQlhaGsLQw3JRxE1hajajxgoKCYDAYbG5XXXUVhBBYuHAh2rVrh6CgIMTExGD69OkAgFtuuQUnT57EzJkzpUwMUDvjs3DhQvTq1Qtr1qxBu3btEBYWhieeeAJVVVVYsmQJDAYDoqOj8fLLL9u0KT09Hd27d0doaChiY2PxxBNPoKysDACwfft2pKSkoKSkpFYWqKKiAnPmzEHbtm0RGhqK+Pj4OletqHm+ERER0Ol00n2z2YyxY8dCr9cjLCwMN9xwA7Zu3WpzfFxcHF588UWMHz8e4eHhmDJlCgDg73//O2JjYxESEoJ77rkH6enptbJg//73v9GnTx8EBwejY8eOWLRoES5fviw9L3ClsLROp5PuuwozS0RerNxSjtyiXOn+jqIdKLeUIzQwVMVWEV1RM+vpbkplWT/55BMsX74c69evx1/+8hcYjUYcPHgQAPDpp5+iZ8+emDJlCiZPniz7PEePHsVXX32FzMxMHD16FPfddx+OHTuG6667Dt9++y1yc3Px8MMPIzExEfHx8QAAPz8/rFy5Eh06dMCxY8fwxBNP4Omnn8Zbb72FAQMGYMWKFTaZIGsWaNq0afj555+xfv16xMTE4LPPPkNycjJ+/PFHdOrUqcHnXlZWhrvuugsvv/wygoKC8P7772PYsGEoKChAu3btpP2WLl2K+fPnY8GCBQCAHTt24LHHHsPixYsxfPhwbN26Fc8//7zNc+fk5GD8+PFYuXIlbrrpJhw9elQKtBYsWIA9e/YgOjoaGRkZSE5OVmRJEzkMloiISBXllnKEpTWuG0cpZalljfrSsHnz5lpdTvPmzUNwcDAMBgMSExMREBCAdu3aoX///gCAqKgo+Pv7o0WLFjAYDLLPX11djTVr1qBFixa4/vrrceutt6KgoABbtmyBn58fOnfujMWLF2Pbtm1SsPTUU09Jx8fFxeGll17CY489hrfeeguBgYE2mSCrwsJCZGRkoLCwEDExMQCAOXPmIDMzExkZGXjllVca/Dvp2bMnevbsKd1/8cUX8dlnn+Hzzz/HtGnTpO233XYbZs+eLd3/61//ijvvvBNz5swBAFx33XXIzc3F5s2bpX0WLVqEZ599FhMmTAAAdOzYES+++CKefvppLFiwAK1btwbw51ImrsZgiYiIqB633nor3n77bZttUVFRMJvNWLFiBTp27Ijk5GTcddddGDZsGJo1a9zHa1xcHFq0aCHd1+v18Pf3t1nvVK/X48yZM9L9rVu3Ii0tDYcPH0ZpaSkuX76MS5cuoby8vM7inz/++COqqqpw3XXX2WyvqKiQKqvXDArHjRuH1atXO3yusrIyLFy4EF9++SVOnz6Ny5cv448//kBhYaHNfv369bO5X1BQgHvuucdmW//+/W2CpYMHD2LHjh02XY9VVVX1np+rMFgiIiJVhASEoCy1TLWf3RihoaG49tpra22PiopCQUEBtm7diqysLDzxxBN47bXX8O233yIgIKDBz2+/r06nc7ituroaAHDixAncfffdePzxx/Hyyy8jKioK33//PSZNmoTKyso6g4mysjL4+/sjPz+/VteVNUg6cOCAtE1uvbQ5c+YgKysLS5cuxbXXXovmzZvjvvvuQ2Vlpc1+oaGN7/YvKyvDokWLcO+999Z6LDg4uNHP11QMloiISBU6nc4rxs81b94cw4YNw7BhwzB16lR06dIFP/74I/r06YPAwEBUVVUp/jPz8/NRXV2NZcuWSdmnf/3rXzb7OPrZvXv3RlVVFc6cOYObbrrJ4XM7Cgod2bFjByZOnChlicrKynDixIl6j+vcuTP27Nljs83+fp8+fVBQUCDbloCAAJf8bh1hsERERFSPiooKGI1Gm23NmjXD5s2bUVVVhfj4eISEhODDDz9E8+bN0b59ewBXute+++47PPjggwgKCkKrVq0Uac+1114Li8WCN954A8OGDcOOHTtqdZfFxcWhrKwM2dnZ6NmzJ0JCQnDddddh7NixGD9+PJYtW4bevXvj7NmzyM7ORo8ePTB06NAGt6FTp0749NNPMWzYMOh0Ojz//PNS5kvOk08+iZtvvhnp6ekYNmwYvvnmG3z11Vc2A+7nz5+Pu+++G+3atcN9990HPz8/HDx4EIcOHcJLL70knV92djYGDhyIoKAgXHXVVQ1ue2OxdAAREVE9MjMz0aZNG5vboEGDEBkZib///e8YOHAgevToga1bt+KLL76Qxv+88MILOHHiBK655hppULISevbsifT0dCxevBjdunXDRx99hLS0NJt9BgwYgMceewyjR49G69atsWTJEgBARkYGxo8fj9mzZ6Nz584YOXIk9uzZYzODrSHS09Nx1VVXYcCAARg2bBiSkpLQp0+feo8bOHAgVq9ejfT0dPTs2ROZmZmYOXOmTfdaUlISNm/ejK+//ho33HADbrzxRixfvlwKQgFg2bJlyMrKQmxsLHr37t2otjeWTrDoSpOVlpYiIiICJSUlsv27RO5mrjTXmm3U2FlAREq4dOkSjh8/jg4dOqgy5oQ82+TJk3H48GHk5OQo/txyr72Gfn6zG46IiIjcaunSpbj99tsRGhqKr776CmvXrsVbb72ldrPqxGCJiIiI3Gr37t1YsmQJLl68iI4dO2LlypV45JFH1G5WnRgsERERkVvZz9zzdBzgTURERCSDwRIREbkN5xSRuynxmmOwRERELmetRl1ers7CueS7rK+5xlRUt8cxS0RE5HL+/v6IjIyU1jYLCQmxKUJIpDQhBMrLy3HmzBlERkbWWt6lMRgsERGRW1hXh6+5GCyRq0VGRkqvPWcxWCIiIrfQ6XRo06YNoqOjYbFY1G4O+YCAgIAmZZSsGCwREZFb+fv7K/IBRuQuHOBNREREJIPBEhEREZEMBktEREREMhgsEREREclgsEREREQkg8ESERERkQwGS0REREQyGCwRERERyWCwRERERCSDwRIRERGRDAZLRERERDIYLBERERHJYLBEREREJIPBEhEREZEMBktEREREMhgsEREREclgsEREREQkg8ESERERkQwGS0REREQyGCwRERERyWimdgOIiMg1hBAot5QDAEICQqDT6VRuEZE2MbNEROSFhBAYlDEIYWlhCEsLw00ZN0EIoXaziDSJwRIRkRcqt5QjtyhXur+jaIeUZSKixmGwRERERCSDwRIRERGRDAZLRERERDIYLBERERHJYLBEREREJENzwdKqVasQFxeH4OBgxMfHY/fu3bL7b9y4EV26dEFwcDC6d++OLVu21LnvY489Bp1OhxUrVijcaiIiItIqTQVLGzZswKxZs7BgwQLs27cPPXv2RFJSEs6cOeNw/9zcXIwZMwaTJk3C/v37MXLkSIwcORKHDh2qte9nn32GnTt3IiYmxtWnQURERBqiqWApPT0dkydPRkpKCq6//nqsXr0aISEhWLNmjcP9X3/9dSQnJ2Pu3Lno2rUrXnzxRfTp0wdvvvmmzX6///47nnzySXz00UcICAhwx6kQERGRRmgmWKqsrER+fj4SExOlbX5+fkhMTEReXp7DY/Ly8mz2B4CkpCSb/aurq/HQQw9h7ty5+Mtf/uKaxhMREZFmaWZtuHPnzqGqqgp6vd5mu16vx+HDhx0eYzQaHe5vNBql+4sXL0azZs0wffr0BreloqICFRUV0v3S0tIGH0tERETaopnMkivk5+fj9ddfx3vvvdeoBSbT0tIQEREh3WJjY13YSiIiIlKTZoKlVq1awd/fHyaTyWa7yWSCwWBweIzBYJDdPycnB2fOnEG7du3QrFkzNGvWDCdPnsTs2bMRFxdXZ1tSU1NRUlIi3YqKipp2ckREROSxNBMsBQYGom/fvsjOzpa2VVdXIzs7GwkJCQ6PSUhIsNkfALKysqT9H3roIfzwww84cOCAdIuJicHcuXPxn//8p862BAUFITw83OZGRERE3kkzY5YAYNasWZgwYQL69euH/v37Y8WKFTCbzUhJSQEAjB8/Hm3btkVaWhoAYMaMGRg8eDCWLVuGoUOHYv369di7dy/eeecdAEDLli3RsmVLm58REBAAg8GAzp07u/fkiIiIyCNpKlgaPXo0zp49i/nz58NoNKJXr17IzMyUBnEXFhbCz+/PZNmAAQOwbt06PPfcc5g3bx46deqETZs2oVu3bmqdAhEREWmMTggh1G6E1pWWliIiIgIlJSXskiOPYq40IywtzGZbWWoZQgNDVWoRuQuvPVH9Gvr5rZkxS0RERERqYLBEREREJIPBEhEREZEMBktEREREMhgsEREREclgsEREREQkQ1N1loiIqG5CCJRbyq/8H6wKQ6QUBktERF5ACIFBGYOQW5QLAOhl6KVug4i8CLvhiIi8QLmlXAqUAOCA8YB6jSHyMgyWiIiIiGQwWCIiIiKSwWCJiIiISAaDJSIiIiIZDJaIiIiIZLB0ABER+byaNapCAkKg0+lUbhF5EmaWiIjIp1lrVIWlhSEsLQw3ZdwEIVjUk/7EYImIiHyafY2qHUU7pCwTEcBgiYiIiEgWxywREamAY2SItIPBEhGRm9mv4zYwdiByUnJqBUw1AyqAQRWRWhgsERG5WV1jZEIDQ6Vt9gEVUHdQRUSuxTFLRE4QQsBcaYa50sxZM+QS9gEVwIHHRGphsETUSJxmTO52bPoxtZtA5NMYLBE1EqcZk7vV7J4jIvdjsEREREQkgwO8iYh8EEsXEDUcM0tERD6G4+6IGofBEhGRj+G4O6LGYbBEREREJIPBEhEREZEMDvAmIiJqAA6K913MLBEREdWDg+J9GzNLREREdgSuLGlU83596/mR92KwREREZGfQmkE4aDoo3e9l6KVeY0h1DJaI/ofjEYjIqmagBAAHjAfUaQh5BI5ZIs0T4kq63FxpdnoMAccjEJEjXMSYAAZLpHFKBTks0kdEjnBMEgEMlkjjGOQQEZGrMVgiIiIiksFgiYiIiEgGZ8MREXkAs+VKTR/OxCTyPAyWyOvYF5Pjhw81lJrlI/RL9QCAgbEDkZOS47afS0T1Y7BEXse+mJz1w4cBE8mxzqy0Thhw1+uml6GXTQ0fTlIg8jwMlsjr2BeT47IE1BB1zax09esmJyUHOuhgtpil7BIReRYO8CavxWJypAU66BAaGIrQAAbzRJ6KwRJ5LWaSiIhICQyWiIiIiGRwzBL5hJoz5Dg7joiIGoPBEvmEmjPkvGF2nJpT3ImIfA274cgn1Jwhp/Wp2UotHkxE6hDiSqbbXGnm365GMFgi0hguHkykXfyyo03shiOfZF/lW0Dbb1Zmi9ll3XHs8iNSjlr1vKhpGCyRT7Kv8t3L0Eu9xihAv1TvkrFYalW1JiLyJOyGI59kX+W75nITWlIzyHNFdxy7/IiIGCyRj9N6le+clByY5pjUbgYRkVfTXLC0atUqxMXFITg4GPHx8di9e7fs/hs3bkSXLl0QHByM7t27Y8uWLdJjFosFzzzzDLp3747Q0FDExMRg/PjxOHXqlKtPgzyE1scJ6KDjMhlUS82Mo9a7mIk8gaaCpQ0bNmDWrFlYsGAB9u3bh549eyIpKQlnzpxxuH9ubi7GjBmDSZMmYf/+/Rg5ciRGjhyJQ4cOAQDKy8uxb98+PP/889i3bx8+/fRTFBQUYPjw4e48LYc4tZSInJWTkoOy1DKUpZYhJyVH7eYQaZ6mgqX09HRMnjwZKSkpuP7667F69WqEhIRgzZo1Dvd//fXXkZycjLlz56Jr16548cUX0adPH7z55psAgIiICGRlZeGBBx5A586dceONN+LNN99Efn4+CgsL3XlqtZRbyjm1lIicIi3OGxgKHTgYn6ipNBMsVVZWIj8/H4mJidI2Pz8/JCYmIi8vz+ExeXl5NvsDQFJSUp37A0BJSQl0Oh0iIyPr3KeiogKlpaU2N1fioFryJjWzpsycEpEWaCZYOnfuHKqqqqDX62226/V6GI1Gh8cYjcZG7X/p0iU888wzGDNmDMLDw+tsS1paGiIiIqRbbGxsI8+mfiEBIRy464GEEDBbzPXvSA7ZF+Rj5pSItEAzwZKrWSwWPPDAAxBC4O2335bdNzU1FSUlJdKtqKhI8fbodBy462msH/T6pfr6dyaH7EsRAMycEpHn00yw1KpVK/j7+8Nkss22mEwmGAwGh8cYDIYG7W8NlE6ePImsrCzZrBIABAUFITw83OZG3s/+g56zjJpG62UbiKwrAbBL2ftpJlgKDAxE3759kZ2dLW2rrq5GdnY2EhISHB6TkJBgsz8AZGVl2exvDZSOHDmCrVu3omXLlq45AfIqpjkmzjJqIq2XbSAatIZdyr5CU8udzJo1CxMmTEC/fv3Qv39/rFixAmazGSkpKQCA8ePHo23btkhLSwMAzJgxA4MHD8ayZcswdOhQrF+/Hnv37sU777wD4EqgdN9992Hfvn3YvHkzqqqqpPFMUVFRCAwMVOdEyeOxi1RZNdfq89T157hGHtmzXwmA67x5L00FS6NHj8bZs2cxf/58GI1G9OrVC5mZmdIg7sLCQvj5/ZksGzBgANatW4fnnnsO8+bNQ6dOnbBp0yZ069YNAPD777/j888/BwD06tXL5mdt27YNt9xyi1vOi8jX1VyrzxPXn+MaeSTn2PRj6Liyo9rNIBfSVLAEANOmTcO0adMcPrZ9+/Za2+6//37cf//9DvePi4tjypTIA9T8hu6J386dXSm+ZjYKYEbKW3nSa5VcQ3PBEhGRFthno4A/M1JEpC0MloiIXKApZRIEBMspEHkQzcyGIyLSqsaWSRi0hvW8iDwJM0vk0TgDibxBY8e01BzDNTB2IEICQpRuEhE1AoMl8licgUSuZD/4WsDzJnuY5pjQOqQ1u+SIVMZgiTyWszOQiOrjaPC1J1ZkDw0I9fovB8wekxYwWCIin+No8PUB4wF1GuPDXJE9Vrtcg9liZtDnhTjAm4h8GteoU09d2WNnWYMvNZcg0S/Vc9kTL8RgyUsJIbi4I1EDsFvXezSlXENThASEYGDsQLf+THIvBkteyP7bFb/lEHkOAQGzxax2M7yeOzOGOuiQk5ID0xyT234muRfHLHkhDowm8lw118FTgnWMDgMwW+5+v9PpdFxg24sxWCIiciMlayg5mtVHRMpjN5yXEYIpfiItMM0xNXnml6MxOnIBmNnyv3GMHlhTylPZj0fyxBIT5HrMLHkRX/+W2cvQS5r+zarH5OmUrqFkmmNCaECo7LR16xIq/MBvOOt4JOuAbQGBFmktVG6V67H+lS0GS17E/ltmzeDBF+Sk5ECHK3/QIQEhnI1CPiU0INThOB1rZmRH0Q5pmy+9LyhBp9NJv1tzpfdn7rl6Qm0MlryUaY4JIQEhPvENyEoHHQexE9nR6f7MjJgtZi7QS/XiJKHaGCx5Kc7K8E3W8WpMm1NNNTMjRNR4DJaIvIg1a2BNmxMRUdNxNhxRHcwWbVQ/t5+tA7CCMBGRkhgsEdVBK2s8WceklKWWsYIwEZELNLgb7vPPP2/wkw4fPtypxhB5gpqzCLUysJFjUjyb/Yw0lrYg0pYGB0sjR45s0H46nQ5VVVXOtodIddaZQ5w15F1q1o1xd1FG+1o9HIBPpC0NDpaqq6td2Q5qBBYLcy0duMaTt7GvG6NGUUZm/4i0i2OWNMb6ph+WFoawtDBNjKkh3yaEgLlS3WU27OvGeGJRRvuB+uyqaxhPeH2R93O6dIDZbMa3336LwsJCVFZW2jw2ffr0JjeMHGOxMNIST8joaEXN4pEAs8YNwdcXuYtTwdL+/ftx1113oby8HGazGVFRUTh37hxCQkIQHR3NYImIAGgjo+NJXN1VZz/QXOtLIvH1Re7iVLA0c+ZMDBs2DKtXr0ZERAR27tyJgIAAjBs3DjNmzFC6jUREpAD77JWvLApL1FROjVk6cOAAZs+eDT8/P/j7+6OiogKxsbFYsmQJ5s2bp3QbiYhIIdbsVWhgqLTwNBHJcypYCggIgJ/flUOjo6NRWFgIAIiIiEBRUZFyrSMiIvIBNgPVOWnH434fTnXD9e7dG3v27EGnTp0wePBgzJ8/H+fOncMHH3yAbt26Kd1GIiLyMkIIaeFnXydgO1Ddurajrw7wtx+47wm/D6cyS6+88gratGkDAHj55Zdx1VVX4fHHH8fZs2fxzjvvKNpAIiLyLtYPQxZ+vaKuWc6+yhN/H05llvr16yf9Pzo6GpmZmYo1iIiIvJv9h6HWZ+X5Ol8olOx0nSUiIqKmMs0xISQghLPyNMoTu8xcwalgqUOHDrK/iGPHjjndIHJM4H+D3djHT0RehEsLaZuvFEp2Klh66qmnbO5bLBbs378fmZmZmDt3rhLtIjuD1gzCQdNBtZtBRETkc5wKluoqPLlq1Srs3bu3SQ0ix+wDJfbxk7Os2UlvHVtA5AnMFjP/xryIogvp3nnnnfjkk0+UfEqyY5pjQllqGXJSctRuCmmUfqleWoS5WlTXqmXChUmJmk6/VM+Fzr2IosHSxx9/jKioKCWfkuyEBrDyLjnHfpHRHUU70OdvfRCWFmYTPA3KGGSzjYgaxrr2npV1/A6/gGif00Upa6YWhRAwGo04e/Ys3nrrLcUaR0TKyUnJgQ46mC1mqb5Nze7dHUU7cK78HBcmJXKSde29s+Vnpb8x+4KT9l9aSBucCpZGjhxpc9/Pzw+tW7fGLbfcgi5duijRLiJSmA6uXdGeiP639l6NGX72s8X4BUSbnAqWFixYoHQ7iIgkHIRORJ6kwcFSaWlpg580PDzcqcaQe/lC1VXSJmsXhlYK3PFvici7NThYioyMbPAbQFVVldMNIvfwlaqrpC32JTG0UOCurr8lIvIeDQ6Wtm3bJv3/xIkTePbZZzFx4kQkJCQAAPLy8rB27VqkpaUp30pSnK9UXSVtcTQI3dN54qKfRKSsBgdLgwcPlv7/wgsvID09HWPGjJG2DR8+HN27d8c777yDCRMmKNtKIvIJHIRORJ7IqTpLeXl56NevX63t/fr1w+7du5vcKCJqOgHBtQSJiBTgVLAUGxuLv//977W2/+Mf/0BsbGyTG0XqMFvMrDZbByG0F3gMWjNIM11ZRESezKnSAcuXL8eoUaPw1VdfIT4+HgCwe/duHDlyhMudaJh+qZ4DvR2wLyqnFTULTg6MHYiQgBBFnpfT+onI1ziVWbrrrrvw66+/YtiwYbhw4QIuXLiAYcOG4ddff8Vdd92ldBvJxWpWlOXg1NrsB/AqGXi4g2mOSdEAuObacr6ciWQmllxJQNRat5HU41RmCbjSFffKK68o2RZSSU5KDsot5eyyaQDTHBNah7TWVEYlNCBUkfZqcVq/K1kzsZnjMlX5+VrsGqaGG7RmkJQdri/jX7POF9C0rC9fV441OFj64Ycf0K1bN/j5+eGHH36Q3bdHjx5Nbhi5jw625fnVYl/YzxMpFXhokRan9btCzaBRrUysfW0n8j726zbW9cXE0WvB2eEUfF3VrcHBUq9evWA0GhEdHY1evXpBp9M5TA3qdDoWpVSIdQXrHUU7AGiv+6cxHBX2U+sbOznGaf1XeEImVutdw77EXOnaLI39awFwPutr/1z