{ "cells": [ { "cell_type": "markdown", "id": "a3ba258c", "metadata": {}, "source": [ "# Example Notebook\n", "A notebook with example usage of RamanLib capabilities, and example code to be adapted for your own Raman data analysis needs." ] }, { "cell_type": "markdown", "id": "46ceb76b-5796-452e-adbd-517a3b4564b1", "metadata": {}, "source": [ "### Import packages" ] }, { "cell_type": "code", "execution_count": 1, "id": "ecd56f7c-ab8b-4aeb-b1c2-b09d3b3bcfac", "metadata": {}, "outputs": [], "source": [ "import ramanlib as rl\n", "import ramanspy as rp\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "id": "bfec9af5-e48c-4a05-b983-2adc638e37b5", "metadata": {}, "source": [ "## Code Examples" ] }, { "cell_type": "markdown", "id": "171cae99-00b3-43eb-bbd2-f2feb255b160", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### Loading Raman Data From .csv File" ] }, { "cell_type": "code", "execution_count": 2, "id": "0dba47ff-8545-4ba9-9ff1-8735220f2768", "metadata": {}, "outputs": [], "source": [ "def load_colon_spectra(csv_path):\n", " \"\"\"\n", " Load colon tissue Raman spectra into a GroupedSpectralContainer from a CSV file.\n", "\n", " Filters to spectra labeled as 'Normal', 'Adenom', or 'Karzinom' and tissue type 'preparation'.\n", " Returns a GroupedSpectralContainer and a NumPy array of binary labels (0 = normal, 1 = abnormal).\n", " \"\"\"\n", "\n", " # Read CSV\n", " df = pd.read_csv(csv_path)\n", "\n", " # Filter to valid, usable spectra\n", " df = df[\n", " df['Annotation'].isin(['Normal', 'Adenom', 'Karzinom']) &\n", " (df['Tissue'] == 'preparation')\n", " ]\n", "\n", " # Create binary labels\n", " label_map = {'Normal': 0, 'Adenom': 1, 'Karzinom': 1}\n", " labels = df['Annotation'].map(label_map).to_numpy()\n", "\n", " # Extract metadata\n", " replicates = df[\"Name\"].str.split('_').str[0]\n", " metadata = [\n", " {\n", " \"annotation\": annotation,\n", " \"name\": name,\n", " \"tissue\": tissue,\n", " \"replicate\": replicate,\n", " \"label\": label # binary: 0 or 1\n", " }\n", " for annotation, name, tissue, replicate, label in zip(\n", " df['Annotation'], df['Name'], df['Tissue'], replicates, labels\n", " )\n", " ]\n", "\n", " # Isolate spectral data\n", " df = df.loc[:, ~df.columns.str.contains('^Unnamed')] # Remove index column if present\n", " spectral_df = df.drop(columns=['Name', 'Annotation', 'Tissue'])\n", "\n", " # Extract spectra and axis\n", " spectra_array = spectral_df.to_numpy()\n", " spectral_axis = spectral_df.columns.astype(float).to_numpy()\n", "\n", " # Build Spectrum objects\n", " spectra = [\n", " rp.Spectrum(spectral_data, spectral_axis)\n", " for spectral_data in spectra_array\n", " ]\n", "\n", " # Return wrapped container\n", " container = rl.GroupedSpectralContainer(spectral_list=spectra, metadata=metadata)\n", " return container, labels" ] }, { "cell_type": "code", "execution_count": 3, "id": "25921937-e612-45e1-910d-562b7d7949a2", "metadata": {}, "outputs": [], "source": [ "raw_gsc, labels = load_colon_spectra(\"/home/linux_thoma/git/aranexx_sers_analysis/ramanlib/DATA_dp_wc_bc.csv\")" ] }, { "cell_type": "markdown", "id": "4118e629-45a6-43d0-89be-540ef20c1bb7", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### Visualising Raw Data" ] }, { "cell_type": "code", "execution_count": 4, "id": "cb6246e0-af9b-47db-9e96-90a18ae951ee", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rl.plot.mean_per_group(raw_gsc,\n", " by=\"annotation\",\n", " plot_type=\"stacked\",\n", " label=[\"Adenoma\", \"Carcinoma\", \"Normal\"],\n", " interval=\"sd\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "id": "5d1cb940-c7ce-4b8a-bc5e-73b69b008382", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rl.plot.random_per_group(raw_gsc,\n", " \"annotation\",\n", " n_samples=3,\n", " plot_type=\"stacked\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "id": "19a31069-5064-4f8e-9432-2ac51402d0aa", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "440" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(raw_gsc)" ] }, { "cell_type": "code", "execution_count": 7, "id": "fd8cc8f0-f7dd-4460-8de9-4c3dcb86ebd7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Annotation counts:\n", "annotation\n", "Normal 226\n", "Adenom 153\n", "Karzinom 61\n", "Name: count, dtype: int64\n" ] } ], "source": [ "# See counts of each annotation\n", "print(\"Annotation counts:\")\n", "print(raw_gsc.df['annotation'].value_counts())" ] }, { "cell_type": "code", "execution_count": 8, "id": "c4fe882d-a179-4551-ab36-232988bb4ebe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Annotation by tissue type:\n", "tissue annotation label\n", "preparation Adenom 1 153\n", " Karzinom 1 61\n", " Normal 0 226\n", "dtype: int64\n" ] } ], "source": [ "# Check combinations of tissue type, annotation and label\n", "print(\"Annotation by tissue type:\")\n", "print(raw_gsc.df.groupby(['tissue', 'annotation', 'label']).size())" ] }, { "cell_type": "markdown", "id": "ad381047", "metadata": {}, "source": [ "### Indexing data using Grouped Spectral Containers" ] }, { "cell_type": "markdown", "id": "fb1bccbc", "metadata": {}, "source": [ "The Grouped Spectral Container class has been designed to be a relatively light-weight addition to the pandas dataframe. The main purpose is to provide abstracted methods for creating a container, so that the format of each container consistent whenever a container is created or modified (for example, always having a 'Spectrum' column). This allows for consistent handling of the data by external methods.\n", "\n", "Additionally, a few core functions are encapsulated in the class for convenience, including GroupedSpectralContainer.mean which returns the mean spectra by metadata group, along with group statistics. This functionality is used repeatedly by external functions that required mean spectra, so it is implemented as a method of the class.\n", "\n", "Users are expected to handle data mainly through the dataframe object of the GSC class, which is contained in the GroupedSpectralContainer.df attribute. This way, they can utilise any of pandas' wide breadth of data manipulation methods, while having the consistent format of a Grouped Spectral Container." ] }, { "cell_type": "markdown", "id": "d5b6daa9", "metadata": {}, "source": [ "For convenience, the GSC class allows users to access data rows by key and boolean indexing, just as you would with a panda dataframe. The result is a GSC containing the resulting rows. This is the main intended method for indexing the GSC. Some examples are shown below." ] }, { "cell_type": "code", "execution_count": null, "id": "394e51d8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GroupedSpectralContainer(440 spectra)\n", "\n", " spectrum annotation name \\\n", "0 Normal M10_C2_I_001 \n", "1 Normal M10_C2_I_002 \n", "2 Normal M10_C2_I_003 \n", "3 Normal M10_R1_I_001 \n", "4 Normal M10_R1_I_002 \n", "\n", " tissue replicate label \n", "0 preparation M10 0 \n", "1 preparation M10 0 \n", "2 preparation M10 0 \n", "3 preparation M10 0 \n", "4 preparation M10 0 " ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(raw_gsc)\n", "# Print summary of the Grouped Spectral Container to see its columns and structure" ] }, { "cell_type": "code", "execution_count": 49, "id": "3deb2db6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GroupedSpectralContainer(1 spectra)\n", "\n", " spectrum annotation name \\\n", "0 Normal M10_C2_I_002 \n", "\n", " tissue replicate label \n", "0 preparation M10 0 " ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_gsc[raw_gsc[\"name\"] == \"M10_C2_I_002\"] # Get spectrum with specific name" ] }, { "cell_type": "code", "execution_count": 52, "id": "771e2308", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GroupedSpectralContainer(226 spectra)\n", "\n", " spectrum annotation name \\\n", "0 Normal M10_C2_I_001 \n", "1 Normal M10_C2_I_002 \n", "2 Normal M10_C2_I_003 \n", "3 Normal M10_R1_I_001 \n", "4 Normal M10_R1_I_002 \n", "\n", " tissue replicate label \n", "0 preparation M10 0 \n", "1 preparation M10 0 \n", "2 preparation M10 0 \n", "3 preparation M10 0 \n", "4 preparation M10 0 " ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_gsc[raw_gsc[\"annotation\"] == \"Normal\"] # Get all normal spectra" ] }, { "cell_type": "markdown", "id": "2fa9785a", "metadata": {}, "source": [ "### Getting the Mean Spectra of groups from a GroupedSpectralContainer" ] }, { "cell_type": "markdown", "id": "39c4f32d", "metadata": {}, "source": [ "This is one of the only processing functions provided as a method of GSC, because of how common it is to calculate the mean spectra of a GSC." ] }, { "cell_type": "code", "execution_count": 57, "id": "fb018d1b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GroupedSpectralContainer(3 spectra)\n", "\n", " spectrum annotation\n", "0 Adenom\n", "1 Karzinom\n", "2 Normal" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_gsc.mean(by=\"annotation\", include_stats=False)" ] }, { "cell_type": "markdown", "id": "cb88f9cc", "metadata": {}, "source": [ "If include_stats is set to True, columns are included for the number of spectra, n, and variance and standard deviation vectors representing the respective statistics at each wavenumber." ] }, { "cell_type": "code", "execution_count": 60, "id": "45f0513a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GroupedSpectralContainer(3 spectra)\n", "\n", " spectrum annotation n \\\n", "0 Adenom 153 \n", "1 Karzinom 61 \n", "2 Normal 226 \n", "\n", " var_vector \\\n", "0 [520.4194673877299, 503.88377010656234, 512.23... \n", "1 [571.2872052156648, 657.1600115317982, 715.176... \n", "2 [367.4185047731241, 352.60715821628526, 372.02... \n", "\n", " std_vector \n", "0 [22.812704078818232, 22.447355525909114, 22.63... \n", "1 [23.90161511730253, 25.63513236813491, 26.7427... \n", "2 [19.168163834158037, 18.777836888637765, 19.28... " ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_gsc.mean(by=\"annotation\", include_stats=True)" ] }, { "cell_type": "markdown", "id": "6772b69c-310d-427e-ac97-785b74d6a4dd", "metadata": {}, "source": [ "### Calibrate Raw Spectra" ] }, { "cell_type": "markdown", "id": "bb47eb6e-3c96-4de5-aa9f-44a8b9f266bd", "metadata": {}, "source": [ "#### Example: Detecting wavenumber shift from internal Si calibration standard" ] }, { "cell_type": "markdown", "id": "de7936ab-4a68-4f6b-91e6-3748ec9d3eee", "metadata": {}, "source": [ "To demonstrate the calibration functions, I generate hypothetical internal silicon spectral data, which contains a single high-intensity peak. A study conducted by Itoh et al. estimates that the main silicon band is situated at 520.45 ± 0.28 cm-1 for Si 100." ] }, { "cell_type": "code", "execution_count": 9, "id": "51194aea-8847-4af1-8af4-f0dd8ba1ffea", "metadata": {}, "outputs": [], "source": [ "# Generate hypothetical internal silicon standard spectra\n", "from datetime import date\n", "\n", "# Parameters\n", "n = 100\n", "ideal_center = 520.45\n", "allowed_halfwidth = 0.28\n", "center_sd = 0.2 # ~few % outside the window\n", "amp_range = (800, 1200)\n", "sigma_range = (0.3, 0.6)\n", "noise_frac = 0.02\n", "seed = 7\n", "\n", "rng = np.random.default_rng(seed)\n", "\n", "# Wavenumber axis around the Si line\n", "x = np.linspace(480, 560, 1601)\n", "\n", "# Random peak parameters\n", "centers = rng.normal(ideal_center, center_sd, size=n)\n", "amps = rng.uniform(*amp_range, size=n)\n", "sigmas = rng.uniform(*sigma_range, size=n)\n", "\n", "spectra = []\n", "for c, a, s in zip(centers, amps, sigmas):\n", " y = a * np.exp(-(x - c)**2 / (2 * s**2))\n", " y += rng.normal(0.0, noise_frac * a, size=x.shape) # noise\n", " spectra.append(rp.Spectrum(y, x))\n", "\n", "# Minimal fake metadata: rotating dates and 3x3 spots\n", "dates = [date(2025, 8, 1), date(2025, 8, 2)]\n", "spots = [f\"({r},{c})\" for r in range(1, 4) for c in range(1, 4)]\n", "metadata = [{\"date\": dates[i % len(dates)], \"spot\": spots[i % len(spots)]} for i in range(n)]\n", "\n", "# Build GroupedSpectralContainer\n", "calib_gsc = rl.GroupedSpectralContainer(spectra, metadata)" ] }, { "cell_type": "markdown", "id": "a28a51c4-d52a-4450-b627-95d6cc2dead4", "metadata": {}, "source": [ "Plot randomly selected spectra to visualy verify." ] }, { "cell_type": "code", "execution_count": 10, "id": "8ee39970-73e5-490d-b791-e050d3d8b6b5", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "calib_gsc.plot_random(n_samples=3, seed=seed)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "0e57d434-5b0f-4065-a3a5-9accfc4775bd", "metadata": {}, "source": [ "Check the calibration of a single spectrum" ] }, { "cell_type": "code", "execution_count": 11, "id": "c6b097ee-5533-4b77-91e9-2ea560a38987", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-0.20040853529974356\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shift_value = rl.calib.get_wn_shift(calib_gsc[\"spectrum\"].iloc[5], 520.45, plot=True)\n", "print(shift_value)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a506a378-0c2d-4bec-a2d5-b272d6392d50", "metadata": {}, "source": [ "Check the calibration of the entire GSC and return a GSC of uncalibrated spectra" ] }, { "cell_type": "code", "execution_count": 12, "id": "05d92d30-8319-4efd-91b2-88787c72edbd", "metadata": {}, "outputs": [], "source": [ "fail_gsc, new_gsc = rl.calib.get_gsc_wn_shifts(\n", " calib_gsc,\n", " [520.17, 520.73],\n", " 520.45\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "id": "7ddd1c2a-f252-47ab-8228-adfe3da4789a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GroupedSpectralContainer(11 spectra)\n", "\n", " spectrum date spot \\\n", "0 2025-08-01 (1,1) \n", "1 2025-08-01 (1,3) \n", "2 2025-08-01 (3,3) \n", "3 2025-08-01 (2,1) \n", "4 2025-08-02 (1,1) \n", "\n", " x0_fit shift \n", "0 520.069173 -0.380827 \n", "1 520.081641 -0.368359 \n", "2 519.940991 -0.509009 \n", "3 520.144087 -0.305913 \n", "4 520.141240 -0.308760 \n", "0.2853408681394285\n" ] } ], "source": [ "print(fail_gsc)\n", "print(fail_gsc[\"shift\"].abs().min())\n", "# All shifts in the fail gsc are above 0.28, as expected, since we used the range 520.45 +- 0.28" ] }, { "cell_type": "code", "execution_count": 14, "id": "97cc449e-4102-4e18-8982-6196e0cffdb4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GroupedSpectralContainer(100 spectra)\n", "\n", " spectrum date spot \\\n", "0 2025-08-01 (1,1) \n", "1 2025-08-02 (1,2) \n", "2 2025-08-01 (1,3) \n", "3 2025-08-02 (2,1) \n", "4 2025-08-01 (2,2) \n", "\n", " x0_fit shift \n", "0 520.447505 -0.002495 \n", "1 520.509446 0.059446 \n", "2 520.396104 -0.053896 \n", "3 520.271215 -0.178785 \n", "4 520.355366 -0.094634 \n" ] } ], "source": [ "print(new_gsc)" ] }, { "cell_type": "markdown", "id": "a343f265-7c4f-4c9c-91f8-e281d95f03eb", "metadata": {}, "source": [ "Using the shift values and dates given in these grouped spectra containers, we are able to apply a wavenumber shift to other data collected on or near the same day." ] }, { "cell_type": "markdown", "id": "6bfeca56-c925-4278-9ded-b0cd7d0711c8", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### Choose Best Baseline Subtraction Algorithm" ] }, { "cell_type": "code", "execution_count": 15, "id": "c87ba90a-68ce-4128-8861-df99f4a24906", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqUAAAHMCAYAAADsy9E9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd3wT9f/HX5eddKV7QEvZe4OIomwBFUVxIQoIgj8UFw5EBQEXXxy4cMtSFBURcSF7ykZAZBZaymjp3s2+3x93n0vSJG1aUtKQ9/Px6IPk7nL3SVra173ei+N5ngdBEARBEARB+BGZvxdAEARBEARBECRKCYIgCIIgCL9DopQgCIIgCILwOyRKCYIgCIIgCL9DopQgCIIgCILwOyRKCYIgCIIgCL9DopQgCIIgCILwOyRKCYIgCIIgCL9DopQgCIIgCILwOyRKCYIgCIIgCL9DopQgasHixYvBcZz0pVAo0KhRI4wbNw4XLlzw9/KClqNHj2LWrFnIyMjw91IIgiCIOqLw9wIIIhCZM2cOmjZtCoPBgF27dmHx4sXYvn07jhw5Ao1G4+/lBR1Hjx7F7Nmz0a9fP6Smpvp7OQRBEEQdIFFKEHVg2LBh6NGjBwDg4YcfRkxMDP73v/9h9erVuOeee/y8OqI6eJ6HwWCAVqv191IIgiAIByh8TxA+4IYbbgAAnD59WtpmMpkwc+ZMdO/eHREREQgJCcENN9yATZs2Ob02IyMDHMfh7bffxoIFC9CsWTPodDrcdNNNOHfuHHiex6uvvorGjRtDq9Xi9ttvR0FBgdM5fvnlF9xyyy1ISkqCWq1G8+bN8eqrr8JqtTod169fP3To0AFHjx5F//79odPp0KhRI8ybN8+r97lu3Tr06dMHer0eoaGhaN26NV588UVp/+bNm8FxHL7//nu8+OKLSEhIQEhICG677TacO3fO5Xy7d+/G0KFDERERAZ1Oh759+2LHjh0ux124cAETJkyQ3l/Tpk0xefJkmEwmLF68GHfffTcAoH///lJqxebNmwEAqampuPXWW/HXX3+hR48e0Gq1+OyzzwAAixYtwoABAxAXFwe1Wo127drhk08+8eqzIAiCIHwLOaUE4QNYLmNkZKS0raSkBF9++SVGjRqFiRMnorS0FF999RWGDBmCPXv2oEuXLk7nWLZsGUwmEx5//HEUFBRg3rx5uOeeezBgwABs3rwZ06ZNQ1paGj788EM8++yzWLhwofTaxYsXIzQ0FFOnTkVoaCg2btyImTNnoqSkBG+99ZbTdQoLCzF06FDceeeduOeee7BixQpMmzYNHTt2xLBhwzy+x//++w+33norOnXqhDlz5kCtViMtLc2tiHz99dfBcRymTZuGnJwcvPfeexg0aBAOHjwoOZQbN27EsGHD0L17d7zyyiuQyWSSSNy2bRuuueYaAMDFixdxzTXXoKioCJMmTUKbNm1w4cIFrFixAhUVFbjxxhvxxBNP4IMPPsCLL76Itm3bAoD0LwCcOHECo0aNwiOPPIKJEyeidevWAIBPPvkE7du3x2233QaFQoFff/0Vjz76KGw2Gx577LGavu0EQRCEL+EJgvCaRYsW8QD49evX87m5ufy5c+f4FStW8LGxsbxarebPnTsnHWuxWHij0ej0+sLCQj4+Pp4fP368tC09PZ0HwMfGxvJFRUXS9unTp/MA+M6dO/Nms1naPmrUKF6lUvEGg0HaVlFR4bLWRx55hNfpdE7H9e3blwfAL126VNpmNBr5hIQEfuTIkdW+9/nz5/MA+NzcXI/HbNq0iQfAN2rUiC8pKZG2//DDDzwA/v333+d5nudtNhvfsmVLfsiQIbzNZnN6H02bNuUHDx4sbRszZgwvk8n4vXv3ulyPvfbHH3/kAfCbNm1yOaZJkyY8AH7NmjUu+9x9bkOGDOGbNWvm8T0SBEEQ9QOF7wmiDgwaNAixsbFITk7GXXfdhZCQEKxevRqNGzeWjpHL5VCpVAAAm82GgoICWCwW9OjRAwcOHHA55913342IiAjpea9evQAADzzwABQKhdN2k8nkVO3vmB9ZWlqKvLw83HDDDaioqMDx48edrhMaGooHHnhAeq5SqXDNNdfgzJkz1b5nvV4PQEgVsNls1R47ZswYhIWFSc/vuusuJCYm4o8//gAAHDx4EKdOncL999+P/Px85OXlIS8vD+Xl5Rg4cCC2bt0Km80Gm82GVatWYfjw4VIOryMcx1W7DkbTpk0xZMgQl+2On1txcTHy8vLQt29fnDlzBsXFxV6dmyAIgvANFL4niDqwYMECtGrVCsXFxVi4cCG2bt0KtVrtctySJUvwzjvv4Pjx4zCbzdL2pk2buhybkpLi9JwJ1OTkZLfbCwsLpW3//fcfXn75ZWzcuBElJSVOx1cVV40bN3YRc5GRkTh8+LDH9wsA9957L7788ks8/PDDeOGFFzBw4EDceeeduOuuuyCTOd/ftmzZ0uk5x3Fo0aKFlOZw6tQpAMDYsWM9Xq+4uBgmkwklJSXo0KFDtWurCXefNwDs2LEDr7zyCnbu3ImKigqX6zveJBAEQRD1C4lSgqgD11xzjeTcjRgxAn369MH999+PEydOIDQ0FADwzTffYNy4cRgxYgSee+45xMXFQS6X480333QqiGLI5XK31/K0ned5AEBRURH69u2L8PBwzJkzB82bN4dGo8GBAwcwbdo0F1ezpvN5QqvVYuvWrdi0aRN+//13rFmzBt9//z0GDBiAtWvXejyvO9ia3nrrLZfcWkZoaKhLQVddcVdpf/r0aQwcOBBt2rTBu+++i+TkZKhUKvzxxx+YP39+jW4wQRAE4VtIlBLEZcKEZv/+/fHRRx/hhRdeAACsWLECzZo1w8qVK52cyVdeecWn19+8eTPy8/OxcuVK3HjjjdL29PR0n14HAGQyGQYOHIiBAwfi3XffxRtvvIGXXnoJmzZtwqBBg6TjmBPK4HkeaWlp6NSpEwCgefPmAIDw8HCn11UlNjYW4eHhOHLkSLXr8jaM78ivv/4Ko9GI1atXO7nUVbsjEARBEFcGyiklCB/Qr18/XHPNNXjvvfdgMBgA2B1JRwdy9+7d2Llzp0+v7e46JpMJH3/8sU+v4861ZC6n0Wh02r506VKUlpZKz1esWIGsrCypur979+5o3rw53n77bZSVlbmcNzc3F4AggkeMGIFff/0V+/btczmOveeQkBAAgmvsLe4+t+LiYixatMjrcxAEQRC+g5xSgvARzz33HO6++24sXrwY//d//4dbb70VK1euxB133IFbbrkF6enp+PTTT9GuXTu3QqyuXHfddYiMjMTYsWPxxBNPgOM4fP311zWG42vLnDlzsHXrVtxyyy1o0qQJcnJy8PHHH6Nx48bo06eP07FRUVHo06cPHnroIVy6dAnvvfceWrRogYkTJwIQxOaXX36JYcOGoX379njooYfQqFEjXLhwAZs2bUJ4eDh+/fVXAMAbb7yBtWvXom/fvpg0aRLatm2LrKws/Pjjj9i+fTv0ej26dOkCuVyO//3vfyguLoZarZb6j3ripptugkqlwvDhw/HII4+grKwMX3zxBeLi4pCVleXTz44gCIKoGRKlBOEj7rzzTsn9mzhxIsaNG4fs7Gx89tln+Ouvv9CuXTt88803+PHHH6XG7r4gOjoav/32G5555hm8/PLLiIyMxAMPPICBAwe6rTivK7fddhsyMjKwcOFC5OXlISYmBn379sXs2bNdCoJefPFFHD58GG+++SZKS0sxcOBAfPzxx9DpdNIx/fr1w86dO/Hqq6/io48+QllZGRISEtCrVy888sgj0nGNGjXC7t27MWPGDCxbtgwlJSVo1KgRhg0bJp0vISEBn376Kd58801MmDABVqsVmzZtqlaUtm7dGitWrMDLL7+MZ599FgkJCZg8eTJiY2Mxfvx4n31uBEEQhHdwvK/tFIIggpbNmzejf//++PHHH3HXXXf5ezkEQRBEAEE5pQRBEARBEITfIVFKEARBEARB+B0SpQRBEARBEITf8aso3bp1K4YPH46kpCRwHIdVq1Y57ec4zu3XW2+9JR2Tmprqsn/u3LlX+J0QBAEIxUs8z1M+KUEQBFFr/CpKy8vL0blzZyxYsMDt/qysLKevhQsXguM4jBw50um4OXPmOB33+OOPX4nlEwRBEARBED7Cry2hhg0bJjXTdkdCQoLT819++QX9+/dHs2bNnLaHhYW5HEsQBEEQBEEEDgHTp/TSpUv4/fffsWTJEpd9c+fOxauvvoqUlBTcf//9ePrpp6FQeH5rRqPRaQKNzWZDQUEBoqOj6zSukCAIgghOeJ5HaWkpkpKSIJNRmQZBXA4BI0qXLFmCsLAw3HnnnU7bn3jiCXTr1g1RUVH4+++/MX36dGRlZeHdd9/1eK4333wTs2fPru8lEwRBEEHCuXPn0LhxY38vgyACmgbTPJ/jOPz8888YMWKE2/1t2rTB4MGD8eGHH1Z7noULF0ojA9VqtdtjqjqlxcXFSElJwblz5xAeHl7n90AQBEEEFyUlJUhOTkZRUZHLZDOCIGpHQDil27Ztw4kTJ/D999/XeGyvXr1gsViQkZGB1q1buz1GrVa7Fazh4eEkSgmCIIhaQ6lfBHH5BEQCzFdffYXu3bujc+fONR578OBByGSyamdeEwRBEARBEA0LvzqlZWVlSEtLk56np6fj4MGDiIqKQkpKCgAhNPLjjz/inXfecXn9zp07sXv3bvTv3x9hYWHYuXMnnn76aTzwwAOIjIy8Yu+DIAiCIAiCuDz8Kkr37duH/v37S8+nTp0KABg7diwWL14MAFi+fDl4nseoUaNcXq9Wq7F8+XLMmjULRqMRTZs2xdNPPy2dhyAIgiAIgggMGkyhkz8pKSlBREQEiouLKaeUIAiC8Br6+0EQviMgckoJgiAIgiCIqxsSpQRBEARBEITfIVFKEARBEARB+B0SpQRBEARBEITfIVFKEARBEARB+B0SpQRBEARBEITfIVFKEARBEARB+B0SpQRBEARBEITfIVFKEATRQDh/8iIWPLkQ2Rk5/l4KQRDEFYdEKUEQRANhwZMLsXXFLrx6z7v+XgpBEMQVh0QpQRBEA+H8ySwAQN6FAj+vhCAI4spDopQgCKKB0LhVovTYZDT7cSUEQRBXHhKlBEEQDQS1Ti09Lsgq9ONKCIIgrjwkSgmCIBoIlaWV0mMSpQRBBBskSgmCIBoIFaUG6XFBdpH/FkIQBOEHSJQSBEE0ECpKKqTHBVlF/lsIQRCEHyBRShAE0QDgeR6VZXantPBSkf8WQxAE4QdIlBIEQTQATAYTrBab9Nwxv5QgCCIYIFFKEATRAHB0SQHAUG7000oIgiD8A4lSgiCIBoDFZHF6Xllu8HAkQRDE1QmJUoIgiAaAuaooLSNRShBEcEGilCAIogFgNpIoJQgiuCFRShAE0QCwmp1FKeWUEgQRbJAoJQiCaABUDd8byCklCCLIIFFKEATRAGCFTmqtCgCF7wmCCD5IlBIEQTQAmFMaFhUqPbdUCekTBEFczZAoJQiCaAAwpzQ0MkTaRnmlBEEEEyRKCYIgGgBMlGp0aiiUcgCAsdLkzyURBEFcUUiUEgRBNABY+F6hUkCpVgrbjGZ/LokgCOKKQqKUIAiiAcCcUqVKAaVaAYBEKUEQwQWJUoIgiAaA5JQqFVCqmCilQieCIIIHEqUEQRANAAuF7wmCCHJIlBIEQTQAHMP3Kg2JUoIggg8SpQRBEA0Ad4VOJgOJUoIgggcSpQRBEA0ACt8TBBHskCglCIJoAJjdVd+bqNCJIIjggUQpQRBEA8DRKVVpVACo+p4giOCCRClBEEQDwGK2AhCcUoVScEpNBproRBBE8OBXUbp161YMHz4cSUlJ4DgOq1atcto/btw4cBzn9DV06FCnYwoKCjB69GiEh4dDr9djwoQJKCsru4LvgiAI4vJh+aMKp+b55JQSBBE8+FWUlpeXo3PnzliwYIHHY4YOHYqsrCzp67vvvnPaP3r0aPz3339Yt24dfvvtN2zduhWTJk2q76UTBEH4FCZKlWolFToRBBGUKPx58WHDhmHYsGHVHqNWq5GQkOB237Fjx7BmzRrs3bsXPXr0AAB8+OGHuPnmm/H2228jKSnJ52smCIKoD5grqlRTn1KCIIKTBp9TunnzZsTFxaF169aYPHky8vPzpX07d+6EXq+XBCkADBo0CDKZDLt37/Z4TqPRiJKSEqcvgiAIf2I2CQJUrVU5OKUUvicIInho0KJ06NChWLp0KTZs2ID//e9/2LJlC4YNGwarVSgIyM7ORlxcnNNrFAoFoqKikJ2d7fG8b775JiIiIqSv5OTken0fBEEQNcEa5VP4niCIYMWv4fuauO+++6THHTt2RKdOndC8eXNs3rwZAwcOrPN5p0+fjqlTp0rPS0pKSJgSBOFXWKW9Uq2ESproRNX3BEEEDw3aKa1Ks2bNEBMTg7S0NABAQkICcnJynI6xWCwoKCjwmIcKCHmq4eHhTl8EQRD+xDGnVKmhMaMEQQQfASVKz58/j/z8fCQmJgIAevfujaKiIuzfv186ZuPGjbDZbOjVq5e/lkkQBFFrWKhepVFBo1MDAIwVRn8uiSAI4ori1/B9WVmZ5HoCQHp6Og4ePIioqChERUVh9uzZGDlyJBISEnD69Gk8//zzaNGiBYYMGQIAaNu2LYYOHYqJEyfi008/hdlsxpQpU3DfffdR5T1BEAGFPadUAbVOmOhkqKTwPUEQwYNfndJ9+/aha9eu6Nq1KwBg6tSp6Nq1K2bOnAm5XI7Dhw/jtttuQ6tWrTBhwgR0794d27Ztg1qtls6xbNkytGnTBgMHDsTNN9+MPn364PPPP/fXWyIIgqgTjk6pmpxSgiCCEL86pf369QPP8x73//XXXzWeIyoqCt9++60vl0UQBHHFcXRKKXxPEEQwElA5pQRBEFcrjhOdpPB9BYXvCYIIHkiUEgRB+Bme5yWnVKVRUvieIIighEQpQRCEn7GY7ZOblGqlFL43UaETQRBBBIlSgiAIP+PYj1RwSln4npxSgiCCBxKlBEEQfoblk3IcoFAqpPC91WJzclEJgiCuZkiUEgRB+Bmp8l6lAMdxUGtV0j7KKyUIIlggUUoQBOFnWO4oc0gVSgXkCuHXM1XgEwQRLJAoJQiC8DOVZQYAgCbEPhhEG6oR9pVW+mVNBEEQVxoSpQRBEH6GheiZEAWA0MhQAEBpYblf1kQQBHGlIVFKEAThZyrLBVGqCbGL0vAoQZSWFZb5ZU0EQRBXGhKlBEEQfsYghu9ZKygACI0MAUBOKUEQwQOJUoIgCD9jEJ1SrYNTGqoXRGkZiVKCIIIEEqUEQRB+xl7oZBelYSyntIDC9wRBBAckSgmCIPwMK3TSOBU6sfA9iVKCIIIDEqUEQRB+hoXv2cx7ANCF6wBQSyiCIIIHEqUEQRB+prJMEJ6OfUrZVCeTOIKUIAjiaodEKUEQhJ+RCp0cwvcqjRKAfQQpQRDE1Q6JUoIgCD9jYDmlDk6pXZTSmFGCIIIDEqUEQRB+xlDuWn2vVJNTShBEcEGilCAIws9IhU5unFIziVKCIIIEEqUEQRB+xr0oFQudKHxPEESQQKKUIAjCz7hrnq9kTqnR4pc1EQRBXGlIlBIEQfgZ1jzfffU9OaUEQQQHJEoJgiD8CM/zNYTvKaeUIIjggEQpQRCEHzEbzbBabQAAtc610MlitsJqtfplbQRBEFcSEqUEQRB+hLmkAKDWqaTHrCUUQG4pQRDBAYlSgiAIP8J6lKq1Ksjlcmk7c0oBwU0lCIK42iFRShAE4UcqRafU0SUFAJlMBoVSEKnklBIEEQyQKCUIgvAjrDk+K2xyhBroEwQRTJAoJQiC8CNmk9CHVKFSuOyjBvoEQQQTJEoJgiD8iEUUpSq1qyhVituogT5BEMEAiVKCIAg/woqY3DmlbBtzUwmCIK5mSJQSBEH4kerC96wtFFXfEwQRDJAoJQiC8CNS+N5NoROJUoIgggkSpQRBEH6ECU6lO6dU3Gah8D1BEEEAiVKCIAg/IoXvlZ4LnUxU6EQQRBBAopQgCMKPWLzIKSWnlCCIYIBEKUEQhB9h7Z6U7lpCqQRRSn1KCYIIBvwqSrdu3Yrhw4cjKSkJHMdh1apV0j6z2Yxp06ahY8eOCAkJQVJSEsaMGYOLFy86nSM1NRUcxzl9zZ079wq/E4IgiLrBXFB3OaUKyiklCCKI8KsoLS8vR+fOnbFgwQKXfRUVFThw4ABmzJiBAwcOYOXKlThx4gRuu+02l2PnzJmDrKws6evxxx+/EssnCIK4bKptCUV9SgmCCCJcfwteQYYNG4Zhw4a53RcREYF169Y5bfvoo49wzTXXIDMzEykpKdL2sLAwJCQk1OtaCYIg6gOp+l7MH3VEpWEtoUiUEgRx9RNQOaXFxcXgOA56vd5p+9y5cxEdHY2uXbvirbfegsVS/S9wo9GIkpISpy+CIAh/UF1LKGmiE/UpJQgiCPCrU1obDAYDpk2bhlGjRiE8PFza/sQTT6Bbt26IiorC33//jenTpyMrKwvvvvuux3O9+eabmD179pVYNkEQRLV4U31PopQgiGAgIESp2WzGPffcA57n8cknnzjtmzp1qvS4U6dOUKlUeOSRR/Dmm29CrVa7Pd/06dOdXldSUoLk5OT6WTxBEEQ1mL2Y6ESFTgRBBAMNXpQyQXr27Fls3LjRySV1R69evWCxWJCRkYHWrVu7PUatVnsUrARBEFcS5oJWW+hETilBEEFAgxalTJCeOnUKmzZtQnR0dI2vOXjwIGQyGeLi4q7ACgmCIC6P6lpC0UQngiCCCb+K0rKyMqSlpUnP09PTcfDgQURFRSExMRF33XUXDhw4gN9++w1WqxXZ2dkAgKioKKhUKuzcuRO7d+9G//79ERYWhp07d+Lpp5/GAw88gMjISH+9LYIgCK8xm51zSnmeB8dxTtsofE8QRDDgV1G6b98+9O/fX3rO8jzHjh2LWbNmYfXq1QCALl26OL1u06ZN6NevH9RqNZYvX45Zs2bBaDSiadOmePrpp53yRQmCIBoyVrMVAKBQysEbNoEvfRUInw1OfYOUZ2o2UfieIIirH7+K0n79+oHneY/7q9sHAN26dcOuXbt8vSyCIIgrhtUiiFK5Ug6+/COAN4Evng4ubju1hCIIIqgIqD6lBEEQVxtWiw0AIJfLAFkjaTtvK3UodKLwPUEQVz8kSgmCIPyI3SlVAJxDVxDreanQicaMEgQRDJAoJQiC8CMWMadUrpABfLl9h/UiNc8nCCKoIFFKEAThR5hTqlAqqojS8yRKCYIIKkiUEgRB+BGrk1NaIW3nbblSTim1hCIIIhggUUoQBOFHpJxShdxJlIIvg1LDnFISpQRBXP2QKCUIgvAjTqLU5hC+t5XTmFGCIIIKEqUEQRB+RCp0UtoAODiifJm9TymF7wmCCAJIlBIEQfgR5pQqlUbnHXy5U6FTTcNECIIgAh0SpQRBEH7EPmbU5ryDL4dK7FPK83bxShAEcbVCopQgCMKPWK2CGJXJq4hOW5nklAKUV0oQxNUPiVKCIAg/Ijmliirheb4CCqVcekp5pQRBXO2QKCUIgvAjUvU9c0q5EHEPD44zCP1LQb1KCYK4+iFRShAE4SdsNhtsNsEhlSvEnFJZKKRfzXylFMI3GSh8TxDE1Q2JUoIgCD/hWLwkk7NCJyXAqcTHRprqRBBE0ECilCAIwk+wHqUAoGBOKacCOLXwmDc5tYUiCIK4miFRShAE4SdsVnsbKJmcOaFKAEyUGqFUUwN9giCCAxKlBEEQfsLq4JTKZMwpVdjD97zRPtXJSKKUIIirGxKlBEEQfsJeeS8DJ40YVTnklFL4niCI4EHh7wUQBEEEK9Lce4UMgCg6OQUAjfCYN0HFRCmF7wmCuMohp5QgCMJPSE6pUgHwzAlVAmDhe4M9p5ScUoIgrnLIKSUIgvATTJTK5DK7KOWcC50op5QgiGCBRClBEISfYOF7YZyoSdjIKQGwkaMmSZRSn1KCIK52SJQSBEH4CRsL3yvkAO9Q6MTgjVCphecUvicI4mqHRClBEISf8OyUivD2iU4kSgmCuNohUUoQBOEnnHNKmVOqADi5+NgMhYqq7wmCCA6o+p4gCMJPSC2hlHKwllAcpwLn0DzfXn0f2KL0+J5TmPfQR7h0NtffSyEIooFCTilBEISfYGNG5Qo5eKkllALML+B5g9Q8P9ALnV4f9R5MBjOKc0vw+m8v+ns5BEE0QMgpJYgAhud5/PHlBhzZfszfSyHqgHNOqUNLKM7eEoqJUpPB5IcV+g6TQXh/af9k+HchBEE0WMgpJYgA5sj241jyyvcAgO8vfO7n1RC1heWUKqo2z+fYRKdKqdAp0J1SR3ieB8dx/l4GQRANDHJKCSKAyc7I8fcSiMvA6jhmlDcKGzk1wOmEx3yF5JQGcqETE9+MyjKDn1ZCEERDptZOqdFoxO7du3H27FlUVFQgNjYWXbt2RdOmTetjfQRBVIOj22Sz2SCT0X1mIOE0ZlRqCaWqIkqFX9Ms/B2IFOWWOD0vvFQEXZjWT6shCKKh4rUo3bFjB95//338+uuvMJvNiIiIgFarRUFBAYxGI5o1a4ZJkybh//7v/xAWFlafayYIwg3GCiO0ofSHPpCwODmlLGfUWZReDROdygrLnJ4XZhehUYtEP62GIIiGile2ym233YZ7770XqampWLt2LUpLS5Gfn4/z58+joqICp06dwssvv4wNGzagVatWWLduXX2vmyAI2EUNQCHRQMSx+l4SpZwakDFR6pBTag5cUVr1Z7PwUrGfVkIQREPGK6f0lltuwU8//QSlUul2f7NmzdCsWTOMHTsWR48eRVZWlk8XSRCEewzl9j/2FaUGRCX4cTFErWFCUy53nOikBjjR8eYroNIIPUtNATzRqaKURClBEDXjlSh95JFHvD5hu3bt0K5duzoviCAI7zE4OFCVpZV+XAlRF6wWwSlVKOUAL34vORXAhQiP+fKrInzvePMEAAXZhX5aCUEQDRmqiiCIAKbCQYhS+D7wsIpOqcwxfO+UU2qCQgxQOaZqBBqGKj+bReSUEgThBp+J0rFjx2LAgAG+Oh1BEF5gKDdKj0mUXj4moxlrFm7E9p93X5HrOTml7qrvAag0gnA1B3D4nv1sCu8TKLhU5MfVEATRUPGZKG3UqBGaNGlSq9ds3boVw4cPR1JSEjiOw6pVq5z28zyPmTNnIjExEVqtFoMGDcKpU6ecjikoKMDo0aMRHh4OvV6PCRMmoKzMudKTIK5WHEP2FL6/fNYv3YJFM5bjwylfIfd8fr1fT8opdSp0UoHjlGDZVSqVIEatAeyUspzSpBZC0jPllBIE4Q6fidI33ngDixYtqtVrysvL0blzZyxYsMDt/nnz5uGDDz7Ap59+it27dyMkJARDhgyBwWB3hEaPHo3//vsP69atw2+//YatW7di0qRJl/VeCCJQMFQYHR4H9hhKf5B2MB0fTvkSu3/fDwDIPHZe2pd15lK9X985p9QhfA8AsgjhmbocQGBX37Oc0qRm8QCEllA8z/tzSQRBNED8OmZ02LBhGDZsmNt9PM/jvffew8svv4zbb78dALB06VLEx8dj1apVuO+++3Ds2DGsWbMGe/fuRY8ePQAAH374IW6++Wa8/fbbSEpKumLvhSD8gbHSLkRZeyHCe1a+/zv2rz2M7T/vwbKMj5F9Nlfad8nhcX3BmufL5DLnllAAIIsBbPlQqwVXMaALncTwfaIoSs0mC8qLKxCqD/HnsgiCaGDUWpSOHz++2v0LFy6s82IcSU9PR3Z2NgYNGiRti4iIQK9evbBz507cd9992LlzJ/R6vSRIAWDQoEGQyWTYvXs37rjjDrfnNhqNMBrtDlNJSYnb4wiioeM45afqKEeiZkrz7ak+af+kIzvdPrY152xevV+fheQVShkA8XvJiU6pPBawnIBSJYjSQB4zynJKw6JCERYZgtLCchRkF5EoJQjCiVqL0sJC51YeZrMZR44cQVFRkU8LnbKzswEA8fHxTtvj4+OlfdnZ2YiLi3Par1AoEBUVJR3jjjfffBOzZ8/22VoJwl+YDHanlESp93w/7xes/3oLyosrpG1fvrDMKdfxQlr991tm3zOF2jGUzcL3sQAApaJIODaAc0pZmok2TIvIBD1KC8tReKkIKW0a+XllBEE0JGotSn/++WeXbTabDZMnT0bz5s19sqj6Zvr06Zg6dar0vKSkBMnJyX5cEUHUDbODU2qzUPjeW1a+/7vLtnMnLjo937/uMMpLKhASrnM51lewPFGV2mGj6JRysljwABQKwQgIZKeUtS7ThKgRGR+BzGMXUJhd5N9FEQTR4PBJoZNMJsPUqVMxf/58X5wOAJCQIFRpXrrkXGxw6dIlaV9CQgJycnKc9lssFhQUFEjHuEOtViM8PNzpiyACEQrf157ykgqXbe2vby09btzKPpP946dqV7xZW1ihk0rNbig4SF6BTPi9JJcJgi6QnVIWvteGahAZpwdAFfgEQbjis0Kn06dPw2Lx3Z1806ZNkZCQgA0bNqBLly4ABEdz9+7dmDx5MgCgd+/eKCoqwv79+9G9e3cAwMaNG2Gz2dCrVy+frYUgGioUvq8956s4ojIZh143d8N/O04AAFLaNIIuTIuT+8/g6N8nYLVaxTGgvscqOaVi+J5TgeM48bFGXJ/wPbZabfW6lvrE4ChK44WuAoXUq9QJm80Gk4k6aBBXH0ql0uvfW7UWpY5hb0Coks/KysLvv/+OsWPH1upcZWVlSEtLk56np6fj4MGDiIqKQkpKCp566im89tpraNmyJZo2bYoZM2YgKSkJI0aMAAC0bdsWQ4cOxcSJE/Hpp5/CbDZjypQpuO+++6jynggKHKvvrUEcvrfZbPhnw79IbtMIG7/djpS2jXDdbT3dHutYzAQAoZEhaNXDnnrUomtTTPlwAh7u8DQqSg04f+IimrSrn/Qeu1Mq3tBzjqkCQkyf4xy+x+YAFaXikAdtqAbh0WEAgNIC6ifNMJlMSE9Ph80WvP+HiasbvV6PhIQE+023B2otSv/55x+n5zKZDLGxsXjnnXdqrMyvyr59+9C/f3/pORO8Y8eOxeLFi/H888+jvLwckyZNQlFREfr06YM1a9ZAo9FIr1m2bBmmTJmCgQMHQiaTYeTIkfjggw9q+7YIIuCwWqxOQjSYndJv5qzA71+sd9rWe3gPt78Ac845N8XXx4YjpU0jNO2YAt5mw6AHb4RcIUdis3icPnQWuecL6lGUCt8zpYqJUq19p/hYJjOCFT+ZTRaoNKp6WUt9wnJKtaEahEWFAgBKSJQCsBs7crkcycnJkMlo+jdx9cDzPCoqKqRUy8TExGqPr7Uo3bRpU91W5oZ+/fpV20CZ4zjMmTMHc+bM8XhMVFQUvv32W5+tiSACBcfQPRDYzdUvl3Vfb3HZVpJfiogY13zx3HPOrZ7kSgXkCjnmrnkZNptNEgV6Fmaux4IcSZSqWTsoR1Eq3HxzsIvSQMwrtVqsUu6zhpxSFywWCyoqKpCUlASdrv6K6gjCX2i1wu+1nJwcxMXFVRvtoVsygghQHIucgOBtnm8xW9w2lvc0kSmniihVquz35o4uVXRCJID6zX20iKJUpXITvmdN9HmjNDM+ECvwHaeOOTqlJEoFrFb2MxB4DjhBeAu74TKbzdUe5zNR+uKLL9Y6fE8QRN2pKkotAeii+YK8CwWw2VwjLllnctwc7ep89hza1e1xkfF6AEDBFXBKVWo2zclRlDLX1CCJ0kCc6sQq7xVKOZQqJcKjxfB9fimNGnWgplw7gghkvP359ln1/YULF3Du3DlfnY4giBqoGr4PVqfU0zhQT05cUa4wwe3FZU8iJzMP/Udd7/a4yAS9cHxO/bUusk90cueUirnzvAEKlQKoMAVkikalQz4pAMkptZitqCwzQBem9fhagiCCC585pUuWLMHGjRt9dTqCIGqAnFKBkrxSAEC4KHYYRoewMaOy3CBVgrfs3gyDx/SFQun+3py1LsrPKnS73xdIE51UzCl1zCll4XsTlGrRKQ3A77Fjj1IAUGvVkvNb4aZnLBEcZGRkgOM4HDx40OvXLF68GHq93u/rIOoPyikliADFVElOKQBpVGj761pj2tLH0XNIFwD2NkSOFIsuqUqjlESSJySntB6bvDORqVCwQic3TikAjU4IfZmN1edjNUTY90Hj8HnrwgXxXV5S6Zc1Eb7h3LlzGD9+PJKSkqBSqdCkSRM8+eSTyM/Pr/G1ycnJyMrKQocOHby+3r333ouTJ09ezpIDkn79+uGpp57y9zKuCHUK35eXl2PLli3IzMx0afb7xBNP+GRhBEFUT1Wn1BqAoV1fwESpLlyLbgM74syhDOz966BTgQ2jWHRV9XERNeY4RYmitKSgDGaTGUqV0rcLh/1GQqEQ1so5OqWwzx7ViSZwIFbfM6dUE+LwfsK0KMkvk0L7ROBx5swZ9O7dG61atcJ3332Hpk2b4r///sNzzz2HP//8E7t27UJUVJTb15pMJqhUqmonL7pDq9VKldyEMzzPw2q1QqHwWVamX6i1U/rPP/+gRYsWGDVqFKZMmYLXXnsNTz31FF588UW899579bBEgiDcUTWn1BrkTmlIRAgAQBMiOHKGcoPLscwpjYgJq/G8ofoQKcxclFPik7VWxe6UuhY6cZwM4ISKbG2o6JQGYqGTKDwdc0e14uMKckoDlsceewwqlQpr165F3759kZKSgmHDhmH9+vW4cOECXnrpJenY1NRUvPrqqxgzZgzCw8MxadIkt2Hz1atXo2XLltBoNOjfvz+WLFkCjuNQVFQEwDV8P2vWLHTp0gVff/01UlNTERERgfvuuw+lpaXSMWvWrEGfPn2g1+sRHR2NW2+9FadPn67Ve/3444+ldcXHx+Ouu+6S9vXr1w9TpkzBlClTEBERgZiYGMyYMcOpiM9oNOLZZ59Fo0aNEBISgl69emHz5s1O19ixYwf69esHnU6HyMhIDBkyBIWFhRg3bhy2bNmC999/HxzHgeM4ZGRkYPPmzeA4Dn/++Se6d+8OtVqN7du3Y9y4cdKAIcZTTz2Ffv36Oa358ccfx1NPPYXIyEjEx8fjiy++QHl5OR566CGEhYWhRYsW+PPPP2v1OfmCWovSp59+GsOHD0dhYSG0Wi127dqFs2fPonv37nj77bfrY40EQbjBWCV8H6zN8+2iVBB0zJFz55RKAim8ZreF4zjJLa2vCnz2PZO7EaXCc0Fga0KEP3CB6JRK05xCXMP3zEUl7PA8D0OF0S9f3nZDKCgowF9//YVHH33UxblMSEjA6NGj8f333zud7+2330bnzp3xzz//YMaMGS7nTE9Px1133YURI0bg0KFDeOSRR5yErSdOnz6NVatW4bfffsNvv/2GLVu2YO7cudL+8vJyTJ06Ffv27cOGDRsgk8lwxx13eD09a9++fXjiiScwZ84cnDhxAmvWrMGNN97odMySJUugUCiwZ88evP/++3j33Xfx5ZdfSvunTJmCnTt3Yvny5Th8+DDuvvtuDB06FKdOnQIAHDx4EAMHDkS7du2wc+dObN++HcOHD4fVasX777+P3r17Y+LEicjKykJWVhaSk+3DPF544QXMnTsXx44dQ6dOnbx6T2zNMTEx2LNnDx5//HFMnjwZd999N6677jocOHAAN910Ex588EFUVFzZvO9a+7wHDx7EZ599BplMBrlcDqPRiGbNmmHevHkYO3Ys7rzzzvpYJ0EQVTBXDd8HqShlxTJMlKp1gih1X+gk5jfqqs8nZcQmRyPnXD4uZeSgtcMoUl/BRKZcLoozrqpYFt6LRhvATqm78H0oOaWeMFaaMLbl43659pJTH0KjU9d43KlTp8DzPNq2bet2f9u2bVFYWIjc3FzExcUBAAYMGIBnnnlGOiYjI8PpNZ999hlat26Nt956CwDQunVrHDlyBK+//nq1a7HZbFi8eDHCwoTox4MPPogNGzZIrxs5cqTT8QsXLkRsbCyOHj3qVT5rZmYmQkJCcOuttyIsLAxNmjRB167ObeSSk5Mxf/58cByH1q1b499//8X8+fMxceJEZGZmYtGiRcjMzJTGnz/77LNYs2YNFi1ahDfeeAPz5s1Djx498PHHH0vnbN++vfRYpVJBp9O5TXeYM2cOBg8eXOP7qErnzp3x8ssvAwCmT5+OuXPnIiYmBhMnTgQAzJw5E5988gkOHz6Ma6+9ttbnryu1dkqVSqXUYDouLg6ZmZkAgIiICGoJRRBXEJecUkuQhu9L3DulxgqTy7GsOEyt865ReVJz4Y/AxbTsy16nOySnVC6uVVbVKRXWqRI1dCD3KXVX6FRBOaUBTW36zPbo0aPa/SdOnEDPnj2dtl1zzTU1njc1NVUSpIAwxpKNtAQEAT1q1Cg0a9YM4eHhSE1NBQBJu9TE4MGD0aRJEzRr1gwPPvggli1b5uIeXnvttU456r1798apU6dgtVrx77//wmq1olWrVggNDZW+tmzZIqURMKe0LtT0uXrC0VWVy+WIjo5Gx44dpW3x8fEA4PRZXglq7ZR27doVe/fuRcuWLdG3b1/MnDkTeXl5+Prrr2tVRUcQxOXBckpVGiVMBnPQOqWOhU4AoGXhezc5pWybJsQ7pzSphTCn+cKprMtepztYTqlcxpxS96JUrWXHB54oZZ+5Y06pjnJKPaLWqrDk1Id+u7Y3tGjRAhzH4dixY7jjjjtc9h87dgyRkZGIjY2VtoWEhPhsnY4olc4FiBzHOYXmhw8fjiZNmuCLL75AUlISbDYbOnTo4FKk7YmwsDAcOHAAmzdvxtq1azFz5kzMmjULe/fu9ao9VVlZGeRyOfbv3+8yXjM0VKhgvJziraqfq0wmc7lZcDdFyd3n5riNiWxv0xx8Ra2d0jfeeAOJicIv6tdffx2RkZGYPHkycnNz8fnnn/t8gQRBuIfllLLWRsEuSplTqhL/sBrcOKVSeyIvQpQAkNq+MQDg8LZjKCkoreHo2sO+ZzKZmGpQVZSCOaXCH4iAdEpLXW8EyCn1DMdx0OjUfvnydupOdHQ0Bg8ejI8//hiVlc7fw+zsbCxbtgz33ntvraZUtW7dGvv27XPatnfvXq9f7478/HycOHECL7/8MgYOHCilFdQWhUKBQYMGYd68eTh8+DAyMjKc+rLv3r3b6fhdu3ahZcuWkMvl6Nq1K6xWK3JyctCiRQunLxaO79SpEzZs2ODx+iqVShpHWxOxsbHIynK+iQ6kHqy1FqU9evRA//79AQjh+zVr1qCkpAT79+9H586dfb5AgiDcw8L3dlEanOF75rbZw/eeq+9ZnqljfmN1tL22FVLaNoKh3Ih9fx3yxXKdsItS5pRWcXA5wblQqQXnI5BzSh37wtqr76l5fqDy0UcfwWg0YsiQIdi6dSvOnTuHNWvWYPDgwWjUqFGNuaBVeeSRR3D8+HFMmzYNJ0+exA8//IDFixcDqPsI1sjISERHR+Pzzz9HWloaNm7ciKlTp9bqHL/99hs++OADHDx4EGfPnsXSpUths9nQunVr6ZjMzExMnToVJ06cwHfffYcPP/wQTz75JACgVatWGD16NMaMGYOVK1ciPT0de/bswZtvvonff/8dgJDTuXfvXjz66KM4fPgwjh8/jk8++QR5eXkAhBSF3bt3IyMjA3l5edW6lwMGDMC+ffuwdOlSnDp1Cq+88gqOHDlS24/Ob1DzfIIIUFihkyaInVKbzSa5bZIoFfNF3eWUskIntZdOKcdx6DZQyL06sSftstdbFVboxHGi28RVCXGKU51YTmlAVt9XuBY6hVD1fcDTsmVL7Nu3D82aNcM999yD5s2bY9KkSejfvz927tzpsUepJ5o2bYoVK1Zg5cqV6NSpEz755BOp+l6t9u7/a1VkMhmWL1+O/fv3o0OHDnj66aelQipv0ev1WLlyJQYMGIC2bdvi008/xXfffedUiDRmzBhUVlbimmuuwWOPPYYnn3wSkyZNkvYvWrQIY8aMwTPPPIPWrVtjxIgR2Lt3L1JSUgAIwnXt2rU4dOgQrrnmGvTu3Ru//PKL1HP02WefhVwuR7t27RAbG1ttPuyQIUMwY8YMPP/88+jZsydKS0sxZsyYWr1nf+JVTunQoUMxa9asGiuwSktL8fHHHyM0NBSPPfaYTxZIEIR7WE4py88LRlFaWVoJlj7FQsLMKTVWmmC1Wp3yuNwJpJpo1aMZAODMv2d9sWQnrBYrZHIbOM4MQO4mfM+cUuFZIDqlzNFXaez5auSUXh00adJEcjOro2qlPSC4f1VzH2+77Tbcdttt0vPXX38djRs3hkYj/J8eN24cxo0bJ+2fNWsWZs2a5XSOp556ymn60aBBg3D06FGnYxyv624djvTp08elp2hVlEol3nvvPXzyySce98+ePRuzZ8/2eI6+fftix44dbve1atUKO3fudNpW3bprupa79+Pue1SbQjZf4ZUovfvuuzFy5EhERERg+PDh6NGjB5KSkqDRaFBYWIijR49i+/bt+OOPP3DLLbfU+k6EIIjaQ+F7ez6pSqOUJi45Ck5TpQnaUHsRAXNPayNKWa/S0oKyy12uCxazFWqNDRzE8GTVllBioZNSLXxvA9EpZT+nSo29iIbGjBLu+Pjjj9GzZ09ER0djx44deOuttzBlyhR/L4u4gnglSidMmIAHHngAP/74I77//nt8/vnnKC4W5kFzHId27dphyJAh2Lt3r8e+ZQRB+JaqhU62IHRKqxY5AYBSrQTHATwvFDs5i9Lahe8BQBcunLs+KsWtFitCI6wQNKkCHFe1+lkQ2kpxcyA6pWajq1PK3H0aM0o4curUKbz22msoKChASkoKnnnmGUyfPt3fyyKuIF63hFKr1XjggQfwwAMPAACKi4tRWVmJ6Ohol9YCBEHUPyYjVd+7E6Ucx0ETokFlmcGlgb59upD3ojRUL5zbWGmCxWyBQumb2dJWqxU8D2i04vetapETIOWUKlWCUxqI1ffuwvdS9T05pYQD8+fPx/z58/29jFpRU2ifqB11LnSKiIhAQkICCVKC8BMmySllOaXBG753FKWAw6jR8qqiVMgprY1T6tj03Zciin2/VGqbUF3sVpQyp1TI7QrEPqX2froO4fswe6GTP/LWCIJomFD1PUEEKGajIFDIKXUVpawJeFWntC45pXK5HLow4TMu92FhDvt+KZTizQTnbk1iTikTpQHolJqrcUptNt5t6y6CIIITEqUEEaAwUcOaxQejKC0tLAcAhEWGOm33pVMK2PNKmQj2BSwHWKFiTqFr1InlmCqUwrGBKErdhe9VGhXkCuHPT0UpiVKCIARIlBJEgCI5bSohx9FmDb7wfZlHUeraQN9qtcIkusu1cUqB+smBZCNGlSobOA5SqN4JSZTyTq8JFGw2m1Sc5Ri+5ziOip0IgnCBRClBBCj2nESF0/NgoiRfGP0ZGuncdF6tcx016thM33HkpTew9ICyovI6rdMdktOtBgBOEqDOiDmlolMaaNX3rPIeAJRq5wIxGjVKEERVai1Kx44di61bt9bHWgiCqAW8OGpOqRaES3Wj565WSouE3qFVRalG5+qUsvxSmYyDUlW7CnqNGO5nxWW+gLmeKkkfuxGlolCVKVif0sASpSx0Dzg7pYA9F5oq8AmCYNRalBYXF2PQoEFo2bIl3njjDVy4cKE+1kUQRA0wZ5SF74PRKfUcvrfnlPI8j/OnsqRG7ZoQda1nabM2UL50KplTqtawxvnuOpk455QGqlMqV8ggV8id9kn9X8kpJRowHMdh1apVHvf369fPaYKUPxg3bhxGjBghPW8Ia6ortW64t2rVKuTm5uLrr7/GkiVL8Morr2DQoEGYMGECbr/9dmoRRRBXCCn861BAYrPZIJNd/Vk5xXklWPXhnzix9zQAV6c0VC88Lyssx8Zvt+Pz579Ghz5tANS+yAmwC39fFhpZJadULHRyF74Xt8nlVgDygGsJZS9ycn1v2jBySgmiPli5cmXAarE6/fWKjY3F1KlTcejQIezevRstWrTAgw8+iKSkJDz99NM4deqUr9dJEEQVWGGTwiEUHSzFTltX7MIfX26QnrNRoIyI2HAAQFFuMRa+9C0A4Mj24wDqJkpZPqRPRamVpV8w19adKBXWqlCI1fcBVujEpo5VzScFgJCw+puURVx5TCbfpbYQl0dUVBTCwsL8vYw6cVmWSlZWFtatW4d169ZBLpfj5ptvxr///ot27doF3FQGggg0mFPqmB8ZLG2hqs6hj0+NdXoeESP8Qi7OK3ERcrWtvAfqKXzPnFI1c0rdVd8La5UrBMcx0FpCmb1xSil87wTP86g0m/3yVZtBBv369cOUKVPw1FNPISYmBkOGDAEAHDlyBMOGDUNoaCji4+Px4IMPIi8vz+l1jz/+OJ566ilERkYiPj4eX3zxBcrLy/HQQw8hLCwMLVq0wJ9//ul0vS1btuCaa66BWq1GYmIiXnjhBVgswv+Hzz//HElJSS559bfffjvGjx8vPf/ll1/QrVs3aDQaNGvWDLNnz5bOAQhjTm+88UZoNBq0a9cO69at8+qzsFgsmDJlCiIiIhATE4MZM2Y4fZZff/01evTogbCwMCQkJOD+++9HTk6OtL+wsBCjR49GbGwstFotWrZsiUWLFkn7z507h3vuuQd6vR5RUVG4/fbbkZGR4XE9VcP3qampeOONNzB+/HiEhYUhJSUFn3/+udNranuN+qLW4Xuz2YzVq1dj0aJFWLt2LTp16oSnnnoK999/P8LDBXfi559/xvjx4/H000/7fMEEQQjYnTaH8H2QOKVV2wjJ5c75ivq4CABAUU6Jy2trM2KUUR9OKQvF2wud3IXbRFEqD0xRap/m5PrepJxSHw4kuBowWCzov/Qrv1x705gJ0NYi7LtkyRJMnjwZO3bsAAAUFRVhwIABePjhhzF//nxUVlZi2rRpuOeee7Bx40an1z3//PPYs2cPvv/+e0yePBk///wz7rjjDrz44ouYP38+HnzwQWRmZkKn0+HChQu4+eabMW7cOCxduhTHjx/HxIkTodFoMGvWLNx99914/PHHsWnTJgwcOBAAUFBQgDVr1uCPP/4AAGzbtg1jxozBBx98gBtuuAGnT5/GpEmTAACvvPIKbDYb7rzzTsTHx2P37t0oLi72Oi9zyZIlmDBhAvbs2YN9+/Zh0qRJSElJwcSJEwEIuunVV19F69atkZOTg6lTp2LcuHHS2mbMmIGjR4/izz//RExMDNLS0lBZWSm9dsiQIejduze2bdsGhUKB1157DUOHDsXhw4ehUrnr2uHKO++8g1dffRUvvvgiVqxYgcmTJ6Nv375o3bq1z67hC2otShMTE2Gz2TBq1Cjs2bMHXbp0cTmmf//+0Ov1PlgeQRCesAWxKHVsYv/C14+77Gfh+/yLBS776hS+VwmfMZui5QtYYRqb1uQ+p1RQrHK5cN3AK3RiwtuNKJX6lFLz/EClZcuWmDdvnvT8tddeQ9euXfHGG29I2xYuXIjk5GScPHkSrVq1AgB07twZL7/8MgBg+vTpmDt3LmJiYiQRN3PmTHzyySc4fPgwrr32Wnz88cdITk7GRx99BI7j0KZNG1y8eBHTpk3DzJkzERkZiWHDhuHbb7+VROmKFSsQExOD/v37AwBmz56NF154AWPHjgUANGvWDK+++iqef/55vPLKK1i/fj2OHz+Ov/76C0lJSQCAN954A8OGDavxc0hOTsb8+fPBcRxat26Nf//9F/Pnz5fej6Nb26xZM3zwwQfo2bMnysrKEBoaiszMTHTt2hU9evQAIDibjO+//x42mw1ffvmlVKC5aNEi6PV6bN68GTfddJNX36ubb74Zjz76KABg2rRpmD9/PjZt2oTWrVv77Bq+oNaidP78+bj77ruh0Xju86fX65Genn5ZCyMIonqqVt8Ddvf0aoeFfCe/OxZdB3R02a8XRWlZkasLpw3V1vp67DM2m8w1HOk9rL2TUtTIXDWFTjLRKfVlS6orgbu59wzWp7S8lJxSRzQKBTaNmeC3a9eG7t27Oz0/dOgQNm3ahNDQUJdjT58+LYnSTp06Sdvlcjmio6PRsaP9/3F8fDwASCHuY8eOoXfv3k5dM66//nqUlZXh/PnzSElJwejRozFx4kR8/PHHUKvVWLZsGe677z6p8PPQoUPYsWMHXn/9dekcVqsVBoMBFRUVOHbsGJKTkyVBCgC9e/f26nO49tprndbWu3dvvPPOO7BarZDL5di/fz9mzZqFQ4cOobCwUEozyMzMRLt27TB58mSMHDkSBw4cwE033YQRI0bguuuuk9adlpbmkiNqMBhw+vRpr9YHOH/mHMchISFB+nx9dQ1fUGtRumnTJowYMcJFlJaXl+Pxxx/HwoULfbY4giA8IxU6KeXgOIDng6ctFJtBz0LAVQmPCYNcIXP7ebA59rWhXqrvpeEHbI3uckqFtcpkgih1bEYfCLDqe6Xb8L0gSg1l5JQ6wnFcrULo/iQkxLnrRVlZGYYPH47//e9/LscmJiZKj6tWhnMc57SNCbza9F4ePnw4eJ7H77//jp49e2Lbtm1OtS1lZWWYPXs27rzzTpfXVmeyXS7l5eUYMmQIhgwZgmXLliE2NhaZmZkYMmSIVBw2bNgwnD17Fn/88QfWrVuHgQMH4rHHHsPbb7+NsrIydO/eHcuWLXM5d2xsrMs2T7j7zNnn66tr+IJai9IlS5Zg7ty5Loq6srISS5cuJVFKEFcIVtQkkws9IC1ma9CE71nFNhM2VZHL5YhOjETOuXyXfZ6EbHWwnFJfhu8tVZxS9+F7YaeMY6I0sML37ubeM1jz/HKqvr9q6NatG3766SekpqZCUUvXtTratm2Ln376CTzPS4J1x44dCAsLQ+PGjQEIwvLOO+/EsmXLkJaWhtatW6Nbt25Oaztx4gRatGjh8Rrnzp1DVlaWJKB37drl1fp2797t9HzXrl1o2bIl5HI5jh8/jvz8fMydOxfJyckAgH379rmcIzY2FmPHjsXYsWNxww034LnnnsPbb7+Nbt264fvvv0dcXJxUt+NrrsQ1vMXr6vuSkhIUFxeD53mUlpaipKRE+iosLMQff/yBuLi4+lwrQRAOMAEqV8ghk8uctl3tsJxSNv7THTGNo91uZ7mMtUGp8n31PROY1eaUioVOnMwIgIcp4JxSMXyvdhe+F753VYvWiMDlscceQ0FBAUaNGoW9e/fi9OnT+Ouvv/DQQw/Baq17Z5BHH30U586dw+OPP47jx4/jl19+wSuvvIKpU6c69WUePXo0fv/9dyxcuBCjR492OsfMmTOxdOlSzJ49G//99x+OHTuG5cuXS7mtgwYNQqtWrTB27FgcOnQI27Ztw0svveTV+jIzMzF16lScOHEC3333HT788EM8+eSTAICUlBSoVCp8+OGHOHPmDFavXo1XX33VZW2//PIL0tLS8N9//+G3335D27ZtpfcUExOD22+/Hdu2bUN6ejo2b96MJ554AufPn6/zZ+rIlbiGt3gtSlmbAI7j0KpVK0RGRkpfMTExGD9+PB577LH6XCtBEA44OqVMlAZLSygmZKoTmDFJUW63axtI+J4JXKkllNvwvShKOQ4KJR+w4Xv3hU7UPP9qIykpCTt27IDVasVNN92Ejh074qmnnoJer7+soR6NGjXCH3/8gT179qBz5874v//7P0yYMEESlIwBAwYgKioKJ06cwP333++0b8iQIfjtt9+wdu1a9OzZE9deey3mz5+PJk2aAABkMhl+/vlnVFZW4pprrsHDDz/slH9aHWPGjJFe99hjj+HJJ5+UKvtjY2OxePFi/Pjjj2jXrh3mzp2Lt99+2+n1KpUK06dPR6dOnXDjjTdCLpdj+fLlAACdToetW7ciJSUFd955J9q2bYsJEybAYDD4zNW8EtfwFq/99U2bNoHneQwYMAA//fQToqLsv/BVKhWaNGnilCBMEET9YbPZwNrgyRUyyEVRytu87zMYqFitVhgqBAeOhYDd0bi1/feRQimX+pVejlPqy4lKTOBWX31v7xSgVNtQWWaD1WJ1GdnZUGF9Sh07RDAcx4w6hmWJwGDz5s1ut7ds2RIrV66s1evc9cOs2jO1b9++2LNnT7VrkslkuHjxosf9LLfTE61atcK2bduqXUdVHN/PJ5984vaYUaNGYdSoUR7P+/LLL7sIbEcSEhKwZMkSj/sXL17scU2A+8/34MGDtbrGlcJrUdq3b18AQHp6OlJSUugXCEH4EccwvWP4PhicUscK9Ooa4Xfq2w7fvrFSenxg/b8AAG0dRKlUfe9Dp5KdS6H07JRynBI85OA4Hiq1FZVlCphNloARpdX2KRWdUqvFBpPBBLW29q26CIK4uvBKlB4+fBgdOnSATCZDcXEx/v33X4/HOrYdIAiifnAUpazQCQiOllCGciMAQCbj3DpwjCbtGuP623sCHAdD83CcCs+HMVyJLwtOIrG4GZIjIry+pqIeckqZU6pQMKfUw69jTg3AAqVK+N6ajWZo6tBr1R/Y+5S6usCaEA1kMg42G4+KkkoSpQRBeJdT2qVLF2lMWJcuXdC1a1d06dLF5atr164+X2Bqaio4jnP5Yvmr/fr1c9n3f//3fz5fB0E0JBwdUblDTmkwFDqxeeqaEHW1ERuZTIYnPp6ITs8NxHJlNsoTtLDoFPinNA8TVq/E2aIir6/JxK9vJzoJ30O5pKs9i1IOHHShwnsNpLxSySnVuopSjuOk9AsaNUoQBOClU5qeni71qrrSTfH37t3rVLV35MgRDB48GHfffbe0beLEiZgzZ470XKerfcsXgggkqjqlwRS+Z06pN5OZzpcUY87WTVBqlOhQJEdnsw5nEsJxPD8XL21ah6+G3wG1F61rlPUYvpfLmVPqISQv5pVqRVHKiocCAalPqdr9Z6wL16K8pJKKnQiCAOClKGXVaVUfXwmqNm6dO3cumjdvLuW4AoIITUhIuKLrIgh/4tgUXgjfB5FTWuG9KH1/905UmE3okpiIBRNug0ImQ25FOR78eQXSCvLxw9EjeLBTlxrPUx/he3YuuaKa6nsArC1UIIpS5mq7C98D9vxeckoJggBq0RKKsWTJEvz+++/S8+effx56vR7XXXcdzp4969PFVcVkMuGbb77B+PHjncJ2y5YtQ0xMDDp06IDp06ejoqL6sXVGo9Gpz2pJSUm9rpsgfI3UDkrGQSaTgZMFjyhlTqlG517oMP7LuYRtmRmQgcP0Pn2hED+jWF0IpvTsBQD45vBBlJtqHt1ZL+F7F1HqySkVQtzakMAL37OxrO4KnQB7JwRySgmCAOogSt944w1otcIvkp07d+Kjjz7CvHnzEBMTg6efftrnC3Rk1apVKCoqwrhx46Rt999/P7755hts2rQJ06dPx9dff40HHnig2vO8+eabiIiIkL7YlAWCCBRsYusnFrYPJqfUIDqlmpDq+40u+/cQAGBoy1ZI1Uc67RvaohWSwyNQbDTgt5PHa7ymQikIRl9OVGLiUiavqdBJEN+BKEqr61MK2CdyVdKoUYIgUIcxo+fOnZPGdK1atQp33XUXJk2ahOuvvx79+vXz9fqc+OqrrzBs2DCnfqisQS0AdOzYEYmJiRg4cCBOnz6N5s2buz3P9OnTMXXqVOl5SUkJCVMioGBOKau6lwdRoZM9p9SzU5pfUYEtZzMAAPd3cO0IopDJcG/7jnh753b8cuI47mnfsdqiKRa+92XOruSUytn3rLrqe0dRGjijRs1ioZOnLgnaUHJKCYKwU2unNDQ0FPn5wjzptWvXYvDgwQCEubOVlfX3i+Xs2bNYv349Hn744WqP69VLCMulpaV5PEatViM8PNzpiyACCSY+mVNqL3QKBlEquGoanWen9I+0k7DyNrSPjUeLKPfjRoc0bwm1XIEzRQU4kptT7TWZ+GcV876Anatmp1R4n5oQ4SmraA8EanJKQ5hTSjmlBEGgDqJ08ODBePjhh/Hwww/j5MmTuPnmmwEA//33H1JTU329PolFixYhLi4Ot9xyS7XHsSkFiYmJ9bYWgvA3jiNGAQRVn1KjOM2pOqd0/RnhpnR4q9YejwlTqzGwaTMAwNrTp6q9JgvfW3040clefc++Z54a4gtOqVrDi68LIKdUfI9qNy2hAHuhU3lJ9XUABNFQmDVrFrp06eLvZVy11FqULliwAL1790Zubi5++uknREcLLsT+/ftdxmj5CpvNhkWLFmHs2LFQOLRvOX36NF599VXs378fGRkZWL16NcaMGYMbb7yRmvgTVzXMEWW5pMHUp1RySj3klF4oLcGJ/DzIwKFvk6bVnqu/KEo3Z6TDVs04QSZKfemUsup7mUz8nnEequ/F8L1KFKW+HHVa30gtoTxU30s5paWUU0rUH8EkJDMyMsBxnMsY0UCh1jmler0eH330kcv22bNn+2RB7li/fj0yMzMxfvx4p+0qlQrr16/He++9h/LyciQnJ2PkyJHVzpAliKsBJj6ZQxpMorS8WHDVQiLc9yPekiH0Uu6amIRIbfUjRa9JagydUoXcinL8l5uDjnHxbo+TK4VflRaz1Wdz2pm4lNXklIrhe+aU+rIDQH0jtYTy1KdUqr4npzTYMZlMUKlcb17MZjOUSs+T24i64enz9je1dkoBoKioCGvXrsU333yDpUuXSl9ff/21r9cHALjpppvA8zxatWrltD05ORlbtmxBfn4+DAYDTp06hXnz5lGOKHHV4zmn9Opvnl9WVA7AsyjdcS4TAHBjk9Qaz6VWKHBdcgoAYKtYGOUO5pQCvhP+UvW9rPpCJ050SpUa4bhAyhuuySllvWaNAZQnW9/wPA+er/TTl+doQVVsNhvmzZuHFi1aQK1WIyUlBa+//rq0/99//8WAAQOg1WoRHR2NSZMmoaysTNo/btw4jBgxAq+//jqSkpLQunVryeX7/vvv0bdvX2g0GixbtgwA8OWXX6Jt27bQaDRo06YNPv74Y6f1nD9/HqNGjUJUVBRCQkLQo0cP7N69G4sXL8bs2bNx6NAhaerj4sWLAQha5uGHH0ZsbCzCw8MxYMAAHDp0yOm8c+fORXx8PMLCwjBhwgQYDNW7+oWFhRg9ejRiY2Oh1WrRsmVLLFq0CIDdxVy+fDmuu+46aDQadOjQAVu2bHE6x5EjRzBs2DCEhoYiPj4eDz74oDRVs6bPvmlTITrUtWtXcBwnFaC7+7wBYbLaqlWrnK6v1+ulz4it+YcffsANN9wArVaLnj174uTJk9i7dy969OiB0NBQDBs2DLm5udV+Nt5Qa6f0119/xejRo1FWVobw8HAnx4DjODz44IOXvSiCIKrHXn0vA1/xI5q0ysGxXUHilIquWqg+xGVfpdmMQ5eyAADXNU7x6nzXNU7G+jNp2HvhPCD2L62Koyi1mC2SQ305MMeT46wAuBoLnVQq4Xvrywb+9Q2rvvdU6MRyTU2VJErtGMDnDvbLlbnYdQCqjy4wpk+fji+++ALz589Hnz59kJWVhePHhfZq5eXlGDJkCHr37o29e/ciJycHDz/8MKZMmSKJHQDYsGEDwsPDsW7dOqdzv/DCC3jnnXfQtWtXSZjOnDkTH330Ebp27Yp//vkHEydOREhICMaOHYuysjL07dsXjRo1wurVq5GQkIADBw7AZrPh3nvvxZEjR7BmzRqsX78eABAREQEAuPvuu6HVavHnn38iIiICn332GQYOHIiTJ08iKioKP/zwA2bNmoUFCxagT58++Prrr/HBBx+gWbNmHj+XGTNm4OjRo/jzzz8RExODtLQ0lyLw5557Du+99x7atWuHd999F8OHD0d6ejqio6NRVFSEAQMG4OGHH8b8+fNRWVmJadOm4Z577sHGjRtr/Oz37NmDa665BuvXr0f79u2d3FBPn7c3vPLKK3jvvfeQkpKC8ePH4/7770dYWBjef/996HQ63HPPPZg5cyY++eSTWp/bkVqL0meeeQbjx4/HG2+8QeM8CcJPMPHZvF0B+LL3cee4MqxZek1wiNIiJkpdf//8k50Fi82GhNAwNPYyYtKzUWMAwIn8PBRWVroN+bPwPSCE8NXe/d2uFqn6XmaDELr39OtY+KOiVAvH+7LYqj7heR4msSjLkyhViaLUSKI0oCgtLcX777+Pjz76CGPHjgUANG/eHH369AEAfPvttzAYDFi6dClCQoSbx48++gjDhw/H//73P8THC2kyISEh+PLLLyXhlJGRAQB46qmncOedd0rXe+WVV/DOO+9I25o2bYqjR4/is88+w9ixY/Htt98iNzcXe/fuRVRUFABIrSsBoWuQQqFwmvy4fft27NmzBzk5OVCrBcf+7bffxqpVq7BixQpMmjQJ7733HiZMmIAJEyYAAF577TWsX7++Wrc0MzMTXbt2RY8ePQDAbQH4lClTMHLkSADAJ598gjVr1uCrr77C888/LwnvN954Qzp+4cKFSE5OxsmTJ5GYmFjtZ8+mYEZHR7tMuqz6edeGZ599FkOGDAEAPPnkkxg1ahQ2bNiA66+/HgAwYcIEpxuOulJrUXrhwgU88cQTJEgJwo8wpzQ6QbgD56psv5qpLny/58J5AECvRo29zvuM1YWgeWQ0ThfmY8/F8xjSvKXLMaygDPDdZyyEtnlwTJRy1eeUMqfUl8VW9Ymjo+tpzKiaRKkbNKJj6Z9re8OxY8dgNBoxcOBAj/s7d+4sCVIAuP7662Gz2XDixAlJlHbs2NGtQGKCDhBc19OnT2PChAmYOHGitN1isUiO58GDB9G1a1dJkHrDoUOHUFZWJhVrMyorK3H69Gnpffzf//2f0/7evXtj06ZNHs87efJkjBw5EgcOHMBNN92EESNG4LrrrnM5B0OhUKBHjx44duyYtK5NmzYhNDTU5dynT59GUVFRtZ99dXj6vL3BsXjc8fvnuC0np/rWet5Qa1E6ZMgQ7Nu3r1r7miCI+kXKKRVHZ4LjwMl4adLT1YwkSt2E7//JvggA6JnUqFbn7NWoMU4X5uNA1kX3olQuh0zGwWbjYfWRKDRWmiBX8OCkW4rqm+crmCgNkPC92SFPlML33iPcTPnAiq9HtDUUEHqLo2j1tJ3loX7xxRdSH3KGXC6v83rKysqQmJiIzZs3u+zT6/W1Ph9j2LBhOHv2LP744w+sW7cOAwcOxGOPPYa3337b63UxR7kqiYmJOHPmTJ3X5u7z5jjOJZfYbHadGudYbMZu+Ktus9kuP1JX60KnW265Bc899xxmzZqFn376CatXr3b6Igii/rEXu9j/C2u0Vp+5ePlZhdj9+35YrQ3LleN5Xqq+r5pTWmE2I61AGOzRKT7B5bXV0TVB6Gt8KDvb4zG+bgtlqjQJjfMlQ9eTUyoWOqksPr1+fcOKnGQyzmMOLoXvA5OWLVtCq9Viw4YNbve3bdsWhw4dQnl5ubRtx44dkMlkUoGNt8THxyMpKQlnzpxBixYtnL5YUU+nTp1w8OBBFBQUuD2HSqVy+V3WrVs3ZGdnQ6FQuJw3JiZGeh+7d+92et2uXbtqXHNsbCzGjh2Lb775Bu+99x4+//xzj+ewWCzYv38/2rZtK62L9X2vuq6QkJAaP3vmhHr7uzs2NhZZWVnS81OnTqGiwn/dMGrtlDL7fM6cOS77OI5rcH/ECKKhUlJQCqvZish4fa1fy5rkK9X2bYIo9U1O6Xv/9xlO7juD2x8birbXtsQ3r67AlA/Go2nHJj45f10xVBil91g1fH80NwdWnkd8SCjiQlxDX9XRUQxHZRQXoshQCb3GQ16p0eKzPqHGShPkcof2Up76lIo5pQplYDmljtOcPKVSkFMamGg0GkybNg3PP/88VCoVrr/+euTm5uK///7DhAkTMHr0aLzyyisYO3YsZs2ahdzcXDz++ON48MEHpdBvbZg9ezaeeOIJREREYOjQoTAajdi3bx8KCwsxdepUjBo1Cm+88QZGjBiBN998E4mJifjnn3+QlJSE3r17IzU1Fenp6Th48CAaN26MsLAwDBo0CL1798aIESMwb948tGrVChcvXsTvv/+OO+64Az169MCTTz6JcePGoUePHrj++uuxbNky/Pfff9VGimfOnInu3bujffv2MBqN+O233yTByViwYAFatmyJtm3bYv78+SgsLJRaXj722GP44osvMGrUKDz//POIiopCWloali9fji+//LLGzz4uLg5arRZr1qxB48aNodFopDQHdwwYMAAfffQRevfuDavVimnTpvm1BVetnVKbzebxiwQpQXiHxWzBtMGv4rmBs1FRhxGLLHyv1ooChQO0oRbwPgifXEjLwsl9QojolwVrsHbJZpw/mYV1S7fU8Mr6p1wM3SuUcpcpQf/mXAIAdKylSwoAeo0WqRGRwnkuXXJ7jH2qk++cUidR6tEpFd6nXB5YzfNNUuW95xw2FtY3Vppq1Y6I8D8zZszAM888g5kzZ6Jt27a49957pZxCnU6Hv/76CwUFBejZsyfuuusuDBw40G2Pc294+OGH8eWXX2LRokXo2LEj+vbti8WLF0tOqUqlwtq1axEXF4ebb74ZHTt2xNy5c6Xw/siRIzF06FD0798fsbGx+O6778BxHP744w/ceOONeOihh9CqVSvcd999OHv2rCSc7733XsyYMQPPP/88unfvjrNnz2Ly5MnVrlWlUmH69Ono1KkTbrzxRsjlcixfvtzpmLlz52Lu3Lno3Lkztm/fjtWrV0vubFJSEnbs2AGr1YqbbroJHTt2xFNPPQW9Xi+la1X32SsUCnzwwQf47LPPkJSUhNtvv73a9b7zzjtITk7GDTfcgPvvvx/PPvusX2uGau2UOmIwGKDReJcYTRCEnZP7TqMguwgAcPboebTt5ZrHWB0sTK/WCP9y8J1TejHNOYR9YP2/AIDje9Mu+9yXi2Povqr79u8lYd2dPDTAr4nOCQnIKC7EoUvZuMFNj1O5D8P3VqsVZpMF2hB7+J7zWOgkCDeFwuqz618JpB6lHhrnA/bwPc8LYlupoibpgYJMJsNLL72El156ye3+jh07Si2M3OGuUjs1NdXjzcn999+P+++/3+P5mjRpghUrVrjdp1ar3e4LCwvDBx98gA8++MDjeV988UW8+OKLTtvc5XsyXn755RoH+LhLC3CkZcuWWLlypcf9NX32bBS8I54q45OSkvDXX385bSsqKpIeu/ue9OvXz2XbuHHjMG7cOI9r9pZaO6VWqxWvvvoqGjVqhNDQUCnpdsaMGfjqq68ue0EEEQwc3XlSenz+5MVau0RMlGq0TKBw0IRYfdISigm/qlw4lY3SwjK3+64UpYWsyMn5Tt7G8zicI4jSujilANA5XsgrPZid5XY/y4v0hVPJBJvdKa3OHxD2sclPgRa+99Q4H4CT200hfIIgai1KX3/9dSxevBjz5s1zai3QoUMHfPnllz5dHEFcrZTkl0qPv3xhGab2nYnKcu/nfzPxqXIM3+t8I0qZ8HPHyX2nL/v8l4OnEaMZRYUoM5mgkSvQItL7tjCOdBZ7+h3Pz4XR4ir8lCpBHPoifG9molTBg+PguXE+YA/fS05pYIhSNrHKU+U9ACiUCqndFhU7EQRRa1G6dOlSfP755xg9erSUrwEAnTt3liYKEARRPRUlznmkF09fwrnjF7x+PQvTq9V2geIzp7SaPqDH9/g3hM/WVrXy/pg43q5NTCyU8rpNW0oKDUOUVgeLzYaTYhW/I3an9PJFKRNgmhA5hPh9dWtmTqkoSgPMKXV0Q3ne9eeTepUSwQILhXfp0sXfS2mw1FqUXrhwwWlSAsNms7ntbUUQhCtsVKYjhnKj16+XCp0cckoVCptUlX85sD6gzbukuuw74ee80jI2zSnCWZSeLBDmQrcWiwXqAsdxaBsjTEM5nuc6w9meU3r5opAJMG2I6JB6rLy375PLAqt5Pit0UqqF9fOVv4DPHQDetM/pOBVV4BMEIVJrUdquXTts27bNZfuKFSvQtWtXnyyKIK523OVtVpbVPnyvULHwPQe5gvdJn1Im/NpfZ+8nqI8VRnaePpjh1/Cxp2lOJ/IFUdoqqu6iFIAkSo/luk4m8WX1PRNgah0L21fnlAqijjmlgTK1i71HFr7nS98CYAFf9JTTceSUClD3AeJqxtuf71pX38+cORNjx47FhQsXYLPZsHLlSpw4cQJLly7Fb7/9VuuFEkQwwkSpXC6T3E1DLUQpEyasdyUg5Cd6Ct9bzBZ88fw36Ny/Pa67rWcNaxOEn2P/1C79O2DzD3/DYrbCUG5EqP6yGnfUGSmn1CF8b+N5nMoXwu2X45QCQvgfAI65cUoVSuE9+zJ8rw0RxagXOaUymXAzYA6Q8L2Zzb1Xu7rAPG9vhRXsvUpZGpzJZPLZpCSCaGiwhvw19UCt9V+W22+/Hb/++ivmzJmDkJAQzJw5E926dcOvv/6KwYMH1221BBFkMHH1+u/TsfK937FnzUFU1iF8r1TaBZJM7lmUbvpuBzb/8Dc2//C3F6KUtV3SYd66Gfhr0Sbc/9JIbP95NyxmK4yVJpecziuF49oYF0tLUG42QSmTo0mE/rLOz0RpRlERKsxm6Bx+gfoyfG93SplDWnP1PScTndIAKXSSwves+l4WAdiKhcd8EcAJfWGDfaqTQqGATqdDbm4ulEqlfXQwQVwF8DyPiooK5OTkQK/XO9UiuaNOdscNN9yAdevW1WmBBEE4V5HrwgWBZahF9b3dKRVzSjmhvZAnUcp6onoDSyPQhmrQpF0yJr01BoDgaFnMlX51tMqKhJZUjuH7E3lC6L5FVFSdi5wYMTod4nQhyKkox8n8PHQRx48Cvg3fGyqEGxCNN6JUdEo5TmgLFShOqTTRSa0QCpxs9o4TsGYBMkGUBnv4nuM4JCYmIj09HWfPnvX3cgiiXtDr9UhIqLldX61FabNmzbB3715ER0c7bS8qKkK3bt2kvqUEQbjHbDJLf7BDInTQhAizQmsXvhdzShV2gSKX8zB7yDd07DNvtVg9ziIH7AVXmhDnwRgqrQrlJZV+FQ/u5t5L+aTRlxe6Z7SJjUXO2XIcy8utIkrFllA+yOmsFKd4aUNFJ9ZT43zhysIhEFI0fDVRqr6RRKlWJTijcLhhsmYBynb2/Qje8D0gTAFq2bIlTKbg/QyIqxelUlmjQ8qotSjNyMhwO07UaDTiwgXvW9oQRLDChBXHAdowLbShgvirS6GTXGmFUK/IVRu+d8wxLy0sgz7W8yxkI3PxRLHMaAiOFivCcswpZZX3vhKlbWPisPVshkuxEwvf+8KpZC3BtKHsV3DN1ffgAIWSDyCn1GHMqK3QeafVPqBApRZ+rgwVwS3IZDIZTUgkgh6vRenq1aulx3/99RciIux/1KxWKzZs2IDU1FSfLo4grkaYINGFaYU/RKIorUtLKMEpVQGcWOhkci9KWfESAJTkexalPM9L62BimdEQHC17n1J7+D5NLHLylShtGSVEgdIKCpy2sxGYvugTWi79DDDBWXNOKcAJbb8CxCl1ap7PO/fl5W1ZbLqqdLNjNgS3KCUIohaidMSIEQCE/JexY8c67VMqlUhNTcU777zj08URxNVI1bZGLExeG6dUqNjnpSk/HIRCJ0+h5ZL8MofHpW6PAQQhwboBqHUNyym1Wq2SmGOfXYnRiLxKwT1tqo/0yXVaialJZ4sLYbJaoRLDTqy1EasqvxxY+F4TUnNLKI7jwEMJjrNAoeQDZqKTvSWUCuCrtEBzdEobgANPEETDwOsyP5vNBpvNhpSUFOTk5EjPbTYbjEYjTpw4gVtvvbU+10oQfqOkoBSXzrq2CaoLklMaLrR/kcL35Qak/3sWK979tca8RSEvlHfKFZXLedhs7nvBOc6sX/neb/hn479uj3N0a9U655nl/nZKHXNuWU5peqHgZsaFhCJUpXL7utoSqwtBuEoNK88jvcgedmZN4H0hnlgKhzaEOaXVt0mxjxq1BdxEJ6VaAdiqjK61XpQe+vtmhyCIhkOte0+kp6cj5jJ7ARJEoPH6ffPxxHUvISv90mWfq2qvTSZKDWUGvDD0dfz4zq/Y+N32as9htVihUjuE6jkO8mqcUsdm/f/9fRJzH/wQZpPrBDbWAUCtVbkkpkv9JP0UZmVOslKlkIqOzhQKorF5Hefdu4PjOLRgIfx8+7hRpVq4JgtLXw4VolNqbwlVQxEApwDHcVCq+ACa6MTC9yp7+F6eLPxrzZZGjvr7ZocgiIZDnVpCbdiwARs2bJAcU0cWLlzok4URREPBarEi47/zAICtP+7Cvc/fflnnk0RpmLNTmnncXih4KaN6V9ZmtTmLUoiV2Rb3OaUsXOzIiT1p6NCnrfNx5e6LnAB7E3R/FaQwUeq4tjNFglPaLNI3oXtGy+hoHMi+iFMFdlGqEvtt+lKUSmNGa/xVLHz2CmXgOKXspscpp1SRClgvALAAtgJAHkNOKUEQErV2SmfPno2bbroJGzZsQF5eHgoLC52+COJqozivRHp8/uTFao70DscepYBdZDmGzlneqSesFiuUKpsUvucghO95mwdR6iZfNe2fDJdthupEqb/D927Wli7+zvFVPilDckoLHJ1SllPqA1FaIvwMqHXir+BqC50ghPc5QKEIPKdUqVECvPjzzIUB8jjhsU34vxTsE50IgrBTa6f0008/xeLFi/Hggw/Wx3oIosFRkFUkPa6uSMhbKqRiHSF8704A5pzLq/YcNqsNCpUNgF2VymrplBZkF2LhS9/CVGnCpLfHQCaTSeH7qj1KAf/n/tlbVdnXdkbM+Wzmw/A9YBelpwrypZGY9vQFXzilLE3Cm4lOAKAEx3GCUxoohU4GN4VOnA6QJQLWbLFXaSd7oRNV3xNE0FNrUWoymXDdddfVx1oIokFSeKlIelxaUOa0z2K24OMnFyG6URRGvzTSq/NVrb6v2noJAHLP5btsc8RmtUGlqhK+l/Mu6TRsjSY3FeNHdhzHhVPZAICew7qi++DOkourC3MnSgXx7C9Hq2pqQbHBgAKx8j7Vx05pM30kZOBQbDQgr7ICsboQKafUF6KUFW2pNMwprTmnFBD6lFotQoFpQx9Hac8pVYLnWW9eHXh5ImD+Ryp2km52KrxviUYQxNVJrX+rPfzww/j222/rYy0E0SBxHNFZVZTu+m0/dvyyF6s//stt4ZA7WOhWV40oLcwuAs+7r6QHhIlOSrVNMkqra57vqdUUE6QA8Pcve6XrAoA+Tu9yvFLDqs/9Ix6qhu/PiJX3iaFhTjPqfYFaoUBKhB4AcEosdpLC915+n6uD5ZRKorS65vkAwKklpxTwzVSp+sbgmAPMcko5HTh5PACAtwl501oxt7o2fXoJgrg6qbVTajAY8Pnnn2P9+vXo1KkTlFX+GLz77rs+WxxBNAQqS+2irqyoHFarVapMP7LtmLSvIKsI8U1iazxfmUtOqasoNZssKCsqR1hkqNtz2Kw2IadUfM5x8Fh97y50X5Xje9KE9yCK0qgEvcsxShUbs+k+RaC+kUSOTvi80uspdM9oER2NjOJCpBXk47rkFKlP6eU6pVaL1Z5vqQLAAzVW30MlHi989haTRWrm31BhN0PaUI1DTqkO4MKFx1YhRYW58o4dIgiCCE5qLUoPHz6MLl26AACOHDnitI9zbJpIEFcJLM8SAGw2HuXFFQiPCgMAFOXai6DyLxZ4JUqZUxoi9imVK+RQqRUuIfaC7CKPotRqsQpOqQOe+pR605Q/70IB8rMKUZAlCL1IN6JUIYpSf1V/2/NdBaf0bHERAKCJ6Gj6mpZRUVh/BlIFvq8KnRx/npRqDjDAi0InYWqXgonSACh2chalouCU6YRiJwCwCaKU3ZyxXGuCIIKXWovSTZs21cc6CKLBYqiS61ZaUCaJUsfCp/yL3nWfqNqnFAA0oRqYjM6pAcd2nkR4VCgi4/Uu57BarEJOqcONoFDo5CpWWFFNQmosOvdrj5bdm2Phi8uk7Yy0f9Lx9+p9AIDoRNccTYU4+91fhTasFRUTpZnFxQAghdl9TfNIodjptDhu1D7R6fJEKfvclSoF5DKbYJTW+KtYBQ4cVGrh6IbeFspitkjCWRuqAWz28D1k4o2bKEpZ+J7drBEEEbw07Ex5gmgAVM11Kyu0t2tyzDGttSgVnVIAUjN4AGjZrSkAYNGM5Zhzt/vRvTarzdkpFZvnu8spdWxBNf71+3HDnb0QERsu7W9/fWsAwPK5P0vbEpvFuZxHLq7RX7PXq3YGyBSd0pSIiHq5XosoIS3gbHERzFar1Kf0csP3koMYpgEgjomt0SkVhLhazPRo6E6pozuvCdE4V9/LxeErtgLwvEVySk1Gi0/ydQmCCFy8dkrvvPNOr45buXJlnRdDEA2RqlXBFQ45miUOotSbdlE2m82hJZRO2s5cOABof10bnDqQDgC4ePoSKkoroQvTOp/HaoNGzXJKhXtLT4VOF9OEgqa4FHtqQURMOLLO5AAAOt3YDv/tOIGLp4VpVZ36tkNqhxSX87CcUrO/nFKHQieT1YqsUuHzri+nNF4cXVpmMuFscZHPqu+ZYNOFacHz7Fw1Vd8LglijE77jDb0tFHuPKrUCcoUcNptjTqnefqCtCNrQKHAcwPNCCD8ipmHnyhIEUX947ZRGRER49UUQVxtV+3KywieT0VyrhveA8Mea5X06itI4h1zUFqJTysh107PUarUJldgcAE4rNc93F74/d0KYFJXSppG07e5nhqN5l1TM/vk5pLZPdjp+8IN93eaHs/C9v5xS+0QnDc6XFMMGHjqlCtFabQ2vrBscx6GZXnBLTxcW+GyiEys8E9IQRHHJ1VR9L1xbxZzSBh6+l75XrLOEg1PKcTJ7XilfCplMJnWgoLxSgghuvHZKFy1aVJ/rIIgGS9WcUuaUVm0P5Y0oLckT3D2NTiUVzgDAQ6/ehxdvfgM3je2HDte3RkqbJGQeF/o45mTmoUk7Z+FoD99zABcCcEWQK2wuTqnFbMHx3acAAI1bJ0nbO/Rpizd+F0aMOvZhBezpA1VhhU5mfxU6VdgLnc6J+aRNIiLqtcCyeVQUDudkI62gAO3CGwMAzD4L32sBnn2W3lXfqzRiTmkDD9+zmzVtqEZobebQEgoAIAsHrKWATSgU1IXrUFFqoAp8gghyKKeUIGqAhe+rVglXDddXFanuYC2XIhP0TmIqqXkCFh1/H/e/eCe0oVq8tWEWeg/vAcB9I31W6MRxAGRCwZRMDhdRemD9v8g5l4+wyBB06NPG7Zr0cc4RDneFVYCjU+ofUWp0KHRilffJ4fUbnWkutps6U1gAXbjw/S8vqai2h2xNOIbvWU5pTf4AJzql6gBxSg1ljvm/Zkjv01GUAgAviNLQSOFn2HGkL0EQwQeJUoKoAeb6sN6dl+OUSn1A3VS3V3X8wqOFdlClha7ntToWOnE6ABzkChusVUTpueNC6L7boE4ueamO171v2ggAQL97PE9rY4VO/nLpWKGTNlRT75X3DCZK0woEYQ8IfVq9abPlCSl8r1NDEGzwoiWUUOikVAeGU1ouVtI79SgFAE78GWS9SkWnNDFVKKxjec4EQQQntW4JRRDBBnNKI+MjcO7ERUlUMFEaHh2Kkvwyp6p8T7CJSZFxNTt8kjNX7Hpem8UqNVIHpwMHQCZzbWyfdUYoXkpqkVDttUY8PgwtuzVF005NPB7DnFK/he/FmwO1To3MgiIA9dejlNE8SmgLdam8DCaZMBLTWGlCaUGZR5FfE87heyYuayruEfarxfC9v9xqb8k7L7TRik6MdAjdq8CxcapVnNLE5sLPJ/t5JQgiOCGnlCBqgIkhFtZmTikL3yeJf1BLCsqw6qM/qz1XQbbQNioqoeZZ7Uz0VJa6unJWqw0qtdinlNMJjdUVNvC2KqI0Xfgjn9gsvtprcRyHDn3aIiRc5/GYhlPopLa3g9Lr6/Wa4Wo1YnWCQ3qmsABhUaJ77UWqhiecmspLhU7eVd8rBcPUbzcG3nLxtNDxIbF5gkORk70vr4tTKrYgYz+vBEEEJw1alM6aNQscxzl9tWljz4szGAx47LHHEB0djdDQUIwcORKXLtEvNcK32J1SPQDX8H3jVvYCou/e/Llat+fSWWHed2xydI3XZTms5aWuxR+s0IkDpD/2Mjnv4pQWZBUJ12tc8/Vqwu+FTuLNgVklQ5FREHb1nVMKCMVOgNBEn+U+lhbWXZQanCYdsc/Si4lOAJSqwAjfZ2cIYfiEpnHOPUpFONEp5UWnNKaR8BmzSAJBEMFJgxalANC+fXtkZWVJX9u3b5f2Pf300/j111/x448/YsuWLbh48aLX/VQJwhusVqs0/pON3qwsM8BYacTRXScBAHqHRvQAcGT7cY/nu3AqCwDQqGVijdfWhnluk2O12JzC9wDntiUUE9C68Mtvm6SQmuf7q9BJEKV5vPBvrC4EOmX997RkeaWnCwsQ7gOnlH1PhElGzCmtKZOK5ZSKY0YbuFOanS6I0sSmcYCNiVKHn0HJKRWiDazYrjiXCp0IIphp8KJUoVAgISFB+oqJEaaBFBcX46uvvsK7776LAQMGoHv37li0aBH+/vtv7Nq1q9pzGo1GlJSUOH0RhDtYxTcg5JQCgkhc9NJ3OLZLaLUUFhWKpz6dJB2X9k+623OZDCbkZAo9Rxu1rD7HE4AUSncvStmYUYDjdOA4Ycwob7NXhVutVsldrGv+oyPMKfWHS+c4tjLXKryn+i5yYkjFToX5CIsURGlRTt1/Z1SWOzql3lXfS06pUhSlDdgprSw3oPCSUIiW2My9U2rPKRWOYxPGyksqYbrMPrAEQQQuDV6Unjp1CklJSWjWrBlGjx6NzMxMAMD+/fthNpsxaNAg6dg2bdogJSUFO3furPacb775plPD/+Tk5GqPJ4IX5s7J5TJExAgNvytLK7Hp+7+lY7oM6IDew3tgygfjAQCbf/gbT/Z5GcZK5/6maQczwPNAREwYImKc3VV3MHezstSNKDVboVCxPqXCcUKhk12sODb2Z67r5cBySv3h0jlWu2cbhMKv5Cs0rIMVO50pKECjVoLDnf7v2Tqfzyl8j9pNdGLV91WnjDUkLmUIKSphkSEIiQhxL0pZ83zRKdWFaaWJYeSWEkTw0qBFaa9evbB48WKsWbMGn3zyCdLT03HDDTegtLQU2dnZUKlU0FcpdIiPj0d2dna1550+fTqKi4ulr3PnztXju7hy8DyPY7tPuTRDJ+oOa5yv1qnEcKsQfk1IFSYwjXrhDiSI7WwcpzJlp+fg3ImLTufavHwHAKFxvTcN35kodddQ3GyyQK7ghT6lnCA45VXGjDKHValSQKm6/DC3P51SJkqVKgUulAlCpnFYzcLeF6RG6CHnOJSYjIjtKEzFSjuYUefzVZSy6nsN7P07a/r+OE90ashN5llOtVRcV61TKghQjuOgjxO2FeUUX5F1EgTR8GjQLaGGDRsmPe7UqRN69eqFJk2a4IcffoD2MkYLqtVqqNVqXyyxQbHwxW+xdukWtO7ZHHNWTcP6b7YiVB+Ca2/t7u+lBSyObYhCRJFYUVIphcm739RJOjauSvGSY9V8+pFMbPlRcPCvH9HTq2uzllAVpZWw2WyQyez3kBaTBXK5GKrnVIJhKuOd+pT6Mp8U8K9TytpthUaG4GKpIGQaX4EiJwBQKxRoHB6Bs8VFsDUOhVwuQ05mHnIycxGXElvzCapQ6bbQyTunVCU6pQ1ZlLLQfXSSkPbg3ikVv3c2+wCKiNhw5J4vQHGe81AKgiCChwbtlFZFr9ejVatWSEtLQ0JCAkwmE4qKipyOuXTpEhISas7XuxrZ+J1QBHZi72mcOXwWX0z7BvMf+QxWa8PNP2voGCvsopQ5pRazVWpoH6q3t7nRx0VIDe8B5wrtnav3ARBEbPfBnb26NmvWzvOuIsRitkAm50XHVQlOLHSyOYTvWdifzRW/XOzN8y3SRCNDhRHzJ32KbSt3++QanmCfZVhUKM6XMFF6ZZxSwJ5Xet5YjlY9mgEA/tl4pNbn4XkeJeLUIiE/1ctCJ9Y8X9XwRSl7f9L/hWqd0nLwvJDCIN2ElTTc90YQRP0SUKK0rKwMp0+fRmJiIrp37w6lUokNGzZI+0+cOIHMzEz07t3bj6v0H2qtSnq8f91h6XFJft0rhYMd5pRqQtTQhLi66yEOopTjOLyy4lmpIKq8yP7HleUg9hzS1etrK5QKyZ2tOtLUarZCJmNOqVoseAJsNrsoZWFiXzmlLOeP5+3jTNcu3oxdvx/AR49/5ZNreIJVu6tjQ1FqEr4nSVcofA8AzRzGjbbs3hyAvZNCbagorYRBLJ6LTNB73xJKDN8rxI4LDVqUij+r4dFC3igvilJO5tin1H7zBl44PkRKj6n7tCyCIAKbBi1Kn332WWzZsgUZGRn4+++/cccdd0Aul2PUqFGIiIjAhAkTMHXqVGzatAn79+/HQw89hN69e+Paa6/199KvODabzamwZc8f+6XHlKNVd5hTqtGpIZfLnYSpSqOESu2cC9i4VRI6920PwFk4sD/ULG/OWzw1azcbzUL4nuOk0C4A8LxVcsYrpfC954b4tUGutIeYLWJbqNzz+dI2W5XG/b6Ehe9tsYLrG6XVXZF2UIwWYrFTWkGB1PM1P6uw1udhfThDwrXimFGWU+pd9b1CIRxf3oDdRHYTLBXz8a4toThObm+mL4bwpZztBvzeCIKoXxq0KD1//jxGjRqF1q1b45577kF0dDR27dqF2Fghj2v+/Pm49dZbMXLkSNx4441ISEjAypUr/bxq/1BRUumUT5h53F5kQw2p646jUwo4t1Zize2rwhqslxXZx4PaR5KG1er67PiqbrfFbBXD9wCglAqnZDJeyvmU+mGG+CZ8z5xSdn3AuWdpfd78sM/PEil8HxqF1e5zvFxaiA3004sKEZkkTOPKu1BQ6/OwvGK96KaDr131vVwUpQ1ZuBXnexG+BwAZ+wyE4+3dJsgpJYhgpUEXOi1fvrza/RqNBgsWLMCCBQuu0IoaLsV5ntuosMIDwjNmkxnlxRX488uNaNoxRSoOk6rvtaIoDdeigLldnkSpGNIvE/MgeZ6XRCVzPr2FHX8pIwelhWUIiwyF1WqFzcZDJhU6KQGxmF8mA8xGC9RatfTH3Vfhe7nCLpzMYi/JvIt2YXbpbJ5X41PrAsspNYQpAFiuWJETIyksHGq5AkarBeYo4Wchv5ai1GazYfXHfwEAlJLDztItvKu+l8uF48uKGq4olX7W2Q0YL7Y046r8HEptoURRSk4pQQQ9DVqUEt5TXd4otYiqmQVPLMLOX/dJz5ef/wwcx0nN8905pZ4a0kvjQcXwvaHcII3mrLVTKorSb177Cb8sWIOP9/1P2ieTCXms4FTgRFUqk/OSYKzwcaETx3FQa1UwVpqkz4UNAwDq9+eM/XyXa4X32egK5pMCgIzj0CwyEsfyclEoTlUqLSyH2WT2ut1WnkOqw01j+omPhJ+LM0XFWJW2HRFqDe5u1wERmirfM7HQSSbjIZPbUNGAc0rZzRgr1AMvDqDgquRkV2kLJbVAczMsgiCI4KBBh+8J7ympximtWiRDOFNZbnASpIB9Rj1r38NEqWMTek8N6ZkIZC4rCz2rNEoxj9B7klrYx5GWFpYj51y+JHClllCiiwaOg0zOw2QQRanoOPkqp1Q4l71Xq9VqRe45u9AyG+pvEk9ZkfAZlogTja60UwrYi53OV9pvAB3zuGuC9a1t0q4xBo6+QdjIW2C0WjBt/Qb8ePQIvvxnH8avXonCyirCTAzfcxwHpZJHeUmF1AGhIcHzvOTQS50pePYZVfnZl0aNCpEcdpNXWUailCCCFRKlVwnMSVKpXc1vqr6vnlP7z7hsO3NYqJYvLxbyQkMihD+wulC7O+opV5MJWCZY6hq6B4CuAzs4PS/MLpJyRqWcUk4Iq3Oc4KQxp5SJA185pYBdOJQXV6DwUrFTI31TPYpSJuwLxQlIja5gOygGK3Y6U1wo/T+rjSi9cEoY6tG4pf1Gw2ozo9RogtnGoVejZCSEhuFCaQne3rm9yqsFN5aTcVCobLBabNJNT0PCUGGUcttZ4ZIkSl2cUudepTqHPsAEQQQnJEqvElhOafvr27jsKykgp7Q6HAuSGKw4jP2BZH8wtQ4he09iTyOKVYM447ykjkVOgFDNf9ujQ6TnBdlFkhCUK3gIyaQKAHJw4JzD92W+bZ4P2FMT/vxqg1PoHgBMBpPPrlOV0oIy2OQcim3Ce7tS05wcae7QFqrq99gb2P/RqER73m2ZqQI8eLSIisc7Nw3D/wYNgQwcNqSfxplCe84qx8kAKMBxgEb8djZE8cbWJFfIHFrUuRelnBi+58XwvePENIIgghMSpVcJLESf2iFF2sbaD5VS+L5aDGWuwoKF7dkfSCbGHAWe1kNOqVon/DFmLhr7/OvilHIch9EvjUTfu4Xeu4WXHJ1SdpRccEs5Ic/UZBT2Sy2hPKyzLrCUhX1/HcKePw447atXp7SwHKZwBTiOg06pgr5qzuUVQGqgX1ICZbggsCrd/Ox4gs10ZzcnmUWFMFuFn5EJ3XpBIZOhdXQM+jRpAgBYeeyo8wk4FQAO4WKhlbubKX8jpYyEae2jdD05pVKhk3P4viGKbYIgrgwkSq8SWIg4PDoMM75/Gj2HdMHkd8c57SPc4y4Eywp5WLESa2Lv6I56ckqlnFIpfC82E68iSm08j0tlZbhQUgKjpfrRnZHxegBAQVah1CNUzkQpJwcgA8cJU53MomPpPGPdN1gt9rZj+9cectpXX6LUWGmEyWCGMUIJTsahUViYXfBcQaK0WujVGvDgYY4Tfh7Yz4k3FIs/BxGxws3iT8f+BQ9ALZejbWySdNxdbYWUjd9PnUCl2eEzFfNKw6KEfxuieGNrYjdxx/NykVdeiCJDJb4+fAzlJofPSyaO5bUJjrBjvjJBEMEJVd9fJZSIvQEjYsLQoU9bdOjTFgXZheK+UljMFiiU9O12hzu3ixVbMOfH7pTai4bqGr7fn3UBvxw/hm2ZZ1FpEUSHDBw6xSfgttZtcVPzFlDInO8XmZApyS+rEr4HhB6XolPqUOhUH06pozuX41DkBNRf+J6NdLVEqsDJOL8UOQGCa908Khr7sy7AEMPyhr13SlkxYkRMGCrNZqw9cxz3JwIahRKOfUp7JjVCYmgYsspKsffiBdzYJFXcI4jR8CgVAEODnOrEKue1YVr8fS4Tz69fgx/6VoKX2fDD0RP4K8OAT265DeFqNSATnGfYhJ8j9nNqKDfCarVCLq+hdytBEFcd5JReJTg6pYyI2HDo48Jhs/EY1+oJyWEjnGGOZqvuzXDLxEEA7EKV9YNkYlTnVH3vXuyxQieT0QKrxSqF72VRGry8aT0e++NXrD2ThkqLGXJOBrVcARt4HLyUhTlbN+KhX35CWoGz4AuTGvKXSTmjdt0qhO85cE6FThUOAsFXuGtFlNQ8Xni/9eSUlotC2BYnfA+udDsoR1gIv0Jf+0Kn4jzRKY0Jw5azGTCaDZBzHFRymdBrVoTjOPRJEUL42zIz7CcQndIQvXBsQxSl7CbOkqDFixvWwmazQKfkEKZSI0QVhtOF+Xj7723CwR6cUsB9Sg1BEFc/JEqvElgRRXiMXZTK5XKMmDIMAGA2WaQ2R4HChmXb8OPbq+t1fCVgd0U79W2PpBYJwjbRAaubU2rPnSvOK8HJf9KR3yYMn8rPY/2ZNMjAYUTrtvhy+B3YMu5hbB47AT/fMxr/1/0ahKvUOFWQj3G//ITfT56QzhMittcpLSyH1WwF4Ng8XwYnp5SJ4UJ2o1L7XFZPJLdt5LKNfWamyvpxStkNglkviLLGfqi8ZzQXJzuVhgounrei1Gq12tM4YsKxOeMM5JwNaoUCQrGasyt4Q0oqAGDHuUzYWOsnUZSGhgmCuLIBhrnLiyvAAzjQXAaD1YJrG8UhTK2GRqHArH7DIAOHtWfSsPNcpl2U8uXgeSMUSoXU1YB6lRJEcEKi9CrAarVKs8GrVngPHT8AoXpBSF3KCBxRajFb8PnzX2PF/N+wbcWuer2WYy9Sx3ZOWWcuwSDmDLIipY43tkVsY0GYNHJo7eOIQqmAXCH815r5yEfY0hY4NyAOBhmPllHR+Oq2O/BCn77oEBcPhUzIBU0MC8O4Lt3w3ch70Se5CSw2G17dtgkL/9kvXJ85pYXlMJssgiCV8ioVYDmlwkQnM0ryS8HzgEzG1anAyhGeN4A37gZvzcXDb45GTKMop/1xyTEA7FOefA3LjTWEC4LFH+2gGMwpLRbvTbwN3xfnlsBqsUEul0ETqcOu8+egkNmglrN2Xs6itGtCIrQKJQoqK3BKcs0FUaoWr12fhWV1pTi3BIWtQpEXCmgVSkzvc6002KFNbGPc3V7Il/3qn/3goYM0yYqF8MWbvoYouAmCqH9IlF4FlBdVwGYT3BRpiooIx3Fo17s1ACA7gESpY1P2fzYeqddrsX6P2lCNU5HSlh/+BgB0H9xJynfThmjw7tZX8dHuN5HaPtnt+TiOgypEjZyuemzorkBZIx04qw2P9+6NhbfdibaxcR7XEq3TYd7goXiwU1cAwOcH9mLhP/slYVlWJDilHCdNFoXw31gQNSynlIWKw6JCLz83r/xr8MXPgM+/A3r1K3j6s4lOu2MbC45XfYkkQ7kBPAcYdMKvK3+G75vqhXZOlQoeFo3Ma6c0TxxJGpWox77sizBYLUgM1Yq5w6653kq5HJ3iBQf6UHaWsFF0SjU64TtvrCdn+nLIvViASz0jIZPJMLZzV8Ro2XtTgONkeLBTVyhlchzJvYRDl7IdepWytlDC/z9ySgkiOCFRehXAwoKhep3bYqaEVEEEXcrIuaLruhyyHdZalFNUr9diwkIbqrEXKZUZcOqfdABA98GdnY5XqZWSEHPH8bxc/HdbAi72joZNLkPohQq8060fxnXtDqUXAlHGcXisZy881vNaAIIw/f1ShrTWyjKDUOTEVCkn5pSy6nujWWo/xAqkLgfeetr+xHwAoXr7JCFtqEZKbTAZ60ckGcoMMIcqwMs4KGQyxIf4Lh2hOnhbGXhrltO2EJUKSaHh4DgOldFq70XpeUGUxjSKwpazws/VdclJADiAc1+A2CVBcOIPXRKa7jNRqtII3/j6SpeoK8te+wmr9x+GMUKFEIUSd7fr4DJiNEanwy0tWwEAVhz7z2HUqJBqQk4pQQQ3JEqvApgr5qk5e1SiHgBQlFN8pZZ02TimGhReqt91O4bvmVNaUVqJdHGqU/MuqV6dx2y1YsHeXRj/y0pURCshN1mRvDEHY9AIt9zau9brerBTF0zq1hMA8MW/B5DfUfgDXpRTDLmcl8KijtX3nFjoxL7Xeh+IUtgKnZ6GRth/bYRE6KDUCCHY+nJKK0oNMIYrhTSH0DDIZfX/a4vnTeCLJoPPHwXect5pX/OoKHAcYIhWeR2+zxXn3uuTIrFVLF7q3Yilf7i/UekiOqUHs7PEkaJi+F4j3BTU57CC2mKsNGL1J38hr4Pw83ZTfApCVCq3PUpvb90WgFDEZeHF4iY21Ul0ShtiuyuCIOof6hF0FXBibxoAz64Y286KoQIBRyFakF0EnufrrTelQRKl9vC94/Ubt3KfO+rI+ZJizNi0HsfyBDHdrEwJ5bLTUFZa0eiWml/vifFdu8NotWDJoX9woW8cOKMNpw9lQCbjwckcRam9T6mh3Ij8LEFI6uN80D7J5twJQBtiLzxTqBTS5J76EqWVZQaYIhRCj9IrlU9q3ARYBEcTpi3gjQZA2QmcqidaRUdjHcehIlaNSi+d0rNHBWFrbh6BMlMB9Bot2kRHAkVwqrx3pF1sHBQyGfIrK3ChtARJorBTiTquIeWU5p7LhzFCibJGOgA87mjbXtzjKkrbxMQiNSISGcWFyC4HGmtgd0rDBKeUwvcEEZyQUxrgHNl+DN/P+wUA0Kp7c7fHRMSIDltu4IhSNnMeEP741mdDbeZ2CeF756kz2lBNjf1d/8m6iHG//IRjebkIU6kxd+AQ3IUEKCuFfqKeCqK85f+6X4O72naATCFD5sA4bE4/A5mch0zO/vvKAE6YdiST8ygvrsD5ExcBCGNKLwee56WWPQyZzO7QRSdFQqURRKm5npw7Q7lBaJzPcWgcVv89SnlrHnjjJvvzsk/Aly8CX/wyAKBtTBw4jkNFvBqGCu+c0tOHMgAAOQmCAL0xpQlkHBP37p1StUKBVtFCEdmx3Fx7+F4tOKUNIaeU53mU5Jci51w+8tsJkZou+jh0at9UPIB9Pvb/VxzHYWiLlgCA9BJRWPPOTimF7wkiOCFRGuDs+8s+Vafn0C5uj5Ear+cFzrjRqj0Y6zP1wDmn1FmU1jQ3fnvmWTyx5neUmUzoEBuPb+64G/1Sm0LmEGJu2b3ZZa2P4zhM7X092lSoAY7Dvz1DUdFII4pSueggy8DJhOr78uIKnDvJRKmrIDZaLNiWmYHvjxzG7ydPIKe8molffIU9L1AeL227/vaeiE6KxKPzH0BS/BJ0uT6//pzS0kqYwpXguPqvvOd5HnzRo4Bxu5udwo1S+9g4cDIORr0KpcaandLivBJkp+eAB3DEIvwc901tCkDsG+whpxQA2sbEAgCO5+eChe+Voiitr5uA2vD9vF8wsdMz+O2LtShoEw6lRoFHb+lvP8DDiFHh/QPpRWbxxsc5p5TC9wQRnFD4PsBhDsz1t/dEy27uxU+E2Lu0vKQSZpMZSpX7cGFDorzEWZSWFtTPqFSe551yStU65z+erIjHHYcvZePFjWthtllxQ0oqXus/SOw7CfQc1gW/fb4O3Qd3QkxSlMdzeIuM43B3SArOHduH4mahuDA4BrwMsN9Xyh2c0nJkn7kEwNmltdhs+O7IYSw99A9KTXYxpZDJcHe7Dni0Ry/XQizmknIaYQKP9RLAG/HExxNhtVohM6+DGZsxaUYZZjyUetnv0x2VZYJTCo5D4/quvLdlAdaLHnfztnJEakMQq9KiHBXIktUsDI9sPw4AiOidgkyTATqlCj2TGgNW1lXC86/hNkyU5uXZnVKVmFNaTy24vKUkvxQ/f/AHAGBnRiYsHZOg5xS4LjnFfpBU6KRyem1qhB6Nw8JRalbBZLNCzZeBg33QA40aJYjghJzSAIbneZwTw7R3Pn2rx+NCInRQKAWxURwgIfyqTkl9iVKTwSS109KEqCGTyZzcUk+i9GJpCZ5d+ydMViuuT26CNwfeJAlSAGhzTUvM3zoHT3/+iM/W2rZnCzRZewlh5yogVwPlNgsqrayxuhwymTDRqfBSMUxGwYVjNySXysrw6O+rsWDvLpSajIgPCcXAps3RLjZOEqvT1v8Fs9XqfFEmSmVRACd+FrxwwyCXywHeIOX6JqXm+ey9OlJZZoApXMgpTQpzX8znMywn7Y9V1wKam533i/m1LUL1AIBcdZXPyw0s59vWQ3Car0tOgUouh+SUwvNNYptoJkrtTqlCJYT9/R2+TzuYIT0uaiF0ROisiapyY+Ncfc/gOA43NElFuUUFk9Uqhe9DxMhERUnDm1ZFEET9Q6I0gKkorZRcPtbQ3R0ymQxRiUJ/RdYvsaHDZqyzwiM2/9zXOM69Zy5pTaLUbLVi5qYNKDEZ0TYmFq/1H+Qyqx4Akpon+NSV7nRjO9x4+zW4Pg3o1SQZPICc8kr8ePQIpOb5cl5q/SWXy6AJ0WBbZgYe/PlHHM7Jhk6pwss39MPKe+7H6wMGY+Ftd2LuwCFQyxX4+3wmPtxjH1TAWzIBy1HhiSwKgDjBine4YbCVSU38Q8PqR0gUllfAqpJDxl2BQidLhvCv5mbI9G+DC3sBXOSngEwvbLcJwrtNpNASLN+L7lRZYug+M1wQk/2biPmWEAUt57lNWKpeD5VcjnKzCcVG4QZEKYpSfxY6rV2yGf8b8yEAwCYDipsL/ZFvTEpxPpCF7+EsSgGgd+MUlFtUwo2QFL4XRGkljRkliKCERGkAwwRmWGQI1FrXX/qOMNGaez4wRClzSuObCIUe9eWUsnxS5pIKj+3jQ0PCXUXpV//sx5HcSwhVqfD6gMHQKq9MOgTHcXj8o4fx/vrZmDN0EDQKBay8DO/s3I5jufngOUAujhkFAG2UDu/u2oHn1q1BicmINtGxWDpiJG5t1caprVK/1KZ4bcAgAMAPR//F7vPnwJsOgC8YDb5sgXCQLAqQifm1vIP45IukwVKczCS2LvIN2Rk5+PuXvcgxCT8LepUGGkX9fta86AxzMuHnjuNk4JQdALkoJMX97cSwenGEvMb3nJ2eA0OUCoWcGUqZHL1ZeJtnotLze1LK5WguCuAccbqYUimIUn/mlH714rfS47LGOlhVcigqLbiuVVPnAz3klAJAp/h4mG1qWHkelSbBKWXh+6rpOwRBBAckSgOYfFGURjeqOWcxppHwh+3k3jSc3H+6hqP9C8/zUqETa/xfVk9OqWORE8PxcVWnNK0gH18fPggAmH59XyT5abqQQs4jTKVCpDYEco7DxbJKlJhNKG4ZgtJGWuS1D8fB2+JFFxW4t31HfD58BBqHu69evyElFfe06wgAeHvndljLFwNwEFtO4Xu7U8rbiqTwvUplg9lkga94+dY38f6jX+BCqZBykhh6BZrm24qEf2WRzts5JsgFB69tQjw4Gw+TRiatzx0WswV55/NR3DwEMrkcvRo1ho7dxHjIt6xKs0hhLTkVgoiVK/3vlDpS0V4PANCfLkdCcqzzTkmUalAVjUKJxDDh/3eJUWhhxsL3laXklBJEMEKiNIBhDbmjkyJrONI+CnLt0i2Yefv/cPbY+Rpe4T9MBhMsZiG0GS+KUja1ytc4FjkxPIlSG89j3o5tsPI29G3SFAObuW/BdUXgbQA4RGpC8MkttyNEpYYNPErahOD07Uk43zcWhjA5orQ6vHvTzXj62uvFPEbPTOzWA1FaHc6XFKGi4rDTPk4WCU4SZo7h+yLpoVJt85l7l3exQErZMIULIi45Qu+Tc1cLGxTAwvUMJhxFkRURHgLdJQPAA3vOnfN4uoLsIthsPEqah0Im59Av1dFJZKK0eve3eaRw05kt3kDJFYLw92dOKWvd9H/zx8HSSXCVBzZvLo3jtcNEqfv32CyqEQCg0sTGjFJOKUEEMyRKA5iz/wl/DBu3rLkXZWpHe64XzwMH1h2u5mj/wkL3crkMscmCmC4tqp/wfaVD43yGoyh1bD7/1+lTOJyTDa1CianXXl8v6/Ee5kgKM9J7NUpFmEqN8EIj1EUmhGRXoluWHD/edZ9zNXQ1hKnVGNOpC+K1JTBZSsCDB2TiOFVlZ7CcUp53cLEcnVKN1Wfu3an9Z6THxghB0KRE1XzzddlIorSqU8rcTEEIanRqhJ0Xfk53nc30eLqinGIYwxUwxKoh5zj0SWli3ymF76t3SpkovVAqilK5cMPmrzGjJqMZFaKTGd6zMaw6BeLi9Hh51ljXg6vJKQWAVjHJwjmt5bDxvJRTWkFOKUEEJSRKAxjWDsqbMZidbmzr9JxVBDdEWJGTLlyL8CghZFt/OaX2xvkMNqEIACLjBVFqtlrxxf59AIBxXboi/kqEkqtFbLwu9rjkODk0CgWaplWi7bfn0HLlRfQ0hgmjHmvB7a3bolVEJaw8jyJzErjoFeBi/gCn6mF3u3gH4ckXievgoFLZfObe5V+0jzZlTmmT6CsgStn7qeqUMlElhtzlCjkSygQxfiD7ose80sJLxShsFQaZXIYeSY2h1zg4ibx3TmmzKLtTyoOHXC7ckPgrfM86eCiUcuwryAY44IZmTaFSuLa24kVRyrnJKQWAZlFJ4MBBJTPhdEGB5LRWlhlgrdoJgiCIqx4SpQHK2aPnkPHfeXAc0LJb0xqPV2vVmP7NE+g5pAsAIP9iwy14Yk5pSIQOYaIora+c0vIiIUzoWNDEOhUA9sEDq04cw8WyEkRrdbi3fcd6WUut4NkfbPG/sFjBrQ2zC5xQveceq57QKpXo30RoXXS2hAfHKcHJxLxZSTw5iCGb0Aye44Twva+EkuPPpylcEDuNPOTD+gqetzrklFbJ05bC93bRnaIIgcxqQ6GhEify3bfDKrxUhMJWoeBkHG5q1qLKXu9ySmO0OoSqVDBaZbDaeMkpNZssfhFuTJRGxIZjR6bgEl+f3MT9wdUUOgGAQh4KpVwGjcwsdIdwGFZh8HKEK0EQVw8kSgOUnb/uBwD0HNoVUQneOUhd+nfAvdNuByDkujVUmFMaEqFDaGT9OqWsoMoxdzSlbWPpsT4uAiarFUsOHgAAPNSlW71XgHsHEyNyp3+1IXaBExIRUqcz90rSgwNwocyK8yWOk7ScC3R43iTll3LgoNbYYPJRTilzSm0ywBSmgEqjRKP6LirjHd4r53wtu9NnF0ox8XqEZVbAZuWx5Wy621OezMuDUa+CUiaXphjZr+dd+J7jODSPjILJpoDFZoNMZhf+ZqPvCsu8hTW2l8eF4GRBHjhw1aSIVC9KwWmhlMkgl9nw36ULUKqUUKqEmxAaNUoQwQeJ0nrCUFG/d/kXxDGSba9tVavXRcbrAQBlRRV+nwjjCeaU6sK1klNaXlxRL64QE6WheruAS2wWJz3Wx4Zj7elTyKusQKwuBLe3butyDv9Qtcel8F9ZG3p5TikARKqtUMrlKLeo8NdphzQPySkVhZCt0GGfj53SLMEpvW3mCIToQxAVHY5oreeRr7z1AnjDxstrSSXlk4aDqzr6U3QzeQenNCpej4jT5agoqcSmdGdRmp2Rgz++3IBdxcJkrdayUIS6pFJ4F74HgGaRUTDb5LDyNnAyuxD11U1AbWAOZmFjQWi2j41DpKfvTQ05peA0UMiEn+FT+UKOPHNLy2nUKEEEHSRK64HVH/+FsS0fx761h2o+uI6cP5UFwP1s8+oIidBJTkTRpSJfL8snsD9GIeE6hEUKYtFm4+tlHrajK8to0bUpbhx5LW6bPARyhRzL/hW+j/e07+g6htNf8FWcUlGcanR2gVPdiNTqz10GtVyBCosKG9PPOOyoEsK22Z1FjuOgUlth9tGNTp7YTzekVSxUGiUah4dLBVUuy+Ut4AseBF8yEzDtqftFmSjl3EUenKvvAWGEa0RGBTiex4nsS0gryJf2LZ+7Cgtf/QEH5ULXiOsjEtwsnAnKmvN+m0VGwWSTw2qzgYNZmtDmj2InVhyYGyv8rDkVb1VFypt1L0o5TgmFXAUOQGFlIfIrKqT8bnJKCSL4IFHqYypKK7Hs9Z8AAJuWb5e2lxaWodBHItBqseLS2VwAQFILN3/sqoHjOEQm6AEIRRgNkXIHoahQKqT2M/WRVyoVVTkIOJlMhsc+GI/RL4/EzvPnkF5UCJ1ShRENxiUFXMP3wo2GNsRBlOrrFr7n+XKo5HJUWNQ4XZiPs0VFwg7JPRSFJysKAgAOUPnIKTVUGFEk5i1Whgq/oqrtB2s+YE8pMG2r+4WZyK5aeQ845H3aRenAB25Au85NEXGmHIYyAya+sADL5/4MAPhn478obB0Gq0oOVYkZ1zZKdjklL4bvuRpySgGgqT4SJpscFpsN4I1SMZ4/ip0M5QbwHJArpvj2atTY88E15JQCgIzTQS6TQSM340jOJXsFPjmlBBF0kCj1MTmZ9oIHNmIy7Z90PNr9eTx5/cvIu5Dv6aVeU5JfCqvFBpmMk6rDa0N4dKh0noaIPc9TEFXhMYIgqVqcdWTHccy4bS7Sj3huyVPjtUpY+N69q/it6JLe3roNwtTVT826srDqeyZKxVGfkfYuAqF1FKXgyyDjOMSKjc03ZjC3lLmFohByCN9zHAelygazD0QS+z8UEq5FvkUQm9Xmk1oc+oRaTtX9wp56lAJuC53UWjUmvzsOMYeKYbPyyEpW4Yev1iL9SCZCE8JxqacgbmMPFyM63s05mbj3QpQ20ethtilg43nwvBEqP4pSY4UJFXFqmOVAqEqFVtEx1R0t/FONKGV5pVqFGf/mXIJOLDqsIKeUIIIOEqU+xtENLcoVnJcj24/DZLTAWGnCke3HfXAN4bwRseGQ1yGcHCYWD5UVNcwG1UwsR8Vz4K05aCS6wRfSsp2O+/KFb3By/xm8MOS1Ol+r3E34npFZXIR9WRcgA9cwKu4d4VleIau+F1zMyHi7eKtz+N4mfCYtooSw7IZ0cQKYJJ6YKBWdRS4EHAeofFTolHtOEKVxTWJxvlS4RrUz722X7I+tWXW/sDhC1K0ordISipHQNA6NeTV0lwzgZRwu3BCDf7cexfGWKph1CqhKzIj+r8T9zaOUClBzTmmMVgcZpwYPwGIzQqURXuOPnNLKMgPKGmvBcRy6JzZyGlnrAutpW60o1UEhk0MjN+PwpWypLVRD/f1EEET9QaLUxxTl2EcOFmQV4t9tx5B1xv5Hc93XW1BZdnkOABO+dXFJAbuDVl8V7ZdLSUEpAB7X3vgV+IJRaN5RENEXxDxam82G8pIKlOTb12821c0xcld9z/j91AkAwLWNk5EQGlan89cfolMKFlIXbk70cfb+qY7tdWoFL9wUtI5NAQcOaQX5yC0vt19LyiktEi8dD0BwSn3Rp/TSWVGUJsfgQomwluqcUt7qcLNiK5DC4rWF///2zjs+ijL/459nZvsmm00vJCT03qQJouCJ2A67ZxfLT08PC+Kpp6J3p2c5zt7Lqadn18NeERFUmnSR3kNISO/b5/n98czMzmzLbrIp4PN+vXiRnfo8s2U+860BZnEnYq/wlaGCXFlMCPqNLEbhD9UglKK+Xwr+WrURB/oxi3XhD9UQAhSOzEifn/gtpYQQ5KawMlWS5IbJIltKuyGm1N3iRpMsSscVRLhWWlQRH0uUWmAUBFhEP7ZUV8GWzr6LygMjh8P57cBFaZLRWkoP7avGPy54DN+/t0xdtnPdXjw5+98dOodSzik9okuwbVLk5KF9m0tx73kPY8Hjn3doPMmmsaYZaRk+2GzVAPVg5ESW2bxz/V4AwLv//BhXD5+rCkqg/QI7UvY9AAQkCV/u2A4AOG3AoHYdu3ORLaVE+Qqz/22pRow9cSSGHD0AGXLscMJQWaibMjAkm/UyX1lWqimez85N1ULzuXKiU3JiSivleOmc4iwclPvKh4pSGiiDVH8bqHeD3lIKAFLiITJUqgU837MXYoS6v6r7PrzT0JSzJ8JW6cGwdSzpqdVAAUrR68dqOPaxaykaIng0VPEcX4kxRZQGpAAsdvaA0B2tRptb3GjJZ6J0fJuiVHHfxxDexAZRIMiwEPikAJoy2PVoquuZD80cDqfzCG/BwekQ9ZVtJw+t/fYXVB2oUfvRJ3wO2X2fntM+S6nivv/xQ5ap/Ouy7Th7zmntOlZn0FjThNwiF4jA4iSL+rdCFAXsWr8XFXsr8dHTX4bt01TbHHe9VoVAIKC2Mwy1lK4pP4jK1hakmsyxs4u7CzX7Xm8pJZBw23+u7+CxFZerBUf3KsLmqkosP1CK0/oolR4U9329fOpcOdEpkJyYUtl9by90wuVndTDzU/WWRto0H/CuAfUuA4Qc/QGkSkCMPwGQSvWgtVcEFxgiNaMIjylVmDRzHNKyHOg/pgQvP/whPv56JaxVHpib/Ehx2nDLv6+LcuL4iucrFKSy2M0AlWCVE8C6I6Z0X6AFVCBwCEYUpznb2DqemFILAIIB6VZ8fQCoS2Xf+xbuvudwfnNwS2mSqS2vj7ru0SV/x8CxfQEAW1ZsT/jYrU0uLP90tRpbmd07VoJBdBRLqZaOhhQkC0opmmqakKcRpSZzM0pGsOLc21ZFbo/aHkupNrs3VJR+tp3F/s7o1x/mCO0Tux/Ffc++wkRNeJIibp0Qqii1YmIhyxr/uewAJCqfI8R9T2RLKatT2nHLnZLoRHPYe5Jtt8MUGjutTW5SE5RkcRqoivtcVKoHrf590LpqmhwucoGgqIogSgkhGDZ5EMxWM6ZMHQnn7haYm/xITbfj35sew9BJ0Szt8dcpBYDCNPYQG5AkWO2yKO0GS+l+EzvnQEv0Ml0qbZSEYuvY+1ySxkIeKkzMEt9Uzy2lHM5vDS5Kk0x1jPaducXZ6COLq9KtBxM6LqUU8y9/Go9f+yKWf8p6sOf3zW3XGJWC9FoqSzteFSAZuFs98Hr8SM/2QFASKKRaZBUw1+WG73+NuJ82vjReFNe9xWaCwRgUnk0eD76XO/T0TNc9EK14PqVJ6PCjsZQOy85BismERq8Hu+uUag1K8XzZKyCyz6EpSaK0tpyJTFeq3F40UjypTuTI1kLDAHlclfGfzL0weEj7VRCc8yMLrQgloSKhLdGWmpESW7TF2dFJobczEwFJQIBSWO1yndJOtJRWHahB1YHw34UyC3v/h6ZkhK3TQiltu3g+ABAW+1wkt8gtA/v8dVZrYQ6H03PhojTJVEf4EVcwGA0oGsRisEq3lyV03NJtB7Flhb7cTV6fCBadOEjLCr/Jxxp3V1Inx8s6MijU+7lUg4x8JwBg14a96rYDx/ZF7yHseja2w1IaLcnpu7274Q0E0MeZjiFZLKaStr4JqeFvyRF9ySC0eL7qxo9sKaXUC6nhr6Dur2IfllI1ppRlRQsYl8+u8bpD8mdEEVNyQhSEHBBCQAjg93XM4u51e9XmCY0GNsfIojTEukgsIAYWZkED8YtS6lvH/hBLANvFMbYMKYcVBW3yYduJZvEnOgFAkSMNXkmERCmI7OLurJjSytJqXD/xDtxx8j90SYRNHg+qLewzNqmkrbAWPwC5wxaxRN9MFqW5dhEEBLUBD3w2EU1clHI4vzm4KE0i7laP+kN61g2n6NaN+d1wAEDR4AIAiVtKD2wP3z6/naI0syA89lJbX7U7UXqep+cYoNTeBHUjuxcTjhV7mWt2wiljcN8nf8Ggcf0AAE3tqLmqitKQJKfPt7Os+1MHDAIhBJRS0ObnAM+3gHd5wufpHEI7Ogkhy0NwfQJ4FoE2tlU+y4dQITFWTmb5pVIRpbIQovKDgJCpPkBQf3giUCIo5c5MZgOqvEycRiwHpW1xCrCC9wJ7gIDrfVD34vhOKLFEKmK/PHYR+9DGAVHQlmgz29qoa6tapOMTpTajEZKcFBVIY8LQ00ntjL/971IAQFNdC6rLgt6fVaWlkCiFucGLoQPCGwLo0HS/ijVHIotSk+BDH2c6iCCgNdfcru80h8M5vOnRovTBBx/E+PHjkZqaipycHJx55pnYtm2bbptp06bJVprgv2uvvbbLx1p3qB63/u5vAFjR7/P+fDru//wOvLn3Wdz07NW4/qmrAABFg9kNvrqsVi3cHg8H5ThSQgCDUcTV/7xELQuTKJGysqt6iPteuQE6s/Q9zHN762MKnXKSV4qctNWeTN1ILUZLGxqwsbICAghO7q+4gzUhGR2pg5lUFPe98hVuI6ZUijPOkmosnbIoHZPHEpw2VdWCggLwsR7wijgV0kHl8wcCHbOUKomCzlwnDjYxUVIYmnlPpQiiNAMQgw9ptPHu+E5I5RJuQow6qADUDPk4LOWTZo4DAJx1w6ltnFtJAophRQxBkMMWfHLel9KHPtlohWiN5u/X3l8EUCD1gDtKmSsNWlEaq8KALEpB3RiWkwNBIGjJtaCl0QVXS8cecjgczuFFjxalS5YswezZs7FixQosXLgQPp8PM2bMQEuL3q1z9dVXo7y8XP03f/78Lh/rznV71LjMfqNLIBpE9B/dBwajAZPPGK+WHLI7bMiUXdEHtscvcBRRetGd5+C/u5/B9EuOC9uGUglUCoozvyRhQ0U5vtm1A6vKDsDtZ1aeSGJWKVje3Sg3w5Q0vSh1ZunFljObiQhFULan0HYk9722Nmm2TbagSkErNQ3sS/g8nUPk7Pvooil4/SilUbaBRpQaQGTrYN/0DDhMZjR6KWtzCej63oPYQCn7TEkdFKVKuTNnjgMHGtk5CkIy70EjuHWFTEDUt7uMq16pJFvjSHictQ61HFbbx/zTE1fg0SV/x4hj22hLq17r+OvJigITpR4re587K0GxoTpYb1n5Tvq8PmyoYaERRT5j20lOCJaDirmtKkpbMTwnF0Qg8MieEcVzwuFwfhv0xLRila++0se//ec//0FOTg7WrFmD444LijKbzYa8vPhLwHg8Hng8waf4xsbGGFvHx/iTx2DsWeOw7Nv1OOX/psfctmhwL9SU12PHmt3I75PTtsUBUBMOcnpnBROAQqBN/wLcn4Gm/BlfHxyCZ1atQLUrKNbsRhMuGTkal4wYpS7LLsxA1YFaVPaYmFJ2E7Kl6N3QKc4QUSpbSlPlSgKtCVidFdQapXI704Ak4Ysdiut+YHDDgCZ0IkmWUkopaMPNgNQEkv48SJwZ2MEDKNdH6eikfCaixZRqridtiS7CNElOCgIhGJWXj1UHmuELSDAKYtB6TOwgRFBFKaSOWbYaqplITMlOVT+7hY6Q0mc0/PtKxAJA7MvcxGp1gJq2S0MpcbEkTkspfKCUxhRZJrMRvfrnR10fPHf4tW4Lg2gFJMBtZuLY1dw5lsRGjSitOsDe6x++Ww93ugkAxd13X9b2QeJJcgJ0onRYNrN2u/KsoIS1Fi4cEMe15HA4RwQ92lIaSkMDs5xkZOizPt98801kZWVh+PDhuOOOO9DaGlugPPjgg0hLS1P/FRW1ERsVB8tK9+ObCQZk/uN4NX40Gkqy03/vfR9Xj7wF6xdvavP4iijNKoyR8er+EhQSmmv/gb8v+Q7VrlakmS0Ym98LOTY7WnxevLBmFWZ/8SmufvZKTD59HG589mp2/B4SU6pk0Vus8s1WLs9jT9VbqJw5oZZSvfXM1eLG/Cuexvfv/hT1XEodROUYSm3SFJMJx/YuCW4oaa4NTVKcm38b4F3N/vdHLnMVG8V9H2IpjRZTSjXfiVhzUJOc9Na7MXn58FMRPokdn9ZdJW/HBD1VM8g7JpKUh4tAJju/3WiCwxwiaqQIoRpCAQvfSX9ds13sBy1KfUFh2Jb7XvfQEOUaJwBLKJOtnCR+S6nJwD6rbgMTfJ3l3lYeDoBgM4NPlq4FABSZ7Bg2sm/bB1HDE9oQpYL8UE6b0ceZDqvBCGoS4M4wcUsph/Mbo0dbSrVIkoQ5c+bgmGOOwfDhQdF30UUXobi4GAUFBdi4cSNuv/12bNu2DQsWLIh6rDvuuANz585VXzc2NnZYmPZxpsMTCODXhhr8WLpPL2pCUOJKFVZ8uhqjj48uZP0+vxprF7vgvg8tXi9cfj8EAFcdNR6XjhwNk8gydr/auQOPLP8RGysr0Jrhw3OPz4LBz1y5LY0utDS2wu5oZ7/0JNFQ0whCKIwmLwAjc8lKlbDY9FnGaYr7Xg6LCBWlC19bgjXfbMSabzZi2vnHRDxXS4M+plRx3c/oO0Bfm1QbZyl13KoOAPCuCv4d2A8Y23D1hqFYREX9/zSaKNW426VGQIxifYpivRuTX4AAFeDxA9RMQZQkNEGxuLLtaQctpUrtWG+aAYAXBamp4VbJSKJabg1KDIWgxiGAb4s+FjgEKtUDvl+CC0h47V492p9KHzr+0xmeUBYPFqMNzV7ATTyg6JyY0kAgoKv7u/R/KzD6d8OxqqwUGJiKyX0jNReIQNyi1Mn+l+ogCgKGZedgaU0jWnPNajUODofz2+CwsZTOnj0bmzZtwjvvvKNbfs011+Ckk07CiBEjcPHFF+P111/Hhx9+iF27dkU9ltlshsPh0P3rKPmpqbhg+AgAwNOrVsAXiG5NGTi2L7T32c1tFNKvLqsFpYDJYozq6qfUC7ffD5ffDwLggWnjceUwA4wSuw4CITh1wEC8NPNMZFht2Flbg7u//xYmqwkOuW5pTygL1VjTDIs9oBbOV8SGQWiB2RqMhVXc94qg1LYcBaCrr+iOkqGszb5v8njw/V6lNulA3XZU0gjeJFlKqUYw0aaHITU+xBJ44j5AiPu+LUup0n0JiOj+Dq5TrHf6h5MBGZmwGozwSQQBSROTqoQByMKDtFHHsy2U96TVxubTO1LHICUO1DAQMI5iokYr6gX5wU2Kbv2njX8FbbiDvSB2TfOBKGgtpUmpBatNKIvfUmox2EAAGEQ/fCkGuDvBfd9U2wxJ0scdPzH732gssMBoNuCUCSPjPFIchfMBgDjZ//JndGh2DojIkp20sa0cDufI57AQpddffz0+++wzLF68GIWFhTG3nThxIgBg5872uEQ7xmUjx8BptmBfQz0+kTsCRSK/by4e+vpuzH3xjxBFAYf2VaO6LLogPCS7z7KLMqPGsh2o341mL7sJ2IwmTO1VA1o/G7TuSl1iS9/0DDx20qkwiwasOFCK59f8rHaG6glloZpqmmBP9UEQCEDMICIbG6UNQaGKYKKTkkDWUt+qm2dDVfBmpiSJKXg9Pnz31g/BdpYOK9aXfoqTe61FP6cDQ7NDSm1pXd9SU2LiMRpacUtdgPsz5sqPm9CSUG1k32uTg7wrQLUdkXTbyRayEMuhQRDU6+KXNMJXkMuLqcKjY6JUcd83Wth7WRjpgVGtj5oF4nwaJPNDEK37XRHKNEYYj3dN8G/FUheTUEtpB1FFqbFtQayBiE6IRECGxQWP09gpMaWK696uqbPqdRjgSzHCajFhdF6cMZ5xW0rlzxB1gVIPRuTkQhAEtOZaUF/JRSmH81uiR4tSSimuv/56fPjhh/juu+/Qp0/bbqP169cDAPLzuz44PtVsxlVHsXIwL61drYrESJQMK8LE08ai7yhWgPrXnyILkpryOnz2/DcAgIK+kZM2JErxyppvQAGYBBE2owHU9Ulwg5Bs5UGZWZh37DQAwBsb10Ma4ATQ/WWh/D4/WhpdsKXIllLiAIhsGZYaAY3oVDowpTiZRS8QkODWxNeV7zkU/Ht38G8A+Orl7/DCrf/F7o37AQCZOZUYZnoQVw5YjsuH+iO4i7UZzjS22IkXKYLFNVJWeVSYMCShMaXR3PeaOEza+i5o7YWRxbXasjO8lu2w7BxWEEoK7kfkjHciWOXxdNBSKovSOpFZI4tCk5wAjShNlcvAhRbSV1qCRhZsNHS50Ha7XvaZkK91PFn9bdGOJCeAtXQVBYIca0vniVL5gS6zIB13vnUTAKCpiH3PRubnw2qMMykv7kQnO9RrK9UxS6lA4M4woqq2IeauHA7nyKJHi9LZs2fjjTfewFtvvYXU1FRUVFSgoqICLhcTCbt27cJ9992HNWvWYO/evfjkk09w2WWX4bjjjsPIkfG6mJLLmYOGoHeaE/VuF/67cV2b24+axmJJf1iwIuL6x//4AjYu3QIgelvRz7ZvRV1rGQgIUs0mAATwrQ9uECG27sR+/XHagEGgoFjeW0LAQFTLYXehxLGlpPmZpVRIBQRZlNAGnHzlCQD0naxMFhMMRibItC58pVUloE/aABCW/BSwV8MnSSAAJuRHuIGGitBY7u94iRQGQOMv70PD3Pexs+8jCt7A7vBlMUTpiJxcUJBgWSjNdoooFYWOdRhSYkprZeFXFNF9LwuVKBnzRM3mjiKQAyHd1IRYcdraA8dfFqpN2pHkBAAQcyESAdmyKO2MmFLl++LIcmDU1GH46//+jOZCKywpZkzqUxL/gVThHVuUEkKC33OpHpk2G3KtdgAEpf4kPAByOJzDhh4tSp977jk0NDRg2rRpyM/PV/+9++67AACTyYRvv/0WM2bMwODBg3HLLbfgnHPOwaefftptYzaKIm4YfzQA4O1NG3GoOXZR92nnTwYhwC8/bEXF3vD2iNvXBIVD4cBw62+jx4Nnf16JDHMr7EYjBBLhLQ0tNC4zZ+Jk5NjsaDRKODQ+HZWl1WhtcsWuY9mJNModXDLzjAAUS6ksPKRG/OG20/F/D12Mm+SKAQC7oaWoyU7sBub1+HR1SxtD4tJCmxbsp0yMG0URDmOEm3yoKI1k5UyUiJbSRG7A0dz34fGOlEqRRalvY/i28meFCOFVHobl5IBSVv9WUj4jIksQFERmSRPFjonSloZWSCJBfYAdp3cESymVY0WV0I4wZOtjmEVUIaysV7wxoopVOhkxpe2zlEK2lGZbm+F2muBqdsPvS27rW8VSqrQjHjxxANKO7wtrigXje8UOn9ITp/seAETW6Q4+FlYxNJN156owJuEBgMPhHDb0aFFKKY347/LLLwcAFBUVYcmSJaipqYHb7caOHTswf/78pCQudYQpvYsxJq8A3kAAz69ZFXPb7MJMjJZLSC164wfs21yq3mS0XYpKhhfh6Jljw/b/78b1qPe40dcBWIxRMoKjZCGnms24dfKxEEQBVaOcWLZiM64YfBP+ccFjkKQkxE0miFIOKiNPFlhCarBUj9QAURRx4qVT0Xekvue23akvCxWasVuviS/1ur26ODUKYG8Lq0NqEQ2gLS+CepbqBxZqwaSxHzTiQraUEsc9rBsR0C73fVhHp0gu+WhiN1AB6tsI6l0bXBbDUpphteGQm1nr/ZIEYrsEME1mmxvYg4Fo8Hfos9Pa6IInzQAIQIrJBKclgmhTSj1FdbvHdt8jEPLwF227UJRWmT3BUmppgdfJLLfaTPmO4vP68OsyFg+flsVCZ3bW1qDR64HVYMTQrOz4D6bUi42jjSqxnMZ2cS8CAIwuYgmODekG3tWJw/kN0aNF6eEKIQQ3TmDW0i93bsfW6tgtHifNHA8A+OS5r3Hbiffhwye/BAAc3MViIdOyUvHgl3fBbNVbHOrdLnywmdU4Pa4olZXpEfWCDUBUSynABPTY7DxQgaBsCrvJb/pxq3rurkSxlKZnKwXhUwGiuO+ju8xDM/BrQ0Rpo6aHtrZ0VL9RxZj59IUIBJogEAKTgQk72nCn/gRh7vskdNFR3PfG4YBpQuLHVd33cdQpjSJ2qX8faN2NoPU3giq1UpUHmAiiFAB+rLsEyyv74KvquSAp16rxt4ooNVsD8HnaJ9oopWhpaIU3jXULKnKkRU7sC8hhJtHc7or1MZrYlPSilNivjG+AavxuMkVpgiXYhDyIAkGq0Q0hU4Ak6B+6Osp78z/B2m9ZqSyl/NzPB1m4w5i8fBjF+JOy4o4pBQCjHG4V2AtKJYwp7AVCgNY8i1oOj8PhHPlwUdpJDMnOwUn9WO/0J1cuj+kSHzl1qO71ph9ZDKnids4tzo7YxenNXzbA5fdhYEYWClPkG2Wkepc0uiglhOAvvzsehFI0ltjRWMQsN7vW7426T2ehxLKlyYZDIjg0MaVu1m89AsEMfCa+QqsIaMvKNNWxbRyZKXjgi7uwK12C3eCFWRSDtTcBUElbbF7+W8nSDhF51LsW1Bd/5ryubzxxBIWJlIj7PqROqWoxjV+UwvsTFFc0bf0ANFAG+OXyZGLviLsUZQzFQ7/MwNKD+ux80chemywBeN3tE23uVg8CAQkepwlEIOGdnBSUUk9CFKudppd6JKjEHhKJ/VqQrM9AjLGbXQRJYkypEhcrRC7xFhVihyCkgIAgN8UFr8OoqzTRUT557mv170mns6TN1bIoHVfQK+I+UYk3+x6Q3fcG9r2QDmFgZhZEQuC3iNhR1vUPyBwOp3vgorQTuW7cBBgFEWsrDuLH0ug909Nz0nD6dSepr0u3HQSlVM2stdjDf9TrXC58sPlXAMDVR41TXZrEND5sWxqjiDgA9M3MxGQTs4qUT84EBbBr/Z7Yk+sEFIumI1OOkRPS5cxcWSxGKVyvtAlV4kj3bz4AAOg/pgSA3p2vuDpT01PQ6PHgu727YRV9+mL5ACBp4g5VUZqlfw1ZkNbL1sZ4Y3G18yA2NTGHJhRTKl8jNZZUGX8k930cYQG+tYBnBQAKGI8CMUQWpcNzmPt+U+Uh3XyVmFKLRWq3KFUL52ewXum90yLFkzYH5xPVUtpGeSrFfS/mgMRVDko5brDVaIdRLP9ttjcNGQIhzIUvEOSltMLjNIYl8rV7SJSqvzXnzp2J9FwnfIEA1lew78L4gkTiSQGlTimJI26WEAOgfOb8+2ASRaS72Pd+Y9nBGHtyOJwjCS5KO5G8lFRcMJy5pZ5qo6D+xfPOwSPf/x2EMDd0fWWDRpSG/6grVtLBmdmY0rs4GGeXoPteYf51FyAn2wmhbzrqB6Rg98boIrqzaJJFaUqafNMnThAiaNoQRnbjhbrv925mNTjHnzQGAHPnK3G6zbKlNCXdjq937YA3EEC+ncAYaokOsNqmlAaCFp9IolQpvUVb4i+sr/ZbT2HzU2qCJhJTGi37PlJJKDWpKkYXosBBUC+rAEFidJcakJEJkyii0etBaaPm/SBWEEJkS2n7kp2U98+fyT7vRQ5nhHGyMl4QMkDUblIhtOm+b8P9HxXFUtrxxCIqP5gQIYo1OBZCDkQiIMfeCo/TlDRLaeX+arhbPBANAs668RQAwOaqSrj8PjjNFvQLae/cFjQRSykQtHzLv2UFARaLuqWu+5t6cDicroGL0k7mspGj4TRbsL+NgvoAUDggHxl5TgCsPqlS7sWaohelta5WNZb0qqPGApA0CSqZIKl/AcQ8EPsVbFkcojQrNRVXjB8H0SiifGIGdmsSrroKpSRVikMRgfJNUBGDAb0bj1IJNFCjthytLquBx+XB9tWsi9WYE4bDbDWB0mCHJyV5zJ5uw0dbWZhEX6dcRkuLJJ9LG+epdgrSuvbrNfuEV0+IiJIopSRxKe576gL1bQJtfpb1ZY+JYhGVhWaM7HsE5AcM82QQ55MgGW9GPqR3uXzI6PWAjaKIgRns/fi1SjNfYgUIiyltv6WUXVePnMBTFClhUZmLWBL9QKoojRKjq35XEhNZnWIpFdqRlCk4IAoEDpNPtpR2XJQueOJz3Dj5LgBArwH5ah1gJZ50bEEvCFEad0RFjSltO9EJgCY8ph4AUGJiD6O7XbyAPofzW4GL0k4m1WzG/8VZUB8I9nRvqGpURWmo+/7NXzbAHfBjSFY2phQVyxZEWaQI6SDW30PI/AAwsvPG6gGu5YLhI5GVYofPacShfjaUbutat1nZDuYmtKXIFi4l2UYuO4TAAf0OrvdAa87A6Ml7AQA/frgKaxZuhNftQ1avDPQeUoickG5VLbKL35Vjxa66GphEEfl29jUgKXOCx1YEjSpsBBB5PDo3u1bwB+K06Cjue6UxgBoD2Qpady1o61uA639tHCQ0+175PzyEgPrYAwwxDAYxHQViKAYETdcqOYNeJZbgAysNBTArmopsKTVbJHhd7beUBowEXisT2BFrlPplURolvICNRRGl4e57Sn2ah4LIyVzRSWLxfKl97nu2jw0iEWA1+pkoTYKlVFu7V9vKWIknHZ9oPCmgiSmNT5SqoRRyvO1AB3t/yqkbHn/XPiBzOJzugYvSLuAMTUH91zbELqivitLqJriamSDSuu+ZlZTFkl41ZhwACbTlDbZSSNd0+EHwphuHpRQAbEYjrhwzFqLRgIrx6fh58S9hNT07i5bGVtSU14MQCpNZieFkliwii1Ia0LfGpC0vAwCKCt+AIsaeuO4lAMD4k0aDEIKcYiZKy3czAaVYSndkMhF/Qp9+MBD5fIYBgPUs+eCyMFYEKLFqLJoaN7v22kqxqywEB66IIqVvvHxcTVF3GlrgPewYyk06tKOTP2SznYBnCXth1CbUBd38xHKi/tiGCCEgGoZlK6JUM19ZWJss7c++b210wZtmhCAQpJktcJjD3b5UtpSSmMI5hvteSTBS6uAmQlKz75VEp8RFKSE2iAKBTRGlHbSU+rw+VB8IPrj+7sIpAACXz4dNVcxjkHCSE4CE6pQCAHECAKhUDwAoyc6EwRWAX5KwvZa78Dmc3wJclHYBRlHEDROUgvobsKc+ukhMy9RYSuWYUq37/r8b18MT8GNIVg6OKeoNuN4FXO+xlaHuSLX+ZSto6ztxjfXMQUOQKZrhtxnw7DdL8Kdxt6NsZ2ix8eSz8DUmnIoHOyCQoNUXQDATXM4Mp1IzqO8X1dIoCAKmX6yv4Tru5NEAgN6D2M20dAuzsjbXtcBvFrDdwq7tGYOGaBJn7JpuQIqlVBGldk3sJ1tGqQTIN1AAwVjFtlBiPBVLqSJOtZbgNgv0K+57pXxWlJJQXrlOrnEIYNRcI/Px7H/DQMB4VHA5sQavQRSGyqJ0W01VME5aayltp/u+pdEFj6YcVET8e+VxxxDOsdqMKuEWghyvnBBKndIkWO1CreWJQKzMUmoIwGczoLq2Y6L04K5DCATY5+m2/8zG5DNYsuT6inL4JQl5KanoldoOi27CMaXKQzQTyM6cNNgOuSFJFJsqeQY+h/NbgIvSLmJKUTGmFBXDL0n4108/RM3UjuS+V0RpVWsL/rclmHFPCGGuXgVRb80gQgpgYmKYNj+tWiBiYRRFXDt+AggBKo9yotnvwyt3vd3pXZ5++piJp7NukIWTkBnsaW6Sl/l+BQ3UgDY/CVp3nS6G8/8e+D3+/PJ1MJoMOObMCRg2eRAAoPdQljG8fyuzPDbVNaN6ZBr8BBiYkYVRuXnBvvAkRb2B0jBRagUEm34ZbYI2251KkROxwqBR3PdaQqzC4YRm3yv/67PvqSziiOloXc1PYr8MJHUuiPMpEDGTzR0AjGPaHH6vVAfSzBb4JQk7FAuWLtGp/TGl7nQ5897pDFtPqQ8IyCElkRL6FGK472M1B2gTNaY0Ca09Q+OKExqHDQIhSLew9/qQt2N1cw/IYTqDxvfD2BNHqZ+T1eVyKaj8XpHrxbZFInVKgWBMqfw75cx2wF7uBpUkrC3nGfgczm8BLkq7CEII5k46BmbRgLUVB/HVrh0Rt3PmMAtRfVWj2slEiSl9bf06eAMBjMjJxaTCInaT1ljUiP3a8POm3Bh80abQYZw/eRxGFPeCOTsFNRMysOnHrVj+yeq49m0PTXXN2L+F3QCHT5Jv0mKwpSoRcwFDX/bCvw1wfxF+EFqP8SePwb9/fQw3PvN/6k20aBBrX6iU2apraEb1iDQQgeCyUaPBXLGKwEvRJR3p/hds4e770LCIODs9Ufk9I0pVgUgF1KW2LEPKQ4IiRqNk3wfk0l5iX91iImSAWM8GEZj1l2S8BmK7CCTlmjbHTwhRraXBZCeLnOgktZl9v2/LXnz2/PvwefXi1dXkhjvdCCIQ9HFGEI1SLZglWIxeoxTQtO70hyeMKQ8O7YrlVCywHWulysaheRBKeBzsIUYuUoAaeBGIUdmjLUrlB7aigQW65T+XyfGkvdrjukc7LKVOeb96AIAzx4HUAy5IEsW68oPwd0OXOQ6H07VwUdqFFKQ6cOUY5ip9cuVyNHrCLS5ONaa0US0JZU2xoKK5CR9t2wwA+OPYCUx0BSoABABiBsleHLG2JDH0DloaQxOFoiAKAm469liYrSY0TcqF1y7iy1cWJTrdqITeQPf8wsr85PXJgT1FFg0aUQoAEFh9TLW4eyiy2LDY9DfAvD45EAQCV7Mb9ZUN2ObwwW8RkWOxYVpJX72QJLbwckKqpdQWLlhDRWncllJFkMQSpfVRmwWwYygu5NA6paGiVBa3YmxhQcRckJQ/gRj6x9xOQYkr3aKIUtV933ZJqPWf/hETJ/0di//7im65q9kFT4YJIEBJBEupWkpLcMS23GnrYoZaS9vbSQnQJKR1zDLJSiUpZc/aI0rZ2NOt7Bq404xqqbP2ULqdWSGLBgc/Iw1ut2oFH5vfRaJUjilVLKXpuU44GgMQPQGUH6rFkjW/tm8cHA7nsIGL0i7mouGjUJKWjjq3C/9a9kPYeofcb1qffW/BS2tXwy9JGJffK5h0oNRsFHsFXd2REOWi1/74RCkAHFPUG6Nz8yFYDKiYkIGy7eXY9vNOvPDn19HaFP2mTCnF2w9+iJuOuQv3X/S42p1KYePSzbis3/X4/MWF6rKDO1lN0KKBBaByfVAi5IXMgVnGqHdN5BNHCU0wmozILmKlnHbtOIAdfdl1OqdkEAyCAEjyzZzY5Zqh0WJKbeH1RMMspXHWKVXiCVVLqT3ydq5PQX2boxxEieVUOjopIi3EmiQFhVwyGZLN3o9NqihlllJCAL8ntkCackoZBAFId3ykW97c5FLd95EtpfXyudqq7WmEWuIrqihtu6B7ODFiVRNB9W6Qdopjtk+aWQIRCDxp7Sug31zfgp+/Xo/137HqDEqoC8Cy7iko+qVnIMvWjjECwe9JvMJbtZS6QakHokFE70EFSClzwe8N4PFnPmzfODgczmEDF6VdjFEUMe+4aRAJwcLdO/F1iBtfsZTWVzXCLbvvS+HG5ztYG8s/jpsQ3Ngvt7aMFV8HgAjM6kilirjHSQjB7AlHQxBF1A5JRY3oxz1nzsd3b/+IBY9/jkP7qlBTHp6wtX7xJnz09Jeo2FuFjUs244GLn8A2uW4oANx/4ePw+wJ4/e/vq8uUUlAF/fOCTQCU2qTqHLL0cxbSAOu5wXJG2nqhIRT0YwL31c0b4TUSWOq8OGOIXCBetVrKN954LKVKnVJFlCo33TaTk2RoSKJTlMQi2vwYaN01UeJ5FYtoiKVUk4TTYYtcDIZmMUvp/oZ6NHk8ALGo1kuvO/p18LQEqwq0NumtndU+N6hAYBJE5KdESABSxXxsgU0IiV6rVHlf2yFKlc5ENFKsaiLQoOs+8WQrqJ8XuzEAQSDwOI1qS+JEuP/Cx/Dwlc/C7wvAaDKg/5hgfdqfD7IH2MS7OGnQJgnGA7FD/RzL363ioUVIOcDew4O2QIfCFDgcTs+Hi9JuYHhOLq4YzVzqD/24FLs05U6URKeWhlY017WAEuD1MlZ0/7QBgzBCbvNIvatBW5j7k8jJTFFRsvDjrFeqMCInF8cVl0AwiCg/OpjZv/KLtZgzZR7m/f5BBAIBvP639/Dwlc/C1eLG6q/WA2BJE0dNH4GAX8K78z8CAAT8+huK0lZUSULqNSA/emFzpa6mcqMzjoWQOgfEINcwjZHEldcnB41FVixtrgAoUPBjNdKzZGGjZt6HlGdSzqOxpGrXUc8y0ObH2GslE5zGKQxCklwIMcSu5ShFKIdDQ7LvIyU6qSJZiF8YxEm61apmZG+prgIhIiSJWaH9nuiitO7gevVvi1UvGCsD7HWuyQoxtMMWkFgZJVV0hlg1tQ8ZidJWp6h4Ud//dmTeA6ootYpeEEGAx2lEXWWcoSMydYfqsXvjfvX18GMHw2QOeltWdTCelFJJV9UiHgghmmQn9jtw4mVT0V/+brbkW1G2P84GFRwO57CEi9IugkpNoIFgBunlo4/CmLwCuPw+3Lrwa9S52A3ZnmaDaGBvS0ujC4fGpmNvSwNSTCbMHj8xeDz318GDm6fGPnk7RSkAXDduAgyigIY+KWjOZzflyv3VkCSK2op6LHrjB3z+0rf4+ev1eOWOt7B20S8AgLNvOg1XPXARBIHg15+2oWJvpSpCFcp2VsDv82P3hr0AgAFH9QmOMVp5K/W13F1JTlihUnRB6C9xYO/JefB5/Mjc1IA+AQuMJqVlpGK1km+cIcKDykKICGkaIRMAbbgteALFUi01xlelQC0HpLFeakWS+Vj99hET1JQEHsV9r3yVNcJfFXGp7cueboMhar1SJhSkAHNvB3zRRWlrfdBSmpbZrLteNYRZeYvsUcRaIgXno2TgU/l9jacfe/gxk+y+b6/1Wv6smgQvBIEgYBJRXhVfLWKFzctZbHaK04abnrsaNzz9f+q6ssZGHGxuhEgEjMkriHaI2Ggt1Ik8EIVk4PcbVYIXPv8rbF4KKhAs29317Y85HE7XwUVpF0BpALR+NmjNHyBVToHU9ChEQvDgCSeiV6oDB5sbMfuLT1HV0gJBEJAmW/EaSmyomJDOMvePPgYZVo1w8a0HAJC0f0bvAa6gtsdMXJT2Tc/AcC8774HjsiCFfGIWvRWMi136vxWoraiH2WrC0MmDkNUrE8OPZW7yb/7zPepDrDlVpdXYu6kUXo8fKU4b8vvmRhWllDjglwJw+X1o9nrwxa5q/GPp91i0txJuvw9VzRU40NgQrJsJoNnrxX83rse/vXshGQXYD7Si1081yOuj6WYUlo2txJTKwkNbTzKKdY0YBoLFMPoB14LIF1I3mZBEJ0CXNU/MM/TbRxKlyvZqLLGoXw5oMrzbaZFrg2EhGfgSZaLN740eU+r3BGu52uw+XVJUnZlZeYuj1ChVSm6pnX9iEc2q2SFLqRJm0VFLqRLn2zFLKaEupMnv+57axETpnl/2IyXNh1Mu74vJp4+H3RG8HorrfkROLmzGGLHqsVC7ngmIu80oELHhByEEverZQ9VP5fsj7cXhcI4QuCjtCrwrAP/u4GvXAsC3Gk6LFY/OOBVZVht219fikg/fx/ubN0Hql4aKcenYe3IeAILTBgzEqQMGgfq2g/p3gkotQEAuaG8c1fb51R/6etDQkkFxcLqjN0RPAO5MM6pH6gXD3k1MMKVlBW+w42aMUl2Bp109HQDw1avfYZ2cUKFQfaAW29ew6zJofH8AHk0JJjZmiVJ8vn0bbl74E+rcbjR7vXD5/fiprAWf7diKr/ccQpPXi02HduLc99/G1P/8G2e88wYu+d/bePWn2fh+xwJIIoFjXwv6fFEOIUCRX6IVpfXy+Zzs/7CYUsXamCYnQoVY2IxHAZaT1eW0+THQGO1GWZtLpY2qRpRoXZzmYwHrmZoxRuoUpZSxUkSDQb8c6Lj4aQNtWShKKajcSUnyh4tS6l0D2voWqD8oSi32AFoagts2yZqvb3qUnvQ0AUtptKSkDsSUJs1935FyUIBGHEvoZWaC72BLYolOFXt24Y6nN+DU895kXb80rCo7gOKUGtw89FNQ/64oR2gDNcnJlpiVXvmtonqR3d/H3s/FO3Zh4VvR6zxr8fv8cLcGLeWUUiz87xI8dOmT2PTT1vjHxOFwugwuSruCSD/sPubmLnY68cLvz8TAjCw0eNx4ZPmP+GmCBRUTMkAFgozdLbjzuONBA4dA6/4IWns54P6EHYOktm0lBYKCCzRm7GU0invnoGAZE1oVEzLgTRHDtrn4rnNw6T3nYfLp43DF/Reqy0dNG6bGln74pL6+aGVpNbbLSVADx/YLWkmJCSB27KuvxzWffoT7fliMX6rdIABMogib0Yjj+43DH8dOwNiCITCJIrKtAZhFAyRQHGppRh/bCvyhz2rMH/c57pl6PM52ZUL0shvZsGMGq2NQGgqo1jdtH3pKw13GIRY24pjH3gNRkxDi14tvHdowA61b0zgiuJgYIKT+GcR2sTzGCPVP1fqbhuA1YytAlWSnjnQNioPBmVkQCUGtqxWVLS1QrMxSILw1LW38K2jzsyjsvURdJooUzfVM9AckCS2p7HPVLydKDVIp+IDQJlEtpR0pCZUk9z1NligFSlLZ+17hjb8dMKUU+QUrkJ7thcFIQF0fg/p3g7a+g0DAi9UHy3DNwGUosf0KWjurfWNMMJ5UgaihRiGi1JwG0RuAzyTg8cfex55f9sPr9uL5uf/BojeZt8bV7MKyT35WhegDFz+B2eNvR9UB9tv144KV+Pdf3sS67zbhn5c+iQVPfB5WK5fD4XQvhrY34XQUqiSqmMay+EPXAlDfVuZqDexDQWof/Pv0s/Dxti34cud2/Fq7H76KJmRuakRRpQSDIIC610OJI6Qtr7HjifHFexFiABUyWcKMdAgQMxMa/5CJA9C3hqChxgcMTIf9rik4tykTbz8QdFVn5Kdj6h8mRzg3wTFnTsDab39RO/2IooBAQEJNeR0aqphwKh5WqHHdp2PJvr24d+litPq8sBqMuGLMRGRYP4BAmLA8sf8EEEN/UJ8FtO5VpFlt+H7WVahxuVDe3IRM/wFkiKwd42m9++OYh/Pw1gMLkFucjUmnjwsOUNN2kg1YsaBRAL5wIURsADRhEPJykvoX0Lqr2DLf5uhxvorVU8hkCU7KdUq5EVSqBbGcorl4spiMWJRfyaqXLaXaRCnqBYgh8ZI8CWI2GNAvPRPba6vxa1UlRglWFtIakvFOqVt9GKKS3sLlbqoB0Af7ausQMAggEkX/3CiiVLGUxmP5jSpKO2ApRXITnUg7LdiEiKDEDFAP+qRbgANAdQIF/ct2HMTw8Sy2VzSIgHcZqIuVW6po9qLR60G2pZWVTAN7KIrr4VdLopn3CrKllEp10NpX0zMdcGzfhbpBqWjoa8evP23F5uXbsfjdZVj87jIcPXMs/jPvHSz93wrYHVYcc9ZE/PoTq9Tx+QsLcfl9F+Cb179Xj+f1+PHu/I8R8Es475aZiY2Rw+F0GtxS2hXIopSYpoBYTmTL/FtBG+eB1l4GeL6FSRRx3tDheOX0s3GjtwgDFhxExvZm2OQWo9SnKRytiBQxpJZnLBQB610B6lmZ0PDTc514fs18vH/3n5BitWCnrwmrbXoXbXqeM+r+fUfqS1YVD2NWxYaqRjTIpWycOWmqdeRQqwl3LPoGrT4vxuQV4L1zL8ClI8dAEDTWrZBEJ9BGEEKQZbNhRE4u8uwEopL8EyhHeq4Ts5+4EufOnal3J6q1L+Xxa8sz+TYEW5mqllLNTZaYQGTrGTEOAkmZw4YSq0mBKkr1wosI6RCcT4BYTtbMURYCkeqfqpZSxX2vjduTBUpH4ifjZGhOMNmJCOzaUSmkDJPmekihorSZCfxfy1gSoLXGg5RU5TjN+nATNf43EUtpaJ1STdvYRCEh8cbthEZKdEt4LOw97ZvF/m8wxNftiAbKYfPPQmHfVhhMBrkJR7B7mLf1WwCAw2wAUWRhO2LRgyEKCX72iBJqpD9nZq8MOHezY9YNSMGmVdux+J0f1fUrP1+Lpf9bAYAliH7z2vfqup3r9yDgD2DvplKIBgnz3piBtEwTbKkWZOY7Exsfh8PpVLgo7QrU2puZgGEAAIH96HqY24m63tNtrtQqBYJ97xES9wUApI0uPTrkDkm05RXQhltAvRvi3xeAIAgoSc/ALZOOAQB87SpHS16wU0t6bnShkNcnBwZj0OVfPJSVcaqvbEBTDbvROLMdgFQLl9+HNYdcoKA4a/BQPHXK75FtV4SgRtAowkQpD0Td+paSgf2R/w4lJKaUEBGK0KNNjwa3E+U6qdqbrCJk1W3krlOeJaDuKB2wArLIFXMir9eiWEojue/VmFKDPG4BwVqliihlDw4kQRdqImiTnQQDE1kCCRGl/lK4Wz1orm8JKwvmbWXiY2slE+upDQEIggDq3QBaczpo0z+DG6uW0kRKQiWvTmnQfZ+sOqUdCKuQP4d9cuVySTaCQBxtOKWm10Eo+wyWHrgQMA7VrU8TNmN6/lZkWzRhJqFNIuJBeRBROrHFS5RKIceeMxHpBz0wuAPwWw1Ysn0XDmwvV9drm3GEcnBnBQ7sKIcU8ODPj23BsGGP4dmF+/DiT6k4/oIxiY2Pw+F0KlyUdgLUvx9S44OgATmpQyNKCbEAhhL9Dr4toBprRUZ+sJuNxS7fPCNlYBsGxT0mEuLqp+7P495Xy2kDBmF63/6gAsGeU/PhcRhgtppgS41ueRIEAVmFwZCBkuGsHWpDdRMCAXYjTc1IweoDG9Hs9aLea8XFI0bhtsnHqi5ENomguFKLjmstl1qLojY5SAom14ShuuedmvPorzlJezhYQkgrSkNdmpouVLTxr6CBcoQRxVIaEcW9G6n+aZilFGGiiXaBpVQRpVurq0AMTCyKYogQlA7B1eSCz+ODJL/fTQ3senrd9QCgtrR0toAl9NXPZuLa/QUo9bG6l2oppXgspfLnIlTQqzGl7bGUKnVqm+Mr/RUNNQGtI5ZSdv1651pBJApJINh58FAbOwFNVUshSRLefW4UBk6ZC2L+XXBYoPBLAdwwdAmMgiZuvB2WUhpgCYzE0C+xHUNKQinYHTY8ufQfOHfcaIAAtUPYd2PcSSzRUytQQ2lpdOG26ffi+DPL0W9YCwACgdRBDCwBbbo/sfFxOJxOhYvSToDWXga4PwdtuB1Swz2AUp9UtrYR04TwfVpfV/8uHBjs+95vhAm09X9Ba4XltOBOIVaOmBiG6F9rqwEkACEEd06Ziv5p6fBbROyemQ9bb2ebGba5xcEOTcWadoYAYHfa8Oov67DpEIsBG5A1ANePPzrsmCTtPgBGXbwmIaJGgDDxRqlXn1AUJbmLUhoeUwroBQsxg5g1zQm0IQSh7lcxxCoUQQwrtWpJ6LaRUDtF6YUVpRKCbUa1olRx4cuWPDWmtPMspcVpTlgNRrj8PjTJJaGMRrcq2iiV4HWFFzx3u5iwbG2owRcvfYtNZUxUZHoF0MY79Bv7t8rWRVkIxmEpVRLXaOh73xFRqli3qStySEW8dDT7HlAFssngQ0oT+yxs3B2pnm0QKjVCJPJ1Lj6VVciwnA5YTgNx3ANvgF1hkRAYBG2ISzsspUpyZ8KiVH7giHB9swszcdmxE2G2mtBYYkfuqF6Y8/w1mKyNEZeZ9ofJuPd/52HstGAC2JgpNSyG1nIS+04I2SD26xIbH4fD6VS4KE0yzIUsu1b92wDPd/IaIdiVyHwSAMJ+FB33sGWuj0FbXoZU9yfkFwVvLjMv/DjYOUjIAkn5E2CexsRpaH/4WJgmAlp3vxQuFOLFZjTi4RNPgbHZD0+aCT8fm4qyptjdjHKKgqI0syAdjgx2Q6YAyo/Lxsvr1qDA2gC70YQJRWMjilxiHA6S9T8Qx9/0K0JvZCEllGjUm6o76OrWWt90ojTEKkdiiFKSqk8+i1TQX7lZi32jjEl7PCWmNLTEkqbsk9ZSqvytzEkKluXpLERBwJAsZvU95GE/Jxa7H163l3UdqzoexP1W2H4GExOWG5f8jH//83+ocbkAUAzPdQVjHEW5W1fgYPA9JXaQWN2vFNQ+6vX65ar7PnFRSohFjWWm1afq47wToaMdnQCN1daFLD8L2/j1YBtthP0strK20oyiIQPZYQQbBMcdIJYZ2NbEHnKNogho04xoYqKUUg/g38teJCpK1eQ+r9roQEu/jEyM71eMlMwUDJp3IowmIyadPl5dn5HnxBM//QN/fPgSDOj/DP507xaMmlQDQZTQq08rDEYDiO1ykKyPQTLfBTH0Tmx8HA6nU+GiNNkEot0YRBDZqkWMA0DSXwbJeBnEMgOQM65py6uAbyME7wL0HtILRKBITddk1RoGgghpENL+wW4kCdT/I8QA4nwWxPkMWyDV6mMwE6QwKx39PyyDqcmHZhNw+Uf/w4/7WbcVSimo/wCobxOzWgKYdPp4OLMdGD5lELJyKpFZYIMkEuw/IQf7+5oBUEzIdbFi3YYB0echZKjXMbhQib2URWAgxEIZrQyWutwYIjY18YYh5YeI1uoYEqtJCAFJfyEopmiohdMbDMOI52atxsu26N8r7d+RLKXKetUq2HmWUgAYJic7lbYy17wtxQ9Xsxu05UUAAdVl/8lrvbFnawo+eKEEoskJALBYA3BlsXGbG3wYMKieHdQ0ATAw4QSpDvDLccHxiggl3lfz3rNSWUrVgnZYSgFd2AVtfi7h3aWmR4GA3NVKSKwKhg6NKM03sLnsqovtZqf+vQj4A6gotaJkWJF+HaV46tdx+M+Oo2ES9SXfaKLue/92ABKLD000ppTYoTaCiNKl7aIRo2AwGfDRrm1o9flQMizoeUnPcyKvJAdE2g5I1bCmWHDp7SLmPv97pGWZYbKmAmIvEGKJ7+GGw+F0KVyUJpuoP+B6AUiMA9WafMR6ln5T/w7c/e5cPPbdVboEIWKMP4Y0EkTMBIwjoVrUIhZlj59L/3gqBiwow4C0dDR5Pfjzwi8xb/FCNNfMA629ALTuWtDaWaCBKgybPAgvrH8Y814tBBquwbRZO7Hj3F6oG5QKQRDw9PFGpJncAEg7XH6KdUW2lIZmv0ez9KhJTml6ga8VLKE1MWNZSsGy6GHoLx8/xAXpXQF2s04HhKywfcMP5oD6FVViXwHoLaWaqm5KTGmY+76dAixOlCL6O+u8IITAag/A3eKBJJnhafWoyU1lu23415yR+O7DAggiE8rWlABcWWzc1iovMnNl65hYoo8vDMjtJZWWrm0R0kMdgD5rvr3XxDgw+Ld/R0KxpdS/W9/xKxFPRyia+NaSVCcAoNQVKSEuiKthM0CBQ6U25BbrY5r3NzTg11qKTw+MgZDyJ/ZgZj6OrUzUfa+67gcm3N6WEKJ5GIssSqcV90GRIw1NXg8+2roZ2RovDA00gLq/Bm34s3q8XsVVGHvsXpitZsDQPxiPzuFwehz825lsoohSYv9j9H0MQ1hXIPUYVUhNF5DXW5OpTOzMbd9BCCHB2LhAFXOx+mNkp8fg7Dmn4bGP7sR7/zcL5w8bAQEE1fVL4Gr+Ao0eN1x+IODfB6n5WVBKcai5Ge76x9DocWP00VvhyjTD4A7gvOYMHJXGStHAcoJaZin+Sck3MSWmVKlUoPakb0uUOkOOp7GUhmbYa0QpieYWj5CgRKVa0Ma/sRfmY+O6WRMiaMSV5nOlWkqJXC1AeakkOoWWhOpkS6ksSnfVewECWO3MUlqxexdam1xwtzCR3NzAxjf6+GEQDOwaWW1+tOYqotQDZxYbMxELdHGhVHYHEzFOS2lIwgylXk39VAH6sIf4IfarQVLnshe0JUJoRQw8P+pe6t67RMehuTbDClkMeo3kgcfvj7qPv3UzAKCxPp/FVmpYdoD9BozJy4c59TKQrG9AzHL5ukQtpUpiZzxx05FQv88NEVeLgoBLR44GALy+cT2avezzPuWUCtz6yBegjfeFWFl9gOsD9qdhIDgcTs+Fi9JkE+EHnGR9AtguiroLIQSCYx5I9uKglUAqD97wTGMhZH+deCZrNJQC1e6vQOvngNbPaddhCCEoHloEm8WMm48+Bq+eeQ5mljSAAviitD+u/WkGal0uVNZ+jFPeeAznf/AqGr0eeAIBgAAlpdUY9E4pJhZS2bppAEm5tR3zCbGUyqKUmCex14EoFmFNC1H9xLQZ9o7o66IkqhA5nIBqLaWuj1WxSKznRh5PJBTx0fIyaOvb8sLQFqMKivs+1FLaeTGlAJBtsyPLakOTzwSIguq+h6QPZZly3h9wz/u34NpHZkGUY0rNtgBa89hDgP2QGxk5spAW8/XWTr/cFjLeihNqTGkzqOcn0KoTQVvl2FZiTdiCp0CEdBDr2ZpQifgTnnTVGKynt+v8KmocdQNGjeoHgzsAny+A3VFc+JQGYBBYcqPb1yds/U9y6M0xRexBjj0QRe6uFDxm5NJYStUR0t7wBEH/kBmJU/oPRHGaE/VuF/69bjXOu2UmLrppd8wqIABAFC8Gh8PpkXBRmmwiuIpZHGTbVhFCjME4M6mu80SFcsN2fyqfqzLqDSYRBmVm4ZTiJqRbrEh3HAvBOBQ7G3MhEIoZBVuRZXbBIAiwGY1IgQFj95TC2BpAQW/5mhmHtaumJpGTkahUCyq1Aj65zaf5ePY/bQKVghYt6l0Nqeok0NZ35AOkQ4e29FSYFTV6TGlwm/BOTNS3QV71ZxBDHElO6jlkYeD9CbT5GXbDj1QOCtBk33vlEkoRyl11AoQQDMvJRbPfBEkEc983N8OeqrfapWZkY9jkQUjPdcJoZu+ZKY3CZzOAUApbpQeOdK0old+XwIFgSIZxMOKCBB8maMPtAAKA6315XXu6OYUePySOOR4UkW49GyTlhg6eXxalUgOKhxXBWusFlSjW7wkmSVIaAG1+HtS9mIU/UDc8bgFmu/7z1+L1Yv0hJpgnF2ks0cr1jyBKafNLoFUngfo2h49NqToRT4hKxLkp7vvIllKAJWPNPZrVTP5g8yaMmjUJadkOmCyaOFHrHwDrGcHXpmOS4m3icDidBxelSSYsKSBRa4G2eHRn1ZmMVOcxUh3UOKHuxaAtr4H6DwD+nTAIAk4ecgFeO/NcTBpwMzKtNtwwYjfeOX0I0i1W2I0miIKA9GwmhDNy5GsWI8EpJgbZ8uNZDnhXAvCxSgOGoZqySkGrHa2fwwS/4uYPTWbSdsoS83XrdDVmo4UTRurEpNzYE40jVD4P6nHKEUzWCekSrFrvvHLWuVxMvZNFKQAclZePFr8JVCCw2ALwe+rUlqJb16Xhib8MRZq2KYSDCRZjJgUhgKXaCwMNwGyWH46EjODDghJPKmSCxNP3HrJrPNq2yYixVeMeEygNJSdBEvNxIB0dgyY8wWQ2IjPAPgu/7CsLbuP5FrT1DdDGuwHfFgT8Ekp3piC/r75m8cqyA/BLEgpTHeid5tScQ/7s0VbQ0Naxra8B8IM2Px0+Nm2zkPagNKqIVV8YwMTCIkwr7oMApbh78SK99dt6BoTUG0FS5oCkzAXJ+C8E5z9B4mm8wOFwug0uSpONIkotpwLGMSBpDyW2v5o1XAdInRMTGGb9A4LZzQlCAzWgjX8DbXkJtPYCttDQhyVVASCWEyGYRkCEG4LrVXU/o9mAEZMzMGzyQOQUMPd6u11rSg1WqZLdgAEQ8xQ5flYWlbIgYBnYesKEjlaUCvobODH0AYysYDdMoyKPR21HqbmRq/Gr6WGbxyKsa1fgEKDOIUSUQlM8X/kcCs7wagWdwFH5vdDqN0EiTKu7mw+AUgqvR8CTdwzDtvVO1kpWxpbGPh8mJwUIwe/GDsXNz10EQVSaIqSGi+lERU5oPLC6PAmiVH3Yic9SyizXcqmrjiQ4KYSUvOptZuPZVhMUctS3Mfi3ZyEC/gD277CjcJD+M714L3PrTy0JcesTe1DYazqU6ZK7IrVc7aAoJXLGPlW6n0WBSs34++i38efhy1DeVCnHllLAOAJEDpcixAhiO5t9bzkcTo+Hi9JkI1vEiHkyhPSnQIxD2tghBE0cl9KRp8NWlbBzRBBGSoH/RPF8D7WQuwyxBF1mhAgglt+zF5raqIIgYMalQ3H3u9dCpFvYQtNR7RuD2CuY8a5gkjOHVVEqW5AiJU+EiR9NgoYYLiCI8zGQzA+ix/hqyvUA8k28naIUllP1r6VDCFpKQ933mkSngCIMQiytnUS/jAzYjDa4AgZQgcDbwtztrpZg2Iq2KQSRRZ05jVlzT5syBuNPKpHH7JAtnSHXKtFrF81CnBT3fewM8TACB9j7Qkzh1vd2nV9x39eBUoqBTiYA97qb4Ffajfq2qptTz8+QAhJ2bU5FkUaUegMB/FTKHkinlejd+oQQEOsf5P2XBFdo5+zfHgyDgfJZ72DYiChXBlBEfDS8P8Eo7cTM3jvw/vGvwB3wo8FDgbRnEmvBzOFwegxclCYb1ULVPjFAlCQkXUxpkrOnI7g1qRS9TV/YttQHqf4mSA3zAEkWs9bzQFLvBEmZDVjP1O8QGgeoiKfAIcD7MwAJEHuHtUKNF6U+KHHMYzd9y6ly6atgtjZVXMCRykOF9bDXjCNCXBwhJr2LP2wDxVIqW5FoM1ThnuCNmoj5rLascTQ7lM5SGipKldeejrtQE0QgBGPy89HiM4GKBJKPWaY9LiZKhxw9AAajxrIr2EFEARZrAEazAWPzC4JiRhFcJAW6n6ikidJkuO8VURin+97PupXBMKBDWfcqYi77rFMvENiPwQW5EHwSvIEA9tbXMctsYC88Li/8Pr9aK7Zsd67OYr2q7ABafV5kWW1qFQUdprHy+LcGLaSBMt0mtPlpUO8G+ZUHwUS8djYHUGrBRktQVM7rXQOAxZemmNhvSmmzAf9a/iN8gUCsXTkcTg8l1P/H6SiKKCXttFBpY0rVfuvJFqURhEqgDauEFu9KQL4hUCOzbhIxB8R6auTtxWIwcSFbcAwDAd8vAK0H9S5ny0xHR943Tggxs7Ja5mnBPvVAMAZUCU+IlEkcIl6ImAOkPQQQW/sEhCpKW/XnjLcbUejhTKMA/zRQ33r5WJEtpYSkgIK5NQnkhwxBX4+yMxmbV4BmnwlZVgKRMEERkCy47T+zMeTokFI8xA6zw4ICXwteO3kR0gynA/56ecxOtgkRQIW0oPchaaK0A+09Q48RR0wppW5QpT5pvNUD2jo9MYIahgC+DYBvI5zZObBtcMOdYsKmykr0S/PC62pCayP7DNrTbCjbY0N6QYku9lJx3U8r6QshUkUCQ38AghxOVMPiPSOFLHiXsXAWdZ3Y/lh4xcoZOAhKPRFLxFFKAe9q9bXFYAAFxbYGGz7cuhl76uow77hpKHTEF4PM4XB6BtxSmkSo1Bosx5PoDVRBm/GqWEqFZGffR7DyBdq2lFLPj5Dq54K6Pg0u9K2VjxldhBNiDLrkgGBCk1QH+Hewbdrrug87V4hrVqlrqVhKI4nSCK4+Yp7S/jGFxpSqSU7O9h0P0Fjm6oN1SEMtpWqZoHq1VmvSyojFgRJXSkXAaGYPZ36/BWNPHBVeqkdIhx8snrS/owq0fq4aH6m7TtrvUcJW5igu3CQkDipVImg8dUpb/ssewmBU3eHJQPl8Us8SODJSYDvkAZUkbKo8BPh3wusKdoPzef3YtiENRQODXgCP348l+/YAAI7vEznmkhCLJgRGroCgVJUwDAbMx7JFyu+H4toXHO0uuwUhT35w9gPRWrkGDsjhQAaQjDcBAFaDEYOyimEzmrD+UDkuWvAeXlizCo2ejlcW4XA4XQMXpclEtZKa2n/jU0VpJ2bfa4taq2V3DoJSPys71Px0xE41tOEvgHcV4P0pwrjbcBNrEobUhCapVuNmjuA6TAZioXouSt1BgWgcBpgmgTjuBmlvke9ohIlSJaSjnQ8qgCaxpQFB92ho9r0iXBuDlQW6sC5j/4wMePwWAASmDPbZlaTI8ZsSTYXLxz5jJlGUPwsh7nsgRJQmGIogRhbkREiGpVT2Xkhti1LqXcF2SbkGxFDYxtYJoBS3965CaroAe4WblYWqOAjq2wS/P4DVS7JQvs+K8r0Ey77KQe+hwfP/sH8vmr1e5NhTMCYvRuiMEqqihPgoolTIBJFbJKsx6YqltL2ue7BwHDWZUCnvFopPtpIah4MYgl2+si0NeP3MczAuvxe8gQBeXb8WZ737Jp5atRz7G+rbPSYOh9M1cPd9MgnI7fXEwg5YCTQFq5UbX7Kz74k5WM3IMBDwrgXgA1pfUwu0E/PxoIahgG8js0qYJsY37miI+YBvnXxOWShRj8ay3EmxjySVXT/awm6ciig1DIGQOqeTzqmIUi8oDQTjWDsiSrW93NWasiGhAFprqlxtIO62nEmAEAKzxMSIM59Z6aKJ0l+rq2DxmZBudsMoZ9xTWdjoqiGIhQDWaP5OAK2VWMjQPDQm4fukuu8ji1IqNbA4UsNwuRc8APP0jp9XOwRDb1AhHZDqkJZRi5QyF2iA4kBTIxrqfgaVKLauS8MrDwZDJwZPCD6kfLGDjeuU/gMiu+4VFM+Kag1VPDgpwfjrQBmob7vcShfhTScSnls/UM93oIH9iDQyJZ6UKDGvhr6AfzeI+RgUpqThqVN+j+/37cG/167BrroavPnLBrz5ywaMySvAKf0H4PiSvkg1J9g5jsPhdDpclCYJGqgEbX6OvTAkmHGvRRV3/mC2emd05CGpAG0CMZ8AKlUB/t2ajkEAdX8LSO8BHrkUTFv1IdsQlcQ4CtT9BbtZGfoGkzTY2k6rpUkIARULWJhAoJwlkKEd8YkJnVTzflFXMPM+WomieFAFZ0PwcxF6zRUhEDgItYhqF9dldIjsujqdHmYoppEF4NJ9e3FejgtGwQCiyA4/i2/Uinci5AYfoBLMqCZiFmD/PwAB1qbUs1hekQxRqlRYaI24mjY/Bbi/kou1U+bOFjshvtfQF/CuQUpqJUQfha3CBUuBRbUw7tgYfP9tqRa1HFR1aytWlrHaxKf2jx3nSsQCFqvs38veKUm2lBJ7ULDSJtC6KzU7dfBzp1g/5fayCrT1PVD/ZhbDCgCmcex0aY+ySiByu2ZCCI4v6YupxX3wU+k+fLx1C5aV7se6ioNYV3EQ85f9gGOKinHmoCGYpG0YwOFwupUjxn3/zDPPoKSkBBaLBRMnTsSqVau6dgCB/WrMFTGOaPdhCDEFb5qd2LucpL/EstUtpwBiiXw+Tc1B1/tBQQpE7UPNMLTpriPW00AyXgNJf43FqencsunJyUiOhmrN0VhKO1OUwgj1q0XdoLIo7ZAQVkV7QNMHPiTkQXF7K8k3xNyuxKqOkGXOAuRYUSqQiPHQAUnC17tYLLFZ24M9oIhSrfteI27aIeqJ/XIQ+1X671BSRKnyHWVWQyo1QWqYB6nxIVDqZYIUkEumARCSUAYqEiIr42QU98NoMiC11IWhaQfhC3hQVW6BIztY+WLA2L4QRXa9v9ixDQFKMTw7F8VOZ+xzyJUs4PmONcmQ50xICguFiPTQ3NHvl/KbFNivhhLRQDVo85OA+1u5vJaVxbWCPYAQ27lhoRkCITi2dwkennEKPjz/Ylw3bgL6OjPglyQs2bcHPx/UVxLgcDjdyxEhSt99913MnTsXf/3rX7F27VqMGjUKJ510EiorYxdfTirGEYBpMkjKjYBlRseOFfqD3hmi1FAIYjmZlVMyDo2+oWWm/qYj5gOWU0HS/hFcJqSzXtltnrNf0Fqkbe3ZybU0lYQXGjioSabpPFFKCAm68D1LACXzugPn1D2sKK0dhZBY2FCraEetVe3AbHKCBGQRYSAgYnj85oqyUlS1tuDF7TNgMqQjKOBly7k2ptR8IiujZLuw/SExAIigeWhqRyvbMIQQS6lnEROg7s8Azw8IS0JLRm3SCKiJbIHdcGSlInVfK/pZDkISgNK9ObjwjrPVbQePZwmGvkAAH2xmltSzBsf47isYR6vClLa+FQwNUa5jpLJpYlH7JqQg9gIgsOvr3wypaT5ow5/125gmJNQYIjclBbNGHYU3zz4Pb5x1Hi4ZMRqnDhjY9o4cDqfLOCJE6aOPPoqrr74aV1xxBYYOHYrnn38eNpsNr7zySsTtPR4PGhsbdf86CiFmCM75ILY/dNw6FSrSkl08PxTFEgKwlp2mSZpT/15fxsY0BYLjTtVCA6B9olJnKW1nj+x40RbQ7xJLKdT3jDY/FlzW0bhZJaZSqSQQZikNEYBC+5NN2otockLwM1EqGQgkMVwAfriFieoUx+kQs78EzFP1G2hCOYhgh5DxKqt/2xF0ltJkJDopolS2lGrczOw99+k3b2cN3jZROhX5dyMjzwlbpQeDbYcAEEj9J2D4lME47erpOOGiKThxFrvO3+3djcrWFqRbrDixX9uJcIQQEOfTLBmRtgRd58p1jBSW0MGELlaxQ36YbHoMcH0STN4DACEHxH5dO49N0D8jE9dPOBr9M7qmji+Hw4mPw16Uer1erFmzBtOnB5MIBEHA9OnTsXz58oj7PPjgg0hLS1P/FRV18Kk+2XS1KDUMZpZegFlPU/4IGIeBpFwHYhwWjO+CxmXcUeum0HWWUjXzXyrX1Ax1dvI5Ixy/g7VYYQiJfRP1ZXwIMULXragbLKVGUxqzlFIKgGBnMCIUALClugo/lu6DABK00oW+/3H2t08I7fuRTPe9kn0f2Btcp8QQa4nVbKEjKJ8BqQ7Hn7EbBEA/Wx1AgPXIBSEEl/3tD7jmX5chNT0FfknCv9eyzPXzhg5nlQ/igBABJO0B6G4ZiiiNVDkj1IrfHtQaw1t1i0nKnyBkLUhuJQMOh9MjOOxFaXV1NQKBAHJz9T+Cubm5qKioiLjPHXfcgYaGBvVfaWlpVww1frQ3aWKLyzXeEQgRWOvMtPmA9Q8ghv4Q0l8AsV3M1muznuXEho6W1SG6ZJZOtlYoCTL+PcG42c62lIYUrSdpj4B0sN4s0WbSm6dGvilrrYDdYCk12zNBAIg+1ihhjduNWhdzcQckCU+uZA+KJ/UfgBInew/C3v/OeEgxn8g6fZkmJadMlnqd/ZDq/hgs5G7oG3n7ToopJYJNfdiZOG0NRhxdiywbK0X2bakH22qqddt/tHUzShsb4DRbcP6wxGLfiXEwYJ0ZXCC3UCZK+SYAxHYR6ztvGBy6e8KQaJUjkiF4ORxOj+SwF6XtwWw2w+Fw6P71JHQJMZ2ReR/pnMQCYp4cOUbLOFz+QwTMQWsfSX8eMAwCSbkh8RN2qfu+l951LmSrxc87Dc2ciP0KEHMbJbXiwXIiixslZpa8EwmtKO1Arcj2Yk5h8yZ+CkIpav0i7lm8CM1eL575eSXWVRyE1WDEVWPGBnfSPYRZQDrBM0AEOwTHnRCc/0ooDjH6Aa1Qi5doCrwT+58ib99Z7nsAJOVaAIAgCph52X4QCvj9ZjT5zXhxzc9qotCBxgY88/NKAMBVR42D3dSe7mLjg38rc7KcDJh/x5Im7deBpPypQ/G/KoqlNJRk1xXmcDg9hsO+JFRWVhZEUcShQ/o2mYcOHUJeXie5zDobrYDqIlEaC2IcDqQ9DBj66gQDMQ4HyXi5fQfVWhI7O9GJEFDTRMD9BVvQBQXliZilKWUUxXqW8DF7ARkfALQlenkhIQWQ236TznCDtwERUkEEAkgUoieAALVgdXkZpv83GN99+zHH6ds/at//zg7lSBKEiKCCTd9y03R0dEtpJyU6AWDNKNL+AdF7Owr7snACE3rBIIj4qXQfXlz7MyYV9sY93y+Cy+/DmLwCnDNkWPtOZprKqnZo4swJMYCk3ZuMqeiJZilVMvM5HM4Rx2FvKTWZTBg7diwWLQqWL5IkCYsWLcKkSZNi7NmD0d7AOtuiFyfEfHR4CaKOYD6Guf+ICTB23NXXFiwUgVlvOlKyK/4TaqzvprHRt0v0sIItdr3LbraUQnBAENjPCpGAqwdPRq9Udi0cJjPuOnYaTu4/IGQfrRW7k8MqkgkNqH+SlOtBUuaEJ7MRG2D+XeeX5hLyYTQZYXPYYLaZkZkzBDeMZ16NV9evxTWffYSK5iYUOdJw77QTYhfLjwEhhMWdG/q0vXFH0VpKxTyWbZ/2SHI6cnE4nB7JYW8pBYC5c+di1qxZGDduHCZMmIDHH38cLS0tuOKKK7p7aO1DayEQOqHgdg+AEAvgfBGgrg7HWsZ1PkMxkPEWS5owH9fp54PlZMC3DsRyKkhXFrDv5phSEAckyQDFXDuioC/eH3UCalytcJotMEZKrNF5BpxdMsxkQBx3gTbcCZIyF8QWLL2kWsiNQyGkv9g1g5EfZM1WJn6JoRDnDx8Jm8mEV9etRb3HjUmFRbj56GOQZet+70s8EGIFHPeBtrwIknoLiFwon8PhHLkcEaL0/PPPR1VVFe655x5UVFRg9OjR+Oqrr8KSnw4bdK7twzQEIQ5YPc+uu0ESQxFg6JpKC0RIlbOVuxitFakbsu8JIXC1CLDIUR52ZzYEQpBti2Hx12bGd2LsZbIh5uOArK/Cs/mNwwHfJhDruV04mFT2XVLqpsrXcebAwZg5sPM9EZ0FsRwPYjm+u4fB4XC6iCNClALA9ddfj+uvv767h5EUCCGg5t8B3pUgtvO7ezicwwgiOIOWui5uMaqQnk3hamZWO4OpbWstIQYg/d8sYchyQheMMHlEciWTtIdYW1tj11n2CCGghj7BpKsEW7JyOBxOT+CIEaVHGsTxVwCBLm8TyTnM0SaBdEdMKQCzPQMGUyMMxviz3IlxcJfEFncFRHACmiz1rkPzW5GEkkwcDofT1Rz2iU5HKoSIXJByEkebgNIdMaUABOdDMFgHgqS/0C3n/61CrL9nfxiH82QgDodzWMItpRzOkYSo6fpEuieTnZiOAsl4vVvO/ZvGPAMkLVXtzsbhcDiHG1yUcjhHEIQYWZUBeLukqgGn50AIAcyTu3sYHA6H0264KOVwjjCIoXfbG3E4HA6H08PgMaUcDofD4XA4nG6Hi1IOh8PhcDgcTrfDRSmHw+FwOBwOp9vhopTD4XA4HA6H0+1wUcrhcDgcDofD6Xa4KOVwOBwOh8PhdDtclHI4HA6Hw+Fwuh0uSjkcDofD4XA43Q4XpRwOh8PhcDicboeLUg6Hw+FwOBxOt8NFKYfD4XA4HA6n2+GilMPhcDgcDofT7XBRyuFwOBwOh8PpdgzdPYCeAKUUANDY2NjNI+FwOBzO4YRy31DuIxwOp/1wUQqgqakJAFBUVNTNI+FwOBzO4UhTUxPS0tK6exgczmENofzxDpIk4eDBg0hNTQUhpN3HaWxsRFFREUpLS+FwOJI4wu6Bz6fnc6TNic+n53Okzamj86GUoqmpCQUFBRAEHhHH4XQEbikFIAgCCgsLk3Y8h8NxRPxYK/D59HyOtDnx+fR8jrQ5dWQ+3ELK4SQH/ljH4XA4HA6Hw+l2uCjlcDgcDofD4XQ7XJQmEbPZjL/+9a8wm83dPZSkwOfT8znS5sTn0/M50uZ0pM2Hwzmc4YlOHA6Hw+FwOJxuh1tKORwOh8PhcDjdDhelHA6Hw+FwOJxuh4tSDofD4XA4HE63w0Uph8PhcDgcDqfb4aKUw+FwOBwOh9PtcFGaAA899BAIIZgzZ466zO12Y/bs2cjMzERKSgrOOeccHDp0SLff/v37cdppp8FmsyEnJwe33nor/H5/F48+SFlZGS655BJkZmbCarVixIgRWL16tbqeUop77rkH+fn5sFqtmD59Onbs2KE7Rm1tLS6++GI4HA44nU5cddVVaG5u7uqpIBAI4O6770afPn1gtVrRr18/3HfffdAWlejp81m6dClmzpyJgoICEELw0Ucf6dYna/wbN27EscceC4vFgqKiIsyfP7/L5+Pz+XD77bdjxIgRsNvtKCgowGWXXYaDBw8elvMJ5dprrwUhBI8//rhueU+aDxDfnLZs2YLTTz8daWlpsNvtGD9+PPbv36+u70m/fW3Np7m5Gddffz0KCwthtVoxdOhQPP/887ptetJ8OJzfLJQTF6tWraIlJSV05MiR9KabblKXX3vttbSoqIguWrSIrl69mh599NF08uTJ6nq/30+HDx9Op0+fTtetW0e/+OILmpWVRe+4445umAWltbW1tLi4mF5++eV05cqVdPfu3fTrr7+mO3fuVLd56KGHaFpaGv3oo4/ohg0b6Omnn0779OlDXS6Xus3JJ59MR40aRVesWEF/+OEH2r9/f3rhhRd2+Xzuv/9+mpmZST/77DO6Z88e+v7779OUlBT6xBNPHDbz+eKLL+hdd91FFyxYQAHQDz/8ULc+GeNvaGigubm59OKLL6abNm2ib7/9NrVarfSFF17o0vnU19fT6dOn03fffZdu3bqVLl++nE6YMIGOHTtWd4zDZT5aFixYQEeNGkULCgroY4891mPnE8+cdu7cSTMyMuitt95K165dS3fu3Ek//vhjeujQIXWbnvTb19Z8rr76atqvXz+6ePFiumfPHvrCCy9QURTpxx9/3CPnw+H8VuGiNA6amprogAED6MKFC+nUqVNVUVpfX0+NRiN9//331W23bNlCAdDly5dTStmPpSAItKKiQt3mueeeow6Hg3o8ni6dB6WU3n777XTKlClR10uSRPPy8ui//vUvdVl9fT01m8307bffppRSunnzZgqA/vzzz+o2X375JSWE0LKyss4bfAROO+00euWVV+qWnX322fTiiy+mlB5+8wm9oSZr/M8++yxNT0/XfeZuv/12OmjQoC6dTyRWrVpFAdB9+/ZRSg/P+Rw4cID26tWLbtq0iRYXF+tEaU+eD6WR53T++efTSy65JOo+Pfm3L9J8hg0bRu+9917dsqOOOoreddddlNKePR8O57cEd9/HwezZs3Haaadh+vTpuuVr1qyBz+fTLR88eDB69+6N5cuXAwCWL1+OESNGIDc3V93mpJNOQmNjI3799deumYCGTz75BOPGjcN5552HnJwcjBkzBi+99JK6fs+ePaioqNDNKS0tDRMnTtTNyel0Yty4ceo206dPhyAIWLlyZddNBsDkyZOxaNEibN++HQCwYcMG/PjjjzjllFMAHH7zCSVZ41++fDmOO+44mEwmdZuTTjoJ27ZtQ11dXRfNJjINDQ0ghMDpdAI4/OYjSRIuvfRS3HrrrRg2bFjY+sNxPp9//jkGDhyIk046CTk5OZg4caLOJX64/fZNnjwZn3zyCcrKykApxeLFi7F9+3bMmDHjsJwPh3OkwkVpG7zzzjtYu3YtHnzwwbB1FRUVMJlM6s1UITc3FxUVFeo22h8xZb2yrqvZvXs3nnvuOQwYMABff/01rrvuOtx444147bXXdGOKNGbtnHJycnTrDQYDMjIyunxOf/nLX3DBBRdg8ODBMBqNGDNmDObMmYOLL75YHasyfi09dT6hJGv8Pe1zqOB2u3H77bfjwgsvhMPhUMdzOM3nn//8JwwGA2688caI6w+3+VRWVqK5uRkPPfQQTj75ZHzzzTc466yzcPbZZ2PJkiXqmA6n376nnnoKQ4cORWFhIUwmE04++WQ888wzOO6449TxHE7z4XCOVAzdPYCeTGlpKW666SYsXLgQFoulu4eTFCRJwrhx4/DAAw8AAMaMGYNNmzbh+eefx6xZs7p5dInz3nvv4c0338Rbb72FYcOGYf369ZgzZw4KCgoOy/n8lvD5fPjDH/4ASimee+657h5Ou1izZg2eeOIJrF27FoSQ7h5OUpAkCQBwxhln4OabbwYAjB49GsuWLcPzzz+PqVOndufw2sVTTz2FFStW4JNPPkFxcTGWLl2K2bNno6CgIMwDxuFwug9uKY3BmjVrUFlZiaOOOgoGgwEGgwFLlizBk08+CYPBgNzcXHi9XtTX1+v2O3ToEPLy8gAAeXl5YRmcymtlm64kPz8fQ4cO1S0bMmSImlWrjCnSmLVzqqys1K33+/2ora3t8jndeuutqrV0xIgRuPTSS3HzzTerlu3DbT6hJGv8Pe1zqAjSffv2YeHChaqVVBnP4TKfH374AZWVlejdu7f6G7Fv3z7ccsstKCkpUcdzuMwHALKysmAwGNr8nThcfvtcLhfuvPNOPProo5g5cyZGjhyJ66+/Hueffz4efvhhdTyHy3w4nCMZLkpjcMIJJ+CXX37B+vXr1X/jxo3DxRdfrP5tNBqxaNEidZ9t27Zh//79mDRpEgBg0qRJ+OWXX3Q3JeUmHPqj3xUcc8wx2LZtm27Z9u3bUVxcDADo06cP8vLydHNqbGzEypUrdXOqr6/HmjVr1G2+++47SJKEiRMndsEsgrS2tkIQ9B9jURRVa8/hNp9QkjX+SZMmYenSpfD5fOo2CxcuxKBBg5Cent5Fs2EognTHjh349ttvkZmZqVt/OM3n0ksvxcaNG3W/EQUFBbj11lvx9ddfH3bzAQCTyYTx48fH/J0YO3bsYfPb5/P54PP5Yv5OHE7z4XCOaLo70+pwQ5t9TykrI9K7d2/63Xff0dWrV9NJkybRSZMmqeuVMiIzZsyg69evp1999RXNzs7utjIiq1atogaDgd5///10x44d9M0336Q2m42+8cYb6jYPPfQQdTqd9OOPP6YbN26kZ5xxRsQSRGPGjKErV66kP/74Ix0wYEC3lISaNWsW7dWrl1oSasGCBTQrK4vedttth818mpqa6Lp16+i6desoAProo4/SdevWqdnoyRh/fX09zc3NpZdeeindtGkTfeedd6jNZuuUkkOx5uP1eunpp59OCwsL6fr162l5ebn6T5vBfLjMJxKh2fc9bT7xzGnBggXUaDTSF198ke7YsYM+9dRTVBRF+sMPP6jH6Em/fW3NZ+rUqXTYsGF08eLFdPfu3fTVV1+lFouFPvvssz1yPhzObxUuShMkVJS6XC76pz/9iaanp1ObzUbPOussWl5erttn79699JRTTqFWq5VmZWXRW265hfp8vi4eeZBPP/2UDh8+nJrNZjp48GD64osv6tZLkkTvvvtumpubS81mMz3hhBPotm3bdNvU1NTQCy+8kKakpFCHw0GvuOIK2tTU1JXT6fj6WwAACLxJREFUoJRS2tjYSG+66Sbau3dvarFYaN++feldd92lEzg9fT6LFy+mAML+zZo1K6nj37BhA50yZQo1m820V69e9KGHHury+ezZsyfiOgB08eLFh918IhFJlPak+VAa35xefvll2r9/f2qxWOioUaPoRx99pDtGT/rta2s+5eXl9PLLL6cFBQXUYrHQQYMG0UceeYRKktQj58Ph/FYhlGpa33A4HA6Hw+FwON0AjynlcDgcDofD4XQ7XJRyOBwOh8PhcLodLko5HA6Hw+FwON0OF6UcDofD4XA4nG6Hi1IOh8PhcDgcTrfDRSmHw+FwOBwOp9vhopTD4XA4HA6H0+1wUcrhcDgcDofD6Xa4KOVwOBwOh8PhdDtclHI4nN88Z511FtLT03Huued291A4HA7nNwsXpRwO5zfPTTfdhNdff727h8HhcDi/abgo5XA4KtOmTcOcOXMS2oZSimuuuQYZGRkghGD9+vVxn6+mpgY5OTnYu3dvu8abLKZNm4bU1NSI6y644AI88sgjXTwiDofD+e3BRSmHE4PLL78chBAQQmA0GtGnTx/cdtttcLvd3T20bmPBggW477771NdfffUV/vOf/+Czzz5DeXk5hg8fHpe4BYD7778fZ5xxBkpKSjpvwB1k3rx5uP/++9HQ0NDdQ+FwOJwjGkN3D4DD6emcfPLJePXVV+Hz+bBmzRrMmjULhBD885//7O6hdQsZGRm617t27UJ+fj4mT56c0HFaW1vx8ssv4+uvv07m8CIyevRo+P3+sOXffPMNCgoKYu47fPhw9OvXD2+88QZmz57dWUPkcDic3zzcUsrhtIHZbEZeXh6Kiopw5plnYvr06Vi4cKG6/quvvsKUKVPgdDqRmZmJ3//+99i1a5fuGNOmTcMNN9yAOXPmID09Hbm5uXjppZfQ0tKCK664Aqmpqejfvz++/PLLhI9744034rbbbkNGRgby8vLwt7/9LeZ8PvjgA4wYMQJWqxWZmZmYPn06Wlpa1PWSJMU8ntYKevnll+OGG27A/v37QQhBSUkJLr/8cixZsgRPPPGEamWO5J7/4osvYDabcfTRR+uWS5KE+fPno3///jCbzejduzfuv//+Dl3L9evXY9OmTWH/2hKkCjNnzsQ777wT17YcDofDaR9clHI4CbBp0yYsW7YMJpNJXdbS0oK5c+di9erVWLRoEQRBwFlnnQVJknT7vvbaa8jKysKqVatwww034LrrrsN5552HyZMnY+3atZgxYwYuvfRStLa2Jnxcu92OlStXYv78+bj33nt1ollLeXk5LrzwQlx55ZXYsmULvv/+e5x99tmglLbreE888QTuvfdeFBYWory8HD///DOeeOIJTJo0CVdffTXKy8tRXl6OoqKisH1/+OEHjB07Nmz5HXfcgYceegh33303Nm/ejLfeegu5ubkdupYdZcKECVi1ahU8Hk9SjsfhcDicCFAOhxOVWbNmUVEUqd1up2azmQKggiDQDz74IOo+VVVVFAD95Zdf1GVTp06lU6ZMUV/7/X5qt9vppZdeqi4rLy+nAOjy5cvbfVxKKR0/fjy9/fbbIx5jzZo1FADdu3dvxPXxHG/q1Kn0pptuUl8/9thjtLi4OOw42m0iccYZZ9Arr7xSt6yxsZGazWb60ksvRd0vGdcylBNOOIFmZWVRq9VKe/XqRZctW6Zbv2HDhpjXjcPhcDgdh1tKOZw2OP7447F+/XqsXLkSs2bNwhVXXIFzzjlHXb9jxw5ceOGF6Nu3LxwOh5q0s3//ft1xRo4cqf4tiiIyMzMxYsQIdZliDaysrGz3cQEgPz9fPUYoo0aNwgknnIARI0bgvPPOw0svvYS6urp2H68juFwuWCwW3bItW7bA4/HghBNOiLlvoteyLb799ltUVVWhtbUVBw4cwKRJk3TrrVYrACTN8srhcDiccLgo5XDawG63o3///hg1ahReeeUVrFy5Ei+//LK6fubMmaitrcVLL72ElStXYuXKlQAAr9erO47RaNS9VjL6ta8BqO75jhw31MWvIIoiFi5ciC+//BJDhw7FU089hUGDBmHPnj3tOl5HyMrKChPEivhri0SvZUepra0FAGRnZyfleBwOh8MJh4tSDicBBEHAnXfeiXnz5sHlcqGmpgbbtm3DvHnzcMIJJ2DIkCFhQqs9dNZxASbYjjnmGPz973/HunXrYDKZ8OGHHybl2AomkwmBQCDmNmPGjMHmzZt1ywYMGACr1YpFixYldTwdZdOmTSgsLERWVlZ3D4XD4XCOWLgo5XAS5LzzzoMoinjmmWeQnp6OzMxMvPjii9i5cye+++47zJ07t8Pn6Kzjrly5Eg888ABWr16N/fv3Y8GCBaiqqsKQIUM6fGwtJSUlWLlyJfbu3Yvq6uqIFsuTTjoJv/76q05sWywW3H777bjtttvw+uuvY9euXVixYoXOMt0d/PDDD5gxY0a3joHD4XCOdLgo5XASxGAw4Prrr8f8+fPhcrnwzjvvYM2aNRg+fDhuvvlm/Otf/+rwOQRB6JTjOhwOLF26FKeeeioGDhyIefPm4ZFHHsEpp5zS4WNr+fOf/wxRFDF06FBkZ2eHxcECwIgRI3DUUUfhvffe0y2/++67ccstt+Cee+7BkCFDcP7553dKTGu8uN1ufPTRR7j66qu7bQwcDofzW4BQqqkFw+FwOF3I559/jltvvRWbNm2CIPTMZ+TnnnsOH374Ib755pvuHgqHw+Ec0fCOThwOp9s47bTTsGPHDpSVlUWsZdoTMBqNeOqpp7p7GBwOh3PEwy2lHA6Hw+FwOJxup2f6yzgcDofD4XA4vym4KOVwOBwOh8PhdDtclHI4HA6Hw+Fwuh0uSjkcDofD4XA43Q4XpRwOh8PhcDicboeLUg6Hw+FwOBxOt8NFKYfD4XA4HA6n2+GilMPhcDgcDofT7XBRyuFwOBwOh8Ppdrgo5XA4HA6Hw+F0O1yUcjgcDofD4XC6nf8Hyrfc3PpvmGMAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rl.plot.baseline(raw_gsc[\"spectrum\"].iloc[0], rp.preprocessing.baseline.ASLS(lam=1000))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "id": "a30d9650-c633-4533-99e3-b8b0b68f71c7", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rl.plot.n_baselines(raw_gsc, rp.preprocessing.baseline.ASLS(lam=1000), \"ASLS\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "id": "0387675a-52b3-437c-980c-af0b43cac07e", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+EAAAPdCAYAAADlAWkwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3gUVRfA4d/sbnrvjYT0EAgldJDeQSmCKEiVpigoosJnAQUVEQsWBCtVKdKR3nsvoYeEkJCQ3nvdne+PTRZjKAmkUO77PHmS3ZmdObuEzZ65954jybIsIwiCIAiCIAiCIAhClVPUdACCIAiCIAiCIAiC8LQQSbggCIIgCIIgCIIgVBORhAuCIAiCIAiCIAhCNRFJuCAIgiAIgiAIgiBUE5GEC4IgCIIgCIIgCEI1EUm4IAiCIAiCIAiCIFQTkYQLgiAIgiAIgiAIQjURSbggCIIgCIIgCIIgVBORhAuCIAiCIAiCIAhCNRFJuCAIwlNi8eLFSJJERERETYciCIIgCILw1BJJuCAIgvBEWLVqFUOHDsXHxwdJkujQocNd983Pz2fq1Kk4OztjZGREixYt2LVrV/UFKwiCIAjCU0sk4YIgCMITYcGCBWzcuBFXV1esrKzuue/IkSP59ttvGTJkCN9//z1KpZJevXpx+PDhaopWEARBEISnlaqmAxAEQRCEyrBs2TJcXFxQKBQEBATcdb+TJ0+ycuVKvvrqK959910Ahg8fTkBAAFOmTOHo0aPVFbIgCIIgCE8hMRIuCILwFNu4cSPPPvsszs7OGBgY4OXlxaeffoparS61X4cOHQgICODChQu0b98eY2NjvL29WbNmDQAHDhygRYsWGBkZ4efnx+7du6v9ubi6uqJQ3P/P2po1a1AqlYwbN053n6GhIaNHj+bYsWNERUVVZZiCIAiCIDzlRBIuCILwFFu8eDGmpqZMnjyZ77//niZNmjB9+nT+97//ldk3NTWV5557jhYtWjBnzhwMDAwYNGgQq1atYtCgQfTq1YvZs2eTnZ3NCy+8QGZm5n3Pn5SUVK6v/Pz8SnvO586dw9fXF3Nz81L3N2/eHICgoKBKO5cgCIIgCMJ/ienogiAIT7Hly5djZGSku/3aa6/x2muvMX/+fD777DMMDAx022JiYli+fDmDBw8GoGvXrtSpU4eXX36Zo0eP0qJFCwD8/f3p3r07a9euZeTIkfc8v52dXbniXLRo0X2PVV6xsbE4OTmVub/kvpiYmEo5jyAIgiAIwp2IJFwQBOEp9u8EPDMzk/z8fNq2bcsvv/xCcHAwDRs21G03NTVl0KBButt+fn5YWlri4uKiS8AB3c83bty47/nLW5G8Xr165dqvPHJzc0tdXChhaGio2y4IgiAIglBVRBIuCILwFLt8+TIfffQRe/fuJSMjo9S29PT0Urdr1aqFJEml7rOwsMDV1bXMfaCdvn4/Xbp0eZCwH4qRkdEdp7fn5eXptguCIAiCIFQVkYQLgiA8pdLS0mjfvj3m5ubMnDkTLy8vDA0NOXv2LFOnTkWj0ZTaX6lU3vE4d7tfluX7xhAXF1euWC0sLCotOXZyciI6OrrM/bGxsQA4OztXynkEQRAEQRDuRCThgiAIT6n9+/eTnJzMunXraNeune7+8PDwaovhTmuz76Qy14Q3atSIffv2kZGRUao424kTJ3TbBUEQBEEQqopIwgVBEJ5SJSPY/x6xLigoYP78+dUWQ02sCX/hhRf4+uuv+fXXX3V9wvPz81m0aBEtWrQoM71eEARBEAShMokkXBAE4SnVunVrrKysGDFiBG+++SaSJLFs2bJyTSOvLJW5JvzgwYMcPHgQgMTERLKzs/nss88AaNeunW60v0WLFgwcOJD333+fhIQEvL29WbJkCREREfzxxx+VFo8gCIIgCMKdiCRcEAThKWVjY8PmzZt55513+Oijj7CysmLo0KF07tyZ7t2713R4FbZ3715mzJhR6r5p06YB8PHHH5eacr906VKmTZvGsmXLSE1NpUGDBmzevLnUPoIgCIIgCFVBkqtzyEMQBEEQBEEQBEEQnmKKmg5AEARBEARBEARBEJ4WIgkXBEEQBEEQBEEQhGoiknBBEARBEARBEARBqCYiCRcEQRAEQRAEQRCEaiKScEEQBEEQBEEQBEGoJqJFGaDRaIiJicHMzAxJkmo6HEEQBEEQBEGoMrIsk5mZibOzMwqFGJMThOomknAgJiYGV1fXmg5DEARBEARBEKpNVFQUtWrVqukwBOGpI5JwwMzMDNC+EZmbm9dwNIIgCIIgCIJQdTIyMnB1ddV9BhYEoXqJJBx0U9DNzc1FEi4IgiAIgiA8FcQyTEGoGWIRiCAIgiAIgiAIgiBUE5GEC4IgCIIgCIIgCEI1EUm4IAiCIAhPpZzMXH5+Zwknt52r6VAEQRCEp4hIwgVBEARBeCrtX3WUfSuP8M2YBRz4+2hNhyMIgiA8JUQSLgiCIAjCU+nc3ou6n5fNXE1OZm4NRiMIgiA8LUQSLgiCIAjCUyc/N5+rx0J0tzNTs9m19EANRiQIgiA8LUQSLgiCIAjCUyf0zA0KC4qwcbZizBdDgNIj44IgCIJQVUQSLgiCIAjCUyf+ZhIAbv4uBLStA2gT84K8gpoMSxAEQXgKiCRcEARBEISnTkKkNgm3q2WLo7s9Vg4WFBWqCTlzo4YjEwRBEJ50IgkXBEEQBOGpkxCZCIC9qw2SJFG3pS8A105er8mwBEEQhKeASMIFQRAEQXjqJEWnAGDvZgtA7XquAESHxtZYTIIgCMLToUaT8IMHD9K7d2+cnZ2RJIkNGzaU2j5y5EgkSSr11aNHj1L7pKSkMGTIEMzNzbG0tGT06NFkZWVV47MQBEEQBOFxo5uO7qpNwp29HACIDY+vsZgEQRCEp0ONJuHZ2dk0bNiQn3766a779OjRg9jYWN3XihUrSm0fMmQIly9fZteuXWzevJmDBw8ybty4qg5dEARBEITHVEFeAWmJGcDtkXAnL0cAYsLikWW5xmITBEEQnnyqmjx5z5496dmz5z33MTAwwNHR8Y7brl69yvbt2zl16hRNmzYF4Mcff6RXr158/fXXODs7V3rMgiAIgiA83hKikgEwNjPExMIYAIfatigUEnnZ+aQlpGPlYFmDEQqCIAhPskd+Tfj+/fuxt7fHz8+P8ePHk5ycrNt27NgxLC0tdQk4QJcuXVAoFJw4ceKux8zPzycjI6PUlyAIgiAIT4eY63EAOHrYI0kSAHr6erpR8ZgwMSVdEARBqDoVHgnPz8/nxIkT3Lx5k5ycHOzs7AgMDMTDw6PSg+vRowf9+/fHw8ODsLAwPvjgA3r27MmxY8dQKpXExcVhb29f6jEqlQpra2vi4uLuetwvvviCGTNmVHq8giAIgiA8+kqScBdvp1L3O3k5EBeRSHRoLPVa+9VEaIIgCMJToNxJ+JEjR/j+++/5559/KCwsxMLCAiMjI1JSUsjPz8fT05Nx48bx2muvYWZmVinBDRo0SPdz/fr1adCgAV5eXuzfv5/OnTs/8HHff/99Jk+erLudkZGBq6vrQ8UqCIIgCMLjoaQCurN36eVu7vXcOLfnEjfOR9RAVIIgCMLTolzT0fv06cNLL72Eu7s7O3fuJDMzk+TkZG7dukVOTg6hoaF89NFH7NmzB19fX3bt2lUlwXp6emJra8v169oeno6OjiQkJJTap6ioiJSUlLuuIwftOnNzc/NSX4IgCIIgPB2iw4pHwn1Kj4R7B2pn9V0PiqjukARBEISnSLlGwp999lnWrl2Lnp7eHbd7enri6enJiBEjuHLlCrGxVdNj89atWyQnJ+PkpP2j2apVK9LS0jhz5gxNmjQBYO/evWg0Glq0aFElMQiCIAiC8PiSZflf09FLX7D3auQOwK2QGHKzcjEyNaru8ARBEISnQLlGwl999dW7JuD/Vbdu3XJPFc/KyiIoKIigoCAAwsPDCQoKIjIykqysLN577z2OHz9OREQEe/bsoW/fvnh7e9O9e3cA/P396dGjB2PHjuXkyZMcOXKECRMmMGjQIFEZXRAEQRCEMpKiU8jNykOpVODoUbqujJW9BbYu1sgyhInRcEEQBKGK1Gh19NOnTxMYGEhgYCAAkydPJjAwkOnTp6NUKrlw4QJ9+vTB19eX0aNH06RJEw4dOoSBgYHuGH/99Rd16tShc+fO9OrVizZt2vDrr7/W1FMSBEEQBOERFnxSu6TNPcAVlV7ZCYF1W/oCcGLruWqNSxAEQXh6VFqf8BEjRhAVFcXevXvL/ZgOHTogy/Jdt+/YseO+x7C2tmb58uXlPqcgCIIgCE+vaydDAajT3OeO29sMaMHBtcc5uvEkI2a8eMdEXRAEQRAeRqWNhLu4uFC7du3KOpwgCIIgCEKlKxkJr9Pizkl4QJs6WNqbk5WWQ/CJ0OoMTRAEQXhKVFoSPmvWLBYtWlRZhxMEQRAEQahUmalZRF2LAaBOc+877qNUKvEJ9AQgMjim2mITBEEQnh41uiZcEARBEAShulw7FQZoq6Kb25jddT/XOi4ARAVHV0tcgiAIwtOlwgudRo0adc/tCxcufOBgBEEQBEEQqkrJ9PK7jYKXcPXTdli5FSJGwgVBEITKV+EkPDU1tdTtwsJCLl26RFpaGp06daq0wARBEARBECpTcElRtrusBy/h4usEaJNwWZaRJKnKYxMEQRCeHhVOwtevX1/mPo1Gw/jx4/Hy8qqUoARBEARBECqTWq0m4lIUAL5N7/15xcXbEaVKQU5mHsmxqdg6W1dHiIIgCMJTolLWhCsUCiZPnszcuXMr43CCIAiCIAiVKjUujcKCIlR6Suxcbe65r0pPhZ2rLQBx4QnVEZ4gCILwFKm05pdhYWEUFRVV1uEEQRAEQRAqTVxEIgC2tWxQKpX33d/ezZa48ASSbiVXdWiC8FRRq9UUFhbWdBiCUKn09PTK9belRIWT8MmTJ5e6LcsysbGxbNmyhREjRlT0cIIgCIIgCFUu4aY2CXd0tyvX/va1tKPlCZFJVRaTIDxNZFkmLi6OtLS0mg5FEKqEpaUljo6O5aojUuEk/Ny5c6VuKxQK7Ozs+Oabb+5bOV0QBEEQBKEmlIyEO9QuXxJu56adjp4YJUbCBaEylCTg9vb2GBsbi4KHwhNDlmVycnJISNAuX3JycrrvYyqchO/bt6/ikQmCIAiCINSgkpHw8ibh9sVJeEKUGAkXhIelVqt1CbiNzb1rMgjC48jIyAiAhIQE7O3t7zs1vVIKswmCIAiCIDzK4oqTcPvyjoSL6eiCUGlK1oAbGxvXcCSCUHVKfr/LU/Og0pLwDz74QExHFwRBEAThkZQckwLcTq7vp2QkPDU+jcICUURKECqDmIIuPMkq8vtdaUl4dHQ0ERERlXU4QRAEQRCESqEuUpOZkgWAha1ZuR5jbmOGoYkBsgzxN8VouCAIglB5Ki0JX7JkCXv37q2swwmCIAiCIFSKjJQsZBkkSZtcl4ckSbh4OwIQHRpbleEJgvCEioiIQJIkgoKCyv2YxYsXY2lpWeNxCFVLrAkXBEEQBOGJlpGUAYCZlSlKVfn7uLr4aCvcRoeIJFwQnlZRUVGMGjUKZ2dn9PX1qV27Nm+99RbJyffvnODq6kpsbCwBAQHlPt9LL71ESEjIw4T8WOrQoQOTJk2q6TCqTYWrowNkZ2dz4MABIiMjKSgoKLXtzTffrJTABEEQBEEQKkNaojYJt7Azr9DjSpLwW2IkXBCeSjdu3KBVq1b4+vqyYsUKPDw8uHz5Mu+99x7btm3j+PHjWFtb3/GxBQUF6Ovr4+joWKFzGhkZ6SptC6XJsoxarUaleqAU9pFS4ZHwc+fO4e3tzeDBg5kwYQKfffYZkyZN4oMPPuC7776rghAFQRAEQRAeXPoDJuG1fJ0BiL4uknBBeBq98cYb6Ovrs3PnTtq3b4+bmxs9e/Zk9+7dREdH8+GHH+r2dXd359NPP2X48OGYm5szbty4O04D37RpEz4+PhgaGtKxY0eWLFmCJEmkpaUBZaejf/LJJzRq1Ihly5bh7u6OhYUFgwYNIjMzU7fP9u3badOmDZaWltjY2PDcc88RFhZWoec6f/58XVwODg688MILum0dOnRgwoQJTJgwAQsLC2xtbZk2bRqyLOv2yc/P591338XFxQUTExNatGjB/v37S53jyJEjdOjQAWNjY6ysrOjevTupqamMHDmSAwcO8P333yNJEpIkERERwf79+5EkiW3bttGkSRMMDAw4fPgwI0eOpF+/fqWOPWnSJDp06FAq5okTJzJp0iSsrKxwcHDgt99+Izs7m1deeQUzMzO8vb3Ztm1bhV6nylLhJPztt9+md+/epKamYmRkxPHjx7l58yZNmjTh66+/rooYBUEQBEEQHpguCbctnYTLmmw0GbOQs5chy3llHufiox3Birkeh0ajqfpABeEpIssyeTn51f7178TxXlJSUtixYwevv/56mZFpR0dHhgwZwqpVq0od7+uvv6Zhw4acO3eOadOmlTlmeHg4L7zwAv369eP8+fO8+uqrpRL5uwkLC2PDhg1s3ryZzZs3c+DAAWbPnq3bnp2dzeTJkzl9+jR79uxBoVDw/PPPl/t96/Tp07z55pvMnDmTa9eusX37dtq1a1dqnyVLlqBSqTh58iTff/893377Lb///rtu+4QJEzh27BgrV67kwoULDBw4kB49ehAaGgpAUFAQnTt3pm7duhw7dozDhw/Tu3dv1Go133//Pa1atWLs2LHExsYSGxuLq6ur7tj/+9//mD17NlevXqVBgwblek4lMdva2nLy5EkmTpzI+PHjGThwIK1bt+bs2bN069aNYcOGkZOTU+5jVpYKj+UHBQXxyy+/oFAoUCqV5Ofn4+npyZw5cxgxYgT9+/evijgFQRAEQRAeSHqSdsTI8r8j4XmbIW8rMkDhebD4qlSLGXtXW1R6SgryCkmJS8PW+c7TTgVBqLj83AJG+Eys9vMuCf0RQ2OD++4XGhqKLMv4+/vfcbu/vz+pqakkJiZib28PQKdOnXjnnXd0+/y3c9Qvv/yCn58fX331FQB+fn5cunSJzz///J6xaDQaFi9ejJmZtrDksGHD2LNnj+5xAwYMKLX/woULsbOz48qVK+Vajx4ZGYmJiQnPPfccZmZm1K5dm8DAwFL7uLq6MnfuXCRJws/Pj4sXLzJ37lzGjh1LZGQkixYtIjIyEmdn7Qyid999l+3bt7No0SJmzZrFnDlzaNq0KfPnz9cds169erqf9fX1MTY2vuP0/ZkzZ9K1a9f7Po//atiwIR999BEA77//PrNnz8bW1paxY8cCMH36dBYsWMCFCxdo2bJlhY//MCo8Eq6np4dCoX2Yvb09kZGRAFhYWBAVFVW50QmCIAiCIDyku01HlwvO3L5RcBzytpTarlQpsXPV9hWPuxFftUEKgvBIKu/IOUDTpk3vuf3atWs0a9as1H3Nmze/73Hd3d11CTiAk5MTCQkJutuhoaEMHjwYT09PzM3NcXd3B9DlaffTtWtXateujaenJ8OGDeOvv/4qMzrcsmXLUhcpW7VqRWhoKGq1mosXL6JWq/H19cXU1FT3deDAAd20+JKR8Adxv9f1bv49aq5UKrGxsaF+/fq6+xwcHABKvZbVpcIj4YGBgZw6dQofHx/at2/P9OnTSUpKYtmyZRWq/CcIgiAIglAd0pJKpqPf/hAry0VQGKS9YdAR8vch521DMnqu1GMdPeyJvZFAXEQiAW3uPCImPLiczFxuXrmFXzMv3SCP8HQwMNJnSeiPNXLe8vD29kaSJK5evcrzzz9fZvvVq1exsrLCzs5Od5+JiUmlxflvenp6pW5LklRqqnnv3r2pXbs2v/32G87Ozmg0GgICAsoU0L4bMzMzzp49y/79+9m5cyfTp0/nk08+4dSpU+Vql5aVlYVSqeTMmTMolaU7UJiamgI8VLG5/76uCoWizMWRwsLCMo+70+v27/tKLirUxHKjCr/bzZo1CycnbbXQzz//HCsrK8aPH09iYiK//vprpQcoCIIgVEzirWTWzt1MbnbZNa6C8DS640h4UQjIOSCZIZm+pr2v8CKyJrPUYx3dtdNM48Krf6TkSadWq5k58Bs+6f8VCz9YXqERR+HxJ0kShsYG1f7179Hce7GxsaFr167Mnz+f3NzcUtvi4uL466+/eOmll8p9PNBOPz99+nSp+06dOlXux99JcnIy165d46OPPqJz5866afIVpVKp6NKlC3PmzOHChQtERESwd+9e3fYTJ06U2v/48eP4+PigVCoJDAxErVaTkJCAt7d3qa+S6eUNGjRgz549dz2/vr4+arW6XLHa2dkRG1u6YObj1gO9wkl406ZN6dixI6Cdjr59+3YyMjI4c+YMDRs2rPQABUEQhIr5Yuj3/P31JpZ+/HdNhyIIj4T04pHwUmvC1cXTNFU+SEoXUNYGNFBwstRjHT200xVFEl75Dq87SfhF7b/DrmUHObHlbA1HJAilzZs3j/z8fLp3787BgweJiopi+/btdO3aFRcXl/uu5f6vV199leDgYKZOnUpISAh///03ixcvBqhQMv9vVlZW2NjY8Ouvv3L9+nX27t3L5MmTK3SMzZs388MPPxAUFMTNmzdZunQpGo0GPz8/3T6RkZFMnjyZa9eusWLFCn788UfeeustAHx9fRkyZAjDhw9n3bp1hIeHc/LkSb744gu2bNEu83n//fc5deoUr7/+OhcuXCA4OJgFCxaQlJQEaKfcnzhxgoiICJKSku45Ot2pUydOnz7N0qVLCQ0N5eOPP+bSpUsVfelqVI3O+zl48CC9e/fG2dkZSZLYsGFDqe2yLDN9+nScnJwwMjKiS5cuugp7JVJSUhgyZAjm5uZYWloyevRosrKyqvFZCIIgPDrUajXRoXEAHFxzrIajEYSap9FoyEzWfi4oNRKu1v4/QVlcBEhfuy5TLrxY6vGO7tqppvE3RRJe2fatOASAUqX9OPr31xvLPRImCNXBx8eH06dP4+npyYsvvoiXlxfjxo2jY8eOHDt27K49wu/Gw8ODNWvWsG7dOho0aMCCBQt01dENDO5fLO5OFAoFK1eu5MyZMwQEBPD222/rCr+Vl6WlJevWraNTp074+/vz888/s2LFilKF04YPH05ubi7NmzfnjTfe4K233mLcuHG67YsWLWL48OG88847+Pn50a9fP06dOoWbmxugTdR37tzJ+fPnad68Oa1atWLjxo26nt/vvvsuSqWSunXrYmdnd8/17N27d2fatGlMmTKFZs2akZmZyfDhwyv0nGuaJJdj7k+PHj345JNP7ls1LjMzk/nz52Nqasobb7xx35Nv27aNI0eO0KRJE/r378/69etL9Xz78ssv+eKLL1iyZAkeHh5MmzaNixcvcuXKFQwNDQHo2bMnsbGx/PLLLxQWFvLKK6/QrFkzli9fft/zl8jIyMDCwoL09HTMzSvWQ1QQBOFREnY+gg96zdLdXhT8PcZmD74OS3i6ybLM5aPXyEjKpGn3hugblm8t5aMkIzmTsQ201Yr/ipiPSk/7gU+T8QXkbUEyGYVkMgo5dzNy5mzQb4LC8nvd4+MiEnjrmY/QN9Rj6fV5DzxaJZSWn5vPKP9JFBWqmb39Qz59aS7Z6TlM+GEUbQdUb5Xip1F1f/bNy8sjPDwcDw8P3Wd4Qevzzz/n559/fqQLXHfo0IFGjRrx3Xff1XQoj7SK/J6XqzDbwIEDGTBgABYWFvTu3ZumTZvi7OyMoaEhqampXLlyhcOHD7N161aeffbZcl996dmzJz179rzjNlmW+e677/joo4/o27cvAEuXLsXBwYENGzYwaNAgrl69yvbt2zl16pSuat6PP/5Ir169+Prrr3Ul8gVBEJ4Wl49cK3U7+EQojbuUv6em8PQ5vvkMB9ccw9nLkQGTn8PI5PYHh5WzN7Bh3jYAnunXnDd/GlNTYT6wtOL14KaWxroEHABNyUi4ts4NKg/t96LwUo+3drICoCCvkJyMHEwsqqbw0tPm2qkwigrV2Dhb4R7gRp/Xu7Pii/Ws+fYfWvVpWvrfShCeIPPnz6dZs2bY2Nhw5MgRvvrqKyZMmFDTYQnVrFzvcKNHj2bo0KGsXr2aVatW8euvv5Keng5o1y/UrVuX7t27c+rUqbv20quo8PBw4uLi6NKli+4+CwsLWrRowbFjxxg0aBDHjh3D0tKyVNn6Ll26oFAoOHHixB0rGQLk5+eTn5+vu52RkVEpMQuCINS0GxdulrqdEJlUQ5EIj6rwS5FsnLedbiM74NWwNr++t5RkRRGpGbf4bfJlvN2cmDi4B4ZJ+Wz8aZvucUc2nMSrYW3aDWyFmZVpDT6DislIunN7Mt10dEVxEq50137XpCBrMpAU2v31DfQwtzYlIyWLpJhUkYRXkpILhvVa+yFJEj1GdWLLr7uIi0jk2KbTYjRceGKFhoby2WefkZKSgpubG++88w7vv/9+TYclVLNyX2Y0MDBg6NChDB06FID09HRyc3OxsbEpU/69MsTFaf84lvRvK+Hg4KDbFhcXh729fantKpUKa2tr3T538sUXXzBjxoxKjlgQBKHmRQbfArTrWOMiEklPyrzPI4RHXVFhERq1RjcVPCstG0nigZLBhKgkPnvpW7LScjiz6zxdR7QnzNeQuGZWSEoFskYmjlQOr1yBdXAGLnoSnfu1wtLegg3ztrF0xmqWzVzNS1P60W9iz8dianbJ/4F/F2WTZQ2oi/t+F68JlxQmyAp70CRoR8P1bxebtXayJCMli5TYVGr716q+4J9gV45pk/CAZ+oAYGhswLNju7Ji9no2/rSdNv1bPBa/X4JQUXPnzmXu3Lk1HUaF7N+/v6ZDeOI8cGE2CwsLHB0dqyQBr2rvv/8+6enpuq9HeQ2GIAhCeRXkFxJ3Q1s8qqSfcckooPB42v3nQUb6vskrdd7inwU7SI1P4+1205jUdhpJMSkVOpYsy/w29U+y0nIA7fTq3y6cJa65NUbmRnStX4dhXnVxTtKALJPiZ07EYHee/d9zvDS1L8+O7YJCISHLsPLLDZzdfaEqnnKlK2lPZm7zr5FwTTJQBChAYXv7fpWn9nvR9VLHsHHWFl9KiU2rukCfIrlZuYQFRQBQ75nb1Ze7jmiPoYkBUddiuHoi9C6PFgRBePzVaHX0eynpKRcfH1/q/vj4eN02R0dHEhJKVystKioiJSVFt8+dGBgYYG5uXupLEAThcRcdGotarcHU0pjadbWjdWIk/PF18+otFn20gsKCIooK1fz52VpeazyFjOQsMpKz+Hny4god78yuC1w4cAU9fRXTV79Dqo8pCYFWSBJMadOWH5/rw0eDerNp+kReTLfG2tAQhbsFHxzdR25REcM/eZHlkT/Ta0xnAFZ/889j0de5ZE146fZk0drvSgck6fakQElPWwlYLgwqdQxrR0sAUmIr3ntXKOvqieuo1Rocatti62Kju9/E3Jhn+jYDYM+fB2sqPEEQhCr3yCbhHh4eODo6lmrqnpGRwYkTJ2jVqhUArVq1Ii0tjTNnzuj22bt3LxqNhhYtWlR7zIIgCDUp8qo2sXDzr6Vb/5qeLEbCH1frv99KUaGaRh3rMfSjAWW2XzwUTHZGTrmPV7K+u+eYztg3qkXmC54olBKD/QJ4uXFj3X5mVqZ8Omccq8eOxMbEhOspycw+ok2IJEni+bd6YWhiQPjFSE7vPP+Qz7LqlYyEl25PVlw7QVm79M56xa9D4blSFxhKirMlV3D2gXBnV46WrAevU2ZbpyFtATi57Rz5uflltguCIDwJajQJz8rKIigoiKCgIEBbjC0oKIjIyEgkSWLSpEl89tlnbNq0iYsXLzJ8+HCcnZ11bcz8/f3p0aMHY8eO5eTJkxw5coQJEyYwaNAgURldEISnTlSwNgl39XPGwtYMgAwxEv5Yys3K5cwubYL74nt96T2+O+O/HUH3kR34fMv7ONTWTqG+cf7mvQ6jE34pkpDTN1DpKek1pjM/njiGbKSipb8XHz5/5y4ltcwtmNO1B0pJYteN6+y5EQaAubUZPV7pBMDqrzehLnq0+zqn36Ewm1xUkoS7ld5Zry5IBqBJA3WY7m6bkiQ8Lq0qQ31qXDoSDJSeil7Cq6E79q42FOQVcn7/leoOTRAEoVrUaBJ++vRpAgMDCQwMBGDy5MkEBgYyffp0AKZMmcLEiRMZN24czZo1Iysri+3bt5fqu/bXX39Rp04dOnfuTK9evWjTpg2//vprjTwfQRCEmlRSlM3NvxYWttqEIyNZJOGPo9M7zlOQV4iTpz2eDbSjtR1eeoZRn7+MdyMPPBu4A9q+8OVx8eBVABp2rEesooCdN64jITH1mXaoFHf/KFDf3oHhDbV/o+ccPURyjnbk/bnXumJsZsjNK7f45d2lZKQ8ur9nqfFpAFg5WNy+Ux0JgKQqPRIuSXqgp32+cu463f1iJLzyZKdnE3FJ+/rXa102CZckiWY9tP8Gp7afq9bYBEEQqkuFk/ARI0Zw8GDlrNPp0KEDsiyX+Vq8eDGgfSOeOXMmcXFx5OXlsXv3bnx9fUsdw9ramuXLl5OZmUl6ejoLFy7E1PTxaZ0iCIJQWW5PR3fBvHgkPCczj4L8wpoMS3gAZ4qnebfq3eyOFaK9GmqTx5LiVvdz5bh2+m/dlr78cPIYAD29fahja3ffx45q1ARvaxvS8/NYcPokoJ2yPnbOMAAOrD7Ge51mEH6xfKPy1S01XttS1crB8vadd5uODkjG2udF7mZkdSwAdq7adcuJUcmPxTr4R9mV46HIMjh7OZT+N/mXpt21lenP7bmIRqOpxugEQRCqR4WT8PT0dLp06YKPjw+zZs0iOjq6KuISBEEQKiArLVuXbLj6OWNsZoRKTwmICumPG3WRmgsHtdNwG3epf8d9PBu6AxB69sZ9k0J1kZrgE9pq3zl1LAmKi0VfqeTVJs3LFY+eUsnUZ9oBsCX0GtdTkgFo3acZk34eh7OXA2mJGfz01qJyHa86FRUW6YoTloyEy3I+FCfXqNzKPEbSbwh69QENFJwFwNbFGoVCoiCvUFfoTXgw105qfxfrtio7Cl7Ct6kXRqaGZKZmE3FJdLARhKomSRIbNmy46/YOHTowadKkaovnTkaOHKlbkgyPRkwPo8JJ+IYNG4iOjmb8+PGsWrUKd3d3evbsyZo1aygsFKMtgiAINSHyqnYqur2rDUamRkiShLmNdjRcVEh/vIScuUF2Ri5mViZ4Niw7UgvgHeiOSk9Janw68TcT73m8yOBocrPyMLI0YnWCdp3z4IAGOFRg1lh9ewc6uXsiI/PTqRO6+1v1bsqnm/6HSk9J1LUYYsLiyn3M6lDyu69UKTCzLn6+RSHa7wpLkKzu+DhdlfQi7dpllZ4KWxdtm7KE+7zewr2Fnr0BgG8Tz7vuo9JTUbe1dubjhQNiXbggCGWtW7eOTz/9tKbDeGAPtCbczs6OyZMnc/78eU6cOIG3tzfDhg3D2dmZt99+m9BQ0dtREAShOsWEads51vK7XZSyZEq6SMIfLyc2n6HAREnuAG9GbFpH7xXLeGXjWuadPE50pnYU1sDIAK9G7gBcPX7vv7nXz4UDIHeuTVRGOpaGRgxrEFjhuF5v1gKVQsGxW5Gcib09C87U0oS6xWt7T+94tKqlpxYXUrO0t0BRsva9IEj7Xa/BHaf6A6AqrtpddE13l31t7dT9+130EO6uqLCIG8V1DHzukYQDNGinvRBy4ZBIwoVHR0FBQU2HIBSztrbGzMyspsN4YA9VmC02NpZdu3axa9culEolvXr14uLFi9StW5e5c+dWVoyCIAjCfaTreiHfLj5lamkCQHZ6+dtYCTUjMzWLyOBo8nPz2XDuAsFD3Ah2kLmekkxiTjZXkxL582IQA/9ewSf795CUk0PdltqRwpJ2TyUSbyVzYutZ3TT1sKAIigwUBHtq+2GPa9wUU339CsdYy9yCvn7+ACwJKl0wq0lX7Rre8wcuV/i4VamkKFtJn28AuVB7oUDSa3j3B6qKp0oXhiLL2ll+9q7aivTxN5MqPc6nxc0rtyjIL8LEwhhHD/t77tuwQ11AO309L0e0KnsSybJMbmFhtX9VpK5Dhw4dmDBhApMmTcLW1pbu3bsDcOnSJXr27ImpqSkODg4MGzaMpKSkUo+bOHEikyZNwsrKCgcHB3777Teys7N55ZVXMDMzw9vbm23btpU634EDB2jevDkGBgY4OTnxv//9j6KiIgB+/fVXnJ2dy9RJ6Nu3L6NGjdLd3rhxI40bN8bQ0BBPT09mzJihOwZAaGgo7dq1w9DQkLp167Jr165yvRZFRUVMmDABCwsLbG1tmTZtWqnXctmyZTRt2hQzMzMcHR15+eWXSUhI0G1PTU1lyJAh2NnZYWRkhI+PD4sW3V7GFBUVxYsvvoilpSXW1tb07duXiIiIu8bz3+no7u7uzJo1i1GjRmFmZoabm1uZYt0VPUdVUlX0AYWFhWzatIlFixaxc+dOGjRowKRJk3j55ZcxN9dW412/fj2jRo3i7bffrvSABUEQhLJKqqCXTEEHMDE3BkQS/qjLzsjh7bbTyEzNJqWOGZGd7JGUEoG1XBgc0AAnMzOiMzLYHHqNE9FRbA8L5XDUTfrXc0cGTu8MIiczF2MzI7LTs/mk/1ckRafwymeD6fFKR25cuElcc2uK9CTqWNnQpziRfhBD6zdiQ/BVTsbc4kpiAnXttImUR33t2uq48IR7PbzapZSMhNuVrAdXQ+FF7cZ7JeFKF5BMQM7WFnFTeeNQPBKeEClGwh9U+EVtVXSvRu63ZybchaO7PfauNiREJXPlWAiNO9+5PoLw+MorKqLj0j+q/bz7ho/GSE+v3PsvWbKE8ePHc+TIEQDS0tLo1KkTY8aMYe7cueTm5jJ16lRefPFF9u7dW+pxU6ZM4eTJk6xatYrx48ezfv16nn/+eT744APmzp3LsGHDiIyMxNjYmOjoaHr16sXIkSNZunQpwcHBjB07FkNDQz755BMGDhzIxIkT2bdvH507dwYgJSWF7du3s3XrVgAOHTrE8OHD+eGHH2jbti1hYWGMGzcOgI8//hiNRkP//v1xcHDgxIkTpKenl3td9ZIlSxg9ejQnT57k9OnTjBs3Djc3N8aOHQtoc8RPP/0UPz8/EhISmDx5MiNHjtTFNm3aNK5cucK2bduwtbXl+vXr5Obm6h7bvXt3WrVqxaFDh1CpVHz22Wf06NGDCxcuoF/OC8fffPMNn376KR988AFr1qxh/PjxtG/fHj8/v0o7R2WpcBLu5OSERqNh8ODBnDx5kkaNGpXZp2PHjlhaWlZCeIIgCEJ53E7Cb6/zNbHQJuE5Igl/pJ3ff5nM1Gyy7Q2I6qhN9Dpb1+LH3v1QFE+XrmtnT1cvb64mJfLl4YMEJyeyND4Eg0Ee2GyKZN+Kwzw7ritLP1lNUrS2jdaKL9bRtFsDQpKTSGrvjIWekkktW92zJdn9OJmZ0d3bh62h11hy/hxfdtGOCtm7aUeJk2NSKCosQqVX4Y8XVUJXGb1kJLzohjaxloxB5X3Xx0mSAllVGwqvQFEUqLyxL+7NHhfxaF1oeJzEXNfWDHD1db7PntpCUQ3a1WX3X4e4sP+ySMKFGuPj48OcOXN0tz/77DMCAwOZNWuW7r6FCxfi6upKSEiIrpNTw4YN+eijjwB4//33mT17Nra2trqkdfr06SxYsIALFy7QsmVL5s+fj6urK/PmzUOSJOrUqUNMTAxTp05l+vTpWFlZ0bNnT5YvX65LwtesWYOtrS0dO3YEYMaMGfzvf/9jxIgRAHh6evLpp58yZcoUPv74Y3bv3k1wcDA7duzA2Vn7/3DWrFn07Nnzvq+Dq6src+fORZIk/Pz8uHjxInPnztU9n3+Pxnt6evLDDz/oWkybmpoSGRlJYGAgTZs2BbQj1yVWrVqFRqPh999/1y0TWrRoEZaWluzfv59u3bqV69+qV69evP766wBMnTqVuXPnsm/fPvz8/CrtHJWlwn8l586dy8CBA0v16v4vS0tLwsPDHyowQRAEofwyUrIAMC/uDw63k/DsDJGEP8rO7DyPRimRPsgbfX0NjU1t+XHMYF0C/m/+tnb83ud5Vly6wC9nTpLhbkLiYFd+27gPnyaeHFxzTLdvXnY+v3+yivBOdihUCrp4edPMudZDxzusQSO2hYZw4GY4kelpuFlYYmlnjoGRPvm5BSTeSsbJw+Ghz1MZStaEW9kXL9MonoqOXgCSdJ+PQMpa2iRcra3O7ezlCEBscf0FoeJKCvc5ezuWa/9GnQLY/dchTm4/x/AZL9539Fx4vBiqVOwbPrpGzlsRTZo0KXX7/Pnz7Nu3744tkcPCwnRJeIMGDXT3K5VKbGxsqF//9sUkBwft+2TJlO2rV6/SqlWrUrUqnnnmGbKysrh16xZubm4MGTKEsWPHMn/+fAwMDPjrr78YNGiQ7v/G+fPnOXLkCJ9//rnuGGq1mry8PHJycrh69Squrq66BBygVatW5XodWrZsWSq2Vq1a8c0336BWq1EqlZw5c4ZPPvmE8+fPk5qaqps2HxkZSd26dRk/fjwDBgzg7NmzdOvWjX79+tG6dWtd3NevXy+zxjsvL4+wsLByxQelX3NJknB0dNS9vpV1jspS4SR837599OvXr0wSnp2dzcSJE1m4cGGlBScIgiCUz79HwmV1HOTtxNxam5Bnp2XXZGjCPajVas7tvURSAwtyzZW4WVjxw4CBd0zAS6gUCoY1aMQzrm58sn8Pp3MiuNragmHzFuNiqKBV2wA869dmxff/sEYRT56VMVYqA95r3bZSYvawtOIZVzcOR91kzZXLTG71DJIk4VDblsjgGBJuJj0ySXjiLe0azZI+37fXgze672MlpSsyIKtvIQFOntqp95mp2WSkZGJu/fgWBKop0aHa1nDlTcIbdgzAyNSQ5JhUQs/cwK/Z3WcvCI8fSZIqNC28ppiYmJS6nZWVRe/evfnyyy/L7Ovk5KT7We8/z02SpFL3lSS0/13jfS+9e/dGlmW2bNlCs2bNOHToUKk6XFlZWcyYMYP+/fuXeey9BlAfVnZ2Nt27d6d79+789ddf2NnZERkZSffu3XXF7Hr27MnNmzfZunUru3btonPnzrzxxht8/fXXZGVl0aRJE/76668yx7azsyt3HHd6zUte38o6R2Wp8CXFJUuW6Obv/1tubi5Lly6tlKAEQRCEivn3mnA5/X/I2b/SoMkOQKwJf5TdCoklIzePhGZWqPRUvN6sBeYG5fug5GllzR99+vOyXwASkOZtSvBId8Kfc+akh0zwEDcy3YyR1BomeTXCysio0uIeWDcA0PYNzy7+gGXnVlK47NFZM50QqU3CSyqbU3hB+/1e68FLKF2134tHwg2MDLCrpW1TVjKtWii//Nx8Em9pe8y7lDMJ1zfQo1mPRgAc++d0VYUmCBXSuHFjLl++jLu7O97e3qW+/puwV4S/vz/Hjh0rVezsyJEjmJmZUauWdhaToaEh/fv356+//mLFihX4+fnRuHHjUrFdu3atTFze3t4oFAr8/f2JiooiNjZW95jjx4+XK74TJ06Uun38+HF8fHxQKpUEBweTnJzM7Nmzadu2LXXq1ClVlK2EnZ0dI0aM4M8//+S7777TFU5r3LgxoaGh2Nvbl4nbwsKizHEeRHWcoyLKnYRnZGSQnp6OLMtkZmaSkZGh+0pNTWXr1q3Y29+70qUgCIJQ+WRZJrNkOrqNKRRdB8DR+QwA2ZllL5wKj4bQMzdIqmcOJvp4WVvTw9u3Qo/XUyr5qF9Pfu7RGy8jc0xtzTibGs+B5Gg05vroZRVRf1cyfbo0r9S4m7nUwtXcguzCAraHaVukObiVFC57NKqHFxUWkRyTCmjXrMuaLNBok8B7rQfX+U8SDrdHcEUSXnFx4QnIMphaGpcqIHk/JZX3L/+nC4Ag1JQ33niDlJQUBg8ezKlTpwgLC2PHjh288sorqNXqBz7u66+/TlRUFBMnTiQ4OJiNGzfy8ccfM3ny5FJLMYYMGcKWLVtYuHAhQ4YMKXWM6dOns3TpUmbMmMHly5e5evUqK1eu1K1N79KlC76+vowYMYLz589z6NAhPvzww3LFFxkZyeTJk7l27RorVqzgxx9/5K233gLAzc0NfX19fvzxR27cuMGmTZvK9PCePn06Gzdu5Pr161y+fJnNmzfj7++ve062trb07duXQ4cOER4ezv79+3nzzTe5devWA7+m/1Yd56iIck9Ht7S0RJIkJEnSrXX4N0mSmDFjRqUGJwiCINxfTkYO6iLtdCtzyzQobgsuSRJmlgViOvojLPhMGEkNLVDpKRkc0OCe09DvpUOTurRv7E9oSjJnY2PIKijA2dAElzQJl4n2GJtV3ig4gEKSeKFuAHOPH2HNlUv0r1NXV5ztURkJT4pOQaOR0TfUw9LOHIpCtBsUVkiKcoxWKYvXz2vSkDWZSAoznL0cOb//CtEiCa+wktfM2dvx7v3Z78C/pQ8AkVejxTIA4ZHg7OzMkSNHmDp1Kt26dSM/P5/atWvTo0ePh6pb4OLiwtatW3nvvfdo2LAh1tbWjB49WpdAl+jUqRPW1tZcu3aNl19+udS27t27s3nzZmbOnMmXX36Jnp4ederUYcyYMQAoFArWr1/P6NGjad68Oe7u7vzwww/06NHjvvENHz6c3NxcmjdvjlKp5K233tJVXrezs2Px4sV88MEH/PDDDzRu3Jivv/6aPn366B6vr6/P+++/T0REBEZGRrRt25aVK1cCYGxszMGDB5k6dSr9+/cnMzMTFxcXOnfurOu+9bCq4xwVUe4kfN++fciyTKdOnVi7di3W1ta6bfr6+tSuXbvUIn9BEAShemQka0fBjUwNUXGFkolskkLCt0EGUeFiJPxRdSguisIAA+wNjejm5fNQx5IkCV8bW3xtbCspunvr5e3Lz6dPEp6WypnYGKydrIDbvblrmm4qupstkiQhq4tHOpTlK04nKUyQlQ6gjoeiUNBvfLs42w1RnK2iokO1SbiLV/mmopewsDXH1c+ZqGsxXD0eSoteje//IEGoJPv377/j/T4+Pqxbt65Cj7tTP+r/9ixv3749J0+evGdMCoWCmJiYu24vWZt9N76+vhw6dOiecfzXv5/PggUL7rjP4MGDGTx48F2P+9FHH5W5oPBvjo6OLFmy5K7bFy9efNeY4M6vb1BQUIXOUZ3KnYS3b98egPDwcNzc3Cp0FVMQBEGoOulJGQBY2JohF13V3S9JElZ2+QQHiTXhj6Kk6GSuOQISDGrYEH2lsqZDqhAzAwN6evuyLvgyq69cYoyj9iJCSmxqDUemVTIiX9LfG3W09rvSpfwHUfkVJ+HXQL+xrsBbydpmofxirpcUZXO6z55l1W3lS9S1GK6dvC6ScEEQngjlSsIvXLhAQEAACoWC9PR0Ll68eNd9/10aXhAEQah6JevBzaxNoai4PaTCCkmRjJllIdkZuboWIjWpqLCIvOx8TC0fvHDNk2TrzlPk2hqgr1LyYqNyFAp7BL1Qtx7rgi9zODKC0V7a1jtpCRmPxO9bfIQ2CberVVwZvXgkXKpAEi6p/JDzDyIXXkMCbJy1swBL1poL5VfSnszFp+xIuEaWuZyYwOWEeHIKC6llbk7LWq66IoWeDWoDEHE5svoCFgRBqELlSsIbNWpEXFwc9vb2NGrUSDut6w7TFiRJeqiCBIIgCE+CwoJC/pm/k7TEdIZOewF9Q/0qPV9Wmnak29TSBNQ3tXfqNUJS78XUogiAvKw8TCxqLvk9tf0cv763jIyULHwaezD2y6HUruvKtdNh/PTmHzTrEcjLH/av8cStOm25FgxmUM/QCkvDyl2zXV08rawJsHPgUmI8x9LiUCgk1GoNGUmZWDlY1mhsN69oC6q51ilOunUj4RXola7y034v0hYFs3XRJuHZ6TnkZudhZFJ1LX+eJBqNhpji/ur/bU924lYUP5w8RlhqSqn7DZUqhjZoxIiGgbgHuAEQcSkKWZbFbExBEB575UrCw8PDdf3TwsPDqzQgQRCEx92Pb/zBia1nAW2C3HdCD05vD6LeM37Uaf5w637vJKu48Jq1gwSadKC4D3L+Pixt1bo4aioJLyos4ud3luguFoSeDefj579ixoYpzJvwOwlRyWz+ZRexN+J5c/5YDI0NaiTO6pSZlsUVRTagol+j+jUdzkPp41eHS4nxbL5+DWs7c9Li00mJS6vRJFyWZSIuaZNw94CSKufFLXmUFahfo1dciFYdhazJwdjMGGMzQ3Iy80iOSaWWT8WnVj+NkqJTKMgrRKWnxN5VW7NArdEw79RxVlzSto0zUunR3KUWZvoGXE6MJzwtld/PneZsbAyzOnRBpackOyOXxKgk7N2qv6evIAhCZSpXEl67du07/iwIgiCUlhCZqEvAAY5sOMmRDdoiK1bLLFhwZk6lj+KU9AF3cite+6101H4BFjbqUvvUhAsHr2ovApgbMXvnNH54/TdCz4YzpctMACztzclJz+HMrgvMfOFrPlz5NibmxjUWb3VYsf4ABSYqDCQFz7d+vNe4dvH0Zu7xo0RlpGPlZwXFSbhXDc6wT4lLIyMlC6VSgZt/Le3sPU3xSKvCptzHkRTWyAor0KSCOgIUdbF1sSYyOIbkmBSRhJdTSUs3J08HlColGlnm04P7dO3tBtYNYFzjZpgZaC/AybLM7hthfHHkIGfjYvhg/26c6zgTeTGK8EtRIgkXBOGxV+E6+kuWLGHLli2621OmTMHS0pLWrVtz8+bNSg1OEAThcbN/1VEA6retw+hZpVuHpManExkcXennLEmw7ZyLW5Ep3UGhrVRtYVMI3B4tL/8xs3nrmQ+ZPfyH+1ZNvZ/j/5wGoE3/Fti72jJx3hhMzG9Pv35r/lg++vsdzKxMCDt/kz1/HrrboZ4Ymy5dAaCJuR0GqnLXSH0kGevp0cXTC4B4b+3Fk9S4tBqMCCIuadcOu/g6oW+gB3IWoF2agcL67g+8E5Wn9ntxvQXduvDolLs9QviPkiTc2csRWZb59tgRtoeFopQUfNaxC++0aqNLwEG7vLGrlzc/9XwOYz19zsbFENNae/Hk5uWoO55DEAThcVLhJHzWrFkYGWk/PB07dox58+YxZ84cbG1tefvttys9QEEQhMfJ8S1nAOjw0jN0G9GB1797hQk/jiawUwAAF/ZfrvRzlvQBt7ZLA0BSuesSDVOLQkAmK7ViSfiB1ceJi0jk3J5LXD/34MuQZFnmwkFtwtm8ZyCgrVY9a9uHtHy2MaM+H0zdVn74NfWi93htS5UbF57sC7oxEfGEGxWCBEPbt6jpcCpFHz9/AKKsQK2vIKWGk/CQ0zcA8CheS4ymuJq5ZIokVbBGg9JD+12tPaYozlZx/+4RvvLyRdZcvYSExMftO9LF0/uuj/O3s2dGh04AXLEqIrOWEREiCRcE4QlQ4SQ8KioKb2/tG+aGDRt44YUXGDduHF988UWZnnOCIAjVITsjh7O7L1BUWFSjcSTHphIdqi1O1aijNuluP7AVbfu3oEH7egBcOHS7hdjNK1HsWnaAwoLChzpvdoZ2JNzcqnhk7l8j4SqVjJGJmoziCurldXDNMd3Pe/48SF5OPjsW7yMuIqFCx0mITCI1Ph2VnhLfpl66+x3d7Xn719foPrKj7r6Stbvhl57sCsh/rztIkZESY6WKdnV9azqcShFgZ4+7hRUalUSqj6muR3dNObtHu864fru62jtKkvAKTEUvIRWPhMtFJUm49v9WkhgJL7eSyuhFbqb8dOo4AG+1aEU3r/vXyGjr5s4A/3ooVQputbcl7Al/fxAE4elQ4TlwpqamJCcn4+bmxs6dO5k8eTIAhoaG5ObmVnqAgiAI9yLLMl+98hNXj4fi09iDD5ZPwtisZipNXywe8fVsWLtMG656z2irLIecDkOtVnNiy1nmTfgDtVpDdGgsI2cOeuDzlkxHNzHVtmRC5Y4kGSBLxkiKHMwsC8lKLX8SHheRQPjF2x90j285S35uAUc3ncbQxICpSydSt6U2eczNzqMwvxBza7M7Hiv45HVA22LoflXi3etpk/C48ARys3IxMn08K4bfz4HwG+AIja0d0HtCqsFLkkQfvzqExieQ4m9GdHBsjcWSHJtK5NVoJAkadihJwotHrSs6FR3+NR1dm4SXVEhPihFJeHnFXI9Dra9geV4kRRoNndw9eale+QsSjm/agj1hYYRbZhNqL5ORnIm5zZ3fcwRBEB4HFR4J79q1K2PGjGHMmDGEhITQq1cvAC5fvoy7u3tlxycIgnBPFw5c4epxbXGf0LPh7Pnr3jNycrPzWD5rHbOH/0BKXOVOJz1fPNW8ftu6ZbbV8nXC2MyQvOx8wi9G8ufM1ajVGgC2L9xL+MUHn4KdmZqNoXER+vrayugo3bXfFVYoFBJmVoUVmo5+8aB2tL5Oc2+sHCzIzcrj6Cbtuu687HwWfbQCjUbDpcNXeav1h7wW+B6/Tf2TgryCMse6dKjkWPcf8bKwNcfKwQKAyKuVv3b+UZCfm88NQ+3r1LNhvRqOpnL19PZFX1+PHHtDricno9FoaiSOc3suAuDT2PP2xSHdSPgDJOFKV90xZDlfNx1djISXT3Z6NmmJGcS0tCa5KB9nU3Peb9O+QgUqTfX1ea1ZCxRKBfGNrQg+Lzr1CEJV+uSTT2jUqFFNh/FEq3AS/tNPP9GqVSsSExNZu3YtNjbaqV1nzpxh8ODBlR6gIAjCvexdrk269Q31ANi38vA9C4kt+nAFG3/azrk9l1j6yepKi6OwoJCgfZcAaNyl9AiPLMukF+Rj29qDLGdDPv92JSGWarKfccDupfrkm6j4++tNgLaAWk5mxWYV5aTn4Oiai0IhgcIaSWGq3aCwRJIkTM0LyazASHjJGu4G7erq1nEDNO/RCBNzIyKvRrN27ha+Hr2A9KRM1EUadv95kM8Hf0d+bj6g7Qt8aO1xDq49jkYl4dnRj/yi+y8XqF1X28M56lpMueN9nBw+dpk8S32UColuDf1rOpxKZWVkRHt3D5AgztuIpFvJNRLHub3aJDyw07/+H+oqo1tTqFaTVVBAUXkvEkjmIBVX61fH6kbCU2JSHrpo4dPg2qkwshwNSW1khaSQ+LBd+1JF2MrrWR9frCU9ioyUrDx19v4PEISnzNOUOEdERCBJEkFBQTUdygOr8HR0S0tL5s2bV+b+GTNmVEpAgiAI5SXLMleOhwDw9q+v8d2rvxAdGseNCzfxauheZv/M1CxduzCAY/+cpu+EHreLNz2ES4eDycnMw8rBAnNfO1ZfucSZmGjCUlOIy8qiUKMmt6FEnpcL1wH87DEyMyTeQEmGbW1uRSRyvft0cq4lYu1oyeyd08rVpkuWZbLTc/BvnKsdWSoZBQeQzJAUCoxM1OWujh5/M5GLxaPX9dv5o2egx+4/D+Lf0peJP41h+8K9/Lx4K9+cP0F2P3tUFobY2lqQEhJPREomwTMW0K5vc3ZtOUlkWhoFI2uDlSFvBx+G4MPYGhnTzKUWHWp70La2O4r/jIbZ1dJe2H1Si15tv6C9wOGqNsDcwLCGo6l8fev4s+ncBVJ9zQi/FlPtraQKCwp1sy8Ciy+GFWk0RKfewIJ8Vly9zpLrvwGgUihwNbegsZMz3bx8aGDvcMfRWUmSkJWO2uno6lisnZoCUJBfRGZKlpgWfR8Xj13jVkc7VHoqnvOpQxMnlwc6jp5SSW8XLxZFXOFQdjyyLFd6u0dBqGoFBQXo65ddmlVYWIienl4NRPRku9vr/Sio8Eg4QFpaGjt37uTPP/9k6dKluq9ly5ZVanCffPIJkiSV+qpTp45ue15eHm+88QY2NjaYmpoyYMAA4uPjKzUGQRAeXdHX48hIzkLfQEX9tnV0FcjP7rpwx/0PrTlOUaEa9wBXWj3XBIADfx+tlFgO/H2MPCs9Egd6MGD1Cr45dpj9N8OJykinUKNGQsLW3BTDjEKM4/OwT1bT078OAY6OGJkYkFHbhMOtjUh2MSAhKpmVX6wv13nzsvNQqzWYWxUiKSRQ/ivpUZgiKSRMzIrILMd09C2/7uLdTp+Qm5WHV8PaeDVyxyPAjd8ufMOHKyaRrilkv5eGmwPdSPUzo9BKH5WNMZlKNZKXFWnepgSZ5fPD3kNcNcon28kI2coQIzMjlMUflpNyc9h2PYSpe3bw8tq/OXgzolQMtytPP5lTfc+kav9GNbdzruFIqkZzl1qYyyrUBkp2Xwup9vMHn7hOXk4BVg4W1K5bi62h1xjw93KuJFwjX13ErezbYw9FGg3haamsvXqZVzdvYNSm9ZyJvcsyCEVxP3B1LHr6eljamwNP7u9pZdoWGUaelT5Whoa82aLlQx1rdI92KAs1ZBjAlhNBlROgUGNkWUaWc2vgq/wzWDQaDXPmzMHb2xsDAwPc3Nz4/PPPddsvXrxIp06dMDIywsbGhnHjxpGVdXvm2ciRI+nXrx+ff/45zs7O+Pn56UZxV61aRfv27TE0NOSvv/4C4Pfff8ff3x9DQ0Pq1KnD/PnzS8Vz69YtBg8ejLW1NSYmJjRt2pQTJ06wePFiZsyYwfnz53U50+LFiwFt3jZmzBjs7OwwNzenU6dOnD9/vtRxZ8+ejYODA2ZmZowePZq8vLx7vi6pqakMGTIEOzs7jIyM8PHxYdGiRcDtUeqVK1fSunVrDA0NCQgI4MCBA6WOcenSJXr27ImpqSkODg4MGzaMpKTbRT3v9dp7eGi7VgQGBiJJEh06dLjr6w3ai6kbNmwodX5LS0vda1QS899//03btm0xMjKiWbNmhISEcOrUKZo2bYqpqSk9e/YkMTHxnq9NeVV4JPyff/5hyJAhZGVlYW5uXuoqpCRJDBs2rFICK1GvXj12796tu636Vz/Vt99+my1btrB69WosLCyYMGEC/fv358iRI5UagyAIj6arx7Qf8n2aeqGnr0dg5/oc33KWs3suMPDdPqX2lWWZvSsOA9BpcBvsatlwbPMZjmw4iVcjD0zMjWjcpcEDxXHjSiQbo68T+5IrZlYySlmmoYMjrV3dqGfngJOZGfbGJugplUQGR7Nj4V66jexA7brataaRaWlM+msN1wsyiX/RA2lVOPtXHWHo9BcwMLr3tM2SomzmVmokCZAsbm+UzFEoJIxNi+5bmC1o3yWWztBOz6/l68S7C19HWVw0zMTChNDkZN7ZuZWEnGwsbcxpY+FI3yYNcDA3I6+oiJS8XI4ev8KW9UcoQsa4SGLwyG60au5PLXNzzPQNyCoo4FpyEkejItkUcpWI9FSm7N5OH986vN3yGYz09HSVp5Njn7yR8LTsHGL0tVPyezcrf1Gqx4lSoaC1mQNbUqPYGRPOh9V8/ivF7wke7Xx5e+c2TkRr21nZG+ZjrKfH8MDOvNepM0YqPVJyc7meksy+iBvsDb/B1aQE3tj6D8/6+PFuqzYY/XtUSll80USjLThn42xNWkIGSdEpeNSvXa3P8XESdPIaFx01gJLRgU0eevaHnY0FdfONuKiXz9z1u+jRpD4qvQp/lBUeGXnIiV2r/ayS3S6gfIU/33//fX777Tfmzp1LmzZtiI2NJTg4GIDs7Gy6d+9Oq1atOHXqFAkJCYwZM4YJEybokjuAPXv2YG5uzq5du0od+3//+x/ffPMNgYGBukR8+vTpzJs3j8DAQM6dO8fYsWMxMTFhxIgRZGVl0b59e1xcXNi0aROOjo6cPXsWjUbDSy+9xKVLl9i+fbsub7Kw0H4eGDhwIEZGRmzbtg0LCwt++eUXOnfuTEhICNbW1vz999988skn/PTTT7Rp04Zly5bxww8/4OnpedfXZdq0aVy5coVt27Zha2vL9evXyxTofu+99/juu++oW7cu3377Lb179yY8PBwbGxvS0tLo1KkTY8aMYe7cueTm5jJ16lRefPFF9u7de9/X/uTJkzRv3pzdu3dTr169UqPdd3u9y+Pjjz/mu+++w83NjVGjRvHyyy9jZmbG999/j7GxMS+++CLTp09nwYIFFT72f1X4neudd95h1KhRzJo1C2Pj+0+VfFgqlQpHR8cy96enp/PHH3+wfPlyOnXS9pBctGgR/v7+HD9+nJYtH+5qqyAIj76QM2EA1GmmbZvYqHgk/MaFSFLj07BysKQgv5B1320hLjyBqGsx6Bvq0aZ/CwyM9LG0NyctIYN5E/8A4LlXuzJs+kDSkzIwtTLRJaH3kp6exZg/lhPT0kZ7bA8PXm/aAh+bO7dCcqvjwtg5pS9Wullasuq1V5h5cB+7blwn8llnlGujuHQ4mCZdG97z/CVJuJUdgISksNRtkyRTJEnCyLTovoXZVszWjrx3GtyGsXOGolDcnih1NjaGd3ZuI7eokNoWlnzRuRueVmULXLV1c2dE86ac3HqORp0CcKtTetqpmYEBTZ1daOrswiuNGrPk/Dn+unieTSHBhKak8H2PZ29Xnn4Ci179cyIIGTDJKKJJw/sXqntcvfpsB7b8uYw4E5kTZ6/RorFftZ376okQcm302e5bRG50FHoKJWMbN6WR/RYkWR9fK18kPe2HbyczM5zMzGhb253Xm7Vk4bkzrA++wpbQa1xMiOfrrj1ws7AEQFI6IQOyOhYJsHW2Jiwo4oldNlEZcrNy+eCXVRR5GmCnNODl5k0q5bgfjuzL4HWruWWuYcv6I/R9sX2lHFcQ/iszM5Pvv/+eefPmMWLECAC8vLxo06YNAMuXLycvL4+lS5diYqLtiDJv3jx69+7Nl19+iYODAwAmJib8/vvvukQxIiICgEmTJtG/f3/d+T7++GO++eYb3X0eHh5cuXKFX375hREjRrB8+XISExM5deoU1tbav5UlbaNB28Hqv3nT4cOHOXnyJAkJCRgU12L4+uuv2bBhA2vWrGHcuHF89913jB49mtGjRwPw2WefsXv37nuOhkdGRhIYGEjTptrlOXcqzj1hwgQGDBgAwIIFC9i+fTt//PEHU6ZM0V1omDVrlm7/hQsX4urqSkhICE5OTvd87e3stLP+bGxsyuSJ/329K+Ldd9+le/fuALz11lsMHjyYPXv28MwzzwAwevToUhdYHkaFk/Do6GjefPPNaknAAUJDQ3F2dsbQ0JBWrVrxxRdf4ObmxpkzZygsLKRLly66fevUqYObmxvHjh27ZxKen59Pfn6+7nZGRkaVPoenXVFhEbuWHiAlNo3OQ9vi6G6v25YSl0p+TgFOng41GKHwuCppo+XVyB0ASzsLPBu4ceNCJBcOXqX9wFbs+fMg63/YqntM6z7NdGutJ//6Gl+98pNuqvbmX3ax+RftldOeozvds21YelIGa+dv54/UUJJsVSgl+KBtewY1a/xA6xT1lEqmt+tIVkEBezKuceM5J/bvD7pvEp6RrB3htrAtLjL1ryQchRlS8Uh4dkYu6iI1SlXZCwsJkYlEXIpCoZAY/MHzpRLwK4kJugS8qZMLszp3w/weRZUc3e3p83r3+z5fMwMDJjRvSctarny4d1fxKOQmpge0Am4XvXqS1nzuCi6euSEbl+sCz+PKr7Yz7kUGRKjy+eTHlfz09kg8G1T9aHFBfiFBt6IJ7e+CqVLGw8KKOV26U9vCHDkxTbvTXaqj2xobM+WZtnT29OTjfXuITE9j3OaNzO3WE387+9sj4WrtSHhJ7YIntYBgZZg3cwU3auuhUEpM79uj0trxBfp5UMfEkquZqSzeeYQ+A9s9Ue8TTxfD4lHp6j9veVy9epX8/Hw6d+581+0NGzbUJeAAzzzzDBqNhmvXrumS8Pr1698xISxJYEE7qh4WFsbo0aMZO3as7v6ioiLdiHZQUBCBgYG6BLw8zp8/T1ZWlq6Qdonc3FzCwsJ0z+O1114rtb1Vq1bs27fvrscdP348AwYM4OzZs3Tr1o1+/frRunXrMscooVKpaNq0KVevXtXFtW/fPkxNTcscOywsjLS0tHu+9vdyt9e7PBo0uD0j8t//fv++LyEh4YGO/V8VXhPevXt3Tp8+XSknv58WLVqwePFitm/fzoIFCwgPD6dt27ZkZmYSFxeHvr4+lpaWpR7j4OBAXFzcPY/7xRdfYGFhoftydXWtwmchrPtuC4unr2LTgh18M2YBRYXa6Zgntp7lrdYfMqXLDKKv11xPWeHxlJudR3So9vfm3x/wG7bXtn0qaRd2dOMp3bYBk55l1KzbXRz8mnnzw7FZ/HbxG54bV3pK3J6/Dt2x5RZARnIm73Wdyc83L5Jkq0IFfNa6E4ObN3moD4N6SiWzOnXF28IKtYGS5epo0nNy7vmYxOIK1Ja2xXco/j0dvSQJVwPctTjbqe1BAPi39CnV7/tWRjqTtm8ht6iQJk4ufNOt5z0T8AfR1NmFn3r1xsrQiNCUZL4JPo2svF306k6O/XOaEb4T2b/q8Vl6VKhWcyFDu9atXW2PGo6m6r32XEcUKgVRTio+6jubGxcevAVfef2z5RghPeyRDZU0cXHh9979cLe0AjkdKF4D+u+LVHfQxMmFpc+/QB0bO9Lycnl96z9cToj/VxIehSzL1GujrU9zZtf5GmvF9ihLjk1lfdwNZKWCxi4udK1TubMhhrRtjiTBDYsiIi5FVuqxheqjXbtsVANf5fs7bWRUvinr9/PvJP1u95esI//tt98ICgrSfV26dInjx48/cDxZWVk4OTmVOmZQUBDXrl3jvffee4Bno9WzZ09u3rzJ22+/TUxMDJ07d+bdd9+tUFy9e/cuE1doaCjt2rV7qNf+Tq+3JEllagEUFhaW2e/fxfFKfk/+e19lvedXOAl/9tlnee+99/jkk09Yu3YtmzZtKvVVmXr27MnAgQNp0KAB3bt3Z+vWraSlpfH3338/1HHff/990tPTdV9RUVGVFLHwXylxqfzz807d7cir0Wz6aQcZKZnMn7SIgvwiCvKLWP/91nscRXha5GbncXb3BQoLCrl59Rab5u8gLyf/jvvevByFRiNj5WCBlYOl7v4GHbRJ+MWDV0i8lUzImRtIEvx8dg4vvte3zBprYzMjzK3NGPheH7oMbadLxgvyCnX9hv9r74rDXPHRI9PHDHNLE3558QX6d2hWCa8AGOnp8dOA5zEokMkyU/LmynVcORHCsX9O6y5g/VtJGygzy+JtkuXtjQpTJCTMiy+a323qbElLp6bdb7cjyy4oYMquHWQU5ONva8+cLt0xUFXN2ktvaxt+6tUbYz19ghLiSO7iXBxv2Snp2enZfPfar+Rl57Ng8hLdRYhH3cHLIeSq1ajy1LzQr01Nh1Plnm0UQC1HG2RrQ1KcDFg0bUWVtfMqyCvg0/HzmX7mEGp9JZ4GZszt3uv2+mNdezJLJOn+v8PWRsb81Ks3TZxcyC0q5O0dW4nINAMUIOeAJpH6betgZGpIanw618+JntX/tXz5bpL9TFHpK/mge5dKH6nuUdcffX098qwN2La7egaGhKePj48PRkZG7Nmz547b/f39OX/+PNnZty9wHzlyBIVCoSsIVl4ODg44Oztz48YNvL29S32VFCFr0KABQUFBpKTcebmWvr4+arW61H2NGzcmLi4OlUpV5ri2tra653HixIlSjytJ/O/Fzs6OESNG8Oeff/Ldd9/x66+/3vUYRUVFnDlzBn9/f11cly9fxt3dvUxcJiYm933tS0a6//t87xVrbOztAb/Q0FBy7jPIUdUqnISPHTuWqKgoZs6cycCBA+nXr5/u6/nnn6+KGHUsLS3x9fXl+vXrODo6UlBQQFpaWql94uPj77iG/N8MDAwwNzcv9SVUjQN/H6MgrxDfJp5MnDcatb6CRRv38cbM34j0NiTd3Ri1nsSRDSdJElVmn2opcalM6TKTL0fM4/epfzF33M/89flaZg/74Y7JZ+hZ7Qff/05z9W3iiaGJARkpWWz4cRsAPk08SyXqd2JobMDYL4cy7OOB9BmvnU59ctu5MvtpNBqWHD9JYkNLDE0N+axHd9r4eD3IU74rJwsLRph4IGlkjsdG89qXC/nutV9ZOXtDmX1L1k4bmxaP2v9nJBzA0lb7ATgmrOwsocKCQq6d0k5Ja9BO+8dRlmU+PbiPG2kp2BoZM6drd0yquMWHp5U1n7TX1veI8zclzcuEGxciy/zb/7e3+/5VlVPdvqqt3q9tjeeer4+Di+199n786SuVPOtXBxNzI9LqWxJy+gahZ29UybnmvbOYdfqJFBmrMM1Us3DYoNJF1f7VI7y8TPT1+aprD+ra2ZNRkM9bO3ZQJJWMhkdoC0EW16A4tS2okp7Jk0Gj0bAyNhSQaG3jTD37yl9uZmZgQCMz7fTaneHXK/34ggBgaGjI1KlTmTJlCkuXLiUsLIzjx4/zxx/aOjJDhgzB0NCQESNGcOnSJfbt28fEiRMZNmyYbipzRcyYMYMvvviCH374gZCQEC5evMiiRYv49ttvARg8eDCOjo7069ePI0eOcOPGDdauXcuxY8cA7brs8PBwgoKCSEpKIj8/ny5dutCqVSv69evHzp07iYiI4OjRo3z44Ye6mc1vvfUWCxcuZNGiRYSEhPDxxx9z+fLle8Y6ffp0Nm7cyPXr17l8+TKbN2/WJdglfvrpJ9avX09wcDBvvPEGqampjBo1CoA33niDlJQUBg8ezKlTpwgLC2PHjh288sorqNXq+7729vb2GBkZsX37duLj40lPT79nvJ06dWLevHmcO3eO06dP89prr9V4S7gKJ+EajeauX+W9GvGgsrKyCAsLw8nJiSZNmqCnp1fqCsm1a9eIjIwstQZBqFlHN2o/eNZ/sRn7bHK4Nt6bkC52nLQrJOYZWxKHeBE63peoltZs/fPAfY4mPMl2LT1IQqR2uu7+v48Se0O75ubq8VCC9pX9Y3Buj7YNWb3Wpa82q/RU1HtGe9/uPw8C0KBdvQrF0qB9XQCunSr74e63Lfu54m+ApIAJLVrR3atqCmyNHdOLxiHaBDS+iRWpPqbsWLSX1Pi0UvslRSejVGkwMCxJwi1vb5S0FxhNLbQjkDHXyybhYUERFOQVYm5jiouPtg3T4vPn2H8zHJVCwRddumNnfOepdJWtXW13hjcIRKWv4lY7O+ZP+4sJLd7XXTw4s+s8+/8+iiRBi16NAYi88ujPZFKr1ZxK0l6B7xZQ5z57Pzn6+NVBoVSQ42NOobGSy0euVfo5Ii5HsjrzJjn2hliaGPHH8ME42lqV3klTPFuiAkk4gLGeHnO79cLV3IKE7CxOxKuQkaFIewGwefHv4MltZ6tslP9x9M+JIJKslEiyzAfPdauy87zQXDtz57ppEWlJoraPUDWmTZvGO++8w/Tp0/H39+ell17SrQk2NjZmx44dpKSk0KxZM1544QU6d+7MvHnzHuhcY8aM4ffff2fRokXUr1+f9u3bs3jxYt1IuL6+Pjt37sTe3p5evXpRv359Zs+erasxMmDAAHr06EHHjh2xs7NjxYoVSJLE1q1badeuHa+88gq+vr4MGjSImzdv6i4UvPTSS0ybNo0pU6bQpEkTbt68yfjx4+8Zq76+Pu+//z4NGjSgXbt2KJVKVq5cWWqf2bNnM3v2bBo2bMjhw4fZtGmTbvTd2dmZI0eOoFar6datG/Xr12fSpElYWlrq6tLc67VXqVT88MMP/PLLLzg7O9O3b997xvvNN9/g6upK27Ztefnll3n33Xerrb7Z3UjyQ/zlyMvLw9Dw4dpN3Mu7775L7969qV27NjExMXz88ccEBQVx5coV7OzsGD9+PFu3bmXx4sWYm5szceJEAI4erdjISEZGBhYWFqSnp4tR8Up08+ot3u3xKQktbSjo6oYsgUatQRGfixSRjk8TT3Js9bmRmEx2Wg76mYW0vKKmT8+W9B5//8JOQlmyLHP56DVsXaxLFcB7HHzSfw5XT9x5RKPP+O4M+WiA7nZaYjqvNtKuZfrx2OfYu93ujV2oVrNk8XZWL9mNWk+BslDDhE9epnPbRhiX86pnblYuo/wnodHIzD/9JTZOVuTl5LP50mVmHNxHQX4RzSQLlr3/apUWBCosKGT6ms3syY4jNyWb2qtuMmJINwa+01u3z8RWH5CbEcP8HcGo9FVIdgeQJO0fZFkdi5w8kJxMNaPb1afVc02Y9Murpc6x5tt/WP3NP7pthyNv8t6u7cjIvN+mPX39Sl/ZrmoFajUD//yT4FtxWAdn4LY3EUcPez7dNJX3Os8gLSGD517tSqOOAXw2aC6OHvZ8f/izao2xonbuPs3EE3tQAEcmvo61udl9H/OkGPvPek5HRGG2N4ZuBvZ8tHJypR7/9em/sMcgDX1DPRYOfpFmzrXK7CPn/IWctQAMu6Mwn1bhc0SkpTJq03qedz3CCJ+LmFq8gMJsCrnZeYwNmExhQRFzdk+ntn/Zcz9tcgoLeXbBb8RkZtIwXZ+/57xdZefKLyqi2Zy55Msa/uceyCtDqi7hfxJV92ffvLw8wsPD8fDwqNLcQah5EREReHh4cO7cORo1alTT4VSrivyeV3iBn1qtZtasWfz888/Ex8cTEhKCp6cn06ZNw93dXVfevjKUNKRPTk7Gzs6ONm3acPz4cV1Z+rlz56JQKBgwYAD5+fl07969TFN7oeb89fdegge5ItsbYSpBq1pujApsQn17BwoLCtHT10OWZQ5FhPPeivWkmcGRQAXxv/yDZ0P3MiOcwv1tX7iXxdNXATBixkv0GlPxqpI1oSCvQDe9fOrSiZzZeR5bF2tMLIz544PlBJ8K1e1780oUn700FwA3fxfs3ezILyriwM1wtl8P5XRsNHlFhaR31y5LkRTw+Y0zzI44i4+1Lc1cXGhdy40Ae4e7Vus1MjWidj1Xwi9Gcu3UdSydLHlrwXIivbRvqNZXM/j0/cFVXpFXT1+Pzwb1pXD3Dvbmh3KjtxNb95zihcnPIUkSarWalNhU7JyLUCgVoDDXJeDaJ29WfBwNKj0N0f+Zjq4uUuuKmzXqFMDNtDQ+3r8HGZn+depVewIO2mnMM7t1ZdCSP0mpY4711UziwhP47rVfSUvIwNnLgZem9CU7Q9uPND4igYK8AvQNq3a6/MPYeFo7a8NDYfxUJeAAL9dvSFBMLEkNzLmyIkz33l8Z9p25zF79VEBilF+DOybggG46ulTBkfAS7pZWfNyuI1suXSG3qJDCzEvYmIGRiSEBbepwbu8lrhy99lQn4bIsc+nwVX4KCSIuJwu9rEKG+JevJZks54E6GklVsWU9BioV9Q2tOJ2bzI7ga7yCSMIFQXh8VHg6+ueff87ixYuZM2dOqfLvAQEB/P7775Ua3MqVK4mJiSE/P59bt26xcuVKvLxuv0kbGhry008/kZKSQnZ2NuvWrbvvenCh6oWej2DKLytZphdLgbkejmZmfNW1B3O796J+8dqwkg9hkiTRzsOTnZNfp5m7G5KpPtf7ODPv67/F9L4KSopOZvnna3W3V83ZQGbqnatLP2pCztygqFCNlYMFgZ0CGPvlUJ5/s5duWviN8zcpyC8kIzmTT1/8loyULCxszXhpWn+Wnj/H838vZ/r+PRy9FUmBWo2lsRH17e3xkYypb+eArbExalkmODmRZReCGL91Ez3+WsL7e3byT0gwiTllq4bXae6NDPy4ZAtD1v6tS8DtL6YzuUlLPOq5Vctro1QomNmxC4G1XNAYKDnR1JAde88AkHAziaJCNRZWaiSlBJJF6QdLxoCEQqXAxKyI2LB41EW3lw0dWnucxFspmNuY0qBnQ6bs3k52YQENHRx5u2XpViPVqaGTM/3862JqaUzhQB9k0E1lfv7NXugb6mNpZ46ZlQmyjK5K/qPqbLZ2mUUHtye/Kvp/tXNzp7a1FRpDFXFexrq2gg8rMTWDKVu3IksS3vn6THr27hcc5Qecjv5v7d098HXQLnXLyw8mLTcTAI/62poUkVejH/jYjyNZlkv9jf77q01M+GYJ++Ki0Kg11DmZSZcB938PkTXpyCmvIKeMQM7dUuE4nmugXWp0hSwKCspWOhYEQXhUVXgkfOnSpfz666907ty5VE+5hg0bEhwcXKnBCY+f3euP8b/dO8h01rYWcIkvYs3koVga3XvdhYWhET8PHMCEfzZy7NoNDvnLHDpwnnYdGlVD1E+GQ2tPUJBfhG9TTwpyC4i4fIvtC/eVmrr8qLp6XDvS7d/Cp9ToskNtOyztzElLzOD6uXCigqPJTM3G2duR1t8P4OMr50i+rq1uaW9swnO+deji6YWHpVWZUeqE7CzOxsZy/FYkx29FkZafx76IG+yL0BaL8ra2oZ6dPbbGxhSqNUQ0NeWKujaFxtq3SWNJwee9etJ+oqeuz3h1MdbT4/tevXk+5BciDXKYengPsREJhP+jrWpep7k9ElFl2i9JkgJZMkGhzMTWWZ+wS0VcOhxMww71uBUSw8IPVwDQbXQnZhw9wM30NOyNTfi8U7dK6+n7oCZ37cjRv+NIUeSh8DDGIjwHKwcLWvXR9lWVJAk3fxcuHw0h8mq0Lhl61ARHxZJiJINGZmC7yqmg/zhRKhQMrd+Qj27GkNDIgmtnw/Ft8nCFDONvJvDyDwvJsJYwzFbzwysD7z0rRV3xwmx3MqxRb5JvfYVKymfRmQ283WYYbv4uAEQG33qoYz8uZFlm/Q9b2b5wLxZ25rz7x+vk5uTz05kTxDfTvr4uh5J4dUTvcr1PylnzQB1V/PMPYNCqQjMW+rVvwudHD5JvqGDz3tP07yFqAglCTXN3dxcDaeVQ4SQ8Ojoab2/vMvdrNJo79lsTnh7BN27x3tE95DgboSzS0DHLnE+mDrpvAl7CVF+fH57rQ98bvxBjnMvUQ7vZ0bIO5mLtULkc3aTth91xUBsMjQ34/vXf2LfiEP0n9dIV7XhUXT2uHeWs+58lCJIkUbeVL0c3neby4WCCT10n08WIKy84c+yMthpoLTNzRgU2oaun9z0TR3sTU3p4+9DD2we1RsPVpESO34riSFQkwUmJXE9J5npK6XZXSjsT1Om5+Keo+O7d4bi5Vn6V3/Iy1ddn6cgh9Pn6ZzIslMyJOo9HTByWKgVdhzUBzuimn5eiMEdSZ9Gilw9hl0I5tPY4DTvUY8eifeTnFhDQpg63mlly4uolDJQqvurWE9saLlYCYGdswkv16rP0/DkK+nvTMdaMPq91LzWV2dnLkctHQ4i9EV+DkZYVfT2WvOx8vBq6s3L/CZDBPgM8avD3pyb19Pbla729JJoWselGML3p8sDHKsgrYOLHv3LLRw8lMKdnT7x87jMNXKMt5IPC7t773YeBnj4mxvXJzz1NUsZZjkS1w6Ou9txRwTGo1epH/r32Qe1csp/9q46gb6inq92RnpTJOz0/JaKTHYkNLNAzVPFuxw50H1wLJ8/7/67LcgHk/6sgq5wNuevAZEy54zLS06eOwpSLZLHh7AWRhAuC8NiocBJet25dDh06RO3apUcd1qxZQ2Bg4F0eJTzpEjIzeWXV3+RY6mGKkuVvjMLPtuIfeMwNDJjXtx+Dlv5JihH0m7OAtpfUJEUkMfLTQTTr3qjyg38CxITFEXk1GpWekuY9A9E30sfE3Ijk2DSuHA2hftvqX9tbXgX5hYSc1o5G123lW2Z7/XZ1ObrpNLt2nOKCm0RqX2cs9DWY6xsyOrApL/jXq/CorVKhIMDegQB7B8Y0bkpqbi4nY24RlZ5OUm4OegoFFgaG1Ld3wF1hjL2TdZWv/y4PJ3tr/hw5lDc3bOCWaSGxgz14KaApNo6RyFmAwrTsgyRzIIYmXdxZPieUU9vPkZeTr2u/ZvpSPVZdvQTA9HYd8bN5dNpnDWvQiPXBV8i0AJ/n2+DsUXq5UckH/bjwhJoI7462/r6HP2euRq3W0G9CT/apI0CC1nbONR1ajTFQqXjJvQ7zLp3huEkOCdlZ2Jvc4Xe1HBb8sIELXiokpcTbbdrSvc29P3fIsgyaRO2Nh0zCAcxNGpBVeB5v80S+OnqYP/sOQN9ARX5uAQmRSTh5PHkXWrLSsvnz0zXk5xbo7nvu1a7sO3qB0/X1ybfURyHDx+06MbBxBT4HFpzV9l1XWCOZvoWc8TFy7nowHo4klb/GQ696/ly8cooLBWmoNRqUigqvtBSqkRghFZ5kFfn9rvA71fTp05kwYQJffvklGo2GdevWMXbsWD7//HOmT59e0cMJT4BzJ4LpM2cBKZpC9LOK+Knrsw+UgJeo5+vGG/b+KAs0RCsL2G6aTmJ0Ct+Mnk/ImbBKjPzJcWbneUCbxJpamqBvoMcz/ZoD6ApvPapCTodRWFCEha0Zzl5lazr4tvYhrpkVB9sak+ppgkpPycD69Vk78GUGBzSolGnTVkZGdPfyYUzjpvzvmXa806oNYxo3pUUtVxycbR6JBLyEX103Nk15nb6B9TEwN2RB5CWORl7Rtk6S7pDYFPcNd/Y0xsbJkrycAtZ+u5m0xAyyG9uwKlVbEG9MYFM6e1Zuv/OHZWZgwMC62l7My84HlfnjVpKExzwiI+G3QmJ0CTjAqqW7iJMKQJYZ0rXm1tg/Cka0b4lJYj4Fksw76zZR8AAtTeOT0liUGoqskGhh78yYZ1re/0FyNsj52p+VD5+Eo/LBWE8PX4sM4rIyWXrxPK51iqekX3kyp6TvXnZQl4B3GdqOD5a/hdWg+oS8UItCW0NM1BIzGrRmYLOKDcTI+fu1Pxi0BYP2oLAHTTrk7azQcV7o0hJloYZcPThwXiyLfFSV9GTOycmp4UgEoeqU/H6Xpwd5hUfC+/btyz///MPMmTMxMTFh+vTpNG7cmH/++YeuXbtWPFqhlPSkDP5ZsJPczFyGffIihsYGZfbRaDSoi9SVVmH2YcTfTOD1pX+T6myAXp6aL1p1pGXzhx91fXViPxTLdjAv4TJ5DW3INzfDcPV1Vn+9iQ9XVF3Lk8fVub3atcGNuzTQ3df+pdbsXHqAk1vPkp2RU+3rmMvr9I4gABp2qFcm2T10M4Jvjx8hqY09cn4RpjG5fNilE/1bt62BSB8dBioVn3bsguOpEyy/dJ6QpAj8jfNAocL6vzPSFdrWM5KcQeMuDdi17CAbF+wgqb45SR3tMQYG1g1gdGD5KhlXtxfrBfDXxfMEJydyKiaa5i63px47ed0eCZdluUYvlsiyzLLiBLxp94bUb1uXWZt2AOCQAfUbPloXOKqbuaUpg4zdWFQUy8nIKHp++C3T23ag/bPNyMvJ5+rxELwaumNuc/sXOD83n7njfiE7PYfn3+rFV5dPkWuqwqRI4rtB/cv3710yFV0yQZIqYWmT0gVJkgiw0V5oWXn5Ar3rOcL5m0RejabFs4/m/6OHcWqHdtbMq18Pp/mA5nx7/AhbD10DCbo1rMsn7TthZWRUoWNqp6LvA0Ay6IgkqcD4BeSs+ci5q8Dw2XL/fzY3M8Y9R0WYhYb1p4LoFFi3Yk9QqBZKpRJLS8tSPbYfpQvcgvAwZFkmJyeHhIQELC0ty7U0qcJJOEDbtm3ZtWvXgzxUuAdZlvnqlZ90rZrsXG3pN7FnqQ+X5w9c5tsxCygqVNPn9R688M5zKBSKGnsj++i7FaQ4G6CnUrBw2ECa+3pWynElSWLc8B64h3kxff8eYuvqY9zKhvMHrxJxOQr3eq6Vcp4nQWZqFsEntWv0AjvX193v1dCdWr5O3AqJZcsvu3jxvb73PM6htcdZ8+0/NOsRyKD/9UOl90BvDxUiyzKntgcB0Lzn7VGU6IwM5h4/wuGomwC4O9ridCgRn3wb+vZ5psrjehwoFQrebNGKunZ2ZCbto1CjYen5a1hYnmJQQAPMDYov4JVUTNek07jrM2xfdYjoNrak1DHH1FCPfnXqMrnlM4/shyFLQyP6+vnz95WLLD1/TpeEy5ps7BzC0deH/NwCUuPTsHa0qrE4j2w4SdC+y6j0lAz5cAAOHvZ8XRiKSUEe7z7X8ZF9favT6Il9OT7kC650tOaWmYaJB3bQa8sJ1CHJuuU0L77Xl85D2mJqacLJbUGc26tdKjFp3nLim1ohaWTe9muKVXnrFmi0lelR2lfOk1BolxWYqdJp6ujA6bh4Lntop07ffAJHwvNy8m9XtK9rw9D1q4nLykSBxLgmzRjeMBDFg/xuFxzTzlJQ2IJe8Xu/YR/IXghF4VB4GvTLX8iwjZMrYTk3OZEaj0aWHywmocqVdDAqScQF4UljaWlZ7k5dFf6U7enpyalTp7CxsSl1f1paGo0bN+bGjRsVPaRQ7MKBK7oEHGDzLzvxb+XLvIl/YOZkQe/P+vPN/NXENzIj11qfWfHn+fr1s9jHFzKqa1v6v96jWj/oHT91hcMWOSApeK1pi0pLwP+tm5cPKbm5fHfiKMmt7CiS4MCaY9TydWLVnI2c33+ZjoOeoefox6MfdlU48Pcx1EUa3ANccXS//UFTkiSef7MXP074g7XfbSEnI5dhHw9EqdJenQs5E8ZPby7ExsWa5j0b89enqynIL+Kfn3dibmNGn9e7V3nsEZciSYpOQd9Qjwbt66LWaFh+6QK/njlFoUaNSqFgcEBDRjVqjNHQmp/58Sjq4ulNtpkjBXlhpOfrsTboDKsuX6SjuyftartT11iFpawhOSuWk2Y5XB/lRa5CBmQmtW7N0IaBj3yC+HL9Bqy9epnTsdFcToinrnUBctpbKDQJ9BzuxsbfTYm5HldjSXhGciaLp60EYMCk53D2cuRYVCRZSg22Fmb0CBAjcwA2TlYsW/8xx6+F8/HhvSQC6y2ysEkvwCFKCVlqls9ax+qvNzFi5ksE7buEWl9BdBsbUupoZ3T4X8nj5fc7lP+k6spbD649jjVI+iAX8FZzL4ZtiueSlImTvQFR1568NmXXz96gUJZJ7+7Ch6cPIiPjbGrOx+070tDR6YGPK+dpZ4lIht2QJO3fJElhimz4LOSuRc5ZhVSBJLxf26b8+U84GYoCzkRG0ax29bSQFCpGkiScnJywt7cXxZyFJ46enl6FinNWOAmPiIhAfYe1XPn5+URHP3l/gKqLWq1m5Zfr0Sig2ag2nL4aTkhRLsN+WUJuO2MKzGXWrl8HDYyQFMYYmhiQn51HnjVkuMHH0WcJ+ymbKRNeqJr4itQsm7ma45vPYOtiTdsXWjHz6nE0ZgrcMGR8xzZVcl6AQQENUEgSXx7YT2IjS36PuYbpb7vYNF/7R3zZzNUEtKmDq59LlcXwqFKr1ez+U1tdtsvQdmW2t3m+BTfO32TLb7vZtnAvDu529BzdmaSYFL4Y8j05mXnERSTqejCX2LP8EL3Hd6vy5OzktiAAGnWoR6q6gJnbdnA2LgaAZs4uvNOqDe6WNTe6+bgwUuVjZGDAC/VaEp6nICw1hc2hwWwODebZWsGM88vlWMJFFl90Qt/RDJPkPF5xrcuwRo1rOvRycTQ1o4e3D1tCr7H0QhBfND+nm2bcuE0qG383Jfp6HAFtaqYA4fJZ68hMzcbN34U+b2gvXv0Tol2b2sPbF/0ntGL2gzCxMKFz8wCaNvDm3eXrOJwYTWZjG9Tta+FRoE/2kUiKwtP4+tcNZDsZkjLMDQM7E6SMPLwvZPPpxMG6C4nloivKVjkFByVJQlY4gzoCb4t8enr7sjXkGtGtbTDaEENudh5GJo9uRw+NRsOxTaeJuhZD79e6YmJhcs/9Nx4+y7VBrsiOxpgg08e3Dm+1aI2JfvkLp/2XrMmE/KPaG4bdSm2TjAYi566FguPIRTeRVOVrPejfxAvHRWqinRUs33ecZiNFEv4oUyqVT2wnAUEor3In4Zs2bdL9vGPHDiwsLHS31Wo1e/bswd3dvVKDexrsPHae31btItNEIiZAprCtFzftslE72JCVmg2ApJCQkFHmqDFMKaDjMw14JrAOtoZGXIi4xaoL54knmz8ywohYuYYZfXpiZ3zvP6wVtXL2Brb9sReA1Ph0jsipJLWyQaWR+X7IgCqvRvpivfoYKpT8b/0/JDjrM/P6KdzsDDBOzEddpGHpjNV8uHxSlcbwKDq05jixNxIwMTeizfPN77jP8E9exNLegr8+X8u677fQYdAzbP55JzmZeVg5WODbxIsTW88S0KYOr349nPc6zyAuPIFrp65Tp7lPlcZ/unitoUknD4auX01WQQFGKj3ebtma3r51HvkR2keGJhOQaOjkw7LnG3MmNpoDERGci4ulUDZFAmwMi2hX252uHt50cPeo8T7gFTW0QSO2hF7j4M0ICuqfQL/4V8PFIxkDQ2duXYupkbgSbyVzcI22Xd6YL4ag0lORmJPNwcgIAHr71qmRuB51FoaG/DbqZYLiYvn1zCnOxsUQYVQIXZzIybAkP0dbCEylr8Tb0Z63ejSj1VSPiiXggFychEuVNR0dQOkE6ghQR/Naky7sCQ8jw9WYDHdjIi5F4d+iat83H8bqr/9h3fdbAEi6lcyEH0ffcb+Dh84ze/sewowLwUIPZyNjZnbtQVs394cPIv8AUAQqTyRV6Za3kqoWsv4zUHAEOXc1ktm75TqkJEl08fBiSX4k+2MjySssxLAchZEEQRBqSrmT8H79+gHaN7oRI0aU2qanp4e7uzvffPNNpQb3NNh2JIgLdsUzC4z1MTYzwtzQAA9HK5SqHCxyoF+/NjgoDNj53XYa9axPy+duF35p6+HB6DYtGfPpL5zSz2Jv+A1O/rEQxxQNLjFFvNipBZ1ferhR6tCzN9i0QDvq/NKUvsQU5rCgMByVSsGbAc2o63mfHq2VpI9/XWKO3ODHmxfIszEgbJAbQxs14sIb67hw4ArBJ0OrPGl8lBQVFvH3VxsBeP7NXhiZ3r0wTq+xndnz10HiIhLZteQAe5cfBmD83JE0bF+P1IR0LO3MkSSJ5j0CObj2OKe2Bd339bx+Lpxzey/Ra2znChd+iwmL42ZwDMmNrVicEwEKiQA7Bz7p0Ila5hb3fbzwL3KW9rtkhkKSaOZci2bOxWunC2ojpx3C1tyStg161GCQD8fD0oo2rrW5nnSRgsJb6Osbg8IMPf0EfBumExVSM0n49j/2oi7SENCmDn7NtAnF6suXKNJoqG/vgM9/lm4JpTVydGL+s324kZrCvohwriYmEJORwa1LUZhmaZg4vCddA/xRPeiFXnXx74WifGv0ykVZ3G5OHYuDqSkv1q3PL8lHiW9qxeWjwY9sEp6blcuORXt1tw+tO0GrPk1x8XHC3s0WDbBx3ymWHznFJUUWGEuATL10PZa8+wpmBmULxT4IOf8gAJJBpztul4xfRC44AnnbkE3GIRUXl7yf0YO7svKnX8gxgZ/X72HSi4/v+50gCE++cifhGo22EqiHhwenTp3C1vbR6SX7OHu+e0syDh5HFZtD6yZ16NWtObZ3qRj52rcj73gMQz09fv/fWN4aOoeTtTRkOshkqiDUDQ5dOcgzn17m23eGY2Zcseql6iI1sizzxwfLAWg/sBXPTejBqE3rMEsxp41rbcZ1LTsFuiqNGdGD+PHhnHIqIsHVgE3RYSjG18F4WySLZ6zm801Tn5opTmd2XSA5Ng1zG1O6j+pETGYGp2KiuRAfR3RmBsk5OboCNXbGJmS95E3c3iIW/LkNY7kI7wBXGrTTrlW1sr+d9Dbt3pCDa49zemcQQ6e/cNfR6MjgaD596VvysvO5fu4GU5ZMuO9rHxeRwLVTYdpzbDhJVCc7MhtaY6qQ6Ovnz7ut2jx2I7SPBDlT+/2ufcIlbeufx9zg+g3YGLSdvKIiDIzqoKfnjiJ/E551M9mzPrraK6Sr1WqObDwJoKtLkV1QwLrgywAMrd+o2mJ53HlaWeNpZa27LQ+opH9LdXGxNGXlXSyWlC7IgKyOQkJbs2DpyVOk2xuy92oIVbMo7OEdWH2c7IxcHLzssXymNgcvh/LGn6vJt9BDttBHbaZHQaEalAASHhpDBjp6M2hCB0wqKwGXc7VF1wAM7jJAoNcYVF5QFAa5m8BkaLmO7eBiS0drF7bnx7PqwnnefKEbCtEzXBCER1SF14SHh4fffyeh3NrV96Ndfb+HPo6hsQHfLprMwg9XcOlEDDlNbLluWkiKlMdBOY22X37Pa+71GTusx32n88myzB/v/8W+lUcwszYlNT4dEwtjXv6wP7+fPc31lGQsDQx5v037ap8urNJT8fHvEwE4FBnB10cPE6uWudXFnsSkfGx/3sA7r/cnJyOHW6Fx1PJxvO+at8fVrqX7kQHXIU14Z+92TsXcvSZDVEY6GkOZ9ObWUNxqOdPGik8P7qOZi3bU1La42nCD9nVR6SmJi0jkVkjMHdfay7LMb1OWkZet7b8btO8yJzafpXXfuxfSCb8UyacDvyE7IxdZgsjO9qTWMcfUSJ/JLZ9hYN0AMf38AchyAcjaqbvahPs/FCXV0TNqvI3Xw2rs6EyaczIycC7ZmRau9VCqNuNRJ4ustBzSEjNKXVCqalePhejeHxt1rAdo14JnFRTgam5B29ru1RZLTZJlDeTv1rbv0qtXKcesjN9TWS4EdZz2RiUm4SiLu3OoowCwNjKmj6cfy86d44RxNvl5BRgYPvia6aqgVqtZuWYfUR3siGzliMawiEwrO9SFmts7FapR5qupJ5kxsmNrnu1QBe3WCs5q36+UjqC8c9s+SZLA6EXkzC+Q8zaC8ZBy/z5MGdabnb/9RoqRxIYdx+nfs3VlRi8IglBpHqgH0Z49e9izZw8JCQm6EfISCxcurJTAhIozsTBh4rwxuttqjYY/Nu5j/tmT5Boq+C76Igdfu0j9PCPCL0biUNuOqUsnYmpZOkk9uPoYu5Zpp4ulxmtHz8Z/O4JITS5/XggCYGqbdtiUt0VMFWnr5k5z51qsuXqZnw4cJlkDv6VfZ9Os7zA/loDhxRRMDPR594/Xqd+2Zgo2VZXY8HhOXQwjuq8TEVbpKGIykZCob+9AYydnvKyssTU2RqVUUqAuIjE7h4TsLI6cvsqZm1HkmavIUGnYej2ErddDAPCysqGFSy1au7oR0LEuQTsvcnDNcYZ8OKDM+U/vPE/ImRvoG+rR7oVW7P7zINv+2HPPJHzRRytuJ+Cd7En1NUMpSXzRpRvd/B7uQpRccB45fxeS8fDKXfv5OCiZig4g3eH/pC4xLwTygUe3aNT9yTSziye3AP4K1ifQzQ89ScKjbg6SQibyyq1qTcJL2uu16NUYlZ6K/KIill88D8CQ+g2fnjZJeRuQM7/V/mz2DpLR8zUbTwl1LCCDZAiKSlwWoCou+lV0C1lWI0lKXm3/DCuCgsiyM2DJmr2MG/poTIWOu5nAu+//ylUXyGptgqQAC0MlloZGdGrkgYNsgF8tR44vOYyUlk+/oZ1o1K4Kq/kXXtB+12t678TasDNkfav9NywKAb3y/Y1wcbChocqSc+p0fj18TCThgiA8siqchM+YMYOZM2fStGlTnJycHutRlSedUqFg3POdGdy1FROW/s2J9HjOeEDc4VvYJWWSnpTJd6/9wocr3i7177hv1REA6rX2pVHH+vi39ME5oBYjNqxBg0wvb186uld+O7IHYaBSMaR+Q3r7+DHxq0Wc1KQRryogvpUliqbmWIZl8eGHvzHrm9cIaOZb0+FWmu//3ErIi7VQmuhjpafHi/UCGOBfD2czc2R1NCiskaSyyw+GN9T2Y83Iz+dKYgKnY6I5GX2LkJQkwlKTCUtNZvml86iaKymU7Vl76hy9srpjZXp7mvOlw1eZ/5b2YluPVzrRa1wX9q86QsiZG5zbe5HATvXLnLdkGrqkkPD6uR/XQq9hoNbwcZsOD5+Aq5OQ06eAnI1ccAas/kBS3PsCkayOhcJgMGina4/z2NKUrAc3QZLuMPVSMkb7Vl8EmjTtCNTjqigME1UOGXkGnE0yZ3tEIb1tDDA2y8bRNZew8xE07FA5I7HlcemItgJ6o04BAKy6fJGEnGzsTUzp6f3kvN/ci6xJR8765fbtnNWPUBKuHalG6VK5n1UUjoAeUAiaOFC6YGdiQhtTB/ZnxrHk8nnGaGpuKnRseDzn9lzkhkEBy65dJK2etkCZpJFpaeXEhF5dCHR0KlVQteec6rlQLRdql2pIegH33E+SDJH1W2qLuOXvK3cSDjC5T1eGrV9DuHER+45fpGPLsn+TBEEQalqFk/Cff/6ZxYsXM2zYsKqIR6gCZqbGLB4/gm/27mfZpfMkd3fh2ZfaEjRzOxcPBXPh4BUattd+cC3IL+R6ca/yMbOH4uzliCzLzDiwl1uZGdibmPJ2y2dq8unckbmhIYs/eo1d64+x7tIlbthBup6aTFN9UuoU8eKO9dQ/bY+vkQVukiFdWzbE/TFsaZabnceUhavZqUwAhYLGtg7M6d8HF3PtaKecuxk5czYoLMH847v2WTU3MKBlLVda1tJOq0zNzeV0TDTHoqM4GnmTVDmPdD9z0jQyrb//Cad8FYHmdtjE5nN+5SkA/Fv6MPDd3ugb6tN9ZEe2/Lab36b+yeztH2FuY1bqfIfXnUAG8ob4sTfuJiZmRszs2Jkunrcr42o/zP8MqJGMhyKpytdiRs5ZBLK2kwDqKMjfDkb9775/4RXktLdBzkYyeQVM7lwd+LEhZ2i/32k9OMUtlZQOoI7WfpUzCZflQsj+HZS1kYx6VVa0dziPDEXBoEkCdSRyUSSS6WtIiju0pis8jYREgSIAtaxk+aVL9O7sj0rvBF51Mwg7H1Flcf5Xanwat0JikSSo19qP1NxclpzXVvt/rUlzDFQPNNHs8ZPzt/b/n8IaNCnaf0NNFtJdfh+rVRWsBweQJCWyqhYUhUNRJCi1f0s+GNiLg3/8QZKpxIoNBxnSv0Olnrc8wi9F8tabPxDZ0JxcWwMwAmWhhu52tRnTrhX16ntUe0wlZLlI+3+d/7N33+FNVW8Ax783q3svKBTKKHvLFhmCLEVcKIiCiuIABVFB/QluxYmKguJA3BMXKrL33ntvaCl0zyRNzu+Pm6aEFmihg/F+nocHeufJIU3ue8Z7gGJMW9C8uqCsC1HWOeA3tOhGxiK0blCLej/7sMOUw2tz59G5jUx1EkJcfErcTGuz2WjfXob3XGo0TeOJazszqHVLfAK8me5MIO6+tgD8PvFf93F71u3DbssjODKQyjWjAPhn9y5m7t2NUdN4uUu3UsuQWto0TaP7Le35eNxQ/nvoAab0uZkBLVsQgBGHBhuSE/np6G7ePrKZ3t9N4/qHX+PbD/7CZrVXdNGL5fihE/Qb9Q6z0o+BgnZ5gUy7e0BBAJ53BJXxtn6wMxWV8ab+0FMMIT4+XFerNuM6duHvOwfxaZ+buL12fXzS7DiBo155zLDGMy00mR0DYvB95Cpu+2AgFte8x9tH96VSbARJx1J4696PyLMX3FcpxcLpKzjcJYLDVU0Y0Hi+87UeATgAOb9A7l+Q+w8qa1Kxyq2UKlhv1qLPX1S5885yBqjMD91Bu8qahsq7xPNcOE/qf59tuK3R1aDhOFT862Z9hsr+FpXxmp5MqaxYZ6NSHkClPYPKnAy5f0P2j0Ueqmx6Qqfo0C74WywcTEtlf1YsJpOROs3S2bvhwAUVxZZrY9Evi0k5nnrOYzcv3g5AzSbV8Q/249N1a8iy26gTGk7P2hdnduzSpvIOo3J+AUALGAUG11SQvN0VWKoC+b/bmrEM1ox2zws/6N5UvXIEbXwiAJiyfIX++VRO7A4Hf6zfzB1ff8POrhHkRnpjdChq7M7l134DmDDszgoNwAF9WTeVC5ofGIux/rdXB/1YRwLY15foVv+7vjsGh5NDWi5TF68gN9tKenLG+ZVbCCHKQImD8Pvvv5/vvvuuLMoiypimaTze9mq61ayNQzmZUzmX3MrebFu+i/1b9Ifzbcv1+cH129RB0zQ2HU/gjWX6/PD7W7SiadSlMZRV0zSaRlXif527sPSJx3jUUpNmhxQ1skz4G0w4vIzsqWrktcRNPDPuc5RSJBxI5L2HpvDZ09+4g8iczBy2LNmO3eYZqOdk5Rb6QldK8deslfQb9Q5Xj3yVlmPH027cm9zw3ASe/eB7Dh05UWRZTx5N4s17P+TRts+wembRDxrWHCsPvfQpu6uZ0Iwat4XE8tmzD2A6NZN47p/oa6/WA0OgPpfOOrfEdWc0GGgSVYmX+vVh7uPDeK9ZJ26PqkU1pxfePhbMtULYXklx/8w/ue/P6fy+YzsOk8boacPxC/Rh19p9fPfqdPf1tqzezYr6RlIaBOLlbeG5jl3oUatwkKKsi095wStwpr+K80QP9/DFIjkOgPMEYEbzf0LfZt+Acpws8nDlSCiYk2iKA5yonN9QzkyUM7PIcy56Dtf7ynDmufD5owpU3tmDcKVsKGVHOY6jsr8v2GHbeMHFLPp+TlT21/oPpzyUqyIeuJWyg30DAF6+bbiprj5v9Zc9XhjNRuo2TSPleCrJCSnFu3fODFTWVHcDg9NpZ/2f91M/7mHmfT7knNfZskTv0WvUoT6rjx1k1aElhHll8libVmU+F1xZl6Jy5+oJ0SqAsi7AmfIwKnmQ3qBlrg+WjmB2rYmet71CylVInuuzw1z6c5w1k/5aVfb3KGeqe/uz/a9H0yAhWOPfuWtK/b6nSjiQyOtjvqD/sx9wzQcf8fSsmaQFGjFrGg91aMeCxx7hz0+epX7D2DItR7HZd+p/m+oWq1db07zBuxsAKufXEt2qdct6tEz2AgVvLV7EwN7P8XCL0cz/YWmJiy2EEGWhxOPlcnNzmTJlCnPmzKFJkyaYzWaP/e+++26pFU6UPoOm8XzHLqTl5rD62FGO3VGD6Kl7+PezuTzy3r1sW6EH4Q3a1eFAagpPzvoXm8NBh5jqDGrSrGILf568vC0Mf6ofw10/O5xOFu7awxtz53NAS2WGSiNl0leoKRvJPqkHYskJqTRsX5ef3vqD3GwbV13XhCe/eASDwcCvE2Yw/f2/ybM7qFYvmvrX1Ce5jj9/H93HMVs2hEHBr5YiGRu7Mw7x29TPaWUJ5fEunWjWqo57eNyHj37O9pV7AHh7yGTG/vg4jToUzM/LSsvi8cc/YlstA5pB48kO13B/h3Yer1GpPFTuTAA0v7sh7wAq61NUzu9o3j3Ou+7CKofQ6/q29HL9nG61suLIIebu38eSQwfZdiKRbScSeX/lMjrH1qDFy9cz+4U/+GPaPKKaVIUmETw/6y/SY/3w8bLwercedI4t3BujHAmQtwfQ9B5d50nI1UdoqPSXIfRrNM1c6Dxs+vJQWJqhmaqhzPXBvh1sK8DnhsLH5zdKmJuj+Q3Sh6XnTEflTNeTN/k/At43u4ZtRxV9z2JQzmTI/hXIA7/7z/s6xeLMD8IjznyMuyf88BkPUZlTUNlf6T1Pmjdwatbk1eDV9oKKqZQNsr9H2TeDsRKadx/9/zlvP2i+aCGfgMpEJd0G9u0oZxaa4ZSkkfZtoKxgCAFjTW5vWInvt2zir30GRtQzERzuJDo2mx2r9tD+Rs9pGMqZDrmz9RwAxghU1jeorI/1ndYFEPIZh9e/T+366wDo3Gcns774kv7PPn6G16LcPeH1OwbjSH2Ij9ol4GMy4W/6HWdKQ7TA19CMpb9GuMrbj0obo//gvRQtcFyp3+Os97etQaWNw/3+MMWhBb2hB1WmeijrIpR9JxU9+Fc5M/X3FhRr6HOJ+faD3Jn68Pv01yFoPJqmUadKJRppAWxWGXy8ZDm9u505WeWFWLZiK09N/ZmT1Vy5P7LBnJ1HtSN23nvmXurXK0ZPczlTrhESmrn4I0U0n1tROX+CdRHKthbNUvyM7e88MYhb35hMYmUL27qEUm1OHp88OY16rWsTFRuBpmnlvqShw+5wjyATQlzZShyEb9q0iWbNmgGwZcsWj30y5+bSYDYaGd+1B8P++Yst9gT23hTN7Jnruf1YX3av2QuAsWEEw//5g3SblYYRUbzcpZtHEpdLmdFg4Np6dbi6dk1Gffgtc7LiWZqagKVnKFUXOwk8mM3a2ZtYO3uT+5y1szcx99vF1GlZi5/e/hOAPC8DqwJy+CdvL3n79R5pzaloaAqkS9N6RJl9yMzKZfvxRBYfO0SyxcnKvBTu+utX2k/z4cO3H2HfpkPuALxyzUji9yXy+bPf8dbc5zGZTWSlZ/PkwLdZcpUZzWDkxrh6hQJwQB+q50zWe8At7cHUUJ/Pa9+MyjuMZooplboL9PKie604uteKIyk7m3/27OKvXTs4lJbKv64s69n318aaZeOx7YthB6CBJcfBWz26FRmAA2B19U6YG6H53IZKf75gn+MI2FaDV+FpMMqu99Bqlpb63+bWKPt2lG0NWhFBuMqdrR/nfR2YrwJTbVfwD6hcPcNzzu+Qtw98+qIFPFXiOlJKoVJHua+rYQD/B0t8nWLfz3Fcv8/ZssKfYzi6yjuCyv7W9UNWwRx7r05gXYiyrb7goEqlvwDWRQU/58wA9BEnms+NrjnE/ihjZX0Uh32zZ+Bv36z/bW6CphmI9POne63a/LtnF1tTq1HXkknzDsnsWLnbIwhXSqHSx4Jtrf47ETAalfVpwXXz9kLOb3gb9J42o8mII89BkN9/OPIeK3JJx/h9x0lOSMXsbcQcMZForwTAhJ/FB3CCfSsq43UIeuuCvxdV3iFU1heg0tF8+qGs8wt25s5C+T+GZgi+oHsUuyzKjsp4A3CC17VofveDMabgNZpcv99naewpN3nb9L+N0WiG0LMfex40zQcCX0SlPAC2pWBbAl7XAPBo144Mnf03u8zZbN13hIY1S29OulKKyTMX8OG6VTiq+WAyG2nkE0KN44qGfiH0ebsbwRHlt0JAieRPUzDVPvtxp9BMNVE+fSHnd1T2NyUKwiNjwvnl2Ud49Pc/2OPM5EjfqqRuTeX50Z/i3JVMTnoO1955DYNfvB2TWX8cTk/O4L+pC0hNTOPmx3oRXqWgIS0zNYt/Pp3DNbe2JbRyMPs3H6J28xqcPJrMD6//Rm6OlZsfu566LT2XXtuwdBvvT53BLnsGub4GvHwshEUEEerri4/TwEcjBl02z1dCiOIrcRA+f/78cx8kLnp+Fgvv9ujFw3//yZaMHLbfVJmH3p1KWqw3/k0tKMMYPmqTyLT9/Xj06sH4mMuwJ6+CeJlMvD9sIA8MeI3VdYzYgsycHBRHmE8wWT9sISIxjxuGdEPT4JtXfmXmF/PYtHAbuUFmzDfFcaK2L5k5Voy2PHwy82iUZuHB6zvTrkvTQvdyOp1899diPtm2nkQfK4uibfR/bTItXNMJu93VkTv/dwuPXzOWY3uPs/S3VXS6vT1/fjGXZfUMKB8TLavF8OrN1xf5WtzzoL06672uxnCUpY3eI5z7T7GCQJU7C5U5Sc8kHDgW7RwJvMJ8fbmrThIDq61lV+7NzDlkYG38UQ6Z0zih0rDm2PBKtRO+P5vR/XpxXcszZ6hVtiUAaF4d0Ly7gqkW5O1EWZfr6w/nbSsUhCulTgnMXNe2tILsaWBfg1JOjyGPyr7DFRibXPVkgOD3IPtbfaizM9V1r336Cbn/6QGOVsIcCLYVBYE9oLK/RuX+C9jBqxuGgKJ7V8+bM1H/+yzD0QuC8HiUyimUOV8PwB1gbqJPZ7AuAFM1NP8RKOtCyNuHcqajGYpYh7wYlOOkOwDX/O5F2TfpQbFeOPC5veBgUwM9CHfsBwqCcJWnN/qemlX5zkZN+XfPLqbvi+R/jXZyVaeTfPnuLs+b2xYW3Etl6AE5cDw+lt2bo2jTeQnG9PcwmTJIOu5FUPXnMDvGUavhCbav2EmjDoWHMm+Yrw9zbjzGQITXAawOM1l+nxIZ0Vh/36Y84nofbL+godDKmYlKG+Ve61rlj/w4lX0TeHUs3vVUjr5OsyEUTPVK3kCQ86f+f2MIQQt8pvAKDPkJ0BxHKn5NettK/e9zZOG+EJo5DuVzE+T8grIuQXMF4Z1aN6LKb/9y1N/JOzNm88Vj95bK/bav28tTv//Fbm8rAFGZGh8NG0Djqhd/klE9AaPrc9FUspwJmu8AVM7vYFuNcsSjGSsX+9yo6DC+fXAwH69dxbQ1a0mt7c9CwNgwHO8kG3sStvPLcxOIrl2ZhBMpJCSlkqcUplwH0/63i5bVq3J9p5Z07dyMicM/Y93Crfzy0wKclXxJzrOBxYDTqTDYnRhtThY/MYmhLw0Aax6pFsXaY0eZs3s3jhoGQE9WmAkkObMgMwujQ105SxkKITxcIelbRVFCfXz5tM9NPPL1T6y2xbM5JA+6RvH8NStoHHoUb6OJZ5suxmjuh8rdpwcpXm3RjNEVXfRSYzKb+PDzJ9i8bg/zrIn8E7+fPXkZcFt1Uk1m5kTaifDy4XinSA6aHeQEnST3rmoEhpkxKieNoitzd5NmdKlRE9NZWrINBgN39e3EHTd04K0Zs/lqy0a2eVvZF2mjRpiFW4ZVx9fwFbeNbMbnzy1mxpTZtO3bko/2bCC3soXKQYFMuOlGzMbCvXJK2cHmCnC8uri3a969UbYV+jB1v/vPuhSXcqaiMt7Re0CdJ1HZX6EFjD5r3SnHUX2oOHnUMaymbouv0Ex60GTNyyM7PZvs5Cwiq4Vjtpy5EUc5M8HmmgNs0R9iNVMsmGL1Zcesc1D2LYV7Yp3x4EwBTHrgCPqwU81bf6/m7QVznN7Lm/powbBtS2t3MKkZgsF/GBp6gKIy/dC0YD1odibqD/LFDHDcr8c1d1HzvQPlzNAbQfKTp+X8gfJ/qMjl485b/us6W0+4IRTye5itK8C74H2ilA2seiOO5vcAmqU5BDxWsN8Yo/ds2jfqvdTGmsXOUuyW33trboTmNwSUHbK+RNnXoHl18ujF14xVUIByHHH/n+sNLlvd18gXFxZG6+iqLE+0kouBSjGZYN9FRkomASH6A6+yLtAP9u6tB8bOZKy58M5jThIOpxI20UnV2npQs2hme4a81ZP0Xa8SFpXLnBnzaNShAb998A/L/lxN5RpRDJ94H2vmbOBo+zAeaanP+c023U79Sq7GN3N9lFcH/TVbF17YfOTsqXoAbggBS2t9SD1ONN9BKJWmv59sG9CK8R5VjuOolKHgTHKVszkEvVisXmJlXY7KeMvd4KP5Diz6PezKEo7KBpUCWun3QBeHUnZU7n8AaF7Xlum9NEtbPTmdbbVHw8NdjZryxoH1rMhM5ODxk1SPCr+g+6xftJWHvvmJ1Oq+aA7FNdkBvP/svfgGnH05xouGM8E1wsZUvKRsp9CMVVCWq/TGtNz/wO+eEp1vNhp5tHU7rqtRi7Gf/8rW3FTwM6Mi/EnLyCHV6WRf4lH94FALRrOBPE0j0+bgX1L4d8VsAtYtJKdGDnn1a0IR44KMZiMohSPPyeglp+ViMRkINpjp26Ix9StFkbj/BDs3HSDNZsU31BdHnsPdEy+EuHIU+7f+llvOvOTPqaZPn37ug8RFI9DLm2n3DuTxJyaxMi0RLdBMl6onCfb2xmwwgkpGJd9VcEKWN4R8jFaC4WQXO78gP9p2aUpb4N6MDKbv2MaMXTtIyc1h1TF9iZvsVmFYs20AeHmZ6RBbgwGNmtAqumTrz5qNRp7t2xPz3nS+TNpNboiFkCd9MRvH4MzWuLa3kWW/VWfrhmPc+cYUTlS2YNQ03u97IxG+fkVfNHcWONP0B3Vz84LtXh1A89eDNNvSQsGkytuLSnsGcLp72gquORPl90DRy0Tln5/5CfnDiSEPlfUFWtAL+q1NJrxCAwkJLUbPqXW+fh1j1cLLkplccznt2wv1bBf0gtdF0/Q5dppmRpmb6cGWfTWY4/SEde5AtRqa/yNFFkPTfE4Zfp6Lyv7R1btV/CBcb1BwJWPyvhHNEI5yHAYU2Lfor9O28YLnV7vvp5yQn4TuLHPCNU0Dr856EinrArRTgnCsS11LTEWCufAoDsxNwXHY9V4BvHugBY4tWTmtno1EmmYG/wfQeKDwwfmBnONowTbHkVMaXDzXC76/RUuGzjjC/PgYugTtomOfBHas2kOrHs304N22njx7Hr99lstV3R8lts5+Xh+ymcN79MB7wuiG3PbgAQ7s9Kdpz8Fomg8OrSGwlpyURezfciM/vPE7AIe2HyXFlsN/gemENYF6oSfxNfsQWfk+jzJpXp1R1vl6A4DfQ+fVI6yU1TVkH7SAp9G8rkb53gsqBc3cGHJno3L+cCer8zjXcQLydoGlfcG9c34uCMAxg309KnMyWuD/zl4Ox0lU+ougXIkLfW4Bn9uKPFbTLK7l8I5D3mGwVEwQjnWJ3hBnCANL6fyunZGlGWDSGygch8H1GTbo9mv57Lm1JAUaeO6Tn/lq7Pm9DwBOxCcz/NufSa3ui5fFxOsdu3F9myJ+V8uQsm/Vc3D49j+/RkS7a3qAqeZ55cjQvLqibGtRtpVoJQzC89WLiOTnpx8mO8fKntRkEnOy2L3vGGtmbyQrPYfqMZE0aVGbWo2qkZqTy6JVW1m+cx8JJhsZygbeRiw+ZkwOCLRqNKlbHZWbhy3XTliNcNKycti4aheZVisOswFLhh2/41ZaR1bm9QkPY8lvjG4K3HReL0EIcRkpdhAeFHSRzjES50XlHdGXVjHXx2gM5a3Xh7LolxU062gmzGcWaAFoIV+g0sfpD3PGyqBs4ExCpT0Hod+gacV7+yj7ZlT6eDDVQvN/DM14YT0CHtd2nARDcLHLci6VAwIY1qoND7dszb6UZLYcP4KWt52DGfXZt+wAWXtO8szo/tSseWGjAUaNuJWmM1YxNXEXQ5rOJceegzVPw2I0MuDlI/T/oTPZxixQijsDYmkaXfT9lDMblT0NAM23v0c9aJoFfG5AZf+ASn8V/DPAu7e+brQzWw+qHMcKLqZ5owVP1Jc5y9sJuXP05ENF3ddxQh+yDGgBz6IyXgPrHJStz1nn7Clnpn4fVzmVUqicn/Xr+NxY+ARTTdAsepDoOAymUzJou4bga+ZmHqdolpb6CADbavAZoA+nBjS/oeA78KwjAtzMVwE/FmRSLy7bCvQGhWporrJqIZMBcKa/ri+/VQpJztycyfr98hPanY1XZ8j+HmzL9dETGMC6AJX5vl5O7+uK7OHWLM1RuTMKNuT+h/K6Fs3r6mIVUSmbqwECsBSRz+B07iHNx/Ql9nJ+RmV95jq/qbvBJV+TqEq0q1qNGYcb0CliD626nGTBrM206tEMHIdx5p0g7WQOf316lOkf/UzHW9uyc52VoPAA3pg9jrfu/Yipb1ioVr8KD3ygN2IFVrqW9EPrqB4Xz7i+bwCQ520guXEQm2rk4jT7cmeN3QRavPDy61y4N9nSDjC51mY/5PG+LbqOlN5YpPnr0zFA//1SWWCMcgeSmqkq4Kofcwv977xdKEeSOwmcUjmo1OHgOIoW8LT+GXBqQB/0Bmg+qNTH9P9/9eRZp1yo7G/1ANwYgxY88dyf38YYPQh3HEaPNlx5C1Q2Wv6c8TKmcv8GQPPuWWrfDWeiad4oS1O9l9a2yh2Em8wmHr7mal7ZuJzVWhqfT/iN+0cV3ZmhnNl6kjeVAl5d0Ew13fvyHA7u+2gaJ6v5YDYZ+PC2m+lYo2aR1ykrypmKShutN/bat4L3dejTetoXPyDPn6N/vknyLK48D/atF7wOva+PF0189CHt3WrWhm5FN7T2jKuDw+HgvUc+ZcGKLQSF+vPWr09TKSTojA0q6kZF/L7jBEcGYTAaOH7wBDF1ozHInG8hxGmK/e00derUsiyHcFG58/R1jDUDWvBHaMao0r9H3j5UyoOgcvRMyMHv4+VTj+vu7uTKGoyePdpUFUI+B5WDZvBFOTNQyQP0Xqnc/8Cn6PnJHvdynEClPa1/eTsOolQaWrD+0K+Ugpzv9B4Lv6FnbB3Xh1uvAuxg6aQHkUpB9heorKn6cM+gCZ6ZlM+3bqxLASea5WpqBRyjpvN5fShxTHu0duPRNIMeODozQfM7754No9FI977t6GavjPXEZDJsRh5cehuvt/yT4KBUrm6UwPztMdRcksSI34af8Toq4w09kDaE6Vm9T+f3gB5I2rehMl7XA1DvnnrmcccxMASi+T2Msm9G8+mDZq4P3t1RmTtR1nloZwrCs78DnGBuiubTG2XfoK/vnT4Wgt5Fy1+q6BTOjA8g5ycwhEPQm2jmOmBfp8/B1rzAu0+hczTNjDLV1Xu97VvAVB1l34XK+V7v3Qf99ZzK/bC2UZ+T6ziqB/I+txUvAIeCB0XHEZQzDc1QvEbI/KRZ+XNDPV6LpTUq9289w6/7+CV60jO/e9yjDvKXETt9VECRD56uufQYq527d8lUHwxB+u9i3nZ9dEHmRNf5MeA7sOjzvK5F8z2kzyd27AXbWlT2j8UOwsnbAdhdWc2LkSDQ3ROegEp7FmzL3Ls07yIaaoChLVpy758H2ZsZQi3vE3gZZgN3g30t1mwrezb7Ybfp//eLfl0BQM97ryUkMohXZzzDsb0JBEcGYXRN9zD6tMXsbaZO03TSIjTCupuo2c7AwiPBOBMN+CdZubt+Gl4mE5pXt0Ll0Qy+pwVm5xh+m/MzKvMD/d+m6mim2qjcWa7XfH2R71vNGIYy1dPr17YMfFy/P1lT3aMIVNZk8LoW7Gv1QNoQ6QroDXpw7zgO1mUe0xNOpZTNvUpBsRtQjTHAGndyNpX9g77+OwpCJqOVMAhTtjVgCCt2AK8ciQXzwb2LWCGhDGiW1q5e2lVovgWjBO66/hr+OLyHzckn+HzTejqta0ZcCz2AVsoJ1nko6zz9faIyybM7MZhnYIz4AU3zwqkUQyd9zS4fG5pSPN++8wUH4Mq6VJ9agAEt6CWPHAtnPCfrC/1zA8C2AmXTf4cwxkDIZ8X67s1falI7z+kZmrEyylhFf2/b15V4mtD5MhqNPDZxCA2+XkS91rWpHBp89nJqGtG1CvKpVK9fekn5hBCXl8umae6jjz4iNjYWb29v2rRpw6pVRSSwucgpZ4qeUdeZqD+AnrpOb2ndQ9n0nmzX2rioLFTaGH3uKqDsqwH9oQL0LxTNoM850wwBaL536sdlf+nqTTvH/bK/L/jyBv0BPn/N4ewvUJmT9WNyfjpDeZ2otCf1MqY9B/nLCtnX6AE46AFm+ot6YH4BVM5frvs8g0q6AZUyvGAur20Z5P7hKs9I1MmeqOQBqPwevvOkWf/Dy2QiNKgzj3fozwlnd3xMZh5vcZLnwhrxxvgH3XNbC5XXttq15JYRLehV9/+Tx/U1L73Rw1tvMFGZk/VecPe85SFoPn0wBD6rD3EF/aEd9MzqrszbnvddDzm/uM7XpypoAU/oawU701GpI1B5ntmRlX1bwf+x8yQq4xV93qarFxzvXmiGgKLryPXQrvK26UPoU4a65sYC5vqFH86NNfU50MpW8B4xtyiyfs5EMwQV9MieYZ1y5czy+B1QzuSCLO/e1xU+wdxE/ztvr+v/4De9gSrnV1Ta8yjlQOXtQSUPQiXfiTPjnYJrZ05CneyJM2MCSjn0bSpPX1oN0HwKN2AUek2awdXDD1hXoLJ/cJWrGVrwB2dMuqZpZjT/BzAEPIYW4BqSbl+nz7VXuTgzPsCZ9lzRScMAbBtc92lcvEYrQ5jeaILTIwDHEHnGB+/6EZF0rVGbv480xGExUL/5NrLSMlG29diteezaFMTD7w4mpq4+oqRW0+r0uC9/aLxGldqV8Qs85f1higOfMEyhUPMxOy8NWsnQ+kv5stsMxrWpz7+PXUeIf5pezjMMd87/DFX5AeEZKEeinhAx/+fMT/R1p236ZzFeRbyX8u/haghRrqX3lDMTlfNbwQHONLCtdDUuAl7XoGlG/XPdq6vr3IUoRzzKukAfeXAq6/xTgvfWZ30d7jK5km4p+0b99zVzEuAAnPr7uIjPaWVdjDPpdpwnb9aXyrOu0Bs77TtQqSNRyfeicucU6/56fgOlv99KaVWIczLnN/yt9/hM0DSNl/v1weJjJjnOnylT/gJcv7tpT7lXDHA6Mji630lGcgYZJ/eSe/JLHE4nwz//nqXpxwHF/ZXq0e+aC1vuTCk7KvM9/XvNmYjK/Oic35tKKT23AYDPzfp0EGMlwKhPU8kfpXKO+5LnSphoOs+ecABLG/161iUlPlXl7Ufl/qePAiwhs8VMryFdqdG4uj7SpKj3sHLqDStCCFFMl0UQ/uOPPzJq1Cief/551q1bR9OmTenRoweJiYkVXbRiyf9AV1lTC4JjgNwZ+gNa1ueoHH14nbJvwZl8N86Uh1C2dfoHvyNJ77EodF2Hx5eFUkpfosdxCAyhaGE/6oGGMwmVORGlrGBzDb91LflUiM/Neo+WI14fPne21+PMhFz9oUMLehtcw41V9hd6kqCsrwvOyfocZVuNM3kIztSn9EzWADk/npJFWR8aqWxrUTn6dTHVAUz6w7orMFRKobK+wXmyL86k21G5pyVJcZfT6a435UjSl6fSLwrOdMABlpZ6IinQA57cvwvK4ziCShmGyv7uvL58lXK6kwcZfXpxTbVYro4bjr/Fmxph8fR/tBH1W0fjzHhfv4cz2X0fpfIKejF9bjlrb4Y+1/kJfUqBMwmVMV5/D2g+UMQa4poxAvKHeJ86DBn9/afSRgMKvHuiebVz3cMLLWiC3oOssvSGDGdWwXmZ+pBsLC31ZdTy9unldz1MaWeYYwqcMi98m54hlzx9DW/fu9ACni3i9WoF71/bcn3bmd7PZ+NqlFD5c7xPoezbUUm3oJJuLXh/5UzXy2auX2TOBM0Y4cpgrvSH9VMfXu3r9CztGW/gnmef85ve629d6Bp5AOT8Cjk/6u+djDddowi83Y0s55JfDyr7K32evCEELfhdvWzFOd9YyR10quyvUakj9cYV6wJU6iicGW95NkwoB8qqB0+nTxs44z00raABBPQlycJ+QQv9/Ky9/SPatGN1cgMynRbCYqwc2vQ7edmrceQ52LM5mJY9mvH8r08y+sthvPTHGM+g+xTp1lxeXbyIvw+FgsnAM+1WEehtIMTbh2g/jQGtVhEelr8+fbszN+64Agbs6/TPwlMoRyIqd6b+d/Z3QF7BdALbclfg6gRTnbMHkl5dASPY1uhBau4f+neIMdY9b1vZVhX8Hpw6eiF/tIZ1DiplKCrtOVTKg6hTGk3zP2c1nxuKP4okP1i3b3UlbnS65vGbXaNTdurXzv+eyDuozzl3HAPnCVT2V3rDa/pzpzQo5KEy33W/t5Qz1d1wDOiJ4zI/Rtk2FEw/cTUylAtTbf17UeV4LMMHUC8smNGts3m0xVq2VT5CYnwyZH0OtpU4nUb27enEG4824qnbGvHF+DicDifpRz9jyIeTmHtczydxkzOKJ4b0LfLWRTWGK/sWj0YVpeyukWeu7Pb57Js9G7qK4tir5xLQLGj+j2II/RxD2C/6tAaAnOl6I459K870F1Cu70elFCp3LirrG300hbIVfzTMGbjzc9iW6h0KOf+gsqcXbjw6jXIkoFIeQqW/jEq5B5V3AGfGmzhTHkZl/1ooqNbrb5H+THTq9py/USe6Q9Yn+vdx7nw9KLdv0hvlT/bWn2UusENACHFl0NRl8GnRpk0bWrVqxYcffgjoy0HFxMTw6KOP8vTTT5/z/PT0dIKCgkhLSyMw8PyW4DlfKs+V8MjcQM+iDGjBE1CZH3kscwR65mKV+7fnPN784aWarz7n1edmV0/jW/owSGM0mldHvZfOvgMcB/RrBb6I5t0VZduISh2mb/O9A5X9Ixgi0MKmn3nOU/YPriHzXvoDuX2DPs/X+yZU3lY9+7Kphh5s2dbqiVhCpoHzOCrpDsABmi+obFew5yhIslXwYtF8++lf4OShBYxB5e2CnN/0h1VnCuBEC/nClWBoouu0+1DOk/rDxql8bkHz7qY/rNq3gUqDvAOgcsG7lx6Q5vwK5oZoga/pAZUpRu+FUjmopBv1h4j84vnehXIcc2eVxtIazedWfX6mfRNg1F+j5qP/37j+rZyJ+gOx5qsHGtaF+msN/9M9L9OZ9gxYF+tDKR37C/fEmurqPXD2zfoc0rCfirV0lMr+Xn9fuevkZgwBTxR9bO5cfa1uzd/V253ralT5W3/QtFyFFvQGmubteZ7jJCpliP7QZm6C5nev3iOdNgYw6Q0/tmV6JvZ8Xh0wBI0/c7kdx1FJt3ps04LfO2tgrXL/1efB5x8f8oU+/L0ElHWpq9y43ufr9d+nANeojPxREqAnL8tfszxwHJp39yKv6Ux7Xh+9YAjUG3qMldF8B+rz8N2F9dMf6u0b9Xm/jiP66Jj83xlMYK7nmmetoQW9gubVqXivyXEcldQPcLpu9QCa3+CS1Yttgz7n2F1eL/315/eEW9qjBb4A2V+hsr9xvyYt7OdiL3F26ntV83sQze/uYp33zaYNZCWOp2+N7ZAVRFBgDqknrXz65p2M++ns3wVKKebu38s7y5eSkptDVd8UvrhmOr5mCwbNhBb4gmv9+oIGNy3ojTMOy1dKoVIG6w0lppqu35vW+tDl9Ndwr8XuvtY7qNzf9d/9/G0BTxe53r3HfbI+Q2V96XmtgKfBEFLw/gX9cyh8hntOvVIOVFJffTrQqQxhaN49wVTH9Xo1tLBfz74O/WmcSXcWrEmvWdBCv9MbFqzzwKcfmsEflf0ToAFO/X1tikPzvh5lW+5KbugodF0t8Hl9ZEF+A7B3D9AC9aRzpx8b9muZTOc6E5X1+Skjb5qB5oNmaYayLsdpW09SVhbHs3xZu68Ng9quIiczl49fqMHqeXo+gUo1Ihn8wm14qYcIj81h7pHqLDgYQzsiGHz7VWCbr38XGEL0/x9DKCr3L7Bv179jfQeBpY3e0+1q3MUYi+bdTR9tZgjX88AAmv8ocMYXjLbT/MCrk34N6zy9IVVlulaZ2K0/c1jaYgh+2+M1O1NHeDSS60xowW/pDcynNdRrfve6G7XPq45VHupkH1AZnjsMkXodeHcFU2OUa5qbZmkJ5iZ6Tpq8HWe+sFcXNJ+bIe8Ayjq74HlE89O/p82N0by766OwisM1mkwz1wVLJz1vi3UxaGb9/Wquo4+UUVZQWWhnmgpUxiry2VcIcRkE4TabDV9fX3755Rduuukm9/bBgweTmprKH3/8Uegcq9WK1VrQwpmenk5MTEyFfBA5M9519aC5ePfCEPg/lG01KvVM6wmbwVy3INnRqYyV9Yf70x7wChjQ/B9B8+1/ljL0wRA4pohzdUrZ9SWfijkUWwsaj+bVwXWvd/RAOn9f8HugeaNSHnIVLxC0AM/MyJb2equ7SkEl3a4HzgDmRhhCPtYfdjPf9bgu4AoAs/WGhWLSA5rOhbY708cX9AqbaqKFfA6Y9CHqGe8D5x6af0Y+fTG4s3KDsq5EpZ0SHGv+eoOAfXvh8vqPOOO87dMpZxoq6WZ3Y4IW+pVHAiCPY5UdldxfnzN6OnNztOA3z5iQR9m36EmfTh+d4XMjhoDR+rVThrjX49ZCvzxrtn2PYAb0BFGh3551mSzlOIlKukn/wRCMFvZniZfVUsqJSh7kbrgqxFhJD5JdjWcAePdBCxh9lgasX1GZE9w/awFjwPsGVPpzriGfGlrQW/o678n34Q74DBFoYd+hUh71eJjUAp5F8+ldotflTH+jYIRK+D/ntfa3M3W0uwfN3aBnXarnBChiVI7mP9Jjruy5KGVDJd8DjmNooV8Xe1ix3eFg+E/v8XzrrzEphZdDY/3iANJtz3HjI4VHfeQ7npnJW8sWs+SwHqTEBoXwzDWdaOL3Gyp3pv4aLc1wZrxfEPAZwvUe+rMk/lLZv+hB0TlovneB34P6MnD5DRzGavrv6DkSiyll1xuF8nMkmFvon6sqB3WyN+5g1ucWDAGjPM51vx7ND81/uN64evp3h9e1GIJeOudr8ChT5mTX2vOg+Q3R14a3LtLn+BfFFIcW/I47wZ3K+cM1bxkw1dWTA+ZPnygOS2sMwe+e+7hSpJyZqOQ7PKdfuRnJyskiK0/vsTU5FIt+jeDHD2tSrV40bW9oSY/7r2XO0YMs3Polo5v9h4bCz2jGz9e7iOtdAGNltNDvAIfrd6x4w7O1gGfQTssDo+xbUCkPA2d7jDQATr1RIuzHYi2JdzYq86Pzm6qn+aMFjDilcVYDS3tXMs3TG3xMeq99/qoa+ds4S4+7Vyd93npJ3qeg10v4zOKPNClFEoQLUbEu+SD82LFjVKlShWXLltGuXUHm3dGjR7Nw4UJWriw8H++FF17gxRdfLLS9QnrCnZmQ+6e+7Ia5CfjeXdBTkf0typGorwmb/bU+3FoLQAt+R0+ylLdV/8K3tIDcf1GZH7t6ytADxYDR+pBp2zq9R8BUTx8qe9qXoFI5+txU21p9maiQSef8olTOFFTWV+BM1oeIOQ7ow3INQWg+t+lzjvN2gKWD/gDrCkqUsunZmK1L9cYAV4+hsq3Wg2tLG73nNPNDvWfNcpWeEMg1X1hZF+sPcpoZLWSqOwN1fnZhffiiE83vfvfQNWVdjsr6VP9CNdXRe64Mofpapc4UvbfHmQLeN7gCqMLBmnJm60OF7Wv1RoVThn+rvEOorCl6j4ExFs2rDeCl/1+oHFevQo7+b81fn+PsOKg/pFra671dpyTc0uedP+7uYcjv9VWOJCAXcv5E2VbovSE+d5QouFS2NSjrYjRT7XPOI1Z5R/Sh6yrdPTRbMzUA7+7nTAKm8o7oQ55tq/QeY6+OesDoep3Kma0HDYaQYg0VV7a1qNQRehmCJ+prWZ/rHPsWsK0DS/OC+e4lpGzr9d4tzQfN+zr9feRqINJCJoGpsT6U3L5JH6FgaXfWec/Kmak3YOXt1kddBE92J/vDsRcwuue4q5zp+hQJQyha4PNolqv0IZBZn0PeATS/we55xyV6Tc5MVOY7aOZWJQ7g3ddQOXojnBao9/bkb7cuQ6X9D7DrPa/+I/T3jjGmxEkMlTMDnGmujODFtyvhON8vGc2DzTeSmWni7SENeO77N6gaV7nQsTaHgx+3buaL9WvJybNjMhi4p2kLBjVtjsVY+KFYOTP1BhMMeg/9Ka+96NeQ6UpMedI1jee4PqrBqwNa4Mv657fKRDPFFpxj26iPgvJqi5afpO4clLLr2dSdifoKCPlJ/jI/LVg9IfQbj/u4z3McBENlNIOfvtqEbSXKtkRP2Gauhxb0bomTXiplc42MUGC52vUet6GS7y3ojQ14Qn9vODP034VTst4r5dQbVlUOmv9IvTE15SHXFIogtMCXQPPSe9OdyWjePcCrq/55ZQhA83ukVBJ1lpTKO6K/bs0IzjSUfR0YIvVRZsqXNcvupFrVFP7dX4PP/2zC4C4dad2+IbuSTvL7ju3sTdGXkLsxNpsRTY/gY8xxDeP2RzM11KcQ5O3Te2uVVf/s9LoOrHP14E9l6d/hAc+AIUz/HlG54NXF9X1kQ/O93f39pY+Q2w3Y9OktzhQ9t4epHpohSP+cts5B8+kHvncV+TusbBtROb+6ynKt3njrGl2h+d4Jfg/piSC1gMJLUJ5PHSs7KuNVsK1HC3oFjDX0+ea2tfpzEk79/WRpoy8RmLcPTLXRAp9zJTz8F2XfjmZpheZ1jT6yJ+tTfZi+KVb/rvDuo/++2teBbb3+PONa41wL/dqV8PMIeN8IeXtBZep1jAa5v6Fy5+v/dsa7rlsbzX+Y6zMgSc9pY9+qP8eYGup1W4KcJaVFgnAhKtYVGYRfTD3hxaWUU8/4aqp1xmGByplWMNTZ0q5Ea3EqlacHfeaGF7T0R3lQeQfRg5XSyTqqP+wfL9ba50qp886IXvhaeWfs5VLKrve8GyKLn4X6IqR/vFgLDVs/r2vlzgUMnmtclzOlcvXka4ZAtPws7CW9hjNTD5i8rjln1nWVdwSM4aVSf+VFORL1oZeWVqXy0H0+nn9lGnsrreNgRhB58T58PWYotcMKlnDLsFr5d88uvt+yifhMfWhr48gonunQiZohZbe2tZ6gaq/e81tOPV96QECJf2/0+bCmUi2ncmbpQ6WNld35JEp0rm0xmFuW6jKX5SnhQAJvffM1c7yNWAK8MZo8G1D9LRYeaN6SW+o3xFxEI9DZKGV3NfZUOqXR2wEYivWdpZzZgOOMCTKLXQ7rElT2NDRLW49OhdJW1HexcqbpwbKh8il1YD+vdck9rpu3D5X5IZpXJzSfoufmF13GPL2BwBR3wWUoCxKEC1GxLvkg/HyGo59OPoiEEOLykXj4JA898A67OgRjCfHF4m2mVkgYlf39OZGdxe6kJJyuIbShPr4Ma9mGXnF1MJRSA5sQZ3MwNZWft21h4/F4su12KvsH0C6mGjfE1SXI+9JpcBOXNnn2FaJiXfJBOOiJ2Vq3bs3EiXpyLqfTSbVq1Rg+fPhFn5hNCCFE6VNKcSwjg49Wr2D+gf2o0+atVg8K5vaGjbk+rg7epouvl0oIIcqSPPsKUbHOnvHlEjFq1CgGDx5My5Ytad26Ne+99x5ZWVnce++9FV00IYQQFUDTNKoEBvJa1+6k5OSw6XgCKbm5BHhZaBwZRaTfxT3tRgghhBCXr8siCL/jjjs4ceIE48aNIyEhgWbNmjFz5kyiospveRIhhBAXpxAfHzrF1qjoYgghhBBCAJfJcPQLJUNyhBBCCCHElUKefYWoWCVbOFcIIYQQQgghhBDn7bIYjn6h8gcDpKenV3BJhBBCCCGEKFv5z7wyIFaIiiFBOJCRoa8TGxMTU8ElEUIIIYQQonxkZGQQFBRU0cUQ4oojc8LRlzQ7duwYAQEBaBWwTmx6ejoxMTEcPnxY5uWUA6nv8iX1Xb6kvsuX1Hf5kvouX1Lf5as861spRUZGBtHR0RgMMjtViPImPeGAwWCgatWqFV0MAgMD5UuuHEl9ly+p7/Il9V2+pL7Ll9R3+ZL6Ll/lVd/SAy5ExZGmLyGEEEIIIYQQopxIEC6EEEIIIYQQQpQTCcIvAl5eXjz//PN4eXlVdFGuCFLf5Uvqu3xJfZcvqe/yJfVdvqS+y5fUtxBXDknMJoQQQgghhBBClBPpCRdCCCGEEEIIIcqJBOFCCCGEEEIIIUQ5kSBcCCGEEEIIIYQoJxKECyGEEEIIIYQQ5USCcCGEEEIIIYQQopxIEF4Oxo8fj6ZpjBw50r0tNzeXYcOGERYWhr+/P7feeivHjx/3OO/QoUNcf/31+Pr6EhkZyVNPPUVeXl45l/7ScPToUe666y7CwsLw8fGhcePGrFmzxr1fKcW4ceOoXLkyPj4+dOvWjd27d3tcIzk5mYEDBxIYGEhwcDBDhgwhMzOzvF/KRc/hcDB27Fhq1KiBj48PtWrV4uWXX+bUhRakvi/MokWL6NOnD9HR0Wiaxu+//+6xv7Tqd9OmTVxzzTV4e3sTExPDm2++WdYv7aJ0tvq22+2MGTOGxo0b4+fnR3R0NIMGDeLYsWMe15D6Lr5zvb9P9dBDD6FpGu+9957Hdqnv4ilOXW/fvp0bb7yRoKAg/Pz8aNWqFYcOHXLvl+eV4jtXfWdmZjJ8+HCqVq2Kj48PDRo04OOPP/Y4RupbiCuDBOFlbPXq1XzyySc0adLEY/vjjz/OX3/9xc8//8zChQs5duwYt9xyi3u/w+Hg+uuvx2azsWzZMqZNm8aXX37JuHHjyvslXPRSUlK4+uqrMZvN/Pvvv2zbto133nmHkJAQ9zFvvvkmH3zwAR9//DErV67Ez8+PHj16kJub6z5m4MCBbN26ldmzZzNjxgwWLVrE0KFDK+IlXdTeeOMNJk+ezIcffsj27dt54403ePPNN5k4caL7GKnvC5OVlUXTpk356KOPitxfGvWbnp5O9+7dqV69OmvXruWtt97ihRdeYMqUKWX++i42Z6vv7Oxs1q1bx9ixY1m3bh3Tp09n586d3HjjjR7HSX0X37ne3/l+++03VqxYQXR0dKF9Ut/Fc6663rt3Lx06dKBevXosWLCATZs2MXbsWLy9vd3HyPNK8Z2rvkeNGsXMmTP55ptv2L59OyNHjmT48OH8+eef7mOkvoW4QihRZjIyMlRcXJyaPXu26tSpkxoxYoRSSqnU1FRlNpvVzz//7D52+/btClDLly9XSin1zz//KIPBoBISEtzHTJ48WQUGBiqr1Vqur+NiN2bMGNWhQ4cz7nc6napSpUrqrbfecm9LTU1VXl5e6vvvv1dKKbVt2zYFqNWrV7uP+ffff5Wmaero0aNlV/hL0PXXX6/uu+8+j2233HKLGjhwoFJK6ru0Aeq3335z/1xa9Ttp0iQVEhLi8XkyZswYVbdu3TJ+RRe30+u7KKtWrVKAOnjwoFJK6vtCnKm+jxw5oqpUqaK2bNmiqlevriZMmODeJ/V9foqq6zvuuEPdddddZzxHnlfOX1H13bBhQ/XSSy95bGvRooX63//+p5SS+hbiSiI94WVo2LBhXH/99XTr1s1j+9q1a7Hb7R7b69WrR7Vq1Vi+fDkAy5cvp3HjxkRFRbmP6dGjB+np6WzdurV8XsAl4s8//6Rly5b069ePyMhImjdvzqeffurev3//fhISEjzqOygoiDZt2njUd3BwMC1btnQf061bNwwGAytXriy/F3MJaN++PXPnzmXXrl0AbNy4kSVLltCrVy9A6ruslVb9Ll++nI4dO2KxWNzH9OjRg507d5KSklJOr+bSlJaWhqZpBAcHA1Lfpc3pdHL33Xfz1FNP0bBhw0L7pb5Lh9Pp5O+//6ZOnTr06NGDyMhI2rRp4zGEWp5XSlf79u35888/OXr0KEop5s+fz65du+jevTsg9S3ElUSC8DLyww8/sG7dOl5//fVC+xISErBYLO4HuHxRUVEkJCS4jzn1AzZ/f/4+UWDfvn1MnjyZuLg4/vvvPx5++GEee+wxpk2bBhTUV1H1eWp9R0ZGeuw3mUyEhoZKfZ/m6aefpn///tSrVw+z2Uzz5s0ZOXIkAwcOBKS+y1pp1a98xpyf3NxcxowZw4ABAwgMDASkvkvbG2+8gclk4rHHHityv9R36UhMTCQzM5Px48fTs2dPZs2axc0338wtt9zCwoULAXleKW0TJ06kQYMGVK1aFYvFQs+ePfnoo4/o2LEjIPUtxJXEVNEFuBwdPnyYESNGMHv2bI95VaJsOJ1OWrZsyWuvvQZA8+bN2bJlCx9//DGDBw+u4NJdfn766Se+/fZbvvvuOxo2bMiGDRsYOXIk0dHRUt/isma327n99ttRSjF58uSKLs5lae3atbz//vusW7cOTdMqujiXNafTCUDfvn15/PHHAWjWrBnLli3j448/plOnThVZvMvSxIkTWbFiBX/++SfVq1dn0aJFDBs2jOjo6EKjJoUQlzfpCS8Da9euJTExkRYtWmAymTCZTCxcuJAPPvgAk8lEVFQUNpuN1NRUj/OOHz9OpUqVAKhUqVKhbJj5P+cfI3SVK1emQYMGHtvq16/vzu6aX19F1eep9Z2YmOixPy8vj+TkZKnv0zz11FPu3vDGjRtz99138/jjj7tHfUh9l63Sql/5jCmZ/AD84MGDzJ49290LDlLfpWnx4sUkJiZSrVo19/fnwYMHeeKJJ4iNjQWkvktLeHg4JpPpnN+f8rxSOnJycnj22Wd599136dOnD02aNGH48OHccccdvP3224DUtxBXEgnCy0DXrl3ZvHkzGzZscP9p2bIlAwcOdP/bbDYzd+5c9zk7d+7k0KFDtGvXDoB27dqxefNmjweN/Ae/078wr3RXX301O3fu9Ni2a9cuqlevDkCNGjWoVKmSR32np6ezcuVKj/pOTU1l7dq17mPmzZuH0+mkTZs25fAqLh3Z2dkYDJ4fHUaj0d2rIvVdtkqrftu1a8eiRYuw2+3uY2bPnk3dunU9VhYQBQH47t27mTNnDmFhYR77pb5Lz913382mTZs8vj+jo6N56qmn+O+//wCp79JisVho1arVWb8/r7rqKnleKSV2ux273X7W70+pbyGuIBWdGe5KcWp2dKWUeuihh1S1atXUvHnz1Jo1a1S7du1Uu3bt3Pvz8vJUo0aNVPfu3dWGDRvUzJkzVUREhHrmmWcqoPQXt1WrVimTyaReffVVtXv3bvXtt98qX19f9c0337iPGT9+vAoODlZ//PGH2rRpk+rbt6+qUaOGysnJcR/Ts2dP1bx5c7Vy5Uq1ZMkSFRcXpwYMGFARL+miNnjwYFWlShU1Y8YMtX//fjV9+nQVHh6uRo8e7T5G6vvCZGRkqPXr16v169crQL377rtq/fr17mzcpVG/qampKioqSt19991qy5Yt6ocfflC+vr7qk08+KffXW9HOVt82m03deOONqmrVqmrDhg0qPj7e/efUTMRS38V3rvf36U7Pjq6U1Hdxnauup0+frsxms5oyZYravXu3mjhxojIajWrx4sXua8jzSvGdq747deqkGjZsqObPn6/27dunpk6dqry9vdWkSZPc15D6FuLKIEF4OTk9CM/JyVGPPPKICgkJUb6+vurmm29W8fHxHuccOHBA9erVS/n4+Kjw8HD1xBNPKLvdXs4lvzT89ddfqlGjRsrLy0vVq1dPTZkyxWO/0+lUY8eOVVFRUcrLy0t17dpV7dy50+OYpKQkNWDAAOXv768CAwPVvffeqzIyMsrzZVwS0tPT1YgRI1S1atWUt7e3qlmzpvrf//7nEZBIfV+Y+fPnK6DQn8GDByulSq9+N27cqDp06KC8vLxUlSpV1Pjx48vrJV5Uzlbf+/fvL3IfoObPn+++htR38Z3r/X26ooJwqe/iKU5df/7556p27drK29tbNW3aVP3+++8e15DnleI7V33Hx8ere+65R0VHRytvb29Vt25d9c477yin0+m+htS3EFcGTSmlyravXQghhBBCCCGEECBzwoUQQgghhBBCiHIjQbgQQgghhBBCCFFOJAgXQgghhBBCCCHKiQThQgghhBBCCCFEOZEgXAghhBBCCCGEKCcShAshhBBCCCGEEOVEgnAhhBBCCCGEEKKcSBAuhBBCCCGEEEKUEwnChRBCCCGEEEKIciJBuBBCCCGEEEIIUU4kCBdCCCGEEEIIIcqJBOFCCCGEEEIIIUQ5kSBcCCGEEEIIIYQoJxKECyGEEEIIIYQQ5USCcCGEEEIIIYQQopxIEC6EEEIIIYQQQpQTCcKFEEIIIYQQQohyIkG4EEJchr788ks0TePAgQMVXRQhhBBCCHEKCcKFEEJccn788Ufuuusu4uLi0DSNzp07n/FYq9XKmDFjiI6OxsfHhzZt2jB79uwij122bBkdOnTA19eXSpUq8dhjj5GZmVlGr0IIIYQQVyIJwoUQQlxyJk+ezB9//EFMTAwhISFnPfaee+7h3XffZeDAgbz//vsYjUZ69+7NkiVLPI7bsGEDXbt2JTs7m3fffZf777+fKVOm0K9fv7J8KUIIIYS4wpgqugBCCCFESX399ddUqVIFg8FAo0aNznjcqlWr+OGHH3jrrbd48sknARg0aBCNGjVi9OjRLFu2zH3ss88+S0hICAsWLCAwMBCA2NhYHnjgAWbNmkX37t3L9kUJIYQQ4oogPeFCCHGF+OOPP7j++uuJjo7Gy8uLWrVq8fLLL+NwODyO69y5M40aNWLTpk106tQJX19fateuzS+//ALAwoULadOmDT4+PtStW5c5c+aU+2uJiYnBYDj3V9gvv/yC0Whk6NCh7m3e3t4MGTKE5cuXc/jwYQDS09OZPXs2d911lzsABz1g9/f356effir9FyGEEEKIK5IE4UIIcYX48ssv8ff3Z9SoUbz//vtcddVVjBs3jqeffrrQsSkpKdxwww20adOGN998Ey8vL/r378+PP/5I//796d27N+PHjycrK4vbbruNjIyMc97/5MmTxfpjtVpL7TWvX7+eOnXqeATWAK1btwb0IegAmzdvJi8vj5YtW3ocZ7FYaNasGevXry+1MgkhhBDiyibD0YUQ4grx3Xff4ePj4/75oYce4qGHHmLSpEm88soreHl5ufcdO3aM7777jgEDBgBw3XXXUa9ePe68806WLVtGmzZtAKhfvz49evTg119/5Z577jnr/SMiIopVzqlTp57zWsUVHx9P5cqVC23P33bs2DH3caduP/3YxYsXl0p5hBBCCCEkCBdCiCvEqQF4RkYGVquVa665hk8++YQdO3bQtGlT935/f3/69+/v/rlu3boEBwdTpUoVdwAOuP+9b9++c97/TBnJT9ewYcNiHVccOTk5Ho0L+by9vd37T/37TMfm7xdCCCGEuFAShAshxBVi69atPPfcc8ybN4/09HSPfWlpaR4/V61aFU3TPLYFBQURExNTaBvow9fPpVu3budT7Avi4+NT5PD23Nxc9/5T/z7Tsac2YAghhBBCXAgJwoUQ4gqQmppKp06dCAwM5KWXXqJWrVp4e3uzbt06xowZg9Pp9DjeaDQWeZ0zbVdKnbMMCQkJxSprUFBQqQW9lStX5ujRo4W25w8/j46Odh936vbTj80/TgghhBDiQkkQLoQQV4AFCxaQlJTE9OnT6dixo3v7/v37y60MRc23Lkppzglv1qwZ8+fPJz093SM528qVK937ARo1aoTJZGLNmjXcfvvt7uNsNhsbNmzw2CaEEEIIcSEkCBdCiCtAfg/2qT3WNpuNSZMmlVsZKmJO+G233cbbb7/NlClT3OuEW61Wpk6dSps2bdzD64OCgujWrRvffPMNY8eOJSAgANDXI8/MzKRfv36lViYhhBBCXNkkCBdCiCtA+/btCQkJYfDgwTz22GNomsbXX39drGHkpaU054QvWrSIRYsWAXDixAmysrJ45ZVXAOjYsaO7t79Nmzb069ePZ555hsTERGrXrs20adM4cOAAn3/+ucc1X331Vdq3b0+nTp0YOnQoR44c4Z133qF79+707Nmz1MouhBBCiCubBOFCCHEFCAsLY8aMGTzxxBM899xzhISEcNddd9G1a1d69OhR0cUrsXnz5vHiiy96bBs7diwAzz//vMeQ+6+++oqxY8fy9ddfk5KSQpMmTZgxY4bHMQAtWrRgzpw5jBkzhscff5yAgACGDBnC66+/XvYvSAghhBBXDE2VZzeIEEIIIYQQQghxBTNUdAGEEEIIIYQQQogrhQThQgghhBBCCCFEOZEgXAghhBBCCCGEKCcShAshhBBCCCGEEOVEgnAhhBBCCCGEEKKcyBJlgNPp5NixYwQEBKBpWkUXRwghhBBCiDKjlCIjI4Po6GgMBumTE6K8SRAOHDt2jJiYmIouhhBCCCGEEOXm8OHDVK1ataKLIcQVR4JwICAgANA/iAIDAyu4NEIIIYQQQpSd9PR0YmJi3M/AQojyJUE4uIegBwYGShAuhBBCCCGuCDINU4iKIZNAhBBCCCGEEEKIciJBuBBCCCGEEEIIUU4kCBdCCCHEFclmtfPD+N/YtmJXRRdFCCHEFUSCcCGEEEJckRb+uIzfJv7Li7e+zer/NlR0cYQQQlwhJAgXQgghxBVp/bzN7n9/8ex32HJtFVgaIYQQVwoJwoUQQghxxbHb7GxdusP9c3JCKvO+W1KBJRJCCHGlkCBcCCGEEFecPesPkJttIzgikEHP9wNgzawNFVsoIYQQVwQJwoUQQghxxUnYnwhAtQZVadKpAQA7V+8lz55XkcUSQghxBZAgXAghhBBXnBOHTwIQGRNO1TrRBIb6Y8u1s3fjwQoumRBCiMudBOFCCCGEuOIkHtKD8IiYMDRNo37bOgBsl+XKhBBClDEJwoUQQghxxTlxJAmAyGrhAMQ2igHg6O74CiuTEEKIK4ME4UIIIYS44uT3hEfG6EF45ZpRAMTvO15hZRJCCHFlqNAgfNGiRfTp04fo6Gg0TeP333/32H/PPfegaZrHn549e3ock5yczMCBAwkMDCQ4OJghQ4aQmZlZjq9CCCGEEJcSu81OyvFUQB+ODhBduxIAx/YkoJSqqKIJIYS4AlRoEJ6VlUXTpk356KOPznhMz549iY+Pd//5/vvvPfYPHDiQrVu3Mnv2bGbMmMGiRYsYOnRoWRddCCGEEJeok0eTUQq8fMwE+G9C2bdQOTYCgKz0HDKSpTFfCCFE2TFV5M179epFr169znqMl5cXlSpVKnLf9u3bmTlzJqtXr6Zly5YATJw4kd69e/P2228THR1d5HlWqxWr1er+OT09/TxfgRBCCCEuNfF79SHn19yYB+lPowCTT1/Cq4Ry8mgy8fuOExgWULGFFEIIcdkqcU+41Wpl0aJFfP3113zyySdMnz6d/fv3l0XZAFiwYAGRkZHUrVuXhx9+mKSkJPe+5cuXExwc7A7AAbp164bBYGDlypVnvObrr79OUFCQ+09MTEyZlV8IIYQQF5f85GtN22cVbMz5g443Zuv79yRURLGEEEJcIYrdE7506VLef/99/vrrL+x2O0FBQfj4+JCcnIzVaqVmzZoMHTqUhx56iICA0mk97tmzJ7fccgs1atRg7969PPvss/Tq1Yvly5djNBpJSEggMjLS8wWZTISGhpKQcOYv0GeeeYZRo0a5f05PT5dAXAghhLhC5AfZ1eNcDfvG6uA4SOsuR5k+OYz9mw7CgA4VWEIhhBCXs2IF4TfeeCPr1q3jzjvvZNasWbRs2RIfHx/3/n379rF48WK+//573n33Xb766iuuu+66Cy5c//793f9u3LgxTZo0oVatWixYsICuXbue93W9vLzw8vK64PIJIYQQ4tJzdE88/kF2gkKSAAta4NOolIepVDUeL58g9mwouxF+QgghRLGC8Ouvv55ff/0Vs9lc5P6aNWtSs2ZNBg8ezLZt24iPL5s1NmvWrEl4eDh79uyha9euVKpUicTERI9j8vLySE5OPuM8ciGEEEJcuZRSHN2dQPW4TAwmIxirgakRGKtgthymXvM0tqw6gs1qx+JV9HOPEEIIcSGKNSf8wQcfPGMAfroGDRpcUC/12Rw5coSkpCQqV64MQLt27UhNTWXt2rXuY+bNm4fT6aRNmzZlUgYhhBBCXLpST6STlZZNWJQVo9EAxqpomgaW1hiMGg1bWXHkOTmw5VBFF1UIIcRlqkKXKMvMzGTDhg1s2LABgP3797NhwwYOHTpEZmYmTz31FCtWrODAgQPMnTuXvn37Urt2bXr06AFA/fr16dmzJw888ACrVq1i6dKlDB8+nP79+58xM7oQQgghrly71+4DILa+lx58G/WRc5qpFqBRu4kGwJr/NlZUEYUQQlzmSi0IHzx4MNdee22JzlmzZg3NmzenefPmAIwaNYrmzZszbtw4jEYjmzZt4sYbb6ROnToMGTKEq666isWLF3vM5/7222+pV68eXbt2pXfv3nTo0IEpU6aU1ssSQgghxGVkx8rdAMTWtwCgGaP0HcYaAMTE2QFY8ttKnE5n+RdQCCHEZa/U1gmvUqUKBkPJYvrOnTujlDrj/v/++++c1wgNDeW7774r0X2FEEIIcWXasUoPwqOquQJsgysIN+lBuJ9/BqGRZpKOpbBn/X7qXFWrIoophBDiMlZqPeGvvfYaU6dOLa3LCSGEEEKUqpysXA5sOQxAUEiOvjF/OLohEAyhaJpGqx6hABzceqRCyimEEOLyVqFzwoUQQgghysuedftxOJxExIRgMibrG/N7wsHdGx7nmhd+eOfR8i6iEEKIK0CJh6Pfd999Z93/xRdfnHdhhBBCCCHKyo5VewBo3rkS4ASMYAh179dMdVG2tVSvkwLAkV3HKqCUQgghLnclDsJTUlI8frbb7WzZsoXU1NQSJ2YTQgghhCgv+fPBG7UP0jcYI9E0Y8EB5qbAd4RHHgYiObxTgnAhhBClr8RB+G+//VZom9Pp5OGHH6ZWLUleIoQQQoiLj1KKPev3A1CzoevxxxjjeZC5KQBeXicIDAkmPSmT9KQMAsMCyrOoQgghLnOlMifcYDAwatQoJkyYUBqXE0IIIYQoVakn0snNsmIwaISEp+sbjVU9jtEM/mCqjaZptO+lL1UWv+94eRdVCCHEZa7Ulijbu3cveXl5pXU5IYQQQohSk3jwBABh0SEY0IeZa6f3hAOa93WozD106XuY/76vS+LhJOq2ql2uZRXicuZwOLDb7RVdDCFKldlsxmg0nvtAlxIH4aNGjfL4WSlFfHw8f//9N4MHDy7p5YQQQgghylzCAT0Ij4qNBMcGfeNpPeEAePeFrK8IizpBzYYZnDh0svwKKcRlTClFQkICqampFV0UIcpEcHAwlSpVQtO0cx5b4iB8/fr1Hj8bDAYiIiJ45513zpk5XQghhBCiIuT3hEfGhIHDtf53UT3hBn+UpQUG42yqx2WSeFiCcCFKQ34AHhkZia+vb7ECFSEuBUopsrOzSUxMBKBy5crnPKfEQfj8+fNLXjIhhBBCiAqUcEB/OKpe3wzKBhjBWKnIYzVTbQzGuVStmcW6lUnlWEohLk8Oh8MdgIeFhVV0cYQodT4+PgAkJiYSGRl5zqHppZKYTQghhBDiYpboGlZePS5D32CqhaadoS/CFIfRaKBqzWxOSE+4EBcsfw64r69vBZdEiLKT//4uTs6DUgvCn332WRmOLoQQQoiL0okjeo92RGVXUG2uf+aDTXEYjAYqVc8mJeEkDoejHEooxOVPhqCLy1lJ3t+lFoQfPXqUAwcOlNblhBBCCCFKhdPpJD1J7wH39z8IgGY6SxBuqIRmCsBkUoRXziLpaHJ5FFMIIcQVotSC8GnTpjFv3rzSupwQQgghRKnISsvGkedEMyjMxn36xrP0hGuahmaMwWgyEhGdy5HdCeVUUiHE5eTAgQNomsaGDRuKfc6XX35JcHBwhZdDlC2ZEy6EEEKIy1raiXQAatR3opELmjcYY89+krEKBqOBiOhcju6OL/tCCiEuSocPH+a+++4jOjoai8VC9erVGTFiBElJ507aGBMTQ3x8PI0aNSr2/e644w527dp1IUW+JHXu3JmRI0dWdDHKTYmzowNkZWWxcOFCDh06hM1m89j32GOPlUrBhBBCCCFKQ6orCK/XPE/fYKqLpp09c61mrILRZCS8sgThQlyp9u3bR7t27ahTpw7ff/89NWrUYOvWrTz11FP8+++/rFixgtDQ0CLPtdlsWCwWKlUqehWGM/Hx8XFn2haelFI4HA5MpvMKYS8qJe4JX79+PbVr12bAgAEMHz6cV155hZEjR/Lss8/y3nvvlUERhRBCCCHOX/pJfT54jQbZAGjmBuc+yVgFo8lAZHQuR/dIEC7ElWjYsGFYLBZmzZpFp06dqFatGr169WLOnDkcPXqU//3vf+5jY2Njefnllxk0aBCBgYEMHTq0yGHgf/75J3FxcXh7e9OlSxemTZuGpmmkpqYChYejv/DCCzRr1oyvv/6a2NhYgoKC6N+/PxkZGe5jZs6cSYcOHQgODiYsLIwbbriBvXv3lui1Tpo0yV2uqKgobrvtNve+zp07M3z4cIYPH05QUBDh4eGMHTsWpZT7GKvVypNPPkmVKlXw8/OjTZs2LFiwwOMeS5cupXPnzvj6+hISEkKPHj1ISUnhnnvuYeHChbz//vv6dCBN48CBAyxYsABN0/j333+56qqr8PLyYsmSJdxzzz3cdNNNHtceOXIknTt39ijzo48+ysiRIwkJCSEqKopPP/2UrKws7r33XgICAqhduzb//vtvieqptJQ4CH/88cfp06cPKSkp+Pj4sGLFCg4ePMhVV13F22+/XRZlFEIIIYQ4b/k94VVrpukbTPXOfZKxakFP+K54j4dNIcSFU0qRm20t9z/F/V1OTk7mv//+45FHHinUM12pUiUGDhzIjz/+6HG9t99+m6ZNm7J+/XrGjh1b6Jr79+/ntttu46abbmLjxo08+OCDHoH8mezdu5fff/+dGTNmMGPGDBYuXMj48ePd+7Oyshg1ahRr1qxh7ty5GAwGbr75ZpxOZ7Fe65o1a3jsscd46aWX2LlzJzNnzqRjx44ex0ybNg2TycSqVat4//33effdd/nss8/c+4cPH87y5cv54Ycf2LRpE/369aNnz57s3r0bgA0bNtC1a1caNGjA8uXLWbJkCX369MHhcPD+++/Trl07HnjgAeLj44mPjycmJsZ97aeffprx48ezfft2mjRpUqzXlF/m8PBwVq1axaOPPsrDDz9Mv379aN++PevWraN79+7cfffdZGdnF/uapaXEffkbNmzgk08+wWAwYDQasVqt1KxZkzfffJPBgwdzyy23lEU5hRBCCCHOS/rJdDRNER6VAniBqe65T3LNCQ+NsJGbnUVGciaBYQFlXlYhrhTWHBuD4x4t9/tO2z0Rb1+vcx63e/dulFLUr190Esf69euTkpLCiRMniIyMBODaa6/liSeecB9z+spRn3zyCXXr1uWtt94CoG7dumzZsoVXX331rGVxOp18+eWXBATon0F33303c+fOdZ936623ehz/xRdfEBERwbZt24o1H/3QoUP4+flxww03EBAQQPXq1WnevLnHMTExMUyYMAFN06hbty6bN29mwoQJPPDAAxw6dIipU6dy6NAhoqOjAXjyySeZOXMmU6dO5bXXXuPNN9+kZcuWTJo0yX3Nhg0buv9tsVjw9fUtcvj+Sy+9xHXXXXfO13G6pk2b8txzzwHwzDPPMH78eMLDw3nggQcAGDduHJMnT2bTpk20bdu2xNe/ECXuCTebzRgM+mmRkZEcOnQIgKCgIA4fPly6pRNCCCGEuECpJ9IJDLFjNCnAAMZizNE0hKEZfDCZNSIq55JwILHMyymEuPiUZBRMy5Ytz7p/586dtGrVymNb69atz3nd2NhYdwAOULlyZRITCz6Tdu/ezYABA6hZsyaBgYHExsYCuOO0c7nuuuuoXr06NWvW5O677+bbb78t1Dvctm1bj3Ww27Vrx+7du3E4HGzevBmHw0GdOnXw9/d3/1m4cKF7WHx+T/j5OFe9nsmpveZGo5GwsDAaN27s3hYVFQXgUZflpcQ94c2bN2f16tXExcXRqVMnxo0bx8mTJ/n6669LlPlPCCGEEKI8pCdlEFYpF4NRA2Mkmnbuxx9N01CmGhhMJ6lSI5v4fYnUuapWOZT2yqKUwpZrw8vn3D2T4vLi5WNh2u6JFXLf4qhduzaaprF9+3ZuvvnmQvu3b99OSEgIERER7m1+fn6lVs5Tmc1mj581TfMYat6nTx+qV6/Op59+SnR0NE6nk0aNGhVKoH0mAQEBrFu3jgULFjBr1izGjRvHCy+8wOrVq4u1XFpmZiZGo5G1a9diNHomvfT39we4oGRzp9erwWAo1Dhit9sLnVdUvZ26Lb9RobjD9ktTiXvCX3vtNSpXrgzAq6++SkhICA8//DAnTpxgypQppV5AIYQQJWPNsbJ12U6ZwyqES+qJdMKirGgGAxgqF/9EYy0MRgPRsdkcl57wMvHxqGnc3/BxFv2yvKKLIsqZpml4+3qV+59Te3PPJiwsjOuuu45JkyaRk5PjsS8hIYFvv/2WO+64o9jXA334+Zo1azy2rV69utjnFyUpKYmdO3fy3HPP0bVrV/cw+ZIymUx069aNN998k02bNnHgwAHmzZvn3r9y5UqP41esWEFcXBxGo5HmzZvjcDhITEykdu3aHn/yh5c3adKEuXPnnvH+FosFh8NRrLJGREQQH++ZMPNSWwO9xEF4y5Yt6dKlC6APR585cybp6emsXbuWpk2blnoBhRBClMy0cT/yUr93mDVtQUUXRYiLQtqJdMIr5WIwaGAsfhCumWphNBqIrpFNwn4Jwkvb9pW7WfDTMmzWPD4aMZU96/dXdJGE8PDhhx9itVrp0aMHixYt4vDhw8ycOZPrrruOKlWqnHMu9+kefPBBduzYwZgxY9i1axc//fQTX375JUCJgvlThYSEEBYWxpQpU9izZw/z5s1j1KhRJbrGjBkz+OCDD9iwYQMHDx7kq6++wul0UrduQf6MQ4cOMWrUKHbu3Mn333/PxIkTGTFiBAB16tRh4MCBDBo0iOnTp7N//35WrVrF66+/zt9//w3oc7JXr17NI488wqZNm9ixYweTJ0/m5MmTgD7kfuXKlRw4cICTJ0+etXf62muvZc2aNXz11Vfs3r2b559/ni1btpS06ipUiYNwIYQQFy+lFHO/WwLAVy/8VMGlEaLiKaVIO5FOWCUrmkFDK8588HymWhhMRqrUyCLh4ImyK+QVasYnszx+/vGtPyqoJEIULS4ujjVr1lCzZk1uv/12atWqxdChQ+nSpQvLly8/4xrhZ1KjRg1++eUXpk+fTpMmTZg8ebI7O7qX1/lNyTAYDPzwww+sXbuWRo0a8fjjj7sTvxVXcHAw06dP59prr6V+/fp8/PHHfP/99x6J0wYNGkROTg6tW7dm2LBhjBgxgqFDh7r3T506lUGDBvHEE09Qt25dbrrpJlavXk21atUAPVCfNWsWGzdupHXr1rRr144//vjDveb3k08+idFopEGDBkRERJx1PnuPHj0YO3Yso0ePplWrVmRkZDBo0KASveaKpqlijFfs2bMnL7zwwjmzxmVkZDBp0iT8/f0ZNmzYOW++aNEi3nrrLdauXUt8fDy//fabx5pvSimef/55Pv30U1JTU7n66quZPHkycXFx7mOSk5N59NFH+euvvzAYDNx66628//777vkHxZGenk5QUBBpaWkEBgYW+zwhhLjYJBxIZMTVeiZQTYNv9k/CZC5x+g8h3HIyc8jNthESGVTRRTkvWenZ3Fd/JCPGb6VNdzAEPYfm3atY5ypnGnkJPUlPyuB/g7rw8fryn796uXLkObi/0eNkZ+Qy8uOhTBz+GY48Jy9Mf4r6beLOfQFxQcr72Tc3N5f9+/dTo0YNvL29y/x+l5JXX32Vjz/++KJOcN25c2eaNWvGe++9V9FFuaiV5H1erJ7wfv36ceutt9KgQQPGjBnDzz//zNKlS1m7di1z5szhgw8+4Pbbb6dy5cqsW7eOPn36FKugWVlZNG3alI8++qjI/W+++SYffPABH3/8MStXrsTPz48ePXqQm5vrPmbgwIFs3bqV2bNnM2PGDBYtWuTRKiOEEFeSLUt2uP+tFDK8U5zT0T3xzPhkNuvmbCqUR2DFjLU82OwpHmr+FH9O+q+CSnhh0k9mABBe2a4P9yzBnHDNEIRmDAbALyCJ3GxrWRTxirR/yyGyM3LxC/Shde/mdLnjagB+kt5wcZmbNGkSq1evZt++fXz99de89dZbDB48uKKLJcpZsbpHhgwZwl133cXPP//Mjz/+yJQpU0hLSwP0+QsNGjSgR48erF69+oxr6RWlV69e9OpVdGu0Uor33nuP5557jr59+wLw1VdfERUVxe+//07//v3Zvn07M2fOZPXq1e7U9RMnTqR37968/fbb7nXqTme1WrFaC75I09PTi11mIYS4mO1eu8/j58M7jlGvtfQqiQJZaVks+2MNLXs2Iyg8gDcHf0jCAX2odYtujenUrz1trm9BUnwKU576CmuOnl33xzd/p2nnBlRvEFORxS+x1BP6d3xQWB5gAUNYic43WGLRtCNUiskhJSGVyjWjyqCUV55ty3YBUK+Nntjp5pHXs+CnZWxbvovtK3dLb7i4bO3evZtXXnmF5ORkqlWrxhNPPMEzzzxT0cUS5azYYxS9vLy46667uOuuuwBIS0sjJyeHsLCwQunfS8P+/ftJSEigW7du7m1BQUG0adOG5cuX079/f5YvX05wcLDH2nHdunXDYDCwcuXKIpcTAHj99dd58cUXS73MQghR0Q7vPAqAX5AvWWnZpCdlVHCJxMXEmmPltYHvs2f9Af75bA79nryR+AMnSK/hS2ptf3b7J/Hrb79T/7c5RB6xkpWeQ+3msfgH+7Fh/lZGX/cysY1iGPziHTRoW6eiX06xpJ1Ix+zlwMvHlXXXEFKyCxiroRk0oqrmknQsWYLwUrJ1mT5qp2F7PfFTeHQone+4mjnfLOL3if9Qv82IiiyeEGVmwoQJTJgwoaKLUSILFiyo6CJcds47MVtQUBCVKlUqkwAc9NT/ULCIer6oqCj3voSEBCIjIz32m0wmQkND3ccU5ZlnniEtLc3952KegyGEEMXlcDg4vPMYAI071AMg7aSM9LmU7Vm/n1cHTOCl299h19q92G12Xr3zPV4b+B42a+E1Uc/lh/G/s2f9AQCO7T3OW09+wZ6bojl2a3Xy2lQmr1YQabX8WVETZjcAZ4QPw96/j0c/vJ9aTasDcGDLYV7tP4FDO46W5kstM2kn0wkIsmMwGAATaCVbx1czVcNgNBAVk0NSfGqZlPFKk2fPY8fK3QA0cn1WAdz4SA8MBo0N87cSv+94RRVPCCHK3BWZHd3Ly4vAwECPP0IIcalLPHQSW64di5eJOi1rAZCelFnBpRLnKzM1i7fu+4hNi7azdelOXrj5LUZ1HMemhdvYuGAb373ya