22WRf1uBg6fjx42jdurX0f3I96wrWvrCMAgv7kSeydkcI/PnF0FMysVZa7Br2JR1XdnTbzzo2/ZhiP880x4SQgBC0SGuhyPNpXYODpfbt2zv8P7mWTsdv81rF9cK0z5o9qjkJwtP4ctdwQ5ktZrf+Ddr3CgDuydIo+VnhSV8IPIFTs+HWrl2LL7/8Urr/9NNPIzIyEgMGDMDJkycVa5wjq1atQlxcHIKDgxEfH19vEcyNGzeiS5cuCA4ORvfu3bFlyxabx4UQmD9/Ptq0aYPmzZsjMTERR44cceUpkMY4k0a3diuGpYVx5pgG2QdH7IrwLEL8b6ZYAwci65fqG/w3WPPaO9u9ae0VKEstk25cL1DbnAqWXnnlFTRv3hzAlWreb775JpYsWYJWrVph5syZijawpg0bNmDWrFlYsGAB9u3bh549eyIpKQlnzpxxuH9ubi7GjBmDSZMmYf/+/Rg5ciRGjhyJQ4cOSfssWbIEK1euxOrVq7Fr1y6EhoYiKSkJly5dctl5kLY4k9Zmt6K2WT/oTHNMajeF7NT8IiI3bsya3bFq6N9gzSDH0SBp++etK6Cy9gpYbzow+6dlTgVLRUVFuPbaawEAmzZtwn333YcpU6YgLS0NOTmui57T09MxefJkpKSk4Prrr8fq1asREhKCNWvWONz/9ddfR3JyMubOnYuuXbvixRdfRJ8+ffDmm28CuPJHt2LFCjz33HMYMWIEevTogffffx+nTp3Cpk2bXHYe5Pns3xABDqL1JdbB7OyK8DyOBjQ76ibV4Up2p7EBr3TtAx13b9pnjVjE1zc4FSyFhYXh/PnzAICvv/4at99+OwAgODgYf/zxh3Ktq6GyshL5+flITEyUtvn5+SExMRF5eXkOj8nLy7PZHwCSkpKk/Y8fPw6j0WizT0REBOLj4+t8TgCoqKhAaWmpzU1NUvEy1sZQTF1pdLk3RalroNJsMyCYHGvoN3SiupjmmGS7uHQ61wzGr5k1YqDkG5wqSnn77bfjkUceQe/evW2qdv/000+Ii4tTsn2Sc+fOoaqqCnq9bdpVr9fj8OHDDo8xGo0O9zcajdLj1m117eNIWloaFi1a1OhzcJWaxctIOY0ZXG+/JIqrBgR7U8E46zd/DoInZ4UGXAlYXD09n8ipzNKqVauQkJCAs2fP4pNPPkHLli0BAPn5+RgzZoyiDfREqampKCkpkW5FRUWqtsc+UOI3dPez7xpwxYBg61gNbyoIyW/o5CvsM6k1v1Ax2PN8TmWWIiMjpXE/Nbky29KqVSv4+/vDZLLtfzaZTDAYDA6PMRgMsvtb/zWZTGjTpo3NPr169aqzLUFBQQgKCnLmNFzKNMeE0IBQfkP3UixESKRd9nXzBIRUw8idtZjIOU5llgAgJycH48aNw4ABA/D7778DAD744AN8//33ijWupsDAQPTt2xfZ2dnSturqamRnZyMhIcHhMQkJCTb7A0BWVpa0f4cOHWAwGGz2KS0txa5du+p8Tk/haLxH65DWDfqG7k1dOb5K6cVxiRyxGYfH0hdNZjNDLiC01iQST67nVXNhX198PTiVWfrkk0/w0EMPYezYsdi3bx8qKioAACUlJXjllVdq1TJSyqxZszBhwgT069cP/fv3x4oVK2A2m5GSkgIAGD9+PNq2bYu0tDQAwIwZMzB48GAsW7YMQ4cOxfr167F371688847AK68cJ966im89NJL6NSpEzp06IDnn38eMTExGDlypEvOQSnOVvfm2j/ewZcKEbq7oGBNdS055AtlIBwtQcQAXTn27+GAbbbJ09iPjbW+HnyFU8HSSy+9hNWrV2P8+PFYv369tH3gwIF46aWXFGucvdGjR+Ps2bOYP38+jEYjevXqhczMTGmAdmFhIfz8/kyWDRgwAOvWrcNzzz2HefPmoVOnTti0aRO6desm7fP000/DbDZjypQpKC4uxqBBg5CZmYng4GCXnYdSnKnuXVdXji+8+ZM26ZfqVfug9qUlh+zVVSuMKwoox/493JPHLtmPja2vbpW3rWDgVLBUUFCAm2++udb2iIgIFBcXN7VNsqZNm4Zp06Y5fGz79u21tt1///24//7763w+nU6HF154AS+88IJSTdQMrilFnso+o6PmBzWXHCL6U0PWn7OfHewNWUmnxiwZDAb89ttvtbZ///336NiRA9W0wpe6ckhbrBkdVtAm8iwN+eLgjSsYOBUsTZ48GTNmzMCuXbug0+lw6tQpfPTRR5g9ezYef/xxpdtICvCWwpU1Bxn62gBDd1NijaymcFVBQSKixnKqG+7ZZ59FdXU1hgwZgvLyctx8880ICgrC3Llz8cgjjyjdRlKAtxSurHkeA2MHInNcpsot8l45KTnSelZKjDmoueo6yx54HjUH0hN5OqcySzqdDn/9619x4cIFHDp0CDt37sTZs2cRERGBDh06KN1GUoC3FK6seR7ekNr1ZPWtkdVY7lxPq+aUdy4/0zD6pXrclHETM7ZEDjQqs1RRUYGFCxciKytLyiSNHDkSGRkZuOeee+Dv74+ZM2e6qq2kABauJLVYgy9Xc1Qew5Pr16jJkwbSy6k5s4qBL6mhUcHS/Pnz8be//Q2JiYnIzc3F/fffj5SUFOzcuRPLli3D/fffD39/f1e1lRRgXUuJyFs5WpXeFcvPeAPrQPqz5Wc9dhkd++CXgS+poVHdcBs3bsT777+Pjz/+GF9//TWqqqpw+fJlHDx4EA8++CADJSLyKMemH1O7CR7P0wfSu2PdRXLM0UoRWhy+oYRGZZb++9//om/fvgCAbt26ISgoCDNnzmR3DhF5JGZRiZznqCirr44TbVSwVFVVhcDAwD8PbtYMYWFhijeKiIiI1MeirFc0KlgSQmDixIkICgoCAFy6dAmPPfYYQkNtf5Gffvqpci0kIrfx5OUWiHydty0hoiWNCpYmTJhgc3/cuHGKNoa8X80/doB/8J6mvmUMiEgdjpYQ+S7lO80XGtaKRgVLGRkZrmoHeRhXfINxNKXb11au9lQ1C0YCvj2Qk8gTOVpCpM/f+nhFsWEtcKqCN3k3JRZBdBRsOZrSzcKSnqFmtW6AGT8iLagZKPELjms5VcGbtMHZaZ9NXQTRmkEKSwtDWFqYw6rAnNLtWWpW61aqYrer1KrOzYrT1EBmi3e+XkxzTLW+8JCymFnyYo6mfbrjQ7AhwZZasyu4Ppm2yXXlenKAR55Bv1Tvla+X0ADP/oLjDRgseTlO+7RlvzgsuwC1Q0DgbPnZOrtyPel1bl2UltSnlSVdyLOxG458itKLw1pxyr3rDVozyGZJDk/uyrUuSkvqs2bYTXNMajfFZ3jj+yGDJSIFcMq969kPZm0d2lrF1jhWc90yLsvhOeyXdBGwG/fGxXmdIiAcli7wxvdDBktETrIfQA+ov8inL6zl5MmDWZnBsFVzML4nDawetObPCSjWSSjUePbZXvv3P7XfD5XEMUukaWqme+0H0ANXvmm1SGvhMW3yxhIAnjyYVQfPXpTWnewH43vSwGr72kTMAjrHPtv7Xcp3+MPyh7RN7fdDJTFYIk1TO91rP4DeE/rqOaifPEFds2I96bV5bPox1d9DvIFpjgmtQ1p75PuhUtgNR05TM8Vun971xu4mIk9jtnhel1pTeFLgpmVNzfZ6andtTcwskVPUTrF7asVp+2nK9suIEDWVgFCt5IV1fIondamRtjn6LMkcl6lyq2pjZomc0tgq33XNmpAjl8JtSMVpNQY7W8cMlaWWoSy1zKl177TwLYvUYz+o1h3sM7laXKbIFyY/aFFTV4xwF2aWqBZX9DMPWjOo0Qs+NnUsgVqDnWv22zf2d6l2xo48nxrrgVkzuWaL2e2BmlIcvR944ocyeSZmlqgWVwx4bMwbvJLTT62Bi6evd2allW9ZpD6phII7vgBYM7kan+mntfcD8hzMLBGA2mNtANeMt7HOmpALAOzHI3nT9FMipXhyCYWmsC4V443nRtrFYIkAuK9mUEPe4K3fYq28afqpM6Rqw40c80XkDOvrTK2q1t662C1pG4MlknhzjQwtc2a8l68SovETCciWdUySO6svc7Fb8nQcs0SKYQbENewDJc7iccw6OF6rA5DV5GjpHleUvKjrPYKL3ZKnY2aJFMMMiGuZ5pgQGhDK8Rx1sB8c39Cg0j6r4YvBaM1ueFfOeJN7j7Bf7JZcTwhhMzuQ6sZgiRRj/ybIgoy12b85NSboCQ0IZbdEAzVkIoGVDt6/nl5DuGOZHGZJPYdWikF6CgZLpDhrBqShA8Sts1+8nQBrKLlLY2eKKRkoMFNVP2ZJ1ccyJY3DYIkUZ82ANHSAuH6p3q2DSdWihYVFqenUKoaqJcySktZwgDepwn5AKbvraqsZQDI7oS0sfkjkXZhZIlVYv32fLT/L2Ut1qFmck9kJIiL1MFgi1XD2izz74pxERKQOdsORy3CVb1ss8tl4fA0REXBlIpAQ6lSVB5hZIhfiQFdbrlig2NvxNUREwJWJQGWpZapl25lZIpfy9YGujioj+8LMPyX5+mvIV5ktZpgrzaqtUUeewVPeL5lZInIhdy1Q3BisA0RaoMYadeR57Ce6qIXBEpGLedoCxUp2bVkLijLjQ0qwD+QB15YV4RcHz+cpE10YLBF5CCGE2xYhVqpitX6pvs5K5O48H/IO7lqjztHPAzgmjurGMUvUZCye2HTWdZq0UHPKfhyWo2UStHQ+5FmkMWpuKivCMXHUEMwsUZOxeGLT2S+F4slBZ0MKimrpfIjI9QSEzRAErX1WMFiiJvOUPmUtcrSIsGmOCa1DWnv0G0ljCopq4XyIyLUGrRmEg6aD0n1r971WsBuOSEX6pXrclHGTzfTo0ADv6g7wtPNhtzGR+9UMlADH3feejJklIjezn4GjtTcNT+QoQ1cXpbuN1Z7dSKQlx6Yf02SBXgZLRG7GRYSVp1+qb3A9HqW7jbX4xk/kiDsCf60O2WA3HJEKuIhw09nPynNlPZ76fjbALj01cQ1BZTDwrxszS0SkGCGEVCPH1dTM0DmqzK612T3ehPWSmqaXoZfNlw0Gm7UxWCIiRVhrK9UsGeBqambolCrs2RCsNF0/d14PLbF+gbFyFEjWHMdX1z6+jsESESnCvrYSwA91pTBzQs5w9AXG0ZR9ln+pH4MlIlKcaY4JoQGh/FBXEDMnvs2ZwdeOvsBw9q1zOMCbiBQXGuC+5SM4uFcdZosZQoj6dyRFNHXw9bHpxxRqiet5YjkOzQRLFy5cwNixYxEeHo7IyEhMmjQJZWVlssdcunQJU6dORcuWLREWFoZRo0bBZDJJjx88eBBjxoxBbGwsmjdvjq5du+L111939akQkYKsXVRlqWUoSy1zuKgvKU8qqMqAyaXsS2I0tESGPS1lJT1xVp5muuHGjh2L06dPIysrCxaLBSkpKZgyZQrWrVtX5zEzZ87El19+iY0bNyIiIgLTpk3Dvffeix07rgySzM/PR3R0ND788EPExsYiNzcXU6ZMgb+/P6ZNm+auUyOiJmIXlXvUVVCVv3vXsR98LSDQIq2Fii1yHU+elaeJYOmXX35BZmYm9uzZg379+gEA3njjDdx1111YunQpYmJiah1TUlKCd999F+vWrcNtt90GAMjIyEDXrl2xc+dO3HjjjXj44YdtjunYsSPy8vLw6aefMlgiIrLDgqruZz/42hO7qJTiybPyNNENl5eXh8jISClQAoDExET4+flh165dDo/Jz8+HxWJBYmKitK1Lly5o164d8vLy6vxZJSUliIqKkm1PRUUFSktLbW5ERL6ABVXJVayBofXmKYESoJFgyWg0Ijo62mZbs2bNEBUVBaPRWOcxgYGBiIyMtNmu1+vrPCY3NxcbNmzAlClTZNuTlpaGiIgI6RYbG9vwkyEit+Hg78bj74yoNlW74Z599lksXrxYdp9ffvnFLW05dOgQRowYgQULFuCOO+6Q3Tc1NRWzZs2S7peWljJgIvJArE/UeM7+zuyLHwpw4Dd5D1WDpdmzZ2PixImy+3Ts2BEGgwFnzpyx2X758mVcuHABBoPB4XEGgwGVlZUoLi62yS6ZTKZax/z8888YMmQIpkyZgueee67edgcFBSEoKKje/YhIfRz83XiN/Z05Kn7o7KwtIk+karDUunVrtG7dut79EhISUFxcjPz8fPTt2xcA8M0336C6uhrx8fEOj+nbty8CAgKQnZ2NUaNGAQAKCgpQWFiIhIQEab+ffvoJt912GyZMmICXX35ZgbMiIvItjoofunNhYyJX08SYpa5duyI5ORmTJ0/G7t27sWPHDkybNg0PPvigNBPu999/R5cuXbB7924AQEREBCZNmoRZs2Zh27ZtyM/PR0pKChISEnDjjTcCuNL