4mud3D7EWZ+oa/5etuoPuQGm9l9W1Wyon0ICvBlUIsWTOh7I/c0bobFAbZKPpx8uAHWMC/8g/14+c+nef6XJ6jfpjZ5dge/vPNXWbzsUpd+MoOAYLu+PJkhpOTLABmrYzAYqFQ1h+T4kq+9Kwrbt+kgudk2AkL8iKlXxb09qnoETbvo2ZjnuVZ5EEKIy9FFG4TnL+x+/LhnS+jx48fd+ypVqkRioue6nXl5eSQnJ7uPEUKIK8Wh7XrPZJU60YREBQOQniQ94Zeq397/h9TEdALD/KnbqhYOh5PEw0nu/bO/XojdVvze8D8+nInTqWjTuwXXDevGycFx2P1MVA8K4vvb+/NYm3Z0rVmLZ/r0YO4Tw2geF0uOSTHqv39Izc3BaDLSoF1d7nttIJoGK/9Zx8HtR8ripZeq1BPp+AfloRkMJR+KDmDUe8IjquSQnCBBeGnYunQnAPXb1nGNUCjQ9c5rAFj0y3IcDke5l00IIcrDRRuE16hRg0qVKjF37lz3tvT0dFauXEm7du0AaNeuHampqaxdu9Z9zLx583A6nbRp06bcyyyEEBUpPwivVq8KgWH6Mo1pJ2VO+KXI4XCw5LeVADz49mDG/fwE19zShuhaUdz13K0EhvqTZ3dwcFvxguCk+BRW/LUGgD7De/DM3Nk4Qr2pExPFj0MGUzXQc/mxSD9/Pup9A1UDAonPzODlRQvcmdOr1atC2xv0XCyXQm942on0U3rCg0t+AWMUBqOGl7eTzJQzT3UTxeeeD351vUL7mndtjF+gD6kn0tmzTlZ3EEJcnio0CM/MzGTDhg1s2LAB0JOxbdiwgUOHDqFpGiNHjuSVV17hzz//ZPPmzQwaNIjo6Gj3WuL169enZ8+ePPDAA6xatYqlS5cyfPhw+vfvf8bM6EIIcbk67JqjG1OvCoHh+jSbdAnCL0nblu3Se3CDfWnWpSEms4nhE4cwYdHL9Hm4BzVd87P3bjhQrOttmLcFh8NJnatq8p/1OOsTjuFrsfB+nxsJ8fEp8pxgbx/Gd+uByWBg6eGD/Ltnt3vfrY9fj6bBqn/Xs+iX5Rf8estS6ok0AoLtaMbz6wnXNC+cSm+kyMs9VtrFu+LYbXZ2rtoDQMP2hZP7mcwmmndtDMDqmRvKs2hCCFFuShyEDx48mEWLFpXKzdesWUPz5s1p3rw5AKNGjaJ58+aMGzcOgNGjR/Poo48ydOhQWrVqRWZmJjNnzvRY/Pzbb7+lXr16dO3ald69e9OhQwemTJlSKuUTQohLyaEdeq9otfpVCAoPACAjJRNHngzpvNSs+mcdAG2vvwqTufBCJjWbxAKwb+PBYl1v23J9+G/QNTX4dvNGAJ7v2IWaIaFnPa92aBhDmuu93hNWLOVEdhYAMXWrcMOD3QH4aMRU3hg8kaz07GKVpbwlJ6S6e8K18xmODmDUk8Aqh/SEX6jd6/Zjs+YRFB5A1TpFd5i06qk/F66ZtaEcSyaEEOWnxEF4Wloa3bp1Iy4ujtdee42jR88/O2rnzp1RShX68+WXXwL6GuQvvfQSCQkJ5ObmMmfOHOrU8Ww1DQ0N5bvvviMjI4O0tDS++OIL/P39z7tMQghxKbLl2jjuWuu5Wr0q+If4oWmglB6Ii0uHUooN87cA0OK6JkUeU6tZLAB7Nx4o1vW2r9iF06QxNzQThaJ3XF06xdYoVnnuatyUumHhZNisfLJmtXv7gGdu5toBHTCaDKybs5mPHvuiWNcrT06n85Th6Oc5Jxyw+FQFwMc3/aJtbLhU5GdFb9Cu7hmT5DXuWB+j0UD8vkQSD58sz+IJcUXSNI3ff//9jPs7d+7MyJEjy608Rbnnnnvco6Hh4ijThShxEP77779z9OhRHn74YX788UdiY2Pp1asXv/zyC3Z7yZdLEUIIceGO7o7H6VT4B/sSHBmE0WgkIFTmhV+Kju1NIPFwEiazscg5swBxLfQA+vDOY+dsZDlx+CRJ8akktg4lWdmI8PXj8Tbti10es9HIk+31ZFn/7N7JvpRkAIwmIw++PYgXfxsNwPq5m0lPvrjea5kpWeTZHfpwdIMGWvB5XcfoVRnNoBEaYSPxkASFF2LPen2ed/4KDkXxC/Sltus9vnnR9nIplxDi0jJ9+nRefvnlii7GeTuvOeERERGMGjWKjRs3snLlSmrXrs3dd99NdHQ0jz/+OLt37z73RYQQQpSa/PXBq9Wv6u5dCpJ54ZekNf/pw8Xrt43D29eryGOCwgOpEqevApLfs3gmezYcIDfYTFLLMDRNY3T7awjwKvq6Z9I4MorO1WvgRDFp9UqPfXEtalK9QVWcTsX6OZtLdN2ylnI8FYCQCKf+e3GePeGaMQqD0UBIhJXEgydKsYRXFqUUu9fuAwoaks6k8TUNANi8aFuZl0uI4rLZbBVdBOESGhpKQEBARRfjvF1QYrb4+Hhmz57N7NmzMRqN9O7dm82bN9OgQQMmTJhQWmUUQghxDqmJ+lJk4dEFc3z9Q/wAGY5+KVFKuROdtb+x1VmPbdBWn561bfkuj+0Oh4PsjBz3z3s27OdIp3AMFiMdYqpzTfXY8yrbwy3bYNQ0lhw+yKbjnnOjW/VoBsDa2ZvO69plJeV4GgBBYa68COc7J9wQhdFoICTSyvGD0hN+vo4fPEF6ciYms5HYRjFnPbZpZz0I37R4uyxVJipM586dGT58OCNHjiQ8PJwePXoAsGXLFnr16oW/vz9RUVHcfffdnDx50uO8Rx99lJEjRxISEkJUVBSffvopWVlZ3HvvvQQEBFC7dm3+/fdfj/stXLiQ1q1b4+XlReXKlXn66afJy8sDYMqUKURHR+N0Oj3O6du3L/fdd5/75z/++IMWLVrg7e1NzZo1efHFF93XANi9ezcdO3bE29ubBg0aMHv27GLVRV5eHsOHDycoKIjw8HDGjh3rXjUD4Ouvv6Zly5YEBARQqVIl7rzzTo+lpFNSUhg4cCARERH4+PgQFxfH1KlT3fsPHz7M7bffTnBwMKGhofTt25cDBw6csTynD0ePjY3ltdde47777iMgIIBq1aoVyhNW0nuUpRIH4Xa7nV9//ZUbbriB6tWr8/PPPzNy5EiOHTvGtGnTmDNnDj/99BMvvfRSWZRXCCFEEdJO6kF4YFhBq7BvoJ71Ojs9p8hzxMXBkefgzXs+ZFjrpxl5zViO7IrHbDHR5oarznpeg/Z1AVg3Z5P7oczpdPLO/ZMZ2uQJdqzSe8gXHjlIZhVfvM1mHm979XmXs3pwML3j9HtO27jeY1+9NnEAHNl1cWUP14NwhX+Q6wH0vBOzRWEwGgmLspJ4SHrCz1d+Nv8ajathtpjPemytprH4BfqQlZbN/k2HyqF0orwppcix28v9z6mBY3FMmzYNi8XC0qVL+fjjj0lNTeXaa6+lefPmrFmzhpkzZ3L8+HFuv/32QueFh4ezatUqHn30UR5++GH69etH+/btWbduHd27d+fuu+8mO1vPM3H06FF69+5Nq1at2LhxI5MnT+bzzz/nlVdeAaBfv34kJSUxf/589z2Sk5OZOXMmAwcOBGDx4sUMGjSIESNGsG3bNj755BO+/PJLXn31VUD/jrjllluwWCysXLmSjz/+mDFjxhS7HkwmE6tWreL999/n3Xff5bPPPnPvt9vtvPzyy2zcuJHff/+dAwcOcM8997j3jx07lm3btvHvv/+yfft2Jk+eTHh4uPvcHj16EBAQwOLFi1m6dCn+/v707NmzRKMP3nnnHVq2bMn69et55JFHePjhh9m5c2ep3qO0FE65eg6VK1fG6XQyYMAAVq1aRbNmzQod06VLF4KDg0uheEIIIYojPUkfch4QVpCY0j9I7wnPSpNEUhezHav2FOpB7nBLG/wCfc96XotuTfAL8iXhwAnWzdlMy+5Nmfn5PNbO0q815amvGffPGFZF2gEjt9euT5XAwAsq66Amzfl7106WHj7I7qQk4sLCAIispj9IJR46idPp1JOgXQRSElLx8XNgMrseus87CK+qD0cPz+Xk0fjSK+AV5uhuve6q1atyzmONJiMN29dl1cwNbFq0jdrNi5dIUFw6cvPy6PLV5+V+3/mDhuBjPnsj0Kni4uJ488033T+/8sorNG/enNdee8297YsvviAmJoZdu3a5k0g3bdqU5557DoBnnnmG8ePHEx4ezgMPPADAuHHjmDx5Mps2baJt27ZMmjSJmJgYPvzwQzRNo169ehw7dowxY8Ywbtw4QkJC6NWrF9999x1du3YF4JdffiE8PJwuXboA8OKLL/L0008zePBgAGrWrMnLL7/M6NGjef7555kzZw47duzgv//+cy/n/Nprr9GrV69z1kNMTAwTJkxA0zTq1q3L5s2bmTBhgvv1nNobX7NmTT744AP36lb+/v4cOnSI5s2b07KlvuJGbGys+/gff/wRp9PJZ5995p5SN3XqVIKDg1mwYAHdu3cv1v9V7969eeSRRwAYM2YMEyZMYP78+dStW7fU7lFaSvwtOWHCBI4dO8ZHH31UZAAOEBwczP79+y+0bEIIIYopI1kfcp4/DxwKesIlCL+4rXMF4EajgZCoINr0bsF9r915zvO8fb3odldHAH6d8BdZaVn88u5f7v1H9yQwZsrP2HyMeGc5eOTaDhdc1pigILrUqAnAtE0FveFh0SEYjQbstjxSE9Mu+D6lJeV4Kv5Brszomi+aVrK58G5aEJpBb+CyZR0ovQJeYY7t0acxRNeuXKzjm3RuCMDa2RvLrExCnMtVV3mOStq4cSPz58/H39/f/adePT2J5t69e93HNWlSsLqF0WgkLCyMxo0bu7dFRUUBuIdsb9++nXbt2nmsGnD11VeTmZnJkSP6EqQDBw7k119/xWq1AvpSzf3793c3fG7cuJGXXnrJo2wPPPAA8fHxZGdns337dmJiYtwBOEC7du2KVQ9t27b1KFu7du3YvXu3e7rI2rVr6dOnD9WqVSMgIIBOnToBcOiQPpLl4Ycf5ocffqBZs2aMHj2aZcuWedTpnj17CAgIcJc7NDSU3Nxcjzo9l1PrXNM0KlWq5K7f0rpHaSlxT/j8+fO56aabPNbqBsjKyuLRRx/liy8uviVKhBDicpffEx54Sk+4n/SEXxLWuAKMxyY9QJvrW5xx2aai9H6gK7O/WsC+TYe4r8HjAFStU5kGbevwx4xlbMxKAE2jS2YAvpbzDEBPM7hpc+bu38u8fXs52rI1VQICMZlNhFUJJfHQSY4fPElopfPscS5lJ48l68uTGc8/KRvoD3MGSzUgEZMxAWuOFS+f0qnPK8nRvflBeKViHd+qZzO+ePY79qw/QOKhE0RWiyjL4oly5m0yMX/QkAq5b0n4+fl5/JyZmUmfPn144403Ch1buXJBA5P5tN52TdM8tuV/1p8+x/ts+vTpg1KKv//+m1atWrF48WKPPFyZmZm8+OKL3HLLLYXOPT12K01ZWVn06NGDHj168O233xIREcGhQ4fo0aOHe6h3r169OHjwIP/88w+zZ8+ma9euDBs2jLfffpvMzEyuuuoqvv3220LXjogo/u99UXWeX7+ldY/SUuKe8GnTppGTU3h+YU5ODl999VWpFEoIIUTJuIejh54ahOvDmSUIv3glxaeQsD8Rg0GjSacGJQrAAYIjguj3ZF+PbXc+ewtXdW/K0Y4RKE0jaH8W17cqer3x81EnLJzWVariRPHrtq3u7e4h6RdR9vDjB0+4gnADGIIv6Fom71g0TSOySi7x+xLPfYLw4HA4iN97HIAqxQzCgyOC3LkPlv25pszKJiqGpmn4mM3l/qekn7Ona9GiBVu3biU2NpbatWt7/Dk9YC+J+vXrs3z5co8560uXLiUgIICqVasCeiB9yy238O233/L9999Tt25dWrRo4VG2nTt3FipX7dq1MRgM1K9fn8OHDxMfXzCtZsWKFcUq38qVnitjrFixgri4OIxGIzt27CApKYnx48dzzTXXUK9ePY+kbPkiIiIYPHgw33zzDe+99547cVqLFi3YvXs3kZGRhcodFBRU/Eo8i/K4R0kUOwhPT08nLS0NpRQZGRmkp6e7/6SkpPDPP/8QGRlZlmUVQghxBulJ+nD0wLAAlHKgHCcLgvB0CcIvVvnLNVWrXwXfAJ/zukavIddyz0t3EFM3muEf3MdV1zXlaGUjWVV9MDicVFlykqauYb2l5fYG+pDKP3dtJ8duByDqlHnhFwOlFCcOnSwIws9zjfB8mikGg8lAZJUc97BqUXwnjyRjt+VhtpgIrxp67hNcWvdqDsAmWapMXCSGDRtGcnIyAwYMYPXq1ezdu5f//vuPe++994Iy+T/yyCMcPnyYRx99lB07dvDHH3/w/PPPM2rUKI88GwMHDuTvv//miy++cCdkyzdu3Di++uorXnzxRbZu3cr27dv54Ycf3HPTu3XrRp06dRg8eDAbN25k8eLF/O9//ytW+Q4dOsSoUaPYuXMn33//PRMnTmTEiBEAVKtWDYvFwsSJE9m3bx9//vlnoTW8x40bxx9//MGePXvYunUrM2bMoH79+u7XFB4eTt++fVm8eDH79+9nwYIFPPbYY+6h+BeqPO5REsUOwvNTuWuaRp06dQgJCXH/CQ8P57777mPYsGFlWVYhhBBFyM22Ys3Rh3sFhgVA9teopJuIrqpnBJWe8ItXfhBe56pa530NTdPoNaQrb897gWtubUuG1cqkdavxD/ajizmSUa8OIjImvLSKDED7mGpUDQgk02Zj5h49C3tkdX043/GLpCc8NTENmzWPwJA8/QH2AoajA2CsitFkJCI6l6MShJdYfp1VrhWF0Wgs9nmNOuhzbXev2YvNai+TsglREtHR0SxduhSHw0H37t1p3LgxI0eOJDg4+IKSUlapUoV//vmHVatW0bRpUx566CGGDBniDqDzXXvttYSGhrJz507uvNMzf0iPHj2YMWMGs2bNolWrVrRt25YJEyZQvXp1AAwGA7/99hs5OTm0bt2a+++/3505/VwGDRrkPm/YsGGMGDGCoUOHAnoP95dffsnPP/9MgwYNGD9+PG+//bbH+RaLhWeeeYYmTZrQsWNHjEYjP/zwAwC+vr4sWrSIatWqccstt1C/fn2GDBlCbm4ugReYUDRfedyjJIo9KWL+/Pkopbj22mv59ddfCQ0taMW0WCxUr17dY5K/EEKI8pE/FN1sMeHj7406oS8ZUi3mU6ChBOEXsV1r9WQwcVfVLLVrfrpuDUk52dQID+O9obdjKUHAU1wGTaNfg0ZMWLmMn7Zt5qZ69Qmvoj8XJCeklPr9zkd+j3xkjBFN09AuOAivhtFooHL1HFYtkQzpJZU/eqBKreINRc8XXasSwRGBpJ5IZ8/6/TRoW6csiidEkRYsWFDk9ri4OKZPn16i84paj/r05dI6derEqlWrzlomg8HAsWNnXg4yf272mdSpU4fFixeftRynO/X1TJ48uchjBgwYwIABA8543eeee65Qg8KpKlWqxLRp0864/8svvzxjmaDo+t2wYUOJ7lGeih2E52e4279/P9WqVbvg+RRCCCFKh0dSNpXh3m4wODGanGRLEH5RysnMYd+mgwDUaXn+PeGn2px4nJ+3bQHgqfbXlEkAnq93XF0+Xrua/akprIk/SmilYACS4lPL7J4lkR+Eh1d29UxdaBBuisVgNBIQlEt22sW1Hvql4NgeveGiuEnZ8mmaRv22dVj+1xq2L98lQbgQ4rJQrDETmzZtcmeWS0tLY/PmzWzatKnIP0IIIcpX/nzwgLAAsG92b9c0jZoNMshKzz5nK7cof1uW7CDP7qBSbASVYi88p4rd4eD1xQtRKHrXrkPrKlVLoZRnFuDlxfVxetKsn7ZuIcQVhKckpF4U77f8YfGhEa7MwxcYhGuaD070ANJoOHRB17oSHSthZvRTxbXQ1wjfv1nqXQhxeShWT3izZs1ISEggMjKSZs2aoWlakV+wmqZdUEICIYS4XBzeeZSM5EwatKtb5vfKSs0CICDED+wFjaGaQaNytRx2bwoiN9uKj1/ZLU9yLknxKfz81h8kHkmi+bWN6TXkWkxmExkpmfw56T9adGtC/TZxFVa+irB+rt5g0vzaxuc4snimbVzPvtRkgr19GNGmfalc81xua9CQX7ZvYcmhgwxr1hIAa46N7Iwc/AJ9y6UMZ3Jkp95bHRjmmkdsCLvgaxosNYG9BAScIM+eh8lc4pVer1j5c8JPz4yucv9D5c5C8+mL5tWxyHNjG1UD4MBWCcKFEJeHYn177N+/371+2v79+8u0QEIIcamb/dVCpj73PQ6Hk0cm3EPHfu1I2J9IcGQgPv7nlwH7bPLnfPsH+aHy9rq3axoEhuYBkJ2eU6FB+Nv3fcS+TfoD9NalO1n1zzrG/fIEk0d9ydpZm/h7ymyGvnk3ne+4usLKWJ4ceQ7WztYbTJp3vfAgfF9KMl9uXAfAk+2uJqgM14M9VWxwCK2iq7D62FH+PrAXv0AfstJzSI5PqfAgfP8W/f3mH5irbzBceHI6i18dsk7MpnL1bFKOpxFR9cID+ytBRkqme8ROpZpR7u3KmYXKeBdUFsq2EgKfR/O+rtD5sY1iADhxJJmstCz8gs5/GSghhLgYFGs4evXq1d1zwKtXr37WP0IIcSXLycrlm1d+weHQh8BOevxL+ld9kJHXjOWtez8qk3tmunrC/YJ8wXFA32huCmiERimPYyrCoR1H3QF432E98Qv0YdfafTzY9EnWztIDUUeek8mjpvHzO39dFEOZy9qWJTtIPZFOQIgfDa++sNESDqeT1xYvJM/ppENMdbrWKJ355cV1W/1GAPy1cztBVfQh3ynH08q1DKfLzsgh4cAJzF4OzBZ95QAMxV8W60w0cw0MRgORVXM5eTT5gq93pTjmWh88LDrEszEw9x9QBZ9NKuNtlKNw5nm/QF/3OvT7txwu28IKIUQ5KHEe/WnTpvH333+7fx49ejTBwcG0b9+egwcPlmrhhBDiUrNyxlpys6xEVQ+nZY+mHvu2LttFSmLpByf5PeEBoWZw6ENwNUsLAEJc82GzShiEOxwOfhj/G/O+X3LB5Vv2x2oAWvZoyp3P3sJD796jlyk9B4D+Y27ipuG9APjl3b9Y/teaC77nxW7RL8sBaN+31QUPaf5x62a2nDiOr9nC6KuvKffEqVdXq06knz+p1lwy6gUBkBxfsRnSD27T13ytXtdHXzJIs4BWCr2nhsoYjAZCI60kHZMgvLiOnWkounU+AJr/cDA31HvE019CqcJTG2Mb6DkODkgQLoS4DJQ4CH/ttdfw8dGHUy5fvpwPP/yQN998k/DwcB5//PFSL6AQQlxKFk9fCUCX/h0Y/sF9NO/aiKuua0JIlB6cbFm8vdTvmR+ER1ZxZUE3BIJRT2QUFKY/zGaklCwIXz93C79N/JdPnvyKlOOpF1S+dXP03u62N+hzhlv3as59rw7AbDHRqEM9bnykBwOeuZnr7tbng25duvOC7nexy8nKZfXMTbZ62wABAABJREFUDQBcc2vbC7rWvpRkJq/Rl7N5rHVbIv38L7R4JWYyGLi5XgMADlTVs7EnJ6SWezlOtT8/63wLVzI2Q1jpNE4YozAYDIREWEk6lnTh17tC5Afh0acsT6aUDeyuz0PL1WgBY0Hz0fNa5PxS6Br588IPbpUgXAhx6StxEH748GFq164NwO+//85tt93G0KFDef311wutOSeEEOXlYhjCbM2xsmPlbgDaXN8CH38fnv7qMUZ/OdwdbG1auM19vNPpJCMl84Lvm5mmB9ihken6BmOse+htQLCelKqkPeGLXT21AAt/0v+dmZpV4nrOSs/m0Ha9V7JRh3ru7T3u6cLn2ybw7HcjMJr0wK1Be31Y9uWefGnVP+ux5tioVCOS2s1rnPd17A4HLy6ch93poF3VavStW78US1kyN9aph8lg4ISPk+wIL5IqeKj2pkX671ndq4L1DaWQlE2/TjiawYjJpMhKkWCwuI4WtTxZ3k7ArmetN1ZFM1VF8x8GgMqagnJ4NnLkzwu/3D8fhBBXhhIH4f7+/iQl6R+Ms2bN4rrr9AQa3t7e5OTklG7phBCiGKa/9zf31R/BX5P/q9BgfPuK3eTZHYRXCaXyKcmHAJp01HsKt63YBejLJz3T8xUebPokq/5df0H3zUrVe8CDQ12BjynWvRyTX4AVKFlPeFZ6NmtmbXT/PP+HJcz/YSlDGj7OK/0nlKjhYOfqvSgFlWIjCIkM8tjn5eOF8ZR1rGu4eroObTuCI+/yXWlj5d9rAbjmljYX1Ds7dcM6diadJNDixbPXdCr3YeinCvP1pUtsTYxGAycbB3Js3/EKK4s1x8rWpTsAiGserG8shfngAJpmwp6n/27Zc46UyjWvBEVmRs9fycHcuOC9693XNSzdisqe5nGN/J7wo7sTsOXayrzMQghRlkochF933XXcf//93H///ezatYvevXsDsHXrVmJjY0u7fEIIcVYnjiTx41t/kJ2Ryzev/Ooe+nw2B7cfYclvK3E6naVals2L9KGVja+pXyggqt08FoNB4+TRZJLiU/jkqa84sPUIDoeTz57+hqy080+c5p4THngSAM0Y6w7CvbztGE1OMksQhG9btpM8u4OQqCAsXiYSDpzg4yf0B+ItS3bw5dgfAD351aejv+aNwRPZtrzoIeT5IwPqtT738mNRsRF4+1qwWfOIr8Agriw5nU52rNoDQLNrG533dbYkHmeaKxv6mKs7EuFb8dmib2vQCIPJSEqcPwcOFk6uVV62Lt2JzZpHRNVQQiL01QFKIzN6PqW5GtiKSCAmCrPb7Jw4pH82VYmr7N6ubHpDn2Zu4t6maRqa31D9h9wZKGeGe19opWACQ/1xOJwcdi0/J4QoGy+88ALNmjWr6GJc1kochH/00Ue0a9eOEydO8OuvvxIWpg/xWrt2LQMGDCj1AgohxNn88+kcj5/nfnv2aTHzvl/CmOteYuLwz/n7k9mlVg6lFGtmbQCgaeeGhfb7+PtQzZVYaObn89zzns0WE2knM/hr8qzzvnd+5nMfH1dQYKoBWgBgxGDQCAi2k5GcceYLnGaTqzGhVc/mNCnitSz9fRX7Nh3klf4TmPPtYtbN2cxL/d4p9H9hy7W5E5DlDzU/G4PB4K6j/MRal5uju+PJSsvGy8dCbMOY87pGjt3Oiwvn4VCK7jVr07Vm+WZDP5MmkVHUCQtHGQ0ciNQqLCP/+nlbANf660595J5WSj3hAEZLtP634USpXfNydmj7URwOJ36BPgS7RsMo5QT7Zv2AU4Jw/ecWYKoFyga5/7k3a5pGbGO9N3zn6r0IITxdSYHzgQMH0DSNDRs2VHRRzluJg/Dg4GA+/PBD/vjjD3r27One/uKLL/K///2vVAsnhBDnstmV6Kz/mJsA2DBvyxkTiTnyHPz89p/kj1if/v7fpTInG+DwzmP6kkgWE826FA5cAeq21IOlPyfrD5Ydb23LiI/1Xp9/PpvLvO8W89Z9HzHt+R9LNKw+Ky0bo8mJ2ZyobzDG6j3xhmA0g0ZgsJ2MYgZEjjwHGxfoQUyTjvVp10dPpmY0Gnhzzjja9WmJUjDm+ldZn5JIQscIku6qzd5elXhtzlze+/IvMm02lv25mrtrDSfleBph0SG079uyWPevVD0S0Ec4XI7ye8Hjrqp53lnR316+hMPpaUT4+vFk+2tKs3gXRNM0bm/cGINR42SjIA7vKv/eSqUU6+fqo2GaXdsInK4RFYbIUruHd4AeCPoHZpCbbS21616uti3Xp+DUaxNXMELIcRBUhp613uQ5SkbTNDTvGwFQuX957Muf1rNuzkaEuBTZbEVPpbDb7eVckivDmer7YlDiIBwgNTWVWbNm8c033/DVV1+5/3z99delXT4hhDij9OQM97DErgOvIa5FDRwOJ+vmbC7y+I0LtpKckIpfkC/RtaLIzshl8a8rS6UsK2fo83wbd6yPj79Pkcc06+I5/Pi2J/rQsntT6lxVE2uOjU+e+po1/23kn8/msuS3VcW6r91mx5ZrJ7JKLgbNCZpvwdBbQwiaphEQYi/WcPSje+J5696POH7wJN5+XjRoX5f2fVtx/+sDeWP2WKrXr8pdz99GdvMwdgysxr7rK5NxdRSZdQKxNQzlRJNgJh/bxtXvvM+Yr34lz1v/ihnwzC2YLeZivZ6waH0YfdKxil3iqqzsdAXh9VrVPq/z/92zi79378SAxkuduxLo5VWaxbtgPWrF4a0ZsQWamb9tV7nf/+jueE4cScZsMdHw6nrgcAXhxspnP7EELL7V0DSN0ChZpqw4trvyYNRvW6dgY/58cFMjNK2Izwbv6wAj5O1F5RUsf9uye1PXNXeTnSF5iETZczqdvPnmm9SuXRsvLy+qVavGq6++6t6/efNmrr32Wnx8fAgLC2Po0KFkZhY07t9zzz3cdNNNvPrqq0RHR1O3bl13L+6PP/5Ip06d8Pb25ttvvwXgs88+o379+nh7e1OvXj0mTZrkUZ4jR44wYMAAQkND8fs/e+cdHkXVxeF3tm96JSEhJPTee69SRQFFRERU0E8/saGCDUT9VOwNxYJdEQGRItJ7753QO4QE0sv2vd8fs9kQUkggBNT7Pg9P2J07M3duJjP33HPO7/j60rx5czZt2sT333/Pq6++yq5du9SFLEXh+++/B1S7beTIkYSHhxMQEEDXrl3ZtSv/QtbEiROJiIjA39+fESNGYLVaix2X1NRUhg4dSnh4OGazmRo1avDdd98BeV7qadOm0bZtW0wmE/Xr12fVqlX5jrF371569+6Nn58fERERDBs2jIsXL5Zo7KtUUUVNmzRpgqIodO7cucjxBnVxb/bs2fnOHxQU5B2j3D5Pnz6dDh06YDabadGiBYcOHWLLli00b94cPz8/evfuzYULZRMFVWojfN68eVSuXJlevXoxatQonnzyyXz/ypIJEyZ4b6Tcf7Vr56nrWq1WHnvsMUJDQ/Hz8+OOO+4gMfGfmUcokUgKcmCTatBUqlmRgFB/mnZTwxq3Lys8L3z5VLXmdee72tLzga4ArJ21EYfdgdPhvOp+5GRaWPjdcgDaD2hVZLsm3Row5IUBmHwMDJ9wFxGx4SiKwrPf/pfqTeLw8Td52/761qwSecOzPKJsUbE5KBoFdHF53iZNIIpGweznvKLHPzUxjQkD32XH8r0oCoz65EF8A3zQaDTccl8nYmpFcyEnm1d2rCOhbzRKhC8Vw4K4q0ljnmvbgQk9b6Gpyx9DugOr201Sk2BOP1qbofMfp8PAosfkckKj1bDhf6pxc3CLes/Wall6I/xUehrvrFPTLR5s0owmFaPKtG9lgVmvp7ESAMD80+UfMrzXk+ZRu1V1jGZ9Xt62NrKYvUqJNhJFqyG0gu0fu1hUVmRn5HiN8Prt8lJShMcIVwwNC91P0QSAoYX6wbbc+33FqhFEVYvA6XDxx8d/XadeS8oLIQRCWG7Av5JHmr3wwgtMnDiRcePGsX//fqZOnUpEhKoLkZ2dTc+ePQkODmbLli3MmDGDpUuXMmrUqHzHWLZsGQcPHmTJkiX8+eef3u+ff/55nnzySeLj4+nZsye//PIL48eP54033iA+Pp4333yTcePG8cMPqiZLVlYWnTp14uzZs8ydO5ddu3YxZswY3G43gwcP5plnnqFevXokJCSQkJDA4MGDARg0aBBJSUksWLCAbdu20bRpU7p160ZKivqenT59OhMmTODNN99k69atVKxYsYDxfzm547FgwQLi4+OZPHkyYWH5tTeee+45nnnmGXbs2EGbNm3o16+fV9w7LS2Nrl270qRJE7Zu3crChQtJTEzkrrvuKtHYb96sOiqWLl1KQkICs2bNuuJ4l4RXXnmFl19+me3bt6PT6bjnnnsYM2YMH3/8MWvWrOHIkSOMHz++VMcsilLHwj3zzDM8+OCDvPnmm/j4+JRJJ4qjXr16LF2al2eo0+V1+emnn2b+/PnMmDGDwMBARo0axcCBA1m3bt1175dEIrnx5HoV67RSwxmbdG/Ab+/OYc/qeOw2Bwaj6mFJOJ6IJdPKlkU7AegypB2BYQH8+MpvHN11knurPEZwRCBPf/kfal2Fh3L6O3PISsshqloErfs1K7Kdoij0H9Wbfo/2yKcKHhgWwP/mvQCAw+5kZL2nST6Xysn9Z66YN5wryhYeDaCA5hJjQ/FFo9Hg6+e8oif8xwnTyUjOIrJKBR7/dESB0lm7E88zdukiUq0W/H3MPNC2HYPq1sesz/Ni9XuhFrM/X8jcDTs43yaMDD+FN7etIz47ldGt26G/5JqLIjRKNcIv3uASV9eD5IRUkk4no9Eo1GhastJkwp0F7iTsVOal5UuwOB00jYzigcZNr3Nvr54HOrRm/fK/OKq1cORcItWjIq68UxlxwGPw1W1TC9wpgBPQgCa87E6iiUCjUT3hB4788+7TsuSbF6aSk2klMi7cq/cAFJ0PfgmKsQvCvhFhW4Hi+4D3+yEvDOT9kZOZO3kRbfu38FZVkPwdsSIu3FLuZ1XClwCFR6xdSmZmJh9//DGTJk1i+PDhAFSrVo327dsDMHXqVKxWKz/++CO+vqo45qRJk+jXrx9vv/2212D09fVlypQpGAwGQPW6Ajz11FMMHDjQe75XXnmF999/3/tdlSpV2L9/P19++SXDhw9n6tSpXLhwgS1bthASor4rc8tGg1rBSqfTERmZNw9Yu3YtmzdvJikpCaMncuq9995j9uzZzJw5k4cffpiPPvqIESNGMGLECAD+97//sXTp0mK94adOnaJJkyY0b66mmhUmzj1q1CjuuOMOACZPnszChQv55ptvGDNmDJMmTaJJkya8+eab3vbffvstMTExHDp0iIoVKxY79uHh6jM9NDQ03/UWNt6l4dlnn6Vnz54APPnkkwwZMoRly5bRrl07AEaMGOH1nl8rpfaEnz17lieeeKJcDHDAezPl/stdZUlPT+ebb77hgw8+oGvXrjRr1ozvvvuO9evXs3HjxmKPabPZyMjIyPdPcn3JTs/mzKFzZa5GLfl3c3T3CQCvwRhXL4bgiEBsFrvXQN+7Np6n2o/jhd5qCFPNZlWJqRVNQKg//R7t6T1WamI6bwz5iHlfLGbisE9KpLJ+6sBZfpwwnQXfqp6ae8fdmc+4LorC2uRG+xiMem897ZL0Ibf+d0iunaMJuuSg/iiKgtnPVWyNb2uOja2eBYrHJxU0wNeeOsnjC/4k1WqhWnAo390+kPsaNclngAPo9DrufPJWfpw2jvmjHubBxs1QUPjjwH6eWbKA7BLkZuWFo//zjJtcL3hsvZgiUxYuRVgXIC72RaTcx8aD4zmckkyQ0cSrXbqh1VxVNlm50KF1fSqkC4SA1776vdzKzQkhiPeo8ddpXRPcuV7wcBTl6vLvC0UbiUarwWB0k3pe1govijW/b2Td7M1otRoe++RB73NPuC6C6xyggK5u0QcwdgR04DyGcB73ft2ydxOvVsW1CFpKJFciPj4em81Gt27ditzeqFEjrwEO0K5dO9xuNwcP5lUMadCgQaEGYa4BC6pX/ejRo4wYMQI/Pz/vv//9738cPapGFe3cuZMmTZp4DfCSsGvXLrKysrxRw7n/jh8/7j1ufHw8rVrlj1hr06ZNscd99NFHmTZtGo0bN2bMmDGsX7++QJtLj6HT6WjevDnx8fHefq1YsSJfn3KjnY8ePXrFsS+Oosa7JDRsmLcwmLuI0qBBg3zfJSUlXdWxL6fUb6WePXuydetWqlatWiYduBKHDx8mKioKk8lEmzZteOutt6hcuTLbtm3D4XDQvXt3b9vatWtTuXJlNmzYQOvWrYs85ltvvcWrr75aHt2XALtW7ePtYZ/icrnpeX9nHnzjHgAykjP56rmfsGRbee67xzD53Fy5jZKbG7fbzfE9pwCo0jAWUA3ZRp3qsXL6enav2k+DDnVY/mteZExoVDDDXhnk/Xz38/2JrVuJi2dTWDdnMyf2nubn12cCkHA8iSbdGhQoNQbgcrn4eszPrJiWd+w7R/ej2S2NStx/l9uNw+3CqNUVOEeTbg3YtmQ3WxfvYuCTfYs9TnKCGg4bGqkeQ7nECFc0ASgaBR8/Jy6nG0uWFR//gsbfrpX7sNucRMSGUa1RXL5tq04c58XlS3AJN20rVeaNrrcUML4LQ6/V8nCzFtQOC2f8iqVsPnuG0Yv/4sOeffEpZv8wTzh6VloO1hxboc+Fi2eT+fOLJfQa0ZXIuLIT3Lre7FqxD4DahYSiC2EFFBRFvV7hSkJkfgC4sDqd1PZdQLPQ3tzT7D83RTmy4lAUhftaNee9g9vY6k5j3B3v8tJPT+AbcH0X708fPEfahQx0ei3VGseBa6W6QVOGoeiAohhwu4OAJM4e2A7IyjCX47A7+Om1GQAMfKovNZtdouDvzQevjqLxK/IYisYfYWgB9g1qSLpuhHfb7Y/1ZMO8rWyct5X7JgwiKDzwulyH5Hpj8nily/+8JcFsvvJiaUm41Egv6vvcPPKvv/66gEGcu4B1Nf3JysqiYsWKrFy5ssC2oKCgUh8vl969e3Py5En++usvlixZQrdu3Xjsscd47733Styv3IiBy6lYsSLHjh276r4VNt6KohRwRBQmhqe/ZH6SOze7/LuyciiW2gjv27cvzz33HPv376dBgwb5OgZw2223lUnHAFq1asX3339PrVq1SEhI4NVXX6VDhw7s3buX8+fPYzAYCtxAERERnD9ffO3OF154gdGjR3s/Z2RkEBNzdaViJMXjdDj5YfxvuFzqDbvo+5W07NOUum1q8ubQj71G1NKfVnPrf8o/JEly8+JyushOzyEg1L/Q7QnHErFm2zCY9FS6pPZsw051WTl9PbtW7WPQs/3YtkQVH3l52tPUb187n8GrKAptb1fzDht3rc+EAe/gsDuxWx2cP57Eib2nqNIgtsC5ty3e7TXA67evTY/7OtGqb8EwdLcQHEtNYVfieY6mpHAiLZXTGelk2mxYXWoOulZRCDCaiA0KomZIGC2io6nfvT5anYajO09wMv4MsXUqFTh2LhfPqB7joNxULCUob6PipwqzBakvnvSLGYUa4ble8Ba9muQbn81nz/DSCtUA71G1OuM6dilRSPmldIyN47M+/Xhy0Xx2JZ7nmcUL+KhnH4y6wl8/Pv5mzH4mLFlWks+lEF09v6CWEIJPHpvCwS1H2b1mP+8sGX/VKuPlid3mYPMCta735feKcGciUu5VlaKDvkDRhiJyfgBhIVvU4I/jLnpG72F0o5NUiyl4P96MPDCgK799fYwzKalszk5i1ofz8y2AlTXbl+7mvRFqDmOjzvUwGPWI7FxPeNmJsuViCogl60ISWSnHSDmfSkhkcJmf4+/M5r92kH4xk+CIQPo/3jv/Rqe6GIW+QcEdL0MxdUfYNyAsc8HnPq+IW5UGsVRtWJlju0+xc/leOg9uV9aXICkH1PdN2Ri614MaNWpgNptZtmwZI0eOLLC9Tp06fP/992RnZ3sNv3Xr1qHRaLyCYCUlIiKCqKgojh07xtChQwtt07BhQ6ZMmUJKSkqh3nCDwYDLlT/yqGnTppw/fx6dTldoyHjudWzatIn77rvP+92VoopBDQkfPnw4w4cPp0OHDjz33HP5jPCNGzfSsWNHAJxOJ9u2bfPmyzdt2pTff/+duLi4fKnGuVxp7HM93Zdfb3F9TUhI8H4+fPgwOTk5Jdr3elHqmctDDz0EwGuvvVZgm6IoJR6MktC7d96Du2HDhrRq1YrY2FimT59+TatTRqPRmxchub5sXrCDs0fOExDiR4OOdVk3ezPfj5vGgCf6eA1wgHmTF9Hzgc4lVlCW/PNwuVzMeHcuK6atY/hrg9mxbA9rZ23iwTfv4ZZhnQq0P7ZLVcyNqxeDVpdnGDboWAdFUetMr/1jM9ZsG6FRwQUM8MupXDuaydvfQafX8cl/v2bj/O2sn7u1UCN8+VRVHKvvQ925b8Jd+balWiysO32StadOsjXhLFlXCMF2CUGq1ULqeQs7zycwff8efPQGQu6ri+OPg7x861uERAaRfjGTJz5/iKbd8k9cL55VRU4CQjwrs5pLPEKKuoAREqk+6hOOJVGxSv78XCEE+9YdAPKrt+9OPM+YJQtxut10iavK+E5d0V1lCHS9ChF81LMvTy6cz47z53ht9Qpe79IdTSG/D0VRCIsOUUu+HU8qYISvnbXJWyP47OHzrJ65ka5D2l9Vv8qT7Ut2k5NpJTQqmFotLqvrbZntrWctMl6BwDfBugC3ELy5vRa7k3X0jTlAnOkEwnEARV+74AluMnQaDcPbtOSjtWtJahLEX98to+9/ul8XY3Xd7M188tgU7+dBz3rKW7nUUHHlOhjhenMMWv12QirY2LJwJz3v71Lm5/g7s8zzjOw2tGOBRTLh2A+Aoq9z5QMZu4Dmc/Xvw7oYzHmRQU27NeTY7lPsWLZHGuGS64LJZGLs2LGMGTMGg8FAu3btuHDhAvv27WPEiBEMHTqUV155heHDhzNhwgQuXLjA448/zrBhw7yhzKXh1Vdf5YknniAwMJBevXphs9nYunUrqampjB49miFDhvDmm2/Sv39/3nrrLSpWrMiOHTuIioqiTZs2xMXFcfz4cXbu3EmlSpXw9/ene/futGnThv79+/POO+9Qs2ZNzp07x/z58xkwYADNmzfnySef5P7776d58+a0a9eOX375hX379hUb9Tx+/HiaNWtGvXr1sNls/Pnnn9Spk/9v+rPPPqNGjRrUqVOHDz/8kNTUVB588EEAHnvsMb7++muGDBnCmDFjCAkJ4ciRI0ybNo0pU6ZccewrVKiA2Wxm4cKFVKpUCZPJRGBg0RExXbt2ZdKkSbRp0waXy8XYsWMLOJLLm1LPqNxud5H/ytIAL4ygoCBq1qzJkSNHiIyMxG63k5aWlq9NYmJigQR9yY1j3WxVvbDT0PbU+G9bkrpHsrwOjFqxgGN9Iol4ui0+VUNIu5DB5r923ODeSm4ka2Zu5I9PF5B2IYOPH/2a1TM34nYLpjz/CyfjzxRon1sfPF+YIxAQ4k+VBqpQz9Q3fgegced6xRrguRjNRrQ6Lc08ZXD2bzhYoM3Fs8nsXKHW0e5xf2eEEJxIS+Wn3Tt5eN5s+kz9kf+tWcnKk8fJstsx6/S0iIpmWMMmjO/YhW/6DeD3u+5hwT3DWTbsQeYNGcZ3t9/BK526MqB2XSL9/Mlx2DkRpeXAkBiOtA3idFIKliwrP074rUB+ba6AmW+AJ6zq0pxwjWqEB4erixTnjhSMEko8eYHkhDR0ei01m6sv3EPJFxm9+C+sLictoyvxauduV22A51K/QgTv3tILnUbDsuNH+XxL0aXhcnPS3x85mV/f+sOrXJ+amMZ3L/+qXppG/X0e8uRZ3+ysmKYq87fr3xLNJWMphAthmZnX0LETkXIfQtg4khHEinOBmAxR+Pr3QkFBWH4r765fNQNq1yXY3wdnuJmUGDO7V+0v83NkZ+Tw1Ri1PKpfkA/3jrszT6jL6VFn15Z9+pyirYTBqKdKnUw2L5DvrkvJSsvmwEY1N7/jnflTA4VwgtNTuk53ZSNcUQwoZlXYSdjy53838SxI7l69/5qqW0gkxTFu3DieeeYZxo8fT506dRg8eLA3J9jHx4dFixaRkpJCixYtuPPOO+nWrRuTJk26qnONHDmSKVOm8N1339GgQQM6derE999/7y3HZTAYWLx4MRUqVKBPnz40aNCAiRMnesPV77jjDnr16kWXLl0IDw/n119/RVEU/vrrLzp27MgDDzxAzZo1ufvuuzl58qR3oWDw4MGMGzeOMWPG0KxZM06ePMmjjz5abF8NBgMvvPACDRs2pGPHjmi1WqZNm5avzcSJE5k4cSKNGjVi7dq1zJ0716vtFRUVxbp163C5XPTo0YMGDRrw1FNPERQU5H1HFjf2Op2OTz75hC+//JKoqChuv/32Yvv7/vvvExMTQ4cOHbjnnnt49tlny03frCiuKYbParViMpUsr6IsyMrK4ujRowwbNoxmzZqh1+tZtmyZV3nv4MGDnDp16opiApLyITsjh+0r95LUKJAfI1LJ2Lgae8twVc1ZgE6vZVOgBdudkRj2Gvj6w1mkX8igcdf6RFWTCyn/NnZ68mULY/eq/flCsl1Ol1e0rOktBdV1G3asx7Hdp8j0KILX71ACj8sl1PaorR/fcwqbxYbRnBc5s+LXdbiByF61mJ54lDVblnE6Iz3f/jVCQukYG0ebSpWpFRpWbAi3r8FAuI8vdcLC6V29JkIItiWc47d9e1hx5AiZjfWIFpEEzjqOOJzEpr+20/a2Ft79L5xRPagms0fFNJ8nXM23DAhRw9HPHckLxcpl/wZ1Qly9SRWMZiMn09J4YuF8sux2GlaI5O1uPTGUMgS9KJpWjOLlDl2YsGoZP+/ZSe2wMLpXLZgf3bR7Q1ZMW4fL6Wb2pAVkp2cz4q2hfPncj2RnWKjWKJa+D9/CJ49N4fShc2XSt+tJ0umL7Fqp3t/dhnbIv9EZr3r5FF8w9QTLLHBfJMfh4NN9jTBq9Uzs1hOjXzNE6nKwLkVoosDUBUV3dbXGyws/g4E769RncvJ6kpoGsXf9gTL3WK74dR3WbBsxtaJ4e8m4PPEv4QKXR8xLV62YI1wlxs7oTd/RqG0Kv03aT1ZaNn5BN3eufnmxa+U+XC43MbWiqFA5jEybjQy7DQ0KgbozmIRVvd+1JVQ1N3aF7K/AvhPhzvLmkVdtFEtgmD/pFzM5sPkI9dvd/BEikr8fGo2Gl156iZdeeqnQ7Q0aNGD58uWFbgMKVdKOi4srUij1nnvu4Z577inyeLGxscycObPQbUajsdBt/v7+fPLJJ3zyySdFHvfFF1/kxRdfzPddYfnaubz88su8/PLLRW6HvDD3oqhRo0a+0mKXc6WxHzlyZIFQ9aKUy6Oioli0aFG+7y515Bb2O+ncuXOB7+6//37uv//+IvtcGkpthLtcLt58802++OILEhMTOXToEFWrVmXcuHHExcV55e3LgmeffZZ+/foRGxvLuXPneOWVV9BqtQwZMoTAwEBGjBjB6NGjCQkJISAggMcff5w2bdoUK8omKT9+/3018f0rYo80E+B2EGb2oXOdqkS69KQeu0BYo0qsO3eazWdOk1HVl40xZk7OXkzNyYt4f/kEOaG5Ck7Gn+GDkZMJqxTKA6/fTaWaN18d4cIQQnhryXa+qy1rZm0kNCqEGk2rsm72ZtXb+UgPQNUZ+O6lX8lMzcYvyCefyJXL7Sb+4gUS6vlyqms4dn8dLpOWTyxH+Gr2KfRaDWE+vlTw9SXcx5dIPz8i/fyJ9PMn1Gz2esvDK4USHBFIamI6R3eeoHrTKnz1/iw2nTzFYWsGGQ/GcSTCwOa9ar65TqOhWcVoOlSOpX3lWCL9Cs9jLwmKotA8KprmUdHsaZTIu+vWcCjlIucHVCZtVzJLZq3PZ4Qnn01BUQQGgwVQ8ueEezzhPn6q9/zc0YKe8E3ztwFqSadzmRk8vmAeaVYLNUPCeL9H7xKJsJWGXtVrcCw1hR937+CNNauoGhxC1eD8uW0NOuSfTC/5aTVR1SLZsWwveoOO/370AHh+V2cOqlUXNDexWvjmv3YgBNRrV6ugkJzNoyhraIXiez/CsQur9SB/nKjOtuTKvNq5EzVCQ4FQhLED2Nao+eKWaRA6C0VzcwtSDa7XgB+2biWlgonVG4/zmBAlikopCXabg4XfLgOg14Nd81cdcJ0FYVfz7LXRZXK+fOhqoDXWwGjaRZMOSexauY92/VuW/Xn+hqxZsI2L9QJw9Iyk9y8/kGbLK3PUreJBnqpn4aylIvvO76FTbByVAoq/hxVdJYQ2DlwnwL4eTOq7QKPR0LhLfVbN2MCOZXukES6RSP5WlNoIf+ONN/jhhx945513vPnhAPXr1/fWmSsrzpw5w5AhQ0hOTiY8PJz27duzceNGb224Dz/8EI1Gwx133IHNZqNnz55XLC4vKR8WHz3MO4l7cIQaCTWbGdu+E72r18zzqHmcQUMaN+ZEWiqvLVrC1nNnOdc2lJwjWXz3vxk8/t79N6z/f0ecDieTHv+G8ycucP7EBT7+79e8vXjcTW2c5JJwLJG0CxnoDTpGTBzKf96/D41Gw8EtR1g3ezMHtx5FCIEQgo8f+YrNC3cC0HVIBzRaDXuSEpl7MJ5VJ46TYbeBgMxGITjtTvRGHSey0iGr+D4YtFoifP0IMpkw6/Wc7l+JxHM+PLVhKUmrrViEEyoD+KPVaQjx96V95Vg6xMbROjoG36ssh1EcDSpE8M1tA/hh1w6+2bqFlGp+zMjJou2eeG5pUIfsjByyMyz4+jvR5Nof+TzhAQCYzGqo+tnLwtHPHDrHzhX7UBSof1tjRv31J0k52cQGBvFxr774XyftjP80a8H+C0lsTTjLC8sW8+1tA/ONn9nPzODnbufQtqNkJGdydNdJfpgwHVCNrUo1o3A6nOj0Wqw5di6eSaZC5TKsA13G7Fuv5tw36VpQiErY1TB1xdgWRRPCDttbPL14LjYXPNi4GT2r1fC2VQJeQWS8AbYVIGxgWwbmgQWOeTMRbDYzuEFDJq9ax8FaRs6dSCK6StnUDZ8zaSEXzqQQEhlEhzvyqwnnhaJXQVHKJpLjUhRFAVNvdPq9tOp+gUN7T/+rjfBD247y4bPfsaeCi+R6Abgrh5Ph60LrMcCNWh1uIajkm4ZbCHZcNPHlwQ18unkDjSMqckedenStUrXI0nuKsS0i5wTCvhXFY4SDGpKea4QPG3/9hP8kEomkrCm1Ef7jjz/y1Vdf0a1bNx555BHv940aNeLAgQNl2rnLcwsux2Qy8dlnn/HZZ5+V6XklV09qUhoPv/oVu6PU8I3A0zlMHf8AcVFFlxGKCwrmm7sGMevAft5ZtYo04PukU/Q/k0RMpb9P+aEbzeYFOzgVf9b7+VT8WbYs3EmrPk1vYK9KRm5IdI1mVTEY8zyvVRrGotNrSb+YyfkTSZw/nsTmhTvRG3Q8OHEoWY2CuWfWdI6npXr38TMYaBIZRa2mYVT08SXUzw+NouBwu7A5XVzMySYpO5vE7CwSs7I4n5XJhZwc7C4XpzPSvaHl9lAN2VofMi2q9a4RghitD/WDwhnUszUt4mKvOU+6JOi1WkY2bU67yrE88Nn3pProGL1kAfdlXKDqTjXcPrqaj2oUKL5e9WC102rYpk5vQ6uFjOQszp9IIjKuAnabgy+e+QGA+n0a8ereDZzLyqCSfwCT+vQjuIxKsxSGVqPhtS7dGD77d06mpzFx3Wpe79I9X5uBT6kCTMunruHoLjXnV6vV0OvBLgh3Glr7TLrf5WDxNLU01c1qhLucLuI9+bH12+VXyxWO/eA8BujA0JozGek8v3QRNhd0q1KNkU2b52uvKCaUwNcROdMQWZMQ1kUoN7kRDjCieQu+X7UBS7CBX9dv4dkqt17T8YQQ/PnlEmZ+MA+AoS/fkS9lBACnZz5yPULRczH2QKP7iKp1Mtm6bh9wx/U7101E0qkLrJq+gYAwf3oM74zD5uDFd35if0dfXAb1mVhBa+ShNm1pWjGK6iEhmHTqc8meegRhM1E3ohnNM6LZcf4cOxMT2JmYwDc7gnm4WQu6xFUpGC2hbwhMBUf+tKWGneqi1Wk4e+S899kmkUhuLMWF20vyKLURfvbsWapXL5iH5na7C623Jvn34HK6eGD858THqF6HiD3pjO/Xq1gDPBdFUbijTj2qBYdw/3e/kFXByIPTZzDjvw8SZLp5y1fcTGyYswWA/qN6oyjwx6cLWPzDyr+HEb5eFUCr27pmvu8NRj01mlYhftMR9q07yNGdJxAKRNzflM+Vk5xZtwdQvSzdqlSlT41aNI6sWGrj2OFykZSdTUJWJpl2GxaHE4vDzqx355F8OBFjuoNn3xhOh9tunKerTlg4X3Tvy2Of/szFBoFMWbkBY5qdmCgTt/6nKbArvygbeNXRFQWadq/GlkVHWffHZu54+laW/riKw9uPo43yZ2tHf86np1HB149Pe/crlzrUIWYf3uzWg0f+nM2SY0doXzk2n9c3l1Z9m/Lbu3PISc9h0LO3ExYdijvzXbDM4Y6HsrFmVuLs4fOlqtFenhzddQJLlhXfQB8q181fak5YVOFATF3JdJgYvXg2GXYbdcMrML5jl0LV4wFVMTprEjj2I4QdRSn7KIyyxN9opIM7mMVKMrMSj/Efm+2aoix+fn0mf36p1hbu+1D3Qj3QwqGKpSn6xld9niuhaENxuBsCG/A1771u57kZSDp1gf0bDhEQFsAn//0aS5bq4T605wSbol3saWhG0SjUCA6hVbKRJ0beTmBYQIHj6NynQaOlZWw7WtVoyYXsbOYcjGf6vj2cSE/lxeWLqRNWgefbd6RWaFjejvq66k/XSYQ7E8WTauMb4EPdNjXZs+YAWxftkqVOJRLJ34ZSG+F169ZlzZo1xMbmL9szc+ZMmjRpUmYdk/z9ePHb34mP0aJoYGhMbUaN7ERwRFCpjtE4siKv1G3Ny1tXc0rJYsSMmTzkXw3b2Qx6DO+E2U8a5IWRk2lhx3J1Etj29ub4BPjwx6cL2Lv2ABfOJBNeKfQG97BohBDs9+SD12ld0Air164O8ZuOsGf1fjYePs6hOytxNNyKPtNJkMnM0AaN6F+rzjVN6vVaLdEBAUQH5J80dngtklW/radl36bF1uouLxq3q8uz29rzzfSlnOgUii3YwOl7qnC4YibNhEBzWX6wougRihGEjQ4D6rJl0VHWzNrIwKf6sn7uFnLCDKQPr4bdlkOErx+f9elHRf+rz2cvLQ0qRPBA42ZM2bGVd9evoWGFyALn9w305ZP1byAEmHyMCOFQw7EBrVZLzUbpHDmSWG59vhKJJy8w5fmfyc6w8OgHw71VHxp2rJsvZ1k4j6gllwCHoT+jFy3glGch5J3uvYqsow6ApoIqbCWywXUKbnKBNoCBdeqxatMy0g1aPt60gZc7dr6q4+xatc9rgA9/dTC9R3Qt4DUV7ixwqNUTMFzfRUhzUDMyszcQEn6RzNQs/IP9ruv5bgRut5t37v+M0wfzRBB1ei2ZAVq+1pzBZjEAgrtj6zDu7luLDCkXwgkuzzE8omzhvr6MbNqcwfUaMG3fbqbu2U38xSQemP07d9dvyENNm2PW61E0IQhttJrr79gHxjztn+Y9GqtG+OKd0gj/GyA9pJJ/MqW5v0sdSzl+/HhGjRrF22+/jdvtZtasWTz00EO88cYbjB8/vrSHk/wDcDqcvDnlD2ZfVJVoB4ZUYdy9t5faAM+l/23t6HPKiD7byd5T5xizfhnffzyHl/q+RXZ6dhn2/J/DrpX7cNidRFapQOU6lQivFEr99qpIzeoZG25w74on8eQFUhPT0em11GhWsJRQgw61cRk0TM85zc7uIVgjTAT5mnmsRWv+uOsehjVsfN1ylyvEhDHo2dtuCgM8lwFP9OG3+a/zx/D7eLBja3wDfIi/cIwUi4WjqXYybbb8O3gU0ht1ikVv0JFwTBWR2mBP5vCdlbAaFKoEBfN1v/5XFEi6HtzfuCn1wyPIstuZtPF3XJbFqrL1JRjNRkw+nt+xfRu4MwDQ6jRUqZNJwvGCgnM3ArvVzv8Gf8Du1fEc3XmCF3u/wbwvVEO7zW15oeVCCETmB4BAGLrw0uqz7L2QiJ/BwEc9+xB2hbIpiqKALk794Dx5na6mbKnTrBoxy5NwOlzMOxjPX4cPlfoYQgimvqkq6fa8vzN9RnYrXOTNsQsQoI1G0V7fSht63/potBoq18jKlw70T2Lnin35DPDmPRvRf/YjJDxUC1uQAX2OkwHJgbwypF+RBjgArgTAqYrlafJHyPkbjTzUtAUzBg2hW5VquBFM3buLYX/MIP6CWpIIfT31pzN/SHrT7qrWwqGtR7FkWa75eiXXh9yazDk5OTe4JxLJ9SP3/i5JDfJSe8Jvv/125s2bx2uvvYavry/jx4+nadOmzJs3j1tukSuQZUHSqQvkZFqJqxdzo7tyRVwuF8889RmLKlpAUWiaaeL1sdeWF6coCmPfvB/bE1+yvKYDe7CRIwOjEXPOMW/yYu5+fkAZ9f6fw45lalh281saeSelnQa1Ye/aA6yasZ6BT/UtM0Xisia37zWaVS2Y1wmkROg5dG8sNpM6uWthCOajQUMIvcH1HW8kvoG+1Aj0ZWzNGPrWrM2WIx8gEOy6kM3Da36mb41adK9ajfoVIlTvuDsZo8lG7fY1WXvsBA8tmENGx3B0Bi0d4+IY36kLAcbyKzd5KTqNhlc7tWTRnpfpFbUbS4oO3+A08Lmr0PbC5ikFY+qDxvEngSE5WDJOlV+Hi2HBN8tJOp2M3qAjINSP5IQ0AEw+Bpp0rZ/X0LYMHLtBMfDpvmasPX0Sg1bL+z36FFCKLxJtrOoRdJ0o8+u4HkTEhlM/NJzMLSkktVJ4ZfFifBUtnaoXn7O9felucjItNO/ZmIObj3Bi72lMPgYGPXtbkfsIu6r4j6FZWV5C4ehqoNVpiaxsYfv2E9RrW+vK+/zNWDF1DQC3/ucWbnu2L+9vWs/72zag9dHTNqgyj1ZtSPM2da78jnF5/k61MShK4cZ6mI8Pb3S9hT6na/L2ujWcycxg5LzZPNK8JUOr1wMWIxx7uPRMFSqHU6FyGEmnLhK/8TBNuxcsWym58Wi1WoKCgvLV2L5Z5yUSSWkRQpCTk0NSUhJBQUH5q3UUwVXVCe/QoQNLliy5ml0lV2DWx/P57Z05KAq8/NvoAiU3MlOzmPvZImwWG70e7HrD62n//MVfLAnNRmi0tPQL59vnhqHVXbsSbVh0KB9OH8vhkwm8tHU1Jy4kc2Sgwh+z1tDvvz3xDfj3GmCX43a72blCDUVv0i1vot+yT1O+eXEqiScvsm/dAeq3L75WdmpiGhvmbqVJ9wZULCP14pKwZaEartuiZ+N83+c4HHy6eQN/HNiPvqI/nEyj+roUPv3jEYL+xQb45dSvEEFdnxrYMlah0wZgcTqYGb+XmfF78dEbmNgskxoBVn7auJA5LYPIqF0RAI3DzYCwqrx+S68bOhESzlNUdPyXu6teINPuJsdhx5W5ksBCjHAh7GBbBYBi6otiPQhsIyT0HJZsK2bfG7OQAGot8N8//BOAh94ZRvOejfh01BSyUrPpMbwzBlNe3rawzABgfXJHph04jwaFN7rcQqOIkj/PFV0sAnX8/g7TWEVRGPzc7Ry/fxK2YANp1QSPzpjFE63aUPmEnYVTllKzWTXueWkgIZHBgJpP//bwSQDUbFYVrV59t3Qb2rH4sG+HaoQr+nIwwjUVcLn90GpTyUzaDfS8/ucsR9xuN/GbVGHBiC7VGTl/Dqcz0tEqCv9p1pJ7GzYuWrvgclyeqA1tbPHtgHYxsfw8IJKJa1ex/MQxPtuykdPJGsbUFWgc8QjhzmfIN2hfm2VT17J37QFphN/EREaqz7hcQ1wi+acRFBTkvc+vRKmN8KpVq7JlyxZCQ/PnmKalpdG0aVOOHTtW2kNKPKQmpnkncULAzA/mUadVDRZ8s5yAyADq3tKAryZMZcuinSAEq2dvomP/VviH+NN9WEeCK5RvKGlaWhafHN+FK1hPreBQvnl4OPoSrPyUFK1WS+2qlfgi8naeWPAnu7Ks7O0Zxu+z1nDf/T05fyKJ+I2HqdeuFhViwq58wH8oe9bEk34xE98AM7Vb5eVUm3yMtB/QiqU/r2by6B94/qfHiamVVy/XYXew9KfVhEWH0KhzPd4ePonje07xyxu/M37GM9Rqcf3zTDNTs7zK0S16NfZ+fyQlmReWLfYqlQ9p3Jh+HaLxedBAUPjNXRf5hiAyMep03Fa7JdFRffnz0EE2nD5Fht3GuWyFWF8X6ZZEFGMY+hwnQYeziNiWyjPrH73hnghh+Q3caZiMcfx5rjadwuZisWzD7LRg0F2mAWHfrOZBa8JA3wCtuR6KZjuVqmVz/ngSVepXvjHXIARfj/kJm8VOndY16HBHKzQaDc//+ETBtq5kcOwjx+HgjS1q/vvY9h3pEBtXupNqPe3/Jp5wUMtJPfj6EE4cOMPUsydIjDbw4YZ1GNPthAXYObl8O9uW7qZVn6YMeWEA6z1ikwCHtqlzC51eS99i8n6FOy2vPJnh+uvUKIqC01UFDam4HWVbIeZm4NzRRDJSs0lrGsLrR7bgcLup4OvH/7p0p2EpFo1AXTACdQGpJAQYjbzR9RbmHjrABxvWMf+4neGxTsJ8MjC4judTvq/foQ7Lpq5lx/I9DHtl0A1/rkkKR1EUKlasSIUKFaSYs+Qfh16vL5EHPJdSG+EnTpzA5XIV+N5ms3H27D8zH6q8mPPZQiw60DetSKLWzgn/DOa88BY2Hw2ui1p0h9bgrOCCYbGgAG7B9oxj+G3NYepfa/hw0hPEXcfc1TOHE9i6aCfhlUJp1bcpT3z9K1nBekxuhcn3DMqrAV7GhPv4MrnvbQz5+keOOdP4IGEPfqtC+OOB77DbnETGhfPu8gn5Slv9m1j2sxoq2H5gK3T6/H/S97w4gD1r9pN48iIv9HqD1+eOpUqDWFxOFx889AXbl+4pcDynw8W8yYvLxQjftngXbrcgtm4lb4mpPw8d4N31a7G5nIT7+DK+UxdaRN08Odk3JUIto6Zo/GgRVYkWUZVwud2cTE9Dn3MKf+Uc99SLY0iLu7i4/jif/DSFxl3rX7VuQ5l1WzjAqoaXK/7P0r1uXZLPLiNAn828fTO5o9Gw/O2tS9X/GLuqXjBtNbRaLdFVckg4mnjDjPA1v29k9+p49AYd/3lXrXFfJPZ15Dgc7EwOJNXuy6gWrbm9VvFRKoVySU64EI78peluUhRFodcDXQC4+0I6oyZ8zfYwB7YgA0m3RJHgdIHVydac03zz7iRcThfuwZUw+hqxZttAgejIUD48sI2I077UCg2jbngFov0D8owux071p64KiqaEof3XiMG/Hs707ZhNZ3C5XKWahN0IXE4XWWnZhaqXX8669Xs52j8Ka5wf/m437WNiGdexC4Gmq4g68XrCS55qpygKt9eqQ8OISF5Yupj9aeE00pzl7Kk/aFzlGe/vvXGX+hiMOs4dTeTE3lNUaVAyQ19yY9BqtTf934lEcr0psRE+d+5c7/8XLVpEYGCeN8rlcrFs2TLi4uLKtHP/Bk6ev8DcNds5rbGyyHoE6wNx+AX74rQ71UnHJTjtThQ3mH2N+AT5kJNjw+XrIi3USLLTzZ2//sLoAT0YUL8+5hIIApSGg1uP8tqd7+F0qAswGV8Gc6x9CCAYXa8F0YHX1zsZZDLzZf/+9H9nMtmRZl5av4LIOr6E70zn/IkL/Dl5sbeu8L+Js0fUhRGAbvd2LLDdN9CXcdOf4eNHv+Lw9uP88sbvvDxtNOtmby5ggOv0WgY9exu/vvUH25fuJjUp/bpHV2zx9L1FrybYnE7eXb+WPw+r3qRW0TFM6NT1utar/sfgzlR/KnnK4lqNhqrBIQh9DCJHRxWzHo1/KNVvDaVWi+r4Bl3/MmRXxL4ZRCZoQkDflBCDFou5CTjXcjBxI7sTb/F624Swgn0tAIrJU1NcVw2NTkNUXA47tp8r6izXFafDyfR35wBw5+h+VKxafCrH8aR5+Ao7my/EecN5rwpNRVB8QOSA6zToCooa3swEhQfy/UdPsXXNPg6abay7eI74ixfIybGSk2Ulw+kG1GobxrAAFIsdjVZDilHL0mNH8h0rxOxDu5jKdIyNo3XQHrTgqStdPviFNSEt/Sei4tJJOnnxivfAjeTg1qN8MHIyaRcyGPXJg3S4o3Wh7XJsNiYtXMkPp3bijDLjbzDwTJv23Fmn3tV7mV2n1Z8lCEe/nCpBwXxz2wDm7T6CYCZY/+SNNc14rm0HjDodPv5mmt3SiA1/bmPVjA3SCJdIJDc9JTbC+/fvD6irksOHD8+3Ta/XExcXx/vvv1+mnfs3MPmvlfyR4AnhD9SjN+moHVmB2sFh7Pp5I5zNZOSzA7GeyeC3CTOo26omY38chc6gI9mSw4GLF1h56AjTN2wj0whvLV/Bj/t20TekMi11wdRvXeua86dzMi18/MiXOB0uKlQOI9ng4nibIAA6E8LwgV2vcRRKRuWYCO51VmTGgVOk1A7gXLswQnrUREzazrwvFtHj/s743QyGRTnyyxu/43K5aXZLwyIVvMMrhfLE5w/xdIdx7FlzgEPbjjJv8iIAhjw/gLb9W7D8lzW07NOUqg1j2bpoJ4e3H2fT/O1er1VRCCHITM0iIKT0Za2sOTZ2r1RVbqt3rc0j8+cSfzEJDQojmzbn/sZNS55r+G9HFDTCveSWLRPp3q9utAc8F+Ep0YWxG4qiekWiguqSkbqRij7pvLZqOT8NGKQuKtq3gLCCNhJ0Hs+xrhpanZbQCAtJJ25MKtS62Vu4cCaFwDB/+jzUrdi2c+N30My4AzQQFdaHuxtdffksRdEgdFXBsRecR/52RjiATq+jdddGtAaGAw6Xi/NZWezdd5xJY37A7XIzaHQ/6retjaKoaVrpVisXcrI5l5lJ/MULHEy+QIolh3mHDjDv0AHea7GQhiE2MpUYosup2p7GUButXo3IOLjl0E1rhAsh+GH8NNIuqNUFfnptBk1vaZhvjpButfLdyvX8tHUbWYobNBB40c739wylbpWrj0gS7gxwp6kfSuEJvxRfg4G7mjxJZsJCon3SaWT+hFF/JfF61z5E+vnTaXBbNvy5jWW/rKHfoz0JrRh81f2VSCSS602JjXC32w1AlSpV2LJlC2Fh/94c3LKkmt6foAwXhmOZ1A0O48Xxw4itpJbucLbviKJRvCE7twxojdnf7A11DPfxJbyyLx0qx9HPP4ZnX/uGxAYBHLc5mHQyEUOmgzqf/8E7bzx0TUrrsz6aT3JCGpFx4bw07zn+s3g+vikpNAmJ4PO77rz2QSgFQ8b0Z1vXV/G9aCe9T2XOml1kP1CVsPUXmDVpAfe9XL79uZEkHEtk2+LdKAoMfbl4RfrwSqG06decNbM28dEjX5F8LhWTr5FbhnfCN8Ann+J8y95NObz9ONuX7irWCHc6nLw9fBL71h7gkQ+G0/HONqXq/7bFu7DbnJgbRzIufgMXLTkEGIz8r+sttIyW4eelQnhK92kKEatSPEa4p6zXjUYIoZaQcp1QVcIBxXRJjq82Gl+DgVi/HM5kZvDZlk0827Y9wu7JDza09XriFI0/gjDgNLbsw+V7IR5WTFO9870e7JpPfO1yZh/Yz8rD02jV0IVLieSuBkWre5cYXXWPEX702o91E6DXaokJDCSmbWNqfR6M0+GkZrPi1dPtLhc7zyew+uQJ1p06QpxfIhaniyfWnCDE7w/ua9SEdjGx13dBT1sJReODwZjJ2QMbgQ7X71zXwKGtRzm6Sw0JN/uZSL+YyQN1nqJan3pomlXkXJBgy8nTOJwuUMCQ5aT2MQdjRvS/JgMcyFNG14ShaK7eMaDR+hEQ8gS29A9pXeEk5y3zGT7bwutdutOiS33qtKpO/KYjzHhvLo+8P/zKB5RIJJIbRKlzwo8fP349+vGv5aFhvRgpepKTacHH35wvzOvy/F7fwKK9vI1b1eL1R+7ikye/Iam6L4ktQ3AE6tnVQs+Qj6bwZONW9H+gW16t3StwZMdxNv65Df8QP/76Ws3DHDbhLiZuWU9CdiaVQ0P4oP9txdcEvQ5UrBLB24vHodVqsATr+d+aleyyOzjXJpT3Mw6gXb2Ru9q1KFOBuJuVpT+tBlSxo+jqquL1hZxstpw9y67EBI6npnIuM4MMuw27y4WmviA9MA6dxYUx3UCjGrFsuHiORrqKhPvk3VvNezbilzd+Z9+6g977sjBmvDeP3av2A/Dlsz9So2nVYj1AToeTr577iW1LdtH5rnac2H+a1Oq+HLklFL0lh7jAYN7r0euG1Koua4Q7G6zzAQeY7/Z6ea8buQZ2CT3hNwrhTkNkvKLW+s5FG5fn2QbQRqFRFJp5bqWZ8XvpFBdHM+NmABRDXr1tAK2pJmSexs/3DHarvVhDuKy5eC7FKyzYcVDRi1BT9+zik83reavZbsw6PX6BfYrPGy8hiq6aRyH9yA1VSBfCAZbfQVsFxdiqTI5ZtWHJwokNWi0toyvRMroSo5v5Yk/Rk243k2QN5mxOIs8tWUi14BDubdiYHlWrX5d3lqJocCu1gS247VsRQtyUwmC57/Jm97bBv3MVfpyxjMyKJnb5WCH5OCSr7czJNtrqQnnlqbuJiAot5oilILeefQlF2YpD8RmEURuJNm0sA+P2Mf9MPZ5cOJ+Hm7Vg8PMDmDDgXdb8vpHBY26/aaJ+JBKJ5HKuqkTZsmXLWLZsGUlJSV4PeS7ffvttmXTs34SiKGVScqtNv+bUbF6Nc0fOE1a9AtOPxjNlwyZS4nx44/R25vZZxain7ySoQgCHtx8nIjac1rcWLOGSePICb97zEdkZFu93HQa2Ymeog/U7TmHQanmrW48bVle4Uo2K3v9P6TeABYcPMWHWfDIC4I0Na/jlWDw1EsC0JZHadWO556WBhdaf/jtjt9pZOX0dAF2GtmfhkcPMO3SAbQlFiyO6tQoEGrCaXVhDDewKtrNnhTopi/ILoFWlSnSoHEez2CiiqkVw7mgiWxftLNTDnZqYxl9f55UpdDpc/DVlGSPevKfI8//65h+smrEBgHlfLeF8yxASe0QSYNbTtlJlXuvSHT/D1RlQwnlKzRc23YZSmDe4HBFCINLHegWiFBTwKXpcyuakqjAbSiHXrvGIL91gT7gQDkTakx6vrQ60FUFXDcX3kfwGi1b1uPlrU3ioYSBmxxwunF+FO/o0GkUD+vwh3Aa/huRcXE7lmpmcPZxQrrmgm/5UFxPqtK5BWFRBETAhBN/s2MaUHVtpHX6C5mHJ+Bp8UXwGl00HchcvHHtvrDhbzk+IbM+73380inlguXdBCAfkTMGg1RIe3JtZg+/lt717mHVgP0dTU3h11XJ+3LWD/7ZoRfuY2DI3kn3Du5B5egux1c5yKv4MsXWvPvqsLHG73ayesYHdZxL44+IJ0u6J4VjVHLTnDmBvVgHF5sBXo0V7JA3/Y1m0rVSZZ17/T9kbr94a4WUjnqgYO6A1tiZI2cSoBum8vDmQL7dtZm9MLHGtqnJi0zEWfLOce14s/3tRIpFISkKpjfBXX32V1157jebNm1OxYsWbcrX330xoxWBvHtSTFdvTvUZ1npo1hzO6DLZ30zHhw18JPpzlbf/I+8Ppcne7fMeY+cE8rwEeEOJH/fa1qTOqAy+tVVWMn2/Xkdph4eV0RcWjURT61qxFo2EhPDx2EifjjBx1JnEUUJrAqiP72DbqHO9/9jjGcvSQXW82zNtGZloOzjaRTEzdz7lVak6wUePg4TrHMZsb4O/XgUqBgQQajRi0OmwuJ5k5FjZvOkCGQZDtr2FfUhJHUpI5l5XBHwf288eB/Zh1eiIGxpI2K4tlM9cXMMJdThdfjfkJu81JzeZVGfzc7bw++ENWTV/PoGf7FZofbrc5vGG7rQa24HfnOS7GmDD7GrmvSRP+27zVVXuohDsHkfYUuJPAtgaCPkZRbuDv2rk3T6EZEFlfgjsVIawoxg4ohpZlejohHGquNICmEE+4kmuEp5XpeUtNzi+qAa4JRAmahKKrUng7TTjqq8nJ/ZUnkWq14BKCbIcOf7/2BRZZFH0dtHotsTWzOL73dLka4btXq5Egl9a4F67z4DyB0NXjs217+WXPLnx0Nl5qsh1fgx7F524UbYWy6YCuhhr9IDLBGV+uYmS5CNdZRPaPeZ9zZpW7ES7cGYjUR7yGnuJzF+E6X0a1bM3wRk34PX4fU/fs4nhaKs8tWUjjiIo81rI1DSqUXe623q8teqOeGg0zmPfdQh5+96EyO/bVkmW3879J01l45hiWUCM0C0Zv1GE06KkXXoHmUdE0rRhF/fAIsi5k4rQ7iYi9Pu92kfu7KSMjHEAx9QD7ZrpGHeOlDsN4d/1a1p0+SUCvUIxHz7D0p1UMeKI3Zj8p7imRSG4+Sm2Ef/HFF3z//fcMGzbsyo0lN5x6EZHMevB+XlmxjGUHDnGqZwTOECO1zwiSz6bw7Yu/0LhLPe+qtxCCvWtVdeqXpz1Ngw51OJh8kf/OV9Xx76xTnz41at2oyymSStHhfDX+P3zy9Ldss6eQ1boC1jAjabUVlriddPnwMx7u2YFba9clzOfaow5uJNnp2fw0ZQFH+kfhrhmMKSuTIJOZQXXrcnfMr5jdm4HNKH4GFJ+h+Xf2D6D2bfknnll2O7sSE1h36hRrTp3gQk42x3zcpPeM5LTDztH3vqZvnTr0bdeY1IQ0vnz2R47uPIHBqGP4q4Op1iiOuPoxnNh7mh9fmc6oT0cU6PP2JbvJzrDgUz2UbV0CcSY7CUXhxU6dubVmbQCE4wAi/VnAgOL/HIqxhDnmlqmqAQ7g2APWJWC+cUr5wvK7+h9TH3CngH0jIudXdZttJYTOUctrldkJ8xbVUApJWcn1hItshHCiKCV77AshwLYENBEohkbX1kUhvOOi+D1RtAEOKIoWoY0C1ykURcHfaCTdasXqdHIkox/Ngi7bQV8HrU5LZIyFLRsOAu2vvp/ubLCtAmM7FE3xaRFOh9Mbil6/g+qRFvadiPSxCJFFksXEgkN9AF/ebmcn1GhRBal877/q/l2OomgRhuZgW6EK190IIzz7B8CpCsM5j4HrJEJYUJTyM3xE1keXGOCDUXR55RX9jUbub9yUO+rU48fdO/ht3x52Jibw0Lw/6BJXlcdbtibK/8qluq6Itho6UyUMtuNoHHO5eO6OQqMjrjdOh5O3n/2WBcmnSK7hi1ungVAjGreglsaP+7t1pFvdWvgb80eHGa+3iFkZhqN7MXQAxQiuM9waZ6Nm6ABeXLaYsxkZZN5dmexVSSz7ZQ23/qdH2Z1TIpFIyohSzwTtdjtt27a9Hn2RXCf8jUbe7dGLEW1aERQeSE6fWCLe7UG15lWx25z89fUyb9ukUxdJOZ+GTq+lZvOqnMlI56mF88l22GkSGcWTrUonvlWeVKoZxdt/vsT8OW+w8bXn+PWee+hbpSZap5tkt52Ji5bT4aNPafvoqzw+6mNWTF9PdkbOje52iRFCsPC7FQwZMIF1bcxYYnwI8Pfhv81b8cdd9/BgXYvHAPe0z/4R4c4q5ogqfgYD7WJiGdOuA3Pvvpfvbr+D4U2aEWIw4tJr2GJLYcLOdbR992OGvvIZe86cwyfAzNNfP0r1xlVQFIWRbw1FUWDNrE0s+n5FgXOs/n0DGTFm4vtX5GhqCqG+vnx5+wCvAQ4gLLNVb607CZHzY4FjFDkuNjU3PjfMUdiWFt/enYY7/UXcF29HOA6W+Dwl6otwgE0NuVfMt6H4jwVNqDpRBHCngquMVbxzf8eKT+EGtnKJgZGrol4SbIsQGa8h0p9Tr+tacJ1Qr10xgLF4xX0AxZhXbk/vewcHLf2YfKAD49aeIc1qyd9WE4xbqJ5lW8aOq+6icGch0kYhMt9ApD+LEK5i2x/adgybxU5gmD8xtSogsr5EpD2OEFlk2mxoRAojamzkhfadaBaiLmwqPnehKGWbGpMbWSE89115IdxZCMufYF2g9sN/jHqvI8pVKE64zoJHZV8J/hLF7/FC2/kbjTzWojUzBw3h1hq10aCw4sQx7v79N6Zs34rN6bymfiiKgjn8P+gMOnoMOs2fn8+8puNdDafT0xj67tf8FJ7ChTr+uHUajGl2bjVEsmnMU8x+aRT9mzQsYIBfb4RwgstTQrAsPeEaXzCqoo7CMptaoWF8d/sdtK8ci8HPxNkO4bx5YAsJ6TdeD0MikUgup9RG+MiRI5k6der16IvkOqLVaHiiVRvGtOuAVqOw4MghjvWPwmnUsPTnVViy1Ilt/MZDAFRtFMvJnEwenT+XVKuFGiGhvNO9500veKYoCiYfI4qiUDe8Au/fPYDvO/alxsY0zAkW3AKSK5lYXNHK4ztX0G/E/1i2JE8k6tjuk5w5nHDV53c5XexatY+F361gxbR1bJi3lf0bDmLJtha738GtR1n8w0psFluRbWZ9PJ+Jvy/gYLdQMGlpFlOJ3wbdzX2NmmDW6xGWeeoY+AxRJzoiG6x/lqr/iqJQJyycx1q0YtWTj/GgNoaaaVqMQsHho+NCoyCO31eFzPEt2R3q4Fymmmdco2lVBo/pD8AP43/j4Ja8Or5nEi4yx5nAsX5RuHx01AkL5/vbB+YLBRXCDfZ1eR1x7MGd8Sbu5EGIYib0wnVR9b4BSsBL6pf2bQh3StH7ZL4PttXgTkZkvn1FY6tUOHar464JBl1dFG04SshUlLAFkBuGbt9adueDS8qTFZ4Lryi6PHE218WSHVLYEFmTPB9yVAXua8G+Xf2pb1CyVIFLcugVY3da1hjPoez2pFhyeGfdGtVLfwlas6ptERh0BLutZAsGwr4DYfkzb6Eq51cc2ftJu5CBJXUHwjK/2P33rokHoH67WpA5AZHzE27hZkVCDZ7edCsChT4xp7ktNgGcBwENGDuXqG+lwuBZGHUeQLgulP3xL0MIN+6MiYiLvRCZEwEBpr4o+vqgq6k2KuPFrWKxLlR/Gpqj6OtdsXkFXz9e7tiZHwfcSdPIKOwuF1N2bGXw77+x/PixAvdWqTD1Qmusjm+Ak9Dg30hNuv7GX8LxRDZvimfCsqXc9sMP7BQZCI1Co5BwRoXV5pMW3Xj/ueE3TMMFUBfhcKqLkZoySsXwoJg9lT1sKxHuFAKMRt65pRdjOnZECySH6eg35Tuee/8nvn7hZ7LSssv0/BKJRHK1lDoc3Wq18tVXX7F06VIaNmyIXp9fCOaDDz4os85Jyp6BdeoR5R/Ai8uXcMKeg/2+KkQsOseqGRvp9UAX9m84hACUdpX4z59zsDgdxAUG81HPvuW+el5WtOzSkJmtanFs1wkuKA6WJ55i0YmjpOusnG2s47GtS+mcdRL/HSkc+3krZqHh+Z8ep0rDWGZ/soC96+IZ+NSt3rzPpFMXWPjtCnIyLdRrW4ta7WpxXrGxct9B5izezAWXFYef+qelsbsxJ9sJuOigd62ajHyifwHBmzmfLWTqm7MAWDZ1DeNnPFNAqG/l7E28u3MjqW1CMfubuLtpY55p0967KCJcF8G+UW1s6oeijUJkvo+w/oXic/dVjZvBoGfs8/cwFrUM0MLte1hz4SwbE89xJieTL7Zt5ottm4kNDKJFVCUa9q1BzRPN2LNgF2+O/ZbBn9zLnvSLzNy2i4zaAWj1WgY3aMjjLVtj1F326HHu93hKfUEXB459YP1LvbbMdyDoi8L1JxyeslW6Wij6eghddbVmsn0LmHoWaC7cqaoB7j3vIbCvKTvjyL5e/Wlo7Q05VzSeEHFDM4R9M8K+3fs7EcIFIh1Fcw1hq26PpLGmmHBSbQy409WQXX2NIpsJd5rqWXfuz59Dbt8IhiZX3UXhUI1wRV9QCLIwFE0ABH8FrjMohsYYgXGdujBy7h8sP3GMJceO0KNa3nWYQ9pjS5tDrUapHN9zilrNiy9rJRx7VR0BXJD9LQR/hTNrJtnpOZw85EPlGtlkHvmNyIZFlxHbs1Y1wm+56wLYVuMUGt7b04W5JyvibzCiNXXHqFmPyBiv7mBoeW2/5yJQtGEIfT31b8a+Bq53Prbl17zFPW00irEz+Kr5z4q+NsK+AeE8WC5q7ULY8xYfTbeWat/qIaF81qcfy48f4+PNGziflcmLyxfTvGI0o9u0o2pw6X9XiqLDN2oczmP30eaWRDbPm0fPEfeW+jglwelw8sWLvzD9yH4uNA5Sw86BgJPZ3N+oKY892v+6nPeqsO9Uf+oblG0qDqDoayH0dcARD5b54DsMjaIwpFFj2HWBd7avJzMc5nIOk8POqpHv8c3PL/yjNGIkEsnfk1Ib4bt376Zx48YA7N2b3zsiRdr+HrSuFMNXt97Os0sWcjLUzrFbo/jf/o2k7A5mQfIpztwRzVG/NPROHc0rRvNWtx5/WwM8F5OPkbpt1Fz2TtTnJZeL5UeP8NZ3czjvJ1ix/zAYgRFx+CTZePSjHwhMcWI4nY0ux8WkUVN4c8FLhFcKZfwd73LWYSGzkpms7GNk71sBBi1utwB/UDQGdAYdCBA+gmx/PZkxgikk8usbH9PU7sd/B/egaZcGZKdnM+vjPI/bib2nmTZxdj6V8d+mLGLi3k3k1PDHbDYw7pbu3FHnMo+PbRUgQF8XRVcZoQmGzI/BeUwtX3RJjuTVYNBqua1FY26jMZk2G6tOHmfhkcNsSzjHyfQ0TqanMTN+L6KOICOiCm6nmy1/zUdv0GPNsWG+aOORhs14pG0R+bq2NZ4TtUIx36aqiwtPVIBjn+phLiQvWdjV8OPcslWKoSXCeQRh34pSiBGOdQngUo12Q3NEzi8Iy1+gbwmKBkW5em+REG6EVQ3FV4ztCjbQe4xYxx7V2+Y+h0h/UfXkB0xAMXW7uhO7PPnw2mJEprSVVW+262TR/c/5DZH1GXBJxQttNLjOIuybUXj06voH6gQZSpWzrOjrgr6u93OdsHAeaNyUKTu28u76tTSpGOUtracYmqPT64ipns3mjbsKGOFCOFRvvKEhYEBkvA54IiDcSYjk/thzrFw8b+DH96vz8he70GviEcJWaPh4TqaFoztOYDC5qFZrNQ63i0/3tWTuyYpU9PPnw559CPPrjEhZn3c9PtdPR0UxdkQ49qnee9OA6/YuFu40RPZ36jn9n0Mx356/gTZO/ek6fV3OXwDLPHBfBE0YXJLCUFIURaFb1Wq0janMT7t38tPunWxNOMuwP2ZwZ936jGzSvNTvPsXQCIutMQbNNrD8hss1BG0ZR5C5XC5eeeEb5movYG8egqJR8D2XQ+yWNEY+2Jc+D3Uv0/NdK3mLcE2v0PLqUEz9EY54hPVP8LnXe/8Pue8WzNluvlu1nmN1zFiDDWwJhgHf/UBzVwBVLXq692+Tr+IKQFZaNtnpOYWK1FmyLIUKvR3fcxKbxU6tFtUL/P25nC52rdzHoW3HsGRZ8I8Lo2KrWOw+WlLTshjY9No0NyQSyd+TUhvhK1YUzPeU/P2oHhLKLwMG8cWmjUxZs4ELQRreXbWanNomUCDMqGd446Y80LjpTR+CfjUYtFp61axFvfuH8tQdb3Ghhh/pVX2gcgAOo56kCiaSAI22AlhdGDKdDJ3+G/oAE6dvCwGtgsFswOlw4Xa40GU78T9noZZvEMNH9qF2XBQKCmlWCwcuXmT+9j1sPneG7AgTa3CyaclcBieeoEqCG2u2jcp1ohk+4S5eH/whS35cSc8HulCpRkV+XbCW/53YijPcSKDZxOeDB9I8umDpG2FTlesVY1f1p8YfYWynGufWReB3ZSNcCIfqGdZEoGjDimznbzRya83a3FqzNhmWJI5dWMuyM6HEX0whISsTAxpSzqWiT7bgk5hG9OEsWsXG8PD7vYs+t22tp/8dVIM6ZCo49iNsi1UD3bm3UCPcGyada9wZWkDOVCiiVq/weNcVUx8wNFcVu+3rERd7qF54/+dRTF0Q7kxPjnUp7n3HHlUgTvHNCxG+FF0NNSdaZILrNCLrfW/urMh8B/SNih33IskVpSsmzFPRVlbrSbtOFeqhFO4URPaX5DPA0aAEjFNVp52HEe5MlMLU16+AcKfm9VFXtBe+JAxv1IS1p05yIPkCE1Yu5+NefdFpNCjaMGz2SmiU49jSVwL5vcEi8201bFlTAcXcF1xnceNHtvMx/HUTAbBb7Mz7sSq3PPAAaRfHEBRmJ+P8WgIrFlwcid94CJfLTd/hFpwinSNpJv44WZ3aoeG816O3R/wxGALfRmR9oP5ur1HcrlhMfSBrihr2nj0ZoY0EXW11IaOMEK5ERPYXqhK/rgaYCokS8JSXw3WmzM5bZH+cxzz3LCi+911TRQSzXs/DzVrQt0YtPt68ntUnT/Dbvj0sOnqE/zZvSd8atUpVvSG02qNknXiIhq1Psm/NJhp2LjsdncPbj/HKT7PZFmYHRU+l0GBeuqUbLYIjMPoYMRhvUJm6IhDCCp7FUgzXxwjH1BWy3gfXWfUdps8Tj+3/aE/6P9qTTJuNsV/+xorUsxxNSeEoKShCMGnSXnq2bki75nUxZTqJn7eL9T+vxZnjoOuQ9gx4ojfhMWEoisKa3zfy2ZPf0vfhW6hcpxLLp66hdvtaHIo/xY518QiNQo3W1bnvf3cjNAo2p5OTySlM+3EJp9LTsQXpcfjrcJ8/BXO2gwJ6F9IIl0j+pVxVnXDJPwNfg4FnOnREv+IMv2/bhTXUgEFAnMmPSU/d6/Uy/ZOJqRXNqJeHsPaPTURqw7n1/tvYcu4sf63ZwWm3hRSdE6fTRYY+iwRhgwwbaBRCAvxoX6sazaOiqesbDKczCI4MJrp6ZD7DLzoggHoVIrijbj0u5uTw04bNTN22gwxf+OnofjRONyEdwrh7UBfqtatN856N2LpoF1OnLMR5axWm7tuG06yjos7MLyOHEx1QULFZOM+AY5f64ZKwasXUE2FbhbAuBt9HrmhQiqyPwDJH/RD0IYqhRfHthR2/nNE0NJ2gYb2uKAGveM9x8VwKS39cRYo7jZj2UXQf1hFNEZNY4Tzl8dBqvcaroo1QPbvucwjbGoRjfwHjUbgz8mrP5hob+oaAHtwXVG+crrJH5XsFuI6roerowHQLiiYAYeyYF54ushEZExDWuWDfooaM+40qdgzy9cfiEWIydizUe6ooeoSuluoJt/wOdo8WgeKrnjvnW/Adhcj+GkUTCj5DS+TRFO5Ez5gVU1pI5xFDchbhobT8AcKuRgj4jVIXN/T1UPT1EdpKqlFl34xQDGrubWmUr52qgjjaSnmh+VeJXqtlQueuPDBnFtsSzvLlti081qIVAIq5M+QcJyx8Ny6Xy+t9FPZdeXnD7iRE9ncIt5t5P/gy7ZN5DBpVmz5DDrN3SwD7t1bm8a87sWVGHEFhh0g8NJ/Ait1ITkjl4JYjVIgJo3qTKmxfugehQJ1+KWTabcw93Yx2lasyoVM3fC5J0VKM7VCM7a4tz7gEKJpghLk3WOYici7RbAmahGJofM3HFznTEVmfAup1KL4PFX5vaqPVn+5UhDurQDm5skI4j6rpBCIH9I3B1K9MjhsdEMA73Xux6cxp3t+4jlPpaby5dhXT9+/liZZtaBldqUTH0fu2IjsnBh/zKZJ2fA1lYITbLDbeffQL5ikXSavuB4pCt6hY3h4y4KaOVBNZn6gLj5ow0F2fyiqKYkYY2qiLzrYV+YzwXPyNRiYOHcAT3V/hZLSO1Jp+WMNNZFYwMvPYQX4/eQjhEuqs+P7KaJxu9tlO8/lHkwnyMVOlfmV2rz+A+85K7M86iGv3YVxNNQjrAagCVFFV3w9g56+ffgYUNBoFl9OFO1hAiC8Gkx6DRoPT4URJs6HPcmK0urHZ7BiNMjxeIvm3UWIjfODAkuWZzZo166o7I7kx3DOyFzt/3UR2RioA909oRqjjbdwXd6EEvHZ9PTg3AV3ubpevVvptgYHcVkc16mxOJ+eyMvnfo5M5dyIRxQVRvn58vmg0BsMlHoe4K58nzMeHp7t15j/t2/DQox+wN8iBNdRISpNg3k7dz+Sfj+LfyZ9DFSqzMyAJ/73ZOGxOwvek8cOb9xVqgAOInJ/U/xhao2gj8zYYWqtiXe5ksG8CY8GJoHDsB/SAPc8ARy07dCUjnJyfPYI7gG05WFuDuY96rVEh3P38gCsPCoB1rqe/LQpO2nVq6SdvOPOlONQazWijUTz50IpiRBgaqgaufYtqfNqWIjJezdvP2EHNOQaUgNfA8juILIQjXs19tqt55sIyF3wfLpGHTdjWqJM/FBTzXUW2U/T1EI496jkBTD1QTLcj0h5TDSiLOhYCj6BaSfL5c8PRNVcIRwdP+aj8EQJCCIR1kdo/n7tRDE3y53/rG4PrDCLjFfWzoRkEflTykOdcka4ymoDHBQXzUodOvLxiKT/t3kGDChF0jI0juFI/0g9/T82GyZyOP0JcffV8wroQEGRbmuLjexbFncS5k2bmfqveAzMmaZn5udq294PtMBj1GALaA4fQsh271c64fm+RnJCGVqth7I+Ps2X1HjKHBBIdri6AxIYPYGjjbmiKGJPySNVSfP+rqlDbt6iLUKgRMpca4UJY1QUJ90VVRM3Q4Yp9E85jiKzPAQGaEBT/0SiFPEsAFI0fQhOk6gm4zoGmZtlc3KX9EXZE+suqhoSuOkrgGyhK2Xp/W1WK4ZcBg5ixfy/f7tzGkZRknlj4J20qVebxlq2vmC+uKAq+EQ8iMiZQp9F24tevok7bTlfdHyEEbz39NbND0rGE+WEyGniyWSseLEMP+/VA5EwHzzNNCXipzH9Pl6IYu3oWnReA74OFPrcDQv15d95LrJ21icp1ogltGsPHn85i0+Hj2AL12IP0iBATRh8jigI5mVYcDhfncXP+2AmIyJ+upDfpEW43bpcgJNgPjYCU0ykoboHiBo1TYM504JvjZtCQrrRsUpOKfv5U8PXDkWXFZrETVCGwyAVqiUTyz6bERnhgYPE1UyV/X8KiQhj99SNMHv0DrW9tRs/BB8CqhjeLjPHgcx/CtkoNddQ3QgkYX2oPh3CdB01wmZfnud4YdTqqBAXz7FODeO/Bz8hKy2HYh4PzG+ClxMdoZOLY+/j0iW9J9LWi3F6DgKA9NAg+y5xTDXGHmMDhhF0XqL41lS4NaxNbtWKhxxL2rV4BM+Wy+sOKYkCYeoNlhhqOq3kXRZ83KRaWWYjMy4QU9U3U/GvHToTjUL72+c4rrIicGeoHjxiayPkZTD1LFcIthCVPWMlciNGea7i5kxCuZBRt6CXXvsnT5wb5r1vfDGHfhnBsReEOr4EJgKk7it8TeW0VHfgM9pwjFZExQRU4s+9UDRX7BjAWPnkWtnVqlIHI9hrumAeiFCN8hqE95EzLO7/vCBRtNMLUx/t79B4/+xswD7jy34zH4EJbjOqwNtoTCm/1/B3nlYbDeVg1mBQDGAvm7CuGZmquZS72bWBbXKjwXWEIxx71OEXcS1dD96rV2ZOUyG/79vDqquV8d/tAYgJqkJ0VjI9vCheOz/ca4Ti2kZ1u4aMxCfiHN2bIM5V56Z412KxaBj3Tjxnvz0O4FXR6Lbc+otYTrtqsPyL5W4JCLjLvs6k4rElEVnZy/pQP4x7/nBO9I7m91TEUBdy6xgxrcuNzcBWNH0rAi4Dn3kwfC7a1CL+nURQF4U5FpP4nr1QUnmeG78hijytypgFOMLRFCXz7ygsK2miPEX4GyvB37iXnVzXKRROCEvTxFeu5Xy16rZZ7GjSib41afLtzGzP372PDmVNsOnOa3jVq8kDjplQqYmEUILjyQE5u+Al//6NkJozl3JEviap+dQva3/yymBnhGTjNRqIrBPPhrf1oFFn4O+F6IayLELaVKH6ji4+6yW3vTlPTFwDF79ErL+peK8YOoAlXn4eWOeAzqNBm4ZVCGfBEH+/nDyeMJOF4Iqnn06jSoDJGXxPZdjsZdhsZNhuH4k/xzZszsFrsKC7BQ2/cQ5CfDyY0VK9ZCV+9AV+DwbsAt2vlPtbN3oxfkC9GHyMJ2Yn0ebobNZvl16kwBPriG/jPjzaUSCRFo4jrHSf3NyAjI4PAwEDS09MJCAi48g5/c4RwQPaXCNdFFJ9B+cq6CCEQyf3zFJcLQ98EJeiTEnt3hGU2IvM9UEwoAeNQPEaNEAIsM8CdAr4jC69xfKVju7NA8S0XT1NmahbnjydRo2nVMj2uyJmOO+tjXG6BQ/iweOtIfn5iJTq7mp/7ysxnvKJy+fZzZyNShqjjZ+qDxjMBL9AmdaRHKEmHEvyZ6o11nkCk3Ee+HGBdVZSgServyrYcxWdwkTV3Rc7viKwPQVsRJfg7RPIdILJRfB9B8S1cDVi4LqiGurCh+P1XDQe3zEFkvqt6s0N+LVQ5150yDJzHVQPAI3gmXOcRyXcC5PseVO++SH1YvS9CpyEu9gdcKCG/oOhiC+1bgb5mTVKND1NPNAHjCm537Eak/jf/l8ZuKAEvX9HbIyxz1JBz3xHehQch3GCZrRr+PoMQKSPAnaR6+YpYBMjdT1zoCjhRQmfmj4S4DHf6y2BbieIzFMUvT2TNnfmuOmk1dkIT+EYh53CqefYIhCtBVcbW10UT/FWx1wkg3OmIi7er/Qv5AUVXvGp5aXC4XIxaMI9dieeJ9g9gSr8BJKx7kYiIJZw+XovGt/2OcCVgO9efjOQcnr2zBTZL3jOmSbf6PP/jE+xauY81v2+kXrva+SJiDi7tTFjERRZOi6Zd7yQiKulYsqkKYw80xq3T8k2vpbSMzkYf8AyKzx1ldl1lgRA2xMU+6t9ayPcouuqI7G9UUTXFV83pduxU/0bC5hQpSCjcWYjk29XjBE9GuWzBqzDcGa+DdRGK78MovveV8XVZ1WeNO119l5RwIagsOJ2ezmdbNrLy5HEAtIpCz2o1uL9xUyoHBhW6T076UVIO3IPZJ5uUC4HEtpmPwVx428IQQvDV6vV8uHYtAqjmH8R3Dw4lwu/qw/yFY6+aWiBcKAEvlOhvUjiPI1I8woK6qijm/qD4q1FFRd07ufebriZK8Dfl8o72vpfQoQS9g5JbFvIaObD5MB889AWtb23Gg2/cc+Ud/ib82+a+EsnNhoyBuckQ9s24U0bgTn1EFTQq6+MLoea95kxTw3RTH0M482o64zqmGuCKASV0uuoZ00aqHr6A8WqdT8cONfy4JOdzHkNkfuT5YEVkvodw56ifLVMRWZ+ohlluPm1prsXyB+JiX0TakwhhKfX+pcU/2K/sDXDhQOT8hIKCTqPBrLVyW7uNNGlVA51eS/OejajTughvkmWaaoBro1H8nym0iaLxRQn6xJMr7VSNSyEQlhmAWw1hD1uoGntBn6NoAlBMqldPWJerxuHlfXYlILJVA0wx36164DzGusj+CnFpCTDvdboR6c+oYdjWPxEZryCES82NRvWCF1m6xhuSvh8h7LjTX/Qa4GiC8upve9vXysuzzv4RVQ29aokNcAD0Hq+NY3ehm715t7oaKH6PoQRNQgmYUKJwS8V8O0rovHyef0XRoPgMRPF7GEUTjGJSBfaEdZnn5yLcqaMQl/fHnQI41f9rQimOXNE+YVuh3gPCjjvzA28agmLuX/h+ik4VvvIdjuL3MKBVfxee+uzCnamWyLsMdZFtpto/XfUyNcBB9VS+1a0HUX4BnM3M4NklC9GFqp7syOijuF0WsG/DbrFz8qAfsXVrotHkGQK3/bcXAI0612PUpyPyGeAAhiA1z7jX3WcJCnVj10GrVodpW+0CrQMFrStlo9Ncp9rf14iiGEFfX/3g2K8+Z3LDgv2fQwn6WH2ui2ywLkO4znr+3u35D2RbCsIG2ljQ1S/ZuT2pD7nvFeE8gzvzY0TWp+oCcCkQwo3I+hJ35oeq9oX1L7XUnjYSjFdZTeAqiQkMZGL3nnzdbwBtK1XGJQR/HTnE4Jm/8eziBWw6cxr3ZT4Nn8BqBFafRlaGmZDwdA6uHl/k8Xeu2Mv7Iz5k2S+rALiYk8OT8//k443rEUDVdA0zH77/2gxwIdRFVsc+ta581mcl2y/7m7wPzmOIzA8QGa8iUkYU+u4Vwo2wqNEzis+Q8qucY74djOqipMh4vczmULVb1uDLne/9owxwiURy4/nHGOGfffYZcXFxmEwmWrVqxebNm290l0qNcGci0sep4aKOvZAzvWAb4URY/kRk/4BwJZbu+MIJOd96ylkBKKgvq/+p9YohL6xW3xhFG4UmcCKa0Jlo/EejmHqg+KgvIZH9RcEJW2HnzJmKGsrY3CO0lQqW3zxqzHkvdpE9BeFKUq/NsS//MSx/4r7YH/fF2xGe/FLh2I/IfB9wgWO7OiG4bAJU2iAPNTd2GcK2Tv3szsad+QHui7cicn7Pa+c6r/bTtq5QI7VU2FarY6IJRQn5BdChOLfy0o9d+eXEZJ779rFCJzDClYzI+RVA9T4XE7KsaMNRAl5Vw40de8C+2itUpfgMVY1oY6e8FANDa1B81LA+x87LznsRkfa0OnnX14dcw83UV1Voxo1IfyX/wg6oizYeow0A+xZE+gvqd4oJiqnxq3hCp4Vzv6r0nmvkK2YUn2EFDF9F0ap5y6BGWgCKoXWRxy+U3OgQV0IBA1M4T0OumnvABHWSaWhcqonmFdsab1F/2laoCycZr6spAunPI3JzwCFvMUxX5coLAMY2gE4NR3adhuwfwOLR8DDfVaJwUUUT4tUWEDnTVc9T8gBE8kDV0LrUyLL8llfO6vJSVmVEiNmHD3v2wd9gZN+FRD48ayMtxYTe4CTp6EJc1k047E4O7Ajkgf8N4cE376Fa4zie++4x6ha1uOUhrtljKNoQFL2GdL0fy89VRgFeaX+Kb++PQKNo1KggbfGLHzcKRZf7d3NATSFwJ6upFsZOKIoWxSNmJqzzEKmPIzLGI1KGqalDHvJSRfqV/P7We0KuHTvUEPi0x9SUmJzfwLqg0F2E86RqaGdPyW842TeqmheW3xFpjyGyf/L05+6ripwqCxpUiOCDnn347raBtI+JRSBYe/okTy6az10zfuWrbVs4lpribe8fWoVM+8MAhAStw+XMb7S6XC6WfPslruSR3P/UNzgyJ/D8dzMY8OvPLN1/ALfdRc1d2fz89Ah8TNeYzmVf7RGnzP28WRUuLAa1vJ86n1L8nwFDWzUFCZ0qqJn9/SVtPe9D5371/aH4FJnOcz1QFB1KwMugq6qmF2V9clXHEa5EdY5xyRxCURR14di2qfCFB9d59d0gkUgkJeQfoY7+22+/MXr0aL744gtatWrFRx99RM+ePTl48CAVKhSTJ3mT4M11zfleNW5yv7f8oearWmaqZaPM/dQwslxRp5ypCG20Wv5H31gVzNGogjHCcVj1dio6FE2I+qJ17CHXa6b4jQZTZ0TyEPWlbFsMpt5qjjEUPSH3uUcVWnElqOc3dgbrPEAH5kFqOK1jj6pWrakA1qXq8XwfBtc5jxf+V3V/jxozigYc8YjkS8T/fEei+N6PsO9S85k9qrwifTSE/ISwempra8JVI9a2Fiy/gc/d6osz5xeE5TcEGjXv0dRffYm6ktSSV+4UhMhUQ+nMd6Fowzxjqy58CENrdVxzvX1ZH4IuFvQN1DBkb8mlauD7qFrfWlEQrmSwrQSRhrrIoah5uKCG72l8PN7rqmDshLDMVjeZb0PRxao53NZ5CMtsFEMTj7L3SlUl3HVOFVhDp3qDhFUd5xJ44hRtuCc/fA4i/SVP36uqoluXt1UMCFN3j1DY72qeuEgF50k1dNx1BrSRKAGvevO/FUUB/zEIjwicSH8FQqaoqrVCqNEOgOL7ICh+6uTIvt5z7QOL1xjQeZTPHfsRnr8PxfcBFN8RRV+vvnl+j7ynjnhJUTR+CF01tYSYYw9C0wFsy1Sj3JPjjKFN6bzrpTm/vhbC0FKdJF+SQ447A5H9LUrA856FGHWbYr6ycKaimBH6huDYrpZls3o84L4Pgs8DJe+bzxBViM76J/mWuSwzVIMv8A1wZyKycstHPQCm/iU+fmmJDQriw559eGLhfHYknmedUoM+IXvITvoLf+NJEIKzJ6OIqx9D1Yax3DKsZEaBSxhYL0ZxLmkBf5xsgJ/BRM+YZMK0iZCjLiAq5j5XOMoNxGOE4ziY93sydsxbrDF1h+yv88r8gVoTPmUowtgZRVdHXRBGV+L8f0BdwFKMqhGU+p98qU0i5wcw9c63YKQuPj+r/m0BZP+E0NdG8XscYbukJGrucRQ/z4LfjaVOeAXe69GbE2mp/B6/j/mHD3EmM4Nvd27j253biAkIpFlUNM0rRlGlXj8yDn5JQJCVUzt/pUrzB0k9s5pz8d+iKEdo3CodoVVwarU0viWFJVsWk3SsOj6JVuruyGHi148RErgMd+pSQKdGtWjD1Wec6yyKoQ343K0+u4Vd/Vt0nVejbTQRkPMTaCt5RTwVn/vUxQ7rPHVxw9gVxedOlNxSj5fi2AciBzSBYLodTW4KjW2tuiiY8xuY7wDbSnVxXt8MchdIjG2vqXTc1aAoBvB/UU3Dsi5BmG4FfWP13eXcr6YwmO9R36WOHarOTe7CojsTcn5SBeVwgr4pmPuCvplnjjBJXdg1NFPf39aFKIaOCPd5tWY9LoSpF4r/C/m0UYRjP8Iyx7Pg7qfWSzd2RdH4lOvYSCSSm4t/RE54q1ataNGiBZMmTQLA7XYTExPD448/zvPPP1+gvc1mw2azeT9nZGQQExNzQ/JihGMvInWUOnHxlJlSAt9WjRTX2fyNDW08RlgR3ldtNErg+2pN34xXCm+n+KoGsXmgajTm/ILImqzWzw35MS//z5NHWGifrQsQGQVzR4tE3xBN8OdqiFrqiLySRYAS8Dpo/NVyM5d31e9RVfzLfVF96bnOq2Ni6qN680U2StBHanicZ8Vb8X0A4U7Jp/St9qEpaMPBuqTguGgjUHwfya+gndcJj1c4CfRNUQwtvLVpUcyQuyKur6/WyLUtVxcXSoQWcAEKSujvKNoKCMchROqDgA4lbBbY1qiTh0LRoQRPQtGXLExUOOIRqQ/lXZr/8yjmwj3QwnkEkXK/9zzekGdQ75XgSSjaqIL7uVPV/dzJ6oTffyw4D6nec8WAEjobFLP6+3bs8uRt/+pdPCq0L8KBuNhLDYsFQIsSOqtYD6Rwnlbz5T39V8IXFpm7WBRqqPYsMLQDrHklxTwoQR+pNc2vE8JxAJE2Sl1sMfVRF+FSHwW0KH5PIHJ+Ue9LTShK6G8luj6R/VPe/QugCUMJnVFq1WJ32tOXiNENQjE0R2S8pi4iasJAZKn9NrRCCXyvXMJR9yQl8uTC+URrD/Nuq78wuRV0Wi2ZqQ7m/fYUD7/7YImPtfXcWT7cuJ6jqarh16FyHM+360iI+6e8agSKjyefuhTl2soR4UpAJA8CFPUZJrJRgj7IlyfrTn3YW2VA8XsSYZkGl0dYmW5FE1DwPVoc7rTRXu9p7nNKpI9Vc7kD3wddLCL7BxAZ6kKX6wygB22YukB7OaZeedE7fqNRfEpWraU8yXE4WH3yBEuPHWHj2dM43fnfM3dU3MiwmjtIs/qyPaUuXaO2qOu0KLiBNeerku7057aYXWTl6Bj7XCtqa3x47ovmBPguyO/BLgxdLRSfu9RF7uLaKr4ooWqEkEgZqhqGuZh6qR5sYQV3lvocF1mebbegCXjF21QIoT6fHEV70pXAd4pU0r/eeLUuFH91wfnSfpp6gHVx3mdDc/W5le/9rZC7+K/Om+4vcfg+hpagCUDRRIAmWJ1j4crfRvEBfR3AiCbonau7yGtE5oRLJDeWv70Rbrfb8fHxYebMmfTv39/7/fDhw0lLS2POnDkF9pkwYQKvvlrQ4LohRnjWZHUynYtHYEvYVqplWArD2BklYJxaTsmdBZog1VN7SRghoNbz1dVBuJNRdLXA0AK0UfnC+ISwIZLvVl+8Hs8bmmCU0LlFTpyFEJ6a0h6PvL4OuDM9Eym8+bi5XCroI5zHEenPq8a0+S4Uv8fVxQDrAtVDbOikTgQ9HmJArS8c/C044xFpT17yfSRKyHRAQWR9XCCvXPEdAYoBkfU1+YxIfQM1l1fxR9iW5fUbwNQPxdRNfWlqK6L4PgSK0TOZvSQ0LWCcGrad86MnVP2S4+tqXaI+LQBPCKHIBpGp/t++Ke9lb2yPJnCid3d36kNqSS7zIDUHUmSDoRVoY1SjT2QiHPFqbnEp8mxVPYBxqmddG6kKlRUTxu7OeNsT5ZB70X5gaIniNwqlGCVuYd+mGt24UTNePJNRc380/s96+uJS63YrQSjasCv3PesLrzcd80A0/qOvvI9lNsK2CsXQSq35XUryL0R4UPwAoeZP+z5y3Y1LIexq1IMmDEVR8hu/oN4Tge+i6EpWv1g4DiNS87zeiifipNT9cmeBfQ0IN5h6oShahPMkIn1M3uKh4osS8lOx90pZcyj5Ik/Om8uzdX+hXuhFtA7BntVB+Ff+mBa9mpRo/yk7trL65AkA/AwGnm7Vjj41anoUxjPVZ5CwqKkQN7EnXBXZvN2jG4BqFITOye+FdsQjLLPUVCNDC7WEmWOvqkVgWwr6+h5F9NJ5M4VttVppQNhR/J5A8bkLd+b7aj16fV21Xn3usxDUhaSg90FbRa20kD0ZPFFZaCupqTr2reozObfm/U1Mps3GjvMJbEs4y87zCZxMSwN3Jl+1+ZUAQ94i7fIzcaxNqkGOphrhAXE0qxjBraFvo7EeAUXBaNKj5JavUnxRfIcDqNVKRA7oG6JoozwLchl5HVB8Vb2MyxfyFZOqYZHrzXYeyQtJt68r5oq0qhL9ZTXnhX0HIu0S8U5TT7DvUBcHjV3UEqfllQ9+GUJY1EiMS9OgLkdTwRNhcYmBrKuK4vsf0FVT3znWZfnvVcUPsKvvb1MP1angTkbxH6NGAGW+Xfi5DG1RjB3USh/WJZfMl4xowpdd6+VeFdIIl0huLH97I/zcuXNER0ezfv162rRp4/1+zJgxrFq1ik2bNhXY52byhAMI20a1nquuBpj7oyh6NQw5exLCdUFVMratVFdhddVVEajLwneFKxmR8aIaOgaq58x/bInKRQnLfETmW3lfmHqhCShiASB3HyHAdVT9oK0GOD2hi0Z11Tnne4R9K4qheYGwYSHs4Dpf5GRKCIdal9byO+jrqKFdujgA3BlvgScUPZ9athBqeKxlBgi3qjxt6qJuc54B61yEcKAYO6AYml4ybudVz7M7Q118CP6mUKPBnf68Nw8YXXWU4G+9QmLCdcFjLGepCxn65leuvWvfor6sdTU9JV/yDNECvw9dLZTgr0pV+qvYc7szQdFf0XMqhFAnZiLbE8Zaco+fsO9SF4ZyPTL6BqqxWMrSdnl9zlG9+IoWJeiLcgvjc2e8oeaxKr6qeN119HyXBOHOUKNcHLvV3F6/p1E0/qU6hjvtSa9XXwmbW2wUQun7l4LI+kqdlJoHohjbXHmnMuZCTjbPfvk/xvVeyrksP16Z3Zan7r6HHrVqYtYX9Phn2GysPnmchUcOszVBNVq0isKA2vV4qGlzAk2li6C4mRA50/OihPweQ/EZcoU9LtnXMzW4WiNKuHPAfcGbsiHsu9T88Fx0NVBytSCMnfOXH3SnIFJGAjb1faerclV9uFkQQnDRksOq2R/TMHYWWp1ga3xXmvYdQ+XgYIy6SxbGHfvVxSx3mvqFrppaIcE8EEUTVPjxXQnqwrFjj/qs9XtMFWrM+R6ES01rU/wBpVABTCFckPMzwrFfLSWojQNNAAgrwroExdw/33sz3772LZ70qbYo5r6qVo19g6dc5Y2NElG1Z34Gtyc0X1cTkXKv6v03NEMJfA9cpxGWeeq4GDuBrkG+e164s9TILecBNfoldLoaBefO9L63hXCjKBpP+thChHWhxxlhBft2dRHY9z/e4wrhVvVWXOfVhRGPEGd5I41wieTG8q80wi/n7/IgUmtthxYZOiqEyHtRlCJXVQg3InOiakhqo9UV72JKHZUXQjgLiO+ok4VfQeNTojzYEp3HeVpdzTa0LNJIFK6Laritcx9K4Acohqur91qi/girWg7GlQAoKMFTUPQFS5T9HRCu8+qER1fzmhcR1EeVKFpF/ToghF0N19XXLnU4+/Ximo0jVyIiYxyKoZ3Xs/ZPY80fm3jrx2kcbxyO1s+IX5AvOo2G2qHhRPj5YdLpyLTbOJWWzsn0NIQnykWrKHSpUo0HGzelanDZLU7cKIRwINKfUz3SQR+Ve35u/r64Ve+4bbla4zv422KjYFTxK+Wm+bsrKxKOJeJyOomuEVVMtJlNfSdpK6Nobt45yd8RISyeRfcKJS+z6s5AZH+pRlUZO5byfOKGRQNcib/L3Fci+afytzfCryYc/XLkgyh3ZXa36uW9Sm/lvwEhHKXOn72q87jT1XrMmiivR18ikZQMt9vN4u9X4jAonK/py1/HD5OQlVlk+6pBIXSrWo0+1WtS0b90kQWS0iGcp1VxKk3wje6KRPKvRs59JZIby9/eCAdVmK1ly5Z8+umngDoBq1y5MqNGjSpUmO1y5INIIpFI/rkIITiXmcn+C0mkWHKwOJ0EGI1U8PWjbng4IWapUiyRSP5dyLmvRHJj+UeUKBs9ejTDhw+nefPmtGzZko8++ojs7GweeKDkZXckEolE8s9EURSiAwKIlhNNiUQikUgkNwH/CCN88ODBXLhwgfHjx3P+/HkaN27MwoULiYiIuNFdk0gkEolEIpFIJBKJxMs/Ihz9WpEhORKJRCKRSCSSfwty7iuR3Fj+EZ7wayV3HSIjI+MKLSUSiUQikUgkkr83uXNe6YuTSG4M0ggHMjNV1dyYmJgb3BOJRCKRSCQSiaR8yMzMJDAw8EZ3QyL51yHD0VHV1M+dO4e/v/8NqeeYkZFBTEwMp0+fliFB5YAc7/JFjnf5Ise7fJHjXb7I8S5f5HiXL+U53kIIMjMziYqKQqPRXNdzSSSSgkhPOKDRaKhUqdKN7gYBAQHyJVeOyPEuX+R4ly9yvMsXOd7lixzv8kWOd/lSXuMtPeASyY1DLn1JJBKJRCKRSCQSiURSTkgjXCKRSCQSiUQikUgkknJCGuE3AUajkVdeeQWj0Xiju/KvQI53+SLHu3yR412+yPEuX+R4ly9yvMsXOd4Syb8HKcwmkUgkEolEIpFIJBJJOSE94RKJRCKRSCQSiUQikZQT0giXSCQSiUQikUgkEomknJBGuEQikUgkEolEIpFIJOWENMIlEolEIpFIJBKJRCIpJ6QRLpFIJBKJRCKRSCQSSTkhjfByYOLEiSiKwlNPPeX9zmq18thjjxEaGoqfnx933HEHiYmJ+fY7deoUffv2xcfHhwoVKvDcc8/hdDrLufd/D86ePcu9995LaGgoZrOZBg0asHXrVu92IQTjx4+nYsWKmM1munfvzuHDh/MdIyUlhaFDhxIQEEBQUBAjRowgKyurvC/lpsflcjFu3DiqVKmC2WymWrVqvP7661xaaEGO97WxevVq+vXrR1RUFIqiMHv27Hzby2p8d+/eTYcOHTCZTMTExPDOO+9c70u7KSluvB0OB2PHjqVBgwb4+voSFRXFfffdx7lz5/IdQ453ybnS/X0pjzzyCIqi8NFHH+X7Xo53ySjJWMfHx3PbbbcRGBiIr68vLVq04NSpU97tcr5Scq403llZWYwaNYpKlSphNpupW7cuX3zxRb42crwlkn8H0gi/zmzZsoUvv/yShg0b5vv+6aefZt68ecyYMYNVq1Zx7tw5Bg4c6N3ucrno27cvdrud9evX88MPP/D9998zfvz48r6Em57U1FTatWuHXq9nwYIF7N+/n/fff5/g4GBvm3feeYdPPvmEL774gk2bNuHr60vPnj2xWq3eNkOHDmXfvn0sWbKEP//8k9WrV/Pwww/fiEu6qXn77beZPHkykyZNIj4+nrfffpt33nmHTz/91NtGjve1kZ2dTaNGjfjss88K3V4W45uRkUGPHj2IjY1l27ZtvPvuu0yYMIGvvvrqul/fzUZx452Tk8P27dsZN24c27dvZ9asWRw8eJDbbrstXzs53iXnSvd3Ln/88QcbN24kKiqqwDY53iXjSmN99OhR2rdvT+3atVm5ciW7d+9m3LhxmEwmbxs5Xyk5Vxrv0aNHs3DhQn7++Wfi4+N56qmnGDVqFHPnzvW2keMtkfxLEJLrRmZmpqhRo4ZYsmSJ6NSpk3jyySeFEEKkpaUJvV4vZsyY4W0bHx8vALFhwwYhhBB//fWX0Gg04vz58942kydPFgEBAcJms5XrddzsjB07VrRv377I7W63W0RGRop3333X+11aWpowGo3i119/FUIIsX//fgGILVu2eNssWLBAKIoizp49e/06/zekb9++4sEHH8z33cCBA8XQoUOFEHK8yxpA/PHHH97PZTW+n3/+uQgODs73PBk7dqyoVavWdb6im5vLx7swNm/eLABx8uRJIYQc72uhqPE+c+aMiI6OFnv37hWxsbHiww8/9G6T4311FDbWgwcPFvfee2+R+8j5ytVT2HjXq1dPvPbaa/m+a9q0qXjppZeEEHK8JZJ/E9ITfh157LHH6Nu3L927d8/3/bZt23A4HPm+r127NpUrV2bDhg0AbNiwgQYNGhAREeFt07NnTzIyMti3b1/5XMDfhLlz59K8eXMGDRpEhQoVaNKkCV9//bV3+/Hjxzl//ny+8Q4MDKRVq1b5xjsoKIjmzZt723Tv3h2NRsOmTZvK72L+BrRt25Zly5Zx6NAhAHbt2sXatWvp3bs3IMf7elNW47thwwY6duyIwWDwtunZsycHDx4kNTW1nK7m70l6ejqKohAUFATI8S5r3G43w4YN47nnnqNevXoFtsvxLhvcbjfz58+nZs2a9OzZkwoVKtCqVat8IdRyvlK2tG3blrlz53L27FmEEKxYsYJDhw7Ro0cPQI63RPJvQhrh14lp06axfft23nrrrQLbzp8/j8Fg8E7gcomIiOD8+fPeNpc+YHO3526T5HHs2DEmT55MjRo1WLRoEY8++ihPPPEEP/zwA5A3XoWN56XjXaFChXzbdTodISEhcrwv4/nnn+fuu++mdu3a6PV6mjRpwlNPPcXQoUMBOd7Xm7IaX/mMuTqsVitjx45lyJAhBAQEAHK8y5q3334bnU7HE088Ueh2Od5lQ1JSEllZWUycOJFevXqxePFiBgwYwMCBA1m1ahUg5ytlzaeffkrdunWpVKkSBoOBXr168dlnn9GxY0dAjrdE8m9Cd6M78E/k9OnTPPnkkyxZsiRfXpXk+uB2u2nevDlvvvkmAE2aNGHv3r188cUXDB8+/Ab37p/H9OnT+eWXX5g6dSr16tVj586dPPXUU0RFRcnxlvyjcTgc3HXXXQghmDx58o3uzj+Sbdu28fHHH7N9+3YURbnR3flH43a7Abj99tt5+umnAWjcuDHr16/niy++oFOnTjeye/9IPv30UzZu3MjcuXOJjY1l9erVPPbYY0RFRRWImpRIJP9spCf8OrBt2zaSkpJo2rQpOp0OnU7HqlWr+OSTT9DpdERERGC320lLS8u3X2JiIpGRkQBERkYWUMPM/ZzbRqJSsWJF6tatm++7OnXqeNVdc8ersPG8dLyTkpLybXc6naSkpMjxvoznnnvO6w1v0KABw4YN4+mnn/ZGfcjxvr6U1fjKZ0zpyDXAT548yZIlS7xecJDjXZasWbOGpKQkKleu7H1/njx5kmeeeYa4uDhAjndZERYWhk6nu+L7U85XygaLxcKLL77IBx98QL9+/WjYsCGjRo1i8ODBvPfee4Acb4nk34Q0wq8D3bp1Y8+ePezcudP7r3nz5gwdOtT7f71ez7Jly7z7HDx4kFOnTtGmTRsA2rRpw549e/JNNHInfpe/MP/ttGvXjoMHD+b77tChQ8TGxgJQpUoVIiMj8413RkYGmzZtyjfeaWlpbNu2zdtm+fLluN1uWrVqVQ5X8fchJycHjSb/o0Or1Xq9KnK8ry9lNb5t2rRh9erVOBwOb5slS5ZQq1atfJUFJHkG+OHDh1m6dCmhoaH5tsvxLjuGDRvG7t27870/o6KieO6551i0aBEgx7usMBgMtGjRotj3Z7NmzeR8pYxwOBw4HI5i359yvCWSfxE3Whnu38Kl6uhCCPHII4+IypUri+XLl4utW7eKNm3aiDZt2ni3O51OUb9+fdGjRw+xc+dOsXDhQhEeHi5eeOGFG9D7m5vNmzcLnU4n3njjDXH48GHxyy+/CB8fH/Hzzz9720ycOFEEBQWJOXPmiN27d4vbb79dVKlSRVgsFm+bXr16iSZNmohNmzaJtWvXiho1aoghQ4bciEu6qRk+fLiIjo4Wf/75pzh+/LiYNWuWCAsLE2PGjPG2keN9bWRmZoodO3aIHTt2CEB88MEHYseOHV417rIY37S0NBERESGGDRsm9u7dK6ZNmyZ8fHzEl19+We7Xe6Mpbrztdru47bbbRKVKlcTOnTtFQkKC99+lSsRyvEvOle7vy7lcHV0IOd4l5UpjPWvWLKHX68VXX30lDh8+LD799FOh1WrFmjVrvMeQ85WSc6Xx7tSpk6hXr55YsWKFOHbsmPjuu++EyWQSn3/+ufcYcrwlkn8H0ggvJy43wi0Wi/jvf/8rgoODhY+PjxgwYIBISEjIt8+JEydE7969hdlsFmFhYeKZZ54RDoejnHv+92DevHmifv36wmg0itq1a4uvvvoq33a32y3GjRsnIiIihNFoFN26dRMHDx7M1yY5OVkMGTJE+Pn5iYCAAPHAAw+IzMzM8ryMvwUZGRniySefFJUrVxYmk0lUrVpVvPTSS/kMEjne18aKFSsEUODf8OHDhRBlN767du0S7du3F0ajUURHR4uJEyeW1yXeVBQ33sePHy90GyBWrFjhPYYc75Jzpfv7cgozwuV4l4ySjPU333wjqlevLkwmk2jUqJGYPXt2vmPI+UrJudJ4JyQkiPvvv19ERUUJk8kkatWqJd5//33hdru9x5DjLZH8O1CEEOL6+tolEolEIpFIJBKJRCKRgMwJl0gkEolEIpFIJBKJpNyQRrhEIpFIJBKJRCKRSCTlhDTCJRKJRCKRSCQSiUQiKSekES6RSCQSiUQikUgkEkk5IY1wiUQikUgkEolEIpFIyglphEskEolEIpFIJBKJRFJOSCNcIpFIJBKJRCKRSCSSckIa4RKJRCKRSCQSiUQikZQT0giXSCQSiUQikUgkEomknJBGuEQikUgkEolEIpFIJOWENMIlEolEIpFIJBKJRCIpJ6QRLpFIJBKJRCKRSCQSSTkhjXCJRCKRSCQSiUQikUjKCWmESyQSiUQikUgkEolEUk5II1wikUgkEolEIpFIJJJyQhrhEolEIpFIJBKJRCKRlBPSCJdIJBKJRCKRSCQSiaSckEa4RCKR/M35/vvvURSFEydO3OiuSCQSiUQikUiugDTCJRKJRHJT89tvv3HvvfdSo0YNFEWhc+fORba12WyMHTuWqKgozGYzrVq1YsmSJYW2Xb9+Pe3bt8fHx4fIyEieeOIJsrKyrumYEolEIpFIJFdCGuESiUQiuamZPHkyc+bMISYmhuDg4GLb3n///XzwwQcMHTqUjz/+GK1WS58+fVi7dm2+djt37qRbt27k5OTwwQcfMHLkSL766isGDRp01ceUSCQSiUQiKQmKEELc6E5IJBKJ5Or5/vvveeCBBzh+/DhxcXE3ujtlzunTp4mOjkaj0VC/fn3CwsJYuXJlgXabN2+mVatWvPvuuzz77LMAWK1W6tevT4UKFVi/fr23bZ8+fdi5cycHDhwgICAAgClTpvDQQw+xaNEievToUepjSiQSiUQikZQE6QmXSCSSfyBz5syhb9++REVFYTQaqVatGq+//joulytfu86dO1O/fn12795Np06d8PHxoXr16sycOROAVatW0apVK8xmM7Vq1WLp0qXlfi0xMTFoNFd+Xc2cOROtVsvDDz/s/c5kMjFixAg2bNjA6dOnAcjIyGDJkiXce++9XgMc4P/s3Xdc1dX/wPHX5y4ueyOgICAOnODW3FvLskyzLLUc30wrs7Ks1Cw1Wz9b2nY2tDLTzNx7i4oDB4ggiiKy9+WOz++PD1wlUEEZjvN8PO4D7me+7+Vy731/zjnvM2zYMBwcHPjtt9/KfUxBEARBEISyEkm4IAjCPWjhwoU4ODgwceJEPv/8c1q0aMHUqVN58803S2yblpbGQw89RJs2bfjoo4+wsbFhyJAhLFu2jCFDhtCvXz9mz55NTk4Ojz/+OFlZWTc9f3JycpluBoOhwh7z4cOHqVevXrHEGqB169aA0gUd4NixY5hMJlq2bFlsO51OR2hoKIcPHy73MQVBEARBEMpKU90BCIIgCBXvl19+wdbW1nr/+eef5/nnn2fevHnMmDEDGxsb67qLFy/yyy+/8OSTTwLQs2dPGjRowFNPPcXu3btp06YNACEhIfTu3Zvly5czYsSIG57f09OzTHEuWLDgpscqq0uXLuHj41NiedGyixcvWre7dvl/t92xY0e5jykIgiAIglBWIgkXBEG4B12bgGdlZWEwGOjYsSPffvstp06dolmzZtb1Dg4ODBkyxHq/fv36uLi4ULNmTWsCDlh/P3v27E3PX9bq4Y0aNSrTdmWRl5dX7OJCEb1eb11/7c/rbVu0vjzHFARBEARBKCuRhAuCINyDIiMjeeedd9i8eTOZmZnF1mVkZBS7X6tWLSRJKrbM2dkZPz+/EstA6b5+Mz169LiVsG+Lra1tqd3b8/Pzreuv/Xm9ba+9gFHWYwqCIAiCIJSVSMIFQRDuMenp6XTu3BknJyfee+896tSpg16v59ChQ7zxxhtYLJZi26vV6lKPc73lZZlUIzExsUyxOjs7V1gi6+PjQ0JCQonlRd3PfX19rdtdu/y/2xZtV55jCoIgCIIglJVIwgVBEO4xW7duJSUlhT///JNOnTpZl8fGxlZZDKWNoy5NRY4JDw0NZcuWLWRmZhYrpLZv3z7reoDGjRuj0WgIDw9n8ODB1u0KCgqIiIgotqysxxQEQRAEQSgrkYQLgiDcY4pasK9tsS4oKGDevHlVFkN1jAl//PHH+eSTT/juu++sc3obDAYWLFhAmzZtrN3rnZ2d6dGjBz/99BNTpkzB0dERgCVLlpCdnc2gQYPKfUxBEARBEISyEkm4IAjCPaZ9+/a4uroyfPhwXnrpJSRJYsmSJWXqRl5RKnJM+Pbt29m+fTsAV65cIScnhxkzZgDQqVMna2t/mzZtGDRoEJMnTyYpKYng4GAWLVpEXFwcP/74Y7Fjzpw5k/bt29O5c2fGjBnDhQsX+PTTT+nVqxd9+vSxbleeYwqCIAiCIJSFSMIFQRDuMe7u7qxevZpXX32Vd955B1dXV55++mm6d+9O7969qzu8ctu8eTPTp08vtmzKlCkATJs2rViX+8WLFzNlyhSWLFlCWloaTZs2ZfXq1cW2AWjevDkbN27kjTfe4JVXXsHR0ZGRI0fywQcflDh/WY8pCIIgCIJQFpJclU0jgiAIgiAIgiAIgnAfU1V3AIIgCIIgCIIgCIJwvxBJuCAIgiAIgiAIgiBUEZGEC4IgCIIgCIIgCEIVEUm4IAiCIAiCIAiCIFQRkYQLgiAIgiAIgiAIQhURSbggCIIgCIIgCIIgVBExTzhgsVi4ePEijo6OSJJU3eEIgiAIgiAIQqWRZZmsrCx8fX1RqUSbnCBUNZGEAxcvXsTPz6+6wxAEQRAEQRCEKnP+/Hlq1apV3WEIwn1HJOGAo6MjoLwROTk5VXM0giAIgiAIglB5MjMz8fPzs34HFgShaokkHKxd0J2cnEQSLgiCIAiCINwXxDBMQageYhCIIAiCIAiCIAiCIFQRkYQLgiAIgnBfMpvM/PvjJs6dvFDdoQiCIAj3EZGEC4IgCIJwX9qxfC8Lpy5jUo/3OLbjZHWHIwiCINwnRBIuCIIgCMJ96eCGo9bfv3t9McYCYzVGIwiCINwvRBIuCIIgCMJ9x2Q0FWv9TjqfwuZfdlZjRIIgCML9QiThgiAIgiDcd84cjiUvO4/W3Q2M+aATAAfWHq7mqARBEIT7gZiiTBAEQRCE+87FmMs0a5fKqLdjsHOMIuaAOzvWaDEWGNHqtNUdniAIgnAPEy3hgiAIgiDcd5Lik2nSNg21WoVao+Kx0fHUqJXGmcNx1R2aIAiCcI8TSbggCIIgCPedpPhk6jXLQKVWgWSLzlZNj4EXObUvurpDEwRBEO5xIgkXBEEQBOG+Y8iOw8PbgKTSIjm9j0ajpmGLdBKixZzhgiAIQuWq1iR8+/bt9O/fH19fXyRJ4q+//iq2fsSIEUiSVOzWp0+fYtukpqYydOhQnJyccHFxYeTIkWRnZ1fhoxAEQRAE4W5jozsHgIVA0LUEyR57JxMWw6lqjkwQBEG411VrEp6Tk0OzZs2YO3fudbfp06cPly5dst5+/fXXYuuHDh1KZGQkGzZsYPXq1Wzfvp0xY8ZUduiCIAiCINylDHkGbGzSANDa1UaStJhVzQFwcTuDLMvVGZ4gCIJwj6vW6uh9+/alb9++N9zGxsYGb2/vUtedPHmStWvXcuDAAVq2bAnAl19+Sb9+/fjkk0/w9fWt8JgFQRAEQbi7JcUn41bDgCRJaG39ALB1DaMgYwNevpmkXU7Hzdu1mqMUBEEQ7lV3/JjwrVu34uXlRf369Rk7diwpKSnWdXv27MHFxcWagAP06NEDlUrFvn37rntMg8FAZmZmsZsgCIIgCPeHi2cSca9hQKVRgUq50K/W1UGlVuHjn8fFM4nVHKEgCIJwLyt3S7jBYGDfvn2cO3eO3NxcPD09CQsLIzAwsMKD69OnD4899hiBgYHExMTw1ltv0bdvX/bs2YNarSYxMREvL69i+2g0Gtzc3EhMvP4H6AcffMD06dMrPF5BEARBEO58CdGJ1AkwoFarQV1DWaiujVqjpoZfHocjLtC4Q0j1BikIgiDcs8qchO/atYvPP/+cv//+G6PRiLOzM7a2tqSmpmIwGAgKCmLMmDE8//zzODo6VkhwQ4YMsf7epEkTmjZtSp06ddi6dSvdu3e/5eNOnjyZiRMnWu9nZmbi5+d3W7EKgiAIgnB3uBB1kVZt81FrtKD2URaqfZBUNmh12Vw+exToWa0xCoIgCPeuMnVHf/jhh3niiScICAhg/fr1ZGVlkZKSwoULF8jNzSU6Opp33nmHTZs2Ua9ePTZs2FApwQYFBeHh4cGZM2cA8Pb2Jikpqdg2JpOJ1NTU644jB2WcuZOTU7GbIAiCIAj3hyvnz2Fnb0atUVu7o0uSGoukXJDPST1ZneEJgiAI97gytYQ/+OCDLF++HK1WW+r6oKAggoKCGD58OCdOnODSpUsVGmSRCxcukJKSgo+PctW6Xbt2pKenc/DgQVq0aAHA5s2bsVgstGnTplJiEARBEATh7mU2mynIiQdAUjsjqeys62ydQsjKPYmjUwJZadk4ujpUV5iCIAjCPaxMLeH/+9//rpuA/1fDhg3L3FU8OzubiIgIIiIiAIiNjSUiIoL4+Hiys7N5/fXX2bt3L3FxcWzatIlHHnmE4OBgevfuDUBISAh9+vRh9OjR7N+/n127djF+/HiGDBkiKqMLgiAIglDCpbNJuHllA6DW1y62TusQhkqtok6jTE7tP1Md4QmCIAj3gWqtjh4eHk5YWBhhYWEATJw4kbCwMKZOnYparebo0aM8/PDD1KtXj5EjR9KiRQt27NiBjY2N9Rg///wzDRo0oHv37vTr148OHTrw3XffVddDEgRBEAThDnZybxRetfLR6DRImuJJONqmaG20BIZksXvl3uoJUBAEQbjnVdg84cOHD+f8+fNs3ry5zPt06dIFWZavu37dunU3PYabmxu//PJLmc8pCIIgCML96+TeaILr5