1duutt+KOO+7ArFmzYDQaYTQacfbsWdXO1ddwfASRd9FS8UOihtJE6QAA+OijjzBt2jQMGTIEfn5+GDVqFFauXCk9brFYUFBQgPLyP/vMly9fLu1bUVGBpKQkvPXWW9LjH3/8Mc6ePYsPP/wQH374obS9ffv2OHHihFvOy9dxTAmRd2GXJzWU2WLWzJdjzQRLUVFRsgUo4+LialWSDQ4OxqpVq7Bq1SqHxyxcuBALFy5UspleS0BI9T2UfnFzTIl3104hIt9kX8TUvudAv1SvmbFtmgmWSF2D1gzCQdNBAFde8JnjMlVukXfxxPL+ROSd3JXRcdRzAMAmgNLK2DZNjFki9VkDJYCrVivFfrwWwDFbROR61nX93MHac2AtMmkNoExzTPUf7EGYWSJSif23LoBjtojINey7xNTM6GixCjyDJSIVcbwWEbmDDlzXrynYDUdEROQDtJjR8RQMloiIiIhkMFgiIiIiksFgiYiIiEgGgyVyCosoEhGRr2CwRE5hEUUiIvIVDJaoUexL07OIIhEReTvWWaJGyUnJgQ5/Fk1kEUUiIvJ2DJaoUXRgEUUiIvIt7IYjIiIiksFgiYiIiEgGgyUiIiJqEOuCvFa+MsmHY5aIqMnMFrNPvGES+Tqd7sqCvOWWcgC+M8mHmSUiajL9Uj1uyrhJ7WaQB7DPPNiXG6Gm8YTMjk53ZaJPaGCoTwRKADNL5OOsbzw7inYA8J2UshLsf3cHjAfUbRB5BB1sMw8CAi3SWqjcKm1oyPuRr2Z21MZgiXwa33icZ/3dnS0/C/1SvdrNIQ9izTwAgBCCX0gaqKHvRzV/v43FL4jOYbBEPq8pbzy+TqfTITSAvzuqG7+QNI6r3494PZzDYImIiFyKX0g8C69H43GANxEREZEMBktUJ0+YdUFERKQ2dsNRndi3TURExGCJ6sG+bSIi8nXshiMiIiKSwWCJiJqEY9t8m9lihoBQuxlELsVuOCJqEo5t8236pXouaUJej5klImoyX1wrypfZZxNdsdQN15gjT8LMEhERNYo7lrqxz1hyjTlSE4MlIiJqNHcsdVNzNq650uzSn0Ukh91wRERERDIYLBERERHJYLBEREREJIPBEhEREZEMBktEREREMhgsEREREclgsERERB6Py+qQmlhniYiIPB6X1SE1MVgiIiJNqFmkksid2A1HREREJIPBEhEREZEMBktEREREMhgsEREREclgsEREREQkg8ESERERuZXW6maxdAARERG5ldbqZjFYIiIiIrfTUt0sdsORx9NaupaIiLwLM0vk8bSWriUiIu/CYIk0QUvpWiIi8i7shiMiIiKSwWCJiIiISIZmgqULFy5g7NixCA8PR2RkJCZNmoSysjLZYy5duoSpU6eiZcuWCAsLw6hRo2AymRzue/78eVx99dXQ6XQoLi52wRkQERG5h4CA2WJWuxleQzPB0tixY/HTTz8hKysLmzdvxnfffYcpU6bIHjNz5kx88cUX2LhxI7799lucOnUK9957r8N9J02ahB49erii6URERG41aM0g6Jfq1W6G19BEsPTLL78gMzMT//jHPxAfH49BgwbhjTfewPr163Hq1CmHx5SUlODdd99Feno6brvtNvTt2xcZGRnIzc3Fzp07bfZ9++23UVxcjDlz5rjjdIiIiFzqoOmg9H+WW2k6TQRLeXl5iIyMRL9+/aRtiYmJ8PPzw65duxwek5+fD4vFgsTERGlbly5d0K5dO+Tl5Unbfv75Z7zwwgt4//334efXsF9HRUUFSktLbW5ERESexjTHhJyUHJZbaSJNBEtGoxHR0dE225o1a4aoqCgYjcY6jwkMDERkZKTNdr1eLx1TUVGBMWPG4LXXXkO7du0a3J60tDRERERIt9jY2MadEBERkRuEBoQyUFKAqsHSs88+C51OJ3s7fPiwy35+amoqunbtinHjxjX6uJKSEulWVFTkohYSERGR2lQtSjl79mxMnDhRdp+OHTvCYDDgzJkzNtsvX76MCxcuwGAwODzOYDCgsrISxcXFNtklk8kkHfPNN9/gxx9/xMcffwwAEEIAAFq1aoW//vWvWLRokcPnDgoKQlBQUENOkYiIiDRO1WCpdevWaN26db37JSQkoLi4GPn5+ejbty+AK4FOdXU14uPjHR7Tt29fBAQEIDs7G6NGjQIAFBQUoLCwEAkJCQCATz75BH/88Yd0zJ49e/Dwww8jJycH11xzTVNPj4iIiLyAJpY76dq1K5KTkzF58mSsXr0aFosF06ZNw4MPPoiYmBgAwO+//44hQ4bg/fffR//+/REREYFJkyZh1qxZiIqKQnh4OJ588kkkJCTgxhtvBIBaAdG5c+ekn2c/1omIiIh8kyaCJQD46KOPMG3aNAwZMgR+fn4YNWoUVq5cKT1usVhQUFCA8vJyadvy5culfSsqKpCUlIS33npLjeYTERGRRumEdaAOOa20tBQREREoKSlBeHi42s0hInILc6UZYWlhNtvKUsu46LVKeD0ar6Gf35ooHUBERESkFgZLRERERDIYLBERERHJYLBEREREJIPBEhEREZEMBktEREREMhgsEREREclgsEREREQkg8ESERERkQwGS0REREQyGCwRERERyWCwRERERCSDwRIRERGRDAZLRERERDIYLBERERHJYLBEREROCQkIwcDYgdL9gbEDERIQomKLiFyjmdoNICIibdLpdMhJyUG5pRzAleBJp9Op3Coi5TGzRERETtPpdAgNDEVoYCgDJZUx0+c6zCwRERF5AWb6XIfBEhERkZewZvpIWeyGIyIiIpLBYImIiIhIBoMlIiIiIhkMloiIiIhkMFgiIiIiksFgiYiIiEgGgyUiIiIiGQyWiIiIiGQwWCIiIiKSwWCJiIiISAaDJSIiIiIZDJaIiIiIZDBYIiIiIpLRTO0GeAMhBACgtLRU5ZYQERFRQ1k/t62f43VhsKSAixcvAgBiY2NVbgkRERE11sWLFxEREVHn4zpRXzhF9aqursapU6fQokUL6HQ6xZ63tLQUsbGxKCoqQnh4uGLP60m8/Ry9/fwAnqM38PbzA3iO3sAV5yeEwMWLFxETEwM/v7pHJjGzpAA/Pz9cffXVLnv+8PBwr3zh1+Tt5+jt5wfwHL2Bt58fwHP0Bkqfn1xGyYoDvImIiIhkMFgiIiIiksFgyYMFBQVhwYIFCAoKUrspLuPt5+jt5wfwHL2Bt58fwHP0BmqeHwd4ExEREclgZomIiIhIBoMlIiIiIhkMloiIiIhkMFgiIiIiksFgyYOtWrUKcXFxCA4ORnx8PHbv3q12k5ySlpaGG264AS1atEB0dDRGjhyJgoICm31uueUW6HQ6m9tjjz2mUosbb+HChbXa36VLF+nxS5cuYerUqWjZsiXCwsIwatQomEwmFVvcOHFxcbXOT6fTYerUqQC0ef2+++47DBs2DDExMdDpdNi0aZPN40IIzJ8/H23atEHz5s2RmJiII0eO2Oxz4cIFjB07FuHh4YiMjMSkSZNQVlbmxrOQJ3eOFosFzzzzDLp3747Q0FDExMRg/PjxOHXqlM1zOLr2r776qpvPxLH6ruHEiRNrtT05OdlmHy1fQwAO/y51Oh1ee+01aR9PvoYN+XxoyPtnYWEhhg4dipCQEERHR2Pu3Lm4fPmyYu1ksOShNmzYgFmzZmHBggXYt28fevbsiaSkJJw5c0btpjXat99+i6lTp2Lnzp3IysqCxWLBHXfcAbPZbLPf5MmTcfr0aem2ZMkSlVrsnL/85S827f/++++lx2bOnIkvvvgCGzduxLfffotTp07h3nvvVbG1jbNnzx6bc8vKygIA3H///dI+Wrt+ZrMZPXv2xKpVqxw+vmTJEqxcuRKrV6/Grl27EBoaiqSkJFy6dEnaZ+zYsfjpp5+QlZWFzZs347vvvsOUKVPcdQr1kjvH8vJy7Nu3D88//zz27duHTz/9FAUFBRg+fHitfV944QWba/vkk0+6o/n1qu8aAkBycrJN2//5z3/aPK7lawjA5txOnz6NNWvWQKfTYdSoUTb7eeo1bMjnQ33vn1VVVRg6dCgqKyuRm5uLtWvX4r333sP8+fOVa6ggj9S/f38xdepU6X5VVZWIiYkRaWlpKrZKGWfOnBEAxLfffittGzx4sJgxY4Z6jWqiBQsWiJ49ezp8rLi4WAQEBIiNGzdK23755RcBQOTl5bmphcqaMWOGuOaaa0R1dbUQQvvXD4D47LPPpPvV1dXCYDCI1157TdpWXFwsgoKCxD//+U8hhBA///yzACD27Nkj7fPVV18JnU4nfv/9d7e1vaHsz9GR3bt3CwDi5MmT0rb27duL5cuXu7ZxCnB0fhMmTBAjRoyo8xhvvIYjRowQt912m802rVxDIWp/PjTk/XPLli3Cz89PGI1GaZ+3335bhIeHi4qKCkXaxcySB6qsrER+fj4SExOlbX5+fkhMTEReXp6KLVNGSUkJACAqKspm+0cffYRWrVqhW7duSE1NRXl5uRrNc9qRI0cQExODjh07YuzYsSgsLAQA5Ofnw2Kx2FzPLl26oF27dpq8npWVlfjwww/x8MMP2ywcrfXrV9Px48dhNBptrllERATi4+Ola5aXl4fIyEj069dP2icxMRF+fn7YtWuX29ushJKSEuh0OkRGRtpsf/XVV9GyZUv07t0br732mqLdG662fft2REdHo3Pnznj88cdx/vx56TFvu4YmkwlffvklJk2aVOsxrVxD+8+Hhrx/5uXloXv37tDr9dI+SUlJKC0txU8//aRIu7iQrgc6d+4cqqqqbC48AOj1ehw+fFilVimjuroaTz31FAYOHIhu3bpJ2//v//4P7du3R0xMDH744Qc888wzKCgowKeffqpiaxsuPj4e7733Hjp37ozTp09j0aJFuOmmm3Do0CEYjUYEBgbW+gDS6/UwGo3qNLgJNm3ahOLiYkycOFHapvXrZ896XRz9DVofMxqNiI6Otnm8WbNmiIqK0uR1vXTpEp555hmMGTPGZpHS6dOno0+fPoiKikJubi5SU1Nx+vRppKenq9jahklOTsa9996LDh064OjRo5g3bx7uvPNO5OXlwd/f3+uu4dq1a9GiRYtaXfxauYaOPh8a8v5pNBod/q1aH1MCgyVyq6lTp+LQoUM243kA2IwR6N69O9q0aYMhQ4bg6NGjuOaaa9zdzEa78847pf/36NED8fHxaN++Pf71r3+hefPmKrZMee+++y7uvPNOxMTESNu0fv18ncViwQMPPAAhBN5++22bx2bNmiX9v0ePHggMDMSjjz6KtLQ0j19W48EHH5T+3717d/To0QPXXHMNtm/fjiFDhqjYMtdYs2YNxo4di+DgYJvtWrmGdX0+eAJ2w3mgVq1awd/fv9Zof5PJBIPBoFKrmm7atGnYvHkztm3bhquvvlp23/j4eADAb7/95o6mKS4yMhLXXXcdfvvtNxgMBlRWVqK4uNhmHy1ez5MnT2Lr1q145JFHZPfT+vWzXhe5v0GDwVBrwsXly5dx4cIFTV1Xa6B08uRJZGVl2WSVHImPj8fly5dx4sQJ9zRQQR07dkSrVq2k16W3XEMAyMnJQUFBQb1/m4BnXsO6Ph8a8v5pMBgc/q1aH1MCgyUPFBgYiL59+yI7O1vaVl1djezsbCQkJKjYMucIITBt2jR89tln+Oabb9ChQ4d6jzlw4AAAoE2bNi5unWuUlZXh6NGjaNOmDfr27YuAgACb61lQUIDCwkLNXc+MjAxER0dj6NChsvtp/fp16NABBoPB5pqVlpZi165d0jVLSEhAcXEx8vPzpX2++eYbVFdXS8Gip7MGSkeOHMHWrVvRsmXLeo85cOAA/Pz8anVfacF///tfnD9/XnpdesM1tHr33XfRt29f9OzZs959Peka1vf50JD3z4SEBPz44482ga818L/++usVayh5oPXr14ugoCDx3nvviZ9//llMmTJFREZG2oz214rHH39cREREiO3bt4vTp09Lt/LyciGEEL/99pt44YUXxN69e8Xx48fFv//9b9GxY0dx8803q9zyhps9e7bYvn27OH78uNixY4dITEwUrVq1EmfOnBFCCPHYY4+Jdu3aiW+++Ubs3btXJCQkiISEBJVb3ThVVVWiXbt24plnnrHZrtXrd/HiRbF//36xf/9+AUCkp6eL/fv3SzPBXn31VREZGSn+/e9/ix9++EGMGDFCdOjQQfzxxx/ScyQnJ4vevXuLXbt2ie+//1506tRJjBkzRq1TqkXuHCsrK8Xw4cPF1VdfLQ4cOGDzt2mdQZSbmyuWL18uDhw4II4ePSo+/PBD0bp1azF+/HiVz+wKufO7ePGimDNnjsjLyxPHjx8XW7duFX369BGdOnUSly5dkp5Dy9fQqqSkRISEhIi333671vGefg3r+3wQov73z8uXL4tu3bqJO+64Qxw4cEBkZmaK1q1bi9TUVMXayWDJg73xxhuiXbt2IjAwUPTv31/s3LlT7SY5BYDDW0ZGhhBCiMLCQnHzzTeLqKgoERQUJK699loxd+5cUVJSom7DG2H06NGiTZs2IjAwULRt21aMHj1a/Pbbb9Ljf/zxh3jiiSfEVVddJUJCQsQ999wjTp8+rWKLG+8///mPACAKCgpstmv1+m3bts3h63LChAlCiCvlA55//nmh1+tFUFCQGDJkSK1zP3/+vBgzZowICwsT4eHhIiUlRVy8eFGFs3FM7hyPHz9e59/mtm3bhBBC5Ofni/j4eBERESGCg4NF165dxSuvvGITbKhJ7vzKy8vFHXfcIVq3bi0CAgJE+/btxeTJk2t94dTyNbT629/+Jpo3by6Ki4trHe/p17C+zwchGvb+eeLECXHnnXeK5s2bi1atWonZs2cLi8WiWDt1/2ssERERETnAMUtEREREMhgsEREREclgsEREREQkg8ESERERkQwGS0REREQyGCwRERERyWCwRERERCSDwRIRkYJ0Oh02bdqkdjOISEEMlohIc86ePYvHH38c7dq1Q1BQEAwGA5KSkrBjxw61m0ZEXqiZ2g0gImqsUaNGobKyEmvXrkXHjh1hMpmQnZ2N8+fPq900IvJCzCwRkaYUFxcjJycHixcvxq233or27dujf//+SE1NxfDhwwEA6enp6N69O0JDQxEbG4snnngCZWVl0nO89957iIyMxObNm9G5c2eEhITgvvvuQ3l5OdauXYu4uDhcddVVmD59OqqqqqTj4uLi8OKLL2LMmDEIDQ1F27ZtsWrVKtn2FhUV4YEHHkBkZCSioqIwYsQInDhxQnp8+/bt6N+/P0JDQxEZGYmBAwfi5MmTyv7SiKhJGCwRkaaEhYUhLCwMmzZtQkVFhcN9/Pz8sHLlSvz0009Yu3YtvvnmGzz99NM2+5SXl2PlypVYv349MjMzsX37dtxzzz3YsmULtmzZgg8++AB/+9vf8PHHH9sc99prr6Fnz57Yv38/nn32WcyYMQNZWVkO22GxWJCUlIQWLVogJycHO3bsQFhYGJKTk1FZWYnLly9j5MiRGDx4MH744Qfk5eVhypQp0Ol0yvyyiEgZii3JS0TkJh9//LG46qqrRHBwsBgwYIBITU0VBw8erHP/jRs3ipYtW0r3MzIyBADx22+/SdseffRRERISYrPifFJSknj00Uel++3btxfJyck2zz169Ghx5513SvcBiM8++0wIIcQHH3wgOnfuLKqrq6XHKyoqRPPmzcV//vMfcf78eQFAbN++vfG/BCJyG2aWiEhzRo0ahVOnTuHzzz9HcnIytm/fjj59+uC9994DAGzduhVDhgxB27Zt0aJFCzz00EM4f/48ysvLpecICQnBNddcI93X6/WIi4tDWFiYzbYzZ87Y/OyEhIRa93/55ReH7Tx48CB+++03tGjRQsqIRUVF4dKlSzh69CiioqIwceJEJCUlYdiwYXj99ddx+vTppv56iEhhDJaISJOCg4Nx++234/nnn0dubi4mTpyIBQsW4MSJE7j77rvRo0cPfPLJJ8jPz5fGFVVWVkrHBwQE2DyfTqdzuK26utrpNpaVlaFv3744cOCAze3XX3/F//3f/wEAMjIykJeXhwEDBmDDhg247rrrsHPnTqd/JhEpj8ESEXmF66+/HmazGfn5+aiursayZctw44034rrrrsOpU6cU+zn2gczOnTvRtWtXh/v26dMHR44cQXR0NK699lqbW0REhLRf7969kZqaitzcXHTr1g3r1q1TrL1E1HQMlohIU86fP4/bbrsNH374IX744QccP34cGzduxJIlSzBixAhce+21sFgseOONN3Ds2DF88MEHWL16tWI/f8eOHViyZAl+/fVXrFq1Chs3bsSMGTMc7jt27Fi0atUKI0aMQE5ODo4fP47t27dj+vTp+O9//4vjx48jNTUVeXl5OHnyJL7++mscOXKkzuCLiNTBOktEpClhYWGIj4/H8uXLcfToUVgsFsTGxmLy5MmYN28emjdvjvT0dCxevBipqam4+eabkZaWhvHjxyvy82fPno29e/di0aJFCA8PR3p6OpKSkhzuGxISgu+++w7PPPMM7r33Xly8eBFt27bFkCFDEB4ejj/++AOHDx/G2rVrcf78ebRp0wZTp07Fo48+qkhbiUgZOiGEULsRRERaEBcXh6eeegpPPfWU2k0hIjdiNxwRERGRDAZLRERERDLYDUdEREQkg5klIiIiIhkMloiIiIhkMFgiIiIiksFgiYiIiEgGgyUiIiIiGQyWiIiIiGQwWCIiIiKSwWCJiIiISAaDJSIiIiIZ/w9YBWl7z8gi8AAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def StepPlotData(y1,y2,legend1=\"y1\",legend2=\"y2\"):\n", " \n", " plt.figure()\n", " assert(y1.shape[0]==y2.shape[0])\n", " i=np.arange(y1.shape[0])\n", " plt.step(i,y1,'r', where='mid', label=legend1,alpha=0.6)\n", " plt.legend()\n", " plt.step(i,y2,'g', where='mid', label=legend2,alpha=0.6)\n", " plt.legend()\n", "\n", "StepPlotData(y1=y_test, y2=y_pred_test, legend1=\"Target\", legend2=\"Predicted\")\n", "plt.xlabel(\"k\")\n", "plt.ylabel(\"output y[k]\")\n", "\n", "plt.figure()\n", "plt.step(y_test-y_pred_test,'g', where='mid', label=\"Estimate-Target\")\n", "plt.legend()\n", "\n", "plt.xlabel(\"Samples\")\n", "plt.ylabel(\"Residual\")\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 5 }