qHRapDU/sVXqgPR2rhgo79MYvQucjKewd7ZvnoCFQRBEO5ZFdYSXrNmTWrXrn3zDQVBEARBEKqBLMuc3BtFjVp5aHRqUBefGUWSVGgdWqNSq2jeMZETe6OrKVJBEAThXlZhLeGzZs2qqEMJgiAIgiBUuCvnk0lNTKNGrXw0WnvQ+JfYRrJ9BI12He16JXEw/Cz0Dq36QAVBEIR7WrWOCRcEQRAEQagqJ/ZE4eRqxMFFRpKkEi3hAOhaU1Dgga29GXNeeNUHKQiCINzzyt0S/txzz91w/fz58285GEEQBEEQhMpycm80tetno9VpQBOIJOlKbCNJKkyEoOEias5WQ5SCIAjCva7cSXhaWlqx+0ajkePHj5Oenk63bt0qLDBBEARBEISKdGp/NG26ZqHRakDT8Lrb2bk2piBlE/aOiZiMJmV7QRAEQagg5f5UWbFiRYllFouFsWPHUqdOnQoJShAEQRAEoSIV5BeQGHeFgAbZqLVqJG3j625r794MY6pEzYBsEmOTqFXPtwojFQRBEO51FTImXKVSMXHiRObMmVMRhxMEQRAEQahQl89dQVLJBIXkoFJJoL1+S7ikDUalVuHpm09S/IUqjFIQBEG4H1RY/6qYmBhMJlNFHU4QBEEQBKHCJMZdwcc/F72dDJI9qAOuu62kcsNgsEejziQ39STQusriFIR7ndlsxmg0VncYglChtFotarW6zNuXOwmfOHFisfuyLHPp0iX++ecfhg8fXt7DCYIgCIIgVLrLcVcICslCpVGBNgRJuvGXJYPBA41dJoac2CqKUBDubbIsk5iYSHp6enWHIgiVwsXFBW9vb2X2jZsodxJ++PDhYvdVKhWenp58+umnN62cLgiCIAiCUB0uxyURGJKNWq1C0jS66fYWfICzWEyiO7ogVISiBNzLyws7O7syJSqCcDeQZZnc3FySkpIA8PHxuek+5U7Ct2zZUv7IBEEQBEEQqlFiXBJtO2ShUqtBe/MkXKP3B3ahVSdVfnCCcI8zm83WBNzd3b26wxGECmdrawtAUlISXl5eN+2aXiGF2QRBEARBEO5kyQlJeNXKQ6VWgab+Tbe3dVZmfLG1S0WW5coOTxDuaUVjwO3s7Ko5EkGoPEWv77LUPKiwJPytt94S3dEFQRAEQbgjSXISKhWoVDagunlLnKNnAwDcvXLJSM6s7PAE4b4guqAL97LyvL4rLAlPSEggLi6uog4nCIIgCIJQIfJy8nF0zgJA0vqW6YuS1tYflVqFi0cBl86cr+wQBUEQhPtIhU1RtmjRooo6lCAIgiAIQoXJuJKJh3c+SBIqbc2y7SS5YjbrkaRcUhKOAY0rNUZBEATh/iHGhAuCIAiCcE/LuJKJh48BlUoCtW+Z9pEkidxcpcJtfsaJygxPEIR7VFxcHJIkERERUeZ9Fi5ciIuLS7XHIVSuW2oJz8nJYdu2bcTHx1NQUFBs3UsvvVQhgQmCIAiCIFSE9KQM3GvkI6kkpDIm4QCyKgCIAbOYK1wQ7lfnz59n2rRprF27luTkZHx8fBgwYABTp069aaV3Pz8/Ll26hIeHR5nP98QTT9CvX7/bDfuu06VLF0JDQ/nss8+qO5QqcUvzhPfr14/c3FxycnJwc3MjOTkZOzs7vLy8RBIuCIIgCMIdJf1KJp4+BlQqVZlbwgFsnEKgYBN2thcrMTpBEO5UZ8+epV27dtSrV49ff/2VwMBAIiMjef311/n333/Zu3cvbm5upe5bUFCATqfD29u7XOe0tbW1TnclFCfLMmazGY2mwkZUV5tyd0d/5ZVX6N+/P2lpadja2rJ3717OnTtHixYt+OSTTyojRkEQBEEQhFuWcSUTF4/C7uiqGmXez8UnFAB37wxyMnIqKTpBuD/Jskx+rqHKb+WZcnDcuHHodDrWr19P586d8ff3p2/fvmzcuJGEhATefvtt67YBAQG8//77DBs2DCcnJ8aMGVNqN/BVq1ZRt25d9Ho9Xbt2ZdGiRUiSRHp6OlCyO/q7775LaGgoS5YsISAgAGdnZ4YMGUJWVpZ1m7Vr19KhQwdcXFxwd3fnoYceIiYmplx/j3nz5lnjqlGjBo8//rh1XZcuXRg/fjzjx4/H2dkZDw8PpkyZUuy5NBgMvPbaa9SsWRN7e3vatGnD1q1bi51j165ddOnSBTs7O1xdXenduzdpaWmMGDGCbdu28fnnnyNJEpIkERcXx9atW5EkiX///ZcWLVpgY2PDzp07GTFiBAMGDCh27AkTJtClS5diMb/44otMmDABV1dXatSowffff09OTg7PPvssjo6OBAcH8++//5breaoo5b6MEBERwbfffotKpUKtVmMwGAgKCuKjjz5i+PDhPPbYY5URpyAIgiAIwi3JuJKBo7MJSWUDqtJbrUpj49CAXJWEh7eBxLPx1AkLqcQoBeH+YsgrYHjdF6v8vIuiv0RvZ3PT7VJTU1m3bh0zZ84s0TLt7e3N0KFDWbZsGfPmzbPOuPDJJ58wdepUpk2bVuoxY2Njefzxx3n55ZcZNWoUhw8f5rXXXrtpLDExMfz111+sXr2atLQ0Bg8ezOzZs5k5cyagDBWeOHEiTZs2JTs7m6lTp/Loo48SERGh9AC6ifDwcF566SWWLFlC+/btSU1NZceOHcW2WbRoESNHjmT//v2Eh4czZswY/P39GT16NADjx4/nxIkTLF26FF9fX1asWEGfPn04duwYdevWJSIigu7du/Pcc8/x+eefo9Fo2LJlC2azmc8//5yoqCgaN27Me++9B4Cnp6d15q0333yTTz75hKCgIFxdXW/6eK6NedKkSezfv59ly5YxduxYVqxYwaOPPspbb73FnDlzeOaZZ4iPj6/yOezLnYRrtVrrH9PLy4v4+HhCQkJwdnbm/HkxhYcgCIIgCHeWvOwkVGoZlVoClUuZ95NULhQU2KLV5JKWeAIQSXhlMBlNaLR3f/dS4d4SHR2NLMuEhJT+fx8SEkJaWhpXrlzBy8sLgG7duvHqq69at/nv9M3ffvst9evX5+OPPwagfv36HD9+3JpMX4/FYmHhwoU4OjoC8Mwzz7Bp0ybrfgMHDiy2/fz58/H09OTEiRM0bnzzmR3i4+Oxt7fnoYcewtHRkdq1axMWFlZsGz8/P+bMmYMkSdSvX59jx44xZ84cRo8eTXx8PAsWLCA+Ph5fX2XIz2uvvcbatWtZsGABs2bN4qOPPqJly5bMmzfPesxGjRpZf9fpdNjZ2ZXaff+9996jZ8+eN30c/9WsWTPeeecdACZPnszs2bPx8PCwXjiYOnUqX3/9NUePHqVt27blPv7tKPc7XlhYGAcOHKBu3bp07tyZqVOnkpyczJIlS8r0RxYEQRAqV4HBSOyxeOq1CCrTfMiCcK8zFyQDYJEdkCRtufbNy/FE63yO/Iyoygjtvvfj5J/ZuWIfoz96hvYPt6rucIQqZGOrY1H0l9Vy3vIoT/f1li1b3nD96dOnadWq+Ou8devWNz1uQECANQEH8PHxISkpyXo/OjqaqVOnsm/fPpKTk7FYLICSXJclP+vZsye1a9cmKCiIPn360KdPHx599NFircNt27Yt9p2iXbt2fPrpp5jNZo4dO4bZbKZevXrFjmswGKzF6yIiIhg0aNBNYynNzZ7X62natKn1d7Vajbu7O02aNLEuq1FDGZ507XNZVcqdhM+aNcs6BmHmzJkMGzaMsWPHUrduXebPn1/hAQqCIAjl89N7v7Nu4Vb+9/EzdHuqY3WHIwjVzmJMUX6Ryt6NsYhZrgmcw1IgKqRXtFP7o1m/eBsAn4/9Hu8AL4Ka1q7mqISqIklSmbqFV5fg4GAkSeLkyZM8+uijJdafPHkSV1dXPD09rcvs7e0rJRattvjFQ0mSrIk2QP/+/alduzbff/89vr6+WCwWGjduXGIWq+txdHTk0KFDbN26lfXr1zN16lTeffddDhw4UKbp0rKzs1Gr1Rw8eBC1Wl1snYODA8BtFZv77/OqUqlKXBwxGo0l9ivtebt2WdFFhWufy6pS7sJsLVu2pGvXroDSHX3t2rVkZmZy8OBBmjVrVq5jbd++nf79++Pr64skSfz111/F1suyzNSpU/Hx8cHW1pYePXoQHR1dbJvU1FSGDh2Kk5MTLi4ujBw5kuzs7PI+LEEQhHuCLMusW7gVgB/e/Ll6gxGEO4Asy0ikAaDS3ng6odKo9YEAaDSXKjQuAVZ9va7Y/V8/+LOaIhGEktzd3enZsyfz5s0jLy+v2LrExER+/vlnnnjiiXL1OKtfvz7h4eHFlh04cOC24kxJSeH06dO88847dO/e3dpNvrw0Gg09evTgo48+4ujRo8TFxbF582br+n379hXbfu/evdStWxe1Wk1YWBhms5mkpCSCg4OL3Yq6lzdt2pRNmzZd9/w6nQ6z2VymWD09Pbl0qfh78t02B3q5k/CKlJOTQ7NmzZg7d26p6z/66CO++OILvvnmG/bt24e9vT29e/cmPz/fus3QoUOJjIxkw4YNrF69mu3btzNmzJiqegiCIAh3lMS4q12qzGYLxoKSV4YFoTzSr2RwMSaxXF0y7yS5WXnY2hsA0Oq9yr2/vWt9ABwcUio0rvud2WTmxG6li/8r3/4PjVbN0e0nOb7rVDVHJghXffXVVxgMBnr37s327ds5f/48a9eupWfPntSsWfOmY7n/63//+x+nTp3ijTfeICoqit9++42FCxcC3PLwMVdXV9zd3fnuu+84c+YMmzdvZuLEieU6xurVq/niiy+IiIjg3LlzLF68GIvFQv369a3bxMfHM3HiRE6fPs2vv/7Kl19+ycsvvwxAvXr1GDp0KMOGDePPP/8kNjaW/fv388EHH/DPP/8AypjsAwcO8MILL3D06FFOnTrF119/TXKyMlwoICCAffv2ERcXV6xLfWm6detGeHg4ixcvJjo6mmnTpnH8+PHyPnXVqkxJeJ8+fdi7d+9Nt8vKyuLDDz+8blL9X3379mXGjBmldvGQZZnPPvuMd955h0ceeYSmTZuyePFiLl68aG0xP3nyJGvXruWHH36gTZs2dOjQgS+//JKlS5dy8aKY01MQhPvPse0ni92PCj9bTZEId4uYI3H8+sEKtv2+p8SXnq3LdvFCyzd4pdNUfv9kVTVFeHsyk7Nwci1AkqRbagl38lKKMrl55ZCXk3+TrYWyijkSR152PvbOdrTqG0r3ocrQmaWzV9y1F3yEe0/dunUJDw8nKCiIwYMHU6dOHcaMGUPXrl3Zs2fPdecIv57AwED++OMP/vzzT5o2bcrXX39tnebMxubWuuarVCqWLl3KwYMHady4Ma+88oq18FtZubi48Oeff9KtWzdCQkL45ptv+PXXX4sVThs2bBh5eXm0bt2acePG8fLLLxdr+FywYAHDhg3j1VdfpX79+gwYMIADBw7g7+8PKIn6+vXrOXLkCK1bt6Zdu3asXLnSOuf3a6+9hlqtpmHDhnh6ehIfH3/deHv37s2UKVOYNGkSrVq1Iisri2HDhpXrMVc3SS7DO92PP/7I1KlTcXZ2pn///rRs2RJfX1/0ej1paWmcOHGCnTt3smbNGh588EE+/vhj6xNe5kAkiRUrVljnfDt79ix16tTh8OHDhIaGWrfr3LkzoaGhfP7558yfP59XX321WJcLk8mEXq/n999/LzW5B6VIgMFgsN7PzMzEz8+PjIwMnJycyhW3IAjCnWTuy/PZ/sfVi6YjZz1Fr+Fdqi8g4Y6TcimNTT9tp+PjbfHy8+DFtpNJuZQOQHBYAB0ebUPPYZ1Jik/mjV7vU5Cv9KZQqSSm/DaRkLb17qqCfyf2RnFmx/N0fDAZl9qvINk/W679ZUsuaSfaKHMa6/+iZt3gSor0/vLn5/+w7KOVtO4bxqs/jCUtKYOX27+NIa+AyT+9RGhXUey3MmVmZuLs7Fxl333z8/OJjY0lMDAQvV5f6ee7m8ycOZNvvvnmjp5lqkuXLoSGhvLZZ59Vdyh3tPK8zstUmG3kyJE8/fTT/P777yxbtozvvvuOjIwMQEmeGzZsSO/evTlw4MB1y/iXV2JiInC1al2RGjVqWNclJiZapwQootFocHNzs25Tmg8++IDp06dXSJyCIAh3kviTFwBw8XIiPSmTjOSsao5IqGhmsxlkUGvUN9/4P7LSsnlv0Kckxiax+dedDBjf15qAA5w5HMeZw3H8/fU6jAYTBflGmnRsgKOrA7tXhTP98U9xcndgxHtDeGDAzSv63gnSkzJwcjUq06uqyl+YTVLZYTDYoNPlk5V8FkQSXiGKup03eqABAK5ezvR8pjOrv9vA8s9WiyRcuGfNmzePVq1a4e7uzq5du/j4448ZP358dYclVLEyV0e3sbHh6aef5umnnwYgIyODvLw83N3dS1Seu9NNnjy52FiJopZwQRCEu5nJaOJClFKopGnHhmxfvpfM5Mxqjkq4HQfWRbD43d8wG008PWUQzbo24q1+s1CpJN5f9SYOLuWrxLvg7V9JjFXqBqRdzmDBlKUAPDKuD50HtyN83RFWf7vempjbO9vxwmfPYu9sR36ugUMbj5GZks0X437AzceVkDZ1K/TxVobM5Cw8nI1IKglU5es6WiQvxwmdLp+8jHMVHN39qSC/gKgDMQA06djAuvyh53uydsFmosLPcvboOVEpXbgnRUdHM2PGDFJTU/H39+fVV19l8uTJ1R2WUMVuuTCbs7Mz3t7elZaAF1XSu3z5crHlly9ftq7z9vYuMa+byWQiNTW11Inei9jY2ODk5FTsJgiCcLe7GHMZk9GMrYOeOmFKRef0KyIJv1tdPneFr8b/QFJ8MimX0vn8he95LmQCibFJXIy5zHevLynX8Y7vOsWulQdQqSTGf/FcsXV9R3ajZrAPj4zrw4y/JxPSti5h3Rvz1s8v4+btio2tDW8sepF54R/S9sHmACz78O4Yu3u1JfzWk/ACo9KCXpB7oSJDu29FhcdgLDDhWsMZ3zpXv6+51nChTT/l9bVxybbqCk8QKtWcOXO4ePEi+fn5REVFMWXKFOu46DvV1q1bRVf0Clat1dFvJDAwEG9v72Kl7DMzM9m3bx/t2rUDlEni09PTOXjwoHWbzZs3Y7FYaNOmTZXHLAiCUJ2KuqL7h9TExVO5uJghWsLvWn9+9g/5uQUENPaj25MdSqzf/+8h8rLzStmzdH99uQaAHk93ouPAtjw+sT8arZpXfxiLaw0X63Y1anvy7vLXeXPxSwQXXswp4u7jyrDpT6DVaTi57wzHdhQvBHgnSr+SiaOLEUmtAsnllo4howx9k02Xb7KlUBbHdihd0Zt0CClRX6DHM50A2L0qnAKDmN1BEIR7U7Um4dnZ2URERFjndYuNjSUiIoL4+HgkSWLChAnMmDGDVatWcezYMYYNG4avr6+1eFtISAh9+vRh9OjR7N+/n127djF+/HiGDBmCr69v9T0wQRCEanDuhJKE1w6phZOHI4AYE36XMuQZ2PuPcoH5uRlPMubjZxj69kDaPdSCN5e8iEdNN2QZzh69fvXYa8WfSuDYjlOo1SoeHtcHgEGv9mfxma9o3TesXLG5+7haE6VlH/1V5nldq0tuRgo6G8tttYSrdEprrUpKrsjQ7lvHdykXbxp3aFBiXYM2dXHzdiEvO5/jd8FFHkEQhFtRrUl4eHg4YWFhhIUpXwAmTpxIWFgYU6dOBWDSpEm8+OKLjBkzhlatWpGdnc3atWuLVZv7+eefadCgAd27d6dfv3506NCB7777rloejyAIQnU6fyoBAP+QWtaWcDEm/O4Uvu4I+TkGvPw9qNeyDpIk8fALvZnw7f8I69aE4NAAAGIi4sp0vCNblPlTm3VthGetq9N03UpxN4BHxvfFxlbHmcNx/Pjmz2Sn59zScaqCIbew9VqyAcn2lo5hY18LAJ0u7SZbCjeTk5nL2SPK2PpGpSThKpWKVn1CAdj3z6GqDE0QBKHKVGsS3qVLF2RZLnG7dtL69957j8TERPLz89m4cSP16tUrdgw3Nzd++eUXsrKyyMjIYP78+Tg4OFTDoxEEQaheRS3h/g1r4VzYEp6blS+6dN6FDqyNAOCBR1qVOh1YnVClm/iZw7FlOt6JvVEANGpfMum5Fa5ezoz+UCnUuumXnbzadRqxx8vWKl/VLAUpyi+S2y1PrWbvpjzf9g6Zd8U4+DvZyb3RWCwy3oFeePiW3jOhdeG48EObjpaYu14QBOFeUO4kfPjw4Wzfvr0yYhEEQRBuUVZaNqmJ6QD41ffFzskOjVZp5RSt4XcXk9HE0W2RADTv2bTUbYLDAgCIPnT2pkmh2WTm1L5oABq1r3fDbcuj48C2vPjVSLwDPElPyuSrF3+84xJUk9GERDoAap37jTe+AVefhgC4eOSRfjmlIkK7bxW9Fhu3r3/dbRq0DkZvb0NmSjZxx+/cuZMFQRBuVbmT8IyMDHr06EHdunWZNWsWCQkJlRGXIAiCUA7xJ5X3Yi9/D+wcbZEkCSd3pTVcVEi/u0SFx5CTmYeTmwN1Crud/1dwWCAarZrUxHQS45JK3aZI/MkL5GblY+9ki3/DWhUaa4dH2zDzn7fQaNVciLpEQvSlCj3+7VKKshUAoLHxuOXjqHU1MJu1qFSQkiDGKd+O0+FnAKjX6vrzrWu0Gut48SNbI6skLkEQhKpU7iT8r7/+IiEhgbFjx7Js2TICAgLo27cvf/zxB0aj6PIoCIJQHS7GJAJKK3gRZ+u4cFGc7W6yZ1U4AKHdGqNWlz5mW6fXUbdFEACRu07f8HjRh5Qu68HNA697vNvh4GJPk44hAOz/93CFH/92pCWm4+hiRKVS3XJRNlCGx2VlugCQk3Lj51u4PmOBkdjCYoL1WgbdcNtmnRsBcGTr8UqPSxDud5Ik8ddff113fZcuXZgwYUKVxVOaESNGWItzw50R0+24pTHhnp6eTJw4kSNHjrBv3z6Cg4N55pln8PX15ZVXXiE6Orqi4xQEQRBuIKOwtdvVy9m6zN7ZDoCcjNxqiUkou8S4JI5uP0H6lQx2/bUfgM6D2t1wn6Lx3cd3niq2/NzJC6xftBWzSalaXlS8LTi0+HRjFall71CAO27KstTEdBxdjUhqCek2knCAAoMnAIacso3DF0qKPRaPscCEk5sD3gFeN9y2WRclCY86eJacTPEeJghCcX/++Sfvv/9+dYdxy26rMNulS5fYsGEDGzZsQK1W069fP44dO0bDhg2ZM2dORcUoCIIg3ERmitLa7VjYBR3AQSThd4XM1Cze6PkeM5/8jP+Fvk5OZh7uvq40vMGYWYBmXZRxygc3HCEzVfn7p11OZ8bg/+PHt35h5dy1AJyJUJLG63Vtrwi1C7u5J8beuGt8VUu7nIGjc1FLuOttHUtW1VR+mi5URGj3pdhjSit4nbCAmxbJq1HbE+9AL8wmy017ewhCVSkoKKjuEIRCbm5uODo63nzDO1S5k3Cj0cjy5ct56KGHqF27Nr///jsTJkzg4sWLLFq0iI0bN/Lbb7/x3nvvVUa8giAIQikyU7IBrFXR4WpL+J08fZQAhzYcJT/36hc7lUri6SmPK4njDdRtHkRQU38K8o2sm78FgO/f/InMVOW1sHzOai5EXbSO067MJLxGgNJKnJqYTkH+nfMlNfVSGk5uRlTq2+uODqC1VXoS6LSXKyK0+1LRa9GvXs0ybR9a2BoesflYpcUkVB9ZlskzGqv8Vp4Ckl26dGH8+PFMmDABDw8PevfuDcDx48fp27cvDg4O1KhRg2eeeYbk5ORi+7344otMmDABV1dXatSowffff09OTg7PPvssjo6OBAcH8++//xY737Zt22jdujU2Njb4+Pjw5ptvYjKZAPjuu+/w9fUtMWPAI488wnPPPWe9v3LlSpo3b45erycoKIjp06dbjwEQHR1Np06d0Ov1NGzYkA0bNpTpuTCZTIwfPx5nZ2c8PDyYMmVKsedyyZIltGzZEkdHR7y9vXnqqadISrp6YTYtLY2hQ4fi6emJra0tdevWZcGCBdb158+fZ/Dgwbi4uODm5sYjjzxCXFzcdeP5b3f0gIAAZs2axXPPPYejoyP+/v4lpq0u7zkqk6a8O/j4+GCxWHjyySfZv38/oaGhJbbp2rUrLi4uFRCeIAiCUBaZKUp3dGcPJ+sye2d7QLSE3+nC1x0BoP/zvbBztKVOaIC1K+6NKHOH9+Gz579j9bfr0ddxY+PZGApauyLZ6zAaTbz65c+k1bEnUOdQ7LVR0RxdHbB10JOXnU9SfDK16vnefKcqkHopjbDmBahUEqhuvTAbgKNnCOSDo1MKsizf8nRn97OEM0rtipp1vcu0ffOeTVm7YAsH1kbw3Kyn0GjL/bVVuIPlm0x0XfxjlZ93y7CR2Gq1Zd5+0aJFjB07ll27dgGQnp5Ot27dGDVqFHPmzCEvL4833niDwYMHs3nz5mL7TZo0if3797Ns2TLGjh3LihUrePTRR3nrrbeYM2cOzzzzDPHx8djZ2ZGQkEC/fv0YMWIEixcv5tSpU4wePRq9Xs+7777LoEGDePHFF9myZQvdu3cHIDU1lbVr17JmzRoAduzYwbBhw/jiiy/o2LEjMTExjBkzBoBp06ZhsVh47LHHqFGjBvv27SMjI6PM46oXLVrEyJEj2b9/P+Hh4YwZMwZ/f39Gjx4NKA2177//PvXr1ycpKYmJEycyYsQIa2xTpkzhxIkT/Pvvv3h4eHDmzBny8vKs+/bu3Zt27dqxY8cONBoNM2bMoE+fPhw9ehSdTlemGD/99FPef/993nrrLf744w/Gjh1L586dqV+/foWdo6KU+91szpw5DBo0CL1ef91tXFxciI0VY6YEQRCqSkZh8TUndwfrMnsX0R39Tmcymji6/QQADzzamsDG/uXav1GvxkgDgomwyWfviV3QyxudrRa1Rk1eVj5XsIC3N4n2Ogb/sZTederyYN36+FRwFz5JkqhR24O4yAtcPnfljknCk84nF7aE24Dq1qcoA3D3CyUzGlw980i7nIibt08FRXn/KGoJ9w0uWxLe+IEGOHs4kpGcxdHtJ2nevUllhicIpapbty4fffSR9f6MGTMICwtj1qxZ1mXz58/Hz8+PqKgo6tVTpoJs1qwZ77zzDgCTJ09m9uzZeHh4WJPWqVOn8vXXX3P06FHatm3LvHnz8PPz46uvvkKSJBo0aMDFixd54403mDp1Kq6urvTt25dffvnFmoT/8ccfeHh40LVrVwCmT5/Om2++yfDhwwEICgri/fffZ9KkSUybNo2NGzdy6tQp1q1bh6+v8j49a9Ys+vbte9Pnwc/Pjzlz5iBJEvXr1+fYsWPMmTPH+niubY0PCgriiy++oFWrVmRnZ+Pg4EB8fDxhYWG0bNkSUFquiyxbtgyLxcIPP/xgvcC5YMECXFxc2Lp1K7169SrT36pfv3688MILALzxxhvMmTOHLVu2UL9+/Qo7R0UpdxK+ZcsWBgwYUCIJz8nJ4cUXX2T+/PkVFpwgCIJQNqWNCbd2R88Q3dHvVLHH4jHkFeDoak9AI78y72c0m/n1+FGWHI0gvakDBWkgmSy45kn0bt0EG1lizXcbMdmpyXOzQevmwPnMDH44HM6CiIP0CApmVFhL/Jydb36yMqpR20tJwuOuVNgxb1da4iX0tubC7ui3l4Rr9Z7k5dpia5dH8rnDIgkvp5zMXNIuZwBQs27Znju1Rk27/i1Zu2AL+1YfFEn4PUav0bBl2MhqOW95tGjRotj9I0eOsGXLFhwcHEpsGxMTY03CmzZtal2uVqtxd3enSZOrr+EaNWoAWLtsnzx5knbt2hXrZfPAAw+QnZ3NhQsX8Pf3Z+jQoYwePZp58+ZhY2PDzz//zJAhQ6zDl44cOcKuXbuYOXOm9Rhms5n8/Hxyc3M5efIkfn5+1gQcoF27GxcBLdK2bdtisbVr145PP/0Us9mMWq3m4MGDvPvuuxw5coS0tDRrt/n4+HgaNmzI2LFjGThwIIcOHaJXr14MGDCA9u3bW+M+c+ZMiTHe+fn5xMTElCk+KP6cS5KEt7e39fmtqHNUlHIn4YsWLWL27NklHkBeXh6LFy8WSbggCEIVM5vNZKVef0x4rmgJv2NFhSsf/PVa1ilz9+YTV5KYsX0rZ9NTAajj7s6AVu1wi8vjgR6h2Dspf3f1r6c4uP4ovnVqMG3mCPZcSuCfqNOEX0pgXUw0m2JjGNSwMaPCWmJfAd3watRWxoXfbN7yqmLIMyCbUwBQaeyRVHa3fczsTA9s7c6TkxIJ9Lvt491PLhZ2RXet4Wx9jZZF8x5Kl/TI3aduvrFwV5EkqVzdwquLvb19sfvZ2dn079+fDz/8sMS2Pj5XLzBp//PYJEkqtqzoPf+/Y7xvpH///siyzD///EOrVq3YsWNHsWLY2dnZTJ8+nccee6zEvjfqxXy7cnJy6N27N7179+bnn3/G09OT+Ph4evfubS1m17dvX86dO8eaNWvYsGED3bt3Z9y4cXzyySdkZ2fTokULfv755xLH9vT0LHMcpT3nRc9vRZ2jopQ5Cc/MzESWZWRZJisrq9gf0mw2s2bNGry8bjzdhCAIglDxstNyKKqN4uh69cq8g4sYE36nK0rC67cKvum2sizz+4njfL5vD2bZgovelpdat6V3nbqoVSpoXnz71+ePIy87Hxs7HWq1mr7B9egbXI+TyVf4/uABdl+I59fjR9kWF8fUzl0Jvc2WXa/aypjr5ITU2zpORUmKT8bFvQBJklBpKuYLltHsB5zHlH+mQo53Pynqil7WVvAi9VrVQa1RceVCKknxV/Dyr/ovy4JwrebNm7N8+XICAgLQlLNV/UZCQkJYvnx5sZoTu3btwtHRkVq1lBko9Ho9jz32GD///DNnzpyhfv36NG9+9c2/efPmnD59muDg0j9TQkJCOH/+PJcuXbJeMNi7d2+Z4tu3b1+x+3v37qVu3bqo1WpOnTpFSkoKs2fPxs9P6dUVHh5e4hienp4MHz6c4cOH07FjR15//XU++eQTmjdvzrJly/Dy8sLJqXLql1TFOcqjzNXRi6rISZJEvXr1cHV1td48PDx47rnnGDduXGXGKgiCIJSiaDy4o6s9ao3auvxqdXSRhN+JZFnm1AElmavXss4NtzWazby/Yyv/t3cXZtlC98A6LB04mH516ysJeCkkScLO0Ra1Wl1seYiHJ//Xux9zevXD28GRi9mZjP1nFV/u34PRbL7lx+Puo0wBlnIp7ZaPUZEun0u+pjL67XVFL6LRBwGg1SRUyPHuJwnRhUXZ/jMeXDaeQM7+Htl8sdT9bO311sr+x8VUZcIdYNy4caSmpvLkk09y4MABYmJiWLduHc8++yzm23gPfeGFFzh//jwvvvgip06dYuXKlUybNo2JEycWmy1j6NCh/PPPP8yfP5+hQ4cWO8bUqVNZvHgx06dPJzIykpMnT7J06VLr2PQePXpQr149hg8fzpEjR9ixYwdvv/12meKLj49n4sSJnD59ml9//ZUvv/ySl19+GQB/f390Oh1ffvklZ8+eZdWqVSXm8J46dSorV67kzJkzREZGsnr1akJCQqyPycPDg0ceeYQdO3YQGxvL1q1beemll7hwoWKmhayKc5RHmZPwLVu2sGnTJmRZ5o8//mDz5s3W286dO4mPjy/zH1EQBEGoOEXjwZ0Ku6LLhn1Y0p7HyUVJhkRL+J0p7ng86UmZ6O10N5w+LNdo5LUNa1kTfRq1JDGhTXtmdO2Bi972ts7fzs+fnx4dRP96DZCR+fnYEV5cu5rUvFt7vbgVJuGpd0gSnnTuCs5uBRWahNs4KdOU2dqmV8jx7icJZ0q2hMuyETnjbeTcRcgpTyIbS+9y3rBtfQCiD56t/EAF4SZ8fX3ZtWsXZrOZXr160aRJEyZMmICLi8tNp5a8kZo1a7JmzRr2799Ps2bNeP755xk5cqQ1gS7SrVs33NzcOH36NE899VSxdb1792b16tWsX7+eVq1a0bZtW+bMmUPt2rUBUKlUrFixgry8PFq3bs2oUaOKjR+/kWHDhln3GzduHC+//LK18rqnpycLFy7k999/p2HDhsyePZtPPvmk2P46nY7JkyfTtGlTOnXqhFqtZunSpQDY2dmxfft2/P39eeyxxwgJCWHkyJHk5+dXWKt1VZyjPCS5PJPlAefOncPf3/+empojMzMTZ2dnMjIy7ojuCYIg3BuKipVUtt2rDvD52O8JaRPMu39OwpLUQTk/DXg6TPlC8HPcvGqd3keWZSJ3nSLpfAqNOzTAy+/qdFHnTl7AJ9ALnb5qpwepbr9/+jd//N/ftO4Tyqs/vlDqNnlGIxPW/cORy4no1Rpmde9Fe7/yVVAvi21xsUzfvoVcYwFe9g582KM3IR7l6/abmZrF6CavAvBT7Fy0uuod6/n9Gz/haLOY/iNSsPUchsrx5ds+5pVz4agyR5CXq6Fm68P31HehyvbyA2+TGHeFKb9NpPEDDQCQ89ciZ864upHaD8ltAZJUfOzqvn8O8n9jviWwiT+z1xZPSIRbU9XfffPz84mNjSUwMLBSxyYLQnUqz+u8TJdrjh49ah3UnpGRwbFjxzh69GipN0EQhPvduZMXeKPXe4xr9SYXCsdBVqailm57F3tky9VWTBVR1t+z06u3QvqCd37l/Sfm8O1ri3ml4xRWzVsHwN9fr2NSj/d4s88MkuLvnKraVeHgBmV+8OY9m5W63mAyMWnjWo5cTsRBp+PLfv0rJQEH6BwQyPyHH8XPyZmknGzGrl7J7vPx5TqGo6sDWp1yoSctMb0Soiyf2OPxOLsXoNaokdS3N0d4ERdvpeqxrZ2JrJTECjnm/aDAYCQpPhn4T0t4/r/KL7aDld4K5vPI2XNL7B/YRHndnz+VgMloqvyABUEQKlmZkvDQ0FCSk5Otv4eFhREaGlriFhYWVqnBCoIg3OksFgv/N+pr4iIvkHY5g1lPzuH7N35iYpepLPtoZaWcM6dwzLeDsz0YI6zLJSzUCircphq7pGemZLFxyXYAvPzcMRnN/DxzOb9/+jdLP/wLUMaLvv3QB0QdrPppQqrDhaiLxB6LR61R0aJn0xLrjWYzb23ewIGLCdhqtMzp/SBNvGpUakwBLq7Mf/gx2tT0I99s4vUNa1kTHXXzHQtJkoSbjwsAqdWchJuMJuJPXMC9hgG1Vg2qss1LfTNaGyfycm0AyLgcXSHHvB9cOnsZi0XG3skWF0+l1VWWjWA8DoBk2w/JqXBIY94K5IKDxfb39PPA3skWk9HM+dOljx0XBEG4m5QpCY+NjbWWbo+NjeXs2bPExsaWuJ09K8bqCIJwfzux+zSJhfMk6+10pFxKZ+NP20mITuTvr9dhyDNU+DmLEmwHl+JJOECDloZi25RH5O7TxJ+6/QJUe1cfxGy2ENTUny/2zOKh//UE4I//+xuT0UyzLg0JbOJPZko27z3+KWePnrvtc97ptv22B4DQbo1xci8+5acsy3ywazu7zp9Dp1bzaa++lZ6AF3G0seGTnn3oXacuZtnCe9s38/OxI2Xe/+q48PRKirBsEs4kYiww4elrRK1Wgbri5vTOzVb+XjlpsRV2zHvdtZXRrV34TdEgG0ByAHUQkq412D4CgJz1kZKkF5IkicCmypjW2GPl66EhCIJwJypTEl67dm3rm2bt2rVveBMEQbifbf51FwC9hnXm/b8nY+9ki52jMi7IWGDixJ6ytyyWVVaaMke4vbMdsql465ynrzKUqGge8bKKizzPe4M+ZdqAD2/7wsG+NYcAaP9IayRJYsibA2jeowmgzGs+7vPnePfP12nYrh7GAhO7Vx64rfPd6cxmMzv+VKaE6TyofYn1S45GsCb6NCokPujei+Y+vlUan1atZlrnbgxppLTQf7l/D1+H76MsJWTcargAkHKxeqcpiz16DrXGgquXCZAqNAk3GJQLDYZskQyWVamV0Y2FF3e0TZEk5euoZD8WVK5gToD8NcWOEdhY6ZIuknBBEO4F5S7ht2jRIv755x/r/UmTJuHi4kL79u05d+7eb70QBEG4HrPJTMTmYwB0fLwt/g1q8sWeWcwL/5DuTynF0o5siazw814dE24HpsLu3FolyXXxUBKn8ibhm35Suo/nZuWzZ1XJuT7LylhgJKpwGq6ixFur0/L6gnG8sWg8M1ZPxtnDCb2dDR0HtgWUsbz3suM7TpF2OQMHFzvrc1JkS9xZ5oUrc7G+0u4BHvCrnovbKkni5TbtGNdK+ZssOnKYeeH7b5qIu/u6AdU/TdmxHSdx9TSg0apBsgHJpcKObZG9lJ8FlV/v4V5R2hzhckEEAJIu1LpMUjkg2Q1T1ucsQpavTvdUNC487h5/fxAE4f5Q7iR81qxZ2Noq06Ls2bOHr776io8++ggPDw9eeeWVCg9QEAThZvatOcT7T/wfx3eerNY4Yo7EkZOZh72TrXXKKQcXe2wdbGnWpREAxwpjzM3K49vXFjOx81Rij93eBcycTCUJd/GwgEVpgZR0LQBwdleKGGWllb0wm7HAyK6/9lvvb/p5B5G7T/Nyh3f4Zdaf5SqMFBMRR4HBhLOHI751rraCqVQqmvdoWqxKemBjP0Bp6SrnxB13lZ1/Kkn2AwNaF6sgfiY1helbNwPweEhjBjVsXC3xFZEkiWeahvJK2wcAWHL0MPNu0iJeI0AZupYYm1QlMZbGbDITseU4Ht4GdDZaUPlUaBVzlVZJJFVS9T3Gu81/pyeTZQsYC4v5av9TmND2EZAcwZIEBVffh6xJeOR5zKZbn4tZEAThTlDuJPz8+fMEBwcD8Ndff/H4448zZswYPvjgA3bs2FHhAQqCINxITkYO3766iOM7T/H+E3M4c/jm4zRzMnI4d+J8hcdyZOsJAJp0DCkxNVlIW6Wq8oWoS2Sn5/Dj5J/Z/OtOEs4k8tVL8zEWGEscr6yyCxNsN8/CLsDqmqBSvuw6uRiLbVMWp/efISczz3o/6uBZZg6ZQ2JsEivnrrUWmDObzaxdsIVfP1hBckJKqcc6uVfpHh/Spu5NE6Fa9X3RaNXkZORy5ULpx7vbybLM8V3KXMit+14tZppdUMDkTevJN5to7VuLCW1LdlOvLk80asJEayIewdwD10/Ea9VTXnfVWTwr+tBZstNzqRkko9apK7QrOoDOQblYpNVVb5f7u4XZbOZSzGXgmpZwcyzIWUovBU29YttLkg70fQCQ8/+2LvcO9EJvb0NBvpGLMaIyvSAId7dyJ+EODg6kpChfjtavX0/PnkqBHb1eT15e3o12FQRBqHBrfthcLGFct2DLDbc/sjWS8W0mM6nn++xcsa9CYymacqpZ15ItmE7ujvgEKd1Yt/+xt9i45wtRl9iwaNstn7eoO7qTc2HLnKYOqJRuwXaO+QBkpWaV+XhFFxM6Pd6Whu2UL8hms8W6/t8fNpGckMLnz3/Pgnd+5a+v/uXVLtMIX1+8gJfZbLa2qIe0q3/T82p1WmrVV8Y/xx2v+Iskd4Ir55NJTUxHo1VTt4VSul6WZWbu2Mr5zAy87B14v2sPNKpyfzxXqsGNmvBqO2VIxU/HIvjqwN5SE/GiJCs5IZW87Or5TnBwvdLC2qitMxISqCumMnoRe5dA5adDZoUe91516WwSxgITOr0Wj1rK+9LV8eCNkaSS88lLtg8qvxj2IFuUoTQqlYqARsoFkOiDohCwIAh3t3J/yvfs2ZNRo0YxatQooqKi6NevHwCRkZEEBARUdHyCIAg3dHiT8oW717DOAOxdHU5ORumtvrIss3DqUnKzlMT0p/f/ID+3YqqVJ8VfIfZYPCqVRMtepc/73KCV0oto0bRlWCwyYd0bM+ajZwBY8eUaog7GsGjaMtb8sKlc5y6aA9zeQenyKWnqKMWNAFv7wiS8jC3hsiwTsVWZNqhp50a0faiFdd3kn16yFk8b13oyuzZGkONtQ0ETNy57apg56Qf2b4gA4OS+aF5q9zbnT1/E3tmOjgPblOn8NQu7rF8+d2/OGV7UMyCoaW1sbJWprpZFHmNL3Fk0KhWzuvXEWa+vzhCva1DDxtZE/OdjR0ptEXd0dbBOQZVwpnpaKw8VvicEN1Fik9QBFXp8pxp1AXBwysdoKHsPk/tVZGHPj3ot61h7CMkFyt9I0pacng8AdR1Q+wFGKNhlXdykYwgABzcerbyABUHg3XffJTQ0tLrDuKeVOwmfO3cu7dq148qVKyxfvhx3d3cADh48yJNPPlnhAQqCIFxPTmautVLugJf64VfflwKDiYMbSv+CdnJvFBdjLqPWqHBwsSPtcga7rxn7fDv2rlYqgIe0rVtiyqkiTTo1LHb/idcfofPgdvgEeZGZks2Uhz9kzQ+bWDRtGYfK+CXTZDSRn6NcSNBpLygL1UHWlnAbm1wkSbYm6jeSdjmdbyYuIv5kAhqtmqadQug65AEeHN2Dt35+mdCujRk64wnSmrsSNbAmx0cFcGF4MJceDyDhcX9ODKrFiN3/8uj7X/HGhHkkJyjddR99qR/2TnZlejzuNQsLeyXcm119T+5TkvAGrZVE7mTyFb46oFRKf7lNexpX0VRkt2pQw8a8dk2L+DcHSxZrq1nYJT0hquoLlyXFX+FC1CXUahXuXoXF4TRBFXoOB9eaGAuUZDIt8UyFHvteFLnrNACN2iu9YWRZvjqVoja01H0kSUKy6aZsb7jau6llb2X7o9tOVMp0j4JwN7ufEue4uDgkSSIiIqK6Q7ll5U7CXVxc+Oqrr1i5ciV9+vSxLp8+fTpvv/12hQb37rvvKm/E19waNGhgXZ+fn8+4ceNwd3fHwcGBgQMHcvny5QqNQRCEO9fpAzFYLDLeAZ64+7hav6Aduk4SvnGJUvG76xMP8PALyvvXtt/3YLFYsFgspe5TFoY8A2t+2AjAAwOu3+Lbtn8La4v9wy/0JrBJbTRaDW8sfhEvP3euHTK96N3fylScrKgruqSSUUuFBd40waByAUCltmBrb7ppdfTs9Bze6T+brb/tBmDE+0Nw9nBCp9cx7N3BNOzYgJ+PHWHsgY2k9KmF0d8BOyc7anu509DLi9AAP+w0GswaFSdUOZx+yJvk0Q0YvfQF67zgZeFRmIQn3+NJeEjbuuSbjEzbugmTxULXgCAeD2lUzdGVzeMNG1vHiC86cpgfDhevnu9fvyZApUzHdzNHtyuFDxt3qHW1cJqmToWeQ6VSkZ3pAEBWckyFHvteY8gzELlbaQlv3KHw+5vlEliSAQ1ob/Ca13ctPMg+a5f02g1r4VnLjYJ8I/98t7ESIxeEylFQUFDqcqPx1uvCCNd3vef7TnBLg87S09NZv349P/30E4sXL7belixZUtHx0ahRIy5dumS97dy507rulVde4e+//+b3339n27ZtXLx4kccee6zCYxAE4c50cq/yJT+kjdKqWDTd05FtkcUqeCdfTOXS2cvsXqWMw+7+dCc6DmyDSiVxav8ZnvR7nlc6TuHs0VurUr58zj+kXc7As5YbnQe3u+52arWakR8M5Yfj/8fQtwdal/sE1uDTrdP5MXIOC09/jlanITE2iQtRNy9uVZSE164nI2FUCh2pfZXiRpI9kkqFk6vROpf49Sx+9zeSE1JxreHM6wvG0fOZztZ1kUmXeXrF73y5fw9ZBQYCPd2Z0rcXa599jpVDnmb+w4+x5LFB7H5xHMMKvPE9m4etnQ05tex498x+lhyNwFzGixzWJLya55muDGlJGSTGJiFJUL91MJ/v20N8Rjoetna8+UCnCq3gXdkGN2rCy22U4nE/Hj7ID4euJuJtCocw7F0dXuXjwk/sVlpdW/d0URaoPJBUThV+nvw8Z+Vnppia9UYWTllGdnoubt4uBDUtnG7POh68PpJ0g6EX6jqgroXSJV25OChJEoNefRiA3z9ZxfnTCZUYvSCAxWLho48+Ijg4GBsbG/z9/Zk5c6Z1/bFjx+jWrRu2tra4u7szZswYsrOvft6OGDGCAQMGMHPmTHx9falfv761FXfZsmV07twZvV7Pzz//DMAPP/xASEgIer2eBg0aMG/evGLxXLhwgSeffBI3Nzfs7e1p2bIl+/btY+HChUyfPp0jR45YGy4XLlwIKHnbqFGj8PT0xMnJiW7dunHkSPEaLrNnz6ZGjRo4OjoycuRI8vPzb/i8pKWlMXToUDw9PbG1taVu3bosWLAAuNpKvXTpUtq3b49er6dx48Zs21a89s3x48fp27cvDg4O1KhRg2eeeYbk5OQyPfeBgUptjrCwMCRJokuXLtd9vkF57/jrr7+Knd/FxcX6HBXF/Ntvv9GxY0dsbW1p1aoVUVFRHDhwgJYtW+Lg4EDfvn25cqVihstpyrvD33//zdChQ8nOzsbJyanYlwZJknjmmWcqJDBrgBoN3t4li6pkZGTw448/8ssvv9Ctm9JlacGCBYSEhLB3717atm173WMaDAYMhqvdmDIzRXGVypaTmUvGlUy8A71Q3WEFh4S7V8yROADqFY61Dg4LxNnDkYzkLE4fiKFR+/qc3BfN9IEfU9SoHNTU3/plsOewzqxbuBWAxLgrvD/4U55441GO7zhJz2GdrdOKXc+F6Ets/30PK+euBWDoO4+j0d78bdXR1aHEMp1eh06vA5QWo8Obj3Nww1H8ClsVr6dorHdgSOFFB3UgklRYmV3likrKwtHVyJUT2ciyXGqiZ8gzsHf1QQAmfDPG2lValmV+izzGlwf2YrJYcNXbMq5VG/oG10Ndyv+xrZ2et6cP520gMTuLT/fsYkd8HPPC93H0ciLvde2BnbZkEaZredRShjjdi93RT+9Xui77NajJobQkVpxSCuBN7dztjh0HfiNPNm6K2WLhqwN7+eFwOBqVihGhzWnQOhjvQC8SY5P46b0/eG7WU6g16psf8DbJssyJwgtz9VsUvs41wZVyLqPZA4jHlC/mrL6e3asOsPnXnUgSjPv8Wet7o2yMBEDSNrnh/pIkgU135NxFyPnrkPS9AOg8uD371x4mfN0RVs1bx7jPn6vcByJUGqW3142TvcqhL/NFz8mTJ/P9998zZ84cOnTowKVLlzh1SundkZOTQ+/evWnXrh0HDhwgKSmJUaNGMX78eGtyB7Bp0yacnJzYsGFDsWO/+eabfPrpp4SFhVkT8alTp/LVV18RFhbG4cOHGT16NPb29gwfPpzs7Gw6d+5MzZo1WbVqFd7e3hw6dAiLxcITTzzB8ePHWbt2LRs3Kr1EnJ2Vi4WDBg3C1taWf//9F2dnZ7799lu6d+9OVFQUbm5u/Pbbb7z77rvMnTuXDh06sGTJEr744guCgq4/lGfKlCmcOHGCf//9Fw8PD86cOVOiQPfrr7/OZ599RsOGDfm///s/+vfvT2xsLO7u7qSnp9OtWzdGjRrFnDlzyMvL44033mDw4MFs3rz5ps/9/v37ad26NRs3bqRRo0bodLqbPt9lMW3aND777DP8/f157rnneOqpp3B0dOTzzz/Hzs6OwYMHM3XqVL7++utyH/u/yp2Ev/rqqzz33HPMmjULO7uyjfG7HdHR0fj6+qLX62nXrh0ffPAB/v7+HDx4EKPRSI8ePazbNmjQAH9/f/bs2XPDJPyDDz5g+vTplR67oDi6/QSzn/4Cs9lCn2e78uwMpXZARnIm30/6ifzcfF6bPw69nU01RyrcTSwWC7GFLddFc3KrVCqadW7E9uV7idh8nEbt67Ppp+3WBNzZw5Fnpg22HuPZGU9Su6EfSfHJHFh3mIToRBa88ysAF6IvMmf7+6V+UJvNZn54Q5lirMjDL/SmXf+WFfLYWvRsxuHNx9n/72EGjO97w21TCluMfQILk2L1NUm7ygVJdR4HJxNmk4W87HzsHG1LHCNiSySGvAK8/NypX3hBI9NgYMaOLWw/FwdA14Ag3urQGUebsv2fejs48lGP3vwTfZqPdu9g5/lzjP77Lz7v8yAeN/jsKGoJz0zNxpBnsBYvu1ZyQgp/f72evqO64x3gVaZ47gQRm48B4N82iJk7tgJKItu6Zq3qC+o2Pd00FIssMy98H98c3I9KkhjWLIwnJj3CFy98z8afdxB/KoE3f3qpzHUBblVC9CXSLmeg0arxqZUIJpC0IZVyLpWuEXAIO/2hSjn+3c5YYGTR1GUADHixH407XPN3MCpDBtA0LGXP/9D3hdxFULAP2RSHpAkAlDoT4euOsOuv/Tw95XGcPSq+t4NQFfKRr5R9uFJFkTw3ACU/C/8rKyuLzz//nK+++orhw4cDUKdOHTp0UOpi/PLLL+Tn57N48WLs7e0B+Oqrr+jfvz8ffvghNWooNT7s7e354YcfrIliXFwcABMmTCjWg3fatGl8+umn1mWBgYGcOHGCb7/9luHDh/PLL79w5coVDhw4gJub8llZNG00KDNY/bfxcufOnezfv5+kpCRsCj+/P/nkE/766y/++OMPxowZw2effcbIkSMZOXIkADNmzGDjxo03bA2Pj48nLCyMli2V7z2lFeceP348Awcqvf6+/vpr1q5dy48//sikSZOsFxpmzZpl3X7+/Pn4+fkRFRWFj4/PDZ97T09PANzd3Us01v73+S6P1157jd69ewPw8ssv8+STT7Jp0yYeeEAZgjVy5MhiF1huR7mbJBMSEnjppZeqJAFv06YNCxcuZO3atXz99dfExsbSsWNHsrKySExMRKfT4eLiUmyfGjVqkJh444qskydPJiMjw3o7f/7enArnTmAympj/9i/W6Y3WLtjC8Z0nMZvNzHrqMw6si+DYjlOsL2yNFISicdDGAuN1554GuHT2MrlZ+ej0WmrVvToPcLOuSut1xNbjGPIMHFgXAcCkheP45vDHNGx7dU5aSZLoPrQjT05+lJe/HoOdox6tTlN4/CRr0bf/Cl8bYU3AQ9rW5eV5o4t1L79drfqGotaoiImIIy5SeX8ym82lbpt8QUnCPX0LLxYUVkUHQHJEkiScCmcFykguvddP+NoIAFr3bY4kSZy4ksTwv/5g+7k4NCoVr7brwKxuPcucgFtPL0k8VK8B8/o9jJutHTFpKYz9ZyVXcq5fJM7O0RZbB6VVOOViWon1sizz+djvWbtgCx8N/6rYsIM7WUF+AfvWHEIGIkJ0pBvyqePqztiWZasafycb1iyM/7VoDcC88H38fOwI7R9uxYRv/oedo56og2f5/ZNVlRrDvn8O8mrXdwFo1qUhKkuEskLbvFLO59/sKcxmCTePFNITj9x8h/vMvn8OkX4lEzdvFx6f+JB1uSwbwFRYzE578yRc0tQCm47KvnkrrMuDQwMJbOKP2WTh8KZjFRu8IBQ6efIkBoOB7t27X3d9s2bNrAk4wAMPPIDFYuH06dPWZU2aNCk1ISxKYEFpVY+JiWHkyJE4ODhYbzNmzCAmRqk9ERERQVhYmDUBL4sjR46QnZ1trZ9VdIuNjbUe9+TJk7RpU/yzqF276w+tAxg7dixLly4lNDSUSZMmsXv37hLbXHsMjUZDy5YtOXnypDWuLVu2FIupqO5XTEzMTZ/7G7ne810WTZtenbGh6CJKkyZNii1LSkq6pWP/V7lbwnv37k14ePgNuyhUlL59r7YANW3alDZt2lC7dm1+++03bG1vfgXremxsbKxXg4TKtWdVOJfOJuHs4UjTTg3Z8ec+fpj8MwPG9yUu8oJ1u7+/Xkef57pau+MK9x+zycyiacvY9vsenn1/CBFbItnzdzhPT3mc/s/3KrF9TEQcAIFN/It1dW3auSGSBPEnE9j++17ycwx41nKjeY+mN+x+VjukFl8f+hiNVs1XL85nz9/h7F554Oo4xmtsWKKMa3poTE+emTboNh95SS6ezrTu25w9f4fzVr+ZOLo6kJWWzYRv/kfrvmHFtr1yXhk/5VrYICxdm4SrlCrtNWorSe3FM4n4BBavvi3LMsd2Kh+Kod0asSzyGF/u34PJYsHXwYmZ3XoQ4nl7rc2NvWrw/UMDeGHNKs5nZjD2n5V8+9AA3Eu5mCtJEh413Th/+iKXzl7Gt07xK9xbft1JVOEcwQlnEtmydFex8et3qvD1R8jNysfc3pvIvDQ0ahXvdemGTl353bSrwrOhzTFbLPxwOJwv9+9BLUkMeagFdk62zHzyM9Yv3MpD/+uJR033Cj/3lqW7+ObVRQBIEgx9swVYloGku3Hhr9vg6u3HoT21qB18nksnl+LiXfq0hPerjT8pRTB7PN2p+BAdUzRgVi4Wqso2E4CkfwjZsAMMO5AdJljfx1v0bEbssXgOrj9ClyceqOiHIFQJfWGrdNWftyxuJ9e41rVJ+vWWF40j//7770skxEVT+91KPNnZ2fj4+LB169YS6/7bkFkeffv25dy5c6xZs4YNGzbQvXt3xo0bxyeffFLmuIp6DPyXj48PZ8+eveXYSnu+JUkqUey2tGJ42muGzBW91/x32e0U8r1WuVvCH3zwQV5//XXeffddli9fzqpVq4rdKpOLiwv16tXjzJkzeHt7U1BQQHp6erFtLl++XOoYcqF6FFVa7jW8C8/OfBJnD0cunU3i64nKF6ZBr/bHs5YbmanZ7F55oDpDFarZ5l92sm7hVvJzDHw9cRF7/lYKPf30/h/EHitZ/ChiizKusH7L4mM+ndwcrd3Tf3r/dwDCujUp0/gvvZ0NGq2GVn1CAaxVfa+VGJfEsR2nkCTo/WyXMj668nvo+Z6oNSrMJgvpVzIxmywsmf5biZbfK4W9BZzcClvKC6uiAyApSbhXLeULR0J0yV5Cl85eJu1yBpKDlsW555izd5e1WveiAQNvOwEvUtPJia8ffBgfB0cuZGXy2oZ/yb1ONdj6LZVq1h+NmMvCKUspyFeqm14+d4VF7/4GgN5OuWAXffDWP6ir0saftmO0U3PhAQ+QYFRYS+q4VXxCWp1GNW/Jc6FKUbbP9u3m9xPHadqpIfVaBGE2Wziy9USFnzMzJYv5bykFjdx9XBjx/pP4+hdOjaZtohQorCQWjVK921a7q0wzGdwvMlOyrPUPShSqNBVWzNfUL3shQl1L5YKKJQnMV6vRt+iptFgd3X6CAoOoLH03UgqI2VbDrWyvvbp162Jra8umTZtKXR8SEsKRI0fIuaZ3165du1CpVNaCYGVVo0YNfH19OXv2LMHBwcVuRUXImjZtSkREBKmppddM0el0JXrNNW/enMTERDQaTYnjenh4WB/Hvn37iu23d+/em8bs6enJ8OHD+emnn/jss8/47rvvrnsMk8nEwYMHCQkJscYVGRlJQEBAibjs7e1v+twXtXRfr5dgabFeunR12szo6Ghyc3PLtG9lKXcSPnr0aM6fP897773HoEGDGDBggPX26KOPVkaMVtnZ2cTExODj40OLFi3QarXF/jinT58mPj7+pl0ohKpx5UIKx3cqyUrnwe2xd7Lj6Q+fwlzLnqyatvj0rk/rYe3p/nQnABZP/52f3v+D0+FiypfbYTKa7sovhEe2Rl5/3bbiX95NRhOHNynTkLUsTJivFdqlMQD5uUry9t/5uW+mQWG19bjj50tUdy6a5iy0a2O8/D3LddzyCA4NZObqyXQa2JZRHwzF1kFP0vkUdv5Z/IPyynklCbd3LJyG45qW8KKq0O4+ylXchOiS8zYf33mKbF89McOC2HHh3G11P78ZX0cnPu/zIC42ek4mX+GtzesxlvIB2rzn1e5g/87fzLyXF2A2m5k3YQH5OQZC2gQzds6zAMSfuvOrIyecucTxXae50NUT2U5DA3dPnm4aWt1hVYrRzVsyrKnSW+PTPTv55dgRmhb+/x0v7HFRkTb+tJ0Cg4mgpv7MPfAhfZ7timxUigxK2hYVfr5r1Q4bgrFAhaNzKllXDlfque4mhzcdw2KRCWjsV6Lng2xShvhImsAyH0+SbECnDHfAsMu6PLCJP641nMnPLbBWxReEiqTX63njjTeYNGkSixcvJiYmhr179/Ljjz8CMHToUPR6PcOHD+f48eNs2bKFF198kWeeecbalbk8pk+fzgcffMAXX3xBVFQUx44dY8GCBfzf//0fAE8++STe3t4MGDCAXbt2cfbsWZYvX86ePXsAZVx2bGwsERERJCcnYzAY6NGjB+3atWPAgAGsX7+euLg4du/ezdtvv014uNLY8fLLLzN//nwWLFhAVFQU06ZNIzLy+t/JAKZOncrKlSs5c+YMkZGRrF692ppgF5k7dy4rVqzg1KlTjBs3jrS0NJ57TimkOG7cOFJTU3nyySc5cOAAMTExrFu3jmeffRaz2XzT597LywtbW1vWrl3L5cuXycjIuGG83bp146uvvuLw4cOEh4fz/PPPF2vhrg7l7o5eUU3wZfHaa6/Rv39/ateuzcWLF5k2bRpqtZonn3wSZ2dnRo4cycSJE3Fzc8PJyYkXX3yRdu3a3bAom1B1thW2gvt1r8/Si1Hs2Xees+mpWEbWxWw0k2qjZfDK33F10ZPzUE0cIlJZ9c16Nv+yg482Tq2Ubov3uhN7TjP7mS9xreHM/z4dXmz8853MYrFYqxo//EJvdizfi2ctdwIa+bF+8TZOHzhj3TYnM5cvx/1AblY+Ll5O1G1e8stcs66N+GPOakw2KgxeNpzzUXH0UDhXcnPINRrJN5kwmEwYLRY0KgmNSo1GpUKjUmGjVmOr1ZLRtxa5KTl8vm4rtWp7sfu3vVw+fYncpCxUPnrqDWrBufR07LRa9BoNeo0GbQV3LQ5sUptxXzxnfdy/frCCrct2WbteyrJM8gUlCdfbFl4sKNYSrlRhd/VQrvpfjCneEm40m/nm0H7ODPDF1lGDv6MTM7refvfzG/F3duGTXn0Zv+Zv9l44z4e7dvB2x87FWiaadCz+Qb5n9UG8antyav8Z9PY2vPDZs9Y6EwlRFzGbzdbuenei/WsOk17Xgdx6zrhoNbzTqQuau3SWCNl4Cjnvd5BNSI4vI6mKj02UJImxLVsjI7PkaARf7N9Dr8BayEDk7tPXrdB/K3Iyc/n3R+VCfL/RPQu7G1qgoLBYmq5yxoMX8azlz8F9NQmod55Lp9fg5FW557vT5eXkk59jYOdf+wFo2Su05Ebmwl5N6pLDfG5E0rZENuxENh6j6NUjSRItejRl4887OLTxKKFdG9968IJwHVOmTEGj0TB16lQuXryIj48Pzz//PAB2dnasW7eOl19+mVatWmFnZ8fAgQOtSXN5jRo1Cjs7Oz7++GNef/117O3tadKkCRMmTACU1t/169fz6quv0q9fP0wmEw0bNmTu3LkADBw4kD///JOuXbuSnp7OggULGDFiBGvWrOHtt9/m2Wef5cqVK3h7e9OpUyfrhYInnniCmJgYJk2aRH5+PgMHDmTs2LGsW7fuurHqdDomT55MXFwctra2dOzYkaVLlxbbZvbs2cyePZuIiAiCg4NZtWqVtfXd19eXXbt28cYbb9CrVy8MBgO1a9emT58+1lmUbvTcazQavvjiC9577z2mTp1Kx44dS+1yX+TTTz/l2WefpWPHjvj6+vL5559z8ODBW/o7VRRJvo0ms/z8fPSVOK3KkCFD2L59OykpKXh6etKhQwdmzpxJnTp1rOd/9dVX+fXXXzEYDPTu3Zt58+aVuzt6ZmYmzs7OZGRk4OQkKmzerrycfHLSc3jtuc+IrC1hbuqBzvZql0BXvS0uej25RiPJubmYZQsWs4WCvALkhGxq7EuhR506TJo/vhofxd0nLzuPV7u+ay1m5VnLjc92zijTlFnVLS7yPG/0eh+9vQ3zT3xmHeMdcySOt/rNwt7Jlh8i52A2mXn3sY85czgOgKFvD+ThF3pbj3MlN4d9F86z53w8Ww6eIM1SgNZGi51T+cdR5WTkUpBnRGerxWwyYzZevQCp0amVacb+k0toVCpsNVpsNRr0WuWnrVZrXVb0e1HSbld4316nxdXWFje9La62tjjb6EtMAZZyKY1xrd5AluHzXTPwDvAiMyWL0U1fBeCXw2eRyEdy+xVJ4weAnLcGOWsWOfmNGdXOgr2TLT+e+AyAXefjmb1pM9EXk0CCwc2b8Wa3btjfYjGT8toZf45JG9ZiQWZi2wcY3Kj4dEWbf9lBTEQcSRdSOHpNT4jBrz3MwFcewmw2M6LeSxTkG5mz/b0SY8fvJG8P/ZQVdQzYeDowvsMDjAyr3Bbaiibn/4uc/T1o64FhH1DY9VddE8n5UzAdQzaeRLLpgFTYYinLMj8dO8LcA3tBBvWui9TckMj/bZlerJDiLccky3z72mK2LN2Fb50afLxpGhqtBtkYhZz2HEh2SB5rkKTKff/b98dLBNffTOKlMBr1WlKp57qT7fvnIF+9NJ9c2Uyehw1GNx0PTXoIGydbNCoVTjY2eDs40tr2ZXQkI7nMQ9KVfRy9bDyJnDYaJIfCv6vy/nhwwxE+GjEXj5pufLXvgwq7wHM/qOrvvvn5+cTGxhIYGFipuYNQ/eLi4ggMDOTw4cOEhoZWdzhVqjyv83J/OpnNZmbNmsU333zD5cuXiYqKIigoiClTphAQEGAtb18R/ntF5b/0ej1z5861XgESql9c5HlmPPslJ4M0JHdyQlJJuOh1dPCrTZ/gurSuWQsnm6svynyTkRNXrrDxbAzrz0aToddxzkXL0kspdD4aRZumd0dL7p1g98pwUi6mYeeox1Rg4sqFVLb9tofuQztWd2g3FblLGXsd0qZusSJrAY380NvpyMnM4/zpiyREX+LM4Tjsne14bf4LNGxbj4z8fDbGxvBvdBTHr1y+elB3Pc7oqenohJ+zMzXsHfC0s8dBp0NfmAhrVBImi4zJYsZkkTFazBhMJvJNJs7FXGLTn3uwaFVYtBIaex3uwV6o7XRonfXkGY3km03kGU2YZSVBN1ksZBUYyCow3NbzoULCxdYWV70t7ra2eNrb4+PgiMNjIVzcF8enUxYz6tXH2LJkBwD+DTyQKExUSynMZmtnQqvTkZFvYOHmXWzNSuTUlStkpmShyTPRDy/e79PntmIurw7+tRnfui1f7N/D5/t2U8fNjRY+V6dX6/ZUR7o91ZHdqw5Yk3CdXkvP4UoRNrVajV99X2KOnCP+ZMIdm4Qb8gxsssvEbGNHXXd3ht1l3dDlggPImTOVO4bCirBqb5BzwZyAnDrk6rb568F9OZLKHkmSeKZpKC56PR/s2EZ6QycKNHA8PPq2k3BDnoEfJ//Ctt+VLpjPzXzq6sVGY2GlbG2TSk/AAWycGgOb0dvcP7OsHNkWyYZF23D2dGLYu4OISkzi7V/+4sojNch3V4aw2Njp+DW2+PADG5WR37rGo5IkvjgWTXNfLV0CAnEtS7EpTbAyLlzOBvN50Cgt6U06hmBjqyM5IZW4yPMENvav8McrCIJQGcr9CTVz5kwWLVrERx99xOjRo63LGzdubJ1nTrg/5Wbl8dZLcznexQmDsxaVWqKzXwBvP9QbP2fnUvfRa7Q09/GluY8vL7Rqw9LjR/lq43ZyvGHMhn+YYMnm6SbNKryb771o11/KWOFHX3oQtUbF4um/s37RlrsjCd+jjOdr2K54IRO1Rk2DNnWJ2BLJse0nOXNIKcLV4+lOqIJdeXfrJjbGxmAqHCYjIdHAw5N2tfxo7uNLfXePWx/X3Bwc/znHwQ1HsXey5Y0lL1kLhv2X0Wwmz2Qkz2hSfppM5BmN5JmM5P9nWb6p8L6xcJnJSLahgLT8PNLy8sgwGLAgk5qXS2peLjHXzNJlbmRDprcvMbKZVf/8jsbOjHZQLWq29SK7wABo2XA6Dp1ag1qScFKlEKo3klqQwMVRvUmQ84k+egA7J1vMuQV4HEyjaZKKKSuGlPq4KtuTjZtyOiWZdTHRvL1pAwsHDMTbwbHYNi17NaNeiyByMnJ5YtIjOLldXV+rnpKElzbWvToV5BdgLDBh72TH4vW7SQuwQy1JvN+r1133XibnLFZ+UXmBTQcklTvYDgQ5HznjTTCdAskW5DwlQcpfBXZPWvfvX68BzjZ6Jqz4i8wAe2afj6BxZjNqOZX+mXDTeGSZz57/jkMbjyFJMGr208WGL8im4wBIlVQV/b/carYACzi5pGKxGFCp7s2ZV47vPMne1QfR6XWs+WEjFhkyA+xYPOsSac4qjA0dUGtVODnb4WLW0CSoFu729ug1GowWCxn5+UimM0hARoENG+KS2RC3nY9376C5jy+PhjSkc+3A6w7TkCQtsqYBGI+C8bg1CdfpdTTr3JD9ayM48O9hkYQLgnDXKHcSvnjxYr777ju6d+9u7ZcP0KxZM06dKllJWLg/yLLMpC9/4VBXFyStmiBfT6Z37U7rWn5lPoaDTseo5i1pXGDH+AXLyPKHz7ZtZ9mGPbSJsjDy1cfwb1Dz5ge6D6VdTufEHmVMdftHWqK31/PLrD+Ji7xA7LFzBDYp3/i7qmQ2mzm1NxqARg+UrCbatFNDIrZEEr7uMGePxpNV05a1AQa+WLncuk1dN3f6BtejZ51gPO1KnwrkVrw4dxRHt0bSuGMI9k4lp9MqolWr0arVOFXA92+TxUJafh7pefmk5uWSkpfL5ZwcLmdnkZiTTbQqkfgrKRglGZx0SF4OXFZdIc9kItVgw8e7d1qPVdshhS/aFFBgSifDVQ1pEprLeYzq1IGDr68i9XQKT80dVSyxrUqSJDG5Qydi09KISk3mrc0b+PbBR4olqjq9jvdXvVlsP9l4Ejl7Dt0e0RC+1sils5f/e+hqc3jzMeZNWIAht4AnZw/h+zhlDun2Zmfqe1ReIb/KIJvOgPEwoEJy/RpJfW2hIQdw/R4sl0FyAsN65KxPkA1bka5JwgE61Q7gjYAw3j+wkyRnAyNWLue9Lj1o71f+hGnjku0c2ngMrU7Dm0tepHGH4vUDMBb2CNFWzfhg7zpNuHxIg52jiYzEI7j6tq6S81alAoORL8b9QEZyFjJK8p3e1Yd0O5Qx+PlmnM/l8sITvRjQoQUu+tJbtuV8FZZMO3SW+rzQsg1b4s5yMvkK4ZcSCL+UgJedPY83bMzAkEalDouRtI2RjUeRjceRbB+0Lm/ZJ0xJwtdFMPj1RyrraRAEoYwCAgLuygLBVa3cSXhCQgLBwcElllssllLnWxPufRdiE3lx4W+c0OWBJNHJx49PBg8o1u28PNq2bcjo5UH8sekICR09idUZiPcxc3jsHL754bU7tttpdQpffwRZhrrNA60F7Vr1CWPP3+FsWbrrjk7C446fJyczDztHPQGNSl60KapsHh53nku9PMitbU9qXgZqSUX3wCCebNy00gqJ2drrafNg1Y7f1ahUeNrZF15MKL04oSzLZBUYSMzOJjE7Gwr2YK/VkmNxp3PtQEwWC2bZgpPGuXD8Oczo0ZMlT3+POSGLmnUz2XD6Mjq9tlgl8uqg12iZ3aMXw/76gxNXkpgXvo+X27S/4T5yznwwniCgjpEuj7hx6vidkYSnXU7ns/99a63K/+4/68gIdkCfYuClgZ2qObryk/P+VH6x6fifBFwhSZLSNR2Qi5JeU1ypxdd6PxDKsteXEtvPmwxneyauX8PjIY0Z37oNek3ZKtQWGIws/2w1AE+99ViJBFy2pIG5sFq+pnwzItwqnV5HyhV37Bwvk3bh4D2ZhG/7bTcZyVkUOGpIf7g2abX06O1scDPL6Dafx+toJs+81J/+PTrc+EDmc0hIONnVZVizMIY1CyMhM5N/ok/z56kTJOXmMC98Hz8djWBo02YMatgEu2urFxf1bjAVr9oc1r0xkgTxJxNIu5yOaw2Xin0CBEEQKkG5k/CGDRuyY8cOatcu/qX+jz/+ICwsrMICu1/l5xrY9ttu8nMMPPS/nsXGx96J4i4mMeSbBaQ5qUCWGehcm5nPPHHbxVGeff9JbGfbsmPXMaI6u5FkZ+R0D09eW/A7i6a/cNd16axshzYq03W16Hm10E23pzqw5+9wdv65j6enDkJnU71TMVxP+DqlpbBxh5BSX++OtV1JGxjIuRpKN0VHez2PhzRmWLNQvOwdqjTWO4UkSTjZ6HGy0VPP3QM5/zRypo4A+wA+DLpaqE6W85CvKDUz+vj6c6Z1CDtX7Gfh1GUANO/eBFv76i+Q4+voxPSOLdkX8xUBqnXsjX+Htv6lX/yQLalQoAy9UGtUBDXMZOuqyxVadftW/frBCvJzC6gTGoC5hRcRNikgyzQ9lk+jj++u+hayJRPylcq4ku3jN99B7Q9IIOeAJRXUxS8guXg680CnJqj/jODiZQOZrT1YevQI+y9e4O0HOuGeLeEd4FmskKTZZGbRtGXkZOTSf2xvog+eJe1yBu4+LvQa0aVkDIatyk9NEJKq6t4b8vP9gMsYsm88pc/daueqAySFuZDdyw+1vRYHlYohjZryTNNQ1E+Y0dposLG9eTcg2aRURpc0V78/1nRyYkyLVowIbc6GmDMsOnqY+Ix0vg7fz7LI4zzfohUP1q2vFKrUFCXhZ5Et2da/sZObIwGN/Yk9Fs/xnafoOFDMkHMnEy2kwr2sPK/vcifhU6dOZfjw4SQkJGCxWPjzzz85ffo0ixcvZvXq1eU9nPAfnz3/LYc3KWPa9PY29B7Rtdj6MxGxzHt5AYa8Ah57+cFqHe8blZLM8J9+Ic1Jhc4C0x/oymPd2lTIsXV6HcPeHcwwBlNgNjPjn3UsO3aMg7a5PPfH73zy4EPUcLg/E7D/ysvO49h2pQBOi15Xk/BGD9THo6YbyQmpbPppO31Hdr/hcY5sjWTl3H9p1SeMPs91q7KEZt8aZYqINg8Wn97HIsv8E32ar/bvJb2xM6rUbGolmFgw9mlqubmWdqj7lyVL+Sn9t8KtHuVt3gRyFi17h7JzxX7r2nYPt6qqCK9LlguQs+fSzv5vmtTPJs9kZE38PALcPisxPhyA/E2ABdCgUssENMgmNyuXjORMXDxvbZxxRTiyNZJtv+9BkmDglEd5J2Y/til62hmdmPzlM3f0FGrXko0noGA3ct5qkA2gCQJt6E33kyQdstpXaYk2x5VIwgGeeGMAhzYdo9aOZDLjcjjfowan840M/flXHI+mEhyZx//eeYK2D7VAo9VwaONR1i3cCihzTxd5eFzfErM+yOZkpYcEIOkfpCqp9Q2AcNRSbJWetyocvHCBlbXzyXN1x8lGTai3D5PadyTItXBquvJcw7vB9GQ6tZoH69WnT3Bd1p89w4+HwrmQlcmsndv440QkE9s9QKi3D7K6Bpgvg+nE1bnDUQq0xR6L5+j2EyIJv0MVzcmcm5uLbVmK8QnCXSg3NxegTHOQlzsJf+SRR/j777957733sLe3Z+rUqTRv3py///6bnj17lj/a+5zBZCIlL5f0/HyOHolhU8I5TKEumGxVfLRzB9vdconYEomDnZ4uD7Ziy/ebyc7LQJ9awHeTlvD7p6twcLGn//O96DSoXZUlTtviYnl743pSTQZs0guY+9ijdGxXOWPwdGo17z3cjyvrTrPNI5+jiYk8veJ3emc7U7Azno4D29HxsYpJ/u9GO//cj7HAhE+QF371fa3L1Wo1D47pyaJpy1jy3u8Ycgt4eFxv6/yLF6Iu8t2kJbj7uNLhsTbMfWk+OZl5RO6OQqPT0POZzpUe+4XoSyREJ6LRqmne42q36JjUFD7avYMjl5V5ret6ePLag4/QzMfHGr9wDTlT+akqnrRKkoSscgRLGshZtOjZFBdPJ9KvKNuHdb8D5tXNXQZ5yvh+e70PptwLhDif453NG/n6wYdL9HqRi1pnHcZCzvfYO2bh7Z/HxZjL1ZaE52bl8e3rSgGzPs92Y0VeAmn5eTSs6cPnAwaiu40EXDbFgvEk6LshSZXTa0G25CLnfA8Fe5XK01ZaJMfJZf9cUdcuTMLPASV7MtSq58uHG6Zy6exlti3bzZ5fjnLxAXdSGziRWt+Jg4EOTP3uDwKnLWPM7KfZ+3e4dd+czDwAXDyd6PbkA8XjN6cgpw0DSyZINlDFSbijZyjwE07OiXdEj4yKkJKby7zwfayMjCTPVYvOJDOtazcerFv/lh6fLFuuvrbU168FoFap6Btcjx6Bdfj9xHHmRxwkKjWZ5/9ZSa+gYN5s1hQ9G5DzN1mnwwMI7dqYVfPWcWjjUYwFRrS6O7Pn1/1MrVbj4uJCUpIyy4Kdnd098b8iCKC0gOfm5pKUlISLi0uZLrzf0vwdHTt2ZMOGDbeyq/AfyyKPMS9c6VqZlZqNqZsXOlstpgITFrPMH8ePgwdAHhFbtkOwBqmuL1q9Fjk1H8f4HJxiM4ibtAhjgYkeT1fOuEOLxcLyOf+wb81BLoc6cyJIQ16OAcf4XAYYPSotAb/WM707cOmNBVx8uBbJKhXfZybhZUgjctIi6jYPxDugcsYF38lkWWb94q0A9Hymc4kPtL4juxF9MIbdq8L5dfYKnNwd6PZUR9KvZDD98U/ITMkGYPeq8GL7rV+0lR5Pd6r0D8j9aw4B0KRTCHaOtuQZjfx4+CC/Hj+KWbZgq9EyqnlLBjdsfFcNQZDNSchZH4HlCpLzh0jqyq1jIBe2hEtSKS3HkgOQBpZMdHod7618g69fWUDL3mFl6kJamWRZRs7/pzDMcUj63jiaH6KOUyrn0uP49uABxre+2qolm+KVatyoQN8LDDtRq5MJbJBFQvQlGratni7fv320kpSLadSo7YHP02F8s3MLakliSqcut5eA561AzvpUuZO3HFzmIKkqfj5fOfNdKNh9dYFNZyR1LdC1RtKGXG+3EiRNbeSC3cimeK73zlGrrg+16vrQslczVn+7gT/+728cceZyDx9OpyWT0NGD5PQCEmYtxik2Fwl49KV+rPhiDXo7Hc/OeBKdvnjRLjnnayUBV7kjOb1bpV3RAWrUaUXBRQmt1kBBbhw29oFVev7ykGWZiC3HuRB1iR7PdCoxHKXAbGbFyUi+PxxOdoFS5d/tVCaPOPjxUL0Gt35iy2WQCwANqG8+RZ1WreapJs3oG1yP7w4dYOWpk6w/e4a0LDUftjShN2xGtoyz/j80aBOMm7cLqYnpHN50nNZ9xfDIO5G3t/JZWJSIC8K9xsXFxfo6v5lyJ+FBQUEcOHAAd/fiXc3S09Np3rw5Z8+eLe8h72vm1DxyU3PQmyW0l3OxL5Dp2rcxlvR89i3fjySDm48r2Tl5ZFtMmGzVuLX0I1NjweJoi7GmE5fCjMRn5jNt/XrMtR3p3bHiP3yWz/mH3z77mwtdPUl1K4D0AjyOZRAckc2oteMq/Hyladk7FPfJOrS/xHHxAXdym7iQFOZKtq8t82Yu473vX6ySOO4ku1ceIP5kAno7HZ0HlyxmJUkSL84dhUctd1bNW8dvn6zigUdb88+3G8lMyUZvp8OvQU2iD8US2MSfsXNG8M6Ds4g/mcCZw7HUbR5UqfHvK0zC2/RrwY74OD7ZvZPLOcqFgU61A5jY9oHSuyTfwWRZRs6YDCZl2jU5/UVkbVMo2AM2XVE5vl4JJy3sjl5agqZyUVqgLBkA1Kjtybt/Tqr4GG6FKRLMFwpbLx9GUtmj1gbjYImiieslfjoWQZiPDw/4FXZfzV+r/NS1QVK5grYeKs1uagblcv5UQrU8hNTENDYs2QbAE+8PZkb4XgCGNgktV8FA2bADJBtr655svoKcPffqBqbTyDk/IPZrgM0AAQAASURBVDlOrLjgKRpjryTgksMroAtF0pQ+Fd9NFbVwmi/cdFNJkuj/fC/6P99L2cVi4e+oU3wTvp8EfSqxfXU4XMyjVZKWJyY9QufB7XD2cMLOsXg3VtmcfHXsuvMHSNqqKch2Ldca7hzZ60ytoHSS47ZRs9Gdm4Sv/Gotv85eAcDFM4n875NhgDLN4uqo0yw4coiknGzMRjP2KUY8lsdgf9lA2//rd3snNhV1Ra9VrvnbXW1teeOBTjxcrwGzdm7jwBWZqHQ9/g5p2F4Zjt7jByS1O2q1mg6PtmHV1+tYt3ALrfqEilbWO5AkSfj4+ODl5SWKOQv3HK1WW66hZ+VOwuPi4jCbzSWWGwwGEhKq50vQ3czuUDINPjttbTV4+p2B9H9IKaz0d5YDGclZPP5qf9KTMvhl5p+EdW9C1yEPkGc0EnkliZ3x59gRH8dpyyWS66uYsGsD9Y4fJOicCc8EA50ea0uHR2+vq/bZo+dY+u0aYgf4Yq7jgl6WqbkjmZA0LcO+/V+VtUDrbLQMGN+Xn2Ysp9aOFHzztSQ9VItEKY3fC7Lx/ncLY/t0uW8+eM0mM79+oFQvfmRcXxxcSp+aS6VSMfj1h9m98oAyPvznndbW85fmjaZ5j6YkRF/CO9ALjVZDqz5h7Fp5gP1rDt80CT979BwRW47T57luJb4c30xiXBJxx89jdtayyjGVPRuUMZ817B14rV0HOtYOKNfx7himU9YEHADzJeUGkLcS2X5sxbfUWQq7o5faEl6YmBd1Wb+DyPlrlF9suiKpCl+/mvrYmM7yUJAtu5PgvW1bWDzgcbzs7ZAN6wGQ9H2UbdV1UGvU1AzI4cTKi9XwCODfHzZjMppp0DqYdapk0vLzCHRxZVTzlmU+hmyMVC7cIIHLV0i6Zsi5i0DOB21jJPtRyOkTlNeP7eNImgqcC9mwQ/mpaYBkN/D2jlXU48OcWP5dVSoGNGhIj6Bg5h84wPc7dpPnb8+hZva8u20zY1u2xs6hlPcYwyZAVp6nakjAi2Rk1KUWB8hL3QGMqLY4biQ/18Cqr9dZ729ZupOGfZoQoc5ifeI5ruTmYCowo8kx4bz+PG4nMpFkCGkTTMfHb3OctTle+XmLr90QTy8WPDKQZZHH+OxEOhMb/Yu3JY5z594kqPY36NRqejzTiTU/bOT4zlMc2ni0WKFS4c6iVqvvmjoZglBZypyEr1q1yvr7unXrcHa+OvbObDazadMmAgICKjS4+0GnR9ug1ag5F3meVn3DeGDA1TFO/cderXLsHeDFxO+vzstuq9XS0rcmLX1r8nKbduyPPcdbX/xKgrvEqdQUTjmCrqaRjd/+zqDwaEZNe6LcY6RMRhMAMz/8mVNP+KFy0VPD3YmZXXvS5pWyz/9dkXo/142j209gsciM/vBpzO56nv1qIee0ecw9dpBISxZvdepCTceK77J5pzm44ShXLqTi5ObAQ88r9Rhk2QwFO0BdB0lz9W+k1WnpPrQjyz5ayaJpSmVs/5CaNO/RFEmSqFXv6ljyVn0Lk/B/D/HU249d96JG/KkE3hv0KXnZ+USFx/D6wnE3/VC9FHuZqAMxtOzdjK3L95IU6kJa5xpcSExALal4qklTngttgW0ZClr8lyxbkKTqHy9e1L0amx5I9k8jpxX2FJFzlJ/Gg2BTwePti1rCS0vCVYXv1YUt4dVNtuSAYYtSQTtP+VyR9H2t6yV1TWSgUy0tDdw9OZVyhXe2bGBezyDU5kSQ7MCmcCokTbCShAflEn/yQpWPxzWbzez4U2n5rjm0OfPPnkGFxJROXcvVDV3O+a7oN+SsWeD6DeT/C4BkPwpJ1xJZ1w4K9iBnfwa6NiDZI9k+dEtxy4ZdynAJXXvrdE9SRbwmVYXTmFlufWy0g07HSw88wONNmvDdoQOsjYlmXUw0m2PPMqRxU4Y1DcXRRhlGoQxnKGwFt6nemjQ6p/bAAexsT9yx48K3LttNTkYuNQI8cWlfm/WX4xm9Zx2ySkKllrCT1ThvT8Q9MhOVWaZl72bUbR5E1yEP3HbCJBcWZZNKKcpWVhqViqFNmtE1IJBFB2swvPZcXFXhTF73FU+HDSKsti/9RvVg1dfr+O3jldbPN0EQhDtRmZPwAQMGAEpXkuHDhxdbp9VqCQgI4NNPP63Q4O4HPkE1eOzl2ysiI0kSbYIC+Gvai3z1zk/sNiSTWN8eQw0dCZ20fGmI56/RMxnZsR2PDe9eoqrsf8myzHevL2HLn3tI6ViD+IZ6JJVEk1o+fNynH37O1VeBWGej5e1fXym27JcRTzN07CfEN3dkV0wsTydfYXBwCG0sztQJ8cPZ495MyNct3AJA1yc7WMdIytmfQ96fgAac3kHS97Bu3+WJ9vz+ySosFmX6hAHj+5b6BSW0ayM0WjWJcVeIP5VA7ZBaJbZRXiOLycvOB+Dw5uPs/ftgsYtI/xVzJI6ZQ+aQk5lHVi1bEjp6kN/eHXs7Lc1qeDOpfUfquJU+L/bNyDk/IuctB4fXkfRdb75DJZFl2dqyKOn7IGmCwf0PQKUUvsr7A9mw15rwyOZkMEUr3atv5wJCUXV0VckkXFI5IwPI1Z+EywVHkDOngiXl6kJ1TdCGFb8PqCwXmdntJYb99QfHki6zP+4g7dwAXTskqXAsuyYAtUaDvaMJlSqN9CuZuHpV3fvTyT1RpF3OQFvDgeV5StGpoU1DaViebuimC1Bw8OoCcwJycn/ld00QaJUCZ5LDC8ipe6FgP3LBfuv68rb+ypZs5KzZSrG+/L+vrtD3vv5OZVU0l7icr1wYKlGtv+x8nZx4t0t3hjRuyhf79nAo8SJLjh7m79MnGdW8JY/UD0FjPg6mKEAL+m63H/9tqNWoF8bML7GxycKYcwidQ+lT7FUXs9nMqgUbSG7kROYjtUm1MZPl6YxstGCXlI/HsQxczuSgMsu0e6gFPYd3oVH7+hUXgOn2WsKv5evoxJudnyUh4TBa8y7q2h9m7Bob+tdrwIjRXVi3cAtxkRc4uu0Ezbo0uu3zCYIgVIYyJ+EWiwWAwMBADhw4gIeHR6UFJdwaR1cHJs9VWsvzTUb+iY7i+517OJeSSlw9NVMvHeaH1w7RKFlNWvgFatT24K1fJpRIUjf9soMVew+RMKgmBU5akKCvXx1mDxyAjeaWavlVKg8fN15/vA9fzVzK+e5eXAkw8fnFHWgyTfjNyGD6q0/RuldodYdZoRLOXOL4zlOoVBI9hxUmdAWHChNwABOW7C+5kBfKmfQM4jMySM7NwWZaR85EncfGzoYlmkssX7cGZ70eZxs9NZ2c8Hdyxt/ZhaZdG3Jo/TF2/LGX2lNKzhG8d/VBog/FYmOro/OgdqxfvI1/vttA+0daXbflYeGUpaTKRi71rkF6HaU7to1J5u1OXXm0SWNUt9hiIRdEIOcsUH7PnAKaRbc+pvV2mWOVBFPSgU6Zck0qSox1bZDz/lBawilMSDMmgZyDZD8C7Efd+nmtLeGlJD2Fy2RL5nWLZVUF2XwJOeN1kHNB5aUkbCpPpaX32gsQhUk45gRqujrxdscuvLV5PVLBPgrMJmxsrnaLlSQdkqY2KnUGfnVyOBd5vkqT8P3/HkYG0gYFkVFgoI6rO6PCypl8GTYrP3UtkbTNr2kVB8l+rPX/SdIEgsMEpQiZrFz8knMWIrl8VL7z5S5REvBr2T6MpL79YUWSZIOsclWOb04svUZBOTXw8GRuv/7sPH+OL/fvJT4jnU/27OS3E8f4ot12vLQy6HsrNQKqUc1gfzZ9W4uwB+JJPvMlvqELqzWeIhdjEnln/FyiPGRSujki26hxtjFjo9HQu3kzOjl40y6kDovf/Z3cwFx6jehKk45lL8ZXZjeYnuxWSJJETY/HMGccon/tBBadkfk76hQ748/R7NmWnJ23m5Vz/xVJuCAId6xyZ1SxsffePJj3Ir1Gy8CQRgyoH8KWszF8uX4bpzNSOOclcc5LxsHZlfjYLN6e8DXvffcikiRxJTeHfQkX+PrMflL6+qC10VDDxpZxTVrwRJc7ewqw7kM7cv5UAv8u2EJ6XQcutnPH6KDhbCd3Rm9azfP5KYx6sMtdVWH7RtZ8vwmAsB5N8KyltB6bc//CbDETndMaJ+kIelU8352YyaZL17RmSEB9V0xAxOVL1z2+1FqNwd6XhTHHcD3RiNBaNfF1dESSJPatOcTXrywEoN+o7vQb3YMtS3cRc+Qc+/89TJt+zUsc79DxGDY6ZZH2tD9OXk7Y5hbQIFXDByMeIzBI6Qovy0alC66cX/ilumzJlJy39D/3/0FyfKlM+1a4ggPKT20oklS8gjPaJoAE5ovKnMbZn1q7qMs5i0HXCUl7i9W9i8aEl1qY7c7oji5nzVEScG1jJJc5SNJ1agioC4dRWFKQ81bTxXUDP3RKx1ObTFaBRGZBI7yuLeisrYdGG0ntejnERMQR2rXqpl07uv0Eyc2cyXCSsVereb9r93JdqJRlGdmg/C9LNt3ApgeYYqBgL5Ltw0g27YptL9kNBH1fMJ9FTnseCvYiy4arPQNudj5LutJjBJCcZ4PKDTl/LZL9c2WO+aZUNZQk3JIIVEy1ekmS6OgfQNuafqw8fZIfDoXjb3MIybiXVLOWdKk3wRVyptuLUbJ7Clmeja3uEBZDJCqb6kkAY47EcXDjUS7YGFkee5rkDoU1KCSo7eTMc23b0a9uPZxsrv4jjZ0zotLikS3ZyvATuOH0ZOVm0x6VygEfuxwWPxjIlJ0ZxGWksdnTgvyILwWbzxJ1MIZ6LarpoqwgCMIN3FKz5qZNm9i0aRNJSUnWFvIi8+fPr5DAhIqhVqnoEVyXHsF12X3yDHM3bifSkoXcyI6LfrkkWGDPgh/R6pUxuLIsk641oyqwMKx1GC907oCDTneTs1Q/SZIY8f4QmnRqyMm9UQQ0DyDaR2Lupu1kO8Fnx8P5OfYkrdSuNDM70LJlfULa1EWtubuS8ozkTP768l82/rQdgJ7PdmVHfBy7zkUyrNYa1JKZ2Qc9aOZWn2HB++ld8zQXjR0JdHXFy84edzs7HHU2qCUJSYJco5EMg4G0vDzOZ2ZwPiODC1kZmLSQV8uO82aZiStWodaqcFBrccq0YIhMQu+no3mdYB6Z0A9bvQ0P/a8nK778lx8n/0ydZrXxqOlOal4uhy5dZF3MGTZGniI3xAmtjYY2fn683KY9wf/tep63Cjl7jvK76QyS01s3fT5k2QgFSoV1yf5ZpUXcsAnZYRySdP2/rWw6qxQK0pWc1u12yEVVpnUlu+VLKgdkTR0wnVFaO01nQbL9f/buOzyK6mvg+He2pneSECDUEHovgiAoKEVs2FAEVBT1JwpiwYpi74gotlcBEXtFRBSk9xp6b6GFkN633vePSTaEJJBACuV8nicPZHd25s5l2Z0z99xzwdwC7GtQ2R9D4Htgm6cvtWTpWLZjKhuQX2VWK6HgW0EQXo3p6MqdA3Z9KUbN/6nSA3D0zAGl+YHKT5sGmgYq0vMMbE4J55tN65jcv5bnhppmaobR/Cd1G2exasmBSj+XAklHktmXkcbRPrUJtJgY1bkrDYJDyrcT+0o96NYsYL0CzeCDFjj+tC/RDD4orbn+7+pO199HZV1GLPdP/SaXKQYsl+uBY0UXMzNG6sUJz6I425mYjUZuadaCvvV8sCVPweWCGXta8d3+VfRtmMJDHToT4Ve1y5OdrMtNN7Ns+jTadT9G0u7XCW8xo8rbsHXlLp585jOOtgkkN8wKIUYMGlwWFsWdHdrSu23zqp8n7dii/2mMrNCilJpmRXn1gdxfaei9jK9veonpm+KYEreO9EYB7Iy08vKPs/ii1f/Oqs6IEEJUpnIH4ePHj+fll1+mQ4cO1KxZU4peXEC6Nm1E16aNOJyRzsID+/lp3kr2JieTa7Zh9jLjZ7FQS3lxaPFeGmaYePLFKy+of19N0+hwTWs6XKNXRO0ODGzSlEdf/IJ1XtmcUNnMJpvZSuE/fT0133bSt3kT7n76ZnwDfCq0LW63G4Oh7HN8lVI4Hc7TFs87uP0wbwyeSPKJdDLr+RB0Q1OeOLCK7N12etXciVFzcTQnlOjQTsRG9STYawuX+6TTvUUXtDKsy1rA6XYTn57GgjVbmT5jLulBRnLDrKQb3KRbgHbBePlaWejrRe9vpxHq7U1IrDcJgxuwNz2X6z/6gtCWUZzIzck/OcjLs+N/KIfHevdkcL+S52wr++LCX2zzUdm1UbZFaAHj0UzF56UD4Nian94cBD5DIOcnPR3csRksbUo+Tu5MvSgVoPmNBJ9BZe6b01HuDLDH6b9YupW8kbk1OPdAflVwzfsG8B6ISr4T7OtQJ3rmb2iA4E/LFiAVzAfHAFoJFfK1sx8JV7alYAg590DNsQFwgbEmmqkMy96Z6uv/hvk0NPytVr7b353NKcf5dN1qHumUP0psborJbKRebCbfTNx7TkWxMlOzmPv1Ijr1b0ftmNP/n1m5cDP7+0VitJroXrceA5uUc262ykVlT9bPz3sgmiGozK/VNA1laqTPJXfuLVMQrpQblTcr/3i3VNpnu2aMRKFPP6isbw8f+0R8rC5sWnvSDbcB+5izdzfzD+xjUPNWDG3dtlpuHvv4e+My34vT+ToW62Zctu0YrZWQ2l0CpRSz127ixV9mkdk7HINRw+RURB9z8c6owbRoXDFp4GfFsUH/01w8S+pcad7Xo3J/BdsSzP7pDG/bnqsbNOTFOf+yfO9+1gTkccP0r7mnRRs6+4XToFn1FJUVQohTlTsI//TTT5k6dSpDhgypjPaIKlA7IJC7WrXh+loNebjjWPIcTsb9OIaWXZrw/Zu/8dvmDNrcctkFFYCXJsjXlylvPcLf0xby18Yt7AmHBG8XWXUN7Kqj2K2O8NP7n3DHgO6EpblZMWk+of6+jPpkBD7+3hzdm8C2Fbvo1L8tASH63F6lFEf2JJCbmUv9ltGeQndKKRZ8t5Q/Pp5DwoETmMxGvP28CKwRQGyHhlw9tAf1Wxa/ENq/JZ7Jo6dwdE8Cg5+7mX739SrW94nHU3jq6c842MJKdmwjzIHepHkpcNip4ePL4MbJBHl5USNsMG2b6QWW3Gkd9Iv0vLngO7TMfWYyGGgQHEKDa7oz6LL2HNl9jOTENBas3EKaN1ib1+A4dnanJJPrdJCYk01iTjbuRgFkpxjIdCkyjyXhF+RDg+AQGrq92fjBZkJdJm6dWHJwqtxZhQEsgMrzzI1Vma9C0Cclvx8L0r8tHdA0C8pymT6SbF9TYhCulAOV/X+Fv2dPAa9+ZU59Py3bUsClF8sq5aaBZu3uSQdG8wafIfqx/R4pzAIAwI3KfActZMqZj1swwm3wL7mPClLUy7lEmbItR6U/rQf2YbPQtLMfSVL2tfpfzGVbtkvzvgWVH4TrqdImTIYQbm/bjLj//mXG5o00CgmlX6PGYIrBaLbiF5iFxZxMYnwSEXVrlLuNLpeL398fR7PWy/n5jQbc8sx7pQbiLrebj/ZtxO5vJtLszbge5bthqZRCZbwBzv1gCAafweVur2aKQdnXoZy7yhbsOreC64j+71mZRcyM9fQ/XfsqZffKvj6/kJ0Jr5CXGdcziltbnODDVSvYkHCUrzdt4I+d27mrVRtubdYcL1PVjoBeeddAln3zJa0vSyBx1xfUbPl+pR1r55o9/PjuTA67ctjXxp9DRhsqyITVYODBnt24s3UbAqzWct0QrgwqPwjXLG3PsGX5aaZGKHMzcGzTpzP5DCY6MIivbruVRx//mIWWNA6SxEsJ87CkOxgQUY/xo+4o1+oFQghRGcodhNvtdrp27VoZbRFVLCDUnytu6cK8GUuY88V/tOzShK3L9fWNK7QqajUzGo0MuLcXA+gFwKH0dP7ds4s/NmxmV+IJjpmdfLxkGbZcO3QyYs7K5O9XJhLu60di3CFMNjeRC5Zx5xM3glFj9rQF7NiwD7dJw+BrIaheKH7hASSeSCMpJQN3WzNamyhwKwxOhSnPyep92/hu7GZiY2rTvmMsl1/ZmlqhwfiazUwe9RXxO/Q1jqe99CMBYf60ubYtB9JS2Z50ggU7drN4x24cnfwwmAwEhPgR7ufHVfUbcFX9hrQMM0Pyl4AR7aSLa816jX6RnjdHD/bO4qaKb4CPZz5dl35FC065leJEdjZJOdkk5+aSZbdxZE8Cv771B8YMB7cP7kXvK7vw/v2f4JXqoOuQLlispVwQ21eij5TWQ/O5GZV50koLji36SIql+CiKJ1DLH2HRLB1Qtnkox1o07i9+HNsSfW6iIVhfzssVD3lzwOf2cvdNkXYoVTjX1tqz1O00SwcIeAGVMwPN5x5P8K/53AymuuA6DpY2+si4czfKGX/mNaELRrhLWp4MThoJz0Ap12nT9AvPx43K/jT/l+z8/i+98v0ZOTbqTbGUce1s65Vg/lEPUr36eTI5rqwHd7dux9SN63l9ySKiAwJpHh6BZo7FaF5Fo5YZ7Fi1+6yC8E3zvqf/bfo65LUbbGbmZ99z/7uPlbjt5DWrOGCyYbC7ea5tlyJza8sk99f8gmxGtIBXz66omClG/9O5u2zb2/NHIy0dTzsd4JyZ8ueBO3ZUylJdKkdfYhHvAWhGvZ5E07AaTO5/HUvjDzJpjV687eM1K/luyyaGtW7LjbFNq6yoqNXbis09APg/rIbFKHdmYXHGCrTmnzjeeeRzDncIIrlVAJCH5lQ0SlB89PTd1K8TUeHHPBvKuQ8cO/RfzBUfhANoXtejHNtQubPA+059moWm8drzwxh367ts9M4gsW0Q9gAzv+YeYeWUr7imYSOuCI2iS4uYCrlJoZS+6khp73eXy0XiwSRys/KIqBuGb2AJWUtCiEtKub+V7rvvPr799lteeOGFymiPqGL97u/NvBlLWPfvRg5sPcTejQcAaHYRBeGnqhMYyPD2HRneviM/TZ/HZ9P+JrOODyrCiiPQjMPPzHHgONnQQZ/jeQTY9u8/mCwmMn2y4fIwNAMoNxzBDjlJ4Av4+eDt55W/ZJhCKYXd5SYrz4E9z8FRlceCgxt5/5vN+Af7opxuci4zY7ysHr4BPmSmZzNi+0L8k9ajGTTcLjcZyVkopfCxK25q15ob2rWiZXiEp5q4yvochRPMTdFMJ420W3tA1nt6oOncccaUVeXO1oNhc1PPxe3pGDSNCD+/onMwY2KJPGjjm1d+Ztb7s5n1vp527Rfkw82Plb6msbIvBUCzXg5eN+pryTq3o+xxYF+Rn15eNAhXyulZ4xhzfjGugiDPsQ3lzio2/1Dl/q4fx+t6vShV1gRU3t/gdQ1gOPsRcdsCcO4EzQu8bzrtpppXH7QSloM6OUBVlrZgX6uv+W46wyip+7j+p7GUi+6Ti7WprMKg/HQcm/W5xgUvsy0ucZ57WShlL9yXuWyFqjTNAEGTQNmKBTAj2ndkb2oKS+IPMHbeP0y54WbCzO0xW9bRpE0621bsosdtp79RrJQTlfEyuA7oqeDeN2JyTtebaDUDDsJC/8Ge97Bn+b8CM3du5+sN61FuRczyNK56tlXZOsJzbDcqR58rrPn9D83Sulyv9zgpCFfKiaadYelJxyb9mObytbf87aoPmPSbN+5jUIbPkrJSrmT98wA9W+JkmqbRvW49utSJ5p89u/lywzqOZmUwYeUyZmyK45427RnQOLZKinO263snRzZ+S636OaQf/p6g6BJuCJ4ll8vFwh9X8Pa0mRwaVBtDoBVfLwvNXb7cEBTNdU90x+pdtkJ9lU0pOyrjNcANlq5oxsjKOZD1Ssh8D1yH9AyM/NUxAkL8efuv59iybCcGHxOT/1zAclI5ejyFqYmrmaogYKaRvp1a0rVBfRqHhGLfn8bfn84l7UQ6tz1xPS26FX5vJhxI5Jf3Z3Hlnd0IqxXC+nmbaderBcf2JzLtxR+w59q5Zcx1XHFbV7LtdjJsNjLsNhb+tZrZPy0lCxcOHyNOXxNeUQG4/MxowOJnRldOvwghzmvlDsLz8vL4/PPPmTdvHq1atcJ8SrGL99+vvNQrUfFqx9Sk7VUt2DB/C28NnYTL6Sa8TijhdS6NJehuuasXu/7ewqZ/t+EX5MPzfz7FrqRkvv2/v7H5GInsUJcsm42NK3di8nPgbbVgSMoiulEUrbrE4kzPI/1QKtkJ6QT6+dD28mbUjApFoXC6FXlOB6l5eXrhs4Qk9h1M4HBiCrkmF1laDqBw+Zgw+Vlx+3rhwoHb6caWaycyNAjLkWx8ViQRa/Djjc8eJSQiqEj7let44Qisz11FntMMfihLd71QWdZECJpULKVYKTeaZshPj30B7KsBEwS9h2Y5u3VuBzxwNUaTkVmf/kPq8XRqx0Zx98uDCD6l7YVtcIBNv7DGqheLwtIuP+g2o+wrUI6txVNunXtB2fT02vwUWM0YiTLWBtdhfSkwaw+UyoPsL1DuTHCsBzTwvl4PmLMm6YXSkq7T08P9n0HzuuqMoxpF2u/Ygcp8S9/e+/YKWSpJs3RH2deibAvRzpSqXFAAy1ByEK5pZk+hM9wnCgu1lUCvYpymZ0+AnjHgTgXbMpTf42c3quncAzj145bSxpLbbdELlp3CoGm82OMqRvz5O/vSUhg15y8+79sKs9lEbNs0Zv+w84z7VtlfknNiFk6nC4vXduyGI0RFH8bt0tD8RmJwTqRx62TiFmylUz999M6eZ2fZ0UO8uXQxdpuD8PWpXFGrcDpKmTnWgztRf9+e4YbNaRnr6ftQ2XrGgDmm9PNV7sI59pUchGuaGWVqoK/f7dhZoUE4tjmAG8zN0Uz1StzEZDBwbeNYrmnYiFm7dvJV3DoSc7J5a/livopbx50tW3NDbFN8KrFQV0TdcFb91oFa9RfjSJ+BUndVSPbBwh+WMXXqHDbGmMjpHorZy0zLurV48vLutKtZgf1cQVTWR/k3J/3R/J+qtONoBl+UpSPYl4NtoScIB7B4WWjXqyUAY328eeba18mM9iEl1p/0Br5kGFz8vH4jf2zdhtPhxGV3YQlxYvJ28fe07wj9xZd6jaJo0KouC75dQmZKFjMm7cVt0nCbNdyrFup/b2vCZbEwf+sirJPWogCDQcPldJOXbYMuQaCBZtBQLgW4wW1DUwqny4VJ0uOFuOSUOwjftGkTbdq0AWDLli1FnrsY5hBfigY8eA0b5m8hJSENoMLXCFXKqX8xGoLB3O68ep9omsYz3zxK+okMfAK8sXpbqd8gij6dWnq2cTqc/O/DsaQn6cFOLauJD197vNSg8kwSDyXxdJ9XyczMweltxBjsxdhvR+Ht7836fzby22u/E+bvyzuz72ZU1+fwzrHzv2+HFQ/AlUJlvqFfhJuagKV78fPzexBlXwmOLajUByBoomdkUdnXoNKfRxmCQDn0wEA/Y1T2tDIF4cqxXb/w8b7dM+qsaZq+dNl9vcqWjuqI08/BEACmU0ZKC0ZOnVuL78sRl79Ni6LrTFs6Qe5hlH0tmrUH5P5SmMIK+SMy+cGg730npV3nojLGoXJ/BMcONN9h4HtP6eduj8u/yCxItWwBvnef/lzLytpTv0Hg2I5y7ACM4DoA1h7Flj5T+UH4aUeZTNH6nEnnITCVvJiTsi1BZbzqWTYN9ErmKn2cHrw7t6Oc+/UbJeUoIubpH1OTCvu/72ex8O41fT2B+OPzNT7q5ENgSDYWUzxJR5IJq1VYfV8596NyvkOz9gJTQ3ITp+jTT4BcRy7wCQAH9sbSodXtZOd8QmSdXH6bPp+Ofdvw7vDJ/LdzN4cGROEb6kfUQRv+K1No/27x7A6lHICz1KBL5f2t/8Wrd/Fl7MpB0wwoc1M9Y8K5+bRBOK4D+r+r5lXqv3+FMjcF5y5U3mww61lVZcmuKY1yZ4HmhcrNL2jode2Zm2A0clPTZvSPaczvO7YxfVMcJ3KymbhqOVM2rOO25i25tVkLAr3KOZWgjKJbDyf5+CpCI5LIPjoRv1pPn9P+fvm/f3jvv0UkdwtAMxgI9PVmVM/u3Na85Xm59KZyJUJB5lHAODRj5d7Y16w9UfblqLx/wWdYiZkhDVvX44G3hjBnynzq+dfh6oG9GP/8V8QbbWRFeeMMtoDVABE+uDSNnFw7GQr2px1l8YoEXLVNUDuo8JgGDeXWb9havC2gFK48BzmZeQAYXG6MeW68bC6ia9agXfsYwnx9sdgUabsSsea5qRMZpu/j/PsnFEJUsnIH4QsWLKiMdohq1OLyJtz0aH9++3A20U2iuO2pGyp0/yrrY8j9CQDN53bwe0R/XDnyRyjT0PyfOKcL0nNhMBhOG1CbzCZueLgvX4/Xz6HPPVeddQAOEF4njHtfu4NJI7/Eku3ilhFX0rFhPQBib7+S5RPmkno0nZdvfY+8HDvRTWvR6ooSKi87NugX4Jj0ixyt+Lw2zVgTAl5GZY7XR6ZypoPf/1CuI6j0saDs4CoMuvC+GXJ/A8d6lHMv2kkjCqdSzsOotNH6xb19nR7gnzLSXqaR5Nw/9L9YexWfr2yKAUz6vGfXETip4JnKm6sfw1J0DXvN0lGvlmtfo9+oyPun8Emv/mg+hUXqNN+7wNwE3On6xZt9mWc5HZXzHfgMLvF9qZwH9XPHmd/2K9D8nzmn4mVFzsEYivLqCXnzUKn3FT7hfTOa/ynzlN0FI+GnCcKN+UG4K77Ep5Vy6BXjTwrAsV4Bli5gaaVXbk8doT+e2xCCP0PTyha8KMd2/ZxMTcq0fVlF+Qcwse+1PPjXTDYmJrM2KYqm5hTaXJ7MthW7uOKWLp5zS90zClz78fL5FauPFVtONnu3+jN5XFOemriZiNq55OUaCa43Nn8puabABhyZy1n1V0/m7t3LwX6R4FYY1xzH/2+98nfbXi31Uea82XpwrTLAdRQwQMDz+k2gk/vCnaVPXQA0r37n3AeauaWeMeHYiuY9sPQNC+bkmmLPmLZeETTvm1C5f4J9BSo5P8vF507wfaicBezsqPTn9Rt9np1bwFr2wnJWk4nbW7TipqbN+XvPLqZv3MDhzAz+b8Navt60gasbNOKWZi1oGlb+OgKn07pnO2a82I1+t/6HM/M7bGn1sQaVv/aEy+3m87mL+ejQOpwtAvHytXJt86Y8dnk3avicx/OKc39Hz1poU2y9+0rhdSVkf6R/T9gWgNfVJW7Wa3B3eg0uvGH92ZSn+G/GElKOpdKodX1qX9aADIOLtLw8Dhw+zppl29i0cifkv2/b9WmNZndhcCnaXt4MkwvcuXbqNaqFVTMwd/JcNv+9kSBfH3ysFo7tS+TGR/px82MDir73i98zF0JcYqqmUok4793+1A1cNqA9UQ0jis2BPBfKvtETgAOonJ/AawCaqT4q8x3PUk2Y6p5VheCqcu2Iq4msH86eDQe4/uHi83nLq9tNnWnSqREOm5OIeoUXf2aLmf739WbGa79wZLceXA0YcXWJF64qZ5r+F+8Bpy3epVk7A8+h0seicn8Gn0H6nFRlB1NjNK+rUXmz9dEl79tR7kS9gFneXPA7TRCe9UFh0ObYBHl/gfeN5eoH5UrSj0X+cl2ntl2zoMyx+lJkzq1gqq0Xm8v6JH+E1QBevYu+yNxWf9x1WL94d+4DTGhhf5ZYIMkzF9vSFpX+nJ7ia1+pL31mX6kHo6e2O/d3wKmP7ga+jmYML9d5l4XmcxfKtgxUbuGDub+jvG8u+u/tKpgTXnoQrhmj85eNOlhyJW3bfD3t3BCCFjIVlAvNmP++NHdE2dcVbuvcC9nTwO+BM56DUnlgy196rhIqIzcMCeX9Pv15ZPaf/HEggpim22h7RTJL5+30BOEn9nyD0aHPSc/NyiM32wZKEbeiFV9um8y3r32L7d8/8AttzaDn9bXZfcN64szZSMMWSYz94kcSronA7GUidHc2EX8fQ1PQ/PJYgsMDUVmTUTnfFj/39HEQMqNopfy8f/T/d8Y6xbM+zkZBarl9NUo5Sr0JpJyFQXhV0EyNwHeYvvpAQRtyvkWzXA7lmQNvX1M0AAewXn1Wa01bjEZuiG3KgJhYFh7Yz9ebNrAzOYm/du/kr907aV4jgpubNqdX/QYVUsRN0zSuHPo0c6YeoO/te8k5+g5m38swmMu2VJhSirXHjjBx+TLW7Y3HbTESYbDy3q230LFWKUs2lmm/NrAtA4M/mNuXePP2XOk3P/WMD8375grff0k0zRu8b0Vlf6l/N5maoJnOvByZX5AvNzzct8TnetSrz7BulzFz8j/MeO0XGrapx6v3337aQm7tX78HXj/bsxBCXErK/E0zcOBp7rKf5Ndffz3rxojqo2ka9ZpX/PqZKjc/DdirP6hMsC3RR8Z9HygMwAGVPVUPzitiqahK0v7q1rS/+iyLKJWgSLqsUqBy0Ay+9LqrO39++g8ZyVmE1wnl8puKF8RSji35y/QYi80FL5Glq34B7twJOd9BQVqn3yg0S2s0nzsKt7Vepacm2xaA7wMl3wBwbM+vaG7Q57Xm/oLK+R68ritT9W2PvL8Al55SXlqarKk5OLaiHFvBWA+V9hjgzm9rNzRDSJHNNYOfnqbr2KrPhQewdDpjhWLNEIIWrKclq6yPUDnf63OyTwnClbIVrvPtO7xSAnDID2RCZuiBm7ULKutTsK9E5f7iGQ1Xyl2mIJyCoN1Zyki4Z93ym4r1J1599WXfDCFoplhUznRU3h/gezeaZtXn2itbyemmubP1GzXGyEpZIxigZXgE7/Xpx7j/7NhYRI0YO4e/WQ/cDUDKwVnUiIA/pkYTGGLnst4nmDk1mmZXDsNoMjLkxSFA0SU3NWtnLN4WGnXPIjE9CE3TuKtdO27uVY83Fk8kJDKIRyYN16ck5Afgmu/9+vQJQxAqcyI4NuT/W40CQDm2orI/1rf1vrFiUvPNbQrn7dtXgVVfAlDl/IKyL0Xzf07/d3Hq8+Q1c9UV3NR8h+ffWDXqNRPy5qBs88pViE7lF2FD89anzJhbofk9ek7tMhoM9GrQkKvqN2Bz4nF+3raF+Qf2sfXEcbaeOM67K5ZyZb369G0UQ7vIKIznUDm7VqOadBr4Pjs23E2Ttqkc3fwGtdt9WuK2ycdSWfTjclp0a0JqhIWv4taxMSGBrPRstBwHjbfnMW3yg4SEndt3pMqcAAXrxfs9UuaVIZRtKcq2CM33gTOnljt36FNYNG+wXn5O7S0Xn0H6UpHOnaiMl/Izds79hsr1/+tDyyuaEl4ntNqXexNCXDzK/OkUGHj+BkcAH3/8Me+88w4JCQm0bt2aSZMm0anTOSypU02UfYM+zxQHWuD7xb7slLJDzvf6iJa1FxiC9IqgpmZluuur70OBcwtgRDOXkOYMKHeKPuKVf6dcOeNRub+hGXzB+9YyBcvKdaxwlNNnEGBG2ZbrgYR9pb6R9ar86t17UGkjUYYQNHOb/Dldp/+yU+4cyPsNzK3RCqpjnweUcoA7CfTSLPqFiBZQ6kW3cmxDZbyip9H5jsDHfzDvLRzPsX2JRDWMKFL4SbkSwb5cD3gBvPqWqeKspmngPQCVuVNPswYwtyz5gtjSFTDr7XHu1NO1T26vO0efiw7gdTWa7wN6IS/XYcj9BXxuK/k8nftQmR+A+yia/wtgbuFJRddOM4KumZvrg8GOrXoVeNz6CL7PELB0LPk1lk560O7Sl37TrJeVuv8SWTpDzvdF1y4vYFuQH1hGnNuyXWWgGcPBNz9A9L5F/3+T9w/K72E9Td6dCDgADQynSac15o++ueKLza1X7ozC5ausxVM4NWOYPjpOfn2HvH/04+b9jcKs3+hQuSiv/mj+oz1zoVXuTFSWXqhT87q+UkbcCrSvWYt3+9zC1kNzaRW0H7+Byfy7YQu9W8UQGKSPgl9+60j++/44T966gmtH9KH7LaW/J5Yn+FDHbcbHL5cmwcn0r9We+7pFoJnrM3ntW5itJoxGI+7Ur/QXeF2r1xAo4DsElbYB8mahfO8H9zFU2ih9FNzSCU6p7H22NM0MXn30G0a5v6NZu6Fsyzxrzqus9yHg5cJlzCp4SsCZ25c/ZcHaW/+MsC1E+Y06cyX3/MKInkroAS+BuTVovhVWV0DTNFpFRNIqIpJROTnM3LWDP3ZuJyEr0zM6HubtQ7foulweXZeOUbXOas3xmHYNObRlCPAhVtNq3K5MDMaiNwTX/ruRd8f8H8freZNyLA5z3UCMZhN5aTkErk2mVlw6r3wzplgArpQLVDpowWWb+uPcm3/jM//3nG/B+6YzTgVTznhUuj6nXdnXoIx1QKXr1yA+Qz3HVu50PZPIk/1yWZVOM9M0bwh8C5UyOP+G8/fgW4ab1GVQv4V+I7O0lQiUcgGqSqZ7CCEuDpryfNtduH744QeGDh3Kp59+SufOnfnggw/46aef2LlzJ+HhZx6lysjIIDAwkPT0dAICAs64fWVRKheVfJs+qgHgPRCD/xh9WRbNC83gizvzPX3ObjEamv9jaN4D9QvlnGn66JahBpqlCxhCQPMBQ6heiCp/3qvm95i+RvHJ7XBsQ6U/Ae4M/Qva3BaV+ap+AQlgrIUW/KUnJVApt54yq3lDzhQ9Dc1QU1+P2XUQLB0wBH2gb3ty6qbmhRb8JTj36ZW5T+Z9GwZ/fcRD2ZahcmeCsSaa7/16JVRl1y9qHZvR19p9Cc3rysJzcKdD7h96sOR1rSd9V7lTwLZcb5uygbEmeF2jpz27EvQUec0bzf9pQKGyvwD7SjTfezxzOJVzj55WjwvN0lW/0DD46DdIsqeicr8v7KsChmC9qJZXPzDFeC5MlHKjUobqhZMK/iUDXihxCSuV8wMqazLgyt9nIFrw/3nWUD4T5c5CJd+gnzegBb6NZi15KSd3+jg9RdnrOgwBYwv34TqhX4w5d4IhGC34KzRjDVTub/ra3poFLeijYjd3ip2n5oXmc4eerqr5o4X9jqaVvKyOciWgkk9ZjijoQ7QS1g33vMa+EZX2cOH2oT+gGWuVun2x16tc1Im+gAst9Ge96rpzj770Wc50cB3T34snB16VTCkXKvlWcCei+T4I3jfqwVbeP2CKxRDy5Wle60Al9QFlRwuegnZSES+VN0cvyGZqgCHk6zO3I+dHVNaHJT9paoAW8DrgRKXeq/8/8L5Rz7iooPnyp5Oc8jOu1FfZnR7IyGU3MzRGY0jtz8jNtFCz/UqMZjP2PHupSzjtTE7i83VrWHboIE+1mMsVkfsxGmII9ErVM1V879FHeAHl2IlKHQ4Y0UJ/LCz2R346bsod4DqM5v8MyrEG8ubpNwwD30Ez+FTYOSvnIVTKnYBCC/4Elf5C/k1Aneb3mP4+0XzRwv6u1JshpbZROVBJA0BlowV/WuymqXIe1G8+u+L1EW93Cp56C5oFLeyvyl3bPJ9bKTYdT2DOnl3M27+XLHvh57jVaKJ1ZCStwiNpHRlJ8xoRZa6wnp2WxcEVVxFROwenZTQRsfeRnZ3LrD/nsXxnHO7AeG6+fA8Ng9L5c29DJq1uR/RhJ74LjuJlVzz22QN06F1DLxrpTtOnc7kz9Iwcla1/p/g/g2ZurH9eZn8OrhNoPneCuSXkzABTQ/1GiH0lWC7Xa4S4T6D5jcy/SX6afin4PiiB5j9Gv+7I+akw86jguYCX0E6dLlQFVO5f+TeKzWgh09BM0Sh3KriTwVj/tNlayh6Hyv4/vW+8+ul1OAqKmeb9h8p8S69tY2qGyvsHzasnuDNR2V8CDj1TwPv6ovt0p+s3T11H9O9+c3O9QGg11cEpcL5c+wpxqboogvDOnTvTsWNHPvroIwDcbjd16tThkUce4emni1cktdls2Gw2z+8ZGRnUqVOn2j+IVPbX+penhxnN7396+rbBVx9xzHwXcOvL07gO65sZI/RRS9DTvt1J+UtNlYWGFvI1mqm+5xF32uN6auOpTA3AdUJPK7dcjhb4BjjW6amGrgTQ/PXnTj3CSRddSrn11GX7ajS/B9BMjfQALWuSPlrjTiwcvQz+VC+Ylf4MnvRjS1e0wDf11MbMkyZeaRY9MDO3QLlT9Urg+fsBI3gP0P/MnYnn4q6ApSNawDhUyvDCCuGaP2jm/ItBfR9a8Md6OnTyraecp1kvXuU6UrhcFCbQjKDc6COVRToSvPuj+T2mFy5KfzY/be9K/aLKEIIW8p2edUD+KETWR4VzI00xYKqL5jO8zNkPBZR9IyrnGzCGo/k9UfrovD0OlTYyv60D8CTN2P7LnzscgBb4rifYVkrphd7sy/XgPGRakbRmlbeg8EaLIVS/GMqn+d6N5ntS8bFT26IUKnWovgwTgLEuWsg3px35UcqJSn9cT9k3N8cQ/NmZO+cU7tT7wbEdLeB5UM78/3sF7x0zWuhPlV7x91Qq90/Pcmgn04ImoZ1hzrU7/VmwLUbzGYKWP59bKRsq5R5wxRcJME/bBuVApdxV5DNH8+qjp3+6UwuXzQL9/1bge1UW+Cl3Btn7e5PjzGPIgpu4uu5B7mq8gY0HGhDa9CNaR0QWqySdlJPD8kMH+XfvHtYe08/JZDDwaFtfbq45udj7TAv+As3cFHfm2/rnibU3hsCXirclezoq+7P893sq4NZvXlZCSrg7/UX9/2YBYyQYG+qFBgtYr8AQWH2TVd3pz4NtIZrvvWi+93oeVyoPlXJ34ffZKTSfwWh+D1VRKwvZXS7WHT3C0kMHWRJ/kMTsrCLPG9CI8venXlAwdYOCqO0fSLC3N8FeXvhaLBg0DaNmIM/lJMtuY8+8V7my41LS7YFMj7+ZK2rMpkXYifyT1P+wmIyoPCefvhjDpsUh+AZ4M+aLB2neMV3//Dy5PsSpNItev8K2giIFFosxooV8A46NqMw39YfMLfVg3Fy8TkGRGygB48G1H5Qb5U7WR9U1i36jJ/Nt9OyvfKYY/SZxeaYnVRD9++hx/TrI3ALN/1n9pqw7Vc+iCnpXrytiXwvmZmi+D4DK0a+/Srp2srRH8304/6bbmS+ZtYAX9JUIDDVA89Xb4rk2yGcIBFNT0KwYAl+rmBMvJwnChaheF3wQbrfb8fHx4eeff+bGG2/0PD5s2DDS0tL4448/ir3mpZdeYvz48cUer44PIuXOhNwf9buqGc/rcysDnkfl/qVXvy6JpSuGoLf1gBY3YIScqfl3YguY0PweBCwoRxyoPD3wcR0BcxM0vydQ2R/p86dOujhTyoZK6pc/gnVr/p32XP1Oue8IPW089UH0olSx+V/IJ4/6GtB8BqGcO8F5AKy9PCPaZeXOeA0KlvEpYIzUbwDgQgsYrxfGcmxA8x1euEyW5o3mc6c+l9m5Tx99NtYuXB/X0zWNC5fpsc0rPmp9MkMNve9Upj7ibYrVC6Jp/vpcWfvywmAEwBCK5jc6fykpQ36f2sERp4/mO9brGQagL0PlOgbOnXpqte89qJQh4Dqijxz63Ipy7EalPZDfRoMePHnfWenLvCmlUGn/K953AMZ6aEFvFRtZVu4cVNqDet9bLtNH/PLb6U59ABxb0XyGgfdAVOowcKfpo3Oh359xbW1lX6dnPoA+0m5pU7bzcCXpN7DOYhRNZX2iF7DTj4p+8WUCc2N9tOMs11E/F0opVNY7+TeT0G9I+NxWYlG7Yq/N+w+V8aKeyRLyPbiTUOlj9JsbhhD9xoahbJ9/yrkHlTtLz4bxGZqfSXJSlgToGQ4h06v8RkXmgRHYM5fzy28xNL4qgyY1k5m4pRsLklpgMRqJ8gsgyMsLm8tFYnYWybk5ntcaNY2r6jdkeNv21AsKxp02Wr9Qt3TVb6rZloD1KrSAZ1FJN+iBSdDEEt8LypWUn8GRf+PG3A5DcCkZBOdIuY7qNx7dqYBBv0GqcvUbI/k0/ydOO+2jsqncP/RMI3NLNP/n9M9eNH3aSMHNO79HAKOesZX1IaDpN5gqMHPgrNquFHtTU9iQcIxNxxPYdDyB46cE5WdicufxZbdvCbSc+n1jAi0Mn6C++JnScWXPIeW4kdk/3kO/4W0ID/+v8P+7uTmapTPKdRgwo1m76dcOmW/k1+go2GWMnv1Wws10zecufelK5dYDU89nvAkt8DUwhOk30gwhgNKXmkt7RM+8Cv3zpO81pT9esFQk6DfkTI31ueP+o0qv81EFlCtB/z493Y2LEhnBqx+aqa6+yobrWOHjBVloBcwt9ewNdzaa7z0o1yHIm3PK/vK/OwzhehFUlaun6xdkq2hWDDX+ozpIEC5E9brgg/CjR49Sq1Ytli9fTpcuhctgPPXUUyxatIhVq4p/CZ1PI+Eq5/v8OeD5zG3Rgj7U526mDAOcevVnd64+qmEIRwv5v+LFk0AvnJLzo35n2mfIGQvgKOd+/UsK0EJm6F86tlX6XVtDOFroL0AeuHPQjCcVETt1NM7SQQ88XUfA1KhIWubZUO5MPeBy7srffxe0wNchZzoq+6si22qhP4MWgMp4Jr9QWT5DIFrQZP2c7Kv1NDw0fQ6bpUvhHDb7mvxCX/n7C3xDrzicMx20IH0U2J2FSimarqcFvoZm7aHPXXTtA8dG0ALyU9NLr9yrlNLndKc/R5F0y9Bf0AzBqNxfUZnv5wdK3+aPLq/Mv3B9Gs1Utsq6FUG5s/VCUq5kPf1R5aCZGujz0EtZnko596JS7gMcnjRH5dilpyZj0s/TGIpyHQfnHjA1LNOcdtCDSDQjmrVnhZ3jaY/nStL/3ZW+5iteV6P5jzsv1rlX7hQ9tbyMfae/JgeV1B9w6u+t3O/1i3vNCy3wDbRS5teXr105kPsdynUczevachXhqijunD/IODiO44dNhITb0EwaXyU+x4KjNlLzil+Qa2jEhIRyZf0G9GnYiCj/wu8ApfL0jBpjfXDt1Uds0dB8hqByvgZjJFrIj6WO9KucX/JTwX30qRsnV0qvYMp5UC8E59VHr6PgztJHMPM/Z8o7JaPC2+c6pmcRlciEFvROsffgqfULzicncrI5mJbGwfQ0DqalcTQzg7S8PNLycslxOnG73TiVGy+jCV+LBX+LlfppSxnSdj7eJie7djaiZfd3CQgtXIFCKbs+teDUUVMA7xvQ/EaXOK1DKTfY/kM5NuhLAXr1A0z587/tYO2LfhPRVeRGm1J54Niu32w8OYgvidc1GALGFT2ucz8q7VH95o+5uX7DpJpTrE9WkD6OytGX5/PqlT+lS6f5DEM5d3lqD+DVG83nPs//U71+zlZU2hOg9JsuBfUx9NVFmgIOUHlohgD93y/zdcj7j8KSSw4wN9Wnf+XfbFbKqd/ccx/XP39LmH5WFSQIF6J6XZJB+Kmq84NI2Vbqc0wdG/WUJ//nPNWWlWOb/sFv7ggoPU3KFFMkID5X7vSn9dFw7+sx+D+FO3OivqTYKXOBi7d7mX7BZ24LPrdX+Bevvp7uItCs+hrMmkUPClMGFc6Zt16FIfBlfXvlgNxfUbYl+qie74gyX/Cq3Fko+wo0a3ew9inxos+d9kThRYqpiZ6Seg4Xhypnhp4OB2g+d6D5PZx/HrmopJtAZeVf6E8HDPk3SSq+en1lKDJn2NxSHxlX2XpWRGDxDJTzmcqdpacUW3uj+T1Y6rz1C4U7bRTY16H53qe/t5QNLeiDwmXaLgLKnUbOgQHkZacBkJ0VTHSXJbiV4mhmBseyMsnIs2ExGQn28qZBcEiZ5/aeOlVH83u46MoCp7ZFKT1N3Fgb7ZQCh1VB5f2Dsi1Hs7RB876pyo9/Knfmu/nrR6MXWjPW0gMY75vOOJ3iYuB2u9m6bCNuVy4tunfGaCyeqq3sa/Sbr/nZT1g66aPXZcz+ORtK5eavx74qvxK9naKjvma04A/RzC2Lv9adA+6jYKxzXn4+KneWPupsrAso/aaYcx+aVz807wH526QAXqVmXCjHDlTGS2jWnvkZhmc4prIBJv0GrnO7XtX/PLo5UUCCcCGq1wUfhJ9NOvqpzocPouq64+8pYJU/GqtSH9bnhwa8UqTQ2flCObbpI9eaD1rIlyVmBFTKcV0JqIzx4NylV60/xxE+pZS+trZm1IP6kyqqFk2DBrz6Ywh49pyOV5WUckPOV6jsaXjmzxlqoAVPLnMROVE5Tr75A+iF1IKnnbejjWfLmTkd24kPQNPA91l8w8u2xOaZnDwtAs0vP4PFt0L2fSlQygW53+tZRl79L7r3XUVR7nRwbNOnjp1hqk6FHlc50dOuHYBbL5qaNwvNa0CpK6mIC9f5cO0rxKXsgg/CQS/M1qlTJyZNmgTod5ujo6MZOXJkiYXZTnUpfxDpRa/u19f19OqXPxfbgBY2+7Rp1dVJufWiM9Vx8auUo9KrPCtXol4lHyf6KPi3lZrGWlmU65ie5qdywXp1pa2nLcpOOffpVerzFVQ2vtjomTG/6DcZKngZOZU7G+XciWbtflFlEAghLi2X8rWvEOeDi2JBwzFjxjBs2DA6dOhAp06d+OCDD8jOzuaee+6p7qad9zRNA5879IJNBcXQzM3P2wAcqif49hy7CpZZ0ozhEDRRrwFganpBBuCAPup9EQZ4FzLN1ABl7aFP9QCwVs9cxMqmaWY4w7JLZ71v7/5o9K+UfQshhBDi0nBRBOG33347J06cYNy4cSQkJNCmTRvmzJlDRMS5FQi7ZFivAsu/+cvZaGjet1V3iy55mqU1VENRK3Hx0/zHojChWTpLKrUQQgghRDW4KNLRz5Wk5OQXL8n9FSztPGt6CyGEEEKIi49c+wpRvS6KkXBx7jSDH/gOPfOGQgghhBBCCCHOWsmLmwohhBBCCCGEEKLCSRAuhBBCCCGEEEJUEQnChRBCCCGEEEKIKiJzwtHXyga9SIUQQgghhBAXs4JrXqnPLET1kCAcyMzMBKBOnTrV3BIhhBBCCCGqRmZmJoGBgdXdDCEuObJEGeB2uzl69Cj+/v5omlblx8/IyKBOnTocOnRIlomoAtLfVUv6u2pJf1ct6e+qJf1dtaS/q1ZV9rdSiszMTKKiojAYZHaqEFVNRsIBg8FA7dq1q7sZBAQEyJdcFZL+rlrS31VL+rtqSX9XLenvqiX9XbWqqr9lBFyI6iO3voQQQgghhBBCiCoiQbgQQgghhBBCCFFFJAg/D1itVl588UWsVmt1N+WSIP1dtaS/q5b0d9WS/q5a0t9VS/q7akl/C3HpkMJsQgghhBBCCCFEFZGRcCGEEEIIIYQQoopIEC6EEEIIIYQQQlQRCcKFEEIIIYQQQogqIkG4EEIIIYQQQghRRSQIrwJvvvkmmqYxevRoz2N5eXk8/PDDhIaG4ufnx80338zx48eLvC4+Pp5rr70WHx8fwsPDefLJJ3E6nVXc+gvDkSNHuOuuuwgNDcXb25uWLVuydu1az/NKKcaNG0fNmjXx9vamd+/e7N69u8g+UlJSGDx4MAEBAQQFBTF8+HCysrKq+lTOey6XixdeeIH69evj7e1Nw4YNeeWVVzi5xqP097lZvHgx1113HVFRUWiaxu+//17k+Yrq302bNtG9e3e8vLyoU6cOb7/9dmWf2nnpdP3tcDgYO3YsLVu2xNfXl6ioKIYOHcrRo0eL7EP6u+zO9P4+2YMPPoimaXzwwQdFHpf+Lpuy9PX27du5/vrrCQwMxNfXl44dOxIfH+95Xq5Xyu5M/Z2VlcXIkSOpXbs23t7eNGvWjE8//bTINtLfQlwaJAivZGvWrOGzzz6jVatWRR5/7LHH+PPPP/npp59YtGgRR48eZeDAgZ7nXS4X1157LXa7neXLlzNt2jSmTp3KuHHjqvoUznupqalcfvnlmM1m/v77b7Zt28Z7771HcHCwZ5u3336bDz/8kE8//ZRVq1bh6+tLnz59yMvL82wzePBgtm7dyty5c5k1axaLFy9mxIgR1XFK57W33nqLTz75hI8++ojt27fz1ltv8fbbbzNp0iTPNtLf5yY7O5vWrVvz8ccfl/h8RfRvRkYG11xzDXXr1mXdunW88847vPTSS3z++eeVfn7nm9P1d05ODuvXr+eFF15g/fr1/Prrr+zcuZPrr7++yHbS32V3pvd3gd9++42VK1cSFRVV7Dnp77I5U1/v3buXbt260aRJExYuXMimTZt44YUX8PLy8mwj1ytld6b+HjNmDHPmzOGbb75h+/btjB49mpEjRzJz5kzPNtLfQlwilKg0mZmZKiYmRs2dO1f16NFDjRo1SimlVFpamjKbzeqnn37ybLt9+3YFqBUrViillJo9e7YyGAwqISHBs80nn3yiAgIClM1mq9LzON+NHTtWdevWrdTn3W63ioyMVO+8847nsbS0NGW1WtV3332nlFJq27ZtClBr1qzxbPP3338rTdPUkSNHKq/xF6Brr71W3XvvvUUeGzhwoBo8eLBSSvq7ogHqt99+8/xeUf07efJkFRwcXOTzZOzYsSo2NraSz+j8dmp/l2T16tUKUAcPHlRKSX+fi9L6+/Dhw6pWrVpqy5Ytqm7dumrChAme56S/z05JfX377beru+66q9TXyPXK2Supv5s3b65efvnlIo+1a9dOPffcc0op6W8hLiUyEl6JHn74Ya699lp69+5d5PF169bhcDiKPN6kSROio6NZsWIFACtWrKBly5ZERER4tunTpw8ZGRls3bq1ak7gAjFz5kw6dOjArbfeSnh4OG3btuWLL77wPL9//34SEhKK9HdgYCCdO3cu0t9BQUF06NDBs03v3r0xGAysWrWq6k7mAtC1a1f+++8/du3aBcDGjRtZunQp/fr1A6S/K1tF9e+KFSu44oorsFgsnm369OnDzp07SU1NraKzuTClp6ejaRpBQUGA9HdFc7vdDBkyhCeffJLmzZsXe176u2K43W7++usvGjduTJ8+fQgPD6dz585FUqjleqVide3alZkzZ3LkyBGUUixYsIBdu3ZxzTXXANLfQlxKJAivJN9//z3r16/njTfeKPZcQkICFovFcwFXICIigoSEBM82J3/AFjxf8JwotG/fPj755BNiYmL4559/eOihh3j00UeZNm0aUNhfJfXnyf0dHh5e5HmTyURISIj09ymefvppBg0aRJMmTTCbzbRt25bRo0czePBgQPq7slVU/8pnzNnJy8tj7Nix3HHHHQQEBADS3xXtrbfewmQy8eijj5b4vPR3xUhMTCQrK4s333yTvn378u+//3LTTTcxcOBAFi1aBMj1SkWbNGkSzZo1o3bt2lgsFvr27cvHH3/MFVdcAUh/C3EpMVV3Ay5Ghw4dYtSoUcydO7fIvCpROdxuNx06dOD1118HoG3btmzZsoVPP/2UYcOGVXPrLj4//vgjM2bM4Ntvv6V58+bExcUxevRooqKipL/FRc3hcHDbbbehlOKTTz6p7uZclNatW8fEiRNZv349mqZVd3Muam63G4AbbriBxx57DIA2bdqwfPlyPv30U3r06FGdzbsoTZo0iZUrVzJz5kzq1q3L4sWLefjhh4mKiiqWNSmEuLjJSHglWLduHYmJibRr1w6TyYTJZGLRokV8+OGHmEwmIiIisNvtpKWlFXnd8ePHiYyMBCAyMrJYNcyC3wu2EbqaNWvSrFmzIo81bdrUU921oL9K6s+T+zsxMbHI806nk5SUFOnvUzz55JOe0fCWLVsyZMgQHnvsMU/Wh/R35aqo/pXPmPIpCMAPHjzI3LlzPaPgIP1dkZYsWUJiYiLR0dGe78+DBw/y+OOPU69ePUD6u6KEhYVhMpnO+P0p1ysVIzc3l2effZb333+f6667jlatWjFy5Ehuv/123n33XUD6W4hLiQThlaBXr15s3ryZuLg4z0+HDh0YPHiw5+9ms5n//vvP85qdO3cSHx9Ply5dAOjSpQubN28ucqFRcOF36hfmpe7yyy9n586dRR7btWsXdevWBaB+/fpERkYW6e+MjAxWrVpVpL/T0tJYt26dZ5v58+fjdrvp3LlzFZzFhSMnJweDoehHh9Fo9IyqSH9Xrorq3y5durB48WIcDodnm7lz5xIbG1tkZQFRGIDv3r2befPmERoaWuR56e+KM2TIEDZt2lTk+zMqKoonn3ySf/75B5D+rigWi4WOHTue9vuzffv2cr1SQRwOBw6H47Tfn9LfQlxCqrsy3KXi5OroSin14IMPqujoaDV//ny1du1a1aVLF9WlSxfP806nU7Vo0UJdc801Ki4uTs2ZM0fVqFFDPfPMM9XQ+vPb6tWrlclkUq+99pravXu3mjFjhvLx8VHffPONZ5s333xTBQUFqT/++ENt2rRJ3XDDDap+/foqNzfXs03fvn1V27Zt1apVq9TSpUtVTEyMuuOOO6rjlM5rw4YNU7Vq1VKzZs1S+/fvV7/++qsKCwtTTz31lGcb6e9zk5mZqTZs2KA2bNigAPX++++rDRs2eKpxV0T/pqWlqYiICDVkyBC1ZcsW9f333ysfHx/12WefVfn5VrfT9bfdblfXX3+9ql27toqLi1PHjh3z/JxciVj6u+zO9P4+1anV0ZWS/i6rM/X1r7/+qsxms/r888/V7t271aRJk5TRaFRLlizx7EOuV8ruTP3do0cP1bx5c7VgwQK1b98+NWXKFOXl5aUmT57s2Yf0txCXBgnCq8ipQXhubq763//+p4KDg5WPj4+66aab1LFjx4q85sCBA6pfv37K29tbhYWFqccff1w5HI4qbvmF4c8//1QtWrRQVqtVNWnSRH3++edFnne73eqFF15QERERymq1ql69eqmdO3cW2SY5OVndcccdys/PTwUEBKh77rlHZWZmVuVpXBAyMjLUqFGjVHR0tPLy8lINGjRQzz33XJGARPr73CxYsEABxX6GDRumlKq4/t24caPq1q2bslqtqlatWurNN9+sqlM8r5yuv/fv31/ic4BasGCBZx/S32V3pvf3qUoKwqW/y6Ysff3ll1+qRo0aKS8vL9W6dWv1+++/F9mHXK+U3Zn6+9ixY+ruu+9WUVFRysvLS8XGxqr33ntPud1uzz6kv4W4NGhKKVW5Y+1CCCGEEEIIIYQAmRMuhBBCCCGEEEJUGQnChRBCCCGEEEKIKiJBuBBCCCGEEEIIUUUkCBdCCCGEEEIIIaqIBOFCCCGEEEIIIUQVkSBcCCGEEEIIIYSoIhKECyGEEEIIIYQQVUSCcCGEEEIIIYQQoopIEC6EEEIIIYQQQlQRCcKFEEIIIYQQQogqIkG4EEIIIYQQQghRRSQIF0IIIYQQQgghqogE4UIIIYQQQgghRBWRIFwIIYQQQgghhKgiEoQLIYQQQgghhBBVRIJwIYQQQgghhBCiikgQLoQQQgghhBBCVBEJwoUQ4gIxdepUNE3jwIED1d0UIYQQQghxliQIF0IIcV744YcfuOuuu4iJiUHTNHr27FnqtjabjbFjxxIVFYW3tzedO3dm7ty5JW67fPlyunXrho+PD5GRkTz66KNkZWVVyT6FEEIIIU4lQbgQQojzwieffMIff/xBnTp1CA4OPu22d999N++//z6DBw9m4sSJGI1G+vfvz9KlS4tsFxcXR69evcjJyeH999/nvvvu4/PPP+fWW2+tkn0KIYQQQpxKU0qp6m6EEEKIM5s6dSr33HMP+/fvp169etXdnAp36NAhatWqhcFgoEWLFoSFhbFw4cJi261evZrOnTvzzjvv8MQTTwCQl5dHixYtCA8PZ/ny5Z5t+/fvT1xcHDt27CAgIACA//u//+P+++/nn3/+4Zprrqm0fQohhBBClERGwoUQ4gL2xx9/cO211xIVFYXVaqVhw4a88soruFyuItv17NmTFi1asGnTJnr06IGPjw+NGjXi559/BmDRokV07twZb29vYmNjmTdvXpWfS506dTAYzvy19PPPP2M0GhkxYoTnMS8vL4YPH86KFSs4dOgQABkZGcydO5e77rrLEywDDB06FD8/P3788cdK3acQQgghREkkCBdCiAvY1KlT8fPzY8yYMUycOJH27dszbtw4nn766WLbpqamMmDAADp37szbb7+N1Wpl0KBB/PDDDwwaNIj+/fvz5ptvkp2dzS233EJmZuYZj5+UlFSmH5vNVmHnvGHDBho3blwkCAbo1KkToKeLA2zevBmn00mHDh2KbGexWGjTpg0bNmyo1H0KIYQQQpTEVN0NEEIIcfa+/fZbvL29Pb8/+OCDPPjgg0yePJlXX30Vq9Xqee7o0aN8++233HHHHQBcffXVNGnShDvvvJPly5fTuXNnAJo2bUqfPn345ZdfuPvuu097/Bo1apSpnVOmTDnjvsrq2LFj1KxZs9jjBY8dPXrUs93Jj5+67ZIlSyp1n0IIIYQQJZEgXAghLmAnB+CZmZnYbDa6d+/OZ599xo4dO2jdurXneT8/PwYNGuT5PTY2lqCgIGrVquUJwAHP3/ft23fG45dWPfxUzZs3L9N2ZZGbm1vk5kIBLy8vz/Mn/1natgXPV9Y+hRBCCCFKIkG4EEJcwLZu3crzzz/P/PnzycjIKPJcenp6kd9r166NpmlFHgsMDKROnTrFHgM9ff1MevfufTbNPife3t4lprfn5eV5nj/5z9K2PfkGRmXsUwghhBCiJBKECyHEBSotLY0ePXoQEBDAyy+/TMOGDfHy8mL9+vWMHTsWt9tdZHuj0Vjifkp7vCyLZyQkJJSprYGBgRUWoNasWZMjR44Ue7wgVTwqKsqz3cmPn7ptwXaVtU8hhBBCiJJIYTYhhLhALVy4kOTkZKZOncqoUaMYMGAAvXv3PuMa2xWpZs2aZfr54YcfKuyYbdq0YdeuXcVG/letWuV5HqBFixaYTCbWrl1bZDu73U5cXJxnu8rapxBCCCFESSQIF0KIC1TBCPbJI9Z2u53JkydXWRvmzp1bpp8+ffpU2DFvueUWXC4Xn3/+uecxm83GlClT6Ny5sye9PjAwkN69e/PNN98UqfQ+ffp0srKyuPXWWyt1n0IIIYQQJZF0dCGEuEB17dqV4OBghg0bxqOPPoqmaUyfPr1MaeQVpSLnhC9evJjFixcDcOLECbKzs3n11VcBuOKKK7jiiisAvXDcrbfeyjPPPENiYiKNGjVi2rRpHDhwgC+//LLIPl977TW6du1Kjx49GDFiBIcPH+a9997jmmuuoW/fvp7tKmOfQgghhBAlkSBcCCEuUKGhocyaNYvHH3+c559/nuDgYO666y569epVoSPPVWX+/PmMHz++yGMvvPACAC+++KInCAf4+uuveeGFF5g+fTqpqam0atWKWbNmFdkGoF27dsybN4+xY8fy2GOP4e/vz/Dhw3njjTeKHb8y9imEEEIIcSpNVeWQiRBCCCGEEEIIcQmTOeFCCCGEEEIIIUQVkSBcCCGEEEIIIYSoIhKECyGEEEIIIYQQVUSCcCGEEEIIIYQQoopIEC6EEEIIIYQQQlQRCcKFEEIIIYQQQogqIuuEA263m6NHj+Lv74+madXdHCGEEEIIISqNUorMzEyioqIwGGRMToiqJkE4cPToUerUqVPdzRBCCCGEEKLKHDp0iNq1a1d3M4S45EgQDvj7+wP6B1FAQEA1t0YIIYQQQojKk5GRQZ06dTzXwEKIqiVBOHhS0AMCAiQIF0IIIYQQlwSZhilE9ZBJIEIIIYQQQgghRBWRIFwIIYQQlyS3283ymWs4cTi5upsihBDiEiJBuBBCCCEuSStnrWPiQ1/wZK/x7Nmwv7qbI4QQ4hIhQbgQQgghLklr/t4AQG5WHpMfm4LL6armFgkhhLgUSBAuhBBCiEuOy+li46Jtnt+P7E5g6a+rqrFFQgghLhUShAshhBDikrNv00Gy03PwDfThljHXAbBi1tpqbpUQQohLgQThQgghhLjkHN2TAED9ltF06NMagB2r9khKuhBCiEonQbgQQgghLjmJ8UkARESHUbdZbXwDfcjNymPfpoPV3DIhhBAXOwnChRBCCHHJKQjCw6NrYDAYaHZZYwC2r9xdnc0SQghxCZAgXAghhBCXnMRDehAeWc8fpVw0aFUXgMO7jlZns4QQQlwCqjUIX7x4Mddddx1RUVFomsbvv/9e5Pm7774bTdOK/PTt27fINikpKQwePJiAgACCgoIYPnw4WVlZVXgWQgghhLjQJMYnUadRFm3bPo1KuY3GbdIBOLo3oZpbJoQQ4mJXrUF4dnY2rVu35uOPPy51m759+3Ls2DHPz3fffVfk+cGDB7N161bmzp3LrFmzWLx4MSNGjKjspgshhBDiAuWwO0g9nkaHHkkYTW5wHScmZgoBwXaO7klAKVXdTRRCCHERM1Xnwfv160e/fv1Ou43VaiUyMrLE57Zv386cOXNYs2YNHTp0AGDSpEn079+fd999l6ioqApvsxBCCCEubEmHU1AKmrbPxGDQxyNMphz63nGYHydbSE/KIKhGYDW3UgghxMXqvJ8TvnDhQsLDw4mNjeWhhx4iOTnZ89yKFSsICgryBOAAvXv3xmAwsGrVqlL3abPZyMjIKPIjhBBCiEvDkT0JePs5iW6cA2ho/o+jaRptumUByrN8mRBCCFEZyj0SbrPZWLVqFQcPHiQnJ4caNWrQtm1b6tevX+GN69u3LwMHDqR+/frs3buXZ599ln79+rFixQqMRiMJCQmEh4cXeY3JZCIkJISEhNK/QN944w3Gjx9f4e0VQgghxPnv8K6j1IvNxGQygLE2WPtA5kRqRGZRIyqPI7sTaNYltrqbKYQQ4iJV5iB82bJlTJw4kT///BOHw0FgYCDe3t6kpKRgs9lo0KABI0aM4MEHH8Tf379CGjdo0CDP31u2bEmrVq1o2LAhCxcupFevXme932eeeYYxY8Z4fs/IyKBOnTrn1FYhhBBCXBiO7D5GWKQNg8kIxmg0gw/K0hqjeSnNO6SxN24/Vw/tUd3NFEIIcZEqUzr69ddfz+233069evX4999/yczMJDk5mcOHD5OTk8Pu3bt5/vnn+e+//2jcuDFz586tlMY2aNCAsLAw9uzZA0BkZCSJiYlFtnE6naSkpJQ6jxz0eeYBAQFFfoQQQghxaTiy+xgh4TaMRiMY9esFzdwKo9lE7YbZ7N6wv5pbKIQQ4mJWppHwa6+9ll9++QWz2Vzi8w0aNKBBgwYMGzaMbdu2cezYsQptZIHDhw+TnJxMzZo1AejSpQtpaWmsW7eO9u3bAzB//nzcbjedO3eulDYIIYQQ4sKllOLI7mP06G/DaDKgGfVrCoz1MJmNREbncmT3MXIyc/Hx967exgohhLgolSkIf+CBB8q8w2bNmtGsWbMybZuVleUZ1QbYv38/cXFxhISEEBISwvjx47n55puJjIxk7969PPXUUzRq1Ig+ffoA0LRpU/r27cv999/Pp59+isPhYOTIkQwaNEgqowshhBCimOMHT5CXYycs0o7BaABDfuacqR4Gg4HaDXNQSrF7/T5a92hevY0VQghxUarW6uhr166lbdu2tG3bFoAxY8bQtm1bxo0bh9FoZNOmTVx//fU0btyY4cOH0759e5YsWYLVavXsY8aMGTRp0oRevXrRv39/unXrxueff15dpySEEEKI89iOVbsBiIx2o2kaGCP0J4zRgAG/QAgMtbNi5trqa6QQQoiLWoWtEz5s2DAOHTrE/Pnzy/yanj17opQq9fl//vnnjPsICQnh22+/LfMxhRBCCHHp2r5yN0aTm8BQB2CC/HR0TTOjjLWxeO2jZnQuK2et4+5XBuHlYz39DoUQQohyqrCR8Fq1alG3bt2K2p0QQgghRIXbsXo3IeE2zBYTaBbQggqfNNXHbDHStIMiNyuP7St3VVs7hRBCXLwqLAh//fXXmTJlSkXtTgghhBCiQqUkpJJw4AQRtW2YLCYw1tJT0vNp5uaARovLnAAc2nG0mloqhBDiYlatc8KFEEIIIarKjlV6Mdimnbzy54PXKbqBuTUAtesnoWmKQzuPVHUThRBCXALKPSf83nvvPe3zX3311Vk3RgghhBCishSklzdurS+5qhmji25gagyaBS+fbCLq5HJop4yECyGEqHjlDsJTU1OL/O5wONiyZQtpaWlcddVVFdYwIYQQQoiKtD2/MnpUfYf+wClBuKaZUeaWGJ2raX9FMnN/OorL5cJoNFZ1U4UQQlzEyh2E//bbb8Uec7vdPPTQQzRs2LBCGiWEEEIIUZGcDidHdh8DIDA4f0DBFF1sO83rOgz2tVwx4Dhzvq9FYnwSNetHVGVThRBCXOQqZE64wWBgzJgxTJgwoSJ2J4QQQghRoU4cSsbtVgSEGDAaUvQHT01HB7D2QDOEERTmonHrdI4fOFG1DRVCCHHRq7B1wvfu3YvT6ayo3QkhhBBCVJhj+xMBaNnVAmhgCEUzBBTbTk9Jb43BGE/tBjkkxidVcUuFuLi5XC4cDkd1N0OICmU2m8s1dancQfiYMWOK/K6U4tixY/z1118MGzasvLsTQgghhKh0xw/oQXjT9nb9AXPzUrfVTI0wGA3UaZgtQbgQFUQpRUJCAmlpadXdFCEqRVBQEJGRkUWWvixNuYPwDRs2FPndYDBQo0YN3nvvvTNWThdCCCGEqA4FaeX1YjOAgjXBS5EfhNdukM3W3yUIF6IiFATg4eHh+Pj4lClQEeJCoJQiJyeHxET9Zm/NmjXP+JpyB+ELFiwof8uEEEIIIapRwsFEQBEedVx/wNSi9I1NMRiNBsJrZ5OScLxK2ifExczlcnkC8NDQ0OpujhAVztvbG4DExETCw8PPmJpeIYXZhBBCCCHOZ4kHkwgOs+PlnQUYwBxb+saGMDAEYDAAzoNV1UQhLloFc8B9fHyquSVCVJ6C93dZah5UWBD+7LPPSjq6EEIIIc5LqcfTqN80E4PBAKZGaJpXqdtqmobRWg8Av8A0stOzq6iVQlzcJAVdXMzK8/6usCD8yJEjHDhwoKJ2J4QQQghRIex5dnIy86jfJAuD0XDaomwFDJbaaAYDYZE2juxJqIJWCiGEuFRU2BJl06ZNq6hdCSGEEEJUmLQTejG2hs2z0DTt9EXZ8mnG2hhNBmpE5XF41zEat29Y2c0UQghxiZA54UIIIYS4qKUlpgOKOjE5gAampmd+kTEKo8lIjZp5HNl1rLKbKIS4CB04cABN04iLiyvza6ZOnUpQUFC1t0NUrrMaCc/OzmbRokXEx8djt9uLPPfoo49WSMOEEEIIISpCelImgSEOLF4K0MAYdeYXGWthNBkIq5nHwjlHKr2NQojz06FDh3jxxReZM2cOSUlJ1KxZkxtvvJFx48adsdJ7nTp1OHbsGGFhYWU+3u23307//v3PtdkXnJ49e9KmTRs++OCD6m5KlTirdcL79+9PTk4O2dnZhISEkJSUhI+PD+Hh4RKECyGEEOK8kpaYTmhknl6UzRiOppnP/CJDLYwmI8E1cjm6V4JwIS5F+/bto0uXLjRu3JjvvvuO+vXrs3XrVp588kn+/vtvVq5cSUhISImvtdvtWCwWIiMjy3VMb29vz3JXoiilFC6XC5OpwmZUV5typ6M/9thjXHfddaSmpuLt7c3KlSs5ePAg7du35913362MNgohhBBCnLX0ExmERdrQDBoYapXtRYYQDCY/DAYwGY6Rm51XuY0U4hKjlCIvx1blP0qpMrfx4YcfxmKx8O+//9KjRw+io6Pp168f8+bN48iRIzz33HOebevVq8crr7zC0KFDCQgIYMSIESWmgc+cOZOYmBi8vLy48sormTZtGpqmkZaWBhRPR3/ppZdo06YN06dPp169egQGBjJo0CAyMzM928yZM4du3boRFBREaGgoAwYMYO/eveX695g8ebKnXREREdxyyy2e53r27MnIkSMZOXIkgYGBhIWF8cILLxTpS5vNxhNPPEGtWrXw9fWlc+fOLFy4sMgxli1bRs+ePfHx8SE4OJg+ffqQmprK3XffzaJFi5g4caJet0PTOHDgAAsXLkTTNP7++2/at2+P1Wpl6dKl3H333dx4441F9j169Gh69uxZpM2PPPIIo0ePJjg4mIiICL744guys7O555578Pf3p1GjRvz999/l6qeKUu7bCHFxcXz22WcYDAaMRiM2m40GDRrw9ttvM2zYMAYOHFgZ7RRCCCGEOCvpJzIIq1kwEl62USlN0zBYGqJpx4mql8PxAyeo17xOJbdUiEuHLdfOsJhHqvy403ZPwsvHesbtUlJS+Oeff3jttdeKjUxHRkYyePBgfvjhByZPnuxZmurdd99l3LhxvPjiiyXuc//+/dxyyy2MGjWK++67jw0bNvDEE0+csS179+7l999/Z9asWaSmpnLbbbfx5ptv8tprrwH6VOExY8bQqlUrsrKyGDduHDfddBNxcXH6594ZrF27lkcffZTp06fTtWtXUlJSWLJkSZFtpk2bxvDhw1m9ejVr165lxIgRREdHc//99wMwcuRItm3bxvfff09UVBS//fYbffv2ZfPmzcTExBAXF0evXr249957mThxIiaTiQULFuByuZg4cSK7du2iRYsWvPzyywDUqFHDs/LW008/zbvvvkuDBg0IDg4+4/mc3OannnqK1atX88MPP/DQQw/x22+/cdNNN/Hss88yYcIEhgwZQnx8fJWvYV/uINxsNnv+McPDw4mPj6dp06YEBgZy6NChCm+gEEIIIcS5SDuRQZNmeWgGDc1YxpFwAFNDDKaV1KqfzbF9xyUIF+ISsnv3bpRSNG1aciHHpk2bkpqayokTJwgPDwfgqquu4vHHH/dsc+ryzZ999hmxsbG88847AMTGxrJlyxZPMF0at9vN1KlT8ff3B2DIkCH8999/ntfdfPPNRbb/6quvqFGjBtu2baNFixZnPNf4+Hh8fX0ZMGAA/v7+1K1bl7Zt2xbZpk6dOkyYMAFN04iNjWXz5s1MmDCB+++/n/j4eKZMmUJ8fDxRUXrNjSeeeII5c+YwZcoUXn/9dd5++206dOjA5MmTPfts3rxwpQqLxYKPj0+J6fsvv/wyV1999RnP41StW7fm+eefB+CZZ57hzTffJCwszHPjYNy4cXzyySds2rSJyy67rNz7PxflDsLbtm3LmjVriImJoUePHowbN46kpCSmT59epn9kIYQQlcvtdpObmYtvoG91N0WI80LaiXRCI20YDBoYa5b5dZqxAUajkVr1c0jYn1iJLbx0zf5iHot/Wcm9r90hy8BdYqzeFqbtnlQtxy2P8qSvd+jQ4bTP79y5k44dOxZ5rFOnTmfcb7169TwBOEDNmjVJTCz8TNq9ezfjxo1j1apVJCUl4Xa7AT24Lkt8dvXVV1O3bl0aNGhA37596du3LzfddFOR0eHLLrvMM+IP0KVLF9577z1cLhebN2/G5XLRuHHjIvu12Wye4nVxcXHceuutZ2xLSc7Ur6Vp1aqV5+9Go5HQ0FBatmzpeSwiIgKgSF9WlXIH4a+//rpnDsJrr73G0KFDeeihh4iJieGrr76q8AYKIYQon5mT/+G7N35j7LSRtOvd6swvEOIil5GUSUi4DYPBXK4gHFMDDCYDNevmsO2v45XXwEvUkT3HmPbSjwCMv/ld3l/0MhF1a1Rzq0RV0TStTGnh1aVRo0Zomsb27du56aabij2/fft2goODqVGj8D3r61s5N7/N5qLFJDVN8wTaANdddx1169bliy++ICoqCrfbTYsWLYqtYlUaf39/1q9fz8KFC/n3338ZN24cL730EmvWrCnTcmlZWVkYjUbWrVuH0Wgs8pyfnx/AORWbO7VfDQZDsZsjDoej2OtK6reTHyu4qXByX1aVchdm69ChA1deeSWgp6PPmTOHjIwM1q1bR+vWrSu8gUIIIcrnuzd+A2Dy6CnV3BIhzg9piWkEBDvQjBoYTr+kUBGmhhiNBsIibSQdlgrpFe33DwsLIjkdLn56d2Y1tkaIokJDQ7n66quZPHkyubm5RZ5LSEhgxowZ3H777UVGh88kNjaWtWvXFnlszZo159TO5ORkdu7cyfPPP0+vXr08afLlZTKZ6N27N2+//TabNm3iwIEDzJ8/3/P8qlWrimy/cuVKYmJiMBqNtG3bFpfLRWJiIo0aNSryU5Be3qpVK/77779Sj2+xWHC5XGVqa40aNTh27FiRxy60NdDLHYRXpMWLF3PdddcRFRWFpmn8/vvvRZ5XSjFu3Dhq1qyJt7c3vXv3Zvfu3UW2SUlJYfDgwQQEBBAUFMTw4cPJysqqwrMQQojzR0pC4RdvVlp2mb/QhDid6hglqCh6VfNczBa3XtPGUPaiPpohEAxBALjsByqlfZcqpRRxC7cAMPRFPUV16W+rOLj9cHU2S4giPvroI2w2G3369GHx4sUcOnSIOXPmcPXVV1OrVq0zzuU+1QMPPMCOHTsYO3Ysu3bt4scff2Tq1KkA5QrmTxYcHExoaCiff/45e/bsYf78+YwZM6Zc+5g1axYffvghcXFxHDx4kK+//hq3201sbKxnm/j4eMaMGcPOnTv57rvvmDRpEqNGjQKgcePGDB48mKFDh/Lrr7+yf/9+Vq9ezRtvvMFff/0F6HOy16xZw//+9z82bdrEjh07+OSTT0hKSgL0lPtVq1Zx4MCBIin1JbnqqqtYu3YtX3/9Nbt37+bFF19ky5Yt5e26alWmILxv376sXLnyjNtlZmby1ltv8fHHH5fp4NnZ2bRu3brU7d9++20+/PBDPv30U1atWoWvry99+vQhL69wmZDBgwezdetW5s6dy6xZs1i8eDEjRowo0/GFEOJis3nJDs/flYIDW6Rgpji9lIRUlvy6ir0bDxR7bsvS7TzY7knuqv8/Fv6wrOobVwHST2TgF+gATUMzeKNp5UuJNFjqAuDrl4LdVjzdUZyd+B1HyEjOwuptoc89V9JlQHuUgh/e/r26myaER0xMDGvXrqVBgwbcdtttNGzYkBEjRnDllVeyYsWKUtcIL039+vX5+eef+fXXX2nVqhWffPKJZ5kzq/XsUvMNBgPff/8969ato0WLFjz22GOewm9lFRQUxK+//spVV11F06ZN+fTTT/nuu++KFE4bOnQoubm5dOrUiYcffphRo0YVibmmTJnC0KFDefzxx4mNjeXGG29kzZo1REdHA3qg/u+//7Jx40Y6depEly5d+OOPPzxrfj/xxBMYjUaaNWtGjRo1iI+PL7W9ffr04YUXXuCpp56iY8eOZGZmMnTo0HKdc3XTVBmqDXz55ZeMGzeOwMBArrvuOjp06EBUVBReXl6kpqaybds2li5dyuzZs7n22mt55513PB1e5oZoGr/99ptnzTelFFFRUTz++OOe0v3p6elEREQwdepUBg0axPbt22nWrBlr1qzxTNifM2cO/fv35/Dhw57qfKey2WzYbDbP7xkZGdSpU4f09HQCAgLK1W4hhDiffPHUdObNKFxWZMTbQ+g1uHs1tkicb/JybKyft4nWPZvj4+/N2Gte4eA2ffSxx61duOKWy2jRrSnpSRk82Ws86Ul6HRgvHwtv/vsCNetHVGfzy23n2r1MfeY5npq4jcCIWAyhP5Xr9e6M10mN/46/ptfmmoemEVkvvJJaemmZ/cU8pr30I617NuPZGaM5ujeBJ658CZfLzeuzn6Vh63rV3cSLWkZGBoGBgVV27ZuXl8f+/fupX78+Xl5elX68C8lrr73Gp59+el6vMtWzZ0/atGnDBx98UN1NOa+V531epsJsw4cP56677uKnn37ihx9+4PPPPyc9PR3Qg+dmzZrRp08f1qxZU2oZ//Lav38/CQkJ9O7d2/NYYGAgnTt3ZsWKFQwaNIgVK1YQFBRUpGJe7969MRgMrFq1qsQiCgBvvPEG48ePr5B2CiHE+aQgldPbz4vcrDzST2RUc4vE+cRhd/D2sElsXb6Les1rc9uTN3gCcIBFP61g0U8raH91K3IyckhPyiSyXg0sXmbidxxldLcXaN61MXc+dzON2tSvxjMpu7TEdPyDHGgGDQzlG7UC0Ex1MRg0Imrnknw0VYLwCrJlmZ610+Jy/boxqmEkl9/YicW/rOTXiX/x5FcPV2fzhKg0kydPpmPHjoSGhrJs2TLeeecdRo4cWd3NElWszNXRrVYrd911F3fddRegj0rn5uYSGhparPJcRUhISAAKS8cXiIiI8DyXkJDgWZevgMlkIiQkxLNNSZ555pkicyUKRsKFEOJC5na7id+uF49q2b0pq//eQHqSBOEXsv1b4vnp3Zm4XW5ue/IGopvWYsIDn6GhMerT+zFbyvf9++PbM9m6fBcAB7Ye5u279elgvQd3p/01rVn+xxqWz1zDurmbADCZjYz54kECQv155fb3ObI7ga3LdzF+4Du88c8L1I4pR6XxapJ+IoOAYEe554N7GKMxGA2E184l+WhKxTfwEuRyuti+Un8ftujWxPP4jY/2Y8mvK1n7z0aOHzwhldLFRWn37t28+uqrpKSkEB0dzeOPP84zzzxT3c0SVazcS5QVCAwMJDAwsCLbUmWsVutZz7sQQojzVWJ8ErZcOxaridiOjfKD8MzqbpY4S1lp2bw1dBKpx/XMs81LthNWK4SEAycAmPHqL9z98qAy7y9+xxH++nwuANfe35u/vpjnea7f/b2pHVOTdr1bcdXg7ky4/1Ms3hYGP38zdZvpN6nf+Ps5tizdwW8fzmb3+v38/O5MRn/2QEWdbqVJP5FROBKunU0QXgeDwUB4VB4HV5e/4rAobt+mg+Rk5uEb6EPd5rU9j9dqVJNWPZqxceE2/puxhDufHViNrRSickyYMIEJEyZUdzPKZeHChdXdhItOtVZHP52CcvbHjxddl/P48eOe5yIjI4stru50OklJSfFsI4QQl4qCtOLasVGERAYByEj4Bey3ibNJPZ6Of7AvMe3q43S4PAE4wNyvF+Gwl71Q2O8fzsblctOpbxuGvnQbV9x8GQBDxt1aZES72WWN+Wzju3y06g26Xt/R87jV20r7q1tz/9tD0DRYMWsdB7edv3MYC6TlB+EGgwHtLNLRMUZiMBrw8nGRkVR6lp0ouy1L9VT05l0aF1tTuPddPQBY9ONyWd1BCHHROm+D8Pr16xMZGVlkPbmMjAxWrVpFly5dAOjSpQtpaWmsW7fOs838+fNxu9107ty5ytsshBDVqSAVPbpJbQJC/QAJwi9ULqeLJb/qq5I8NOFuXvr1SboP7EytRpEMfu5mAkL8cDpcHNxatuWcko4ks+JPfW3agY8NAOCB94by7vwXGfDA1cW2NxgMpS6XU7dpbbpcp9di+eHtP8p9blUt7UR6fjq6dlbp6JrmhcvtC4A9R5bPqggF88GbdyteR6hd75b4BniTdiKDXWv3VXXThBCiSlRrEJ6VlUVcXJxncfX9+/cTFxdHfHw8mqYxevRoXn31VWbOnMnmzZsZOnQoUVFRngrqTZs2pW/fvtx///2sXr2aZcuWMXLkSAYNGlRqZXQhhLhYxeePStZtVpvAGnq1WynMdmHatHgb6UmZBIT60bpnc0xmEyMnDef9RS9z/f/60LBtPQD2xB0o0/42/LcFt1vRpFMj6rfQVy8xmU3Uia11Vu279YnrMRg01s3dxN9f/nderyPuKcxmPMs54YAbvf6M23msIpt2SbLbHOxcvQeAlt2bFHveZDbR/urWAKyevb5K2yaEEFWlWoPwtWvX0rZtW9q2bQvAmDFjaNu2LePGjQPgqaee4pFHHmHEiBF07NiRrKws5syZU6Tk+4wZM2jSpAm9evWif//+dOvWjc8//7xazkcIIapT/I78kfCmtQgM04PwrLQcnA5ndTZLnIXVszcA0OW6DpjMxcu3NGytVybfu2F/mfa3dflOQC/YVxGiGkYycLQ+oj513A+Mu+EtUo+nVci+K1rKsTT8g+1nPRIOYLToU9wMKpEyrOwqTmPXmj047E6CIwKJaljy1MFO17YDYO0/cdLfQoiLUrmD8GHDhrF48eIKOXjPnj1RShX7mTp1KqAvf/byyy+TkJBAXl4e8+bNo3HjxkX2ERISwrfffktmZibp6el89dVX+Pn5VUj7hBDiQpGbneeZLxzdtDZ+wb560AFkpmRVZ9NEOSml2DB/MwDtr2ld4jaN8kfCd284c7quUspTibr55cVHHs/WzY9dy/X/64OXj4Xd6/fz4cP/V2H7rigul8tTmM1gNJzVEmUAXv569oCPXxZZadkV2cRLzvaVuwFo3jW21CkPLbo1wWQ2kngomYT9iSVuI4QQF7JyB+Hp6en07t2bmJgYXn/9dY4cOVIZ7RJCCFEOh/JHwYMjAgkI9cdgMBAQ6g8gFdIvMAe2HiL1eDpePhaadWlc4jaN2zdA0+DYvsQzjkAf23ectBMZWKwmT/BeEQwGA4Ofu5nX/34OTYNtK3aRfOz8qh6ekZwFmhMfX1f+OuFnNxJuskahGTSCa9g4flJxPFF+u9btBSC2Y6NSt/H29aJJ5xgANi7cWiXtEkKIqlTuIPz333/nyJEjPPTQQ/zwww/Uq1ePfv368fPPP+NwlL1KqxBCiIpzZLdetblObGE9jICw/CBc5oVfUFb9pc+DbdG9aanrgPsG+lIvf253Qap5aXav11PWG7apV+51xcuiVqOaxLRvAMCaOXEVvv9zkZqQ5lmeTMMEmv/Z7cgQgdFoJCTczvGDEoSfLZfL5Xk/xnZsCIByp6Psq1GqaCX01j2aA7BxkQThQlQ2TdP4/fffS32+Z8+ejB49usraU5K7777bUxcMzo82nYuzmhNeo0YNxowZw8aNG1m1ahWNGjViyJAhREVF8dhjj7F79+6KbqcQQojTSEvU15IOiSwc6fMP1is6S/rs+c/pcJKRkonL5WLxT8sB6HbT6Vf5aN41FoBtpwTh2enZntFGgD0bCoLw+hXZ5CI69dVru8Tlp9GfL1KPpxGQvzwZhiA07SxL4RgjMBgNhEbkyUj4OTi86xi5WXl4+VqpHRuFUm5U2mOotDGo9CdQyubZtnXPZgBsXbazXEvxCSEuDb/++iuvvPJKdTfjrJ1TYbZjx44xd+5c5s6di9FopH///mzevJlmzZpdcIvQCyHEhSwjWU85Lxj9BvAN8AEkCD/f5eXYGHX589zf8nHujH6I5GNp+Ab6lDofvECLbvr87jVz4rDl2jz7Gnfj27xw/Vss+UVf4mxvXOFIeGVp2FYP8I/sOb/W0U5JSMM/uGA++NmlogNgrIXBaCAozM6Jw1Ih/Wzt23gQ0N+LRqMR7IvBqdcrwL4Gcr7xbBvdtDZB4QHYcu2eaupCVDe73V7dTRD5QkJC8Pc/y+ym80C5g3CHw8Evv/zCgAEDqFu3Lj/99BOjR4/m6NGjTJs2jXnz5vHjjz/y8ssvV0Z7hRBClKBg3ndBVXQA30A9CM9Oz6mWNomy2bRoG0lHUoo8dv1DfbBYT5863uqKZoTXCSUjJYtFP64A4NvXfuHwLj1InPbiD6SdSOfgNn1t60ZtK28kPLJeDQCSj6ScV9X4C9LR9croZ1eUDQAtGDQfNA1sWWWrSC+KO7zrKADR+UvjqdyZ+hPGOvrv2d+gXHp9C03TPCnpcQskJf1ipJQi1+Go8p/yVNzv2bMnI0eOZPTo0YSFhdGnTx8AtmzZQr9+/fDz8yMiIoIhQ4aQlJRU5HWPPPIIo0ePJjg4mIiICL744guys7O555578Pf3p1GjRvz9999Fjrdo0SI6deqE1WqlZs2aPP300zid+mfq559/TlRUVLElIW+44Qbuvfdez+9//PEH7dq1w8vLiwYNGjB+/HjPPgB2797NFVdcgZeXF82aNWPu3Lll6gun08nIkSMJDAwkLCyMF154oUhfTp8+nQ4dOuDv709kZCR33nkniYmFhRVTU1MZPHgwNWrUwNvbm5iYGKZMmeJ5/tChQ9x2220EBQUREhLCDTfcwIEDB0ptz6np6PXq1eP111/n3nvvxd/fn+jo6GIrZpX3GJWp+LonZ1CzZk3cbjd33HEHq1evpk2bNsW2ufLKKwkKCqqA5gkhhCiLjGR93ndAaOHqEL5Bejq6BOHnt7X/xAHQ/ppWGA0GYto35LqHrjnj64wmI9eOuJopL3zPrxP/onGHhsz7pnD1kszUbKaP/wmnw0VwRCA1aodW1ikQFB6IxWrCbnOSdCSFyHrhlXas8kg5lpo/J/zcRsI1TQNDLSAFpy2+4hp4iTm6V8+UqBVTE6Uc4NgEgBb4CiprEtjXoTI/RAt6C4A2V7Vg0U8rWDV7PYOfv7nUauriwpTndHLl119W+XEXDB2Ot7ns9TGmTZvGQw89xLJlywBIS0vjqquu4r777mPChAnk5uYyduxYbrvtNubPn1/kdU899RSrV6/mhx9+4KGHHuK3337jpptu4tlnn2XChAkMGTKE+Ph4fHx8OHLkCP379+fuu+/m66+/ZseOHdx///14eXnx0ksvceutt/LII4+wYMECevXqBUBKSgpz5sxh9uzZACxZsoShQ4fy4Ycf0r17d/bu3cuIESMAePHFF3G73QwcOJCIiAhWrVpFenp6medVT5s2jeHDh7N69WrWrl3LiBEjiI6O5v777wf0gdpXXnmF2NhYEhMTGTNmDHfffbenbS+88ALbtm3j77//JiwsjD179pCbm+t5bZ8+fejSpQtLlizBZDLx6quv0rdvXzZt2oTFYilTG9977z1eeeUVnn32WX7++WceeughevToQWxsbIUdo6KUOwifMGECt956a5G1uk8VFBTE/v1yp1gIIapKRrK+DFmJI+GSjn7ecrvdbPhPn0d97f1Xe+Z5l1Wvu7rz95f/kXDgBGOv0efGtbmyOY3a1OfnCbNY+ttq/bGezSs1gDEYDITXrcHhXcc4fvDEeROEnziSQmxTPR1dO5eRcMDi14C8jM34+6eQmZqFf7Ash1peR3brWRq1YiLBuRNUnl4sz9gAze8xVMowsC9D2deiWTrQrncrvHwsJMYnsXv9Phq3b1jNZyAuRTExMbz99tue31999VXatm3L66+/7nnsq6++ok6dOuzatcuznHLr1q15/vnnAXjmmWd48803CQsL8wSt48aN45NPPmHTpk1cdtllTJ48mTp16vDRRx+haRpNmjTh6NGjjB07lnHjxhEcHEy/fv349ttvPUH4zz//TFhYGFdeeSUA48eP5+mnn2bYsGEANGjQgFdeeYWnnnqKF198kXnz5rFjxw7++ecfoqL0Qq6vv/46/fr1O2M/1KlThwkTJqBpGrGxsWzevJkJEyZ4zufk0fgGDRrw4Ycf0rFjR7KysvDz8yM+Pp62bdvSoUMHQB+5LvDDDz/gdrv5v//7P8931ZQpUwgKCmLhwoVcc82Zb0wD9O/fn//9738AjB07lgkTJrBgwQJiY2Mr7BgVpdxB+IIFC7jxxhuLBeHZ2dk88sgjfPXVVxXWOCGEEGVT4pzwgiA8I7da2iTO7MjuY2SkZOHlY6FJp+JLNinHNlTu72im+uB9M5pW9E692WLm/rfu4o27PsTpcOEf7MuQF2/DkWfn5wmzPNu17dWy0s8loiAIP3ACelT64crk+IFEOnRxYDTphdnOhclaF4PBQI2oPI7sPkaTTjEV08hLhD3PTmK8nq5bK6Ym2PNT0S1t9YJ5pnoo7xsg91dU1icQ/H94+Vjp0KcNS39bzYqZayUIv8h4mUwsGDq8Wo5bHu3bty/y+8aNG1mwYAF+fsVvxO3du9cThLdq1crzuNFoJDQ0lJYtCz+LIyIiADwp29u3b6dLly5FbphefvnlZGVlcfjwYaKjoxk8eDD3338/kydPxmq1MmPGDAYNGqQXn8xv27Jly3jttdc8+3C5XOTl5ZGTk8P27dupU6eOJwAH6NKlS5n64bLLLivSti5duvDee+/hcrkwGo2sW7eOl156iY0bN5KamupJm4+Pj6dZs2Y89NBD3Hzzzaxfv55rrrmGG2+8ka5du3ravWfPnmJzvPPy8ti7dy9ldXKfa5pGZGSkp38r6hgVpdxB+LRp03jzzTeLnUBubi5ff/21BOFCCFHFlFKFQXho4WezX0E6eoako5+vdq3dB0Cjdg0wmoxFnlPOeFTaY6CyUQCOjRDwGthXgWZCs3QCoEW3prz+93Ms+XklV93ZjaiGkSilqN24Jod3HcM3wJsW3ZtW+rmER4cBnDdLeDkdTpKPphIQYs8vzHZuI+EYa2MwGQivlceR3QkShJfTsX3HUUq/ORgQ6o9K3wCAZm7j2UbzvRuV95c+Su5YB5YOdOzblqW/rWbL0u3V1HJRWTRNK1daeHXx9fUt8ntWVhbXXXcdb731VrFta9as6fm7+ZRz0zStyGMFAe2pc7xP57rrrkMpxV9//UXHjh1ZsmRJkWLYWVlZjB8/noEDBxZ77emymM9VdnY2ffr0oU+fPsyYMYMaNWoQHx9Pnz59PMXs+vXrx8GDB5k9ezZz586lV69ePPzww7z77rtkZWXRvn17ZsyYUWzfNWrUKHM7Surzgv6tqGNUlDIH4RkZGSilUEqRmZlZ5B/S5XIxe/ZswsPPj/QzIYS4lORk5OBy6l8yReaESzr6eW/nGr3qc0kjfCr7U1DZgBFQYFuKSr4R3KmABsFfoJn1Cul1m9am7gu3eF6raRqvzHya/Zvjiagb5qmUX5kKUtALRjur24nDybjdiqAwJwaDCQxh57ZDUzRGk5HIOrksW3R+VYG/EBzZXTAfPBJweeaDY2nn2UYzhKC8rtVHw3N+QLN0oFlXfVQxfsdR0pMyiky5EaI6tGvXjl9++YV69ephKueo+uk0bdqUX375BaWUJ0BftmwZ/v7+1K5dG9AD6YEDBzJjxgz27NlDbGws7doV/h9q164dO3fupFGj4plVBcc4dOgQx44d89wwWLlyZZnat2rVqiK/r1y5kpiYGIxGIzt27CA5OZk333yTOnX0Qotr164tto8aNWowbNgwhg0bRvfu3XnyySd59913adeuHT/88APh4eEEBFTO//GqOEZ5lLk6ekEVOU3TaNy4McHBwZ6fsLAw7r33Xh5++OHKbKsQQogSFFRG9/H3wmwpvAss1dHPf54gvEODIo8rVxLYlgKghUxBC9DnFeoBOIBCZZ1+KVAff2+ad40lrFblFWQ7WUhNvfBZSkLqGbasGokH9ZsBIeEu4ByrowMY62E0GggMtZN09OC5N/AS45kP3qimviyZygXND4xF3/ua9636X+wrUK4kAkL8iW6qV1PfunxnlbZZiJI8/PDDpKSkcMcdd7BmzRr27t3LP//8wz333IPL5Trr/f7vf//j0KFDPPLII+zYsYM//viDF198kTFjxnjSzQEGDx7MX3/9xVdffcXgwYOL7GPcuHF8/fXXjB8/nq1bt7J9+3a+//57z9z03r1707hxY4YNG8bGjRtZsmQJzz33XJnaFx8fz5gxY9i5cyffffcdkyZNYtSoUQBER0djsViYNGkS+/btY+bMmcXW8B43bhx//PEHe/bsYevWrcyaNYumTZt6ziksLIwbbriBJUuWsH//fhYuXMijjz7K4cOHz7pPT1YVxyiPMgfhCxYs4L///kMpxc8//8z8+fM9P0uXLiU+Pr7M/4hCCCEqTkEQXpCKrmyLcacMITBYTwuWIPz8lHAgkYQDJzCaDDTucMpIeN5swA3mVmimBmhe16D5jgBzc7DqBXlwbEW5M8t9XOXchzvzPZRTvwGgcr7FnTIMd+aHKFV0DVylnCjbYpRtmV7N+jRCagYBkHIsrdxtqgzHD57AaHLjG5B/UXyOI+GawQ+X0vdhUBKEl1dhUbaa4NBT0bG00eeDn0Qz1dHf5wA2vdJ0s8v00XBZL1ycD6Kioli2bBkul4trrrmGli1bMnr0aIKCgooEy+VVq1YtZs+ezerVq2ndujUPPvggw4cP9wTQBa666ipCQkLYuXMnd955Z5Hn+vTpw6xZs/j333/p2LEjl112GRMmTKBu3bqAXkTzt99+Izc3l06dOnHfffcVmT9+OkOHDvW87uGHH2bUqFGeyus1atRg6tSp/PTTTzRr1ow333yTd999t8jrLRYLzzzzDK1ateKKK67AaDTy/fffA+Dj48PixYuJjo5m4MCBNG3alOHDh5OXl1dho9ZVcYzyKHMORY8eepWV/fv3Ex0dLctECCHEeeLU+eAq/VkAgn0+APzJyczzFE6pThnJmaQmplM7pmaR+c9OhxOTueJS+i4U6+fpVdGbdI4pli6ubIsA0Lz6eh7TfIei+Q4FwJ28DVzH9Lmzlg5lPqZy7ESlParPM7cthaD3UFmfA05w7kU5t4DPvWjWy/TtsyZA7h/6i71vQPN/stR9h+aPhKclpuNyuorNca9qCfsTCSyYD44JtAq4yDLVBw7h7XXs3Pd1iTmypzAIV/Z/AdDMbUvcVrP2Rjm2omz/ofncRsM29QA4sPVQlbRViAILFy4s8fGYmBh+/fXXcr2upPWoT12zvEePHqxevfq0bTIYDBw9erTU5wvmZpemcePGLFmy5LTtONXJ5/PJJ5+UuM0dd9zBHXfcUep+n3/++WI3FE4WGRnJtGnTSn1+6tSppbYJSu7fuLi4ch2jKpXpqmfTpk20aNECg8FAeno6mzdvLnXbk6vSCSHEpSgrLZvvXv+V1BPp/G/CPZ4CaZWlYM63X7AvStk8jxuIR9OaoZRGTkZutS6pNHf6IqaN+wGH3UloVDAPvDuU1j2as27uRiY+9AXterXkwQl34+VjrbY2VrV1czcC0K5X0e9N5UrQg2s0sHYr+cWm2HIH4cqdhcp4IX+eOeA+gUoZWriBZgXHNlT6Eyjv29BMjQoDcIDcP1DWK9FKOV5AmD9GowGXy016UgYhkWe/LndFOLA1nsAQh34zwBhaIYMHFt/G2NIWExKeTnZGTpXMtb8YuJwuju49DkDtmLDC+eClBOFYr4SsifnZHinUbxkNwIEt8bjd7nMabRRCiPNBmYLwNm3akJCQQHh4OG3atEHTtBLvmGiadk5zIYQQ4mLw3n2fsG3FLgAmPPAZ1wztwbq5m2hzVQu6Xt+xwo+Xlaanm/sF+oJjq+dxTdOIaW1nV5yV7PScagvCbbk2vnn5Jxx2JwDJR1N5e9hHPDnlYT4dMw1brp0Vs9ZxPP4ET00dSXBEULW0syqlHk9jW/781g59Wud/pyo9NTdPHyXE3KrUta01UyzKthDl2EmZQ8ucb8F1FIwRaH5jUOljC/cX+AYY66Jyf4Tc3yH3Rwq+5TXfe1CuRMj7C5U2GmWKQfN/HM3cosjujUYjQeEBJB9LI/loarUG4W63m/2b42ncyo7JbDz3omz5zN6N9GVvaueSfDRVgvAySjyUhNPhwuJlJiwiBdJzQPMFU8lLjmnGMJQpVr/JZFtBVMO+WLzM5OXYSdifSFTDyCo+AyGEqFhlupW4f/9+T+n2/fv3s2/fPvbv31/sZ9++fZXaWCGEON8d3H7YE4ADbFm6g/dHfMain1bwf2O/weWs+BuVBXO+fQN9wBFX5LkGzfU5vllnUSE97UQ6OZnnvsb4urmbyMuxExoVzLTdk2jXuyVOh4s37vqQjJQsajWKJCDEj32b4nluwBskHzs/CntVpiW/rMLtVjTu0ICIuv6olDtQSdeisr9B5f4OgOY9oPQdmGP1P51lK1Sl3Gl6gA1ofqPQrJeDJX9tWK8BYOmGZorG4P8Emv/ThS+0dgefe9D8Hy8ccXfuRqU9inLGFztOaJR+0yAlIa1M7aosifFJ5GTmERLuyl+erIKK0xkjMRgNhETYSDqSUjH7vAQc3aNXRo9qGIHmKhgFb42mlT5lQbPq6wcr+zKMJiP1musVl/dvLv6+E0KIC02ZgvC6det60rjq1q172h8hhLiUzZ+hz7O67Np2PDX1YU7OgM3OyGVP3IEKP2ZBgO0b5OsptlUgLFIfz8xKLV8QnnQkmdHdXuDFG9865wynFTP1ZUq6D7wMLx8rD024m8h6+o1dk9nI6M8e4JU/nyayfjjJR1OZ/+3Sczre+U4pxeKfVwDQ49auYFsOrsOgMvVlydyJYAgsLMBWElMz/U/XEZQr+cwHtS0FlQemBmDpDoAW8CJa4Jto/k8USdXWvAeghUzVfwJeR9MMaJoFLXACWvDnYG4Byo7KmVLsMAVZDCnVfCOlIFCLbuKtn1tFBeEGPQgPrmEj+UgZ+l0AJy1P1qgmKj9bRzO3PP2LLJfrf9rXoJSdei0KUtJlXrgQ4sJX7kk106ZN46+//vL8/tRTTxEUFETXrl05eFCqhQohLl1KKdb8EwdAj9u60v7q1rz8x1he++sZulynjyJuWrj1NHs4OwUj4X5BPuDMz0jKry4cVEMPwjPLGYQv+G4ZuVl5xO84ysaF2866bW63m63LdgDQsW8bAAJC/Hn97+e45bEBPDV1JNFNahFZL5y+91wJwP7NF/d3yf7N8RzaeRSzxUSX6zugbP+dsoUJze9RNM1S6j40g58eUEPh/NrTUHb9Rohm6e4JuDWDH5q1G5pWfGaaZmqk/5wcnGsamrkZmt8Y/YG8eShn0X+r86VC+vaVejZKrQb6kn1ahY2ER6AZDFisbjKSqn5JmwtV0cro+Z8n5manf5GpsX7zROWCI476LfSR8H0X+eeDEOLSUO4g/PXXX8fb2xuAFStW8NFHH/H2228TFhbGY489VuENFEKIMzm4/TDfv/lbtacxH9mTQPLRVMwWE80v19OFG7dvSKM29WndUw+KNy3WL0CVUsz/bimTR08h9XjaOR03Ky0LAP9gC7iOAKCZ2wMQFKrPw85MySrz/txuN4t+Wu75fd70RRw/eIKPH/3Kc5OhrA7tPEp2Ri5ePhZPcSUA3wAfbn3iek+/AEWKL13MCkbBO/Rpg4+/EewrAdCCv0ILmoAWMh3Nq/TKth7m1gCoMwThSrnBoQfhWM69JoFmbpxfME6hcqYWeS48Ws9wSDiQeM7HOVtKKdbP0/ukVoP8mwjGiplDrGlmnM5AAOzZEgyWVUFl9LpNvfVMDwBTk9O+RtMMnikTyrbU8/mwf3P8GSs5CyHE+a7cQfihQ4do1KgRAL///ju33HILI0aM4I033ihW7l4IISqb0+HkveGT+W3S3zxx5YskHkoq0+sqo4hkwSh308tisHoXrfLdvKu+zu2+TQex59n5+b0/+eyJr1n00wo+e+Lrc7qoLBgJD6mRASjQ/MAUA4B/UP6c8NSyB+EHtx7ixOHC+a5xC7bwzj0fs/iXlbx772Tmf1eYLr5nw37W/rux1Lnu21fuBqBxx0alLlml3Fko5aZus9poGiQfSyM9KaPM7b3QFNyI6XpDR72QnrKDIQRMMWiWjvo6yWWg5Qfh2Fed/v3j2gfuNNC8CtdfPkeaz736X/LmomzLPI/XblwTKBz5rA6Hdh7lxOEULFYTgaH5GSCGmhW2f7fSbzS4HbJMWVkopTzvh+iY/P/XpgZohjOvGqFZr9D/YvuP2o1rYDIbyU7P4cRhmQoghLiwlTsI9/PzIzlZ//D7999/ufrqqwHw8vIiN/fcC/gIIUR5LPxhOccP6oF3TmYe/0xZcNrtj+07zvPXvcG9TUeza93eCm3L+v/00bdWPYoHOjXqhBEcEYjT4SJuwVZmffav57kN87ewevb6sz5uQXX0wJD8GxCmBnpQB/j65QHlS0cvSD/v0Kc10U1r4XK6ObSzcE3S7974ldysXP74eA7PX/cG79zzMU/2Hs+xfceL7WvNnA0ANO0UU+KxlG0ZKqk/KmUIXuY4IuuHAxfvvM+M5EzP/Niml8UUFtIztyn/ElqWy/RlxVzxRVLSlWOrXuBNOfQHHFvyj9EcTTOf4xnoNHNj8L5BP176WNwZr6KUzROEJ+xPxOlwVsixyqtgFLxF98YY1An9QWPFBeEGs74vg1Z9o/0XkuRjqeRk5mE0GgipkaY/aGpUthdbOukp6e50TGoVtWOjANhbCbU1hBCiKpU7CL/66qu57777uO+++9i1axf9+/cHYOvWrdSrV6+i2yeEEKe14k89zbbpZXqQt/inFTjsjlK3/+yJaexev5+8bBtfPvtthY2IZ6ZmsW25Pg+1YO7zyTRNo0lH/cLzvfs+IS/HTr3mtRk46loAfnx3JvY8O8tnrmHH6t3lOnbBOuG+fvlBsKm+Jwj38tUD9PKko29arI/ot7qiGZdd297z+F3P30xk/XAykrMY3f0Fvn39VwoGYI/sTmDcDW9xdK8eYKYeT+ODBz5jy9IdGE0GLr+pE8p1FJX7Gyp3NsqdjlJ2VNYHgBtcB1HpT3L/cxvx8nFybP/FGeDsWK0XzqsTG4V/sB/Koa8VrlnalHtfmsEPrL0BULm/6H86tqDSHtELvOX8kP9YfiEsU4uSd3SWNL9RUDBSmTcHlfEawRFB+Ph74XK5S7wpUxUKgvDL+tUFXICp4gqzAVY/PS3aak2VZVnLoCAbpl6LOhjQ59Frxnpleq2mmdC8+gKgbPNpdpmeURQ3f0vFN1QIIapQuYPwjz/+mC5dunDixAl++eUXQkP1L7Z169Zxxx13VHgDhRCiNA67g11r9dHse169g+CIQDJSsti0qORCYod3H2P7qsLq4Qe2HGL9vM0V0pZ1/27E5XIT3VQvMlaSJp2LjgbfMuY6Bjx4Nb6BPhzedYwhDUcy8aEveOW29zm080iZjutyuTzLiHl56SmfmrEBGPQ1ms1mB2ari8wypKO7nC7+m7HEs8Ra657NuWpwdxq3b8CgsTcy4MFruOeVQQCkJepppVcOupzP4t6hfstoMlKyeO2OD4hbsIXnBrzBilnrAOg1+ArCax5EpQxFZb6HynwdlTIYlfkWuI6B5u0ZVa0bc5SeNySQfJEu/7RjlR6QNOnUCOXOAUf++8/c5qz2p/ncqv/FNh/l2IHKeFlPbwdUznSUO+ukY5yhEFZ5j61ZMAS+jhb0fn4bFoHKonZjfbTy8K6qT9fOSMlk9zq9OGGr7vlrrBsjTrsUVnl5+esrwQTXyPP8PxCl27p0OwDNuzaBgkJ+pujTvOIU1m76n/a1tL9Gv5G0ft4muQEiRCV66aWXaNOmTXU346JW7iA8KCiIjz76iD/++IO+fft6Hh8/fjzPPfdchTbu/9k77/Coiu6Pf2b7ZtN7ISH03kMvAiJFBVEUf7yIqKivBXv3VexdUexd7IodLFTpvfdOAiEhBNLb9vn9cZMNIQkESALofJ4nT7L3zr137uzm7pw553zPk08+qamxHvPTsmW5kIfdbuf2228nLCwMf39/Ro0axeHDZ2flXaFQ1D97N6TgtLsIDPMnoWUcXYd0BKjWsJ731SJAC7O+9L9aKs2iH5afcT+8Xi9/fqwpXB/rOT6eC0b3pHkXTdG604VtSRrSEVugH3e8PQGTuVyh2u3y8On/vq3RtUsK7D5vtFFfGsJtaAzCBsKEEILAENdJPeEet4fnx07hwwe/REq4aFw/ohMjCYkM4pnpD3P5nRcjhKDjgLZcec+l+Af70XtkN659cjTBEUE8+vVdxDSO5GhaNi9c8yZZ6TlExocxbtJV/OfRy5EFL2glsvQNQRep5SjbZwEg/O9BF/AAwnY9Or2ORi0L/rE5n9tXagscrXo0B+dyzWDWx4G+0WmdTxia+rzRMudG8KRrXl9dOMgisP+ulT8DrbRYHSBM3UqV2j3gXEpcU00E7WyEDG9ZvAOvV5LQKo7g0NIUjFoSZStDGGK0WuGRqlb4yZBSsqW0OkKb3s211AnQngM1xdBKe57JAlp29mILtJKfXciqP9fXQY8VivOXf5PhnJKSghCCDRs2nO2unDanbIQD5ObmMnv2bL766iu++OIL38+XX35Z2/2jTZs2HDp0yPezZEm5INA999zDjBkz+OGHH1i4cCHp6elcccUVtd4HhUJxblLmsW3TswVCCDpf1B7QvCTHC1U5HS4WlhrcF47tR7+rNNXdVX+t585ej/LOnZ/66m2fKot/Wsn+bQfxC7Aw+Lr+1baz+lt5fNq9PDj1du754L++HOBOA9vxwszHeOSrO3lj8TMIod1bdsbJ1d7L+hwYqkN4tVBwDI1KayOHIHSCwGDXSYXZfp7ypy90fMRtQ7j+2eojm666fwSfbH2DO9+5Eb8ArVpGYFgAj35zt0/BuGmnRJ7781Eu/e9FWMyp4DkMwowI/QQR+hkYO2snM7aB0nBTTN3Q6QQJzQrJSv/nGeElhSW+XPeW3ZshHQsAEOb+p54PfgzCdpsv8gF0iIAHy0N4C9/WNhuaIXRBp32Nk/ahbCHAsZhOF2r1n5f8srJawb66YtvynQC07d0SvKWe+FoUZQNAr9UKD41y/GMjNmqLvz6ep4nkWYy0SAoFWQzotIWnGiKEAUza4qbeu56Lru0PwEcPfknukbw66LVCUXc4nc4qt7tc1afRKU6f6sb7XOCUjfAZM2aQkJDA0KFDmThxInfddVeFn9rGYDAQHR3t+wkPDwcgLy+PTz75hMmTJzNw4EC6dOnCZ599xrJly1ixYsUJz+lwOMjPz6/wo1Aozj/2rE8GNOVtgDa9W2LxM5GdkUvKVs3YOZR8mDt6PMJ1ze+gKK+Y8LhQOvRvTcNWDXxlxA7vP8qin1bw5BWvcGjfYWa8N6tGJZY8Hg9r52zkk0e+BmD4rUMICPE/4TEmi4kuF3WopJ7eoHksHQe0JaZxFM06a97ytXNOXv+5zAhPbFW66KALQeiCtb+FZoQHhLhOKMzm8XiY88UCAG6dfB1j/zeqWiXzExEZH84Lf/2PKUuf5alfHiQwNEDb4SytnGHqhhAWhC4IXcibiLCfEcFTtFJEAIZm6PQGgkJdOIv/ecrTu9buw+uVRMaHERoFOErHxTzgjM4rDA0Qwe8i/K5GhHyAMPf2lXbytTH3PaNrnJQypXb3ProM7kBgqD85h/OY93X9Vk0pW5hr3bO5r4Z5TdXma4wuGp1Oh5/NQ06GqhVeHcmb9/P1c5pWwTWPX4nFXPo/rY9FCNMpnUv4yvFt5ar7h5PYNp6i/BL++vjvWu2zon6RUiJlyVn4qXk1Eq/Xy8svv0zTpk0xm80kJCTw3HPP+fZv3ryZgQMHYrVaCQsL4+abb6awsHzR+7rrrmPkyJE899xzxMbG0qJFC58X9/vvv+eCCy7AYrHw9dfaPOLjjz+mVatWWCwWWrZsybvvvluhPwcPHmTMmDGEhoZis9lISkpi5cqVTJ06laeeeoqNGzf6ooenTp0KaM7TG2+8kYiICAIDAxk4cCAbN26scN4XX3yRqKgoAgICmDBhAna7/YTjkpOTw9ixY4mIiMBqtdKsWTM+++wzoNxL/d1339GrVy8sFgtt27Zl4cKFFc6xZcsWhg0bhr+/P1FRUYwbN46jR8sr3Jxo7Bs10qLHOnXqhBCC/v37VzveoOny/PrrrxWuHxwc7Bujsj5PmzaNvn37YrVa6dq1K7t27WL16tUkJSXh7+/PsGHDOHLkyAnHpqYYTt6kIvfddx833HADzz//PH5+frXSiROxe/duYmNjsVgs9OzZkxdeeIGEhATWrl2Ly+Vi0KBBvrYtW7YkISGB5cuX06NHj2rP+cILL/DUU0/Ved8VGul7M5hy64dkH8pl7GOj6H91b0ALf/3z43nYixyMuucSdLrTCsxQ/EuRUrJ3YwoATTomAmAyG2nTuyVr52xi44KtNGqbwOypC8hMLfeqjrrnUvR6zcC8/5PbmPr4d+xcs5eM5ExSd6Zzd9/HAVgzeyNP/fJgtddf8P1Svn72J/JLw7zbX9Cay24fWm37U6HzoPbsWruPtXM2ctG4C07YNuew5glq1MqrbTg2rFkXqBkL/m6cdheOEkcl4x9g56o95B0twBbkR88RSWfUdyFEpZx46Vyl7TP1qdhWX7GdEBbQJwKbCApJw+1yYzBW/ppyOlysmbWBLhe1r/J+zlW2LNbCclt2awYlvwNuMLTQfs4QYYgH/zvKNxjbgAgAWaC9LhNQqyvKPJueQ+gNgiHXD+CH12bwyaPfkJGcydjHR/n+7+qKnMw80vZo0SAtuzcDd6n+g76GStw1ROj88HptgJNDezYDl9fq+f8JSCl5956puF0eug3tyODx/aHkF22n/hTywcsoqynu3oHBaGDU3Zfy2o3vMeeLBVx+18VY/M6f54DiWOzIIxfV+1VFxBzAWqO2jzzyCB999BGvv/46ffr04dChQ+zYoT3Li4qKGDJkCD179mT16tVkZmZy4403MnHiRJ9xBzBv3jwCAwOZM2dOhXM//PDDvPbaa3Tq1MlniE+aNIm3336bTp06sX79em666SZsNhvjx4+nsLCQCy64gLi4OKZPn050dDTr1q3D6/Vy9dVXs2XLFmbOnMncuXMBCArSop+uuuoqrFYrf/31F0FBQXzwwQdceOGF7Nq1i9DQUKZNm8aTTz7JO++8Q58+ffjyyy958803ady4cbXj8vjjj7Nt2zb++usvwsPD2bNnT6UqWQ888ABvvPEGrVu3ZvLkyQwfPpzk5GTCwsLIzc1l4MCB3Hjjjbz++uuUlJTw0EMPMXr0aP7++++Tjv2qVavo1q0bc+fOpU2bNphM5Qt71Y13TXjiiSd44403SEhI4IYbbuA///kPAQEBTJkyBT8/P0aPHs2kSZN47733Tvncx3PKRnhaWhp33nlnvRjg3bt3Z+rUqbRo0YJDhw7x1FNP0bdvX7Zs2UJGRgYmk4ng4OAKx0RFRZGRkXHC8z7yyCPce++9vtf5+fnEx9fySrkC0L6IP/3fN6Rs1bwFnzz6DS26NSWmURRv3/EJy6ZrytZxzaLpNaLr2eyq4jwjOyOX3Mx89HodiW0a+LZ36N/GZ4QPv3WwTz194Jg+DL91MLFNyvND/QKs3PbG9YBWSuvVCeUP1R2r9pCZepTI+PBK1961di/v3fs5ACazgQFj+jD2sdPzHldFt4s78d1Lv7JpwTayM3IIjQ6ptu2R0gWGqPjSax9r2IoAhICAIM1Az88qJKJB5clqWW5l0uAOVRq9Z4KUTnBpIcLUQAHcYG0KbCIixk52Rm6V4//Jw1+zYNoyug7pyH2f3HpGodz1hdfrZelv2mJEl8HtkPYXARDWK+qk/0IYIPgVZMl0hD4K9E1q/RoV0EUCesAN3iNccfcllBTa+f2DOfzx0VwiE8IZesPAOrt85oEjfPiglhLXpEND/IONyCNlGgm1f+9Gv3jczhyO7N9CcUGJLy1DobF12U4ObE/DYjNz86vXIoTA6ymLTEg89RMamwMCvFlIz1GShnQgMj6MzNQsNi/aRtehnWq1/woFQEFBAVOmTOHtt99m/PjxADRp0oQ+fbQF5W+++Qa73c4XX3yBzabVvX/77bcZPnw4L730ElFRUQDYbDY+/vhjn6GYkpICwN13310hjfaJJ57gtdde821r1KgR27Zt44MPPmD8+PF88803HDlyhNWrVxMaqglPNm1avsjo7+/viyAuY8mSJaxatYrMzEzMZu37/9VXX+XXX3/lxx9/5Oabb+aNN95gwoQJTJgwAYBnn32WuXPnntAbfuDAATp16kRSkrZwX1WFrIkTJzJq1CgA3nvvPWbOnMknn3zCgw8+6FtoeP75533tP/30U+Lj49m1axcxMTEnHPuIiAgAwsLCKtxvVeN9Ktx///0MGTIEgLvuuosxY8Ywb948evfWHIgTJkyosMByJpzybGvIkCGsWbPmhKsjtcWwYcN8f7dv357u3bvTsGFDpk2bhtV6+l94ZrPZ90FU1C1bl+5g8+IdCAFmqwl7sZNPH/2GUfdc6jPAAX6cPIMel3ZR3vB/Ocumr2bhtGWMuudSti7dybyvF3HL5Ou0/M7j2FfqBY9rHlPBG9pxgCY+tXP1HjYu2EbO4TxsgVZueH4MRlP1NZK7Du3EM9MfwmKzMHXSd2xdupNlv61m5MRhldrO+VwLqeo8qB33fXxrrRuucU1jaNW9KdtX7uGFa94krkk0uUfzue7p/yOxTcUFw6OlAmah0Zoh5wtFB9AFAoLwOO2L6HBKJhENKpdq2rRYU5PvMrhDrd4HAO5dgFvLWdbFnrS50Mf48m0zD1ReBNm2YhcLpi0DYPWsDaybu4kuF9VBv2uZbct3kZWegy3QSpf+RVB8WPNUWwad/ODTRBjbIupIjK3StYQBqY8GTxp40tGZohk36SrCYkP5/InvmfbKb/S9sge2wNpfwN+1di/PXPUaTodWl3zUPZeCOxmQoAuq1fJkZVgCEnAUbCEotIT18zbTe2S3Wr/G+cyczxcA0G9Uj/IUnVIj/HQ84UJYkYZG4N4H7h3ozH3oclEH/vr0b9bO2aSM8PMWS6lXuv6vWxO2b9+Ow+HgwgsvrHZ/hw4dfAY4QO/evfF6vezcudNnhLdr165Kg7DMgAXNq753714mTJjATTfd5Nvudrt9Hu0NGzbQqVMnnwFeEzZu3EhhYaGvmlUZJSUl7N2713cft9xyS4X9PXv2ZP78+dWe99Zbb2XUqFGsW7eOwYMHM3LkSHr16lXpHGUYDAaSkpLYvn27r1/z58/H379yCt/evXvJzc094difiOrGuya0b9/e9/ex79+x2zIza6eE6inPHC+55BIeeOABtm3bRrt27TAaK05qR4wYUSsdq4rg4GCaN2/Onj17uOiii3A6neTm5lbwhh8+fLjSioji7PH3N5qQ3qBr+nHpLYO5r/8TbFq0nU2LtH/CnsOT2LRwK2m7M9i8aDsd+rc5m91VnEXWztnIlFs/AmDfxv2+MO9nRk/m7ZUvVDIetyzRQpKadaqoKh3VMILoRpFkJGfyTWk+YscBbU9ogJfRvIvmMetxSRe2Lt3JpkXbKhnhBTmFPu/6qLsvrXUDvIxhEy5k+8o9HNiexoHtWrmyTx79mqd/faiC5/RIqpY/FRxeGo4ugn37hAhAApHx2pfRwd0ZtO3TqsJ1cg7nkrY7AyGgTa8zD4uuhKu0nq+hdc08vvoo9AY9YVEOfn7jdwpziuh+SWeEEJQUlvDePVMrNN8wf+t5YYSXPQt7XNoFvadUFd46HCH+QQvC+jifEQ6a8N6Q6/sza+p8MpIz2bRwGz2Hn1m6w/E4HS4m3/S+zwDvPbIbnQe1B/sfWgND07qJlNDHYrIYiWtczIrf1yoj/BgcJQ7WzdMqVAwce4wWgbtUGd1wCsrox2Jo6TPCMfeh80Xt+evTv1k/bzNer1ct4p+HaP+b524UyZk4/I7lWCO9uu1leeQfffQR3bt3r9CuLJXndPpTWFhITEwMCxYsqLTv+GjiU2HYsGHs37+fP//8kzlz5nDhhRdy++238+qrr9a4X2URA8cTExPDvn37TrtvVY23EKKSFkBVYnjH2rVl3x3Hb/N6vafdt2M55dlj2erM008/XWmfEKJO6zYWFhayd+9exo0bR5cuXTAajcybN88X6rBz504OHDhQYeVFcfYoyi9m9UwtzHXAmD5EJ0Zy1X0j+PZFLS8sJCqIa5+8iunvBvLXJ3/z1bM/4nK6ad6lMYFhAWez64qzwLHlZvKPK6e1ft5mLaewFCklq2dtAKr23nbs34aZpTneoOVrnwqtezYHYPfafZXykhdOW47L6SaxTQNfLrrT4+FocRFHi4s5WlxMrr2EErebEpcLh8dNiUszEPQ6gUGnQy90mPR6AkwmAi0Wgs0Wgi0Wwvz8CPezoROCbhd3ZsLz/2HGe7No0CKWdXM3s2vNPjYt3FZhsepIqTpzQHDpl0kFT7j2fxQapfU/fU9lsbMyIavEtgn4B1c9UTgTpHM1QM09srpojGYjoZEOti7bxdZluxjzyOWMnDiMz5+YRuaBo7RKMnH9ow7evL+Y1B3nvjBWflYBK//QaqYPGtcHnJoAz5kKsp1z+PLCy98TvV5PpwFt+Sv5b7Ys2VHrRviyX1eRcziPsNgQXlvwFFab5uHyujRRQ1EL+fZVIcw9MZq/oVOfLH75eBP2YofKSy5ly5IdOO0uwuNCfZE70lsM3lLv0enkhKO9l5I/ka7tCLTntNXfQu6RfPZt2k/TjqdX5k+hqI5mzZphtVqZN28eN954Y6X9rVq1YurUqRQVFfkMv6VLl6LT6XyCYDUlKiqK2NhY9u3bx9ixY6ts0759ez7++GOys7Or9IabTKZKdljnzp3JyMjAYDBUGTJedh8rV67k2muv9W07mcg1aCHh48ePZ/z48fTt25cHHnigghG+YsUK+vXT9Ejcbjdr165l4sSJvn799NNPJCYmYjBUNkdPNvZlnu6a2p0REREcOlQ+B9q9ezfFxcU1OrauOGUjvLas/5pw//33M3z4cBo2bEh6ejpPPPEEer2eMWPGEBQUxIQJE7j33nsJDQ0lMDCQO+64g549e55QlE1Rfyz7bTVOh5v4FrE0bq+tfI+8YxjxLWPZtmwXl95yESFRwQwe35/ZUxdwYHsar1z/DrFNonhx1mPnleDSuUJm6lE+uP8LwmNDufqhy06YS3yusXVZmWhVU3as2oPBqKdZl8ZsX7GbHav2+Ixwr9fLL1P+JCs9B4ufiXZ9W1U6V4cBbZn5WXkYVdsq2pyI2KbR+Af7UZhbTPLmAzTpmMisqQtYv2E3yzftprBjEEEjGvPf33/jQF4uuY4Tq4ieCkadntiAABoEBtGgRSCDPr+WFmHhhE8JZ/an8/n7m8UVjPCycHSrzaFt0B3znotAAIJKgwjKRKuOZfXMDUDdeMGlOwWcK7UX5hMLzPnQR2M0GwiJLFdz//6lX4lMCGf+d0vR6ST3vXEYs/kgd79SzIsTg5BSntN54St+X4vb5aFJh4Y0amVH5hRpdY8Nzc9212oVoY9FAtKTzrHvRtu+rfjr07/ZsmR7rV7P4/bw+wdaKOvQ6wf6DHApJThL052MXWr1mj6MnTCYIwgI3k/TtkdUXvIxlC2odrmoffn/pac0P18XdPql8oylz3H3DqSUGIwGOlzQmhV/rGPdnE3KCFfUOhaLhYceeogHH3wQk8lE7969OXLkCFu3bmXChAmMHTuWJ554gvHjx/Pkk09y5MgR7rjjDsaNG+cLZT4VnnrqKe68806CgoIYOnQoDoeDNWvWkJOTw7333suYMWN4/vnnGTlyJC+88AIxMTGsX7+e2NhYevbsSWJiIsnJyWzYsIEGDRoQEBDAoEGD6NmzJyNHjuTll1+mefPmpKen88cff3D55ZeTlJTEXXfdxXXXXUdSUhK9e/fm66+/ZuvWrSdMPZ40aRJdunShTZs2OBwOfv/9d1q1qjjXeuedd2jWrBmtWrXi9ddfJycnhxtuuAGA22+/nY8++ogxY8bw4IMPEhoayp49e/juu+/4+OOPTzr2kZGRWK1WZs6cSYMGDbBYLL6w/aoYOHAgb7/9Nj179sTj8fDQQw9Viuaub84ojtJut2Ox1Cyv4nQok+HPysoiIiKCPn36sGLFCl8y/uuvv45Op2PUqFE4HA6GDBlSScpfcfZYVFqT+YLRvSpMkLtc1KFC+Ghsk2ge+vIOZrw3i82Ld5C+9zDfv/Qb1z45ut77fD7j8Xh4+45P2Llay/FJ35vB0789dE4bJ2Vkph7lyMFs9AYdD395B/lZhQSGB7B3fTLPXP06O1drKsdSSj555BvmfrUI0NIZTJbKeT9te7fwhaQ3T2pMeGzN86cAdDodjbs3YenWPby7aCm7/vidFHsB7igDXBSBTi8o1hUgMss99kadngg/G2F+VkKsVvwMRixGIxa9AYvBgE4I3F4vHunF7fXi9HjIdzjIs9vJddjJs9vJLinB5fWwPy+X/Xm5Ffok4iUloxtwMOsgjTZtpmfjRgQKg6/0mNlcarRW4Qn3LxVmS9td0ROeeeCIz0Pbd1TtLl5K1yZk7gPaC1MvhKGG3q/S8k/B4XoatwsjP1tyNC3bl6ow4YkQbLbtSKmViOrUZz/ZGbmExZy7C06bF2vGZ9KQjuBcp200dUKIulULr3d0pZNOb8XyLa16NEOv15GRcoSsQzm19l7N/nwBqTvTsQX5ceHYY5T3PWmlXlcDmNpXe/yZIIQBaR6EwfQ5XQccZe+GlH+1Eb5/+0E+ffQbdqza49vW67JjxFbPIB/ch6EpoAdvHngzQB9D50HtWfHHOtbO2cjoBy47/XMrFNXw+OOPYzAYmDRpEunp6cTExPjyp/38/Jg1axZ33XUXXbt2xc/Pj1GjRjF58uTTutaNN96In58fr7zyCg888AA2m4127dpx9913A5r3d/bs2dx3331cfPHFuN1uWrduzTvvvAPAqFGj+PnnnxkwYAC5ubl89tlnXHfddfz555/873//4/rrr+fIkSNER0fTr18/30LB1Vdfzd69e3nwwQex2+2MGjWKW2+9lVmzZlXbV5PJxCOPPEJKSgpWq5W+ffvy3XffVWjz4osv8uKLL7JhwwaaNm3K9OnTfaWmY2NjWbp0KQ899BCDBw/G4XDQsGFDhg4d6kstOdHYGwwG3nzzTZ5++mkmTZpE3759qwy5L+O1117j+uuvp2/fvsTGxjJlyhTWrl17Wu9TbSHkqRTLQ5voP//887z//vscPnyYXbt20bhxYx5//HESExN9ynrnE/n5+QQFBZGXl0dgYODZ7s55TVFeEW/f+Sk7V+2hKL8EvV7HO2teIiSyZivf6+Zt5qVr38JkMfLumpdOWnNZUc7qWRt49YaKi1CPfHWnT6jsXGbB90t5797Pad6lMc9Mf9i33V7s4IaWd+HxeHln1QtkpBzhmdGT0ekEV903gktvuahKIxw0L9nRtGxCooMxmU++2un0eNiSeZi1h9JYk57G2pRUCvKOCVUSYDIaiNSZ6dQikZax0TQMCiYhOJgYf38CTOYzXvBwe70cLiwkrSCftPx8UvPz2JV1lJ1ZRylwOsjPKsDj8mK2mfALsGKzQ/GKVKLy4MePl6HDhQj7HlEaFiydG5C5E/EQyzWdggF4Z/WLhMeG4na5eeGaN9myZAft+7Xif9/eU6EvUrqRhW8g9HEIvzFV9ldKBzL/SXAsB0M8wnoFWIaDNw+Zcx14c0AXgQh+DWGouZin98gwkAWI0KnM+jKVzx77FgCrv5sP5qdhNBSBLoy8zGRWzw8hotXbdBrY7iRnPTt4PB5uancfRXnFPDP9IZo2eQucaxD+dyH8rjrb3atVpGsLMucW0EehC/upwr6HhjxDypZU7vngv/S49My90wu+X8qHD3yJx+NlwvP/qZiuUvIrsuBVMHZAF/LOGV+rOqRrGyVp48k76uC7D67nno/uOflB/wByMvNY9usqgiIC6T2yGx63h4eHPOtL/wHodGFbHv7iTt9rWfQxsmgqWC5FF/hwFWetGd7sG8C9CxH4BMJyEflZBfy34/14vbJK7RBF9dT33Ndut5OcnEyjRo3q1IGnOPukpKTQqFEj1q9fT8eOHc92d+qVU/mcn7In/LnnnuPzzz/n5ZdfrqDe17ZtW5/EveLficfj4cVxb7FrrSamIAT838OX19gAB+g0sC2N2iWQvPkAMz+dz1X3Da+r7v7jWPqLVv7o0psvQkrJHx/N5a9P5p0XRvjWZVoJq+NDoi1+Zpp0TGTX2n1sWbKDvRtSAC264oq7LznhOfUGPVENI07YJqekhEUHUliQksy6Q+k4PG7fPoPFiC1LYEzOx5bp4D+jB3LNNYOwGOoufMmg0xEXGEhcYCDElW+XUnKosIA/563h86/nUBhrITfKSY4EWgYig/VkF+di0OmZufUAPeKtNAoOAZ22iKXXFdOqR1e2r9jNkp9WMvKOYcz7ejFbluzA4mfimklVGIPOlVDyKxLA1BWkC1nwAugTEP4TEfpoZMFL4FistXcnIwteg5JfwVugGeCGxojg9xG6U1TE1sdpIaclM+hzSRumvWyhuMDOvW8YNQNc3xDhfxv6nIk0aFzM3p3p56wRnrIllaK8YvwCLDRpHwu5Wq4ypjoKkz6b6EqV7D1HkdKLEOVCWc07NyZlSyq71+07YyP8h9dm8OPkGQD0u7IHg8ZVrIEunZp3Q9T1GBtaIYnBZN6H2bj+5O3PY7IO5bBz1R6Co4J4bcK7FOZqC5R71iUTEOpP6s50/AIsXPrfwRzad5j/e3hkheOlu6w82WmKspUiTElI9y6kYxHCchGBYQG06NqE7Sv3sGbWBoZNOHUlZYVCoTgbnLIR/sUXX/Dhhx9y4YUXVpCz79Chg6+AuuLfyYLvlrFr7T6s/hZGP3AZHfq3Jq5pzCmdQwjBiNuGMOXWj5jx3ix6jkgifU8Gh/cfYdC4fr6cP0VFSgpLWDt7AwC9L++GX6CVPz6ay8YFWzmann3K4dj1iZSy3AivohRZu76t2LV2Hxvmb2X7Sk1E7Ewm8UeKi1iQksyClGTWH0rHS3kwUKjVjy4xsSTFxpEUG4fMKGLO5wvocWsSrbo3O+1rnilCCGIDArlx5ECsW3OY8d4s3EZBcayV4AFNCG1vRgIlbnhz9QbeXL2RhkHBjGgaxlXRXgzkc8FVPdm+YjeLflzOZROHsuQXLVf7qvsvo2GrBpWuKR0Ly/8u+gK82aXKxPuQnoMQcB/YZwMCEfi45v0u+gTce0s7bUEEPnPqBjggzD2Q7h1Q8hN+/MQ7C4bjFJcSwK3a/oC7Qd8YvV5PRGwJyxedO+JsmalH+eyxbynKK+bmV65lxe+aQdiub2t0cqdWN10XAvp/YP6qrxSYB2QuiPLnTtPOjZn9xUJ2rd17RpfYsmQ7P72uGeBX3TecK+6+pIIqtpRecJWGGJq6VnWKWkMIgcG/FxTsIzQ8g8LcojoRNzzbSCl56dq32L+t8v/ZX5/+7fv7xhevqV4lvjbC0UETMyz+BpzLkLIEIax0HdqJ7Sv3sHrmemWEKxSK84ZTNsLT0tIqFIYvw+v1Vin1rvjn43K6mP/tUr58ahoAo+8fwcU3Vv4irKl4Us/hScz+fAHbV+zmvv5P+LbP/24JT//60D9yknOmbFywDafDTXRiBI3aJSCEoHXP5mxbvotFPyznirtO7DU+m2QeOEpWeg4Go57mSZVDltv1a81Pb/zhKwtmC7TStk9lY/1EHCooYH7KPuan7GNLZibyGMO7RVg4AxIb0zehIY1DQit+RgMCuf7ZqkOxzxZj/zeKi2+8kNzMPOKaxWCymJCubbizp5LvCqRng4asSU9jf14uH6w/wqABJRh0OpIbe/CEmknbk8GmRdvYtWYfQkDvkZUNFSldcIwRjuPvig3ce5A5mkGMZQjCMlj729xPM8RlAcI6+vS9Xub+UDS1/KWYgdmUDk4vmHoiTF2RUuKVgeh0dlzFu0/vOrWM0+7kmdGTyTyglY17ZOizOO3a92Kvy7qCU9PJwNj5vNBqOFWEMCJ1odqCjScTdOVGeNn/dvKmA+RnFxAYeuoVMKSUfPXsT0gJg8b25cp7q4iUcu8Fbz4Iq1bSqo4x2Vqj0+uIb1rE/m0H66bM31lmw/wtFQzwDv1bc+c7N7Fw2jK+eOoHALoN7VgxB/wYpPSAu1SYTX9mnnAMLUEfA55DWuRNwP/oMrgDXzz1AztW7aGksASr/7lb8kqh+DeQmJhYqRyYojKnbIS3bt2axYsX07BhxQfpjz/+SKdO/15Rktrk4O5DFOcX+2oWn8t43B5evu4dNi3cBmhqqIOv61+hjXTtQOY9qE2M/O9A+I0q3+feA9KJMJaXkBJCcNsb1zP5pvdJ3nyAgBAbBTlFpO3OYPq7s/jPo1fUy72dT6ydsxGApMEdfZP7/lf3ZtvyXSz4fikj7xh2ztZQXTtHC89tntSkSkX8Zp0b+ZTKAS66tn+NanOn5uX5DO/tRysKRbWNiGJAo8b0T2xEXMD5pwMREhVMSFRw+QZvDnqhI8QvhteHXEyh08mi/SnMS96DR+rA6+XnXatIGZ+IObmASa99jckgaJPUtOJ5ynDvBFkEIgD0UeAuFVuyDEeYL0DmPQy4NaVj2w2+w4Q+ChH46JnfoL6JJsLkTta8xt6jUBZibL1S+y0EUtcIyEQvUs78mrXAHx/OJfPAUQxGPf7BNnKP5ANg8TPRaWALZPFTAIiaKsWfAxQ4HBwqLOBocTHZJcVkl5SQXVJCgdOB3e3G6fHgKP2NgIlNIc7Pzg9r/uKw6xCBZjNBZgshViv+fRuStTGNe/o/wX8eupyeI5LwCzixwbTyj7UU5RXTY3gSO1fvIXnzASx+Jq4+LtzZh0t7FmJsjxD1oHxraIreoCe+SRFbtqX+I43weV9pKSeX3DSI0Q9e5ivFdvFNg4hrFoPBqKdVz+bVLyx5DgIuwKgZ0GeAEAL870bmPQL2mWDqTXTiACITwsk8cJTtK3ZrdeIV5yzKOFP8kzmVz/cpG+GTJk1i/PjxpKWl4fV6+fnnn9m5cydffPEFv//++6me7l/PoYICtmQepllYGPGBQfz46gx+nvIHAI9+fVeFUkSgCaL8/PrvOEqcXHzTIF8NzrPFb2/PZNPCbRhNBq66fwSX3DyogoEkpQdZ8IrmGQFk4dtg6oowJCCLv9NeIyDkE4SxvFxPZHw4z/3xCLmZ+YREBbFu7mZeuf4dZn76N8NvHawE247B4/Gw4e8tAHS+qHzy0f2Sznz22Lcc3n+UTQu3nTQ3PDP1KIt+WE6XwR1o1PYMQwZPgVV/aWrR1SkLG4wG7nj7Rl65/h2MZiMX31RFlIW3COnaRnJhQ+bvP8D8lGT25mT59usQdIiOYUBiI/onNiLS9g/7/MgC7bdOW1DwN5m4uFlzLm7WHNeRd3G5jtAzLpi0nBIKY63siLWi7xRAWEwMWzMP0zoisuIE2rlB+23qiDD1Rha8qIWX+9+ilRcKeRMcS8B6FUJ/4rz700EIAcFTtIU7zwFk3kPaDn1ChRBjc0ALXIUrCQjKprig5KQGXV1yKPkwP7+hfQfeMvk6Og9qxzt3fkphbhGDx/fHpFuN9GZriwrmvmetn1VRpjmwJzubXVlHOZCXS1pBAWn5eadcfm9fpJ4Is4eM/H38ebDi++HqF0RhOwNIyeoNCwhZsZDLhvXEvTuLnV+tpmW7RK59YrRPy2H3un1MvvkDAGZ/sRCDUVOTv+ja/tV60qVLexbWuC79mWJoik5vwBZYwpH9O4BB9XPdesLr9bJthZYG1OuyrhVqoQshaqY54tqg/Ta2rpWKAMLcG/zGIYs/RxZ9BOZ+tO/birlfL2bTom3KCD9HKSsHVVxcjNWqohUU/0zKao/XpPzZKRvhl112GTNmzODpp5/GZrMxadIkOnfuzIwZM7joootOvbf/clYcTOWlZVq5JSOCorQMLP3C8Tvq4IP3p/NSUiNmvDmT0JgQhlzXn08e/prVszYAsHzGGroO6Yh/iI1hEy4kpvGp1yQ8Ewpzi5j+nla+4OZXxtHvyp6VGzkWaV41YQJdBHjSkIVTtJXswjIlb4ksnooIer7CoXq93lfKpstF7UloFceB7Wks/XU1Q68fwN6NKWxZsoOOA9tWmdP6b2HD31vIzy4kIMRGi67l0RMWPzP9ruzBrKkLeO+eqdz70S206FqeSlJSWML0d2cTHhdKt4s78eK4N0nbncFPr//Oo9/cXWX97dom90geO1ZqocTdhnWstl3HAW15ac4k9HodQeHlnmspJTuOHsZaOBF/XTKr05vyybb+SAR6oaNLbCwDExvTr2EiodZTz00+b/CWGuGisldfrwtGb8jl0d6duKpxLDfdOYXsVgE4A4ys0xcwYcYvNA8N58rWbRjcpCkWgxFZOmkWxo5gGYaQTjB18NX3Fcb2YKzbia7QBYEuCKmP0RTX8SBsN1YQ+zL5NUHoBNHxJWQkZ9K4/RmGup4mXq+X9+/9HKfDTbu+LelzeTeEEDw4dSKgfU5l7s0ACMuI+vHQVkOZwb3p8GG2HjnM7uws9mRnUeh0VntMsMVKuJ8foVYrYVbtd5DZglmvx2wwYNIbMOv1SCSJhoMEGA5xRbNIEqO7k+ewk2u3k1VSTHp+AcleicPlxmXQkeGRfLC+tJ73yDDWZmUx45E36BgRzX13jfKJTQIkbz4AgNFk4JL/nmCu4daMcOrJCBfChNsTB+zBVbytXq5Zn6TuTKcorxiLn4nEtqe36C9dmmidMHWuvY75jYGSH8FzAFwbadevNXO/Xsz6eZsZ/9TV/8h0j/MdvV5PcHAwmZmZgFbeS71Pin8KUkqKi4vJzMwkODgYvf7kC46nVSe8b9++zJkz53QOVRyHzWSkbUQUu7OzyM7OxxlpwR7nR5bbS6qE7m+9jTHLjnWnkynT52DYl49VQECQFp679LfVAPz9zRIe/+E+WiTVXQj7tuU7WfnHOsLjQhk4ti/fvvALJYV2GrZuQJ8ruld5jLRrniFhHQ2WS5HZ14BzJTK7NM9WHwWew+BYhPSk+UorHY8QggH/14fPn/ieRT8uJ75FLM9ePRmvVzLz0795bcFTZ9ULdjaZ84WWu9v/6t7oRQrerMdBH48IuIcxj1zOtuW7SN2ZzpNXvMLjP9xH6x7NcTpcPD92CrvWaEr2Hz74pe98Xq9kxvuz6sUIXzNrI1JCk46JhMeduLRMg2ZaGKNXSrYeyWR+shZq3jl4OTe32ItHwsCYXeTL7sSGX0y/hokEmv8lQn5SC3su84RXQBcEHsCbR/OGSUy5exyvTniX2MvaYu3dnL+T97Er+yjPL1nIW6tWcFXLOK5LWIdBUJq7rAe/s5cCIoQBEfhQ1TsNCej1eiIblJC2+9BZM8Jnf76QHav2YLGZufmVaytPLF2bwLVdW4w8Jh2nPvB4vew4eoSNhzPYnHmYzYczOFpSXKmdQacjMTiE5qFhNAoJJS4gkPjAIGIDArCZqi4DWBWyuBWycAGtw1y0bVw5usUrJVnFxWw9mM6nH/3Jzqyj2KMsyCg/nEYDh8PMzKKYOd98ie1IMYHtAkkKjmT/Yi0l4tJbBldbcUN6ssCTUXpDdf/8KsPg1wqPYw8W0348bg96w7ld/70ov5jM/UdIbJtwUiNo+wptkbR5UpMapQEdj5RecJYqxxs7nvLx1SF0/kjzBWD/E+lYQIcBt2HxM5GRcoTd6/adF+l8/0aio6MBfIa4QvFPIzg42Pc5Pxmn/ERt3Lgxq1evJiys4oQ5NzeXzp07s2/fvlM95b+arv4RuDL8MVhCeO+zHygOM9Pr7kFsOpDGziNHcFv0eMPN2MPMWjmipCACbRZ6NG9MQr4kKN1B5oI97F2bzOs3v8+Lsx4jOKLmJcFqyto5G3n5uvJ6q189W14D9tonrqoy31h6MsFZ6smwXIowNAC/McjiUoNPmBBBL2kececqKPkN/G+rtg99Lu/GV8/8wN4NKTx91Wu+7dkZufw0+XfGPfHPqrlbE/ZsSGZ9aSj6hdd003LvPQfBk4rMz8US/AGTfriPtyZ+zKZF2/nq6R949vdHmP/tEp8Brjfo8Li9WP0tjH/qat6/73M2LdxG5oEjRCbUfqjxsaz8UwtF7zbsxHoSHq+XDYcPMT85mYX7kzlSXOTb17/VXsx6PSa9CZNecGObLHRBdS/IdC4hvYUACFFFmH2p9xpvHqBFFXy06TXMfmZ0Oh339ujN9F07+GX7No4UZxPDu+SW5JDtiuOo3UCveInuXPVW6BPQG3SERzvY+Fcq0KPeu+AocfjC0Mc8cgWR8eGV2kjHAu0P8yCErm4rFUgpScnLZU16GqvSDrI+I72Sl1svdLQID6ddZBQtwsJpFhpOYnAwxhqs3J8UfaL225NS5W6dEETYbPRv0Yx+L99B8uYDxDSOokjvZX16GvPWb+fvrTvJN0oK4v0obGhjYUQADfr3oH9MAkMH967+2o5S54ChBUJXfyknfiHtcOT+TkzDAtL3ZhDfourF5HOBtXM28vrNH+Byuhn/5Gguvqnq8PmSIjtLf1nlE1xt3VPLdZdSUuh0UuJ24fFKvFL7Mep1+BmNWAxGjDpduXFf8gN4s0D41Xp0gjBfgLT/CY6FWMLuptvFnVn04wr+/maJMsLPUYQQxMTEEBkZqcScFf84jEZjjTzgZZyyEZ6SkoLH46m03eFwkJaWdqqn+9ez8s/1PnVRMzD4wiRuG3kxbpebV254h4z8AgY8fDHrU1KZvWwjzoYB6P3NrD5UOtZBYBsVibcJZG05yvN3fMBj797KujmbKMgpouvQjkQnRp5RH3My83jnzk8BTSTLUezgwI50AP7voZG07VONx8E+E5Bg7KAZ4AC2mxH6GKRzFcJ2HcLQFKyXIZ2rkMXfIJ3rENYRCOuISqcLDAtg4Jg+zPlSC983WYxMeP4/vHfv58z87G+G3XThOV2Kqy746mnts9Pvyh5ER29GFhxTQsa1DVxrCAzryu1v3sBdvR9j78b9bFywld/fnw3A9c+Ooc/l3Vjyyyo6DWxLVMMIlvyyki1LdrDi93WMuG3ICa9fUmQndUcazTo3PuWwssLcIrYu1coadr+4cpiiw+1mVfpBFqaksCR1P7n2Et8+P6OJ3vEJDEqMopftGwQWRNALmliPYxnSW1ivk/DjkZ50ZMEbIPMQgc8h9JUNs9q9YMWc8Arogkvb5Po2HaseHGSxMK59R/7Tph1HMm7H7D2I3S14bkM3dufPIi4gkFGt2jC8eUsCzJWF884qugjQWdHrneRn7jwrXZj/7VLyjhYQGR/GoGuqyfV2rgBAmKpI2akF8h12VhxMZfnBVFanHazk6fY3megYFUP7qGjaR0XTKjwCs+G0AuFOjqG09Jr7AFK6EaL66+h0Opp0SATADxjctDmDmzbnUNJh7hr9IlkxJiJHtSPZXUia0cnXR/fw/Xf76BEXz4gWregVn4ChdAFYOlchC7WFYmG9rG7urRqEsQUGo574pkXsWLnnnDXCvV4vXz79Ay6nG4DvX/mNniOSKogzOh0uFv+5ho8/+p1MjwNH92CI8efbqDw+/Ppz8h12PCcRHjLodIRa/WgZUsKDrT7BpPOwsehKPEXpJAQF0SAwCFNtLPiYumrGvTcL3Nu4cGxfFv24gkU/LOeSmweds++DQgtNPxVjRaH4J1Ljb+Hp06f7/p41axZBQeXeVo/Hw7x580hMTKzVzv0bCIsJpk3vFuzfmkrXIR0Z/8z/AZoY1SNf3uVrN7JnZ564ejgS2JeTw8bDh1h3KJ3V6WkUOB14WgZREKkj1SuZ9ezrBO4vJjClmB8mT+e2ydefUV3lr57+gaL8Ehq3T+DJnx9Ab9BzYEcagWEBVYYFSm8BeHOQJb8AICzl5bGEEHC8kW3qrf04l4J7B7JgFxiaI4yVvZmj7rmUlX+uw+Vwc/uU60ka0pGFPyxn2/JdfP/ir9z+5g2VjvmnsmdDMttX7sFg1DPmkcuRjicBELabkd4sKPkJWfwjwtSV4Igg+l3Zk9mfL+DFcW8BEBQewMAxvTFZTAy9foDvvN2GdWLLkh2snrX+hEZ4UX4xj494kbTdGVx573Cuuq+KckHH4Xa5yTtaQFhMCMtnrMHj9tKwdQOfnkG+w8Gy1L0s3H+QFQdTKXGXr5QHmMz0bZjIgMRGdIttgNlgQDoWIvO8oI8HUx/QN9AiAVxrtDJXZwEppaYe7tYiDWT+/8A6GulcgTD1RFgG1v5FvaXh6KKyWJUQQUhAevM40TKJzr2USOMWIACnbRJd4s0c2r2DtIJ83ly1nA/XrmZYs+Zc1botjUPOjcUuIXRI0QDIw1VyZvWnT5f53y0B4JL/DsZgNCDdB5El0wAdwv82Tdndkwroa61utZSSfTnZLE09wLLUA2w6nFGh3r1Jr6dDVDRdYxuQFBtHi7Bw9PVVHUEXDcIM0gGedDCcushjTKMo3ps+Cen1Eh4XxuHCQmbv28PsvbvZnZ3FktT9LEndT6SfjREtWnFFU0mw/d7S64dCWcm8+sLQDIPJQFiUnTm/beCia89N9fv18zZzaF8mVn8LYbEhHNx1iFs6P0hw03Cs/RKxJ9hYtSeFokA99A5E6AQGox6Lv4UDhXkVzqUXOvQ6TXtDCIHT48bt9QLg9nrJLCrkzhYz8HgdrDgax6T1ZkDTkNEhiA0IoFlYOC1Kf1qGRxByimJdQpiQpl7gmAuOBbTsNpGkIR1YM2sj3730Kw98enutjJtCoVDUBTU2wkeOHAloRtT48eMr7DMajSQmJvLaa69VcaTiRHQd2qlaVejjKQv5bhYWRrOwMK5s3RaP18u2o0dYeTCVeVt3sOFgOvYwM85IC1ndwkgucnH3D7/QdeEKbh1/Ma3bNqrRtRb/vJIF3y8lIMSf5TPWIATc+OI1vpyw6oTQpGtLeTkyAGEDy4Aq25YhhAGCXiw1wF/SahAXTkGEvFepbUhUMJMXPo3BqPd588b+bxSPDX+BRT+toM8V3X2K8jWtS36+MnvqAkCrqx4S4UZmaSWcsFyEkA5kyU/gXIH05iB0IQz8Tx9mf77Ad/zFNw7CZKmc65k0pCOf/u9bdq/dR05mXrX5l58++g1pu7X8yx8nz6BD/9YnDAHMzy7gxWveZO/G/bTo2oTMA0eRAhIvb8/H69awK3MLI2K/o1PgYVa4+mLRJdInroCgwAFckNiYjlExlcJlZWnZKkxdtZJVpm5QchDpXIuoxgiXrp3IwtfBW4AIehFhqOUKA64NPgNce70V6dLq3UvHIjD3O6F38LQo84RXYYQfH45e7SmKv9ZO4Xc1Uf4DuLsH/LdLV2bt3c20rVvYl5vNLzu28cuObSTFxDG6TTt6xyfUn3FXDWb/5jgLt2LzP1zvCumpO9NI2XoQg1FP75Fdkd4cZO6t4M0BQHozEGW5ycb2ZxSd4XC7WXMojWWpB1iaeoCMwoIK+5uEhNIrPoFucQ1oHxldd57ukyCEDqlP1AQ5PSmnZYQDPlFOgCh/f8a178i49h3Zl5PNn7t38fuuHWQWF/Hx+tV0MP1EsyA7HkNbQkKfR4j61YIQukCEPgZIpjh7DV6v95wsCfn7B1q4/kXjLqDpiPY89tznHI02UhxpBnIgMwcCDQi9IMriR+cWiTQK1Sq3xAUG+gT5As3mKj9fbq+XEpeLQqeTguJtxHun4vFaOSxuZ3BjIwfy8tifl0uJ28XBgnwOFuQzP6X8WRnpZ6NlRAQdomLoEBVNi7Dwk6ZICPMFSMdcLeXDdjtjHrmCNbM2smbWRg7uPuTTElEoFIpzjRp/S3tLVzgbNWrE6tWrCQ+v4/BKRY3Q63S0i4yiXWQUN3ZO4mhBIQt27mZ93hFWph3kSHY+OWY9sylk9m/f0+hPf1obg7DuyqNFTCRjHx1VSURmx6rdvHf3Z3g8Xt+2UfcM94UNVof05lc0wHURiMBHEeLkk2IhBBhbQdCryKwrwbUZ6dqOMFYOdT++PFnTTo0YPL4/s6YuYMptH3H5HcNYPWsDe9Yl07hDQ+5896Yq8zTPZ/KzC1hWKso3+Lr+4NTquGJsUzoZBGloCe4dYJ8DfqNp1DaBC//Th3nfLCE4MpCLxlftrQmLCaFZ50bsXpfMsl9XccnNlZWI929LZUmpcnFskyjS9x7m9/fncO9H1Rvhnz76LXs27sceamJp8REKO1opiA8lxZCObn0G45qsolngYQw6Hbe13s595iPYxAGEXyzCv1/VJ3VtBUAYO2i/TUnIkp/BuabK5lJ6kflPlnomQRZ9jAh6qto+nw7SPkP7wzIcYRmAzL0PyryUsgjc28HYrlav6VNH153ACD8mHP14pDfHN5ZYy0XYrEYjI1u25rIWrVh7KJ0ftm1h8f4U1hxKY82hNGL8A7iiVRsua9HyrIngGW0tETodcYlFpO5Mr1NxyuNZ8bumadBhQBv8g21a1EOpAQ6AYwnSoXnKhWXoKZ8/q7iYpan7WbQ/hdXpaTg8bt8+k15PUkwcvRMa0qtBAjEBVZfsOisYEjUj3LUTzNX8754mjUNCmditBzd36cqClH2sPTCLBP8s8p0GJvzdkciAJfxf2/YMbty0XhcizIHdseenkNDsMFuX7qwXYcuaUFJk5+tnfiQz9SgbN+4lr1MwfzRzsW/1PDwDYpBONzadDkNaIf4HiunfoSX//e9wooKqSG05CQadjgCzmQCzmSiWQokB/PozLm6Yr42UkqMlxaTk5rDz6FF2Zh1lx9EjpObnkVlcROb+IhbtTwHArDfQJiKSDtHRtI+Mpl1UNP7HiwSae4KwaIJ87u00aNaarkM6snrWBma8O4tbX7/uDEZPoVAo6o5T/oZKTk6ui34oaonwAH+uTOrElWir0lsyD/P7mk3M2rSNTOkk2VVEsqsIGoCxcBezX/mIW68ZRlJMnG/CMv3dWT4DvNOFbWnTswUX33zi2qdSSq3mtzcfDI0Qwe+C8D9lT7TQhyMtA8E+G1n8ZaWyZdVxzeNXsm/TfnavS64gGrd7XTJPXv4yz8x4pIJn5XxnwXfLcDndNGqXQLPOjZF5pbmQpj6+NsIyDFm4A2n/C+E3GoCbX7mWK+8bjsFkwBZYfcmuflf2ZPe6ZBZ8v5SLbxpU4X08mp7N6//Vavf2HJ7EqHsu4f6BT7F65noO7EgjoaWWhyel5GhxMbuzs9iUmsY3pFF4YyKWyADsRQ68Xi+2ACuBVgtdYxtwRZMFhJqs6IUOKAFSAYEs/hwsAxGGisaVlHZwa4rJGNuU/u4MCE2YzpOJ0B+nh+Bc5jPAAXDMQ7pvKtcsOEOkdINjKQDCOkwr5RXyIaBHFn8Fjr/BubL2jfATecJFmSc8v/rjndqCDobGlccMbZEsKTaOpNg4DhUU8POOrfy2YzuHCgt4Z/UKPl63hqFNm3FV67Y0DT2xyn2to2+MwagnNrGYvRtS6tUI37RQW7hIGtwRir/USjJiQIS8D+7dWmQPaEaC+cQRQVAuqrZ4fwqL9qew9Ugm8pgw80ibP33iG9IrPoGk2FgshrNX6uxECFM3pH0W0jETbBMqlJWrLUx6PYObNGNQxM+4i61syuuImwD25mTz3OIFvLt6JaNateGKVq3rpTyhztIDk/UXWnXOrbfqEtXhtDtJ3nyAkKggpj75PQs37+JouyByxzfEbDNTVJiLXujo07ghfRsm0is+gVCTBQS1kqcrpVd71gHCUjFNSQhBhJ+NCD8bXWPLn7uFTie7s46y5Ugmmw5nsDHjEPlOB+sy0lmXoWnQ6BA0DwunY3QMnWNi6RAVTZDFgjT1Bsc87cfYmhG3D2H1rA0s/nkFVz0w4l+nFaNQKM4PTmuZeN68ecybN4/MzEyfh7yMTz/9tFY6pjhzDDodHaNj6HhpDI9dOoRZf67k21lLSfX3khWiowRY7c1j5x+/42cx0yoiguYhYSw6chBdmIkXp95D684nn9BK915k4ZtQGhos/O9CVOWROwlur5cip5MSOZIQ72wonk9awcvYPV503iNsKryYHGcAHq9Eoimylv1t0uuJfbQ/OX9HcGRvJgkNo+jctQV/vzuXjB2Heebqydz2+nUYzUY8Lg8JreKqDMU+15FSsv7vLfw85Q8Ahlw3AGQhODWPHOZjhKEsg6DwLc0YcO/RRPCA0OiTL0b0vrwbXz41jQM70nls+Au07NaMpp0akZWew4+TZ1BSaCckIZQL7x/KEZsgfHQ7tu1K5fZ3v6LtiI5klZSQkptDvtMBgKPYSXG8H3qjnkCblV6NEmkfFU2PBvG0johETwHy6NOATvPElvxcsUPO1XCcEY5rB+ABXRjotJxyofNHGlpoEQDONWC9WBs3dwrowo8JuR6LdO/WVPkdc8Bwfc3fhBPh3q55u4U/GFpr1yqL5jB1Rzr+RjpXI2w3IqUTWfgeuNYiAh5HGJud/nVrIszmza3+8NIqBsJ0cnXxmIAAbu/agxs7JWmh6tu2sCc7i992bue3ndvpFB3L6DZt6ZuQ6BPNqlMMTdAb9UQ1sLNg1h7gwrq/Jpomwt4NKQB07leCLPoQABFwN8LYEmlogUCPdG1AmHsjdFUbgh6vl82Zh1m0P4XFB1JIza+YNtAqPJK+CQ3p1zCRJiGh50eKjbk/iMla+Un7n2C9tE4uI70F4JiLQaejS6MJTE9sy287tzNt2xYyiwr5eP0aPt+4nmFNm/F/bdvXrZaBKQmzn5m4Rvmkbl/HrrV7z4pCd87hXCZd9hIZaVnktAjgSPsg7CPjMJgN+FmMdIqPY1izFlzUuAnBljpK3XBv1543wgY1rA3ubzLRKSaWTjGxgFbKbn9eLhszMth0+BAbMjJIL8xnR9YRdmQd4butmwAtDWNkoygujXKjL56L0TaR5l2a0KZXc7Yu28UfH8xh/FNX1819KhQKxRkgpDyJzOVxPPXUUzz99NMkJSURExNTaULwyy+/1GoH64P8/HyCgoLIy8sjMPDUQ7DOR+xuF48+/BEr0g/i7RAB4dqXscflIT+rEKGD4Iggwvz8iA0IINLmT4jFSrDFQpDFgtVgwKjXY9Pn0970GCaRi0Sw3z2BdPcAPF4vbunF7nJT6HJS7HJS5HRR5HJS5HRqv0tzx4pKf+zHhFre2Hwpw+O3VOhzrtPKPatGke2w1fg+vR4vBdmFeD1ejIUezPkuTPkubCWSVo3i6Nu7HRcNSSLYYj3nJ7dF+cW8c+enrJ2jTT5a9WjGY9/dg971oxaFYGiMCPm8wn148/4HjoVgbIsIfhMhql94kNIN7j24RSOy7E5mTFvEj5/NxWXT47IZtB9/PW4/AyLMiinUD51BM7K8Hkl+Vj7Sq6nW24I1g0MvBAlBwRxdnoJn61HGXH4B100YVjm32z4Pmf+E7x5w79ZqX7u2I4s+AHM/dMdFRciiT5FFn1baJwvf04xtyxB0gY8jHcuReQ8cc6QBEfajVq++4AUwNEYX+sVpvSeVxrDoY2TRVDAPRBf0dMV9nnRk1mjt+hEzkYVvaWX5APQJiNDPEOLU1celdCKPaGJvInxmpbxj6UlDZl0NwowuYl6V5/BmXQmeDETwZISp2yleX7LxcAbTtm5m4f5kn3JypM2fK1u1YUSLlnU32S+9fsmBgZTkH+HD5/rzyHdvn9G59m5IIaF1A0zmE3uZV89cz6sT3qNB8zBe+XG3Fg5rGY6uuprmx1DscrEyLZXFB/az9MB+8hx23z6DTkfX2Ab0TWhI34REImw1f96dS8jC97XoDwDLxYiA+0/4/Dmta5Q9A4579rk8HhakJPPNlk1sP1pej7h7XDz/16YdPRrE18nz3pt7F0VHFjP3x1A2rxvKpB/ur/VrnAh7sYNJo19ljSeXzE7BuGwGEBASEsBl7drUW6SKLPxIi2Cq4jl4JmQWFbI+4xDrMw6x4dAhUvK01A+Tzs03F0zFqPPw/JbriQxqT0iWhzkP/0SAW8c7q18kIMT/nM3VP1v8G+e+CsW5xCl7wt9//32mTp3KuHHj6qI/inrCYjBy14QRpA16GhYd5d6ZD3DU5OX32StZeegIJASCgKySYrJKioHDVZ7nwbZzKInKYE9RMM9tGkJasQuYfUZ9M+sNzDg4EJvJRlLYbvJcYcRZM4j2K+HxLgdZkXclOiF8PwKBy+vB7nb7fgqdDrJL7GSXFCOEoCi/GJcQuAONFAHZXkkqhczeupzn9q8jLCSQKIsf7oP5RJitDOjfkZiAQGJs/ujyHDRMjK7Rl3f63gz+/Gguh5IzMVtNWPzMBIYH0LJbM7oMbo/RVHliX5RfzM9v/MGB7QcZ88gVNG7fsFIbj8fDG7d8yKaF20pFoLpxzaQr0RskMl/zGgvrlZUmlsL/NqRzDbi24M2+jqOml8iym8kqKaagJINY3Q+klwSzIKMdw6K+p23wTlIKg5m07hJypA3XmCZ4XB68Xi8upxshwGw1Y7aaQIDVYCTcz48IPxvCP5wtv61HX+Bi8PDuXD66P4lBwRzZl8l9d85Db9Bx9VcXVCm0U+aJxZhUqg/QXNtO6Xi5NlcQ2pNSIu1ztXs0HVc32JQExV+Dc43WruSnivstQ7S0B3M/KHgF3Pvw5tyMsFyq5XGfweRcOhaV9qkKj7IuRvPae7PAsRhK/ijf5zkAxd+D7Vqk1Go619hg8YWZC61cz/GUhaNLB1LaK4lWSc8RzYBE+Lz3p4IQQou4iY7hcGGhL1Q9s6iQd9es5OP1a7iocVNGtmxN24jIWjd+hBAYrK0hfyE2/1QKcgor6UbUlG+e+5np782iScdEHvvunhOKvG1auA2Ay29yaOOnC0ME3Flt+8yiQpalHmDxgf2sSjuIy1te6jPQZKZ3QkP6JDSkR1w8tuPzXs9HbDchcCOLv9O84fposNVe9Qrp3ucz8oXf+AqfK6Nez0VNmjKocRM2ZR7m280bWbg/hZVpqaxMS6VhUDBXt2nHsKbNsRprL6Rf+F2H1X81vYdmMvfHTSRvOUCjtqcnTFcTCnOLmPf1YgpziwhJDOeL5avY3FHgsUUQGOpPsMnMyMTmXNOrG4F1XF5QSqlFFnkOIIu/BECYT1DT/TSItPkzpEkzhjTRooayS4rZeDiD9YcOkVK0kOYBe4izbOPnXdr/T/4NjdDlOBj5xJuE50ks+wu57+lxtO936s85hUKhqG1O2Qh3Op306tWrLvqiqGcatmpAh/6t2bhgG9u/X8t1z/wfW56bTfbcdMZN6k2/a/qRVpBPen4+R4uLyHXYybXbybPbKXG7CTWm0z8mBdDx7YEr8bdG0camx1BatsSg02E2GPA3mbAZTfgZjfibtN82kwl/owmbyeT7u2xfuZFWHiIsneuQuXfSPWw9PZo/htDXfDXf7fWSYy/hUEEB6QUFpOXnsS35INv2pZGam4sdyDUUcehQFl63F0pyWDLnKEaTgeL8ErweiZ/VRMO4SEKtVlwZBaSt3Y8sdhEbE0bDxjE0bBhN1t5MVny/HG+RC51bonN5td9uyR+f/U1YRBCX3T6UHpd2qVCX9b27p7J61gYAdqx8iaenP1xh4uZ0uHj3rs/YtHAbZquJST/cR5OOiRQ6neTmfInNdRCXDGBVRhPyHNvJsZeQXVJMdkkJWSXFRBgHcm2j6QQatzMj9VE+3tUbm8HB691+JsqcT4wRugRqhrxXQoIthysTNzEjfTDhEX5E2Gw+Qzvcz0aErfxvm9FYYfI70xHOZ499y6atc7mscwfM3cP59a2/AOg4sC2BYZXTFLTJm5aTXMkLa2wFGDSxK08aGBog3fu1XFvPAcAI5uME5oztte3eLK1UWVmNZv+JoAsBkxayL3QBSOsVUDINXNuQrm0Ibw7YKlZ/qCnSfaBUFV0P5j6V9gshkMYO4PgbmV8qBmdsh7COROY/gyz6DOk5CI75Wv3rkA9rpqbtywf3rzr3VtjQHvVuLURUH11xv0uLrMDQ5Ixrq0f5+3NrUndu6NiFufv2Mm3bZnZmHeWP3Tv5Y/dOEoKCubRZC4Y1a06EX+15eI1+7dDpF9OoZQE7V+8laXCHUz7HztV7mP6eVkJp74YUfn7jD655/Mpq229atA2QtO++CwBhu6GCCKXL42FTZgbLU7X63XtzsiocHxcQSN+ERPo11FIz6iV0vx4RQg/+E8HQFJn/LLLoC7CMQOjPXCRTenOQeY+AdIKpW7X59kIIOkRF0yEqmrT8fKZt28yMXTvZn5fLy8sW896aVYxs2YorW7Ulyv/MPvsAwtQJnbUbVv+FXH5TCrOnLuC/r157xuetioyUTJ4b8wbph7M52j6II84gPDF6hNCTGBnGzb16cEmzFvUnTlf0EbL4mIgifXSNdBDOhFCrHwMSGzMgsTGyOANPwWSub23HL7Aj6zMOscXtJc/t5aA/HIwCmgfznzm/MiR/Hz0aJ9IqPIJGwSH/jEUvhUJx3nHK4egPPfQQ/v7+PP7443XVp3rn3xySs3HhVp7/zxQsNjNvr3yBO3o8SkmhnRdn/o9G7Sp6ZKV9PtL+F+hCEOZ+yKKPtbBh8wB0Qc/UeV+9OTeDaxvCfyLC7/+Qri1a3q+p92nn0376v2/468uFOAMMOIOMOAINOAONOMt+BxjwmLRFAVuwHwaDnrysAjjBf43BbMBsMZbWZpZ4PV5cDhfS7UXnkgi3l+AgfxIaRyMdbnYv243wSPR6HR63l4AQGx36t9Fqr7pcbF61m/yCYqRRR0STSPQ2E4VOB0adk8/6fIWfwclb2y5g7qHKddXL6BBykKc7/4FH6nho7Y1cmrCdwTHL0AsBGDDovOiEDoeuGzbWoNMFI8J/RYhT8xJJKZly60csn7EGvV5HcFQQWek56HSCp359sMocSenej8weS1mY9vGeWm/OLeDaggh4FEydkNnjQJaG71oGowucVOmc3ty7NI0CfYJmrBvboaui5J2UHk3PwD5Ty+VGIIIng/RoIfynYJTKok+QRZ+BqQe64FerblP8k1YerRQR/DoYuyBz/wuu7RUbW4ahC/zfya/r3IjMvR30cejCvq+yjTdrDHhSqww39xa8ooXFW69AF3DvSa93Kkgp2Zx5mF93bOPv5H2+lBMdgu4N4rm4aXN6JzTE7wy9kdKxmMLUu0jZbmD92vu59snRp3yON2/7iKW/rcbqb6Gk0E5YTDBvr3qxygiYzNSj3NHjUVp2ymfSJ6kInQ0R/huHi9ysTDvI8tQDrEpPo9jl9B0jELSJiKRPaX53o+CQcz4FpjaQUiJzbgT3TkTAIwjrJWd8Tm/uQ+BcCvpoRMiHCF3Nc70LnU7+2LWDadu2kFagRZHohaB/YmP+r237M47WkO69ODOuoTCngBfuSOKp397BFlS7KQWH9h3miRveZHu4h5yOIehsJjxuD8FuPTf37MF/+nY7aWmvU0VKL+AGDFD8KbLkNy36I+gFkMXI7BsAjxaNI0sQgU8jTlKetFb75zmCzLoCkIjQrxGGhhS7XMxduZnfF68j3eQi2VmA2ysxWoxIrxevV2K2mGgUHU6TkFAahYQQYfHj8JoD6HMcXHXthUSEB/uu4XS4WPnHOjr0b40tyI8jqVlENYygILuQX978E0exg0tvGUxsk4oLnfu3H+SXKX+yd0MyJYV2YhpH0aF/G8LjQnHaXQwe37/exulY/s1zX4XiXOCUl0jtdjsffvghc+fOpX379hiPmzxNnjy51jqnqHva92tNfItYUnem88kj31BSaMcWaCWhdUW1aGmfj8x//JjXpaG0wobwv71e+iosw5CubUj7n5p3JfdubUfJLxD69Wl58cY8cjlrZm8kKz0HS66Lx7+/h6xDuXz4gLaif+HYvkihZ8Z3C4nqEEdg43DWrT1CSNMI2g5uR1rqEdIzssjNL0L4mwhKCMUc6ofdUxoe73LhRSKlFWeJE6fdidvp4ajLTv6BdKSUuGKtmCxGrAFWCrPyKfBK8vbuw2QxYi9yUGL2IKxm/INtFBq8UJo/Ojh6FzaDkyP2EPaVdKd9pJVAs5lgi5VQq5Uwq5UwPz9CrFZCLVZCvBkYPNv5YijIkh0gLYigZ8HQShtDcx/MhpbIrFGaF9m5oqLQW03eIyH476vjsBfZWf/3FrLSc0rH+YrqRYpKVXQxdaqyvq8wttfqz7s2IbyHNANc3wDhfweYulbdD2MXrYa454D2ugrPtNZfPSLgHgi4B2/eo+BYhMy9R9tpHoioYT6j9OYgizUDWFiGVd/QerGm4OvaBOYLEGX9D3oNmf8seDPA0Azss7QKAf53nlzk0FuaKqKLqL6NoZGmCu/ep3kOy/otnWDX8sQrhfXXAkII2kdF0z4qmvt69mFe8l5+37VT8xAfPMDygwcw6fX0jm/IhY0a0zu+4emFBxtaYzQZiGlYzA+fbK3RIav+Ws/+rakkDe1IZEI4q2euB+CRr27mxXEfknUol93rkqtUW984X7tGv6vdODweNmQ159W/fyG9sKICfbDFSs8G8fRsEE/3uHiCLGenjNvZRAgBph5I905NlPAMjXDpXKMZ4OgQQS+ekgEOmgDY1W3bc2XrtixNPcB3WzaxLiOdecl7mZe8l2ahYVzWohVDmjQj4DRCuIWhCUb/C9AX/EWfoaksnLaci286cXWRmnJo32G++egvfju4h8wLAxAmPQGh/jQLC+f6jp0YkNgYfR1FVMiCl8H+h/ac8Zbm2XtzkNnXaur/eMDcFxH4vGaEVyNEWFcIfQTS1AucS5ElPyEC7sXPaGREn86M6KOJwy35Yw0vPPEFhbEWimKtlISZKHF72X0wgwNZ2cxxenDYnUiPtsr+5kd78beaCQ3yJzwogCPbD5GbkoVl3mzMJgOFWUVYLEachQ6EBKkTfPncXnqO7IrT7cZgMlBYWMKGpdtx6r3I7ha8Biteg5tfjm7CmyswSNgoL/hXLMgpFIqKnLIRvmnTJjp27AjAli0VhbPUQ+T8QwjBxTdeyAcPfMnyGVpt5ZY9mlUoUyK92ciCF7UXpl5aLWLHEtBHakrox4e31hXmC6HgTXDvKzfAAbxZWr3ngLurO7JarP5WnvrlQbYu3UFkwwha99Bykbtc1B6TxYjJYiI/u4C/py4gd8l+cpfsJxx47uXbadqx0UnPL6XE7fVqBrnHjcPtZu2irXz8xLd49Dq8RoHXIBj71GjCY0NZPmM1K/5cT3RiBKPvH8EXj39HweECht9wIb2HdsZiMGA2GAgwmQgpuQmd10ZE5G1807L6sFlfX0ouQxbs8CmEY2gMpn5aCLP/LeXtzAOh5AekYzHiFI3wsjF9+Ms7ObgrnZzDecQ1i65WkV3L7dY0BIS5cj1yoDS8/BtwbUK6NE+qsN1w4nxDUxcoOvb1yVNohO1WzXCXpQc6FiO9RQjdib1YUrqQ+c+BLAZD8xOGYAphheAp4NpcoUyZ0AUigl/2vfa6d4E7WSupZhly4o57So3wE/wfCkMTpGMR0p1Mhae0Y76mrq+L1HLp6xCbycSIFq0Y0aIVB/Jy+WP3Tubt28vBgnzmp+xjfso+zHoDSbFx9GgQT68GCcTV0Dsj9GHoTHEIsRuD3E5RfvEJS/BtW7GL129+H69X8uvbf9F1aCecDjeX3eigWcOJ3PZcQ16908SKGWtokdSEmZ/NZ/kfazE3DaX1td2ZumMd+8bGE9llGwVOB1/vCiS9MB+9ELQKj9T6H59Ay/AIdOp7UVssK/4cXGuQ0ntGJcvK8o2xjvRVfDgd9Dod/Rpq6QC7so7y/dbNzN67h93ZWby6fAlvrVrBhY0aM7x5SzpEx5zS+yj8RmP2m0f3QUd49f4/GDi2Lxa/M8vJnrd4A5M++5mjjf2gZQAGk4GkRvHc2K0bfeIb1un8S7r3gf137UWpAS78rkU65oInHWQJCCvC/26tH1VpU9QDwu9KpHMplPyCtAxFGCvmfvcc0olBv61hxR/rCDsk6HN5B379Yh5FAXpKwkw4gk2YAgwQbsVh0+PwSgqK7BQU28nIzceBExJt+JbawssWSC2aSKmUeD2S3zYftxAYbcZg0mP1t2AQArfbg8vhQkjtc+hxezAY66+mvUKhODc45f/6+fPn10U/FGeRC0b3Yulvq9myZAcWPxMjJ1b05MmijzXDxNAMEfTcKYco1xZCF4i0joSSH0o3mBEBDyLzn4GSX5F+VyP0Mad83ogGYfS/uqJB5x9cbngFhgbQ5/LuLJi2DICkIR1qZICDtshh1Osx6vUEoE3CGlzai/y1afz+4RwAul/cmfH9ewLQZ3wME99ZhnPHPo5EbUC/PIOEMH9uHjO4Qkk16VyNLErVJjuWoTW7UfMAKHxTmzABwu/6KifDwtwbWfIDOJchpUfL7awGWTId6VikTb6Oq7XdoHksDZrHnrhP7l2ah1aYwNyv6jbGttrvUq82wnpyD72hFZgHgWOu5lnWJ564PSAM8RA+A0ALefekadEAlqpLXknnGmTxNK0cmjcbhKlUAfrEBoYQxpOW7RGmfkh3MtKxEHESI1yWesJFaZm2Kim7f0/KMccVIgvf1461Dj/h+1zbJAQFc2tSd27p0o1d2VnM3beXv5P3klaQz9LU/SxN3c9rQHxgEN3j4ukYrXnTI23VR7sY/JLQ6ffStF0eO1bupstF5Xnh+7el8udH8xg0rh+N2zfkg/s+x+vVvF1ul4flM9aQ0KyQy2/YA5ho120HXS5vwPQNm0n/K5SfVi+hqK0Fr/EIpr9m4fR3kRhYTKRfEWCiTdwQxnZpRIeoaJVfWhXGNiDMmiaBJ7lyucEaIt0Hykth+o2pte41Dwvn8X4DuLNbT2bu2cVvO3ewLzebP/fs4s89u4j0szGwURMGNW5Cm5qEqxs7YfRricVvI6067uLb53/mumf+75QNZZfHw8L9yXy3cSNLduxFNrFhMOlJionjjoH96BITWy/Oj7IoH3RBCL9xYErSFkAsw5B5D4IwImz/RehP8AyqB4SpK9IyCOxzkQWTIeSjCuOjN+i558NbyDmci8XfgtVmofOgdkx75TeyDuXSvHljOl/Unq5DOwLw17eLmP3zclJSMvCYdXjMOuI6xuPyenF7vbQf0IaC/GKKixy06N4Uj8PN7E/+puBoAcILSInwQkKTaK6681ICbBbMem0h3azX+34rA1yh+Hdyyjnh/0RUXoym0D33y0V0HNCGhq3jkd48cG0EWaIZuYAIfgdhOnXBo9pEenOQ2deBdCACJyHMvcrzf+swN72kyM63z//MnvXJ3PH2jcQ0PrPJhtvlZuG05TjtTvpc0b2CmvPHD3/FnC8X+V5fee9wrrpvuO+1lC5k7kRwbQXrlehOIQJAujZpecu6cC0/swqDUUoX8uilIItO+J5L+yzfZ0MrEfTxKZcgkoVvaRO8k7x3ZaHiAMJ2PcI2oWbndx8EXSCiqvrZJ+xXxTJnlfa7diFzJuATB9CFIAIeQ5i7n9J1qr2+e4/2OS8rp4ZbW7Aw9ay0CObNvR+cKxABDyKsI6o5377SsFE/rYyZ0CGLv9NK2+ljEaFfVJkKUJ9IKdmTnc3ygwdYdvAAmw9n+MqdlRFl86dVeARNQ8NoHBJKk5BQov39MRsMyJI/KUx7jJ3rTezYcb9PVC0/u4CHLnqG7Ixc9AYd/Uf3Yt43SwiOtHDPtNt56cHvOJibx1137aJPF+2aHq+XjYfDmDj3IoQOpFe7vs7txS/Tgd9hO9f1OcD4MfvRmXtWqwGgKMebcye41p3wc3rScxRM0RZhTT3RBb9Syz0sR0rJliOZ/LZjO/NT9lF0TG5/tH8A/RIS6RbXgM4xsdXqGciS33EcfYaM/U6emtCRy+4YXWmBu7prbzuSybzkfczeu5ujJcUU5hbhsruIy4bX7r6GTvENTnqeas/v2oQsfAeEBeF/v7b4eJL+aClKmYjg18tTaM5RpDdbKwUp7YigZxHm/md0PrfLzWs3vse6uZsJDPPnzWXPYfWvvmqCx+1h78YUIuI1AcL0PRm06NrknDS01dxXoTi71NgIv+KKK2p0wp9//vmMOnQ2OJ8eRJqS9HJw7wFzf9AFgScTDIm15qGW0lkqpLOvfKN1BLqAB2vl/GeK9BZpK++lBp9mEN0IeBGBzyAsA5DebE3oSp9w0knGuUZGSib39H0cr1diNBl4Z/WLBIUHau+9fTqy6EPw5mkGVehUhP4k3ubTwJv/HNj/Autl6AIeqLRfeguR2Vdr/ShFBDyAsF5W42tI6dGEdLxZiKAXThj6Lr05yJz/AgZE6CcVVKjrAulchcy9t1qxM2/+M1retrEVwu/GUhG32hVf8ubcqoWtH0sViy7e7GvBve+ENb61hZVLQBb7JtLenNvBtRHhfw/Cb1St9r02KHA4WJ2exvqMdDYdzmBPdlYlo7yMYIuVViEeHmv9Nk67h9s+u4p+l2tpAZuW7mDH+n1Ig8Bt0eO26LEGunn7qoXE+Rew+HATPtzWjan9v8Og8/L8psE82n420gtjPhiKPU2HLdPOE89PoGhrJp89+g0ms4G3ZhcTGLjnnB2/cw1Z+KGmnm25GF3gozU7RjqR+U+Aa5tWBcE+S1scDHqp1stfVYfDrYntzd23h8UH9lPidvn2GXQ62kVG0zYyilbhEbSOiCDK5q9VQpAuZPb12At2snymlakvtWTSTw/TrHPj4+5RcrSkmPWH0pm3aQfbS3LJLCnPpTEWeRDzDxC1q4iXv3/wjEqeSelGZo8Hz35tg7kvuqAXTnyMJw2ZdTXVCWeei/jqlOsbli4wnlmUj9Pu5M+P5tGqZ/MqNSLOV86nua9C8U+kxktzQUFBddmPM+add97hlVdeISMjgw4dOvDWW2/RrVvVE9JzHenaohnW5gGVQ81KpiEL39L+LvqwfLsuDIJeRhhbnHkHir+uaICb+yNsE8/8vLXE8caOMDYHvzHI4q+RBc9oOWGOxT61a/zvQvidPGe6tpDSpYUy4wV0Wvi0LqLaMGUpnVo4vXsPwjae6MQ4HvriDnau3kubXs0JCi/9cjy2BIzw09Rn68AABxCWIZoSvn0u0nZrBdE7KV2aSI83T1vksFyMLHpfq8dtGVFteKS2iPA70rUR4XetNkbeLBD+YDqxB1noQiD0a0AgRD14FMrqZXvSkN7sCuJP0pNVLmbmf0+lvMPaQvhdg8x7qOLGkp+R1ssQhmPSIcpywk8Qji6EEWkZBiU/IYt/AEOLcgO/noyZUyXAbGZgo8YMbKQZLcUuF1uPHGZPdjZ7srPYl5NNck4Odo+bXHsJyw9BWqI/keZ8Aloe4bvNmxA6Qb6ngPjukivb7uO3nY3YneXHY/1W0SAgHwEMiNnLoNhkdDod+Z4mXNXxNgKtGRg9u7nGlcLs+QFcee9w+ia1hqTWNGgaTWiUgcDA0mgMcxU14RWVKUsrKSuJVxOcy7VnOUBJ6QK/PhpM9TfmZoPBlzvucLtZfjCVFWmprDyYyqHCAtZnpLM+I93XPsBkpkFgILEBgbQJHsalkfvoNKiAbOsBnv9qOhcZB5Bjt5NdUkx6QQH7crLJKS6mKK8Yt9OD3qAjIiKYvo0aEbHfzpJXpqPzwvXPjqlkgEspQeaBCKzw/SKlo1QcLdjXTgihVYEoM8BB071w7dK+Q6vDqQkWYmx1XhjgAPiN0T4vnv3aPZ+hGKDJYmLkHSePYlAoFIpT4R8Rjv79999z7bXX8v7779O9e3feeOMNfvjhB3bu3ElkZORJjz+XVgNl0afIok8BtJJMlmHgmAkiEIwdkFlXakJKVSFsiOApoI/Rws2cK8HQHGEbB4Z2PuNISjs4lmre5CrycL3ZE0rLyTwElkvOSESnvpDShcx7WLtnH6W1kQFhuxn8xmmGufcw6KLOqCay9m/jrbDCLqUHir/WVuClo+IBuiCEZShYr0boK34mvfkvaKqzWkcRIR8hDOWTLSkllHyvhQ777mV0nU6IpPQis8dohrIwgTFJUxgXZmTRVC2PGz0i+FUwtERmXQbSqWkGHF+3u+ycZd4JAHRoixScckh9feHzMJd66aW3QFt4cMzSQvqNbdCFfFCnfZCOFUj7XwjLIGTJ75oqtGU4ukDNOJfeQuRRTRNARMw94WdCug8gs/+jtfW/XXtGGBqjC/2i2mPOdaSUFDgdZBQWcriokBj5FsGOufz6dyJ7/ccTFh3Mgk9n8MpdS4mPAy8W1icPpkfTP9DpDOgsQxGOv3znK/OwyqLPkUUfUeLqxNrl/6H3pTZ03m1g6qqJ3Nn/RuZPAn0DdGHfncUROH+Q3gItGgMvIuBBMPXU0mKE0CKX7LM0lW3zYG2RUYjyiBwfOi0NyVI7auNngpSStIJ81qSns/1oJtuOZLIvJ7tStEZS2H4e6zALvF4mLe3NBnsbdHrtO9XrkbgcLuyFdkxH7AQcLME/rYTWthA69GzJnx9ri33DJgxk/FNXAy5t4RKjJnJX9Jn2jNYnIALu0XKi7X9rZRC9eWAZhjD3QhZMAX2ElsIECP+JSNd2rVIDIPxvBculCF25s0W6doBjHrL4W62N33iE/011PKq1hyz+VnvG6SIRYd9p6XWeNLAMrdF3p2/hosI2L7jWlopqGrVqFrpYkDnIos+1EHi//yAMx5V39WSBXVtoR7oQhiZaZIehCXgLEPrw2rz1GnMuzX0Vin8j/wgjvHv37nTt2pW339aMFK/XS3x8PHfccQcPP/xwpfYOhwOHo9xIys/PJz4+/qw/iKQ3R8u9kqX5Z7pw7UFd8pP2Wh8NngxfiBXebMALwobMu6/0C1YHwljZCBQ2TVjN1FHzcJZ6z4TfWO0L2NeHotJJvUSE/XTWhVZOBc2j/DPStV3LW7MMheLPtYkKgC4EvDnlB+hjwNgGYbtdK28i7VD0Jej8wFoq+uOYpamEW6/25UZL+yxk4bvaJMfQBIwtEfo4pGNxuXdRWDXjVXpLhdDc5dc1NEZY/w9hvRjpPlhqGHnL9xs7I4KnlIY0epGFr0LJdO20ftcgjlEyr0ukew8yZ2LViz66IETAo76QUFn4gaZarIvUQuSPy8GW3mJk1khNQfw4ROjn2qTkHMNb8LI27pZLEMaW2nteKmoHIAKfQlQj2lYXSOd6ZO4dWi5n2K8InT+yZAay4CXQRaAL/+Wk5/Dm/Nc3EYf6/TzVB9L+F0Vpj7FzvZE1K24joVUc2fte5tJrD1fQXQDAMgQR8BgUfYAsmQbGLoigl7X/u7IcegyI0M+ROTeUPlP1iJD3kMXfgeNvbcLtf9vZuNXzEm/Bq1Dya/kGYzst4qPwLfAcLN+uC0ZYRyKLfwJZgAh6VfNqGtsgyjzq5yAOt5vU/DwO5ueTVpBPTkkJBU4HnQOn09lvHjsOBvHuumvo3LUFO+du5cCSPZiPOrDkuGjUIowbn+3B5FtmkpNZ/n1x+R3DGP3gZQjnPE1sTBZU3wF9g4rjWGWbKETot+DNQ2aPLX8miwCE/01I11ZNf8KdXH6MLrT0uX5q5eDOJlI6tDB671Ft/lNW9UKfgAj9FLyFmlCloWXFSC/XFmThFHAfRFiHg+Vi0McjhB5vwWTNw66P0yK43DtBF1o6FytF+CFCPgGEli7ozUPm3lle1u14dMHown+vs3E4EcoIVyjOLue9Ee50OvHz8+PHH39k5MiRvu3jx48nNzeX3377rdIxTz75JE899VSl7Wf7QSSLPtEMRkNj7QujLMwUKPccCs1AO05dWXqLkPmP+pRj0ccgbDcgnRs1DwMuquNY8S3pWKkZ9PoYdGE/1Or9nS1k8Y+lXuTSic2xX8gAhkaI4LeQufdpX6oAxk4gdOXjKWyIkA9BWDXRl2ON6mMRFoT/PWC5+JjIAxc4VyGLv9FW48ua+t+NdO8F+wwwdUcE3KupcksnIugVhLknsuRPZMHzgED4TwTr6HotBSi9BZr6t2ubVo5GejVPt99/jgtRt2tGiyddu5egVyqGR5YZi/o4zajJmwSe/ZoRaB1e1aXPOtK5EZl7e9U7jR0QwW/Ua6UAKaU2afYc0ATajK00UTtZhPC/A+F39cnPUfyDNsEsRYS8f04bNaeK9BzGmT6C/Owinrt9ECHRDbjiumk0aSuxRj6spXN4s0r/nz/26UVoX4PS95nVxnpM1QbNMZNuEfJhnaUj/BPRtB1u0sZPOo/bayw1Wo5W3KwLQYT9Uj9pKHWE9GZjP3gJxXkFPPPfjhQVRpKfVQhI2veJ4+LxetonLUZQTH5eDA9eGY3eYOXqBy+j/9W9y5+fx6KPRliGg+USZPFnUFI+1xF+Y8HYXovWkG6t/KAwA1JbAC77vneuRtrngWtDFZ91Q2kVBwPCNh5hbFOHI1Q3SMcKbV50/GfN1KP0u92lLfj4TwRdlJZS5VhQ+UT6hgjbteVCpFWhb6Bdp4KxrQc8pX/GIKyjQRiRznVaVJN0aFU1wufUa3WKMpQRrlCcXc57Izw9PZ24uDiWLVtGz549fdsffPBBFi5cyMqVKysdcy56wjUv+NWacFLgU6C+AQYqAADgLUlEQVQL07xeSITtFjB1RhZ9hjBfgLBeWvU5pATXGpB2LWyyNORKy1E+oBmCrm1aHrHfOGTRu5qnz9gKEfyh5gEq82hahqILfKweR6Bukd4ccO/XlKD1kUhvPrh3IvOfLQ3vqwHmAZo3veRnLaog8ClNIM+9E+k5qI2r5bJKpboq9iMXir/RDPJjKFsI8amFl3rDZc54LSTadhPCNv4MRqDu0TznN2uLCP53V8jD96U4+N+qTRDPE3zK+5RObK0jwJsPhhZnJU3Dt0h2LIZmiJAPaqRML705yKOXA25t8hn221mZ/NUlnqNjyDu8hQ+faUbqHhtPf7aewLBgDNF/gfcIOJZoi2QnCQGVxd9o0Q+liOA3kAUvHJODH6lFC6k64KdE2YIH3ixtcdQxT/NwB/xPi07yZIBziRZKDCdMcTmf8OY+Qn7Gnyz+PYzv323E6FsPc9HVdswWe+XG1tHoAu7UoruKPtEqNQBYRyH87wB0lZ4/0r1HEyM1tkMYErVtZYtFJ/FgS2+hls7lSQVjR01R3NgeoQ87w7s++0h3CjjXaKUqPfuQBa+d/CDLUISxA7Lk1/KF+TL0DbW0CUDYbtDK7slcsF5V6vW+XVuMPhZDY23R9lhtEenUjHZhO2vPEGWEKxRnl/N3afkMMJvNmM3ms90NAKRzrbb66t6rhYUZmpcKsukg+A3Ny1Waty1OUpJFCAFVlA8RwqiFTRuaUOFR7zcBaZ+lfXE7l4O5F9K1QTvG2LFW7u9cQehCwBRyzOtAbayCnkXm3AalpaZEwMNgSEQWvK55YGzjNe939nXgmF9+vP/tWt62IQEYSE2/QoUuGGm7VVsUcSzRNho7lpcBs46G4h/BtQ6Kv9AE8oQVrOe++rIwNAXb7cjC17UFHlM3hCEB6dpZOpExaKF95xEi4HFwzAFD6/L3SB939vpj7g6BjyGLfwRh1ko9mQfW2CMvdCEQ9g2y8EOEufc/zgAHEOaemK27aJOUS0i4E51eh96vC0IXALoALdKoJlivAvsccO9G+E9EmJIg8Elkzh0grIjAx5UBfhpoYyZAH4EIegrpfaCiIWKIB8MY7f9Muv8RBjiAsI3FP3ghAy7Po+/wLfgH6n254egbIKxXgD5OE2MsmYZXFoJztbZwBAi//4Dt1mo/c8LQFAxNK26rYfi40PkjQt4+/Zs7hxGGRChblJCtoOR37fvI0ELT0Cn5Dlk8DRCaCK3faF96lLAOR3oOa+HknjTtmRv8ZvWLE/oITUDUtU1LH5R2baHe1L2SBo0QJi1lTaFQ/Gs5743w8PBw9Ho9hw8frrD98OHDREdHn6VenQLuXb76xwgbIuA+3wq3MHWp00sLfRhYL9fqBRd/BqYumkEOYDy79cDrC2FsBwEPIB2LtEm25WKE0CFCP6nQTho7lIeSG9uB8fTfGyEEBDyM1H0KuBHW/yvfp49CWi4E+2xk0UfaRsvwMxKRq1esl4NzMTjXIPMeAL+rkcWlqsbmCzQj8DxC6MM1pd1zCGEZqon8ne7x+lhE0JO116FzDGHugdnvOzr1LaJJWx1+gVaE6dQV4IUwQvAU8BzwhewLYzsIm6blfZ4v/5PnONWNY1WioeczwtgWnaUvfrql2gZdGCLgPjD1qBDFIs0XatEB9j/L2/nfjbAMOAu9/mchhAkR+gnSW6iljgkD2G5E2G6s/hh9FAS/jSz6CGHuddLoACGMYDpm/nScSJtCoVCUcd6Ho4MmzNatWzfeeksr3eX1eklISGDixIlVCrMdz9kMyZHuPVoJEFkA5sEnDGWuk+t7s0sV152aQE7xV5oIS9hvystzDNKdiix4Gtx7tZx8Y7s6vNYezfMOgA4RNg2hPw8WlEqRnkytpnepBwcozcH9pN4/34p/H1K6SuvPl4swav9DdVPOT6GoKVI6NE+sLAHr8Apq5L423iIo/kIrWWnqDdZLa5RqolCcKiocXaE4u5z3nnCAe++9l/Hjx5OUlES3bt144403KCoq4vrrrz/bXTspVYWQ1ev1daFIy0it/njxV9pGY0dlgB+HMMQjQj5CSnedCwQJQ1MIeESrp23qcl4Z4IBWgi30Sy333bVF8zjYrlUGuKJeEMII1pHlVREMjZUBrjgnEMIMfidOLRI6G/jfWuMUJ4VCoVCcn/wjjPCrr76aI0eOMGnSJDIyMujYsSMzZ84kKur8Ka91NhG2cUjnEk1MpNRgUlRNfSn0CuslCOsl9XKtukDo/MH/ZjWRVJwdrKM0MSZhPmGoqUKhUCgUCsXZ4B8Rjn6mqJAckJ4jyOJvEJYBCGP7s90dhUKhUCgUCkUdoea+CsXZ5R/hCVecOUIfgQi462x3Q6FQKBQKhUKhUCj+0dR/oVuFQqFQKBQKhUKhUCj+pSgjXKFQKBQKhUKhUCgUinpCGeEKhUKhUCgUCoVCoVDUEyonHCjTpsvPzz/LPVEoFAqFQqFQKOqWsjmv0mdWKM4OyggHCgoKAIiPjz/LPVEoFAqFQqFQKOqHgoICgoKCznY3FIp/HapEGeD1eklPTycgIAAh6r+ycX5+PvHx8aSmpqoyEfWAGu/6RY13/aLGu35R412/qPGuX9R41y/1Od5SSgoKCoiNjUWnU9mpCkV9ozzhgE6no0GDBme7GwQGBqovuXpEjXf9osa7flHjXb+o8a5f1HjXL2q865f6Gm/lAVcozh5q6UuhUCgUCoVCoVAoFIp6QhnhCoVCoVAoFAqFQqFQ1BPKCD8HMJvNPPHEE5jN5rPdlX8FarzrFzXe9Ysa7/pFjXf9osa7flHjXb+o8VYo/j0oYTaFQqFQKBQKhUKhUCjqCeUJVygUCoVCoVAoFAqFop5QRrhCoVAoFAqFQqFQKBT1hDLCFQqFQqFQKBQKhUKhqCeUEa5QKBQKhUKhUCgUCkU9oYzweuDFF19ECMHdd9/t22a327n99tsJCwvD39+fUaNGcfjw4QrHHThwgEsuuQQ/Pz8iIyN54IEHcLvd9dz784O0tDSuueYawsLCsFqttGvXjjVr1vj2SymZNGkSMTExWK1WBg0axO7duyucIzs7m7FjxxIYGEhwcDATJkygsLCwvm/lnMfj8fD444/TqFEjrFYrTZo04ZlnnuFYjUc13mfGokWLGD58OLGxsQgh+PXXXyvsr63x3bRpE3379sVisRAfH8/LL79c17d2TnKi8Xa5XDz00EO0a9cOm81GbGws1157Lenp6RXOoca75pzs830st9xyC0II3njjjQrb1XjXjJqM9fbt2xkxYgRBQUHYbDa6du3KgQMHfPvVfKXmnGy8CwsLmThxIg0aNMBqtdK6dWvef//9Cm3UeCsU/w6UEV7HrF69mg8++ID27dtX2H7PPfcwY8YMfvjhBxYuXEh6ejpXXHGFb7/H4+GSSy7B6XSybNkyPv/8c6ZOncqkSZPq+xbOeXJycujduzdGo5G//vqLbdu28dprrxESEuJr8/LLL/Pmm2/y/vvvs3LlSmw2G0OGDMFut/vajB07lq1btzJnzhx+//13Fi1axM0333w2bumc5qWXXuK9997j7bffZvv27bz00ku8/PLLvPXWW742arzPjKKiIjp06MA777xT5f7aGN/8/HwGDx5Mw4YNWbt2La+88gpPPvkkH374YZ3f37nGica7uLiYdevW8fjjj7Nu3Tp+/vlndu7cyYgRIyq0U+Ndc072+S7jl19+YcWKFcTGxlbap8a7ZpxsrPfu3UufPn1o2bIlCxYsYNOmTTz++ONYLBZfGzVfqTknG+97772XmTNn8tVXX7F9+3buvvtuJk6cyPTp031t1HgrFP8SpKLOKCgokM2aNZNz5syRF1xwgbzrrruklFLm5uZKo9Eof/jhB1/b7du3S0AuX75cSinln3/+KXU6nczIyPC1ee+992RgYKB0OBz1eh/nOg899JDs06dPtfu9Xq+Mjo6Wr7zyim9bbm6uNJvN8ttvv5VSSrlt2zYJyNWrV/va/PXXX1IIIdPS0uqu8+chl1xyibzhhhsqbLviiivk2LFjpZRqvGsbQP7yyy++17U1vu+++64MCQmp8Dx56KGHZIsWLer4js5tjh/vqli1apUE5P79+6WUarzPhOrG++DBgzIuLk5u2bJFNmzYUL7++uu+fWq8T4+qxvrqq6+W11xzTbXHqPnK6VPVeLdp00Y+/fTTFbZ17txZ/u9//5NSqvFWKP5NKE94HXL77bdzySWXMGjQoArb165di8vlqrC9ZcuWJCQksHz5cgCWL19Ou3btiIqK8rUZMmQI+fn5bN26tX5u4Dxh+vTpJCUlcdVVVxEZGUmnTp346KOPfPuTk5PJyMioMN5BQUF07969wngHBweTlJTkazNo0CB0Oh0rV66sv5s5D+jVqxfz5s1j165dAGzcuJElS5YwbNgwQI13XVNb47t8+XL69euHyWTytRkyZAg7d+4kJyennu7m/CQvLw8hBMHBwYAa79rG6/Uybtw4HnjgAdq0aVNpvxrv2sHr9fLHH3/QvHlzhgwZQmRkJN27d68QQq3mK7VLr169mD59OmlpaUgpmT9/Prt27WLw4MGAGm+F4t+EMsLriO+++45169bxwgsvVNqXkZGByWTyTeDKiIqKIiMjw9fm2Ads2f6yfYpy9u3bx3vvvUezZs2YNWsWt956K3feeSeff/45UD5eVY3nseMdGRlZYb/BYCA0NFSN93E8/PDD/N///R8tW7bEaDTSqVMn7r77bsaOHQuo8a5ramt81TPm9LDb7Tz00EOMGTOGwMBAQI13bfPSSy9hMBi48847q9yvxrt2yMzMpLCwkBdffJGhQ4cye/ZsLr/8cq644goWLlwIqPlKbfPWW2/RunVrGjRogMlkYujQobzzzjv069cPUOOtUPybMJztDvwTSU1N5a677mLOnDkV8qoUdYPX6yUpKYnnn38egE6dOrFlyxbef/99xo8ff5Z7989j2rRpfP3113zzzTe0adOGDRs2cPfddxMbG6vGW/GPxuVyMXr0aKSUvPfee2e7O/9I1q5dy5QpU1i3bh1CiLPdnX80Xq8XgMsuu4x77rkHgI4dO7Js2TLef/99LrjggrPZvX8kb731FitWrGD69Ok0bNiQRYsWcfvttxMbG1spalKhUPyzUZ7wOmDt2rVkZmbSuXNnDAYDBoOBhQsX8uabb2IwGIiKisLpdJKbm1vhuMOHDxMdHQ1AdHR0JTXMstdlbRQaMTExtG7dusK2Vq1a+dRdy8arqvE8drwzMzMr7He73WRnZ6vxPo4HHnjA5w1v164d48aN45577vFFfajxrltqa3zVM+bUKDPA9+/fz5w5c3xecFDjXZssXryYzMxMEhISfN+f+/fv57777iMxMRFQ411bhIeHYzAYTvr9qeYrtUNJSQmPPvookydPZvjw4bRv356JEydy9dVX8+qrrwJqvBWKfxPKCK8DLrzwQjZv3syGDRt8P0lJSYwdO9b3t9FoZN68eb5jdu7cyYEDB+jZsycAPXv2ZPPmzRUmGmUTv+O/MP/t9O7dm507d1bYtmvXLho2bAhAo0aNiI6OrjDe+fn5rFy5ssJ45+bmsnbtWl+bv//+G6/XS/fu3evhLs4fiouL0ekqPjr0er3Pq6LGu26prfHt2bMnixYtwuVy+drMmTOHFi1aVKgsoCg3wHfv3s3cuXMJCwursF+Nd+0xbtw4Nm3aVOH7MzY2lgceeIBZs2YBarxrC5PJRNeuXU/4/dmlSxc1X6klXC4XLpfrhN+farwVin8RZ1sZ7t/CseroUkp5yy23yISEBPn333/LNWvWyJ49e8qePXv69rvdbtm2bVs5ePBguWHDBjlz5kwZEREhH3nkkbPQ+3ObVatWSYPBIJ977jm5e/du+fXXX0s/Pz/51Vdf+dq8+OKLMjg4WP72229y06ZN8rLLLpONGjWSJSUlvjZDhw6VnTp1kitXrpRLliyRzZo1k2PGjDkbt3ROM378eBkXFyd///13mZycLH/++WcZHh4uH3zwQV8bNd5nRkFBgVy/fr1cv369BOTkyZPl+vXrfWrctTG+ubm5MioqSo4bN05u2bJFfvfdd9LPz09+8MEH9X6/Z5sTjbfT6ZQjRoyQDRo0kBs2bJCHDh3y/RyrRKzGu+ac7PN9PMero0upxrumnGysf/75Z2k0GuWHH34od+/eLd966y2p1+vl4sWLfedQ85Wac7LxvuCCC2SbNm3k/Pnz5b59++Rnn30mLRaLfPfdd33nUOOtUPw7UEZ4PXG8EV5SUiJvu+02GRISIv38/OTll18uDx06VOGYlJQUOWzYMGm1WmV4eLi87777pMvlqueenx/MmDFDtm3bVprNZtmyZUv54YcfVtjv9Xrl448/LqOioqTZbJYXXnih3LlzZ4U2WVlZcsyYMdLf318GBgbK66+/XhYUFNTnbZwX5Ofny7vuuksmJCRIi8UiGzduLP/3v/9VMEjUeJ8Z8+fPl0Cln/Hjx0spa298N27cKPv06SPNZrOMi4uTL774Yn3d4jnFicY7OTm5yn2AnD9/vu8carxrzsk+38dTlRGuxrtm1GSsP/nkE9m0aVNpsVhkhw4d5K+//lrhHGq+UnNONt6HDh2S1113nYyNjZUWi0W2aNFCvvbaa9Lr9frOocZbofh3IKSUsm597QqFQqFQKBQKhUKhUChA5YQrFAqFQqFQKBQKhUJRbygjXKFQKBQKhUKhUCgUinpCGeEKhUKhUCgUCoVCoVDUE8oIVygUCoVCoVAoFAqFop5QRrhCoVAoFAqFQqFQKBT1hDLCFQqFQqFQKBQKhUKhqCeUEa5QKBQKhUKhUCgUCkU9oYxwhUKhUCgUCoVCoVAo6gllhCsUCoVCoVAoFAqFQlFPKCNcoVAoFAqFQqFQKBSKekIZ4QqFQqFQKBQKhUKhUNQTyghXKBQKhUKhUCgUCoWinlBGuEKhUCgUCoVCoVAoFPWEMsIVCoVCoVAoFAqFQqGoJ5QRrlAoFAqFQqFQKBQKRT2hjHCFQqFQKBQKhUKhUCjqCWWEKxQKhUKhUCgUCoVCUU8oI1yhUCjOQaZOnYoQgpSUlLPdFYVCoVAoFApFLaKMcIVCoVDUO99//z3XXHMNzZo1QwhB//79q23rcDh46KGHiI2NxWq10r17d+bMmVNl22XLltGnTx/8/PyIjo7mzjvvpLCw8Jw7p0KhUCgUin8vyghXKBQKRb3z3nvv8dtvvxEfH09ISMgJ21533XVMnjyZsWPHMmXKFPR6PRdffDFLliyp0G7Dhg1ceOGFFBcXM3nyZG688UY+/PBDrrrqqnPqnAqFQqFQKP7dCCmlPNudUCgUCkVFpk6dyvXXX09ycjKJiYlnuzu1TmpqKnFxceh0Otq2bUt4eDgLFiyo1G7VqlV0796dV155hfvvvx8Au91O27ZtiYyMZNmyZb62F198MRs2bGDHjh0EBgYC8PHHH3PTTTcxa9YsBg8efE6cU6FQKBQKxb8b5QlXKBSK84TffvuNSy65hNjYWMxmM02aNOGZZ57B4/FUaNe/f3/atm3Lpk2buOCCC/Dz86Np06b8+OOPACxcuJDu3btjtVpp0aIFc+fOrfd7iY+PR6c7+VfQjz/+iF6v5+abb/Zts1gsTJgwgeXLl5OamgpAfn4+c+bM4ZprrvEZywDXXnst/v7+TJs27Zw4p0KhUCgUCoUywhUKheI8YerUqfj7+3PvvfcyZcoUunT5f/buO76p6n3g+OdmNd17QgelBcouG2QPGYqCCIp8lc1PBAVRwYmogIoiDgQ3IILiREFZskVmoWxoKS2F0tK9R5rk/v64baC2hRZSyjjv1yuvNneeXEKa555znqc1M2fO5MUXXyy3bUZGBvfffz/t27dn3rx52NjY8Oijj7Jq1SoeffRRBgwYwDvvvENeXh4PP/wwOTk51zx/ampqlR5FRUVWe82HDh2iQYMGZYJggHbt2gHKcHGAo0ePYjQaadOmTZntdDodLVu25NChQ7fEMQVBEARBEDS13QBBEAShalauXImtra3l+ZNPPsmTTz7JokWLmD17NjY2NpZ1Fy9eZOXKlQwfPhyAPn360KhRIx577DH+/fdf2rdvD0BYWBh9+/bll19+YdSoUVc9v6enZ5XauWTJkmseq6oSExPx9fUtt7x02cWLFy3bXbn8v9vu3LnzljimIAiCIAiCCMIFQRBuE1cG4Dk5ORQVFdGlSxc+//xzTp06RYsWLSzrHRwcePTRRy3PGzZsiIuLC3Xq1LEE4IDl97Nnz17z/FXN9N2kSZMqbVcVBQUFZW4ulNLr9Zb1V/6sbNvS9bV9TEEQBEEQBBGEC4Ig3CaOHz/Oq6++ypYtW8jOzi6zLisrq8zzunXrIklSmWXOzs74+/uXWwbK8PVr6d279/U0+4bY2tpWOLy9sLDQsv7Kn5Vte+UNjNo8piAIgiAIggjCBUEQbgOZmZl069YNJycn3nzzTerXr49er+fgwYPMmDEDs9lcZnu1Wl3hcSpbXpVCGUlJSVVqq7Ozs9WCTl9fXxISEsotLx0q7ufnZ9nuyuX/3bZ0u9o+piAIgiAIgkjMJgiCcBvYtm0baWlpLF26lClTpnD//ffTu3fva9bYtiZfX98qPVatWmW1c7Zs2ZKoqKhyPf979+61rAdo2rQpGo2GAwcOlNnOYDAQGRlp2a62jykIgiAIgiCCcEEQhNtAaQ/2lT3WBoOBRYsW3bQ2bNq0qUqPvn37Wu2cDz/8MCaTiS+++MKyrKioiCVLltC+fXvL8HpnZ2d69+7Nd999VybT+/Lly8nNzWXo0KG3xDEFQRAEQRDEcHRBEITbQKdOnXB1dWXkyJE888wzSJLE8uXLqzSM3FqsOSd8x44d7NixA4CUlBTy8vKYPXs2AF27dqVr166Akjhu6NChvPTSSyQnJxMSEsKyZcuIi4vj66+/LnPMOXPm0KlTJ7p168aECRO4cOEC8+fP595776Vfv36W7Wr7mIIgCIIg3OVkQRAE4ZazZMkSGZBjY2Mty3bt2iV36NBBtrW1lf38/OTp06fLGzZskAF569atlu26desmN2nSpNwxAwMD5fvuu6/cckCeNGlSTbyMSr3++usyUOHj9ddfL7NtQUGB/Pzzz8s+Pj6yjY2N3LZtW3n9+vUVHnfnzp1yp06dZL1eL3t6esqTJk2Ss7Ozy21X28cUBEEQBOHuJcnyTexGEQRBEARBEARBEIS7mJgTLgiCIAiCIAiCIAg3iQjCBUEQBEEQBEEQBOEmEUG4IAiCIAiCIAiCINwkIggXBEEQBEEQBEEQhJtEBOGCIAiCIAiCIAiCcJOIIFwQBEEQBEEQBEEQbhJNbTfgVmA2m7l48SKOjo5IklTbzREEQRAEQRCEGiPLMjk5Ofj5+aFSiT45QbjZRBAOXLx4EX9//9puhiAIgiAIgiDcNOfPn6du3bq13QxBuOuIIBxwdHQElA8iJyenWm6NIAiCIAiCINSc7Oxs/P39Ld+BBUG4uUQQDpYh6E5OTiIIFwRBEARBEO4KYhqmINQOMQlEEARBEARBEARBEG4SEYQLgiAIgnBXkmWZY7tOkZORW9tNEQRBEO4iIggXBEEQBOGuFLHpCG8N+4Dpvd/k/OmE2m6OIAiCcJcQQbggCIIgCHelvWsjAEhPymTh019jNptruUWCIAjC3UAE4YIgCIIg3HVMJhOHthy1PI87foF/f99fiy0SBEEQ7hYiCBcEQRAE4a4TeySenIw87J1sGfzMAAARhAuCIAg3hQjCBUEQBEG46yScSQKgXvNA2g8IB+DE7ihMRlNtNksQBEG4C4ggXBAEQRCEu05yfCoA3gEeBDbxx97ZjoLcQmIOx9VuwwRBEIQ7ngjCBUEQBEG46ySfSwHAK9ATlUpFk04NAaU3XBAEQRBqkgjCBUEQBEG461yKLwnCAzwACG4eCEBCVGKttUkQBEG4O9RqEL5jxw4GDhyIn58fkiSxevXqMutHjRqFJEllHv369SuzTXp6OiNGjMDJyQkXFxfGjh1Lbm7uTXwVgiAIgiDcbizD0QM9AfAL8QEg4YwIwgVBEISaVatBeF5eHi1atODTTz+tdJt+/fqRmJhoeXz//fdl1o8YMYLjx4+zadMm1q5dy44dO5gwYUJNN10QBEEQhNtUUUERGZeygMtBeJ1QX0BJ2CbLcq21TRAEQbjzaWrz5P3796d///5X3cbGxgYfH58K1508eZL169ezf/9+2rRpA8Ann3zCgAEDeP/99/Hz87N6mwVBEARBuL2V9oLbO9li72wLgE+QJ2q1isK8IjIuZeLm41qbTRQEQRDuYLf8nPBt27bh5eVFw4YNmThxImlpaZZ1u3fvxsXFxRKAA/Tu3RuVSsXevXsrPWZRURHZ2dllHoIgCIIg3B0SopXyZM0765FT+2BOH4taOo93kGeZ9YIgCIJQE27pILxfv358++23bN68mXfffZft27fTv39/TCalhmdSUhJeXl5l9tFoNLi5uZGUVPkf0LfffhtnZ2fLw9/fv0ZfhyAIgiAIt44LURcB6HhvGshFYDyNnPUSAQ2VIPz8qYTabJ4gCIJwh6v2cPSioiL27t3LuXPnyM/Px9PTk/DwcOrVq2f1xj366KOW35s1a0bz5s2pX78+27Zto1evXtd93Jdeeolp06ZZnmdnZ4tAXBAEQRDuEhdKMqDXa3jFDXvTBboPSmTPXxB98GwttUwQBEG4G1Q5CN+1axcfffQRa9asobi4GGdnZ2xtbUlPT6eoqIjg4GAmTJjAk08+iaOjY400Njg4GA8PD86cOUOvXr3w8fEhOTm5zDZGo5H09PRK55GDMs/cxsamRtooCIIgCMKtLSH6Ik6uBpxdUwAtkv145LwvCW4UBziKIFwQBEGoUVUajv7AAw/wyCOPEBQUxMaNG8nJySEtLY0LFy6Qn59PdHQ0r776Kps3b6ZBgwZs2rSpRhp74cIF0tLS8PVVMph27NiRzMxMIiIiLNts2bIFs9lM+/bta6QNgiAIgiDcvkxGExdjLhHYMBe1Rg2aYNAPAMDBIR4H52JSLqSTcSmzdhsqCIIg3LGq1BN+33338csvv6DVaitcHxwcTHBwMCNHjuTEiRMkJlatxmZubi5nzpyxPI+NjSUyMhI3Nzfc3Nx44403GDJkCD4+PsTExDB9+nRCQkLo27cvAGFhYfTr14/x48fz2WefUVxczOTJk3n00UdFZnRBEARBEMqJP5WAsdiEX5AJlVoCtT+S2hNZE4xkPEvngWrWfwcndkdxz6B2td1cQRAE4Q5UpZ7w//u//6s0AP+vxo0bV3m+9oEDBwgPDyc8PByAadOmER4ezsyZM1Gr1Rw5coQHHniABg0aMHbsWFq3bs3OnTvLDCVfsWIFjRo1olevXgwYMIDOnTvzxRdfVOn8giAIgiDcXU7ujgKgQbgdICGpS27aa1sD0Lan8n1nx8+7a6N5giAIwl2gVuuEd+/eHVmWK12/YcOGax7Dzc2NlStXWrNZgiAIgiDcoY7vPg2Af6ikLFApU9wkTX1kILipsvjI9hOkJ2WIeuGCIAiC1VmtRNnIkSPp2bOntQ4nCIIgCIJgVWazmZN7ogHw8DEoC9VKEI4mCAC9TSL1WwRiNsuc2nemgqMIgiAIwo2xWhBep04dAgMDrXU4QRAEQRAEqzp/KoG8rHz09jr0thnKwtLh6Oog5ac5ldBwLwDiT4p64YIgCIL1WW04+ty5c611KEEQBEEQBKs7UTIfvEU3fyQilYVqpaSppHJAVnmAOZUG4RrWL4X4Uxdqp6GCIAjCHc1qPeGCIAiCIAi3shP/KvPBW3Z1Uxao3JCky8le0dQDIKBBEQDnT128qe0TBEEQ7g7V7gkfM2bMVdd/8803190YQRAEQRCEmnJqvzLHu2Grkoov6rLT6CRNQ2TDfrx8kwBIjk+lILcAWwfbm9pOQRAE4c5W7SA8IyOjzPPi4mKOHTtGZmamSMwmCIIgCMItKTczj+y0XAA8/fKgGND8J5eNtgXwHVrVSVy8/MlMzibhTBIhLevd9PYKgiAId65qB+G//fZbuWVms5mJEydSv359qzRKEARBEATBmpJikwFw9XZGo1ISrknq/wbhzZSfpgSCmzXm4OZskuNTRRAuCIIgWJVVErOpVCqmTZtG9+7dmT59ujUOKQiCIAiCYDWJJUG4b7A3GA8qC//TEy6pHJA1wWA8S/OOeRzcDMnnUm92UwXhjmYymSguLq7tZgiCVWm1WtRqdZW3t1p29JiYGIxGo7UOJwiCIAiCYDWlPeE+9dzAVFJ67L894YBk0wPZeJbm7U4D3lw6l3ITWykIdy5ZlklKSiIzM7O2myIINcLFxQUfHx8kSbrmttUOwqdNm1bmuSzLJCYm8ueffzJy5MjqHk4QBEEQBKHGXYpTgvCQZhJgAskOVJ7lN7R9EPKW4eaRiF+QA8nnRU+4IFhDaQDu5eWFnZ1dlQIVQbgdyLJMfn4+ycklI658fa+5T7WD8EOHDpV5rlKp8PT0ZP78+dfMnC4IgiAIglAbkkqC8KAG6coCbRMkqXylVknlhqxribp4D8FhOUQdEz3hgnCjTCaTJQB3d3ev7eYIgtXZ2ipVNJKTk/Hy8rrm0PRqB+Fbt269vpYJgiAIgiDUktQEJfj28C5JyqZtXum2kqYBKvU+6gTn8++GdIzFRjRaq83gE4S7TukccDs7u1puiSDUnNL3d3Fx8TWD8PK3gAVBEARBEO4gJpOJ7NQcAOxslVrhlkzoFdHUR6WSCAwtwGyWSY4XQ9IFwRrEEHThTlad97fVgvCXX35ZDEcXBEEQBOGWk5uRh8lkxs2rCJUqDVCBtknlO2hCAQn/BoVIksz50xdvVlMFQRCEu4DVgvCEhATi4uKsdThBEARBEASryEzJBqBZh2IkJNCEIkm2le+gDgC02NrJuPsUckEE4YIgCIIVWS0IX7ZsGVu2bLHW4QRBEARBEKwiMzkLgAbhBcqCq8wHB5AkDWj8UWtUeNUpFD3hgiBcl7i4OCRJIjIyssr7LF26FBcXl1pvh1CzxJxwQRAEQRDuaJnJSk94cKNM4OpJ2SzUfqg1ajx9C7kQJYJwQbhbnT9/njFjxuDn54dOpyMwMJApU6aQlpZ2zX39/f1JTEykadOmVT7fI488QlRU1I00+bbUvXt3pk6dWtvNuGmuK9VnXl4e27dvJz4+HoPBUGbdM888Y5WGCYIgCIIgWENWSjZqjRkPn2zAFrRh19xHUtdVgnC/QnatvyQypAvCXejs2bN07NiRBg0a8P3331OvXj2OHz/OCy+8wLp169izZw9ubm4V7mswGNDpdPj4+FTrnLa2tpZyV0JZsixjMpnQaG7/z+Jq94QfOnSIkJAQhg8fzuTJk5k9ezZTp07l5Zdf5sMPP6yBJgqCIAiCIFy/zOQsXD2LUKkBtKDyuvZOaj9UaglvfwPGYhMpF67d6yUIQtXJskxhftFNf8iyXOU2Tpo0CZ1Ox8aNG+nWrRsBAQH079+fv//+m4SEBF555RXLtkFBQbz11ls88cQTODk5MWHChAqHgf/xxx+Ehoai1+vp0aMHy5YtQ5IkMjMzgfLD0WfNmkXLli1Zvnw5QUFBODs78+ijj5KTk2PZZv369XTu3BkXFxfc3d25//77iYmJqda/x6JFiyzt8vb25uGHH7as6969O5MnT2by5Mk4Ozvj4eHBa6+9VuZaFhUV8fzzz1OnTh3s7e1p374927ZtK3OOXbt20b17d+zs7HB1daVv375kZGQwatQotm/fzkcffYQkSUiSRFxcHNu2bUOSJNatW0fr1q2xsbHhn3/+YdSoUQwaNKjMsadOnUr37t3LtPnpp59m6tSpuLq64u3tzZdffkleXh6jR4/G0dGRkJAQ1q1bV63rZC3Vvo3w7LPPMnDgQD777DOcnZ3Zs2cPWq2W//3vf0yZMqUm2igIgiAIgnDdMpOz8PQtQqVWgboOklSFPgi1PyDhF2QCIDHmEr71vGu2oYJwFykqMDAy9Ombft5l0Z+gt7O55nbp6els2LCBOXPmlOuZ9vHxYcSIEaxatYpFixZZSlO9//77zJw5k9dff73CY8bGxvLwww8zZcoUxo0bx6FDh3j++eev2ZaYmBhWr17N2rVrycjIYNiwYbzzzjvMmTMHUEYpT5s2jebNm5Obm8vMmTMZPHgwkZGRqFTX/rw7cOAAzzzzDMuXL6dTp06kp6ezc+fOMtssW7aMsWPHsm/fPg4cOMCECRMICAhg/PjxAEyePJkTJ07www8/4Ofnx2+//Ua/fv04evQooaGhREZG0qtXL8aMGcNHH32ERqNh69atmEwmPvroI6KiomjatClvvvkmAJ6enpak3y+++CLvv/8+wcHBuLq6XvP1XNnm6dOns2/fPlatWsXEiRP57bffGDx4MC+//DILFizg8ccfJz4+/qbXsK92EB4ZGcnnn3+OSqVCrVZTVFREcHAw8+bNY+TIkTz00EM10U5BEARBEITrkpmajadfISqVBGq/qu1Usp2Hj1KmLPHspRps4d3r+L+nObAhkgcn98PF07m2myMIFtHR0ciyTFhYxdNXwsLCyMjIICUlBS8vZXRNz549ee655yzb/Ldy1Oeff07Dhg157733AGjYsCHHjh2zBNOVMZvNLF26FEdHRwAef/xxNm/ebNlvyJAhZbb/5ptv8PT05MSJE1Wajx4fH4+9vT33338/jo6OBAYGEh4eXmYbf39/FixYgCRJNGzYkKNHj7JgwQLGjx9PfHw8S5YsIT4+Hj8/5bPz+eefZ/369SxZsoS5c+cyb9482rRpw6JFiyzHbNLkcqlInU6HnZ1dhcP333zzTfr06XPN1/FfLVq04NVXXwXgpZde4p133sHDw8Ny42DmzJksXryYI0eO0KFDh2of/0ZUOwjXarWWOypeXl7Ex8cTFhaGs7Mz58+ft3oDBUEQhOrZ+9dBVr27mimLxxPY2L+2myMItS4zOYtGjQuRVEpPeJWovAENWhsZV68iEYTXgOz0HOaPXURedgEH/z7C3HWvYO90c3ujhNpjY6tjWfQntXLe6qjO8PU2bdpcdf3p06dp27ZtmWXt2rW75nGDgoIsATiAr68vycnJlufR0dHMnDmTvXv3kpqaitlsBpTguipBeJ8+fQgMDCQ4OJh+/frRr18/Bg8eXKZ3uEOHDpYef4COHTsyf/58TCYTR48exWQy0aBBgzLHLSoqwt3dHVA6cocOHXrNtlTkWte1Ms2bX07CqVarcXd3p1mzZpZl3t7K6KYrr+XNUu0gPDw8nP379xMaGkq3bt2YOXMmqampLF++vFqZ/wRBEISa8cH4zwBY+Mw3vPd3xUPiBOFukpmcjUdJT7ikrlulfSRJg6wJQKU+RZ2gfBJjb/6XtDvd7wvXk5etlI1Likth9SfrGPHKkGvsJdwpJEmq0rDw2hISEoIkSZw8eZLBgweXW3/y5ElcXV3x9PS0LLO3t6+Rtmi12jLPJUmyBNoAAwcOJDAwkC+//BI/Pz/MZjNNmzYtl0C7Mo6Ojhw8eJBt27axceNGZs6cyaxZs9i/f3+VyqXl5uaiVquJiIhArVaXWefg4ABwQ8nm/ntdVSpVuZsjxcXF5far6Lpduaz0psKV1/JmqXZitrlz5+Lr6wvAnDlzcHV1ZeLEiaSkpPDFF19U61g7duxg4MCB+Pn5IUkSq1evLrNelmVmzpyJr68vtra29O7dm+jo6DLbpKenM2LECJycnHBxcWHs2LHk5uZW92UJgiDcEfKy8iy/nz+VUK07+IJwJyo2FJOXlY+nbzWHowNoglFrVPgF5ZMYk1RzjbxL7V9/CIAej3QCYP3Xm0lPyqjNJgmChbu7O3369GHRokUUFBSUWZeUlMSKFSt45JFHyvQOX0vDhg05cOBAmWX79++/oXampaVx+vRpXn31VXr16mUZJl9dGo2G3r17M2/ePI4cOUJcXBxbtmyxrN+7d2+Z7ffs2UNoaChqtZrw8HBMJhPJycmEhISUeZQOL2/evDmbN2+u9Pw6nQ6TyVSltnp6epKYmFhm2e1WA73aQXibNm3o0aMHoAxHX79+PdnZ2URERNCiRYtqHSsvL48WLVrw6aefVrh+3rx5fPzxx3z22Wfs3bsXe3t7+vbtS2FhoWWbESNGcPz4cTZt2sTatWvZsWMHEyZMqO7LEgRBuCMc++eU5XdZhoQzInAQrq6ooIgzkbFkpWaXW3f+dAJvPfIBL/SaxdGdJ2uhdTcuK0V5XS6eBiSVBOoqZEYvIanro1KrqBOcT3pSJsZiY001865z6VwKl86l4uplZPRMX8I6BGMoMvLT+2tqu2mCYLFw4UKKioro27cvO3bs4Pz586xfv54+ffpQp06da87l/q//+7//49SpU8yYMYOoqCh+/PFHli5dClCtYP5Krq6uuLu788UXX3DmzBm2bNnCtGnTqnWMtWvX8vHHHxMZGcm5c+f49ttvMZvNNGzY0LJNfHw806ZN4/Tp03z//fd88sknlqTcDRo0YMSIETzxxBP8+uuvxMbGsm/fPt5++23+/PNPQJmTvX//fp566imOHDnCqVOnWLx4MampqYAy5H7v3r3ExcWVGVJfkZ49e3LgwAG+/fZboqOjef311zl27Fh1L12tqnYQbk39+/dn9uzZFQ7xkGWZDz/8kFdffZUHH3yQ5s2b8+2333Lx4kVLj/nJkydZv349X331Fe3bt6dz58588skn/PDDD1y8eLHS8xYVFZGdnV3mIQiCcCc4sTuqzPMzB8/WUkuEW5XZbObMoVhLQDlv1Ke8ct/bPNVmBj9/sMYy97kwv4j54xZz7J9TxJ+6yMKnvyY7Ledqh74lZSYrNcIdHM2ABCr3qu+sqY9KJVGnXj6yDOlJmTXVzLvOsX9OodWZeGlhFFrDWzzzbgqSJLNt1S4SY8X8e+HWEBoayoEDBwgODmbYsGHUr1+fCRMm0KNHD3bv3l1pjfDK1KtXj59//plff/2V5s2bs3jxYkuZMxub6xuar1Kp+OGHH4iIiKBp06Y8++yzlsRvVeXi4sKvv/5Kz549CQsL47PPPuP7778vkzjtiSeeoKCggHbt2jFp0iSmTJlSpuNzyZIlPPHEEzz33HM0bNiQQYMGsX//fgICAgAlUN+4cSOHDx+mXbt2dOzYkd9//91S8/v5559HrVbTuHFjPD09iY+Pr7S9ffv25bXXXmP69Om0bduWnJwcnnjiiWq95tomyVUYq9ivXz9mzZp1zaxxOTk5LFq0CAcHByZNmlS9hkgSv/32m6Xm29mzZ6lfvz6HDh2iZcuWlu26detGy5Yt+eijj/jmm2947rnnygy5MBqN6PV6fvrppwqDe1Dq7b3xxhvllmdlZeHk5FStdguCINxKZj00j5N7z6DWqDAZzQx/cTCDnu5f280SbhEmk4lPJn3N7jUHaNalEcNeeJDXHni3zDYqlcSA8b3JuJTFrtX70NvbUFxUjMloRm9vQ7t+4Tz83EC8Az0rOcut5cDGw3z5wge8uyoSJzdnJM9tVStRBsimS8hpQ8i4lMPT97fltR9nENY+tIZbfHf48MkvcHZYzbCnkrF10APw25I2/PhxPt2GduSpD0fXcgvvbNnZ2Tg7O9+0776FhYXExsZSr1499Hp9jZ/vdjJnzhw+++yzWzrBdffu3WnZsiUffvhhbTflllad93mV/goNHTqUIUOG0LhxY2bMmMFPP/3Erl27iIiI4O+//+bjjz9m2LBh+Pr6cvDgQQYOHHjDLyIpSRlCWZq1rpS3t7dlXVJSkqUkQCmNRoObm5tlm4q89NJLZGVlWR638pteEAShqmRZJv5kAgDNuzUGIDMlqzabJNygpLhkPn/+WxY/u5TE2EuYTCa+nL6cr178rspz5660ZtFGdq9R5iMe3XnKEoB3eqANo996lEbtQjCbZdZ+voldq/chSfDCkknM+/t1XL2dKcwrYscve3ip/xxSLqRZ9bXWlMzkLJxci5XKLirXKgfgAKi8QLJFo5Pw8Ckk7WJ6zTX0LmI2mzn2z0nadk9Ba6OxZKzvP/wcKrWZf37dK+aGC3esRYsWsX//fs6ePcvy5ct57733GDlyZG03S7jJqpQdfezYsfzvf//jp59+YtWqVXzxxRdkZSlf7CRJonHjxvTt25f9+/dXWkvvVmJjY3PdQz4EQRBuVSkX0sjLLkCjVdO4Q0MObT5mmQ8r3H4KcguY+9iHXDqnzJfb82cEwc0DLVMOHN0ceWT6g1U+XmLsJX6a/wcArfs0J2LTEcu6+5+8l/otgug3pie71xxg0ZRvUGnUPDpjEE3vaQTA2+tfZd9fB9mwdCsJ0Un8PH8NExeMstKrrTlKEF4yH1xVvaGjkiQhqwNQqdLw8S8g7aIIDK3h3IkLqNXp+AUVota6ILl8hJwxBr0+hcETvPllsZnNK/5h6HM33qkjCLea6OhoZs+eTXp6OgEBATz33HO89NJLtd0s4SarcokyGxsb/ve///G///0PUIZuFxQU4O7uXi79uzWUZtK7dOmSJRt76fPS4ek+Pj7l6roZjUbS09MrLPQuCIJwJzt34gIAdUJ9cfN1ASDrNpzDKyhWf7KeS+dS0dvpcPdzI+FMUpk5/2s/28CQZ+9Do63an/LfPvoLY7GJ5t0a88KSSbw35lMiNh7hoSn3Ub9FkGW7jgPb0LxrGFq9Dp3N5b/vrl7O9B3Vg/otgnjl/rfZ8fNuBj7Vl7qhvhWc7daRlZJ9RU94NeaDl9L4o1JH4lVX9IRby9EdJ2kUnoVGp0HSNkJS+4DdCOTcxfR9JJ7VX/qxZeVOhjx7n/LvJgh3kAULFrBgwYLabka1bNu2rbabcMe57k82Z2dnfHx8aiQAByVxgY+PT5lU9tnZ2ezdu5eOHTsCSpH4zMxMIiIiLNts2bIFs9lM+/bta6RdgiAIt6pzx5WpNYGN6+LiqczxEz3htyeT0cT2n/4FYOKC0by9/hVa92mOq7czg5/uj72zHYYiI3HHqzadKi0xg39+U8rLDHv+ASRJYsqi8bz+y/MMe+GBctvbO9uXCcCvFBJej7Z9W2I2y/w47/frfIU3T8alLBxdi6+rJxxAUgeiUqnw8S8gVQThVnF05wkat84sCcLbKQttHwKVCw5OWXTql016UibRB2Nrt6GCIAg1pFZvL+bm5hIZGWmp6xYbG0tkZCTx8fFIksTUqVOZPXs2f/zxB0ePHuWJJ57Az8/PkrwtLCyMfv36MX78ePbt28euXbuYPHkyjz76KH5+1agDKgiCcAco7QkPbOyPk4cIwm9nx/45VRI82tOmbwtsbG2YvnQynx18j0dfHExoq3oAnDkUV6XjHdp8FJPRTIPWwYS2CgbAxtaGxh0aXFdZnGHTH0SSYO9fB1m/ZOtVS8nUtozkTKUnXK1CUrlW/wDqAFRqFd5iOLpVGIqKOb0vikbhmWh1GtApQbgk2SLZDkOSJB4YnQbI7F0bcfWDCYIg3KZqNQg/cOAA4eHhhIeHAzBt2jTCw8OZOXMmANOnT+fpp59mwoQJtG3bltzcXNavX18m29yKFSto1KgRvXr1YsCAAXTu3JkvvviiVl6PIAhCbYo/qQThQU0u94TnZOSJ2sa3odLkaR0faFvhcPOQcCWQjjlUtZ7C0vrxzbs1ucaWVRPQqA6Dn7kPgCWvfs+rA9+5ZRNppSdm4uRiQHWdPeFoApUgvE4BKfGpVKGojHAVUfvP4FU3C0dXE2qtA2gbX15p+xBIerzq5BLSNJv96w+J6y0Iwh2pynPCa0L37t2v+uEqSRJvvvkmb775ZqXbuLm5sXLlypponiAIwm2jILeApLgUAAIa18XBxR61WoXJZCY7LQc3n+voARRqhdls5tCWowC07deywm1CwoMAiIqIuebxZFnm+L9KEN60cyOrtBFg6PMDMRYb2bhsGzGRcXw08Uve+G261Y5vDSaTiayUbBxLesKvKwhX+aBSq7B3MmI05JKbmYejq4P1G3uXOLE7irBWJb3g2lZI0uVpD5LKAdmmN1rzGrren8I37zhzMSaJOiG3dt4BQRCE6hLZLgRBEO4A8acuAuDq7YyTmyMqlQpHdyVQEEPSby+xR+PJTM5Gb29D444NKtymQZv6qFQSSXEppCVevQc6ITqR7LRcdHqtZRi7NahUKka8MoR3NryKSiVxat+ZW65sWXZqDiaTGWe3G5gTrnIoeahw9SwiKTb52jsJlTp9IIaw1iVJ2UqGol9JslVyFrTtmYVObyJyy7FaaKUgCELNqnYQPnLkSHbs2FETbREEQRCuU0KUEoQHhNWxLHMunReeKjKk3052/6EMRW/ZvUmlmc/tnewIbhEIwPFdp656vNLkViHh9aqcSb06fOt506h9KAD71x2y+vFvROkNChcPExLXORwdQO2NWq3C1auIS+dSrNjCu4vJaCL+eDT1m2Qr78UKgnA0YaD2QW+vonHrTCK3iiBcEIQ7T7WD8KysLHr37k1oaChz584lISGhJtolCIIgVENmSW/3lcPOHd2UnvDczLxaaZNQdVmp2cQei6cwv4gdP+8GoMvDHa+6T5NOytDy0vnepVIupLH3zwjLdK/okiHrIS2t1wv+X237KbldSofR3yoyLmWh1pixczQpC66nRBkoQ9I1Kty9RE/4jYg/lYB/SCpaLah1dUBdt9w2kiQh2XRDq9PQslM6J3ZHUZhfVAutFYS7hyRJrF69utL13bt3Z+rUqTetPRUZNWqUJTk33BptuhHVDsJXr15NQkICEydOZNWqVQQFBdG/f39+/vlniouLa6KNgiAIwjWUDjkv7f0GpbcUIDczv1baJFRNXnY+z3adyYt9ZzMy9GmyUnNw8XSiZY+rJ1Fr3jUMgP3rD5GXrfwbZ6fn8Pqgd/lgwues+3oLANElydtCrDgU/b/qtwwCIPHspRo7x/VIT8y4XCMcDUiO13cgS0+4gUtxoif8esVExtGgeRZqrRp0bSrPzK/rilqjosU92ZhMRk78e/rmNlQQhFver7/+yltvvVXbzbhu1zUn3NPTk2nTpnH48GH27t1LSEgIjz/+OH5+fjz77LNER0dbu52CIAjCVZQOOXf2uBxk2DsrQXie6Am/pR3cdIS8rLI3Sh6Z/iAarQa5+BjmrNcw57yPbC5bo7pxp4b4N/QjP6eQTcu2A/DNy9+TlpgJwPdv/0pSXDIXTitTFaw5H/y/vAM9AEhNSKfYcOvckM9IysTJtTQzuut1lWMDkFTeqNQq3LyKSIoTPeHX60LUReo3zUGtUSPpWlS+obYJSA44ucoEhuZySMwLF24RBoOhtpsglHBzc8PR8TpvrN4CbigxW2JiIps2bWLTpk2o1WoGDBjA0aNHady4MQsWLLBWGwVBEIRryE4vCcI9L/eEO7jYA5QL8IRby/71kQDc+0Q37hvfmymLx9PzsS7IxnjkzOegaCsUrEbOeBrZlIA5fRzmjP9Dkgw8OKkfAKsXriNi02FLaTNJAkNhMV/O+A6zWcYnyLNGM+Q7eziht7dBliE5PrXGzlNdaaU94debGb2U2hu1Ro2rZxEJ0YmibNZ1Soo9T0BoLmqNGrTNK91OkjSga43WRktY60z2/hmByWi6iS0VbgZZlikoLr7pj+r8/+3evTuTJ09m6tSpeHh40LdvXwCOHTtG//79cXBwwNvbm8cff5zU1NQy+z399NNMnToVV1dXvL29+fLLL8nLy2P06NE4OjoSEhLCunXrypxv+/bttGvXDhsbG3x9fXnxxRcxGpUyo1988QV+fn6YzeYy+zz44IOMGTPG8vz333+nVatW6PV6goODeeONNyzHAIiOjqZr167o9XoaN27Mpk2bqnQtjEYjkydPxtnZGQ8PD1577bUy13L58uW0adMGR0dHfHx8eOyxx0hOvnzTMiMjgxEjRuDp6YmtrS2hoaEsWbLEsv78+fMMGzYMFxcX3NzcePDBB4mLi6u0Pf8djh4UFMTcuXMZM2YMjo6OBAQElCtbXd1z1KRqZ2gpLi7mjz/+YMmSJWzcuJHmzZszdepUHnvsMZyclC9/v/32G2PGjOHZZ5+1eoMFQRCE8rIr6gl3KekJF0H4LctYbOTwNqWXr8fwzgQ3D7Ssk/O+ADkPVC7KAtM55LRHLu+c9xWdBk1k/ZItnDkUx7xRnwLQdUgHAsLq8N3sXyzzxcN7Nrt8XNkMpjhQByFJKuTiE2DYA9qWSLpW5dooy0WAqkwpqf+SJAnvQE/OnbhAUmzyLVNSKjk+FTe30iD8Bm5CqJWecA+fQvKyC8hMzsLV28Vq7bxbSKbTaDQySG6g8rv6trr2aHTbad4xl3Urczj2zyladLdOnXvh1lBoNNLj269v+nm3PjEWW23ln2f/tWzZMiZOnMiuXbsAyMzMpGfPnowbN44FCxZQUFDAjBkzGDZsGFu2bCmz3/Tp09m3bx+rVq1i4sSJ/PbbbwwePJiXX36ZBQsW8PjjjxMfH4+dnR0JCQkMGDCAUaNG8e2333Lq1CnGjx+PXq9n1qxZDB06lKeffpqtW7fSq1cvANLT01m/fj1//fUXADt37uSJJ57g448/pkuXLsTExDBhwgQAXn/9dcxmMw899BDe3t7s3buXrKysKs+rXrZsGWPHjmXfvn0cOHCACRMmEBAQwPjx4wElRnzrrbdo2LAhycnJTJs2jVGjRlna9tprr3HixAnWrVuHh4cHZ86coaCgwLJv37596dixIzt37kSj0TB79mz69evHkSNH0Ol0VWrj/Pnzeeutt3j55Zf5+eefmThxIt26daNhw4ZWO4e1VDsI9/X1xWw2M3z4cPbt20fLli3LbdOjRw9cXFys0DxBEAShKrJSlTnhju7lh6PnZObWSpuEa4s9Gk9hvgFHV3uCmvpblsvmdCjaCYDk8iGgRs74P5Av31CRC35FZf9/PDl/JHOGf0jGpSzqNvBlxGtDKMwr4rvZv1i2De+tBOGybEDOngVFO8CmNzi9jJz1EphLSovZPQZ2w5FKAla5cD1y9hxABU4vIun7V/pafIK8OHfiApfO3To94ZfOpRBU3xo94XWRJAkPXyMarZmE6EQRhFdTfk4Bzq5JAKhtm117aoCuHZIkEdqsAFt7I7v/2C+CcKFWhIaGMm/ePMvz2bNnEx4ezty5cy3LvvnmG/z9/YmKiqJBA6W0ZIsWLXj11VcBeOmll3jnnXfw8PCwBK0zZ85k8eLFHDlyhA4dOrBo0SL8/f1ZuHAhkiTRqFEjLl68yIwZM5g5cyaurq7079+flStXWoLwn3/+GQ8PD3r06AHAG2+8wYsvvsjIkSMBCA4O5q233mL69Om8/vrr/P3335w6dYoNGzbg56fcCJs7dy79+1f+2V7K39+fBQsWIEkSDRs25OjRoyxYsMDyeq7sjQ8ODubjjz+mbdu25Obm4uDgQHx8POHh4bRp0wZQeq5LrVq1CrPZzFdffWX5bFiyZAkuLi5s27aNe++9t0r/VgMGDOCpp54CYMaMGSxYsICtW7fSsGFDq53DWqodhC9YsIChQ4ei1+sr3cbFxYXY2NgbapggCIJQNSaTiZx0JdB29nBUejrlfMtw9HzRE37LOr1fyVyu1P2+YoZY4XrABNomSJoQZZnrYig+BdrmyBnjlF5yYyz+DRvw3ubXidxyjFZ9misJ+Tyh9b3Nidh4BL/63pZ643LuR0oADlD0N3Jm0uUAHJDzV0LB7+D4Iqh9kLPfBWTAhJzzIWjbIqk9Knwt3oGeACTF3hrJ2YoKisi4lKXMCVerkG4kCJdcQbJDrcnDw7eQC1GJNO0cZr3G3gUSohPxDSxAUklobRtcc3tJ7YusrotOH0uDFlkc/ecUsixf97x+4daj12jY+sTYWjlvdbRu3brM88OHD7N161YcHBzKbRsTE2MJwps3vzzlQq1W4+7uTrNml0cleXt7A1iGbJ88eZKOHTuWeY/fc8895ObmcuHCBQICAhgxYgTjx49n0aJF2NjYsGLFCh599FHL34/Dhw+za9cu5syZYzmGyWSisLCQ/Px8Tp48ib+/vyUAB+jY8eqVOEp16NChTNs6duzI/PnzMZlMqNVqIiIimDVrFocPHyYjI8MybD4+Pp7GjRszceJEhgwZwsGDB7n33nsZNGgQnTp1srT7zJkz5eZ4FxYWEhMTU6X2QdlrLkkSPj4+lutrrXNYS7WD8K1btzJo0KByQXheXh5PP/0033zzjdUaJwiCIFxbbkYesqzMA3Z0dYCC75FzF+PtOwkQw9FvZaf3KYlMG7ULLbNcLlISrUk2fS3LJE190NRX1msbgSECjCdB2wBHVwe6DOlQ5hgvfDOJwrxCdLY61Go1ctFeJcAG0LVW9i9WhsJLDhNBckYuWAXGWOTs1y4fSNcOzKlgPIucMQZsB4Hto0gquzLn8ypJzpZyIY1bQWmPvJuXrHxBvd7yZChf5mR1XdSaNLzqFHIh6qK1mnnXSIhOxDcgX5kPrgmq2k669miM52nWPovD/6Zz6VwKPkFeNdpO4eaRJKlaw8Jri729fZnnubm5DBw4kHfffbfctr6+l6fiaP/z2iRJKrOsNKD97xzvqxk4cCCyLPPnn3/Stm1bdu7cWSYPV25uLm+88QYPPfRQuX2v1oF6o/Ly8ujbty99+/ZlxYoVeHp6Eh8fT9++fS3J7Pr378+5c+f466+/2LRpE7169WLSpEm8//775Obm0rp1a1asWFHu2J6enlVuR0XXvPT6Wusc1lLtxGzLli2zjN+/UkFBAd9++61VGiUIgiBUXWmNcEdXB9QaNXLuYgDq+HwJQE6GyI5+KzKbzZzafwaAhm3rW5bLplQoPq48sela4b6SRqkRLhefrPT4kiRh62CrBOCyGTnvM2WF7VAk5/dBXfJlUV0XbIcg2d6P5LoEbB+4fBB1XSSnN5Gc5ipzqs3pyHnfIGdOQjaXvbnj7qf0NKddzKjyNahJl84ppcQ865QsuJGecAB1XVRqNV51CkgUtcKr7ULURXyDSoPwqmXql2w6I0kSbXvmoNaYObqz8ve7INwsrVq14vjx4wQFBRESElLm8d+AvTrCwsLYvXt3mWRnu3btwtHRkbp16wJKIP3QQw+xYsUKvv/+exo2bEirVpdzebRq1YrTp0+Xa1dISAgqlYqwsDDOnz9PYmKiZZ89e/ZUqX179+4t83zPnj2EhoaiVqs5deoUaWlpvPPOO3Tp0oVGjRqVScpWytPTk5EjR/Ldd9/x4YcfWhKntWrViujoaLy8vMq129nZueoX8Spuxjmqo8pBeHZ2NllZWciyTE5ODtnZ2ZZHRkYGf/31F15e4u6kIAjCzZaTpiRlc/JwLFPGSqUuQK0xi57wW9SZQ7Fkp+Vi56i31NkGoGiz8lPbpNKh32hLhkIbT1TtZMWHwBgNki2S/UgkSYvkNAv0A5FcPkKSlB4SSdIgOTyP5PgCkuNzSK5fIqkckDR1ld/tRiq1to3RUPBzmVO4+ynzyNMTb5EgvKSet6tnSVZg9Y31dEiaAFRqFV51Ckm9RXr7byfpiTHY2ZtQqdWgDqjaTtpwULni6GKiYcsszhwUUx2F2jdp0iTS09MZPnw4+/fvJyYmhg0bNjB69GhMpuvP4v/UU09x/vx5nn76aU6dOsXvv//O66+/zrRp08pMVxoxYgR//vkn33zzDSNGjChzjJkzZ/Ltt9/yxhtvcPz4cU6ePMkPP/xgmZveu3dvGjRowMiRIzl8+DA7d+7klVdeqVL74uPjmTZtGqdPn+b777/nk08+YcqUKQAEBASg0+n45JNPOHv2LH/88Ue5Gt4zZ87k999/58yZMxw/fpy1a9cSFhZmeU0eHh48+OCD7Ny5k9jYWLZt28YzzzzDhQsXrvuaXulmnKM6qhyEl6ZylySJBg0a4Orqanl4eHgwZswYJk2aVJNtFQRBuG0UG4rJy7o5PdDZJfPBHd0cwHDIslylUhHSNBtDYXGt1242FhvZ/uO//DR/DdEHz1qWm0wmDv59xJJY7m4SsfEIAC26N0VtXIOc+zmyMRa5YDVQdih6OZqmyk/jWWRzFRLvGUp6MGy6IZVkW5e0TVA5zUBSe5fZVJJUSLYPItkORlJdnjsnqX2QHMYjOU4FQM7/vsy5PUqC8JyMPAyFtV9LVxkyLuPoUqgsUFVyQ6Oq1HVLgvACUhPSqzWEVABToTLn0owfklS1LMSSpAGbHqi1asI7p3H26LmabKIgVImfnx+7du3CZDJx77330qxZM6ZOnYqLi0vZ3B7VVKdOHf766y/27dtHixYtePLJJxk7dqwlgC7Vs2dP3NzcOH36NI899liZdX379mXt2rVs3LiRtm3b0qFDBxYsWEBgoFJ5Q6VS8dtvv1FQUEC7du0YN25cmfnjV/PEE09Y9ps0aRJTpkyxZF739PRk6dKl/PTTTzRu3Jh33nmH999/v8z+Op2Ol156iebNm9O1a1fUajU//PADAHZ2duzYsYOAgAAeeughwsLCGDt2LIWFhZbqWzfqZpyjOqo8J3zr1q3IskzPnj355ZdfcHO7PKxLp9MRGBhYZpK/IAjC3erYrlN8MvkrCnMLeXnlVBq2DanRhEK5JcPNHV3skYsPW5ZLEvgGFHA60oXczHxcvW7+cKtSn0z6ij1/HgTg5w/WcO/I7oyZM5zv5/7Gms824uLlxAvfTCIkvGrDVG93siyzf71yw6TLIA/knPnKivzlyk/JFvSVB+GS2gNZXQdMCVB8GGzuufr5DPuV/XRtb7zxNr1BvRRM56HgV7B/AgA7JztsbHUUFRhIT8qs9bm7sUfPYetgQmdTsuCGg/BAVCoJ34B8jMUmslJzavX/1O2kML8IW1slM7rWLqRa+0q6Dmi0P9OgRTY/fJKIodCATn9zSwkJd69t27ZVuDw0NJRff/21WvtVVI/6vzXLu3Xrxr59+67aJpVKxcWLleelKJ2bXZkGDRqwc+fOq7bjv658PYsXL65wm+HDhzN8+PBKj/vqq6+Wu6FwJR8fH5YtW1bp+qVLl1baJqj4+kZGRlbrHDdTlYPwbt26ARAbG0tAQIDITikIglABY7GRTyZ/RWay0rP7+uB51GsWQPzJBDoObMPkT6yfCTY3UwnC7V3swVgyl1iyAzkfdx/laV5mXq0FDKkJaZYAPKxDKKf2RrNx2TYykjLZvyESgMzkbN4Y8h4TF4ym04NWCBRvcWcOxZJwJgmdjYambRPhPyMYJbvHkVTXmFuobVmlIFw2ZyjDxwG0bW6s4YAkqcF+NHL2m0o2dX1/JLUnkiTh5utC4tlk0i5m1GoQbigq5vzpi3jXLUKjVYPkWOXe10ppgpAkCWc3Ew7OxaReSBNBeBUlxiThG5CPpJLQ2V07M3oZ2haoVBq86uTg7J5P3PHzNGhd/9r7CYIg3MKqNGbiyJEjlmFXWVlZHD16lCNHjlT4EARBuJtFbDxMZnI2ensb6jbwRZbh7JF4jMUm/vltb40MUc/LVOZ8O7rag7GkzIZOCbbcfZS70KWBelXJsszGZds4+PeNf67vWq30wjbu2IBZv7zA4zOHAlgC8O7DOtG6T3MMRUY+eupLjuyo4jzn29i2Vf8C0G5AOFpK6oE7vohkPxrJeQ5SSe/y1Ui6cABkw56r92IUH1V+qoOQ1NefIbwMm16gCQU5FznzGWRDBHA5OVttzwuPP3EBk9GMb5AGlVq64fngAJJkC2o/VGoVvoH5t0wW+NvBhahEfAKrmRm9hKSyB20YGo2aBi2yOXskvmYaKQiCcBNVKQhv2bIlqamplt/Dw8Np2bJluUd4eHiNNlYQBOFWt3XVLgD6je7Jqz88S51QH+o2ULJQyzIc2WH97L6lAbablwnkXECFpFWypbp4Kl2s1c2QfuyfU3z98kreHbmQ7PScG2rfvnVKL/g9g9oB0H9cL+4b3xsA/4Z+jJk7nOe+nkiH+5Q2HygJzu9UhkIDu/9Qbkz0+V9DMF0A1GDTHcl+LJJNt6odSHcPSDownlV6w1Funsi5n2JOewzZWJJopqQMGdpmlRyo+iRJjeT0JkgOYDqPnPkscuEm3HxcAEir5SD8TGQcACEtHQDphsqTlaGuh0ot4ReYT1pC+rW3FwBlfr5fYAFqtQo0wdXeX9K2QK3VEByWQ+wRMS9cEITbX5WC8NjYWEv9tNjYWM6ePUtsbGy5x9mzZ69xJEEQhJpxrflMN4Oh0MDxf04BcM/gdrh6u/D+llm8v2UW90/oA0DklmOW7c1mMzkZVUiqdQ25Jb3rnn4lgY/aH9TKOHRnNyUzdE569c6zZeXl+WLbS3ptczPzqn2d83MKiC3puWrZU0kmplKpeGLWMD7aNZvZa1/CxtYGtVpN2/7KjdzYo3d2T9e+dYfIyy7As64bDZqX/LtoGyGpHKp1HEnlCCXJ2+T875WFBSuV303xyLmfKOtKesIlbVPrvIDS82v8kdy+A31vwIyc+zEefsrw7NrOHn5kuzIto37Tkmuqsk4NWElTD5VahV+Q6AmvjrSLMdg5GFGpNVXPjH4lTSPUWjX+IXnEHruzPx8EQbg7VCkIDwwMtMwBDwwMvOpDEAThZvtp/hpGNXyG3z7+q1aD8RO7ozAUGXH3dcG/oZKoUqVSIUkSzbs3BuD4v0qQnnj2EjPufYv/a/E8e9ZG3NB580p6wl09SoJwTX2lpjPg4FwEVC8Iz8vOZ9+6y1nW/16xky0rdzK2ybO8NWx+tTKZn95/BpPJjHegBx5+Zes0+wR5obezsTyv10z5ch53/Dwm4/WXebnV/fu70gvebWgnMCo92JK2xXUdS7J7FJDAsAu5cANy3teXVxp2IRcfB+Np5bkVe8It51d7IDm+ApI9mDMIaV4AQMKZJKufq6oK84s4WjKlIbCRndLOG03KVkoThEqlwruukiFdqBpT4RkAzPhc39x8TQM0GjV1gvNIjLmAoah2qz0IgiDcqGrn0V+2bBl//vmn5fn06dNxcXGhU6dOnDsnhggJgnBzJcUl8/MHayjMK+KHd1eXCR4rc/zf06z/ZgvGYqNV21Lay92ie9NyySsbtKmPWq0i5UI6qRfTWTxtKfEnEzCZzHw5Y/kNlejKLZkT7uySDICkqW8ZfmvvUAjI1QrCj/1zCmOxCVdvZ3R6LUmxyXz+gpK1+/i/UXzz8koAMlOy+PD/PmfmoHctmb7/68S/UQCEtb92MibfYG/09jYYCou5GFN7QVxNMplMnNqrJElr1ac5FEcqK643CNcEgv4+AOTst0A2gK412HRVluV+oixTuSojJGqAJGnBphMAQaFxQGl5sNpxdOdJDEVGvPzdcXItmYZhhTnhAKh8UalVuHkXiSC8iooNxdhoEwHQ2FYvM7qFug4qjSNaHXj65RF/4ubX9BUEQbCmagfhc+fOxdbWFoDdu3ezcOFC5s2bh4eHB88++6zVGygIgnA1f36+qczzjcu2XXX7PxZt4M2h81ny2g/8suDPq25bHbIsWxKNtepdvsfR1l5PUFMlCPrtwz85vT8GSQJ7ZztyM/P59cPrb0vpnHBbu5LARxMCKqXXWa0xY2tvqlYQfnircjOhw/2tadXr8mtRqZQbC3v+PMiRHSd4Y8j77F4bwen9Mbw/djHfvfVzmZEIGZcy2bR8OwAtuje55nlVKhVBTZRrFHf8zvySHX8ygbzsAmwd9AQ1MinZzdFcdxAOIDk8BZpGyhN1HSSHF5B0JdnSS+eD6+6p0aompedzdlGmpWWn5ZKddmO5BK5XxEZldEHrPi3AVPJ/Ql3XOgdX+6BSq3D1NJB2MdU6x7zDxR6NxzsgD0mS0DlUMzN6CUmSlN7wkiHpJ3ZHWbmVgiAIN1e1g/Dz588TEqLcyVy9ejUPP/wwEyZM4O233y5Xc04QBKGmlWbSHj17OJKk9OJeOpdS4baGomJ+/3Sd5fmaxRtITbDOvM6YyDhSE9LR29tUGnA2ahcKKMO7Afo83o1pX/wfoNw8WDR1CdO6z+SdJz6uVi99XmYeao0ZXUlvE5pgZcinZI+kknByNVR57nl+TgEHNytziFv2aEqXhzsC4OrtzIKdb9HjUSXYmjP8Qy7GXMLe2Y62fVsCsOazjfzwzmpkWeaXBWt5stV0CnIL8Q32on1J0rVrKS1rlXL+zgxwTpYEDw3b1kdlLPmbqWtT7fngV5JUTkiuC5Gc30VyXYKkqQs2HctuY9Pluo9fJSUZr1VyIl4BytDv86dvfm+42WzmUMn7t/W9zcFc0gaVr3VOoPJApdaiVstoNVnk5xRY57h3sGM7T+EXWIBGp0HS1Lvu40jaBmh1WgJCc9m/4dojngRBEG5l1Q7CHRwcSEtTvrRu3LiRPn2UZEN6vZ6CAuv+MZo1axaSJJV5NGrUyLK+sLCQSZMm4e7ujoODA0OGDOHSpUtWbYMgCLeu1IvpJMWloFar6PpwB5rco3w+VDYkfc+aA+Rm5uNRx42GbetTbDCy9Yd/rdKWHT/vBqBVr2bo9BXPebwyENXb2/DwcwNp2jmMtn1bYjbLbP9pNwnRSRzafIw1izdW6byGQgOGIiPedQtQqUxKfXBVSXFwlSuSSoWTW3GVesIPbDzMS/1mk3EpC1dvZxp3bEDrPs2ZsWwyb697BZ8gLx5/fShe/spQd7VaxdMLx/L8N08x/t3/AbB64Tr+V+8pfnz/DwBsHfSMnj1cKU1UAVmWkQ0HkE3K3xWPusqxazuxV005uadkeH6HUOSiLQBINt1v+LiSpEeyuQdJVToH2g1shwIaUNcBXQ3XXi8NcuUc6jdX/g1rIwiPiYwjMyUbO0c9Ye3clKH4SKD2tsrxJUmNpPFRaqL7iCHpVXFs1wl8A/PR6jSgvv4gHE0DtHotASF5REecJT2pdjPwC4Ig3IhqB+F9+vRh3LhxjBs3jqioKAYMGADA8ePHCQoKsnb7aNKkCYmJiZbHP//8Y1n37LPPsmbNGn766Se2b9/OxYsXeeihh6zeBkEQbk3HdykJp4JbBGLnaGvpkY3YdLjC7UuHRvca0YV7R3YHYMdP/3J6/xnO3kDZm5QLaWwu6d3uNaLyHseGbUN4/uuJhIQH8fTCcTh7OAHwzOLx9HikEw3b1rckJ1uzeEOVesNLh6LXqVeIJAGaepeHHatcUUkSDs7FZF8jCD8TGcuCCZ+RFJeCvZMt05dORqfXIUkSrXo3x9XbBQB7Jzte+3Eao2cPZ97m1wnvqQxX7/2/rox4ZQgAxmITKpXE2LmPsfT0x7TopowMkGUZ2ZSGLBddPnH+d8iZU5HTH0HOX4VnXeU8qRfvvODGbDZzsmQ+eHhXlVJaTNJZ5m9bm8pxCpLnRiS3ldeXDKsaJJW9JRlgkw6OAJXmCahJx0qqEzTtHIZapeRIQO2tzFu3FpUyJN3du/COvVlkLRdjkkiMOYm9oxGNTguaG0jgq2mISqWiXmMDSDJfvLAcs9lsvcYKgmAxa9YsWrZsWdvNuKNpqrvDp59+yquvvsr58+f55ZdfcHdX7nhHREQwfPhw6zdQo8HHx6fc8qysLL7++mtWrlxJz549AViyZAlhYWHs2bOHDh06WL0tgiDcWk7vUwKasA7KPMNWfZqz5LUfOL3vDDkZuTi6OmAymlj39RaS41OIOnAWtUZFj+GdsXPUY+9kS/L5NGYOmockwaMvDmbQ5P4UFRShtdGiUl37PqWhqJiFT3+NsdhE086NaNo57Krbt+0XTtt+4WWW6Wy0PPnBKEAJ1Ca2mk5mSjYn90TTrMvVj1da/9s7QEbp8fO7vFJyRFJJ2DmYyL3GcPRlr6/CWGyiZY8mTP5kLI6ulQ+P9grwpN/oHuWWP/BUXwKb1GXPmgjaDQi3BOgAsjEeOftVS+Ap6x9EshuGnL+kZINC5NxPaNXWFwdnB1Iv3HlB+IWoRHIy8tDptdQN2A8GwKYXksqpxs5Z08F3Geo6YM6gbR9Pvn5NCYgTYy/hW886vdBVUVp9oMk9jS7PB1f5XWWP61AyL9zdq0iUKbsKQ6GBBf/3OcGNM9DoNKj1oUiSzbV3rIzaHyQbnN1N1K1XzKEtx9i/PpL2A6o21UUQ7nSzZs1i9erVREZG1nZTalxcXBz16tXj0KFDt+3Ngmr3hLu4uLBw4UJ+//13+vXrZ1n+xhtv8Morr1i1cQDR0dH4+fkRHBzMiBEjiI9X6kNGRERQXFxM7969Lds2atSIgIAAdu/efdVjFhUVkZ2dXeYh1Byz2cyOn3ezat7vJP9nnmdGclal83cF4VrORMYB0KB1MABe/h4EhNXBbJY5vE2pE7x5xU6Wv/kTG5ZuA6Bd/1a4ejljY2vDUx+NwcZWCVJkGb5/+zfGhE3hiZCn+f7t36567uz0HH545zde6PUGp/adwd7JlrFzH7vh16RSqWjVuzlQtZ7EnJLkV27eJb3fkusVB3MqCcKN5GXlV1r2K/ViOlEHziJJ8OT8kVcNwK+lRbcm/N/7T5QJwAHk7NeUAByUIcIFPyGnDVV+1zZHcpwGgK3tBbo9kEjKhbRbova7NZUmk2rWpS5S8VYAJNsHa7NJ1qWuA4Czaw7Nuykl+d55/BPOnTh/U05vLDZyen8MAE06NShJegeorTQfvIRUGoT7FJEQnWjVY99JvnvrZ+JPJtCyUz72znZIunY3dDxJUoMmFLVGzeBJQQD8vnDdHfc5IdzZDAZDhcuLi0XZvZpQ2fW+FVQ7CAfIzMxk48aNfPfdd3z77beWx/Lly63auPbt27N06VLWr1/P4sWLiY2NpUuXLuTk5JCUlIROp8PFxaXMPt7e3iQlXb20zdtvv42zs7Pl4e9fM2VbBMUvH6zl0ylL+PWjP3lv9KcUG5QPmr1/RvBMx5d5vsfrJJwRX2SE6inML+JCyZzTkPDL8wxb9mgKXC4X9s9vey3r+o7qzvh3R1iet7m3BR/+8xYf7ZrNvU90AyAvW8ltsXHpVgyFFX94Z6VmM733m/z2yTqSYpNxcnfgua+fwq9++VE716NNXyVT9t4/D15zSHpKSY+xh48ShEuqK4Lwkp5we0cjsgx5WfkVHmPfnwcBaNQuxDLs3JpkYxwYYwANkvtqJMcXr1irQnKchmT7EJLDJCVDesNcDIXFlSaT273mAKMbPcO2Vbus3taatO8vpR5876H5ys0HTQhorp01/nYhlQThsukCY+Y8hmddN5Jik3l5wNwbmu5RVREbD2MoLMbJ3YG6DfyQS276SJoA655I7YtWp8Hdu4j96yPFkOgKpCVm8PfyHag1ZjoNkJRRRVbISyCVHKNN93x0NhpiDp8j7vjNuckjWJ8sy8hyQS08qn7jxmw2M2/ePEJCQrCxsSEgIIA5c+ZY1h89epSePXtia2uLu7s7EyZMIDf38t+uUaNGMWjQIObMmYOfnx8NGzYkLi4OSZJYtWoV3bp1Q6/Xs2LFCgC++uorwsLC0Ov1NGrUiEWLFpVpz4ULFxg+fDhubm7Y29vTpk0b9u7dy9KlS3njjTc4fPiwJY/W0qVLASVuGzduHJ6enjg5OdGzZ08OHy47be+dd97B29sbR0dHxo4dS2Fh4VWvS0ZGBiNGjMDT0xNbW1tCQ0NZskQZ2Vb6+n744Qc6deqEXq+nadOmbN++vcwxjh07Rv/+/XFwcMDb25vHH3+c1NTLnXVXu/b16inf+8LDw5Ekie7du1d6vUGpsLB69eoy53dxcbFco9I2//jjj3Tp0gVbW1vatm1LVFQU+/fvp02bNjg4ONC/f39SUqzTeVjt4ehr1qxhxIgR5Obm4uTkVKbkiSRJPP7441ZpGED//v0tvzdv3pz27dsTGBjIjz/+aCmTdj1eeuklpk2bZnmenZ0tAvEakpqQxh+L1luex59M4LeP/uLeUd1ZNHUJhkIlIP95/hqmLJ5QW80UbhE5Gbkc3nac1ve2ICEqkYhNR7j/yT7YO9mV2zbuWDwmkxlXb+cygWN4r2b8sWgDh7cd59K5FEspsEUH3sXNx7XccUqXPfbqEAyFxdjY6diwdBuF+QYObDxMpwfKf3HcvGInGZeycPFy4pEXHqRNv5Y4uTla7Tq06N4EV29nMi5lsWv1fhxc7MhMzqbzQ+2wsS07nLM0i7irV8mXiiuCcEnlCEi4ein3W1MupOHkXr6dEX8fAaDdgNZWew1lFG1TfuraIKk9wPZ+UPsgF6xG0rVF0pTUDta2QJIkghsXADKpF9LLXdfs9Bw+fPILABZPW0aj9qGWjOq3suTzqRz/NwpJgsatlB5aSf9AjZYNu+lKe5zNl/AJ8mL22pf4ZPLXHPvnFF+/vIK3/nixSlM8qis/p4APn/ycw9uUSgm9RnRFkiRkozJdBc31lcWqlMoHjU6Dh28x6UmZRB+MpWGb+tY9x21u07fbMZnMTJydg61dLkj2N1SGz0J3D+QtQas6SKteD7Dnr2Mc2HCYek2tfKNFuEkKkVP63PSzSp6bgKrFES+99BJffvklCxYsoHPnziQmJnLqlDLtJS8vj759+9KxY0f2799PcnIy48aNY/LkyZbgDmDz5s04OTmxaVPZkqovvvgi8+fPJzw83BKIz5w5k4ULFxIeHs6hQ4cYP3489vb2jBw5ktzcXLp160adOnX4448/8PHx4eDBg5jNZh555BGOHTvG+vXr+fvvvwFwdnYGYOjQodja2rJu3TqcnZ35/PPP6dWrF1FRUbi5ufHjjz8ya9YsPv30Uzp37szy5cv5+OOPCQ4OrvS6vPbaa5w4cYJ169bh4eHBmTNnyiXofuGFF/jwww9p3LgxH3zwAQMHDiQ2NhZ3d3cyMzPp2bMn48aNY8GCBRQUFDBjxgyGDRvGli1brnnt9+3bR7t27fj7779p0qQJOt3lqVeVXe+qeP311/nwww8JCAhgzJgxPPbYYzg6OvLRRx9hZ2fHsGHDmDlzJosXL672sf+r2kH4c889x5gxY5g7dy52duW/GNckFxcXGjRowJkzZ+jTpw8Gg4HMzMwyveGXLl2qcA75lWxsbLCxuYF5SUKV/f3dTgxFRsLah9BvTC8W/N/nrP5kHbt+309hvgGtTkOxwcjuNQd4ZMag2+LLtFAzkuKSmfngu2Sl5tB+QCtij54j+XwaBzZGMufPl9HZlE2sVDrstH7LoDLLG7QOxt7Jluz0XH7+YA2g9PBWFIBfydZez8QFo5TfHWxZvXAd+9cdKheEm4wm/v5uBwD/e/Vhugyxfv4JjVZDrxFd+fmDNSyausSyPO5YPGPfHlFm25TzypxUJ9eSHvMyPeHKH2APP+XaJUQnUr9FUJn9DYUGTu87A0DLHjXTKysblAz0V2YBl3RtkHRtym6oCQE0ODqb8PAp4tTeaHyDvbB1UL4sybLMVzNWlNll+4+7eWT6rT+ke/uPyjSplj3qo1P/pSz8Txmx257KU/lpUnoJXDydmfzxGJ7tOpMzh+KIOhBjKdNnLbIs88nkrywBuIuXEw881RfZnHt5Tri1g3C1L5Ik4e1vRpJkdv+xXwThV5BlmR0//Uu7Xsl06HUR0CE5vXJj88FLaRqCygPMqfQbkc+ev5REnEOfG3jjxxaE/8jJyeGjjz5i4cKFjBw5EoD69evTuXNnAFauXElhYSHffvst9vb2ACxcuJCBAwfy7rvv4u2t5MOwt7fnq6++sgSKcXFxAEydOrVMQunXX3+d+fPnW5bVq1ePEydO8PnnnzNy5EhWrlxJSkoK+/fvx83NDcBSNhqUClb/zaX1zz//sG/fPpKTky2xz/vvv8/q1av5+eefmTBhAh9++CFjx45l7NixAMyePZu///77qr3h8fHxhIeH06aN8ne8ouTckydPZsgQJWHr4sWLWb9+PV9//TXTp0+33GiYO3euZftvvvkGf39/oqKi8PX1veq19/RU/t64u7uXi/v+e72r4/nnn6dv374ATJkyheHDh7N582buuUcpzzp27NgyN1huRLVvSSckJPDMM8/c9AAcIDc3l5iYGHx9fWndujVarZbNmzdb1p8+fZr4+Hg6drzDvtjcpkwmE9t/VL583zuqB+3va0WL7o0xmcwkxSpZa19c/jThPZsiy7Bm0QYxt+sutvm7nWSlKvOb9/51kOSS4DL+ZAIHNkSW2750vnTzro3LLNdoNZZkZjt+3gNAyx5l5ydfS4vuyjFP7o0u9548uPkoaRczcHJzoP39NdRzDAwY34uw9iFllm1euZOkuOQyy1IuKD3hdg4lGcdVLpdXqpReZFdP5aM+Ibr8VJ2oAzEUG4y4ejvjG2z9BFqyXAjFShZ7dFe/XpKkA019tDYaAkJzWTbrRya2nsHpA8oNl+0//svevw6i0arpPqwTwE2bb3wjjMVGNq9QbtzcP8YbMCmBnJXnKtc6VclNVHOy5f+Nq7cL4T2VKSJHd56y+ilP7z/Dwb+Potao+N+rQ5jz58vYOdqC8YylTZLK2bonVXkAKmzs1Di5Gdj750ExJP0KsUfjyclI45GnzqG10SLZj0KyUgUASZKQ7JRyiKGN1uPuXUjs0fg7sprC3UGP5Lnppj9AX6XWnTx5kqKiInr16lXp+hYtWlgCcIB77rkHs9nM6dOnLcuaNWtWYUBYGsCC0qseExPD2LFjcXBwsDxmz55NTIzyNzAyMpLw8HBLAF4Vhw8fJjc311LOufQRGxtrOe7Jkydp3759mf2uFUtNnDiRH374gZYtWzJ9+nT+/bd8udcrj6HRaGjTpg0nT560tGvr1q1l2lRahjomJuaa1/5qKrveVdG8eXPL76U3UZo1a1ZmWXJycrn9rke1g/C+ffty4MABq5z8Wp5//nm2b99OXFwc//77L4MHD0atVjN8+HCcnZ0ZO3Ys06ZNY+vWrURERDB69Gg6duwoMqPfIo5sP0F6UiYOLna07dcSSZJ45tPxdB3SAXdfF6YsHk/TzmHcO0rJsvz3ip0M9/8/Ppu2VATj16nYUMyfX2xi758RmEwVJ+G6VZVmNa7IqZKyTqXOHIol+mAskgTt+oeX2z68V9mguzRJVFWFhNdDo1WTcely4sDk+BT2rz/ED+8oCdu6P3pPud55a7J3smPmz8/z1h8zWBr1sXIDy2hm07Kyc6qUmxUyNvqS+d7/mRMO4Oiq/H+6EF2+bvOhkrnzzTqH1czQ6OKTgAlU7pfrl1+NJhCtjRYPX+UOfEFuIe+P+ZSLMUksefV7AIa98CDdHlGC8PiTF6zfZis7tPmoZfpCo1YlcwW15d+3tz11SU+4XAhynmVxs5IbZUd2HLf6Kdd8thGAbkM7MXBiXzz8Sr6cGks+TzTW7XkHkCQNqD3R6jT4BWEZki4o9q+PpGOfZJzcQNLUBbvR1j2B7RDQtkSlMjJ0kvI5EbGx4rKUwq1NmbtsWwuPqv2tu5Gpr1e6MkivbHnpPPIvv/ySyMhIy+PYsWPs2bPnutuTm5uLr69vmWNGRkZy+vRpXnjhhet4NYr+/ftz7tw5nn32WS5evEivXr14/vnnq9WugQMHlmtXdHQ0Xbt2vaFrX9H1liSpXGxRUTI8rfby97rS98l/l1nrpmu1h6Pfd999vPDCC5w4cYJmzZqVaRjAAw88YJWGweXkA2lpaXh6etK5c2f27NljGYKwYMECVCoVQ4YMoaioiL59+5ZLYCDUnm0/KEmTujzUAa1OeZ84uNgz6eMxZbZr2aMJ/Ub3YNPy7ZiMZrau+pdG7UPp/sg9N73Nt7vlb1zOAt7n8a6Me+d/tdugKsrLyiP2qFL54N2Nr3F0xwnc67iBDB899SWnSoZLA/z7x34WTv4aUOpuV5RIrEWPpqhUEmazjIunE0FNq5fzQafXERJej1P7znDi39Oc2B3F1y+twFis3NhQqST6PF4ztZ2vpFKpaNBaGebad1QPDm87wc5f9zD85cFotBqMxUbSEzOw0ZtRa4yACiSXKw6glL6yc1SGql+IKpsAsSC3gK3f/wNA2wpuZlhFsTLfvHS+97VIKl/UGhX1Gl8eupqdlsubQ+dTmG+gQZtg7n+yD4W5ypfvlAvp5GXnV5g34FZRmiSw48A2qEzKHDXpGqMCbkeSZIssOYCcC+ZkUClZ9ktHpsQciiM/p0DpqbaCY7tOcWDDYSQJ7pvQu8w62aB0Fki65hXteuNUvkjSJVr18OBkRA6n9kbf1UPSC3ILWPfVFpLiktn+025e/ewSOr0WyXaYktXciiRJAvsnkDMjadPtAno7ByI2HabvqPJlEwXhRoSGhmJra8vmzZsZN25cufVhYWEsXbqUvLw8S+C3a9cuVCqVJSFYVXl7e+Pn58fZs2cZMWJEhds0b96cr776ivT09Ap7w3U6XbkOmFatWpGUlIRGo6lwyHjp69i7dy9PPPGEZVlp4H81np6ejBw5kpEjR9KlSxdeeOEF3n///TLH6NpV+a5kNBqJiIhg8uTJlnb98ssvBAUFodGUD0evde1Le7qr2uHk6elJYuLl70DR0dHk51ecrPZmqXYQPn78eADefPPNcuskSbJq79sPP/xw1fV6vZ5PP/2UTz/91GrnFG6M2Wxm84qdHP/nFPvXRwLQY/jVg2mVSsXo2cMZNv1Bfv3wT9Z+volV836n80Pt0Wir/Ra9a8UcjrME4KAkD+s/rhd1Qm79Ia8n9kRjNsv41fcmqIk/QU2UoDkjOQtQejvzsvLISs1h4eSvMZnMNGxbnyfnj6zweK5ezsz582VO7TtDo3Yh15UMqlmXME7tO8PnL5St+lAnxIdHXxyMV4BntY95I1p0b4KLpxOZKdns/GUvPR69h9P7Y5BlcPOWUakkkHQgXRHglPSE2+iVgDX5XAoFuQWWOda/LPiTvOwCfIO9aH1v+WBFNiWBZHvdw3llWUYuUoZhS9oqBkNqX0Dingf8adjjJXb8tIfVC9eRcUl5Lwx97gHUajX2zva4+7mSdjGD+JMJhLW3fo+ntRzZqQy/a9k9EIxKmTK0d14QDoDaC4y5yrxwjZLUx7OuO17+7iSfTyMmMs4SlN+I+FMJLHxauRnX54nu1G1wuRa4LBdBsZLxH10NjYxT+0JxJEFhyt+oc3dRhm5Zlok7fh47R1u8Az2RZZlPn1nC/pJpQ151CqhbvxCt3gX099ZMI7RtQV0Xvd05wlpncnTX6Vv+Zpxw+9Hr9cyYMYPp06ej0+m45557SElJ4fjx44wdO5YRI0bw+uuvM3LkSGbNmkVKSgpPP/00jz/+uGUoc3W88cYbPPPMMzg7O9OvXz+Kioo4cOAAGRkZTJs2jeHDhzN37lwGDRrE22+/ja+vL4cOHcLPz4+OHTsSFBREbGwskZGR1K1bF0dHR3r37k3Hjh0ZNGgQ8+bNo0GDBly8eJE///yTwYMH06ZNG6ZMmcKoUaNo06YN99xzDytWrOD48eNXTcw2c+ZMWrduTZMmTSgqKmLt2rWEhZX9bP/0008JDQ0lLCyMBQsWkJGRwZgxSkfcpEmT+PLLLxk+fDjTp0/Hzc2NM2fO8MMPP/DVV19d89p7eXlha2vL+vXrqVu3Lnq93pKIriI9e/Zk4cKFdOzYEZPJxIwZM8p1JN9s1Y5wxLwn4Wq+fmmlJWkVQOs+zQlsXLVeSHsnOx59cRC7Vu8jPSmTf37dK3rDq6F0/n3HgW0oNhRzYMNh/vh0gyXZ2K3s+D/K0NGm9zQqs9zVyxm/+t5cjLnEid1RxB07j8lkpmnnRry8cgpqdeU9LMHNAwluHnjdbeo3pifrvt5MbqZyp7TTIx154LUHSS3IJyUvn++PHSHXUEROkUH5aTCQZzBgMJkwyWaKzWZMZjPGks9MjUqFWqVCq1KhUanQqtTY63Q46nQ46GxwtFF+Otvo8bS3w8POHg9bOxx0OiRJQqPVcN+EPqyY8wtfzljO3j8jOHNIGQLbeVADIApUrmV7m0t6wtWqQuqEepAQncrePw/S/ZF7iNh02DKU95Hpg8pdS9mUhJw+Qpn/6vYdklTxHyvZnA3mFFAHlNlGls2Q/x0YTys3B/RVnNelVr64aDVp1AnxpcuQ9vz+6TpkGcLah9CsSxiyMQY572va9NSx4TvlJs2tGoQnxSWTHJ+KWqOiUet8KJJB7a9kib8TqbyAs8p74gqhreuTfD6N0/vP3HAQvn9DJJ9M+oqiAgP+Df149MVBZTcwRCol4FQeoK78S+SNkDT1kQH/+hcAe+Jug9wEN6LYUExWSja2DnreeeITog6cRavT8NSHo1GpVZYAPLRVPRq3PICdkx2SrnVJhQbrkyQJbDqjNl2gw70GDu00cWjzUToPbn/tnQWhGl577TU0Gg0zZ87k4sWL+Pr68uSTTwJgZ2fHhg0bmDJlCm3btsXOzo4hQ4bwwQcfXNe5xo0bh52dHe+99x4vvPAC9vb2NGvWjKlTpwJK7+/GjRt57rnnGDBgAEajkcaNG1s6I4cMGcKvv/5Kjx49yMzMZMmSJYwaNYq//vqLV155hdGjR5OSkoKPjw9du3a13Ch45JFHiImJYfr06RQWFjJkyBAmTpzIhg0bKm2rTqfjpZdeIi4uDltbW7p06VKu8/Sdd97hnXfeITIykpCQEP744w88PJS/fX5+fuzatYsZM2Zw7733UlRURGBgIP369bN0nFzt2ms0Gj7++GPefPNNZs6cSZcuXdi2bVul7Z0/fz6jR4+mS5cu+Pn58dFHHxEREXFd/07WIsk3MPm2sLAQvb5qyQ1uZdnZ2Tg7O5OVlYWTk1NtN+e2dXTnSWY/ugBJgla9mxPeqxk9h3dGraneULQ/Fm1gxZxfcPNxYf62N8jPzif5fBph7UPvrHI+VmQsNjKx9XSy03J5cfnT2DnZMfPBd7Gx1bH44LxbvnfghV6ziD91kWc//z86/CfZ2TevrGTD0m30ebwrJ/ZEkRCdxOSPx1g9K3mxycSlvFzis7K4kJ3F+ewsIk/GcercRXDTo7bXQS28/fRqDZ729vg5OlHXwZHIH/aRfvACNpnFaHOK8Qvw5J01PbExvg6ahqjcvrbsK8tG5JTuAKz7bSrfvrmRsPYhzPp1OvNGLSRi0xH6jurOmDmPlTuvnLcMOe9LAKWutyYYOWceaMKQHJ5EUjkjG88iZ04BcwaoXJDsRoPtYEBCznkXCtcqB7Mdgsrx2Sq9Xtl4ATn9UZB0SB6bkSSJyK3HyM8uoPW9zdHp1cjpI8F0jpzMYp4bHEbnh/ox6q1Hb+g6W4uh0MCaxRvJzyng4Wn38/fyHXw3+xcad2zAa98YoPAvsH0QleP1z8W7lZmz34XCNUj2o5Hsx1qWr1+ylSWvfk+L7o15ecXU6z5+YuwlXuw7m8K8Ipp1acSUxRNwdHUo24acj6DgJ9Dfj8rpxUqOdGNkUwpy2mDMZjNT7gshPdmWpVEflysheKf4YPxn7P3rYKXrXT2KmLpAS4PWdaBISZgrOT6PZDuoxtokGw4iZz5DVprExHsb0a5fa6Z9+WSNne9Oc7O/+xYWFhIbG0u9evXuiNhBqFxcXBz16tXj0KFDtGzZsrabc1NV531e7Z5wk8nE3Llz+eyzz7h06RJRUVEEBwfz2muvERQUZElvL9xdoiJiLKWU+o3ueUNfiPuN6cHmFTtIikthdKMpluXt+rVkymcTxBD1CpzcE012Wi5Obg406xKGWqOmTqgPCdFJ/Lt6P32e6FbbTaxUZkoW8aeUhGGNO5UvJdSiexM2LN3GpuXKCAuNVk2rPtc/z1OWZVLz84lOTyMmI52Y9DSi09M5l5Vh6bW+kjrg8pcTe60OTzt7POzscLG1xUlng4NOh6ONDY46HfZaHVq1uqSn+3LPN2DpGTeYTZjMMsUmE3nFBnIMSk96rsFAdlERmYUFpObnk5KfR67BQKHJyPmSmwJ7AbmlA8Vh9TGbzdhoNOg8PfkzLoL+3sUUmLSoCwpwLUloIkkaZMke5DzuebARy9/ayMm9Zzh/OoHD25QkWRW9N2RZRi68XF9Tzv9eGeZuPAPGM8jmS+D8DnLWDCUABzBnIucuAMO/oPazBOCS3SNgP6Hq/0DqkgzbsgHkTJBcadmj6RVt+QVM5wDQ2ZjpPOASF8+Wz/peG8xmM3NHfMTJPUoiwQMbD5OeqFyfLoObQdF7AEg2N78u7s0iqb2QUUZSXHnPqmFbZb50dMRZDEXF153U8NtZP1KYV0STTg14aUUlo2EMylxGSVdzvaKS2hNZ1xqV4QBdH8jm1y/0nD91kZDwejV2ztoSe/RcmQC8Y99Cxsx049T+LD58Xo3ZLDFpTjyhTQxQVJIQT+UF+n412zBtM5DssXfKIqhBLoe3H8dYbBTfEQRBuC1U+5Nqzpw5LFu2jHnz5lnmhwM0bdrUUmdOuDGF+UUU5Rfh7HHr98rLssyymatY980WAOqE+jD0hRtLzqfT63jqw9G8O3IheVmXkybsWx/JxmXbGTCu+uUK7nSlJbxa92lu+QLS67EufPvGT2z5fuctHYSXJq0KalIXJ7fyQxcbd2poqScP0Hlw+2r17OcaDJxISebIpSSOJl/iZEoy2YaiCre1UWuo6+RMXScn/J2cqevkTB0nR7ztHfCws8fuJs8fKiguJq0gn0t5uVzIzlZ66LOyOJ+dTUJ2FoUmIzFZ6USnxtHFzcDOS2m8/9cyfB0caerlTVMvb+5316NX5eLsDqGtgomKOMviZ5diLDYREFYH/4Z1yp/YdAFMcVc8P1d2vWEfckpP5XeVB5LbN1C4FTnvUzDstWwmOUxFsnu4Wq9ZknTIKncwp4EpsUy2d9mcjpz3hfJE7Y9aHUtASB4HdtwaQfjOn/dYAnDAUopRrVHR4d50JWu42h+0LWqriTVPHaT8vPL9AwQ0qmOZwz93+AKGvzyE0Fb1rpmv4dzJCxTlF1G/ZRBxx85z8O+jqFQS4+c9XmEALpsuguk8oAJdW+u8pkpI+n7Ihgg63pvGr194Enf8/B0ZhK/7egs9B1+k99AcXP0a4ewUgySdpXVXmTk/BJCdGURY+HEkSQXapmCMRXJ8AUmq2d5OSdIi69qjkTfTpmcePy1yJCriLI07WLkuvCAIQg2odhD+7bff8sUXX9CrVy/LuHyAFi1acOqU9WuA3m22fP8PS179Htks8+bvM8rNaS3ML2LLip0UFRjo/kinCjND30zbVv1rCcA7PdCG0bOHlwuQZHMuct7nYIxR6oXq2inL5QLk3MUg5yE5zlBqBJdo2DaED3e+xekDMQQ3D+TQ5qN8OeM7fvv4T3qN6HzHDvm7HrIsE7FJKc/Spt/lDNddHu7Ayrm/cvZIPGePnLvm/Oi87HwitxyjWZcwnNxrZh5fRUp7WNr2qzg7t629nv/NHMqSV79HpZIY9Ez/ctvIsqyURJLsic/K4mhyEseSL3E0+RJnMzKQKTvrRi1J+Du5UN/NjRA3d0Jc3ajv5oaPgyMqK015kM35QCGSqur1PP/LVqulrla5GdDat2ywLMsyF3NziElPx6YoERu1GiTlxl1ibg6JuTlsOnuGum0LCHXK57uTf5Jxbx2yU5KIOhGPGrjnwXYVn7i4ZJ6UtqUyr7bobwAk+9EgOSDnfmLZVHL4P+U12g0BbRPknHfAFI9k+5BSSuh6aILAkIac8x7YdAO7x5TgvOTzAk1DJIeJqIqfoU5wHqkJ6RgKDej011cX1BqyUrP57q2fAfjfq0No2z+c2Y98QE5GHgPG9USvWgUmkGwH3dnTajRByk9jHLIsW16rWqNm6HMP8Nlzyzi59wwzH3yXRu1CmLJ4PKf3x7Bh6VZCw4MZ9Ex/y9+QhDOJvNRvNiajmbZ9W1py0nQe3B7fepUkPTKU9NhqmyCpHCrexlp03UB6HzevTIIa5d6RydlkWSb2yEFe+OAczh52aHXHAQk0jZCMZwisfx5QbnpIji8i2d5f5t+9pkk29yAXbaFtz3x+WqSURhVBuCDUrqCgIFFquAqqHYQnJCQQEhJSbrnZbK6w3ppwdadSU1h/JpoQNze8VXq+nrUKY6FyHX949zdmfPs0W7/fhZuPC616N+fb11exeaVSUmj9ki30eLQzDi72dBvWsdy8uJpWVFBkqZn86IxBDH5mQIXbybkfK/MgATlrJrgtA5UXctaLYCj5sq8Jg//0mDm5O9K2b0sAuj/Sid8XriP5fBp71h6k29COpCakERVxlrD2obV+M6I2ndwbTcqFdGxsdTTrcjmxmZObI+0HtGLX7/tZ+PTXTF82GZ8gL8t6Y7GRnb/sxd3PlcYdG/DeqIWc3HsGvZ2OWb++QL1m15/UrKrysvM5sv0EQLm54FfqN7oH7r4uaG20Zb585xcXczzlEvqC+dTR/sP3Z9uyPKb8UHU/ByeaennRzNuHpl7eBLu4YlNBSQxrkYv+Rc5+S+n5dJmPpGuFLBcDGqt9OZUkiTqOTtRxdMKc4wwFeoY07kC/liM5kZLMseRLHE9JptBkj0wKaXlJ7NM6knW/L8gydslFRIfZsC/hAs29vdFrrkiqVvL/UtK1Bl1b5KLNSkBuNxJQI8m5yIUbkGwfAZvLQ04lbSMkt6U3/tp0XZQ2GKORjdFQfFgZ0l64Tlnv+Byo66JSSXj6GtDbGUmMTSYwrO4Nn/t6yLLMVzO+Izs9l4CwOvQf1wuNVsMne95WNjDsRc66AJI96O+vlTbeNOq6gAbkAjBfAvXl2vBdh3Yg/uQFzp9OIOrAWU7tO8PE1jMs60/uiWbnr3u458F2PDR1ADt/3oPJqATepYm/VCqJwVMq/lsDIBcrNyQlbUurv7T/klR2yLqOaLQbadA8645MznbpXAqtO59GrZaVUVb6AcqNdJteULQVOXumsqFNL9DfB3BzbzLpOgAqvPyycfcpJGLTYR6dMejmnV+oNhGcCXey6ry/q/0ttHHjxuzcuZPAwLJf0H/++WfCw2uozuwd7FBSIj8cV+roFuQUUvhEHWxzTdikFJGUmkj0uPdI33cem6xiGrcPLTPUMTM5m98+VoLb1Z/8xaxfXyhTpsXaLkRdJGLTETzquNH+vlb89vE6MlOy8fJ3Z+DEisuQyMazlgBcWZCLnPO+0ktmuJyVUM5fBrYDkaSKe7g1Wg09Hu3Mqvd+Z/uPuwgIq8Prg+ZRVGCgTogP7256zVKL/G6zsaQsWefB7bCxtVF6YCU9kqTi8deHKsnMziTxQq83eOuPFwlq4o/JZGLB/33OgQ2Hyx2vMN/A6k/W8ewXNZ/g5uCmIxiLTdRt4HvN926bvi1JyMnmr+iokl7uJGLS02nqeoG3Wm2j2AwPB+3mZJYHxepWNPPyoZmXN028vPGwu3mJ6WTZgJwzB+Qc5XnmM8jqIDDFg003JOe3rH9Sc7byU+WIg05Huzp1aVdHCUjNWfsxFVzi0cYB2Do0ZtuxU5zPyMIQ4MAv56L45VwUGpWKpl7edKjjT6c6roSwXzmerjWStim4/1KSeb3kT4b92DJJt6zOphvkfnj5uWE/sumC8ru+N5K2MQCyyhuVJhe/evkkRCfWWhD+7+/72bc+ErVGxaSPxlimhJQGI2bDPyVt74Oksq+VNt4skqRF1viDMRaMcWWCcLVazcg3HgGUrPELJnxG3HHl3zWsfQiXzqWSnpTJ2i82sXvtAfKzCwDwqONGakI6AF0f7ohffR8qVRKE36wh/5I2DLVmM/4heexYewGz2XxdJRFvJpPRRHZaTpVuXp/YHUWz9hlotBpUzrOR9FfU4tb3BE2A8ru6fq2M8JBUzsjaFmjNEYR3zuTvnxM4d+J8lauyCDdPaTmo/Px8bG1tr7G1INyeSmuPV6X8WbWD8JkzZzJy5EgSEhIwm838+uuvnD59mm+//Za1a9dWv7V3OX+NHR1VriRLxUSmpYNejdrfmQLvYjLzDCQBhAYgGc1EZRRga+9J8yB/Hnu8N4nbzpB+IpHT+86QFJfCe2MWMfevl2skE/bJvdHMfuQDjMVKHXjdNA2GImWO7mOvDKk0EYpc8Ifyi00XJPsnlazGht3Iht3KctuHwbATTJeg8G+wva/SNnQd1pEf3/+d4/9GMXf4hxQVGABIOJPE6k/WM/S5gVZ6tbePC1EX2VcynPveUT2Qi/YgZ72kJLdyegVX7+bM/Ok5PnrqS+KOnefbN37ktVXT+OfXfeUCcLVGxeCnB/DzgrXs3xBJxqXMGh9hsHvtAQA63Fe+F7zQWMyJlBTLsPKjyZfILCwot92w4FPYqDVK6S+1ig+7yWhcBtVou6+qaDuYs5TyYCofpS506fzYoq3I5mwklZXzPZQE/KV1wctQOaNWqWjqYUOzoO682rU7kcfOEmPK5VhmKhEXE0jOzyMyKZHYtLP4mrbg6pFMvtmLqBwtbesU4KL3Kn/cGiSpPZH1/ZSASu0Phn3K/HBAsh16eUNNCGpNHHXr5XH+1EW4sXQU18VYbOT7t38F4KEp91lq3JeSZfmKRGEdb3r7rE2WZXINBjILC0kvLCCzoICMwgIyCgvJLzZQUGykh5uO+vZFbD72B9uTU5UdJZCQkCSU8nxaLS6vdCHgXBq+vu7Uq+uNPSoSD8az86vtpJxJQWUGWwc9b697hb++/BtPfw+6Dav8GsqmFDBdVE6mbVrpdlalaYhKoyKwQT6F+QYuxaXgG1z9+sA3y8m90XwwbjHZ6blM/GBkpWVAjcVGDm87zh8LV/LaZwVodHrQlf+cljTlR0bebJJNF1TFh+j2oJG/f4at3++6ZaolCJep1WpcXFxITlZyZdjZ2d3ZU3OEu4osy+Tn55OcnIyLi8tVS+iWqnYQ/uCDD7JmzRrefPNN7O3tmTlzJq1atWLNmjX06XPnZnytKYaDiVx8VSnn0RRoOqAFfUc9yKlLl1ix/G8ytCY09V0pMBSTrymguI49kS5weMffoALn1noCu7Ym7a9jpMVlMfOFL3np3dGc3R1DbmYe4T2b3nAglZuZx4IJn2EsNuET5ElhfhGZyUrPW7/RPeg4sE2F+8lyMRQpdYgl/QNImkCwH4ec95mygdpfmWOq9kTOXYyc8x6y4R8km15I+t7ljufh58Y9g9rxz2/7yE7PRaNVM/T5B/j+7d9Y+9kG+jzRFRdP5xt6rbebZbN+xGQy06ZvCwLDHJDT3gCKwZSAnD0b3FbiV9+H576ayLSuMzm+6zQndkex+hNldMJjLz9Eh/tbs3nFTtrf14r6LYI4suMEURFn2b0m4ppJ8IoNxVw6l0rdUN9qtz0/p4Aj25Sh6G0HhJOQk60E3JcucSz5EtHpqZj+M6xHo1LRyN2TZt5K0rHmnu64F/wKsg2S4wylLJbhH2Rz7lXng8qyAeTcG5qvXemxS7OC2w4B28HImVMBlZJZHJSAsoL3942dtLQnvPz7X1K5KNmqzZmWbNUtmwbTEhiC8ocjISeb/QmxNNW+jLMmiWKTxGsRnYjK3o7EDhp7etGxrj/t6/rT2MMT9U3o6VM5vaq8tOKjyIZ9ykJda9A0vvzaNEGoNWq8/QuIOVk7Q4F3/LSblAvpuHg58cBTfQGQjXEgFyNpQ5UkYaYkQAPa22O0WE5REfFZmSTm5nAxJ4ek3FySSvIMJOXmUmC8+tSzgrq2TGhopI5uH/suBlz7hPGpEH/a8tT0iB/Z6U7ocoppGhLApycPUndAPXQuLqQWFeCtcaj4y3uBMj0KbeOanw9eStMACQkf/2Js7Y2c3BN1ywbhsizzzSsrcXS+RGjTAlbMXkWrPs3LJMQ0mUwc23mKZbNWkRCdROuuqUgqCa1dQ+vfPLQWm3sg92MCQjPQ2/mwafl2+o3tWWb6lXBr8PFRRrGUBuKCcKdxcXGxvM+v5bomRXbp0oVNmzZde0PhmrR6HQFhdTh/KoFWfZrz5LtP4OTmSLs6dRnRvCWSSkJGSbR0IiGR+IJczmakcyYjnQtZWWQVFXKkqBBTa3ey69lwXi5k7aeL0eUUo08z4LRmA8OGdadPt3D8nZzRVuHOzH9999bPZKXmULeBL3P/ehm1Rs3xf0/j4uV89eGfhn+VYbIqd0uWWsn+f6BtBMVHwfZhJJUjsn4g5P8C5mQo2olcpJQ4Kh1yeqVHXxxMxKYjGA1Gxr0zgm7DOrFv3SFiIuP4cd7vTHjviWq/vtvVuRPnObL9BGq1iideHwaF65UeUZUbyPlKj1DRJtD3x8vfg84PtWfrD7uYM3wBJqMZe2c77h3ZDVsHWx57+SHLcTsObENUxFn2rTt41SC8IK+QWQ+9R9yx84x4ZYglALkak8lEXlY+KgcbVv62jQvNHJBDXZkUuZW03fnltvewtaN5yTzuZt4+NHT3QHfFe1guPoKcn6/0Ouvvg/wflEzehj2VBrpy0S7k7DeVOasu85GsmEFZNueDoWSEgU0fJch3XYYkSci5i5DzVyIbdltuMsmmVDDGgK7djfUIlA5Hr7An3KVkm6wKd5UkSckCrz6CnJeNLPlxqng67QJ1mC6cJyYjjeMplziecomvDh3A2UZPuzp16Vg3gA516+JmW8ND/TVNkRxfANkEtveXvU7qQNQaNT7+BWxbe7Fm21GJv1fsBOD+/7sXnV6HnPsJcv4qZaXDsyCXXHddSyTVzZsWcS2yLJOSn0dcZiZxmRmcy8rkXMnvqQXl/y/+l51Wh6tej6veFhe9Hhe9LQ46HXqNBiddE+y0h2junsP87nXIMjcsPSuyDMVmE3nFxRQUF1NgLCbXYCC9oIC0gnzS8vNJK8jHyc0B3CCWfGJPnyxzbgedriShojsN3N1p5ulEoGq+coMLkOzK172vKZLKCVntg0YXh39IHkd3nqTnY11u2vmr48j2EwQGRzD86bNIKomNq3IZ3+w5AsLq0PSeRoS2Dmb5Gz+RnpSJJMnUb2Jg8PgU7J3t0NhXksTxFiCp6yCr/dDZJHDvYy788VUuP7yzmqmfVaM0onBTSJKEr68vXl5eIo+UcMfRarVV6gEvVe0gPDg4mP379+Pu7l5meWZmJq1ateLs2bPVPeRdrctD7enyUHtMRhNqTdl/uCuf1y0pl3SlIqOR2MwMYtLTiclIJyIqlkNR5yjSqyh21mF00ZFtkvngxAEWnj2Mg4MtwR4ehLi5Ub8kG3SQiyve9g5o/tOz9e8f+9nx024c3RzY8bMylHL8u/+zZCVv0a3JNV+bXKD0tkr6fpfnkgKSrg3oLveeSyoncPsWirYj538DpkvIOe+D69flAhPPuu68v3UWarXK0sP/+MyhzHroPTav/IdOD7alaecw5fw3MUNrbVj3tZKVvt2AVngHemJOL0laZT8GzDnIeZ8jF/yKpFeyifca0YWtP+yyJDrqP7YXtg7l52W17R/Oslk/cnrfGbJSsystlbf01R+IO6b0Pq6Y8wuNOzUgpGX58jzFJhOxmRlExJ1n+febSKAIk7cdRqMJub07to56igryUUsqGnp40MzLm2Yl5bW87Svp8SplKJm7rG2jlMex6Yicfw7ZsK/C0RSyXIycM1/JsA3IuQvBdYmyrzUUHwSMSp1stTIs2dJ+XTvIXwmGCGWIcvEhZeqAnKeMCLmROdalw9FVFQ9HV7apOAiHkrrgBatLDjGJJvquNPGDye06kJKXx56E8+y5cJ69CefJKipk09kzbDp7BgmJRh4edPIPoEPdgBrpJZckCWwfrHilJhC1RoW3fwHJ8akU5BZU+J6uKQlnEomJjEOtVtH14Q7IRbsvB+Cg1E0vIdV0zeSrkGWZizk5nEpN4VRaKqdTUzidlkpWUWGl+3jY2lHXyRkfBwd8HBzxcXDEz9ERHwcHvO0drpnY0JzdDwo30NHpUySnV5Bsqh6YyrJMekEBF3KUUnwJOdnEZ2VxNiODuMwMcg0GIpMSiUxSpig8E7YNB78oNGoVmaYQkooCaeJVhJPNTaqioWmARneBgJBc9m07dcvOC//zi794bOJ5bOxssLHV0WtIEns3e3Ih6jzxJxPgq82oNWbCuxQw4tkM/AIzkVQqkOyRbAfVdvOvTtcWCi4yYJQzf3yVy561B0g8++AtOyrhbqdWq6sVrAjCnajaQXhcXBwmk6nc8qKiIhISEqzSqLvRfwPwqrDRaGjk4UkjD09lQfuOFOYXEXcuiUw7idisdNas3cPJpEsUuplJLywmL6+Q4+cTMJYE/bb2etQqCW975QtWHScnNOlFbP5wA+rsYrR5RrRqicFP9qVRu9AqtUsu3Ips+BdK533ry5eU+i9J5aDMB7e5BzntIWUebfGBCuu8eviVHUIc1j6UXo91ZvPKf1jwf58zaHJ/IjYdJiriLPVbBPH0p+Pw8veoUttvFzkZuez6TanH3H9sT2RjDBjPAholSy3FkPcVFJ9ENsYiaeoREl6PzoOV4fxO7g70H9uzwmN71nWnfotAYg6fY9dv+xgwvnwwe+7kBbb/9C8A7r4upCVmsmbRBkZ9NJLo9DSi09M4U/IzLjMDo9lMXmY+BlcZ0IHBiC6nGPtkA2NGd6F9g2AaubmjM65FNqxFshsJajWYYuAqcw7l4qPAFZmQde2V3nDD3opvwhRtV0ZcgHKtjDFKr7lNpype+auz5DrQdSh/bm1TQA3mVGW6wJU3A/KWga4Lkrb6pXVk2Qzm0jnhFdwwkVyUn+bMyg9iPKNcF0kHNmXfF5729gxs0IiBDRphNJs5nnyJfy/E8+/5eKLT0ziZmsLJ1BS+PhRx83vJ1YGoVCrcvIqxsTUSf+oiDdvUr9lzXuHf35WcBi16NMHJzYyc/q6ywnYYIEPBT8pzyVZJNncTmGWZC9lZnCoJtE+npnIqLYVcg6HctmpJRV0nJwJdXAh0dqWeiwuBzi4EOLvgeIMBrOQwVUmmV3xcudnkPB/Jpn3V9pUk3O3scLezo4V32WF9BpOJc5mZls+Y5OxT9PY7jRl4K7Inu5PrIbMegPqu7rTx86O1bx3CfXxv+DVV2l5NIzTa7QSFFfL3L7mc+Pe05WZwbSvIK2Tl7F9ISUjD0W4nji7F6OyCUds2wNnjH2YvP42k0nB8v55TEY7c90Q6zu6lNw9VIDkiOU5RppPdwiRtG+SC33F2OkbrPl2J2HSU1Z+sY+KCUbXdNEEQhApVOQj/448/LL9v2LABZ+fLvbImk4nNmzcTFBRk1cYJ1ae3s6FRmPLHsgMBDG/ekjORsfzy0Vp27z5JobuOQncdBe42FLrpKKoLNk56LuZmczE3mwOJCeRm5FHcS5lLpbXRoNFp+MYlkz9//RF3Ozs87exx1dvirNfjbGODs40eZ70eJxsbvKWf0RuWIZXOPrXpjlRaN7YKJJULsv4BKPhZqQnsGq4EKqZkZX5lJUa++QjnTl7gzKE4vpv9i2V5VMRZXh80jzd/n4FnXfdK97/dbFn5D4YiI0FN/WnQpj7kL1VW6NohlfSGyjYdoegfJTu9wyQkSeLpheMY9sKD2NjpcHCpPEtzt2GdiDl8ji3f/0P/cb3KBJRJ8SnMeeZzsuraUqdbCO6d67P3r70cd09j5bJvUGvL31CyU2swnc3GNbGQRx7qRvSPEeSfy2DMnMfo0EVJ9iMX/KUEpoBsTlXKORkOgMPTSHaPlDumLJuhuGSYamkSJm0LJZA0p4EpFjTBJdvKJedQeikl+zHI5mzlfVa0EckKQbgsm6Boh3J8XfnjSZIeWdtICUryFirD5iV7pe2Gvch5n4Lz+1C4EVTuSDYdqnjifCitg17RnM3SnvBKhqMDSnJEKBkWX3mgolGpaOHjSwsfXya2aU9Kfh57L5xnd231kqsckVWuaLR5eNctJCYy7qYG4Ue2Hwegbb+WyNlzlBss6rpI9uNAsgGVK7IxGknfC0myfg+9yWzmXFYmp9NSLUF3VFoa+cXlA26NSkWomzsN3T1o5OFJQ3cP6ru5l5neYU2SyhFcPlHyNBRuQM79AHTfIUk3VsVCp1YT6u5OaMloPDk3AnO+HTlya+4JGYmz0yWOXkriQk42MRlpxGSkser4UVRINHD3oLWfH618/Wjp7Yu9zkp15TUNkCSJJu2Uz8nfP11fq0F4QV4hMYdicfVxYcXsX4jYdARJJfP6lxfR2erQOo8A/b1ojGPRaJWbkq26FtOqa7ryWS85gv5eJPtRSCrXWnsd1WLTASQ9mBJ5ZFp9IjYdZeevexj6/EA86tw5f/sFQbhzSHIVC5qVDq2SJKlcDTStVktQUBDz58/n/vtvvxqo2dnZODs7k5WVhZPTLZp4xAoObDzMpm+3UVRgwM3HlV2r9yEDL6yehs7fmYScbC5kZbH8sz/J00v4tQkkGyOGCkY+VOT/27vv+Ciq9fHjn7N9N72RQi9SpYMIIk2/oCK2e0UUEXtXLD+vehXrVVGviqIClmsFe8MCigiI0jso0osQQiC9bT+/P2azsCRAgBTK83698kp2ZnZ25iTZnWfOOc/TODqHl0/7AqU0awvqsyyvDYtyu+Gy2nHZrERZbbisxvdomw1n6OcoqzW83mm1EmMpJsVzEyZdjDInQLAY8IP9bGNY4wEu4koKS/n0uW/4a+F6WnZrQbdBHXnvUSO5TGrjZG54dgQWm4WAz0/TDo1rJIt8TQsEAiz8YRkT7nkXd6k3nN02mHst+NehYh5AOY3/Qe2ZY/RAmRJQSV8e1sVvfl4RN/R/iBK7IqZ1PaJOSSaY6iKztJi/CwsImhQmsyImMRqT2URxfik+tw+z1UTrRhm0SkmhRWISLROTaJ6YyLKPF/L+Y5/SrEMjnpn6MFprgsFgxHC0YMEDxk2DSqjESRV6YrR/Ezr3KlB2VPKP4SkPwfx7wLsQFX07yjUM7d+AzrsFtB/wAVZU8hcQ2InOu8l4fuxoI3g6iky/2rsEnT8KVDQq+dtK27t8Xnj4vFxXgXMIOudywL/vGaMSxhvlwQ71uoFMdM5QUDZMKb9UXB/MRe8x0oarlFkRU0PKBfNuAd8qVMz9KOeRVRnYt5d83t9/sy53T8T6muolD+bdQVn+PN54vAEm53mMGl8780BLCkq4/tR7CAY1by46g2jLm4AVlfhmjWSM9geDbMnPCwfbf+3ZzfqcHNwBf4VtbWYzpyQm0zo5ORx0N41POKKcIEdLB4vRucMgmI+Kf9GoMV1t+y4w/vZ1CSruWZR9b6bv3LJSlu7MZEnoa1tBfsRzzcpEu5R6nFa/Ad0z6tM2pd4Rt0/5/1ggEOTGfm0pLTbx+Ff3VXn0WHXak5nL6CFjyM3KByC1QSm3PvEX9RoGcUaZsTkTMSV/ZdQ4D+wxRp2Z4tBFL4IuQjnOB9flR32zpC4EC/9j5EZxDOapG+ys/u0vBl3dj2ufqr0cAceTk+XaV4hjVZV7woNBYx5p06ZNWbRoEcnJJ9bw3pNBt4Ed6TZwb+1Uk0kx58sFzHztZ/717u10TEtnw7LNzJi6k6hYJ2++PBqTyUSx18vu0hL2lJayu6SEPWUl5JW5KfS4KfB4KHC7cfsKuK3lb5iU5vfsZjy7qjxTft4RHeuZqe25t90vmFRpuKwNZd8y5Q83S/LPwGmx4LJacdlsuCxW42erlYQrO3LWNd1wWq34rVaGjh/Jm3e8w/atOTw+Yiwmn0ZhlOM6tXdrel3QnTP/efpxMTepMKeIl26ayJ/z1gFwau/WnPmP09H+bcaFFMrIElvOdjqYEiCYB55Z4DB+J75AgNyysr2/09IS9pSWsLPIyH68s6iIPWWleK5vQWlBeUmwfMjON340KWxWMy0bpNG8XjKN4+JJVja++H8fE9xSwGn9nNz79rCINn05NHS971Dj+JRSEeu19oHXKLWG5RTwr488ee9C2H84ZGgoOpY2++UcOA3tXYj2LjCC8NJPjSRs5ZznokyJaJUA5iYQ2IIueBgwQexDKMehE8xVRpd9a/xg73PgC1j7Wca8cDASFrqGG3WjY+428iCU92ij0UXPhZO6HdTBhqLvv1wXgoqczqG1Z58RBUeevftIeslPq9+Arun1aV8vFWcVampW/sLNsFgXUr9JKXN+3HLExw/GTa5Vv67hlK7NDnmTbtWcvwgGNc07JBJtnQwa48ZPNQTgvkCATeUBd2g4+YbcnEpviDrMFlru07vdKjmZJvEJFfJ81BVlikbbehkjcryLjdwI1USXvGOMlLI0M97v9pHodHF2sxac3cz4fewuLWFJZiZLdu5gSWYmmcWFrMzOYmV2Fm8tW4zTYqVzWjrdQ0F5s4RETFXMKaJMiWhTCmZ2c/EtTZn0/FYm/ecLnvjm/lrNS1JSWMqzI17B5dpBjytyCQYVfYdk06C5GavdAShUzM3hBIHKnAxm41pOJb5da8dZU5RjCNo9DdzTGHr3o6z+7S9mfvQbF48aTGxSNAF/EJv9+Lu5IIQ4MR32nPDNmzfXxHGIOnDJXYP57asFLJm+ku3rMmnQMoPVv/8FQNuercJBUozdTozdTrOEyss5ac8CdNF7RjIwVY8Bpz5Pl5aJFHk9lPp8lPi8lHi9oZ99+/wc+u71hn8uC20zZ1cLtpUk0ClhB6vz0zkldje3tJ5Dn5TZvL+uPu5A1T9I9WX1KS1KxOfxo5TC4tdQ7OUPbyGfz5lOwy0r6NSjFWZPkM0LNxLjcNDnvK7EOhzYMVG0PZ9WbRsR53KGe/P9Pj9+XwBnlCPitdYv3cR3E35i5+ZsbA4rjig7sUmxtOzWnN4Xn1bpEPC87AImP/UF2/7awZUP/5P2Z1Ycxujz+nj+mtdYt2QTdqeNvkN7Mez+CzGZTfgLP0VpTYnqxsZdZeS78yj0uMl3u2lm70jHmB8py3qcCetXsCA7hbx9am2bCBLEuFhPdRTSL309OUXNgXjiol00jo7DXuzHWRqkZP0eEoMW/u+sLlx4Wb8KvUYdn4vhqWEvsWT6Sr4c+0O4bvuWP/5myx/bsVjN9L74ABfgvj+NYdWmOFT8OPDMAO2FYD669D20bxWKSyOeoj2zAVD7164tv8j3rUAH84x9ATjOQ9k6g82Ym6uUgrgx6IJRRp16gkZZNzQEssHeH2WJrPl8INq3Bjw/G/t1/uOA2ylrK4h/DV32Ccp5mRGAA8p5IViaGsdh7YjOucyY47/PkPoDCoZ6nA8wbFQpC9qUCMFco1TW/mXZfKsBv3FTwFy/SudbFSmuKM5v2Zrz95tLXt5LXj6X/L0VyzArE22SU+icnkGXtHQ6pKZVeaiwspyCxWqhfrMSsrftIX93wRGXKnz7gUnMmPwbDVqm8+jn/4/YpEoS3YWsmGUMRb/4hpK9geARJK8q9npZn7OHdbk5rMvZw9qcPeE8CvtzWW1GoF0edCcn0yg2rlZKxh0NZeuGdv9gJEzk1mrZpy77Fso+N/YfdStKHfxGaoorinNanMI5LYze6R1FhSzO3MHCHdtZsjOTfHeZketg+zYAEhxOumbU57SM+nTPaEB6zIH/FgCjfJ57GmcPc/DZKxbWLdnE+qWbaNm15qZH5OzM44c3fqakoIS0ZqnM/WYRZtbyr1f/JKFeFBqNwobJEouKvgOsHVGWg1Q0Oc4pW0fjho93Lqe0mckpXZqyfulm/n3uUygF7hIPNzw34oBlVYUQojYdUYmyGTNmMGPGDLKzs8M95OX+97//VcuBiZqX0TyNbgM7sejH5Xw3cTo3vzCSP0JB+Km9W1dpH9q/FV34sNHTaErCFPcMcdZmxB3lSNOg1pT5fJT6Q4G5twyXfxtx9ixe7udks/sMollGonk5G0tOZWNJE0q9Xsr8fkp9Pkp93nAJnFKfD7PJRJC90ygC/iBet5eSYg9/+YvYtuoPykrcaJMGbwG/TJuO1WahrLgMHQTrYivRcS5Q4Cnx4M0txeQJEmWzkhAbTVxcFGW5JWStywJ/EFOaRvndmAKFqKxs1JT1WKf+TKtuzWnctgEp9ZNQSmFSMO1/M9m5aRfaoZg/9j36ZvcmoX4C/mAQXyBAqdvLolmryKlfhmrRiIadGzPFGuTjKZ/iUPm81vMT7GY/o5fGsDJvSkQ7mlU6Y7om0jIum5tbTGZb4RDy3OmYlYlzGv7N9afMoMCXzKri8+iT/Cux5j3c2vYv3NFjiY3qcli9OK1PO4UbnhvBa6Pe4YuXvqVR6wy6n9uZj575EoDugzodeB56eR1oa/dQkj4jG7b2LoXS9/b2eodoz9y9z7HvlzjO3BRMyRDcY+QV0B5jqHnMgxXOR1kaQOJHoP3owofAuygUiAPeeaiE8Yc8b+3/2/gfAHCcbQTaB6FsHVG2jhWXWztA6N6StnUzEht6fj10EB7ICp33QepSWpqCNxf8m2H/0n++5cZ3a+ca67U7UC95+XDhXSXFrN69i9W7d/HBymWYlTF/t11KKm1T6tEupR4N4+Iq75m0NEMpRZM2HkDz14INnH5+14rbHcKK2X8wY7IxHWL7up189t8pXPfM8Eq31Vqz8tc/USZN2y7GyBTlGnnQQNAfDLKzqMioaJGXy7qcPazP2cP2osJKt4+22WidlBLu4W6dnEL92Ngq984eU8qrYfg3GPXqy8vmHSFd9p0x1xxQruFVz5+wj/oxsdRvFcuFrdoQ1JqNubkszNzO4swdLNuZSZ67jJ83beDnTRsAaBATS7dQL3m39PrEOSJvwCpbD7R7Gg7bCnpdOIBZn85l2v9m1lgQvnnVVp6+4mUKc4vDy5LS3Dwwbi1xyU5MtnTQGkwxxlD9g70/nEBU9I3o3LngmcWtL4xl9MUfhIfmA4y77S2atm9EvUbGCIDazGIfCATwe/3hKjNCiJPbYQfhjz/+OE888QTdunUjPT39hC4BdTIYcstAFv24nDlfzOef95zPXwuNC452Zxw8kCini18yAnBrJ1T8f1HKcegnVYFJKaJstn16w+LRJf9Al0ykfdxiOqS3Qxe8DkCn+BXGnGHzgadIaK1x+/0Uh3rli73G9x8++pXff1xKwG4ixmYiYDcTsJkI2k0EbCYcNuN7wBPAZ7NispooLXaD1QRWE140ee4icIeGBDeNwua0YnPYQGtj7nNA4/V4CfiCbPfthhW7sfxlITrORcAfoKieH+olYTIrggHNZxvWEJsXg1Kgg5qi3GICriAq2kV0fBSZ3hII5V26+dTfsZv9rC1IZWtpMxrFOYmz24l3OIm124l3ONiuOtHI9AGp1hW83Hsb/pj7ibNshvybABOp5NIy7sNQS1kAjTXwFUodfiDT5589Wbd4I9M/+JUXb5xonIMGq83CxXcNPvDvxxeq77t/NnxrG8AEwd3oQBaY6oUSPX0fOtxWFXqrlVJo22nG8Fd3qEyevc8B36uUshnJ3KLvQefftLfmtm8VOrALZa68xI12T0WXvAuBUFUIcwNU9N0HbpzDoOx90N55aM8v4Bp58PfZ4C7ju+kgF9nmpsASo2d9H1oH0O5QabtqHCZ8KPv2kgNkFhWybOdOlmZlsmznTjKLC8M95YRGykfbbLRJTqFlUjLN4hNplphI0/h47JZmgCIuIUBsgo8/5q49oiD8p/dmAZDWJIWsLbuZ/90Srn5yWKWVKzI3ZrFnRy4dTi/C4Sw2hvyHSnAVe73sLCpiW0E+m/Pz2Jyfx5b8fLYWVN67DVAvKppWScm0TEqiZWIyLZOSSYs+RHm+44gyJaLNjY1khL4/IqfNHCYd2LG39JtzKETddNTHZ1IqnOxtePuO+AIBVmfvYvFOo6f8z93ZbC8qZPtff/L1X3+iULRMSqJ7hhGUd0xLw17+3uXfxPnX38KsT+ey4Psl5D16KQn1jmxkxoH8OX8dL90wAZMph+tHF9K0bTR7shTN22wmIdmByd4KFf+akZUfTpi/o6pQlhZo2+ngnU9a+kye+v7fzJuyGLvTxrxvF7NuySaevWocXreP/OwC+l7ak6v/c3l4mHrernym/W8m+dkFXDzqPNKaGElqtdbk5RQy7cPZdBrUEUeCi/WrtlC/bX127czjp0m/4vb56DK4M+kt0/AGAngCAbyBAJvX7mDxzJXsyc4nYFLYYh0kNkzCGm2DIHx87w112WRCiDpy2EH4hAkTePfddxkxYkRNHI+oZS27NQ8P2Xrltrfwun3EJcfQoGXGIZ+rfauMOX6YUbH/rrYA/IAc50LJm+BbjS64b58DKUEXv4KKe+KAT1VK4bRacVqtpLj29sZ2GTWUf09bz7blmVisZp6c8gBFucWMu/0tLDYL51w7AJPJxKSnviCtWT3qNa/Hkt+30GZAW84bdQ5/Lt/E+j+2kbV9N47EKFr3bk1Gq3S8oQ9f40PYjy8QIHPjLnas30nW1t0EAkFSGimCQY01s5BGbRpw6mktmfXhHDzFHnoMbETrzs1YPetPVs7ZTLTLwT9vOYcmTdNx2ay4LFZiLbtJ872PIore9V/hx44HLm+lA63QuUOx6fUoy1p06fvGCmtnI3u2ZxaYGxpZwwsfB89v6GDeEWXGHfnEZQQDQWZ9MpdAIIjdaeO6Z4bTuE3lwyB1sHDvnOT9gnClnGhrK2O9bxmo6FAArsDW06ivXQmjV+qHvQtsPQ953MrSEJK+BRQ6/3bwrQTPL+C6vOIxe1cY2bDD++9uJMUzVdPFtr0fFI81hqR756GD+RDYAq5hqP2Gk+uAUSv5YD1dytIUDUa5un1XeOcZPekqGhyVl6yrDRkxsWTExDK4pXHzL6u4iJW7svhz927+3J0dLrG1KHMHizL3lsJUKOrHxDCmSzTJ1lLiBmlmbtxA39wcUlxRxNjtB+w5/nbCT2xasYXTh3SjZddmLPvZGG1xz1u38J+hL1KYW8zq3/+iY9924ed4/H5yykr55qeFFDR10XlELqV+H4tzW/D+3G/JLCo6aO1tu9lCk/h4msYn0CIxiVbJybRMTK7Qq3pCsp4aCsJXHl0QXjzRGN1i7WzMwVfV35NpNZvpnJ5B5/QMbujSnWKvl2VZmSzO3MHizB1szMs1yr/l7OHDVcuNkR6p6Yxq05rGzj/IaDCVll2bsW7JJn7+4Nfw1JyjtWrOGr5+dSqrf/uL9Mal3PfyetIaWVBqN83KB6+Zm6DingvP+z4ZKdcVaO98KPseV+qVnHZ1bwq9Hgoy7Cx8dhd77GUEY00E6sfx/rY1fHX/CyS3SGXPnnz27C7Ab1YErYrxE9/EnuDCHGND2cwU5pbg9/rhqzXGzd6ghtCALEJ9ANOWzSV6cxRaa0wm4zO+pKAU0oH0+PAxZlIMpWAO6MrLaQohTniHHYR7vV569aqemrqi7imlGHLzQF68cSJrF20E4NQzWlf6gaA9843AxhSLsnZFl0w0VjjOQZkPHbQf9bGak9GOweAOJcBSLlTc0+j8u8DzC9p3Gcra7qD72J/VZuWxr/7F5lXbSK6fGL7r/eaqF42XUIqy4jK+fPl7sjZlk7UpG4fZxO33DyW9WSpntD2M7Leh684Nyzfz+CXP4521G4BmVjNjn7mHlAZJdF4f5IMnPiOwcxVXDruAO66aTL28Eu6acCM9+0fOYwsWTQK/CWy9MB2ivrQyJ6PtA8H9HbpoTKj31oyKfQBMGcbFsbk+SlnRpR+Df60RmDsvrvr5hVhtVm58/iqGj/4nhTlFJNdPxGo7yBz+8ozolqYoc72Kx27tgvatMYamlydYc16KKebOA+/T1h3j7c2/twxYFYSHE9v7o30rjTmslQXh5fWfbacbGfuruYyPMsWgHedC2dfogn/tXeHfiop/NnLjYBWHo4MxHD1EB4vDPYrKeUHN30Q7DGnRMaRFxzCwufH/5QsE2Jyfx5+7s9mQm2sM6c7NId/jZntRIYt2xzIgPYt6/fx8u9LOFV98ismkMCtFnMNJgsNBnN2B02rFYbGQs3UPK39dhQrCp+9vwTXFRUnvRBIzEnh/93pyr2jB1i27uG/eDFJy/mTr5p3kl5SCy0pUnIvikhL856bRpNVCSn0+Pt0Qy5rc3eHjj7M7qB8bS9P4BJrGJ9AkPoGmCQmkR8ccn8PJq4Gytke7v0f7VnOkLaADO8Ez09hfzKgaCcArE22zcWajJpzZqAmwN8nbosztLMrcQXZJMUt27uCRoqa83GMJJs93WEYOZbc3ls+/mM2AEWeSVC/+qI5h7pRFvHLrm2gNqQ3dPPj6NpLTLShLE5TzPHQgxxgN5rjAmNJzgir1+cgtKyW3rIzcsjJyykrJC33PKSslt7SMPHcp97WNpln0Lj754yEmbdp7c7fsksZ4Sj2YrWbsTjulRWXsDmo2FWQb04EynFhsZpRS+Dx+PD4v5Hqx2i1GAA6gNcofxBTQmPwa5ddERzlQ/iDuvDLYXorZr1EBjcWvsQc0DZqk0qVPO6KjHBRlFZC1LouA209SQgwBfwCL9YhmhwohjmOH/V9//fXXM3nyZEaPHl0TxyPqwGnndaHf0F7M+nQuiWnxDP3XhRW20Z7f0QX3731c9rXxgykRFX1LLR0pqOgb0N65gA8V+7iR8MdxHrhDNaYTJh52aZWoWBennhE5B37fmxDOaCcDR/bjm9emAUYN7fRmlQ9RrooWnZoy7IGLef9xI5AbcMWZ4RrmZw3vzZcvf8/OTdk8f+3rFOWVkNo4mdPOi8xarYNF4SHZyjW0Sq+rnOej3d/tHT7tOA9Vnohrn1ruyt4P7V+L9vyOOoIgvFxUrKtKZeC056fQ6/avfANbNyidFErWZszrV45zD7pPZYqFxA+NC3Zrm8Mvt2MLtbdvNVr7I7Kv60DW3nrg0TfXWB1d5RqB9i6EQObehd7f0d6lKFuXvcvK54QfdDh6aF55MBsdyDJ6zcu+MhLBmTPAdVX1n0A1sprNtEwyhmnvK7eslI15uQRL/bgsm+kes5vJuz3YEsFvg4DW5JaVsiu/gLJiN3aXHZvDSsHuInS7/UctxBGVpknlXWyNm1AUdFGsy8jJ2kWxuwzMCjx+ivcUYSrw0taZS3qUB5STfqdczLDoJOrHxpIWHUN0ddWfPpFY2xvf/WvQwSKjjngVaPePxt+p/Ux02TeABlu3GikDV1X7JnnTWrO9sJCFmdtZtGM7s7LW0C/tDwa3/onPzhrEDi8MeO9turVsyqmpqbRLqUeb5HpkxMRUOaHejg07GX/XOzii/Fz/iJkeA7ZjNgfB3AiV8DrKFHfENzaOBWU+nxFUu8vIKS0NB9k54WB7b9Bd5vdVaZ+fbu7A/e2nM7jhH3y3vSs2SwyxdjsxqXaibTZi7XaibDb8RR42zN+Ar8BNg4YptOrYlCbN0nFYLGT+sZ3FU5ay6ufVmPwaUyDIkGvPxlPsJugLcMFt55CfXUBRbjHdz+2Mu8TD2JsnsmLWn1htFqx2C6VFbvoN7cWNj484LqqwCCFqT5XrhJcbNWoU77//Ph06dKBDhw5Y9ysr8+KLL1brAdaG461WotZuCOwBc0a19QQE/AGWz1xNi85NiUuObAMdLEDnXm7MlbV1N5JeeRcarx99B2r/RE81TAeLQdmMubyADuSgc4eDLka5LoOo28E72whWLM3BMeSo2ykQCPDLpN/YsGwzwx/+x0GzJlfpHLRm3eKNeN0+WvdoEdFT/Onz3/DF2O/Dj6/5z+Wcc01kgKpLJxlJxyzNUFUpYxV6TV1wH3jnG+2XOLnSIczavxmdOwKwoJJ/OOiwRu1dCt4F4BpxRL0vOpCDzrkI0KjEjyvN3Ku1G73nPCNbOoClJSrh7Rodvqd1IPSaJaiE/6GsLdHaD9oNpR+gSyeBtQumhFdq7BiM4/CCdxFY2xsjT8q+AXtfTHFPhdZ70LvPAgj9rg78/hXMHwXeJSjXlajomwnmXgf+taiYf6GcF9ToedQ07d+Azr2awlw/N/9fe84e3peRT11OvsfN2rXbeO7ON3GbIGhVxKTFkZ9fjCslmnNuOJuF3y7h7792UL9ZIs/csZhE61YC2s5Dz3Rk/UoLZm8Qky9IWko87h2FePPKUMDld7u54KpNYDsdU/x/67oJjnlaa3TeSGOKhYpGRV0NjoHGfHHtM0bfmBtGTOnQvtXovJsr7EvFv1Qxf8QxIuAvwLvnnwQChbz5x2DemmvFbzVhcxqjKMrZzGaaxCXQPDHRGDGRkEDjuHhSo6KxW/be9PN6fDxy4bPs+XsDT7y7nrTGAAqs7VFxT1WYnnKs2L/HurLA2ujBrnpgXc5utpDkdJHodJLgdJLkcpHkdJLgMH5OdDiJtVvJ8N+MRe9E2XoZU3J0CSrqlsP6rNJa896jnzD17V+o3yKN535+5JC91iWFpThcdpRJUZhTRFxy7DE53Px4u/YV4kRz2D3hK1eupFOnTgCsXr06Yt2x+CZzPNL+7RDMqTSDsvYuQRc8aJRzsrZDW1qBLkTZ+6PsfY/4Nc0WM13/r+LrAeiSN40A3NLMmGt2uL2K1Wz/D1BlToKY+9CFj6JLP4Gy70EbGWM1GEFi7ONHddxms5n/u6ov/3fVkbdxxDErRavulffknHPtAKa+PYPSIjfxKbH0H7Z3+ofWHnBPQ5cYVQiUc2iV/++MklzPGdmwTbEHnkNsbgLmBhDYDt45cIC62dozH13wAOAH/xaIG3P47wGenwEN1rYHLJ2jlANc14SnP6joW2r8vUYpM9ra3rhh4VuK1kXoomf29joDynXgUmTVdxy2vfNnnZcYPYGe39CBPcbQU+/i0IZRoA5+Y0g5LzbeP9zfgXOIEfQA2HvX4BnUEnNTUC4cUQXUb1LKH3PXYjWbSXFFMeXTpTg3FeMs33ZNEfWA654+j4G9ekGvXnjKPFgC36JKp2CMSQ1y17A8HvraCJqc0Q6en3ovO9bvZMyIccQmRTPw8jwA1H71qUXllFIQdZMxokoXo4tfhZL3IPpGtPsXI+cDJrTzIpT9TLB2Q7tnVNyRpRlYj90SU2ZLHI6YYeiSdxjVbSv9rHfxxJ0TKU6xcerI0ylMsLI+dw/eQIB1uXtYl2uUGNRBjcftxWq1kBobQ3pMDOnRMWz+5S8yTfk88vQ2EjICeHQ6AdctOFwDsJhqdgiz1hpvIECZ30eJ10ehx02hx0Ohx0OBx02Bx0Ohx02Rx0OBx0OB2x0OsN0B/2G9lt1sIdHpJMnpMgLrUHCd4HCS6HRFBNouq7VqN5499xrTebzz0N55xjLvCkj8X/gm/qEopRj5+GV0P6czjdrUr9Kw8X1HgB1puUQhxInvsN/BZ86cWRPHcdRee+01nn/+ebKysujYsSPjxo3jtNNqL9tvddGlX6CLxwIa4p5C2fsavY2mWDA3QRf91wjAwcgy6zNq1Wr3zxB1EyqqehLm6cBu8C02ev5CQ89V9F11HoAfiHKcZWTQLn49FIBbjHrR3oXg+RVd8DDEPgjBItCFYG5cY/PmtA5CMAdQRtZt5TxkuxmJt3aApS2xSTE8O/0Rtq3ZQZN2DcLlTLT/byPoDWw1nmTrDo5zDuvYlDLBvkOZK91GgeP/0CXvoN3TUJUE4TpYagSlhC60vL+Dd+5hJ1zS7vKh6AMPvqFrOAovKEet9YAp22lo73wjWEDBPiXusHUH25Enlzqi47E0R1tPNYbIFz4Etl7oMqP8m3Kef+iLUltvIwlfMB9d9LKxzNrhmO1JOxzGTZMOWANzad25gJ+/2MWezFwS0+JZ9ONyAO5//w5mTp7DwmnLGXB5b84afmY4IZLNYUPnhXJNOM4F91SatsqkXc/+/DHvb258fgQJqfEkpMbz2qIxOKOCWIpC03YkCK86Wy9UzAMQ2GYkzvJvMqYRhQWh7Evj79raGfxGtQ6cF0PZFDCnoWL+fezf8Hf+w5hC419LpzPcDBvxf3z58vc4Pl7HS1MfJhAMkllUxKa8XDbl57Fw9QYWrFyHJ8qM22ZCA3tKS5m/fjNeh48rbthN6w557PFYuGfOafxdsgnYhN1swWW1EhVKOhplteGwWrAoE2aTCYvJhEmp8HcNBIJB/MEggWCQgNbGYx00gu1QSU+3309ZqDxo4PAGS0ao0GPtNALqxND3fR9XNbA+HMreE+L+Y9ycD+ZDYJuR4NIzA40d8Bl/k4eYGqGUol2vqlWMEUKIqjohMkF88skn3HPPPUyYMIEePXowduxYBg0axNq1a6lXr2Kip2OVDhahS8ZTfrGvi18H/7a9CdCsnSHwt9GLGTcWPLPRuhh0Sah3dKLRI+YYCGUfo33rUbZu4LzosIJnHSwxskOXzx0GY0j3IYK3uqZcw4xAw7/eCC7MSWjPAqPnxfs7es/5+26NtrQy6ss6rwgPudbBAsB8yABdaw9ob8SHt9YBKPsEXfKe8TsJM6Etp6Ccg8FxfoU78No9I1Sb2gf2syD2Yeo1TKZew73zX3UwF13w/4zfiSkB5TgPXFdFzFWuVo5zoOQdo262+2ewn4lSoZsB2m0E4MEcYz6xrReUfY4u+xx1iCBcBwuNv2FLW+Nmgn8tYDpkZm6lTBB1XXWdXdU4LzAupIM5GPNQ98nGbmlTJ4GAir4XnXcj+P5Ah27AYU4FV+VZ4iOeqyxoez9jSLt3rrHsKEbPHGuUrRt459NtQICfv4Dlv6ymyakNydtVgCPKTvszW9OpfzuKcouJTXKg829H+/5CO/qiHBeDfyNgRUXfjvatRAV28OA7p7Fnz42kN92bAyIuORbtmYUmYCQzPMAIDlGRUgqcofdhfQOUvGkkgrS0RMXcC4FMYw64b3GoZxxj6Hr0HRB1PaiomnvPq0bKFI92XGC8L5a8xbnXPcuU16exaeU2Nq/aStP2jalnc7BpURY5U5eR99NyTtHGJ3/AYSKY5MDRNIGskhKatS3ktk5/YDKb+WjTQAp8aYAHAE/AjyfgJ89dVuPnZDdbiLXbibU7iLPbQz/biXM4iLU7jJ/tjnCwfTg91jVJ2fuG3+d0yfvokjciK1uY6kH8f1EWI2+G9m9Al30FwQJU1PWoffKlaO0zbuxbO6FMUWgdMG4Aah3qtPCCrUelf6Pa/3foppLXyNFhaVHnbSOEqFtVnhN+ySWXVGmHX3755VEd0JHo0aMH3bt359VXXwUgGAzSsGFD7rjjDh544IEK23s8HjweT/hxYWEhDRs2rPN5MbrkPWPotzndKMESzK10OxXzoBHQ7fvc4ono0g8q37GlGcp5KdjPCM2/Cxr1gpWz0qzmuvh1dOnk0IvZwN7XmDeqnBW2PR5o3yrjQzewPdQzHRMKrEJsPVBxz0LZN0avp8mJinsRTInGY+8CVNS1xnxzQJd+jC55yxglYM4AS1uUpRHauyA8MgFMQCU1gU2xYDsD5fwHytoarcvQOUMhmBfeREVdF1F6S/s3hHrAs4yeoPiJxhD8GhYseNRIhgZGu9n6oMypxnDmYAFgQcU/B+YGxjlAeP50ZbRvtTGVIphnjFIwJRt1vO29McWNqfHzORLaMw9d+q7R++668pjIIK69i9ClnwJBlL0P2AdUPcmVdyk6f29WeZX0+UFLmx1PyueFFxcEufnstnQ5qwsNWmXw1Ss/cPrgLtw18abwRW+w6BUo+7TiThznYYr99973U3sfTHFPG9t75xjzcGPuD9Wq/wmcQw+epV8ckta+CjeJtXeJUfUCjYr7D8rery4O7ajoQDY690pj5JrzUl69387v3yyl55BuXHTHubxw/Xiyt+0Jbz/g8jO48t/teOrKL9m4wlie3gSemrQFp6sUHGejYh41snYHApT6fBT7vJT5fJT4fJR6vZT6fJT5feEe7nBPdzBIMDTqw2IyYVYKs8mEWZmwmIyfrSYTLqsNV6iCgCvUu+60WHFaLFVOIncs08F8dO4VxvS6fSmnMaLFv8G4SRxmMdrdMQhl606w8ClwTwVzY2PKlnc+2DoZiQMD20NPaY1KeDX8WaG1D130nPG8fZlTwdwIMNdZTgmZEy5E3apyEH7NNYfuaQF45513juqADpfX68XlcvH5559z0UUXhZePHDmS/Px8vvnmmwrPeeyxx3j88ccrLK/LNyIdLDACGV2Cih0NKh5dcC9g1LzE0gZdMhFl74eKrpioRmsNpf9Dl7wLaCOQt/UGz4/7fOCYwN7H6PEJ/A1YjMQu+/VeBnNHgH+zkX3ccVaNnndt0sECo6yZsqID2eBdiC5+0bh7bWmxd+hjWGQgreJeAHNqKGnZAf5tlBMVfTs4Bhs9j9pvBPyeWcaNjfLgX9mMwN+/AV38mhFcu64JDfG2opI+QpnT0P5t6LzrjNJc5vqouOdRlkY10DoVae1BFz5tXGhE9OxjJOWLuS88NDxY8Jgxv9vaDhX/+t5SX+F97ZOUaT8q7jmUXcoe1gattVGWrOxLsJ6KKWFCXR9StdE6iM4Zgt+Tw6NXN2H7piSi4lzk7Srg8Y9b0rL1T0YCOufF6JwrgIAxH768RB4mI1mhpUE4oEfZULFPRlSGwN7f6A3TJaj41yrN3SGOnvatAu075kdgHYx2TwuNcoLi0tO5sXcBWu/t/UxMi2fAFWfS47yWNEh/A7wL8PkT+ei13pgtTi694Rdstt3GjfT48ShTVF2dyglDB7KMyiLmZmDratzg9q3cZ4vQdZL2hkcMAeA4H9zfVe1FzOmADcwpENi5d1Shta2x3L/G6GgBwIJKmVknveIShAtRtw47O/qxJjMzk/r16zN37lx69uwZXv6vf/2L2bNns2DBggrPOZZ6wrV3qTH/zb/BuJNqaW70Jioz2vM76CKwD6ryG7QOZBpznyynGMFmsMCoNez5dW8ipn0pOyrxEyPJE6Fhz3uMTMkq+fuITLUnIu3+EV345N4F9v5Gm5cnvLI0A2UH3xqjxI4pBTy/gO00VOzj4P8LfH+iA9tQpjRwno8yp1f+WtoHvlXo0g+Ni/h9qJgHwXGe0UvpWwbOf2KKuYtg4X/APc0IbuOeP2j265qitTbKCrm/A+1B2XoYva8RZbt2hzLUl6JcwyuUrdO+lei8W0M3H/6LLvi3MXff1gsV90yFoF3UHOP3uQrMDU6I+eD7ChaMBs8vfPdBQya9aPyvNG5ZyjMfbaFCgYRQdnvtnoF2/4iydQuX+9NaGxUhynu3wJjqo91AwHhsSkAlfS1/u+KgtPun0PDnAHN+7MHrDxQB0HnAqdzx6nW4osuMHA/hUVQhyhm6+ZqOin8VZT7yspjiwLT2gmd2KCdLi1CejNjQEPNFxnxy7z7XkdYOxmeX9qCcl6ED24xEutE3QyALnX83FUbBhW7mlXd4aO02ql4EC8CUYEx1qqWa9/uSIFyIunXsT66qAXa7HbvdXteHYfCvBc8s42flMnoXQxd1h5pfWxllzjCGSJc/NsVB1EhU1EijZ8Hzm3Ex6RwSugP8B7r0HVTMfcYTvCuM75ZmJ3wADoB9IDiWGL245maomH+BchmPVbQxbDpYgM75B/hWhZ+mom81hgDbuoOte5VqtCplNZKiWduj827Y2/NuzjBK9SgFUVeh85eB+1u0YzC4p4deb1SdBODGcSsje/lBStEpcwrE3B/KUD/JaBPb3gzGuuwr4wf72UbPVuKHoPPB3FzmxdUy4/fZoa4Po0YoW1e0ZyanD4RJoWqZl9zsqRiAQziJpXKcVWHEjzF3+VJj1ACAikElTTJGtBS9CJhCiSolABcHpxwDIViILh7LmeduIrn5UwQDinY9U6HsLXTut8bNHRWFin3C+JsLbA8F4I1Q8S8b76+iRihlA8f/VbJcGZ//1q7GjXrPz2BKQsW/EDE1L+LTy1wfEt4KXT9EARrt34xy/QO1z3uuUg6wn1lzJyWEOC4c90F4cnIyZrOZXbt2RSzftWsXaWnHwVxHW3dU9J3GnVX7wBpN8qOs7Y3e3HJRt6Lzb4Oy79CuEcbw5/JkONbjdwjg4VBKoWL/Dfw7csW+GcHNyWjHwL1zuuwDUJbKy4tV7TWtEPuoMUxRe4yAvnxOpLUbWE4B/3p0XmgKiLVzrddiPxLKcRbat9SYW1/4NCS+jzJFo4N54DaqKijnxcZ3czKQfJC9CXEEQqWrklJ3cuXDwzBbXHTrZ2SCV/EvgX8duux7VNQ1h86y77wYfIvAMx8V+5gxasB5CZhSwZSMskq2ZFFFzgug9D0I7qZtl0ywtELnXwfB3cZ6SytU7GgjCZjlJXTJeyhzPXBegjLF1+WRn/SUMkPsQ+DuaOSEOERuHGVtCfvkRZFbzEKIAznug3CbzUbXrl2ZMWNGeE54MBhkxowZ3H777XV7cFWgLC2MIVB18dq2jmhbV/AuQZdORsXcE85Iq2yd6+SYjlUq+m4wxaF96yoMtT6i/VmaohLfrrhcKXANRxc+tneZa/hRv15tUVG3ob0LIbATXfQURN8bShjoNy40rW3q+hDFicxc38idENjB+dcmgCkZnVdg9EpZO6Fs3av8/6SUCWKfAl0WUS3hSEYoiZObUjYjF0HJ/4z39vBQ8wbG5661e3hEkDKno2IrJpQVdUcpq3FTTgghqtHxn+4SuOeee3jzzTd57733WLNmDbfccgslJSVVTiZ3MlOuUF1x93do/wbwbzYeWyXZ0L6UyYWKvh1TwisHnPNdbez9wNYNo9b56WDrUbOvV42UyYWKeQgwgWcOOuciKPvCWBc1sk6PTZz4jCGkRpI/7Zm7N+marcdhlWncu79DlysUokpclxvlsMAIwC3NUAmvo2ynyZQcIYQ4CR33PeEAl112Gbt37+aRRx4hKyuLTp06MW3aNFJTJZHJIVm7grWdMTc87zZjmaWZDIGrQ0pZUPFj0aGSMscbZesE8a+gi18B/zrAbNRbtfep60MTJwFl74Uu+wy8v6NVdGiZ9F6LuqWUE+KeQJd+biT1ixopn7NCCHESO+6zo1eHkz1DpPbMQxfcF35cWXZrIY6EDpaCshjDMYWoBVr70DmXQrC8BrNCJX93ciSaFEKIKjrZr32FqGsnxHB0cXSUvScq6nrjga0rRF1btwckThjK5JIAXNQqpazhUmOAUU5QAnAhhBBCHENOiOHo4uipqKvBMdgowVEH9SqFEKLaOC8G/zajjOBxlNhQCCGEECcHCcJFmNQiFUKcCJRySoZpIYQQQhyzpMtTCCGEEEIIIYSoJRKECyGEEEIIIYQQtUSCcCGEEEIIIYQQopbInHCgvEpbYWFhHR+JEEIIIYQQNav8mlcqFQtRNyQIB4qKigBo2LBhHR+JEEIIIYQQtaOoqIi4OCnjKERtU1pugREMBsnMzCQmJgalVK2/fmFhIQ0bNuTvv/8mNja21l//ZCPtXbukvWuXtHftkvauXdLetUvau3bVZntrrSkqKiIjIwOTSWanClHbpCccMJlMNGjQoK4Pg9jYWPmQq0XS3rVL2rt2SXvXLmnv2iXtXbukvWtXbbW39IALUXfk1pcQQgghhBBCCFFLJAgXQgghhBBCCCFqiQThxwC73c6jjz6K3W6v60M5KUh71y5p79ol7V27pL1rl7R37ZL2rl3S3kKcPCQxmxBCCCGEEEIIUUukJ1wIIYQQQgghhKglEoQLIYQQQgghhBC1RIJwIYQQQgghhBCilkgQLoQQQgghhBBC1BIJwmvBmDFjUEpx1113hZe53W5uu+02kpKSiI6O5h//+Ae7du2KeN62bdsYPHgwLpeLevXqcd999+H3+2v56I8PO3bs4MorryQpKQmn00n79u1ZvHhxeL3WmkceeYT09HScTidnn30269evj9hHbm4uw4cPJzY2lvj4eK677jqKi4tr+1SOeYFAgNGjR9O0aVOcTifNmzfnySefZN8cj9LeR+fXX39lyJAhZGRkoJTi66+/jlhfXe27cuVKzjzzTBwOBw0bNuS5556r6VM7Jh2svX0+H/fffz/t27cnKiqKjIwMrrrqKjIzMyP2Ie1ddYf6+97XzTffjFKKsWPHRiyX9q6aqrT1mjVruOCCC4iLiyMqKoru3buzbdu28Hq5Xqm6Q7V3cXExt99+Ow0aNMDpdNK2bVsmTJgQsY20txAnBwnCa9iiRYuYOHEiHTp0iFh+99138+233/LZZ58xe/ZsMjMzueSSS8LrA4EAgwcPxuv1MnfuXN577z3effddHnnkkdo+hWNeXl4eZ5xxBlarlalTp/Lnn3/ywgsvkJCQEN7mueee45VXXmHChAksWLCAqKgoBg0ahNvtDm8zfPhw/vjjD6ZPn853333Hr7/+yo033lgXp3RMe/bZZxk/fjyvvvoqa9as4dlnn+W5555j3Lhx4W2kvY9OSUkJHTt25LXXXqt0fXW0b2FhIQMHDqRx48YsWbKE559/nscee4w33nijxs/vWHOw9i4tLWXp0qWMHj2apUuX8uWXX7J27VouuOCCiO2kvavuUH/f5b766ivmz59PRkZGhXXS3lVzqLbeuHEjvXv3pnXr1syaNYuVK1cyevRoHA5HeBu5Xqm6Q7X3Pffcw7Rp0/jwww9Zs2YNd911F7fffjtTpkwJbyPtLcRJQosaU1RUpE855RQ9ffp03bdvXz1q1Cittdb5+fnaarXqzz77LLztmjVrNKDnzZuntdb6hx9+0CaTSWdlZYW3GT9+vI6NjdUej6dWz+NYd//99+vevXsfcH0wGNRpaWn6+eefDy/Lz8/Xdrtdf/TRR1prrf/8808N6EWLFoW3mTp1qlZK6R07dtTcwR+HBg8erK+99tqIZZdccokePny41lrau7oB+quvvgo/rq72ff3113VCQkLE+8n999+vW7VqVcNndGzbv70rs3DhQg3orVu3aq2lvY/Ggdp7+/btun79+nr16tW6cePG+qWXXgqvk/Y+MpW19WWXXaavvPLKAz5HrleOXGXt3a5dO/3EE09ELOvSpYt+6KGHtNbS3kKcTKQnvAbddtttDB48mLPPPjti+ZIlS/D5fBHLW7duTaNGjZg3bx4A8+bNo3379qSmpoa3GTRoEIWFhfzxxx+1cwLHiSlTptCtWzcuvfRS6tWrR+fOnXnzzTfD6zdv3kxWVlZEe8fFxdGjR4+I9o6Pj6dbt27hbc4++2xMJhMLFiyovZM5DvTq1YsZM2awbt06AFasWMFvv/3GueeeC0h717Tqat958+bRp08fbDZbeJtBgwaxdu1a8vLyaulsjk8FBQUopYiPjwekvatbMBhkxIgR3HfffbRr167Cemnv6hEMBvn+++9p2bIlgwYNol69evTo0SNiCLVcr1SvXr16MWXKFHbs2IHWmpkzZ7Ju3ToGDhwISHsLcTKRILyGfPzxxyxdupRnnnmmwrqsrCxsNlv4Aq5camoqWVlZ4W32fYMtX1++Tuy1adMmxo8fzymnnMKPP/7ILbfcwp133sl7770H7G2vytpz3/auV69exHqLxUJiYqK0934eeOABhg0bRuvWrbFarXTu3Jm77rqL4cOHA9LeNa262lfeY46M2+3m/vvv5/LLLyc2NhaQ9q5uzz77LBaLhTvvvLPS9dLe1SM7O5vi4mLGjBnDOeecw08//cTFF1/MJZdcwuzZswG5Xqlu48aNo23btjRo0ACbzcY555zDa6+9Rp8+fQBpbyFOJpa6PoAT0d9//82oUaOYPn16xLwqUTOCwSDdunXj6aefBqBz586sXr2aCRMmMHLkyDo+uhPPp59+yqRJk5g8eTLt2rVj+fLl3HXXXWRkZEh7ixOaz+dj6NChaK0ZP358XR/OCWnJkiW8/PLLLF26FKVUXR/OCS0YDAJw4YUXcvfddwPQqVMn5s6dy4QJE+jbt29dHt4Jady4ccyfP58pU6bQuHFjfv31V2677TYyMjIqjJoUQpzYpCe8BixZsoTs7Gy6dOmCxWLBYrEwe/ZsXnnlFSwWC6mpqXi9XvLz8yOet2vXLtLS0gBIS0urkA2z/HH5NsKQnp5O27ZtI5a1adMmnN21vL0qa8992zs7Oztivd/vJzc3V9p7P/fdd1+4N7x9+/aMGDGCu+++OzzqQ9q7ZlVX+8p7zOEpD8C3bt3K9OnTw73gIO1dnebMmUN2djaNGjUKf35u3bqVe++9lyZNmgDS3tUlOTkZi8VyyM9PuV6pHmVlZfz73//mxRdfZMiQIXTo0IHbb7+dyy67jP/+97+AtLcQJxMJwmvAWWedxapVq1i+fHn4q1u3bgwfPjz8s9VqZcaMGeHnrF27lm3bttGzZ08AevbsyapVqyIuNMov/Pb/wDzZnXHGGaxduzZi2bp162jcuDEATZs2JS0tLaK9CwsLWbBgQUR75+fns2TJkvA2v/zyC8FgkB49etTCWRw/SktLMZki3zrMZnO4V0Xau2ZVV/v27NmTX3/9FZ/PF95m+vTptGrVKqKygNgbgK9fv56ff/6ZpKSkiPXS3tVnxIgRrFy5MuLzMyMjg/vuu48ff/wRkPauLjabje7dux/087Nr165yvVJNfD4fPp/voJ+f0t5CnETqOjPcyWLf7Ohaa33zzTfrRo0a6V9++UUvXrxY9+zZU/fs2TO83u/361NPPVUPHDhQL1++XE+bNk2npKToBx98sA6O/ti2cOFCbbFY9FNPPaXXr1+vJ02apF0ul/7www/D24wZM0bHx8frb775Rq9cuVJfeOGFumnTprqsrCy8zTnnnKM7d+6sFyxYoH/77Td9yimn6Msvv7wuTumYNnLkSF2/fn393Xff6c2bN+svv/xSJycn63/961/hbaS9j05RUZFetmyZXrZsmQb0iy++qJctWxbOxl0d7Zufn69TU1P1iBEj9OrVq/XHH3+sXS6XnjhxYq2fb107WHt7vV59wQUX6AYNGujly5frnTt3hr/2zUQs7V11h/r73t/+2dG1lvauqkO19ZdffqmtVqt+44039Pr16/W4ceO02WzWc+bMCe9Drleq7lDt3bdvX92uXTs9c+ZMvWnTJv3OO+9oh8OhX3/99fA+pL2FODlIEF5L9g/Cy8rK9K233qoTEhK0y+XSF198sd65c2fEc7Zs2aLPPfdc7XQ6dXJysr733nu1z+er5SM/Pnz77bf61FNP1Xa7Xbdu3Vq/8cYbEeuDwaAePXq0Tk1N1Xa7XZ911ll67dq1Edvk5OToyy+/XEdHR+vY2Fh9zTXX6KKioto8jeNCYWGhHjVqlG7UqJF2OBy6WbNm+qGHHooISKS9j87MmTM1UOFr5MiRWuvqa98VK1bo3r17a7vdruvXr6/HjBlTW6d4TDlYe2/evLnSdYCeOXNmeB/S3lV3qL/v/VUWhEt7V01V2vrtt9/WLVq00A6HQ3fs2FF//fXXEfuQ65WqO1R779y5U1999dU6IyNDOxwO3apVK/3CCy/oYDAY3oe0txAnB6W11jXb1y6EEEIIIYQQQgiQOeFCCCGEEEIIIUStkSBcCCGEEEIIIYSoJRKECyGEEEIIIYQQtUSCcCGEEEIIIYQQopZIEC6EEEIIIYQQQtQSCcKFEEIIIYQQQohaIkG4EEIIIYQQQghRSyQIF0IIIYQQQgghaokE4UIIIerUY489RqdOnWr0NUaMGMHTTz9do69xJIYNG8YLL7xQ14chhBBCiFokQbgQQtSiCRMmEBMTg9/vDy8rLi7GarXSr1+/iG1nzZqFUoqNGzfW8lGeWFasWMEPP/zAnXfeWWfHMG7cOAYPHkyTJk0ilj/88MM89dRTFBQU1M2BCSGEEKLWSRAuhBC1qH///hQXF7N48eLwsjlz5pCWlsaCBQtwu93h5TNnzqRRo0Y0b968Lg71uOfz+QAjAL700kuJjo6us2O54447eO211yosP/XUU2nevDkffvhhHRyVEEIIIeqCBOFCCFGLWrVqRXp6OrNmzQovmzVrFhdeeCFNmzZl/vz5Ecv79+/PBx98QLdu3YiJiSEtLY0rrriC7OxsAILBIA0aNGD8+PERr7Ns2TJMJhNbt24FID8/n+uvv56UlBRiY2MZMGAAK1asCG9fPiT8gw8+oEmTJsTFxTFs2DCKiorC2zRp0oSxY8dGvE6nTp147LHHwo+VUkycOJHzzz8fl8tFmzZtmDdvHhs2bKBfv35ERUXRq1evSnv3J06cSMOGDXG5XAwdOrRC7/Bbb71FmzZtcDgctG7dmtdffz28bsuWLSil+OSTT+jbty8Oh4NJkyYRCAT4/PPPGTJkSMS+PB4P999/Pw0bNsRut9OiRQvefvvtcLsrpfjxxx/p3LkzTqeTAQMGkJ2dzdSpU2nTpg2xsbFcccUVlJaWAlBUVMSwYcMqfM2cObPCee5vyJAhfPzxx4fcTgghhBAnBgnChRCilvXv3z8iOJs5cyb9+vWjb9++4eVlZWUsWLCA/v374/P5ePLJJ1mxYgVff/01W7Zs4eqrrwbAZDJx+eWXM3ny5IjXmDRpEmeccQaNGzcG4NJLLw0HkUuWLKFLly6cddZZ5Obmhp+zceNGvv76a7777ju+++47Zs+ezZgxYw77/J588kmuuuoqli9fTuvWrbniiiu46aabePDBB1m8eDFaa26//faI52zYsIFPP/2Ub7/9lmnTprFs2TJuvfXWiPN55JFHeOqpp1izZg1PP/00o0eP5r333ovYzwMPPMCoUaNYs2YNgwYNYuXKlRQUFNCtW7eI7a666io++ugjXnnlFdasWcPEiRMr9JQ/9thjvPrqq8ydO5e///6boUOHMnbsWCZPnsz333/PTz/9xLhx4wCIiYnh448/rvDVv3//Q7bXaaedxsKFC/F4PIfVzkIIIYQ4TmkhhBC16s0339RRUVHa5/PpwsJCbbFYdHZ2tp48ebLu06eP1lrrGTNmaEBv3bq1wvMXLVqkAV1UVKS11nrZsmVaKRXeNhAI6Pr16+vx48drrbWeM2eOjo2N1W63O2I/zZs31xMnTtRaa/3oo49ql8ulCwsLw+vvu+8+3aNHj/Djxo0b65deeiliHx07dtSPPvpo+DGgH3744fDjefPmaUC//fbb4WUfffSRdjgc4cePPvqoNpvNevv27eFlU6dO1SaTSe/cuTN8rJMnT4547SeffFL37NlTa6315s2bNaDHjh0bsc1XX32lzWazDgaD4WVr167VgJ4+fbquzMyZMzWgf/755/CyZ555RgN648aN4WU33XSTHjRoUKX72N8777yje/Tooe12u+7bt69evHhxeN2KFSs0oLds2VKlfQkhhBDi+CY94UIIUcv69etHSUkJixYtYs6cObRs2ZKUlBT69u0bnhc+a9YsmjVrRqNGjViyZAlDhgyhUaNGxMTE0LdvXwC2bdsGGEPC27RpE+4Nnz17NtnZ2Vx66aWAkZisuLiYpKQkoqOjw1+bN2+OGBbepEkTYmJiwo/T09PDw94PR4cOHcI/p6amAtC+ffuIZW63m8LCwvCyRo0aUb9+/fDjnj17EgwGWbt2LSUlJWzcuJHrrrsu4vj/85//VBjWvn+Pd1lZGXa7HaVUeNny5csxm83hdqzqebhcLpo1axaxrKrtc/XVVzN//vzw77Zr167hdU6nEyA8tF0IIYQQJzZLXR+AEEKcbFq0aEGDBg2YOXMmeXl54WAwIyODhg0bMnfuXGbOnMmAAQMoKSlh0KBBDBo0iEmTJpGSksK2bdsYNGgQXq83vM/hw4czefJkHnjgASZPnsw555xDUlISYGRf338eern4+Pjwz1arNWKdUopgMBh+bDKZ0FpHbFOe/Gxf++6nPPitbNm++z6Y4uJiAN5880169OgRsc5sNkc8joqKinicnJxMaWkpXq8Xm80G7A16D2X/Yz5U+xyp8ikBKSkpR70vIYQQQhz7pCdcCCHqQP/+/Zk1axazZs2KKE3Wp08fpk6dysKFC+nfvz9//fUXOTk5jBkzhjPPPJPWrVtX2vt6xRVXsHr1apYsWcLnn3/O8OHDw+u6dOlCVlYWFouFFi1aRHwlJydX+ZhTUlLYuXNn+HFhYSGbN28+sgbYz7Zt28jMzAw/nj9/PiaTiVatWpGamkpGRgabNm2qcPxNmzY96H7L64//+eef4WXt27cnGAwye/bsajn2o7V69WoaNGhwWL8LIYQQQhy/JAgXQog60L9/f3777TeWL18eMSy6b9++TJw4Ea/XS//+/WnUqBE2m41x48axadMmpkyZwpNPPllhf02aNKFXr15cd911BAIBLrjggvC6s88+m549e3LRRRfx008/sWXLFubOnctDDz0UUSrtUAYMGMAHH3zAnDlzWLVqFSNHjqzQE32kHA4HI0eOZMWKFcyZM4c777yToUOHkpaWBsDjjz/OM888wyuvvMK6detYtWoV77zzDi+++OJB95uSkkKXLl347bffwsuaNGnCyJEjufbaa/n666/ZvHkzs2bN4tNPP62Wczlcc+bMYeDAgXXy2kIIIYSofRKECyFEHejfvz9lZWW0aNEiPG8ajCC8qKgoXMosJSWFd999l88++4y2bdsyZswY/vvf/1a6z+HDh7NixQouvvjiiCHXSil++OEH+vTpwzXXXEPLli0ZNmwYW7dujXjtQ3nwwQfp27cv559/PoMHD+aiiy6qthrmLVq04JJLLuG8885j4MCBdOjQIaIE2fXXX89bb73FO++8Q/v27enbty/vvvvuIXvCy587adKkiGXjx4/nn//8J7feeiutW7fmhhtuoKSkpFrO5XC43W6+/vprbrjhhlp/bSGEEELUDaX3n+AnhBBCnEDKyspo1aoVn3zyCT179qzrw4kwfvx4vvrqK3766ae6PhQhhBBC1BLpCRdCCHFCczqdvP/+++zZs6euD6UCq9UarjUuhBBCiJOD9IQLIYQQQgghhBC1RHrChRBCCCGEEEKIWiJBuBBCCCGEEEIIUUskCBdCCCGEEEIIIWqJBOFCCCGEEEIIIUQtkSBcCCGEEEIIIYSoJRKECyGEEEIIIYQQtUSCcCGEEEIIIYQQopZIEC6EEEIIIYQQQtQSCcKFEEIIIYQQQoha8v8BvJ9nl1mE+M4AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "processes = [\n", " rp.preprocessing.baseline.IARPLS(lam=10),\n", " rp.preprocessing.baseline.IARPLS(lam=100),\n", " rp.preprocessing.baseline.IARPLS(lam=1000),\n", " rp.preprocessing.baseline.IARPLS(lam=10000),\n", " rp.preprocessing.baseline.IARPLS(lam=100000)\n", "]\n", "\n", "names = [\n", " \"lam = 10\",\n", " \"lam = 100\",\n", " \"lam = 1000\",\n", " \"lam = 10000\",\n", " \"lam = 100000\"\n", "]\n", "rl.plot.compare_baselines(raw_gsc[\"spectrum\"].iloc[0], processes, names, figsize=(10,10))\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "6e5f0e6e-6735-487b-a802-ed9e8cab39fd", "metadata": {}, "source": [ "### Pipeline" ] }, { "cell_type": "code", "execution_count": 18, "id": "a8e2d35d-7c4d-4e62-8d80-2a3c68c595a5", "metadata": {}, "outputs": [], "source": [ "# Define the pipeline.\n", "pipe = rp.preprocessing.Pipeline([\n", " rp.preprocessing.despike.WhitakerHayes(),\n", " rp.preprocessing.baseline.IARPLS(lam = 300),\n", " rp.preprocessing.normalise.MaxIntensity(),\n", "])" ] }, { "cell_type": "code", "execution_count": 19, "id": "2af5a2ba-4078-450e-956b-cd5956c971ae", "metadata": {}, "outputs": [], "source": [ "prepro_gsc = raw_gsc.apply_pipeline(pipe)" ] }, { "cell_type": "markdown", "id": "4e1d1b60-488b-4a9c-adbc-87dc2c50bc4e", "metadata": {}, "source": [ "### Visualising Preprocessed Spectra" ] }, { "cell_type": "markdown", "id": "6be2bca6-7b78-4424-8836-74f12e956156", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "#### Individual Spectra" ] }, { "cell_type": "code", "execution_count": 20, "id": "7c9f18b3-4c11-4c46-bd49-72f976bf0cfc", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot random spectra before and after preprocessing\n", "# Create 1 row, 2 column subplot layout\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 5)) # Adjust figsize as needed\n", "\n", "# Plot randomly selected raw spectra\n", "rl.plot.random_per_group(raw_gsc, by=\"annotation\", plot_type=\"single\", ax=ax1, title=\"Raw Spectra\", n_samples=1)\n", "# Plot randomly selected preprocessed spectra\n", "rl.plot.random_per_group(prepro_gsc, by=\"annotation\", plot_type=\"single\", ax=ax2, title=\"Preprocessed Spectra\", n_samples=1)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "53834e65-8fbb-42cd-a044-3094cde90e3c", "metadata": {}, "source": [ "#### Mean Spectra" ] }, { "cell_type": "code", "execution_count": 21, "id": "b1dc39c3-1212-4c16-8023-337035c97b4f", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Demonstrate the full customisability of the plot functions\n", "prepro_gsc.plot_mean(\n", " by=[\"annotation\", \"label\"],\n", " interval=\"sd\",\n", " plot_type=\"single\",\n", " linewidth=1,\n", " label=[\"Adenoma\", \"Carcinoma\", \"Normal\"],\n", " color=[\"red\", \"blue\", \"yellow\"],\n", " title=\"My Raman Spectra\",\n", " xlabel=\"My x axis\",\n", " ylabel=\"Counts\"\n", ")\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": 22, "id": "26a8f800-8f8d-4045-8e3c-7cf0326df1b4", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rl.plot.mean_per_group(prepro_gsc, \"annotation\", plot_type=\"stacked\", interval=\"sd\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "id": "b8e75a5f-41dc-4f0c-a17a-c19959317438", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 7))\n", "rl.plot.mean_per_group(rl.GroupedSpectralContainer.from_dataframe(prepro_gsc.df.iloc[0:150]), \"replicate\", plot_type=\"single stacked\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "2973b102-9ab7-42fb-b503-bd3f03df2f68", "metadata": { "collapsed": true, "jupyter": { "outputs_hidden": true } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Just for demonstration purposes, plot the same mean spectra 4 times in a 2x2 grid\n", "# This shows how to create subplots and pass axes to the plot functions\n", "\n", "# Create 1 row, 2 column subplot layout\n", "fig, axes = plt.subplots(2, 2, figsize=(7, 4)) # Adjust figsize as needed\n", "\n", "# Plot mean spectra before and after preprocessing\n", "rl.plot.mean_per_group(prepro_gsc, \"annotation\", plot_type=\"single\", ax=axes[0,0], title=\"Preprocessed Means\", interval=\"sd\")\n", "rl.plot.mean_per_group(prepro_gsc, \"annotation\", plot_type=\"single\", ax=axes[0,1], title=\"Preprocessed Means\", interval=\"sd\")\n", "rl.plot.mean_per_group(prepro_gsc, \"annotation\", plot_type=\"single\", ax=axes[1,0], title=\"Preprocessed Means\", interval=\"sd\")\n", "rl.plot.mean_per_group(prepro_gsc, \"annotation\", plot_type=\"single\", ax=axes[1,1], title=\"Preprocessed Means\", interval=\"sd\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "id": "9a2660ae-b4e1-4fd0-a5ba-efe5e320a4d6", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot mean spectra before and after preprocessing\n", "# Create 1 row, 2 column subplot layout\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 5)) # Adjust figsize as needed\n", "\n", "# Plot mean spectra before and after preprocessing\n", "rl.plot.mean_per_group(raw_gsc, \"annotation\", plot_type=\"single\", ax=ax1, title=\"Raw Means\", interval=\"sd\")\n", "rl.plot.mean_per_group(prepro_gsc, \"annotation\", plot_type=\"single\", ax=ax2, title=\"Preprocessed Means\", interval=\"sd\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3c3b40f7-d3d7-4ec3-9e5d-5f14621f5e8b", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "### Quality Control" ] }, { "cell_type": "code", "execution_count": 26, "id": "aa8ece3e-b38e-4ebe-a145-d0ebf78a5cf7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Adenom': ([148], ),\n", " 'Karzinom': ([69], ),\n", " 'Normal': ([393], )}" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results = rl.calc.outliers_per_group(prepro_gsc, rp.metrics.MSE, by=\"annotation\", n_spectra=1)\n", "results" ] }, { "cell_type": "code", "execution_count": 27, "id": "2673526e-e047-4ee9-9ef5-be5d46980535", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "axes = rl.plot.outliers_per_group(prepro_gsc, results, linewidth=1)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ea17838d-92b3-41f5-b41f-8856c59b618f", "metadata": {}, "source": [ "The Carcinoma sample at index 69 looks like an error in measurement has made it too noisy, so we will remove it from the dataset." ] }, { "cell_type": "code", "execution_count": 28, "id": "54b9fad9-b762-4f53-895e-0a3fed2c984b", "metadata": {}, "outputs": [], "source": [ "cleaned_gsc = rl.GroupedSpectralContainer.from_dataframe(prepro_gsc.df.drop(prepro_gsc.df.index[69]))" ] }, { "cell_type": "markdown", "id": "a09ab346", "metadata": {}, "source": [ "Now when we redo the outliers calculation, the Carcinoma index return 59, showing that the spectrum at index 69 was removed successfully. 59 is now the index of the next most-outlying spectrum." ] }, { "cell_type": "code", "execution_count": 29, "id": "d555a774-db10-4e9b-87b2-c88ef38e6e91", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Adenom': ([147], ),\n", " 'Karzinom': ([59], ),\n", " 'Normal': ([392], )}" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results = rl.calc.outliers_per_group(cleaned_gsc, rp.metrics.MSE, by=\"annotation\", n_spectra=1)\n", "results" ] }, { "cell_type": "code", "execution_count": 30, "id": "5cd3e2c1-c050-46eb-b73e-de4264fbe506", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAksAAAHMCAYAAADF4Oz/AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC2SklEQVR4nOydd5gb1dX/v3ekXW3ftb3edcXrAsbGBoMdCNUUEwcIvb00U0INhASThBIwxb9gQotDgBCKY9JeCDUUBzDGfmmmmY4Lrrhu76tVnfv7496rGfU2at7zeZ59RhpNudJKmq++59xzGOecgyAIgiAIgoiIlusBEARBEARB5DMklgiCIAiCIGJAYokgCIIgCCIGJJYIgiAIgiBiQGKJIAiCIAgiBiSWCIIgCIIgYkBiiSAIgiAIIgYklgiCIAiCIGJAYokgCIIgCCIGJJYIgiAIgiBiQGKJIKKwePFiMMYCf3a7HSNHjsRFF12EHTt25Hp4A5bVq1fj9ttvx5YtW3I9FIIgBgj2XA+AIPKdO++8E2PHjoXL5cKHH36IxYsX47333sM333yDkpKSXA9vwLF69WrccccdOPLII9HQ0JDr4RAEMQAgsUQQcTjuuOMwY8YMAMCll16K2tpa/P73v8fLL7+Ms846K8ejI2LBOYfL5UJpaWmuh0IQRAFDYTiCSJLDDz8cALBx48bAOo/Hg3nz5mH69Omorq5GeXk5Dj/8cCxfvjxo3y1btoAxhvvuuw8PP/wwxo0bh7KyMvzoRz/Ctm3bwDnH/PnzMWrUKJSWluLkk09Ge3t70DH+85//4IQTTsCIESPgcDgwfvx4zJ8/H36/P2i7I488ElOmTMHq1atx1FFHoaysDCNHjsQ999yT0PNcunQpDjvsMNTU1KCiogITJ07EzTffHHh8xYoVYIzhmWeewc0334xhw4ahvLwcJ510ErZt2xZ2vI8++gg//vGPUV1djbKyMsycORPvv/9+2HY7duzAT3/608DzGzt2LK666ip4PB4sXrwYZ555JgDgqKOOCoRIV6xYAQBoaGjAT37yE7zxxhuYMWMGSktL8Ze//AUA8Ne//hVHH3006urq4HA4MHnyZPz5z39O6LUgCGJgQ84SQSSJypUZNGhQYF13dzeeeOIJnHPOObjsssvQ09ODJ598ErNnz8bHH3+MadOmBR3jn//8JzweD37+85+jvb0d99xzD8466ywcffTRWLFiBW644QZs2LABf/rTn/CrX/0KixYtCuy7ePFiVFRUYO7cuaioqMDbb7+NefPmobu7G/fee2/QeTo6OvDjH/8Yp512Gs466yw899xzuOGGGzB16lQcd9xxUZ/jt99+i5/85CfYd999ceedd8LhcGDDhg0Rxc3vfvc7MMZwww03oLm5GQsXLsSsWbPwxRdfBBydt99+G8cddxymT5+O2267DZqmBcTLu+++iwMPPBAAsHPnThx44IHo7OzE5Zdfjr333hs7duzAc889B6fTiSOOOALXXnstHnzwQdx8882YNGkSAASWALBu3Tqcc845uOKKK3DZZZdh4sSJAIA///nP2GeffXDSSSfBbrfjlVdewc9+9jPouo6rr7463r+dIIiBDCcIIiJ//etfOQD+1ltv8ZaWFr5t2zb+3HPP8aFDh3KHw8G3bdsW2Nbn83G32x20f0dHB6+vr+eXXHJJYN3mzZs5AD506FDe2dkZWH/TTTdxAHy//fbjXq83sP6cc87hxcXF3OVyBdY5nc6wsV5xxRW8rKwsaLuZM2dyAPxvf/tbYJ3b7ebDhg3jp59+eszn/oc//IED4C0tLVG3Wb58OQfAR44cybu7uwPr//3vf3MA/I9//CPnnHNd1/mee+7JZ8+ezXVdD3oeY8eO5ccee2xg3Zw5c7imafyTTz4JO5/a99lnn+UA+PLly8O2GTNmDAfAX3/99bDHIr1us2fP5uPGjYv6HAmCIDjnnMJwBBGHWbNmYejQoRg9ejTOOOMMlJeX4+WXX8aoUaMC29hsNhQXFwMAdF1He3s7fD4fZsyYgc8++yzsmGeeeSaqq6sD9w866CAAwPnnnw+73R603uPxBM2+M+ff9PT0oLW1FYcffjicTifWrl0bdJ6Kigqcf/75gfvFxcU48MADsWnTppjPuaamBoAI+em6HnPbOXPmoLKyMnD/jDPOwPDhw7FkyRIAwBdffIH169fj3HPPRVtbG1pbW9Ha2oq+vj4cc8wxeOedd6DrOnRdx0svvYQTTzwxkCNmhjEWcxyKsWPHYvbs2WHrza9bV1cXWltbMXPmTGzatAldXV0JHZsgiIEJheEIIg4PP/ww9tprL3R1dWHRokV455134HA4wrZ76qmncP/992Pt2rXwer2B9WPHjg3bdo899gi6r4TT6NGjI67v6OgIrPv2229xyy234O2330Z3d3fQ9qEX/VGjRoWJjEGDBuGrr76K+nwB4Oyzz8YTTzyBSy+9FDfeeCOOOeYYnHbaaTjjjDOgacG/sfbcc8+g+4wxTJgwIRCuXL9+PQDgwgsvjHq+rq4ueDwedHd3Y8qUKTHHFo9IrzcAvP/++7jtttuwcuVKOJ3OsPObxStBEIQZEksEEYcDDzww4HSccsopOOyww3Duuedi3bp1qKioAAD84x//wEUXXYRTTjkFv/71r1FXVwebzYYFCxYEJYIrbDZbxHNFW885BwB0dnZi5syZqKqqwp133onx48ejpKQEn332GW644YYwFyje8aJRWlqKd955B8uXL8drr72G119/Hc888wyOPvpovPnmm1GPGwk1pnvvvTcsd0tRUVERlsieKpFmvm3cuBHHHHMM9t57bzzwwAMYPXo0iouLsWTJEvzhD3+I654RBDGwIbFEEEmgBNBRRx2Fhx56CDfeeCMA4LnnnsO4cePwwgsvBDk5t912m6XnX7FiBdra2vDCCy/giCOOCKzfvHmzpecBAE3TcMwxx+CYY47BAw88gLvuugu//e1vsXz5csyaNSuwnXKOFJxzbNiwAfvuuy8AYPz48QCAqqqqoP1CGTp0KKqqqvDNN9/EHFei4Tgzr7zyCtxuN15++eUgVy90tiJBEEQkKGeJIJLkyCOPxIEHHoiFCxfC5XIBMBwcs2Pz0UcfYeXKlZaeO9J5PB4PHnnkEUvPE8nlUa6Q2+0OWv+3v/0NPT09gfvPPfccdu3aFZhtN336dIwfPx733Xcfent7w47b0tICQIizU045Ba+88go+/fTTsO3Ucy4vLwcgXLZEifS6dXV14a9//WvCxyAIYuBCzhJBpMCvf/1rnHnmmVi8eDGuvPJK/OQnP8ELL7yAU089FSeccAI2b96MRx99FJMnT44oEFLlkEMOwaBBg3DhhRfi2muvBWMMf//73+OG1ZLlzjvvxDvvvIMTTjgBY8aMQXNzMx555BGMGjUKhx12WNC2gwcPxmGHHYaLL74YTU1NWLhwISZMmIDLLrsMgBBBTzzxBI477jjss88+uPjiizFy5Ejs2LEDy5cvR1VVFV555RUAwF133YU333wTM2fOxOWXX45JkyZh165dePbZZ/Hee++hpqYG06ZNg81mw+9//3t0dXXB4XAE6idF40c/+hGKi4tx4okn4oorrkBvby8ef/xx1NXVYdeuXZa+dgRB7H6QWCKIFDjttNMCbslll12Giy66CI2NjfjLX/6CN954A5MnT8Y//vEPPPvss4GCiVYwZMgQvPrqq7j++utxyy23YNCgQTj//PNxzDHHRJwBlionnXQStmzZgkWLFqG1tRW1tbWYOXMm7rjjjrBE6JtvvhlfffUVFixYgJ6eHhxzzDF45JFHUFZWFtjmyCOPxMqVKzF//nw89NBD6O3txbBhw3DQQQfhiiuuCGw3cuRIfPTRR7j11lvxz3/+E93d3Rg5ciSOO+64wPGGDRuGRx99FAsWLMBPf/pT+P1+LF++PKZYmjhxIp577jnccsst+NWvfoVhw4bhqquuwtChQ3HJJZdY9roRBLF7wrjVP0kJghgQrFixAkcddRSeffZZnHHGGbkeDkEQRMagnCWCIAiCIIgYkFgiCIIgCIKIAYklgiAIgiCIGFDOEkEQBEEQRAzIWSIIgiAIgogBiSWCIAiCIIgYDLg6S7quY+fOnaisrEypbQJBEAQxMOGco6enByNGjAhrKE3s3gw4sbRz586wzu4EQRAEkSjbtm3DqFGjcj0MIosMOLFUWVkJQLzZq6qqcjwagiAIolDo7u7G6NGjA9cRYuAw4MSSCr1VVVWRWCIIgiCShlI4Bh4UdCUIgiAIgogBiSWCIAiCIIgYkFgiCIIgCIKIAYklgiAIgiCIGJBYIgiCIAiCiAGJJYIgCIIgiBiQWCIIgiAIgogBiSWCIAiCIIgYkFgiCIIgCIKIAYklgiAIgiCIGORULL3zzjs48cQTMWLECDDG8NJLL8XdZ8WKFTjggAPgcDgwYcIELF68OOPjJAiCIAhi4JJTsdTX14f99tsPDz/8cELbb968GSeccAKOOuoofPHFF/jlL3+JSy+9FG+88UaGR0oQBEEQxEAlp410jzvuOBx33HEJb//oo49i7NixuP/++wEAkyZNwnvvvYc//OEPmD17dsR93G433G534H53d3d6gyYIgrAI7m8E9G6wor1yPRSCIGJQUDlLK1euxKxZs4LWzZ49GytXroy6z4IFC1BdXR34Gz16dKaHSRAEERfOfeAtR4C3/STXQyEIIg4FJZYaGxtRX18ftK6+vh7d3d3o7++PuM9NN92Erq6uwN+2bduyMVSCIIjY+HcGbnLdmcOBEAQRj5yG4bKBw+GAw+HI9TAIgiCC4X3GzeZpQP0aMGbL3XgIgohKQTlLw4YNQ1NTU9C6pqYmVFVVobS0NEejIgiCSAHuBNa5waZvBv63C/BETycgCCK3FJRYOvjgg7Fs2bKgdUuXLsXBBx+coxERBEGkCHeCLWwH2+mDNrcZ8H2f6xERBBGFnIql3t5efPHFF/jiiy8AiNIAX3zxBbZu3QpA5BvNmTMnsP2VV16JTZs24Te/+Q3Wrl2LRx55BP/+979x3XXX5WL4BEEQqcOdADPdX7M+Z0MhCCI2ORVLn376Kfbff3/sv//+AIC5c+di//33x7x58wAAu3btCggnABg7dixee+01LF26FPvttx/uv/9+PPHEE1HLBhAEQeQteh/Q6g/c5c1NMTYmCCKX5DTB+8gjjwTnPOrjkapzH3nkkfj8888zOCqCIIgswPuArT7jfnt77sZCEERMCipniSAIYreBO4Fmw1lCZ2fOhkIQRGxILBEEQeQA7ukB69eNFR1duRsMQRAxIbFEEASRC7o7gu6yzp4cDYQgiHiQWCIIgsgFIWIJHX2RtyMIIueQWCIIgsgF3SFht05qeUIQ+QqJJYIgiFzQE+IkdXlyMw6CIOJCYokgCCIXdIWIJacv8nYEQeQcEksEQRC5oDtULPkjb0cQRM4hsUQQBJELevrFsqZGLJ1+cE7uEkHkIySWCIIgckGPSyyHDRPLfg5wd+7GQxBEVEgsEQRB5AKnFEZ1dfK+DoDEEkHkIySWCIIgcgDrl7PfamvFkpwlgshbSCwRBEHkgn6vWEqxxFwc8FFhSoLIR0gsEQRB5IIQsQQAcFJ/OILIR0gsEQRBZBnOOeCSM98GDwZnTNzuJbFEEPkIiSWCIIis4wb6dXGzrAwoKxW3+0gsEUQ+QmKJIAgi23AX4OLidmmpIZac3bkbE0EQUSGxRBAEkW242xBLZWVAebm4TWE4gshLSCwRBEFkG+4GXDIMV1pqiKW+ntyNiSCIqJBYIgiCyDbcJeoqATIMp8RSb+7GRBBEVEgsEQRBZB1vUBiOlVeI204SSwSRj5BYIgiCyDbcEyUMR0UpCSIfIbFEEASRbbgnJAxXJm5TGI4g8hISSwRBEFnHG3E2HO/rz+GYCIKIBoklgiCIbKO7wdxSLJWUBMQSczpzOCiCIKJBYokgCCLbeEy5SQ6HkbPkJGeJIPIREksEQRDZxm1ykIqLTTlLrtyMhyCImJBYIgiCyDYuk4NUXGyaDUdiiSDyERJLBEEQ2cYrxZLNJv4CYTh37sZEEERUSCwRBEFkG5cMwzkcYqnCcE5PbsZDEERMSCwRBEFkG7d0loqLxTLgLJFYIoh8hMQSQRBEtvHI3CTlLJWWimW/NzfjIQgiJiSWCIIgsgxXCd6hYsnly82ACIKICYklgiCIbOOVzpIKwwWcJRJLBJGPkFgiCILINq4oYTi3PzfjIQgiJiSWCIIgso1HlggIdZZcJJYIIh8hsUQQBJFt3FGcJZeem/EQBBETEksEQRDZxiNLBIQ4S8zNAZ0EE0HkGySWCIIgso1bhuFCnSUAvJ+a6RJEvkFiiSAIItu4pbMUQSyhvzPrwyEIIjYklgiCILKNVxafVGE4mw28yC5uO7tyMyaCIKJCYokgCCLbuGU9JeUsAUCpvO3szv54CIKICYklgiCIbOORYkk5SwBQIm+Ts0QQeQeJJYIgiGzjlmG4IGepRCz7e7I/HoIgYkJiiSAIIsswbyRnicQSQeQrJJYIgiCyTcScJTkjzkliiSDyDRJLBEEQ2Ub1gIsklvp7sz8egiBiQmKJIAgi23ilWDKH4UrLxNLZl/3xEAQRExJLBEEQ2SZiGK5cLF0klggi3yCxRBAEkW08EZylMimW+kksEUS+QWKJIAgi23gi5SxJseR0Zn88BEHEhMQSQRBEtokgllggwZvEEkHkGySWCIIgso1HF8ugBG8lllzZHw9BEDEhsUQQBJFtYpUOcPVnfzwEQcSExBJBEES28ZKzRBCFBIklgiCIbOOWYiliUUp39sdDEERMci6WHn74YTQ0NKCkpAQHHXQQPv7445jbL1y4EBMnTkRpaSlGjx6N6667Di4X/RIjCKKAiOUsuUgsEUS+kVOx9Mwzz2Du3Lm47bbb8Nlnn2G//fbD7Nmz0dzcHHH7f/3rX7jxxhtx2223Yc2aNXjyySfxzDPP4Oabb87yyAmCINLAw8WSnCWCKAhyKpYeeOABXHbZZbj44osxefJkPProoygrK8OiRYsibv/BBx/g0EMPxbnnnouGhgb86Ec/wjnnnBPTjXK73eju7g76IwiCyBWcc2M2XMQEb0/2B0UQRExyJpY8Hg9WrVqFWbNmGYPRNMyaNQsrV66MuM8hhxyCVatWBcTRpk2bsGTJEhx//PFRz7NgwQJUV1cH/kaPHm3tEyEIgkgKv+EsRUzw9mZ/SARBxMSeqxO3trbC7/ejvr4+aH19fT3Wrl0bcZ9zzz0Xra2tOOyww8A5h8/nw5VXXhkzDHfTTTdh7ty5gfvd3d0kmAiCyCG+2GE4F4klgsg3cp7gnQwrVqzAXXfdhUceeQSfffYZXnjhBbz22muYP39+1H0cDgeqqqqC/giCIHIG90V2lpRwUk12CYLIG3LmLNXW1sJms6GpqSlofVNTE4YNGxZxn1tvvRUXXHABLr30UgDA1KlT0dfXh8svvxy//e1voWkFpf0IghiQ+CM7SyUlYkliiSDyjpypi+LiYkyfPh3Lli0LrNN1HcuWLcPBBx8ccR+n0xkmiGw2GwCZNEkQBJHvcB+YirRFdJb8WR8SQRCxyZmzBABz587FhRdeiBkzZuDAAw/EwoUL0dfXh4svvhgAMGfOHIwcORILFiwAAJx44ol44IEHsP/+++Oggw7Chg0bcOutt+LEE08MiCaCIIi8xm1qlGsWSwFnSc/ueAiCiEtOxdLZZ5+NlpYWzJs3D42NjZg2bRpef/31QNL31q1bg5ykW265BYwx3HLLLdixYweGDh2KE088Eb/73e9y9RQIgiCSw2uqo0TOEkEUBIwPsPhVd3c3qqur0dXVRcneBEFkHd7yNVjdvuKOxwMUFYnbO3cCI0eC2wDmG1BfywUDXT8GLpQRTRAEkU28pvZMdpO5L50l5gfgoyRvgsgnSCwRBEFkExmG43Y7wJixXuUsAYCbWp4QRD5BYokgCCKbeKQQKgpJGTWVEeAuJwiCyB9ILBEEQWQTn+z9Zg+ZwWu3g9vkV7KLelgSRD5BYokgCCKbeGTOUqizBAAlcnacqy974yEIIi4klgiCILKJT4XhisIfc8h1/b3ZGw9BEHEhsUQQxICDez4D5zkq/uiNIZZKZN6Si8QSQeQTJJYIghhQcO9q8Pb/Afqfyc0APDHEUjGF4QgiHyGxRBDEwMK3EQDAfZtydH7ZGM4eKWdJOUsklgginyCxRBDEgIH3vwLec5+449+Zm0HECsMFWp5Q6QCCyCdy2huOIAgim/Cu6407/m25GYRXlg6ImLMkC1P2k7NEEPkEOUsEQQwIuN5u3LGNB/Qc1TKKJZbIWSKIvITEEkEQAwPvOgAAG/Q4WNmZAO/KzTgCCd7F4Y+VlIqlqz974yEIIi4klgiCGBjojWJZfBDAagDeB8692R+HXzbJtUdylmQYzk1iiSDyCRJLBEEMDPxNAKsBYyWAViXW5SIU54mVs6ScJQrDEUQ+QWKJIIgBAdcbAVu9uKNVy5Wd2R9IIGcpRhjO7creeAiCiAuJJYIgBgb+JkCTYonViKWeg7wlWWeJRUzwLhNLF4klgsgnSCwRBDEw8G0C7GPE7UAYLgdiKUYYjqnSAeQsEUReQWKJIIjdHq73AP7NYEVTxIpAGC4XzpJK8I5UwVuKJXKWCCKvILFEEMTuj/cbsSyaCgAiyRslOQ3Dxa6z5MneeAiCiAuJJYIgdn+83wCsDLCNNdZpVeA5CcPFEEsBZ8mdvfEQBBEXEksEQez2cN83gH0yGLMZK7WaHIXhEnGWSCwRRD5BYokgiIKC6x3gPMkwlW8TYN8reB2rylGCdwLOEoXhCCKvILFEEERBwZsPAu/4WXI76a1gtqHB67RqwLUEes894rh6H7j7HYtGGYNYCd4BZykHlcUJgogKiSWCIAoPT+KihnM/oHcA2pDgB7QaAD6g7wlw7gfvmQ/ecSm43mvpUMNQYilmzhI5SwSRT5BYIgiiYODcb9z2fgPu2xpnew/geReAHkEsmZwm/w7At1He3mnRaKPgjSGWyFkiiLyExBJBEIUDN3q58bbTwFtnxd6890/gHZeLO1pt0GOs+CDjjm8joJrq+ndYMtSoxBJLgZwlEksEkU+QWCIIonBItvGtWfiEOkvF0w0B5d8B8H55jnxwlnyZHQNBEElBYokgiMIh2an+rNK4bRsW/BArgVb3gegTx/sAvU2cwr8rzUHGwZtIBW9ylgginyCxRBBE4ZCss8RlsratAYwVR95GqwDn3QDvkefoSX18ieCTeVexnCWPP/wxgiByBoklgiAKh9C6SKw0zvatQNF+YENeiL4NKwf8TQC4uM/70hpiXBLJWXJRGI4g8gkSSwRBFA48xPXheuzt9TagaCqYVhF9G1Zuym1yZF4skbNEEAUHiSWCIAoH7gxZ4Ybedia43h55e70LYNWxj8nKjXIBthF54iyRWCKIfILEEkEQhYOasWbG+yXgej3K9m4wVhL7mFoFoMukbtvwLIilRJylOI4ZQRBZhcQSQRAFA+fOyHlKemeUPTwAc8Q+KCs3bttGAHqWwnAxZsMxHwf85C4RRL5AYokgiMKB9wPasPDVvg1RtncnIJZUPpMN0OoihPosxitdo1jOEgC43ZkdB0EQCUNiiSCIwoG7RAPcUPzN4ZtyHwA/gASdJW2ISATPZYJ3iSlk6HJldhwEQSQMiSWCIAqHkDAcG/ISUHxw5GKVXDoz0eorqWNoNeKGVieEE+8D59ya8UYiVoK33Q5uk1/L5CwRRN5AYokgiMKB9wuxZBsLlF0MVjQZKDogSs6SEktxnCV7gzq4dJl0ABl0dWKF4QDAIXOZyFkiiLyBxBJBFBDc3wS9fQ54pqtM5ytSLGlD34BWdRMA6QyFFqsEAO4Ry3hiyTZWbu80QnJ6BvOW/DESvAGgRDph5CwRRN5AYokgCgjufBrwfAh4V+V6KLkh0mw4rRqAC5yHiAslluLlLNlGiqV9LMDK5L4ZzFuK5ywVi/W8P8O5UwRBJEyUnzYEQeQlgeKLtpwOI2fwfkPQKFTRSb0LsNWZtk0sDMeYDRj8LGAfB/g3y317LRpwBOKJJeUs9Q9Q95Ag8hBylgiikNA75DJC2GkgoHKWzGgmsRREYgneYpP9wLRKIwyXSWfJFy9nSYXhyFkiiHyBxBJBFBJciiXendtx5AreDxbqLGmDxDK05UmCs+GCyIZYiussSSeMnCWCyBtILBFEIaGqSw9AZ4lzDujdpiKSEpssUqnvDNlB5TDFyVkyo46dyQRvnyxLEC3BWxWmJGeJIPKGpHOW3G43PvroI3z//fdwOp0YOnQo9t9/f4wdOzYT4yMIwozsjcb1brAcDyX7uAF4Aa0qaC1jpeDaYKMZriLBnKXgg8kQXy7DcIFmuiSWCCJfSFgsvf/++/jjH/+IV155BV6vF9XV1SgtLUV7ezvcbjfGjRuHyy+/HFdeeSUqKyszOWaCGLhwWXsnUhHG3R3lprGq8Me0EeD+HSECMsHSASYYs4Gz0oyJJc79gFc6S1FzllQYLoNJ5gRBJEVCYbiTTjoJZ599NhoaGvDmm2+ip6cHbW1t2L59O5xOJ9avX49bbrkFy5Ytw1577YWlS5dmetwEMTBRfcv0AZizxGUOT6R2J7aR1jhLQKCKd2bwALKAd3SxJJ0lT3+GxkAQRLIk5CydcMIJeP7551EU5cM9btw4jBs3DhdeeCFWr16NXbt2WTpIgiAUylkagNWdlbOkRXCWbHWAZ3PwukDOUhIJ3gDAysF5X2bCnNyTgLNEYokg8o2ExNIVV1yR8AEnT56MyZMnpzwggiAiw7keyFkKhJgGEspNixCGY1otuL8leCV3AygCY0nOY2HlRiK91fhdYDJlKWqCd7EUS24SSwSRL9BsOIIoGExOCR+AYkmVS4jkLGm1AO8E517TSk/yIThAJHnzDM2G85mOG7WCtxJLA9A9JIg8xTKxdOGFF+Loo4+26nAEQYSiXCWtxhRiGkDo3RBOUUn4Y1otAB5ca4m7UxRLZSYHz2I8CYglh6wjRc4SQeQNlrU7GTlyJDSNjCqCyBiq9o9WjQEZhuN94TWWFLZasdTbAFu92Jx7kFSNJQUrza1YUs6SZwAKYoLIUywTS3fddZdVhyIIIiIyLMNqAL0ppyPJBZw7Aa088oOaEkutppWpOkulQnRlAq9JLEXJWWIlFIYjiHyDrCCCKBS4yVkaiGE47gxvoqtgsrabbqpNxN3JtToJHCuDYTivEEBc04BoTnyxHDM5SwSRNyTtLF1yySUxH1+0aFHKgyEIIgaqXIBWM0ATvGOJpTIADOB5LpZUOYBoITjA1O6ExBJB5AtJO0sdHR1Bf83NzXj77bfxwgsvoLOzM+kBPPzww2hoaEBJSQkOOuggfPzxxzG37+zsxNVXX43hw4fD4XBgr732wpIlS5I+L0EUHOoCzioxcHOWIoslxjRZTNLUfJa7kXrOUoZKB0hnCUUxfqcGnKUB+D8miDwlaWfpxRdfDFun6zquuuoqjB8/PqljPfPMM5g7dy4effRRHHTQQVi4cCFmz56NdevWoa6uLmx7j8eDY489FnV1dXjuuecwcuRIfP/996ipqUn2aRBE4SGnxTOtUiYvDzBiOUsAwCrA9V5TMcnUSgcwrQw8w2G4xJylAfg/Jog8xZIEb03TMHfuXBx55JH4zW9+k/B+DzzwAC677DJcfPHFAIBHH30Ur732GhYtWoQbb7wxbPtFixahvb0dH3zwQaCaeENDQ8xzuN1uuE12dnf3AGwTQeweKIHEKgF4wbmefMHFQkZ3Arbh0R/XKoIdoZRLB2RwNlwiYomcJYLIOyz7pt24cSN8Pl/8DSUejwerVq3CrFmzjMFoGmbNmoWVK1dG3Ofll1/GwQcfjKuvvhr19fWYMmUK7rrrLvj9/qjnWbBgAaqrqwN/o0ePTvxJEUReocRSRfD9gQJ3ilBbNFhlhJylFMUSfJlx77zyh1u06t2AyVnyRt+GIIiskrSzNHfu3KD7nHPs2rULr732Gi688MKEj9Pa2gq/34/6+vqg9fX19Vi7dm3EfTZt2oS3334b5513HpYsWYINGzbgZz/7GbxeL2677baI+9x0001BY+7u7ibBRBQm6uKtps9zNxCpQOPuSgJhOOjmnCUPku4LBxjn4P2pJYjHIuAsxTiucpa8JJYIIl9IWix9/vnnQfc1TcPQoUNx//33x50ply66rqOurg6PPfYYbDYbpk+fjh07duDee++NKpYcDgccjhR+XRJEvsE9AIoQSFoeaOUDeB+YFkMsaRVG/zgAadVZAmQorjr5/WOhnKVEcpY8JJYIIl9IWiwtX77ckhPX1tbCZrOhqSm4uF5TUxOGDRsWcZ/hw4ejqKgINpstsG7SpElobGyEx+NBcbHFvwIJIq/wCKdDuR0DLck7rrNUDnj+C71pf2j1n6fX7gTIzIw4WTuJJZKz5E48rYEgiMySs+zQ4uJiTJ8+HcuWLQus03Udy5Ytw8EHHxxxn0MPPRQbNmyAruuBdd999x2GDx9OQonY/eFeAEUmATDQnKV+w/WJALONktv1gXMuxGRaYikDSd6+ZJwlEksEkS9YJpZuvvnmpMNwc+fOxeOPP46nnnoKa9aswVVXXYW+vr7A7Lg5c+bgpptuCmx/1VVXob29Hb/4xS/w3Xff4bXXXsNdd92Fq6++2qqnQRB5jHKWVBhu4DhLnHsB+AHEyNGyTzDt0JVenSUgM2LJk4BYCsyGI7FEEPmCZb3hduzYgW3btiW1z9lnn42WlhbMmzcPjY2NmDZtGl5//fVA0vfWrVuDmvOOHj0ab7zxBq677jrsu+++GDlyJH7xi1/ghhtusOppEETewrkUSxiAYTiVnxXLKbKPM277dwJwg6VawRsw2stYiU/+z2LNhguIpeizfAmCyC6WiaWnnnoqpf2uueYaXHPNNREfW7FiRdi6gw8+GB9++GFK5yKIgkYleDP1sR1ACcCq1UsssWQbB5RdCDifAvy7xD5pJ3hbC/d6RNHMhMJwJJYIIl8YQBXtCKLQUc6SvNDyARSmCYil6GE4xjSwShm211vjJ4RHPZASSxlwlrzSWUooDKdH34YgiKySkrPU19eH//u//8PWrVvhCakye+2111oyMIIgQuBembOkPrYDSCwhAWcJQjBxVgboHQB4zITw6McoBoddVAy3mkTEEjlLBJF3pFRn6fjjj4fT6URfXx8GDx6M1tZWlJWVoa6ujsQSQWSKQJFF+bHlAykMp3KWEijCycrB9TZ5O3mxFNgvEwne5CwRREGSdBjuuuuuw4knnoiOjg6Ulpbiww8/xPfff4/p06fjvvvuy8QYCYIAIMJwReIPwMDKWVJlEhIRS2WA3mLcTgVWBp6RBG/5P0uk3YmHW39+giBSImmx9MUXX+D666+Hpmmw2Wxwu90YPXo07rnnHtx8882ZGCNBEIDJWRrIOUsJJGyzciBtZ6ksQ6UDEneWmIcDnAQTQeQDSYuloqKiwHT+uro6bN26FQBQXV2ddOkAgiCSQJUOGIg5S0mF4coAv3KW8iwMp5ylRHKWAHBPBtwtgiCSJumcpf333x+ffPIJ9txzT8ycORPz5s1Da2sr/v73v2PKlCmZGCNBEABEGK4CRs7SABJLiD8bLoBWDvjWy+1TDcOVZmY2nCcBsWTuRuDuARzl1o+DIIikSNpZuuuuuzB8+HAAwO9+9zsMGjQIV111FVpaWvDYY49ZPkCCICSq3QlUb8SBlLOUhFhiZaKCN5CGs1RinNNKfFLgJugswd1r/RgIgkiapJ2lGTNmBG7X1dXh9ddft3RABEFEQ4ThGGPgKMLAC8MxBPK1YsFMTkzKzlIJAm6WlSixFCvB22YD1zQwXQfcGWjmSxBE0lBRSoIoFLjXmAnHigZY6QAXAAcYY/G3DRJLqTpLDtMMPOtg3gTCcADgkI+7yFkiiHwgIbH04x//OKEWIz09Pfj973+Phx9+OO2BEQQRig+Gs2LHwHKWXImF4ACTWCoCYyl2dMpUGM6bQBgOAIrl454MJJkTBJE0CX2TnHnmmTj99NNRXV2NE088ETNmzMCIESNQUlKCjo4OrF69Gu+99x6WLFmCE044Affee2+mx00QAw/uQ+Ajy+wDylniSYglpg0GBwCtMo0z5lgsOWSSt5tmwxFEPpCQWPrpT3+K888/H88++yyeeeYZPPbYY+jqEgmUjDFMnjwZs2fPxieffIJJkyZldMAEMXDxmQpSDjRnyRkcXouFbZhYppqvBEhnyfowXOLOkqriTWKJIPKBhD1qh8OB888/H+effz4AoKurC/39/RgyZAiK4n3wCYJIH+6B8ZEtAuc+JJDBs3vA+wAtQfGjxFI6r07GZsPJfm+xErwBcpYGAH6/H17vwHGH85GioiLYbLb4GyLFRrqAKEJZXV2d6u4EQSSNDyyQ4D0wnCXu+QTcvRzwNyXuLGlKLKU+f4Uxhwj9WU0ipQMAw1lykVja3eCco7GxEZ2dnbkeCgGgpqYGw4YNizt5JGWxRBBElgnKWRoYs+F4//NA/wvijuOYxHbShohl8YGpn5iVAMhEGE46S3HFkuoPlwHBRuQUJZTq6upQVlaW2AxPwnI453A6nWhubgaAQP3IaJBYIoiCwWdqdWLHwChKabqQJJiDxJgNqH0TsI1I47QiDMc5t/ZilqhYUoUpKQy3W+H3+wNCaciQIbkezoCntFSUFmlubkZdXV3MkBzVWSKIQiFQwRsA7Ja1O+G+reB6hyXHshyze5ZEwjazN4Cx4vgbRj2AA4AOywWpVxfLhJ2lDLhbRM5QOUplZWlMPiAsRf0v4uWPkVgiiAKAcw7AazhLzLoK3rx1Fnj7RZYcy3pSE0vpI8sUWD0jzp9ogrc8v5vqLO2OUOgtf0j0f5G0WLrwwgvxzjvvJD0ggiDSQV5kg5yl9F0PrreLG74NaR8rI3CPcTubYknVdLI6yTthZ0mJJcpZIoh8IGmx1NXVhVmzZmHPPffEXXfdhR07dmRiXARBBCFdJGYqSmmFs+T9Vizt49M/ViYwiSWmJTgbzgqYDINZKJY41xMWS8xBCd4EkS4rVqwAY8ySmYdJi6WXXnoJO3bswFVXXYVnnnkGDQ0NOO644/Dcc89RzQiCyBSB/CSjzpIls+H0FrHUasTdnoXQW08G97ekf2xLyFEYLlAt3MownA/wcXEz0dIBbspZIvKDiy66CIwx3H333UHrX3rppQERVkwpZ2no0KGYO3cuvvzyS3z00UeYMGECLrjgAowYMQLXXXcd1q9fb/U4CWKAIx0WcyNdK5wlLnNilIPjegXwrRHLfMAsCG1jsndelRxuDgOmC/cA3gTFUmA2HIklIn8oKSnB73//e3R0WDchxOOx8DOWQdJK8N61axeWLl2KpUuXwmaz4fjjj8fXX3+NyZMn4w9/+INVYyQIIuAsWTwbLiCWnODcA/h3ibvuFekf2xJMX6Tp1E1KmgyIJXiN1LN4Cd6Bdickloj8YdasWRg2bBgWLFgQdZvnn38e++yzDxwOBxoaGnD//fcHPd7Q0ID58+djzpw5qKqqwuWXX47FixejpqYGr776KiZOnIiysjKcccYZcDqdeOqpp9DQ0IBBgwbh2muvhV9NkgDw97//HTNmzEBlZSWGDRuGc889N1A3yWqSrrPk9Xrx8ssv469//SvefPNN7LvvvvjlL3+Jc889F1VVVQCAF198EZdccgmuu+46ywdMEAOTCDlLVoThTGIJ/q3iPMUHAb48cYe5Fyg5Cazi50b18mwQcJYsFCvcm4KzVBi/uiPBuQ70Pw+UnpxeGYcBAOf9gG9T9k9sHwfGShPe3Gaz4a677sK5556La6+9FqNGjQp6fNWqVTjrrLNw++234+yzz8YHH3yAn/3sZxgyZAguuuiiwHb33Xcf5s2bh9tuuw0A8O6778LpdOLBBx/E008/jZ6eHpx22mk49dRTUVNTgyVLlmDTpk04/fTTceihh+Lss88GIPTI/PnzMXHiRDQ3N2Pu3Lm46KKLsGTJkvRfmxCSFkvDhw+Hrus455xz8PHHH2PatGlh2xx11FGoqamxYHgEQQCIkLNkjbPEg8SS+EXGig8D93wErneCyVymnMG9gDYEzJ7FEBxgJHjDYmcp2ZylAglRRMS9HLz7t2DgQNlZuR5NfuPbBN52atZPy4a8CBTtk9Q+p556KqZNm4bbbrsNTz75ZNBjDzzwAI455hjceuutAIC99toLq1evxr333hsklo4++mhcf/31gfvvvvsuvF4v/vznP2P8eDHZ5IwzzsDf//53NDU1oaKiApMnT8ZRRx2F5cuXB8TSJZdcEjjGuHHj8OCDD+IHP/gBent7UVFRkdTzikfSYukPf/gDzjzzTJSUlETdpqamBps3b05rYARBmJEuktV1lrjTWKoyAsUzxNK3ESienv450sJj5GlllUzkLHmNfPVEnSVv4YolrmZagud0HAWBfZwQLjk4byr8/ve/x9FHH41f/epXQevXrFmDk08+OWjdoYceioULF8Lv9wcqZM+YMSPsmGVlZQGhBAD19fVoaGgIEj319fVBYbZVq1bh9ttvx5dffomOjg7ouphtunXrVkyePDml5xaNpMXS8uXLccopp4SJpb6+Pvz85z/HokWLLBscQRCSQMhNhTOsmg1ncpb0dnFcVUZAb03/+OnCvTCecxYJhI0sFktJz4YrXLEE/0axzNfq8HkEY6VJOzy55IgjjsDs2bNx0003BTlGiVJeHl4GpCjkM8EYi7hOCaK+vj7Mnj0bs2fPxj//+U8MHToUW7duxezZszOSNJ50gvdTTz2F/v7wqrL9/f3429/+ZsmgCIIIJUN1lmDU8eH+nYA2CGBVABigd1pw/HTxZDdXSZGJ2XBIIWfJU8DlWPQeAADPB9FNWM7dd9+NV155BStXrgysmzRpEt5///2g7d5//33stddeMfuupcLatWvR1taGu+++G4cffjj23nvvjCV3A0k4S93d3eCcg3OOnp6eIGfJ7/djyZIlqKury8ggCWLAEzFnyYoEbycAGwA/4N8BaIPAmAbOqgG9K/3jpwv3mlyebJKhMFyys+HcBSyWeJ9Y6vlSs4uwkqlTp+K8887Dgw8+GFh3/fXX4wc/+AHmz5+Ps88+GytXrsRDDz2ERx55xPLz77HHHiguLsaf/vQnXHnllfjmm28wf/58y8+jSNhZqqmpweDBg8EYw1577YVBgwYF/mpra3HJJZfg6quvzthACWJgIy+abd3AAw8AnR5Y4izp/YAmu59LsQQA0KrBeZ6IJWTfWWJMgxCkVk7dT6LOUiDBu5DFUq9Y+slZ2l258847A2ExADjggAPw73//G08//TSmTJmCefPm4c4770wpVBePoUOHYvHixXj22WcxefJk3H333bjvvvssP48iYWdp+fLl4Jzj6KOPxvPPP4/BgwcHHisuLsaYMWMwYsSIjAySIAY8ylna8yigtw9oPw641oowXD+g1QJ6sxBL9h+K1Vp13oThcuMsQc6Iy1HO0m4RhpNiicJwuwWLFy8OW9fQ0AB3SOHU008/HaeffnrU42zZsiVs3UUXXRQmqG6//XbcfvvtMcdwzjnn4JxzzglaJ5qOC4488sig++mQsFiaOXMmAGDz5s3YY489BkR5c4LIH7xAqw+sV4Q22BfbwVGV/mF5P6ANl7c7ZL4SgDwIw3HuB6AjF86SoCgDOUvq0Ik6S1YI4hzBewFtMKC3gPc+ApSeAWajVA2iMElILH311VeYMmUKNE1DV1cXvv7666jb7rvvvpYNjiAICfcBvYbdjaHV1oSI9H7APsS4r1XKZXUe5Jqocgm5cpaKwbkHlv0sTMVZchemWOKci5wl+zTA+xl470LAvw2sOnrlZ4LIZxISS9OmTUNjYyPq6uowbdo0MMYiWluMsaBS5ARBWIUXcJk+c30W5SxxJ2CrDdxlTImlqtxX8VauTk7qLEGKtAwVpUy43UmBfp/yfgA6YB8LeD8T6wKFPgmi8EhILG3evBlDhw4N3CYIIstwX7BYcnqt6Q0HF5g2xCgbqKkwXIUxmylXBGb75SoMV2xtGE73ggVa/CWas1SYzpJK7ma2McZ7i5XlbDgEkS4JiaUxY8ZEvE0QRLbwAU5TGK7XA5HPkzqc68IBYKa2ADJnibEKcD3HYikPwnCWOkteo6ZV4jlLheosyeRu+17GunwoRZEnWJV0TKRPov+LlIpSvvbaa4H7v/nNb1BTU4NDDjkE33//fbKHIwgiEXhIGM7pBuBL70uXy4u3+Re/ylliFcYFL1cEXJ0chuGsdJa8pmK+CTtLBSqWlDCyjQSrWwUUH5Ynsytzi6pI7XQ6czwSQqH+F6HVwkNJut3JXXfdhT//+c8AECg4tXDhQrz66qu47rrr8MILL6QwXIIgYhMShutzAygR61MVE6qJrrnreCBnqRyAVyQ456xjfI5zluCwVix5UnGW0nMPc4beJpbaEDCtElwbDPh35XZMeYDNZkNNTU2g0nRZWRnNLM8RnHM4nU40NzejpqYmboXxpMXStm3bMGHCBADASy+9hDPOOAOXX345Dj30UBx55JEpDZogiDhwL+AyGcFKLHFv6mIillhSoTneC7DByAk8D8JwVooln2n2YrwE74J3ltoBMECrEfe1QYBvTS5HlDcMGzYMADLamoNInJqamsD/JBZJi6WKigq0tbVhjz32wJtvvom5c+cCAEpKSiL2jCMIwgp8gMv0C7TPBaAaac2IC4glUxjO3iDXSbGky1o5uSAfwnCZyFliDIjXJ2t3cJZYDVigl2EloHfndkx5AmMMw4cPR11dHbzeAi46uhtQVFSUcM+6pMXSsccei0svvRT7778/vvvuOxx//PEAgG+//RYNDQ3JHo4giETgPqDfJJZ6VUgnHbEk8yZYCdiQVwBWboTcNNkVPKd5S8pZyuVsOAuT3L3SWYoXggNMzlJhJgJzvR2wGfW7mFYOzunHtBmbzWZ5c1kicySd4P3www/j4IMPRktLC55//nkMGSI+EKtWrQorO04QhFV4AbchlpjLA/h5es10Tc4SK5oIZh9lPBYIw+VwRlzAWdo9wnDck4RY2h2cJc1U7JSVGuKcIAqQpJ2lmpoaPPTQQ2Hr77jjDksGRBC7G9y3BdBbwIp/kPoxuBdwhax0c1gThisNf8wchssZOXaWMhWGK05A/ClnycvBuS4b+xYQ/l2AbQTgdouQIyuFmL2ZywkDBJE6SYslAOjs7MTHH3+M5ubmoI7DjDFccMEFlg2OIHYHePscQG8E6tcGLnrctx3QasC0ijh7K3xgoWLJy9MrTBkpZ0nBVBgul85SjhO8UWxNSxmFcpYSEUtyG+YDuO4GbBEEbT7j2wS2cihw1iBg0CDg44WADbKuF4klovBIWiy98sorOO+889Db24uqqqqgaY8klggiEjLvxPctUDRVrGk9Gij+IdjgvyV4CB/QH5K/4uUwOrOmMiwllkrCH2NlAFhuc5ZyHoazunRAEmLJYWoN4u4FygpHLHG9XTRlfnYt0N8v/h5/A7gSMhRXneshEkTSJO3tXn/99bjkkkvQ29uLzs5OdHR0BP7a29szMUaCKGxUFWOv6LXG1QXY+2USB4kQhvMizZylXoCVGjOWTDDG8qDlSa7DcEWwNAznSSIMZ97GnetK6kni2yaWH24w1q1cLZaUt0QUKEmLpR07duDaa69FWRn1+SGIxJChMr1VLFVxPlYDznXRdiQe3Bc+M8qXbs5St1FXKRKsHDyXOUu7W284jzxWImLJnATuznEl9WThPYCHg31n6iO6Wb7naUYcUaAkLZZmz56NTz/9NBNjIYjdE/lrmgfE0g6x1KrBm38I3nFJAgfxAv6QSr9p5ixxvSe2WNJy3fLEA8Ces+RmZnVRymTCcJoGXiQdP1eBOUu8D+gMKaa5ZYecvUnOElGYJJ2zdMIJJ+DXv/41Vq9ejalTp4b1UznppJMsGxxB7BaoX9OhzpJWDfjWAp4PEjiGDwgt5uy1wFnSqqI/nuswXDrVya3A6tlwyThLAFBcBHh9gKfQxJIT6JBv1qoqoL8fzOsF3+kDakksEYVJ0mLpsssuAwDceeedYY8xxuD3F2h5foLIFOrXtBJLXFYyNuUbcc7j9IiKIJZ8SM/5iOcssYo8KB2Qy5lTGQrDJVJnCQAcxUBffwE6S06gU7qBQ4cCug5s3gw0+oApJJaIwiRpf1vX9ah/JJQIIgK6vNip5qLKreGm9g96Y+xjcG+4iZS2s9QTx1kqz/1suJw7S97EcsoSwSPFcTLOEgB4CizPR3cCXfJ3+JAhgOq71eynMBxRsKSVDOByhU7PIQgiDN4PaLWAv0XcVeLJ3IXdtzXOQbwRnKU06yzp3QCLIZa03IbhOPcid8ndEKUDAKRVnsFMsmE4VT7AXVgCg5udpcGDgeHDxe1mO8C7cjcwgkiDpMWS3+/H/PnzMXLkSFRUVGDTpk0AgFtvvRVPPvmk5QMkiEKGcz8AF2DbA+CdQgAEnCWTEPFvi3MkX7iJ5LEiZylOGI73pH78tPHkuIChPLdVoThvss6S3M5dYM4S7wM6ZEh58OCAs8Rai8DlDwaCKDSSFku/+93vsHjxYtxzzz0oNn3op0yZgieeeMLSwRFEwaOSu22jxVJvjxiK4PHEUqQEbx9SrrPEOQf0DjCtJvpGrFLkNeWKvEjwhnViySOF7W7uLIE7wVSEedAgIwzXxIy8PYIoMJIWS3/729/w2GOP4bzzzgvqmLzffvth7dq1lg6OIAoeKYyYfQ9xX28ND23ZxgL+7+McyCemXptJp4I37xHjsI2IugnTqgE9l2ETD3IbhlOixiqxlKyzJMWSp8DSHbgTUBq7utoIw7X4AZ2cJaIwSako5YQJE8LW67oOrze1L+6HH34YDQ0NKCkpwUEHHYSPP/44of2efvppMMZwyimnpHRegsg4ypXQRoplQCyZ2lkUHwR44/zQiJTgnU7Okn+nHNfw6Nto1QBc4DxHF2u+m4XhUs1ZchVaGM4JqN8DFRUmZ8lDzhJRsCQtliZPnox33303bP1zzz2H/fffP+kBPPPMM5g7dy5uu+02fPbZZ9hvv/0we/ZsNDc3x9xvy5Yt+NWvfoXDDz886XMSRPaQPyBswwBogO97MR3fPjqwBSuaCvg3g+uxwi3eCM4SQ8o5Syq53BZDLDHZwytX7hLvk93qc0QgDGdRM92k6yzJnn3eAnSW+uQMwspKU4J3X2CSA0EUGknXWZo3bx4uvPBC7NixA7qu44UXXsC6devwt7/9Da+++mrSA3jggQdw2WWX4eKLLwYAPProo3jttdewaNEi3HjjjRH38fv9OO+883DHHXfg3XffRWdnZ9Tju91uuN3Gl113d3fUbQnCclROESsHig8F739O5AEV7Qn4ZO8s+14AOODfAmiToxwnQhjOZ0u9N5y+C4BdzNKLhspn0rsBW31q50kHf2tsMZdpArPhrHGWWLJhOIcUS4U265j3A30ywc7sLDX3AP4OcO4R1dEJooBI2lk6+eST8corr+Ctt95CeXk55s2bhzVr1uCVV17Bsccem9SxPB4PVq1ahVmzZhkD0jTMmjULK1eujLrfnXfeibq6Ovz0pz+Ne44FCxaguro68Dd69Oi4+xCEdRjNYFnFlaJit74DsI0yNtEGiWVMB8cne8GZV2lIOWdJ7wS0GjBmi76NqsHEO1M7R7roLbHFXKZRYsmqfmYqTSHBopRMiaqCy1lyAb3yuVZWAnV1AGNgfh1o94tJDgRRYCTtLAHA4YcfjqVLl6Z98tbWVvj9ftTXB/9qra+vj5os/t577+HJJ5/EF198kdA5brrpJsydOzdwv7u7mwQTkT0C+S5FYMU/ALeNB/wbweyTEJA+mgx3xapBY3aWSkqE2+BlKecscb0rcvXuV14Bli8HzjwTOHAvsS5XYTi9Bcw2NDfnBoQbCFgiljjnqc+G81hYRTwbcA/QJ59rRYUQh7W1QEsL0OQHJrbKsDRBFA5JO0vjxo1DW1tb2PrOzk6MGzfOkkFFo6enBxdccAEef/xx1NYm9ovT4XCgqqoq6I8gsofhLImlDK04TLl2rBIAiyNKvIBP5oGUyjwen4aUc5Z4jyHSFK2twGmnAX/4A3DEEcB7X4r1ORBLXO8TOUtaLsWSfJ0tcZa8gFf+/5Kus1TgzhIg2p4Aomcc5S0RBUjSztKWLVsitjVxu93YsWNHUseqra2FzWZDU1NT0PqmpiYMGxb+y2Pjxo3YsmULTjzxxMA6XRdfQHa7HevWrcP48eOTGgNBZBQeLJZY9T2A+20w2zDhLBXtC8Y0cFYVW5RwrxGGKy0FOjoArwbOvYjVUS4qene4s7RkCeCT4svnA3v4UfA/leem6rKaNZXTMFyZWFrRooO7ZRFRJC+WCs5ZcgG9Mk+0okIsB8lQc6dOM+KIgiRhsfTyyy8Hbr/xxhuorjZ+lfr9fixbtgwNDQ1Jnby4uBjTp0/HsmXLAtP/dV3HsmXLcM0114Rtv/fee+Prr78OWnfLLbegp6cHf/zjHym8RuQfpjAcALCiPUVyNwBW96HhXmjV4LwrhvDxAbpJLAGAjyH1OkvdgDYkeN1774nl1KnA118D69YBbBC4HmtcGULvFEuVz5UTigDYrHGWuMswAZMMw3G3O/uvf1q4gT4plpSzpMRSt8PokUgQBUTCYkmJGcYYLrzwwqDHioqK0NDQgPvvvz/pAcydOxcXXnghZsyYgQMPPBALFy5EX19fYHbcnDlzMHLkSCxYsAAlJSWYMmVK0P41NTUAELaeIPKDkDCcCaYNNt2J5yz5wsNwXqReZ0nvFsUwzaxZI5ZnninE0vr1AGblJmeJd4hlDsUSYwyclebcWWIei0oXZAHOOeDrB3PKHwmhzlKXHZz3FJj4I4gkxJIKd40dOxaffPJJwjlD8Tj77LPR0tKCefPmobGxEdOmTcPrr78eSPreunUrNC2tfr8EkTsCU/vjzIDSahKYDWdlzlK3MdsNADgHVq8Wt487Dpg/H+jvBxqLgD06UztHOgScpZrsn9sMKwPXnRZc3F3Ji6VAu5NCCsN5AafpPRkilliXJiYXEESBkXTO0ubNmy0fxDXXXBMx7AYAK1asiLnv4sWLLR8PQViHcpbiXCC1yjjOkscQSyUiSZx5IRrzRtqcc8C/GcweZdKF3gPGTGKpvV38AcDkyUB9PbB9O9BWBIzKQW0yvRNACZhKiM8VrMyiMJwbcIWEUeMRyFlKMdSaC7gbcMrnyVjgvWo4S0y4mgRRYKRUOmDZsmVYtmwZmpubA46TYtGiRZYMjCB2CwJiJs5HjZUDfFeMDXyAX37WymTisS9GBW/Xi+BdNwK1/wWzB0964FyXzpIpwXv7drEcOlQcf9Agsa5LM1yeLML1rty7SoDIKbMqZ8kdLHbjUoilA7gL6JfPs7xcCCbAJJb03EwYIIg0SVos3XHHHbjzzjsxY8YMDB8+HIxR9JkgouMFYAdjcULJrCy8wa6Ecz9Ehe9IOUtRnCXfVnHD9x1gEkt6z0Kg/1lxPLOzpGayjpQ97AIXNy03FzfekUdiyaKcJZepTlYiFKSz5DKcJSXqAdP7yU/OElGQJC2WHn30USxevBgXXHBBJsZDELsX3BsxuTsMVg7okcVSwD0Ky1kyPRZ2Xrc8/VqwkuOM9X2PGLfNdZZCxdJgkXzOupCbHJO8cZbKrRNL7iTDcIGcpQISS3AHO0sKNXu6x0fOElGQJJ057fF4cMghh2RiLASxG+JF3ORuAIyVA7wPnPvBe/8Ebm4Jodwjn6xvpi6ifha9N5xfih+fkWPIeUi7FHMYLpqz1OEHeI90t7IIdxoVtHMJK7NGLMGVhrOUYhJ/LojmLAXEkpecJaIgSVosXXrppfjXv/6VibEQxO5Hos6SJh0MzydCLPX9w/RgiFhSF1s/ENVZ0nfKpakAYGiPt4TCcD4AXFT8zia836hBlUtsww3hmQ56j+EsJZuzVEjOUmjOkkJ1TuhxS/Gth+9LEHlM0mE4l8uFxx57DG+99Rb23XdfFIU0hXzggQcsGxxBFDqce5CIsySqRXsB7yfirs1UmoP7AM5FI1LAuNj6EN1ZUs6UWSzpIYJHS0Asdcrk4myHxbjLaA2TTb78UiS5jxgBAGD2MeDObeDcB8ZSmg8j0FsAt8zvTNZZ8haSs+SO7CwFxJILQnz3Bot1gshzkv70f/XVV5g2bRoA4Jtvvgl6jJK9CSKUJHKWAHDvV+I+N8+A8gHmH+IJOUsdolWIburDxXtDzhkhDCdFgspZQoecCaZ3AhgT92lYRi6cpZdeAk49FZgyRRTlBABbA8RMxB2APfXnz/UWsJRzlgpJLDnjOEv9ohK93hUs1gkiz0laLC1fvjwT4yCIvIJ7vwHvfxla1c3pHgiJOUvywuLbJvczJXub+8IBxkU0irPEuUfsX7Qv4FkpiipqZWFiiZlFXFRnSebr8CznmeTCWfrVr8Tym29E2YRRowCbbKHk356WWIK/JY2cpSzni6UD74/pLDHOwfv07L+fCCJNqDQ2QUSAt50GOBdbkNicnLMEvxBLPKiMgE+6SJJ4zpKavWbfU96XoTgVhiu/Bij6gbG9ywW0yX5dYWKpJ/iY2YL3g2XTWdq0Cdi40biv+uQp9yPUlUsWfzPgCsk5i4cSxd5CEktOoF+KJbOz5HAAKmWjR89NCx2CSIOEnaXTTjstoe1eeOGFlAdDEHkH7wFYTRr7J+gsabIthErm1k0zsEKdpUDOEo/cG04WkWT2CeCAbFy6RyBJm1VcAcauNbbfKZPBHQ4j/KaW7Z0AKrJfmJK7shuGe/HF4PuqUwGT/5fQfK8k4FwH3FvB9BSdJXdhiSXmtInbZmeJMeEutbUJsUTOElFgJCyWqqur429EELsBQW6S3p1eYjP3JDgbri5kP7OTEctZipDgrZrQBpwlmbek9wIoAmOO4O3NIbiQisusowNcG5Gj2XBRRMWzzwLLlon+dUOHWnM+9SOvshLo6QEaGwEAjNnBWVl6z9/7JdDfZtxPNmfJW0Azx3g/4JJiyewsAYZY6uXkLBEFR8Ji6a9//Wsmx0EQ+YO5vUXav4DdQKg4iYQ52RoIyVnyAX6Ts6QcBx+PPBtOV2JpLAC7EYbjPcG1lRSh+UqAEYbr6QF8FeB6V9Y6xXPugxCBEUTFd98BZ50lbns8gBXtlXbtAj74QNy+8krg3nsDYgkAwCrB9e7Un7/3K8BlEsyOBN4PQEE6S5w7wZzylTI7S4CR5N1bQrWWiIKDcpYIIhRzEcJ0v9QTDCcFzSTVhoQUQvQaqUk2m5H74eOImLPk3wXAAbBBgDYY3C+cJc57jbCSmUhiqabGuN1TEhCNetvp0Hv+EPf5pAV3iWUkZ+nTT43bTz0FrFmT/vleekksf/hDYPp0cdsslrTKtHKWuN4KeGrEHYfDcO/iESgdUEjOkhPol88vkrMEAH3F4BSGIwoMEksEEYqVzlIqs7qKDwp3llTOkt0u/gDhNkXIWeL+HYBtpBBg2tDgBO9QBwuILJbsduPi1uUwcna8XwN9f07u+SRLQCxFcZYUug7cemvyx7/2WmDYMODpp8X9Z58Vy9NOE+uBMGcprTCc3gZ45WuZaL4SYCodUEhiqR9QH59ozlJPETlLRMFBYokgQsmBswQAsI0SS60upE+c18hZMoslH0fEnCUplsQxa01huN7IYTiV4K1qLClUKK7bnt1+XkqsRhKZSiydf75Yvvgi0NGR+LE7OoA//QloagLOOQc44ABg+XLh9px5JlBfL7ZrajL2YRVpJXhDbzXEUqL5SoDJWeKxt8sn9Ciz4QCTs5Tl9xNBWACJJYIIJchZSjOxmfcDSMxNYENeBBv6gcxxcpuOYcpZChVLkXKWzGLJ7CzxnshhuOZmsVSuiiLQz8sG6FlsUZGIs3T66cDeewt36e23Ez+2Kjap+PxzsTztNKChwfScewDVS09L01nytwJu+bqn4ix5eOG0B+HOyHWWAJOzpJGzRBQcJJYIIhSTWOLpOApAUmE4plWD2WrBWIloGxEgJGfJHIaLWGepCcw2XNzWasXFGpBhuAhiSbkoylVRBISDJsKRptBgRi/e6jyhYolzQyzttRdw1FHi9kcfJX5ss1gaMQI4+GARllOJ4uqCruuAUzqMrELOJEwRvR3wSJclBbHE3Dzk/ZDH8H6gX9qgUZwl1svIWSIKjjSaHRHEbooKw7GaYJcppWOlUC+IlRjuChDDWdLDcpY494qLsyam1DOtFlxvAec8ehhOiaW6kPIFUiyxbgaudwe7K3ozYAtxoqxCXUi1kHIlTU3C8WEMGD8e2GcfsX7dusSPrcTSjTcCCxaEP15WBmiaEEvd3eKCz0oR5PQlC+8G88iQWjJiyRyyc/UCZXnQWDge3Ak4pViKOhuOk7NEFBzkLBFEKEogaUOCRUsU9JbZ4K7Xox4rrK5RXIpDnIQoCd6RcpZ0Wc9HNeK1DQXgEUJH7w1P8Pb5jOrdUZ0lv7gImi9wvvVJPqckUG5e6FiVKGpoEK7L3nuL+2vXJn5sJZamTo38uCqeCAixBEjxmoZo5i6jiW4yOUvmbfsKxInhPXGdJfT4qc4SUXCQWCKIULgTABPFKEMuktzzOfSeB8BlAjbnbsC/GbznvijHStFZgscIdXFPlARvHYBfuEYKXeYfqSKXmhRNegvAe8BCnaUWWbBS04AhQ4IfU2Kp2wPAa9RvAgDfd8gYvBuAHWAhzsRXssnwlCliqcTSxo2i5lI8/P74YgkwXdRlxXNWmpBojgTnXgA+QO2ejLNUVARulwUe+7NcFDRVeC/QJwV81JwlH8B7gt+3BJHnkFgiiFC4U1yoWVm4WOq5F+h7FPB8LFao5OkIEW1xMUihdEDAiZICgLsAv7xoBpUOUHlDJnfJr8SPrGytyVCZf6e4kIXmLKnk7tpakQ9lRtVa6lYtWGS4ThsB7s2gWNK7AFYZXHsKAL78Uiz3208sR4wAKiqECNq0Kf5xn3pKCKCaGmDixOjbVUpBGeQspSaWAvspozAZsQQAZXL7vgIJW+k9QL9830Z1ljwQ6j8BgUsQeQKJJYIIhfcLNyhi+EV+weu7xFKJk4gtTeQVMmlnSYqlwAXaDfjl8c0J3j7lPJnylvR2sdRkbzfbcAA2wLcOAA8XS9GSuwHDWeqS4/BLYVW8f0adJc57wvOVgHCxxJgheuKF4jgH/vhHcfvmm41p+ZEIC8Ol7iwF3j/uJPvCKZRYcua/WOLcA+geMGc8sSRfk1RfU4LIASSWCCIEzp1SLEW4SMpcC+6XYkn1XYs0VyJQLyjJnKWAWHIbS788flAYTsXmTM4S7wVYGRgTLhFjdsA2Atz7jXhcqwo+VyJiqVu8BlwKMVY0FfBtCO6hZwHctQzc+614jUPDhT4f8I18DkosAYnnLW3dKsJ4djtw6aWxt42UswSfDKkliXr/uKRYSiZnybx9fwHk+Og9xvMEoofhukksEYUHiSWCCIX3yzBcaUjbERh5O35Z4TkgliLkX8SqFxQT6SZIscS5C/BJZyksZwnBzhLvC3ePbKMBzxfithaSl6TCcKEz4QCTWJKvAe8EUCQb9LplWxXr4J1XgbedKkschDhL69cDLpdwK8aPN9YrZ+m7OE7X6tXG9qrYZjRCcpYCYdRULu5KMLuksEzaWZKCoxDCcLwHcJpKSkTNWVLvpwIph0AQILFEEOGYxRKMCyTnXqP9iS7Ekuq7FnF2j6rNk3IYzuQs6RGcJX+4s8T1XoCFhD9sewC6rNKtEr4VCYXh5MVN7xRjU2Is3bIKJri5jpFvXXhZgm+/Fct99hHJ6Iq99hLLeGJJ9ZCbNCn+YCrk81NiKSBeU3i+AWdJiohkxZJylpwF4CzxXqN6d0lJ8P8JMDlLThEWJWeJKCBILBFEKIEwXAmgmy6QeqdY2sYaropylnhn+HF8Mmxk3yu58wfCdvJiwpPIWeJ9YWKJ2UYbd7QQVyWhMJwUMnoH8Hw3MPV0YLUbRhMwC/BtNG77N4M5jg1+fMsWsRw3Lnh9omJJhekSEUsq1yZQlFIKlpScJXkMd6rOkhRuBZCzBN3kLIXmKwFGUUq/X4oqEktE4UBFKQkiFCmWGCsFNwsCFYIrmgy4lorZboFWIk5wroMx4/cH93wB2CeARUpWjkWoswRXEjlLfYAWcqGyK7HEwEIT0aMVpARMzlIPgCGA3gntailq7i4HDrPwYuffJpZlc8TScXjw499/L5YNDcHrJ0wQy5YWkWNUFZKTFbr/2LHxx6LCR2FiKQ1nSYmlZHOWlFjqS6OCeLbgPYazFBqCA2SBTyZcpV6dwnBEQUHOEkGEoptzlsyVtGXdHfteADxi5pm/WdYDihBW8H8P2CYkf34WnLMknKUIpQOUWEokZ0k8GH6uRpl7NXx4+GMBsdQtLnD9bcZjOrc0DAfeC4CBVf4WWtUtIjHdjBI7Y8YEr6+sNHKQtm+PfvxtUoyNHh19G0WYWLIgZ6lfCtoknSVWKsfSXwBiSe+O7SyZC3726BSGIwoKEku7CZzr4J4vqdCbFQTNhus3XlMuL1h2IYB42wki1GYbY+xnRm+VFbSTJTRnKUqdpUjOUqScJfskoPQMoPyq8FPtkuHESGJJ1lliPh/Q7wDWtxiPlWrWXux4n5zFxyI/Hk0sAcCoUWIZTSxxnqZYssJZSk0sGWMpALHEu8T7BIjsLAEkloiChcTSbgLvuRO8/UyjWCKROoEE73IIx0glOCuxJKerq5pGdhnaCRVL/haw0ITqRAh1MqIleAfEUpycJaZBq74LWuV1wefx+YwK3sMi9HkrLzcKVfYWA22mUgFNPksvdlwPH3cQO3aIpRJGZkaOFMtoYqmrC+iV/7u0xJIz8vYx6QdQBOaStYdSFEvc2Rdnw9zD9S7AJZ9fJGcJMPWHozAcUViQWNpd8Hwulir3g0gdJZZUTSI1A47LC5ZtJFByAqANB6t5EKz07ODHoWbOdYbPPksEpgomRgjDmRK8md8vZxXFyVmKRnOz2N9mA4ZGcMCCwiZFQIdJLLX4LQ7DOaOLJbfb6F83YkT44/GcJSW0Bg2K7niYCRVLKudMJfgng2p30y9fqxRnw7H+VIRaltG7gX753o3nLHWTWCIKC0rw3g3gnAN+eaGQU9qJNOBO0Q9M1frRu0UlbC5CXIxpQPX9ADgYs4H7NgT2C6C3A+CpiSUUAdCCE7x9EcJwgOgaEZKzxEJzlqKhQnD19eHTvBXV1UBHB9BjB9pDxZLVYbgoYknlVRUXA4MHhz+uBNTOnbH3jxRqjESIWGKsGJxVGU2Kk4H3C6ewTwrpaI5L3LFYKEwzBe8EXFIsxXWWGGg2HFFIkFjaHdDbAsnH3N+EKFkfRKKonCVVRdr7Obg2KKiGkXnWW6Dha5BYkhdWW/JiiTEGzhymnCUP4JfnCxVLPo54YbioKLEUKQSnUEnePbZgZ8mpA34L3Y5YjpgSQcOHC7crFOWKtUURM4k8TzOhzhIAaEPA9bakP1tctc5RRSUrEhSyikCdpQIQFno34JTvzbg5SxbnvBFEhqEw3O6Af7NY2kaTs5QmnHsAeMSMMuks8e554G1nRp5pBkQRS6pVRpJlAwI4TDlLURK8AeEsyQRvzn3SyUhQLCXiuATEkgbWblRnZhzgzp4oO6VALJGnxE6kEBwADJFVyaOJpTSdJQCi115KzpJspKxyplJ1llwFICx4F+CS781EnCUKwxEFBImlAofrnbKgHwOKf2A0diVSQ4kcrSa4P5m+S4ThIrkfJrHEe/8Cvf1io/6SlqSTEDimQ7Q5AaRYiuEscU/g/EmdM9ZMOEWgMCUPDsMBQK+FVaVj5SwpZymeWGptjfy4Rc5SIKE/GQLOkgzDJessBcZSAMJC7wLrl+/TOM4S64Xx/iaIAoDCcAUM934F3naGuGMbBWjDAH1lbgdV6KhK3Fq1yFUJeqw3orMktiuSYul+sal9T/lgqmKpBIASQX1gajaczWbMUANEBI4b24l9MxGGQ3AYDrC2UKLeB9gSCMNFolaGOjPqLA0BvF8ktr+ZdHOWAo10PcmfO9vo3UC/fH7xnKUeUBiOKCjIWSpk/DuM27ZxYNogRGy7QSSO6vEWqeq2b1N08cPKwH1bjfvebwAUgQVmtiUJKwG4C5zrQgT5TKUDNM1IyPZzmEWV2NfCMJyqtdSth4ulHqvDcFHciESdpbY2MbsvFAucJWbfA/BvEf+PZFCz4dJN8M5zsSTep12AM0YFb8AUhuMUhiMKChJLhYypeSsr+bHo+8X7RVIpkRrqNVW5RmUXiT9ANHjVohSZ1GqCa1x5vwkO4yULKxYXE+4EwIPbnZiXZmcp0Lg3wQuymmofTYQApjCcLzwMZ2XtH94HFi3BO9GcJbfbECVmrHCW7HsJl0jNOk0U3g/oxUbpgFTDcP3e2NvlGt4LgBvtTuI6S1SUkigsSCwVMnoPwCrBBj0GlJ5mNElNpR4MIeDBzpJWdTNYxTWBh1m0itxaPeD7FkARYJ8CwJV6CA4AIJylgFtkTvA2L/3F4WG4RHOWYlXFVpjFUod0VVStoF6LZ8PFy1mKJnbKywGHrBwdKRSnxFKyzpLXK/4AQIVVVZmIROEuoN+U7ZByGM4Xe7tco75znFJQx3WW/AjUESOIAoDEUgHDeZfIrXEcKaayB8RSR24HVsjoXbLthil8xioBSIEQzVmyyUa09nGiaCWQnlhiDiGCVIsVc84SYBJLdhhhuCScpf5+UZQSSEwstXWB9erB2/da42CKEE4aCd6MRZ8R53KJOlFA8s4SYDhCWh0ABuhJTqDg/UC/zRhnqu1O8l0sqcKtapxxnSUfheGIgoLEUiGj9wRPTQ+IpRRm7RAA5OzCkOn+jDEhXoAYYbh6sbTvaQindMUSXEZozWeaDWde+otSS/BWvdIqKoxGtJFQYmmzeE9xTTMqZltV+4f3A+CRx+12A+3y/RwrXBhtRlxTk1g6HIH8q7gUFxs5YYHClJoQzWq2ZKJwF9Anj1VREblOVCwCzpI/v/s+qvB1n3wvxhVLXgrDEQUFiaVChncF58WoatF6c27GszugN0cuJFm0r1hGC8PJfm6s+GAwTYqlVMsGANJZchtuUbQwnM8Orn6h670AHGCsKP7xVQhujz1iX8ClCGEbhGPDBg8GKuV7rtcqsRRD5Kl8JYcjtqiLNiNOuWd1dYkLFcaizIirEm5uMvB+wCnPm2wIDjDVWeLI67CVEkuqxEHcopQklojCgsRSIRPiLDHmANggwN+Uw0EVOP5mGXIJhtUsBKuYazTRDX289FSg/GqZOyYv3LY9Uh8HK5FiSeUsyQtumLNkDzhLXO8UieaJkEi+EiBEhpnaWiNJ2araP4FcqwhiIl71bkW0MJxypdTjiRJJLLHqhJwlzv3QO38N7tsE8H4wlXOebHK3eRz9pobO+QjvBmAz3Ma4zpKHwnBEQUFiqZAJdZYAwDYM3L8NevvF4J5VuRlXCvDex6A3z8z1MEROigqpmWBaJVjFlWAscmkyZt8DWuUvwJgt0ICXOY5IYyAhzpIviljSzTlLHZkXS8OHGxfCPqvEkhQBkZylePlKimhhOCWWIvWUi0UUZwmJOEt6C+D6D3jXr8Vz65O5XkooJINqpOvhgNfCUg1Wo3eKySZqNmK8opQeP+C2cDYlQWQYKkpZyOgR2m/YhgP9zwEAeF8lWPH0HAwseXjvHwD4wXUnmJZAZ/hMoTeD2cKdpaRwzAIb/CxY8X6pH4PJdid6N4ASMFXeJzTB22czlQ7oNPLW4rFV1oTaI477VRsSkhwxwriAW1X7J1YYTuUc1YcL2CCiheGsFEsJOkvQpajxfi2WqnZnKmLJ7ND0tgOOOOI2R3DeLWaQqtcrmrNUafpx190HjMz82AjCCshZKmQizSCymWf85HltFjOadAZ863M2BM69ov9XhDBcMjDG0hNKgEzwdoPrbSKHyidnGUUMw6mcpY7ExdKWLWIZz1my24OFxogR1tf+0WOIJTWTLZ7YyZazpCfgLIW6Tz0yMbsyhbpbJSUiqR4AelPoTZct9E6AVRl1rqI5SzabIaR6qB4cUTiQWCpkuBMspOoxcxxl3Mmh8EgaFT7yfZe7Mah+buk6SxbAWJlI2NbbhJCMKpZsCITh9E6RsxYPXQe+/FLcnjQp/vbmUNzw4dbX/onlLHV2imWs5G4gfs6SJWKpOrEK+aHuU4+sPZSKs8QYUCFfl94ove/yAb0b8FaK9xYQO5ldvQ7dJJaIwoHEUiHDnUBoyKr4UKD8UqD8MsC/E5z7I++bb6iidql0drcKv5w5laazZAlaDcB7hICLJ5YCYbgEcpba24GZM4GuLlHzZ8qU+GOZMMG4PWqUaYaWVWKpG4BdtAUJRTlL8ab9RwvDqfsWiCWm1QJ6W/wp/DxULMnXKRWxBBiJ4T157CzxbsBl+i6K5iwBJJaIgoTEUoHCuQeAN6yfFmM2aJW/ASuaDsBnuCV5DOf+gEjiuSyoqcv8mDxwlsCqAPgB31ZAGwz4peiNmLMkw3C8U/QHjMWvfgW89564feihQFECZQbMYumII6x3lvR2QBss6lmFkqyzlNEw3FBRCoDHSUwOdZZ6ZbgyVbFUqcRFHtdP0zuBflmLrKgo9vsqUMXbnXyvPYLIESSWCpVA6CJaboBs7eBvzM540oH3AJBiIJetWvzNAIoSC2VlGtXI179JlCKIGYbzin6AvD+2s+T3A88+K27X1ACPPZbYWC66SIi0H/1IJFoHcpb8llzsuN4WPdcqUWcpG2E4m0wyj1fHLCxnSYrZFMUSU85Sbz6LpS7AJUV0vHpSgRY6OvK6dhRBmKDZcIVKYLp1lNotKtFbbwSQZrJxpgn8UneI6e+5GoYuaixFdDiyjWaqn6UNjSGWNBGGUyIzlrP03XdAb68QAq2thksVj/32A9asMXKXlLPk4hD5Ukm28AhFbzcS/ENJ1FlSYbi+PtHiRLUVsdpZAoSoto+LuivXu0UoV4mqHnmMVBK8ASMM15tkQcwswTkH9FawfvmaxQrBAYbw7dJFcr8tQviVIPIMcpYKFV2JpShfTKwGYOXgng/B+1/M2rBSQrX0sI/ObV87//diDPmAueWKfY84OUtu43WL5Sx99plY7r9/4kJJseeehiMQcJZ0I18qHWQYLiLKWYonlqqrjedkdpesLEopxRLvmBN7X709qCAp65ZhuTRzlnhPkq1WsgXvAOBN3FlS/8suf2J1qwgiDyCxVKjw2GKJMQYUzwCc/wTvugHcuy6Lg0sSVXjRlmOx5FsP2CfE3y4baKYLq210dLHkswEwiaVYIcQNG8Ry8uT0xmZ2liwTS3GcpXhhOMYM90iJJc4tdZaYVg7YxstDB+dr6d3zoXf/Xt5pA7RasNqlYDV/AtIVS8qR6slTYeGXzYX7pZsXz1mSYol16omVYiCIPIDEUqESL2cJACs5WYQDWAXgXpqlgaWAei62UTkTS9zfCPg2gNn3zMn5w2CmkI1tVPQEb78N0PsTC8Nt3iyWDQ3pjS2Q4G1RvzK9DSySs6TrYtYeEN9ZAsJnxPX0GK9bIvubieQsAWCVvwmMOQjn3wHnk+D9rwC+jYBtCJh9DFjJbDEOIP3ZcL15WvFahRvdMsE7GWeJxBJRIFDOUqGi3JhI/bQkrPQnQMnx4O3/A+7fjjzIxImMDMMx2yhw3gPOvYk1g7UQ3vuQmLqeVosS62DMBlT9P3D/92CsOKqzxPxF4LxPisyiyLWKFKoQ5dix6Q0uUDog/TCcmAnZGTkM19Ul3CEgvrMEhM+IU65Saakh8BIlilgKSvKWt7npNeBd1wMAmNkpU85SmjlLLF/Fkiq54ZTvzQSdJXTpFIYjCgYSS4WK3grAFpzbEgHGNHCtzvhCy0cCYTjZ+0DvElWrs4lvE+A4FsyWP/0XWNlZhsCNWcG7TxRL1GpiJ6dnwllKNwzHuwDokcWSCsGVlgIOR/xjhc6ISzUEB0QXS+Ykb6XnfZvD9zc7gxblLKEvPxvpct8GQBtptL9J1Fnq5Im1jyGIPCAvwnAPP/wwGhoaUFJSgoMOOggff/xx1G0ff/xxHH744Rg0aBAGDRqEWbNmxdx+d4X7mwBtqHAg4mEbKpp75iu8T4QTNSmQchGK828VuUH5SrzSAf6W2CE4rxfYvl3cTlcsBZwlC8JwuhQ0kXKWEi0boAgNw2VELA0GYAsuH+D/PsIBZPiPcwtzllyp7Z8huN4LrrcDvtVA0WSj1UnCYTiA57JUCEEkQc7F0jPPPIO5c+fitttuw2effYb99tsPs2fPRnNzZCdkxYoVOOecc7B8+XKsXLkSo0ePxo9+9CPs2LEjyyPPMXqTERKIAysEZ4lVGBf7LJcP4NwlG+gWgFgKy1lSy+1iBqSiowM45RTgssvEvtu2iRwghyN+U9p4qEa6Hg740qzC7JfCJpazlGi+UbQwnIViiTGbKBhqvsj7dwIoARvyH7AhL4BV/T+g7BzxWH+/kTeVtrOUPzWJOPeAt54A3vxDwLMSrGhK/L5wCnMYzrVE9GQkiDwn52G4Bx54AJdddhkuvvhiAMCjjz6K1157DYsWLcKNN94Ytv0///nPoPtPPPEEnn/+eSxbtgxz5oRP6XW73XC7jS+Z7u7dxPb1NwNaghc9rQ7gHeDcI/Jf8gyu94pcGyWWsuQsce9XMkFexlOCmhDnGeqCG9FZAuDfAZiT02+9FfjPf8TtffcF9tlH3G5oALQ0fyOZL4bOHiCdMjk8AWcpWbGknKVUW50A0Z0lANAqwHlvIETK/TsB23CwItlnr8jUQkYldzMW33GJRkAs5ZGo8G8F9F2AfQpgGwGUnQ84F4jHEnaWuCi66vkMcByU2fESRJrk1FnyeDxYtWoVZs2aFVinaRpmzZqFlStXJnQMp9MJr9eLwVG+EBcsWIDq6urA3+jReeweJIiwvteKL6lEUL/aczktPxZ6pxBKrAqAlvFx6p2/AHf+E7ztDPDW441eXlrs/K+cErN0AIRYMtdYWrLEuP3009blKwFGwUdAiKV00NshEtMjFFdNtGyAIhthOECMVTclW/t3GPl2oZiTu1MtdqrCcDkWS9zfBL1pBvSuW0SOHwA26DFogx4C0yqTdpaY0w34asA972dy2ARhCTkVS62trfD7/agPCQvU19ejsTGxNh033HADRowYESS4zNx0003o6uoK/G3bti3tceec/lcBvQus7ILEtg84Np3g3q/BvaszN7ZU0FuB9nKw8y8AFrsyL+pc/wXvvsN0fvXrP0o19HwgVgVvAIDb+D9v22aIIwBYuVL8AcF93lJF08CVYEpbLHUDWlXkxPRUnaUMhuEAiORtNSkBiJ3vlm6+EmAqHeDNbS8177fih0X/f4RYYlXBjqB6rRJtdwIAvWMA/27wnUzs9uQ8DJcOd999N55++mmsWLECJSWRWy44HA44EplJU0Bw77eAfSJYotWmleOgd4J3CIHFhn2XmcGlgt4CtmAn8K9V0ADo+30GdlxmTsUjzd4KVL9OcWp3NogrlgCm/s/ffiuWU6aI1h8bNgBPPinW7buvNeMpLRXHdqY3nZ3r3dJRjECyzlI2ZsMBgFYh+xnK95NvE1jZ/0Q+jpViqY8D3BWztlpG8SsB7gX3fw/YRgWL3ESdJZtNCKauLqBLA+rTzHsjiCyQU2eptrYWNpsNTU1NQeubmpowbNiwmPved999uPvuu/Hmm29iX6suAIWCmn2SKOoimsO+azHRW4GXjQrjbMkXmT1XCNy3Vp64AJylsARv00dYk73b1srnM3EicPDBwceZOtWa8QTERJq1f3h3dJGarLOkwnAZd5YqjBY9vs0AvIB9YuTjWCqWdNEsOUdw30Z5Swc8nwO2uuANEp0NB5jylpjRjYAg8piciqXi4mJMnz4dy5YtC6zTdR3Lli3DwaFf8ibuuecezJ8/H6+//jpmzJiRjaHmF/4dYLYxiW8fyAXqDKziqthfjuHcDzQ3g7WZwhofRJqKbRH+pvB1vk0ASrJeCDMpoiV4+0wfYRUKUmJp770Bc3i6okI0xbWCQK2ldMNwPdGdpWRLByhnqatLiMtU+8IBwWIp9LPCKowwnCobEK2xrkrwTrUgpXnfPt3UdDoH+DYBRQeK2/5NRs0pRTLP1ZzkTWKJKAByXjpg7ty5ePzxx/HUU09hzZo1uOqqq9DX1xeYHTdnzhzcdNNNge1///vf49Zbb8WiRYvQ0NCAxsZGNDY2ore3N9opdis494gv6mi9tCLAmAawanCfSYTwNC9yVuH/HlgfMiV6ewZnLJrr4zB5wfdvye8QHBAehpMOE/ObLuR22bzV7CydeKKRkD1nTvwQSYKwQDPdNC90sZylZEsHDBpkJFG3t1vjLHEOuEPen5pJLOntALTgsg1mLHSWWD8HfDn83Po2gTl+CECmNYSKJfUdXJGAQ0tiiSgwcp6zdPbZZ6OlpQXz5s1DY2Mjpk2bhtdffz2Q9L1161ZopqnOf/7zn+HxeHDGGWcEHee2227D7bffns2h54ZAEb8ke11pNWIGncK/K7hZa65wvQZskhe46dOBVauAFjfg8QDFGShzICsGs0FPAFo9eNtpgG+L6L+Wz0SdDecDwABw44K9ToY0995bXJTeegtYvx4480zrxqOcpUhhqmTQu6O/9smG4ex24UJ1dIhQXDpiydwexekMmgHIWAW4fxv0lqPBSk8DtMHiB0kkrAzDAUBvGxA5PTOjcL1dVIm3TwDso0UfRVsUsZSMs9TpE70NCSLPyblYAoBrrrkG11xzTcTHVqxYEXR/i+pvNVAJiKUkLwDaUDGbRcEz6N4kAfd8BrTUA9gGHHAA+Ndfgnl8wM6d1kxzDzthPwAHmOwBx7VaUS+mUJyl0Jwlnw9syIuA91uRbNvZCaiZpBNlHs2hh4o/K7HMWeqJLtqTTfAGRMito0Mkeacjlux2IdY9HiGWzMdQ4s6/Hdy3JfZn0Qqx5HCA2+1gPh/Q1QZkuRMQAMC7Xixt4xG4bNj2CN4mBWeJdflEb0OCyHNyHoYjkiQwcyvJC4CtXvwyVOSL9e37DqxZ5gqNHAmMFOFFvi1Cvy0r4P1G+A0wwplxeuzlnKg5Sz6woslgZdI12rBBLIcNS+8CHQ/pvPD+NF0B3gPGLErwBowk761bhdABUhNLQPQk75IfGbd96zMvlhgDqlTLk87Uj5MO3i9F4Vj7OLCKa4HynwHFhwVvo3KWkgnDdXpymrROEIlCYqnQSNVZCrRGkaEtPfe/5rjeIXrWNUohMGIEMFzOsNmxITPn5K5gsaQa9majerfHE54snCgxw3AmVB2xPUJ+9VtNIAyX5oVO74k8C5Hz5BO8ASOZ+ztZGqO4OPU8ragtT4rBav8r7vg2xP4sWpHgDRi1ibpyM6OVe78AiqaCMRtYySxolb8MLhvAeYphOA8At5joQRB5DImlQkPvAFCcdK0VpslSDPaxYpkPzpKamdYkv2SHDwfqZB5Ec4YK1fF+gJmSPuSsQmaLXaoibVauFO7Cz36W2v7RxJI3pKqz6pE4KsM5WIEwXOpiSdS88gJahKnmfX2GM1SbRNxJiaX1Mmw0eHDqlbNj1lpSAskbe7KFFc6Sef/urvSOkyq+dYA9RrkSj8d4jybiLCm3r1O+f8hdIvIcEkuFBu8GtOrIFY9jERADdgAluZ2CrFB5U7tkXZzhw4E66fA0hTdG5v4mkSOS1jmDnSWm8k+0DCeC3HKLmFX16KPAZ58lv3+oWFLJ76Fiaft2sRwZpf2GVQScJVfqx1CCnUUQS6pWUklJcs6QElbKWUomhBdKzFpL1QDkjMRMh+EAoKo6+HhZhOtOwL8NzNx7MJQe0yy9ZOosdcrXNh++jwgiBiSWCoyYFY9j4TgCKDkJrOx8QCvLD2dJ7xb2fYsMLdbXA/VSvLSG10PiLYeDt/4obH1ScGdIzpLKVTKJz7/8BTjpJKApQk2mVNB1o90IACxfnvwxQhO8i2SeV46dJdbvjrNhDGKJpZYWsaytTc4ZUs7S11+L5fA0wqsxxBJjmvHeieUsdUknKE2xxALOUg4mZvhFHzjYY7TKUSG40lJD0MciTCyRs0TkNySWCg3endKUf8ZKoNXcB1Z2OsDKwc29rXKF3g306GKWDyAudEOlI9LcErQp97cZt9PJbwjNWSo5Dij7KVDyE3Hf7QauvBJ45RXgsstSP4+ZrVuDw1XvvZf8MUITvKOJpV27xDIdkZAIgaKUVoilCM6RcpaGDg1/LBZKLKkQXjqiMZazBBjjjlXGQz2PZEKJkQiIpRzUWfJLt9IeoxBuMjPhAJNYks8nH368EUQMSCwVCJxzIRL0rvTrI7E8cZZ4F9Ahw0nl5UBpKZhqqtwc0pbEZ7RDCXx5p0RwzhJjDmhVN4CpvJm33zY2/fLLNM5jYs2a4PtffJHc/rou/oD4YimdqtXJEMhZitBrL1HUJINYYilZkTFlSvD9dMKRccWSTGSO5SxZLJZ4dw5+5PibADhizxhNVSy1S6csH76PCCIGJJYKBN71S/CWWbHbQyQKK8+T2XDdQIesBqwu7spJUKE5hWorAZgaeqZyUhfAS4ArrgCOPtrIbVF8/LFxe/v2cDGSCmo6/5FHiuWWLcE5HvHwm5y00JwlT4hYSWW6fSoEcpbScZaUWIqRs5SsyDjooODnnlFnSYmlKDlL/f1Gv7R0xZKcDccyJJY490LvnBtc5V89pjcBtvrYeZLJzvqTn3fm7Adcue15RxCJQGKpAODcDbj+C+g7hBuTbgFFVp4fv+TMzpK6mNTJ0gGtwRcF7tsMqBl9ph53yZ/TCXzeATz2mMgdeuih4MfNro+uixBauuzcKZb77ivKIwDAN98kvr+5PEA8ZylbYkkJCVcazpISS5Fmw6Uqlux24PTTjftjkuihGEo8sVS8v1hGc5ba2owxWTYbLkOfW+9qwPUqeN+fwx/zNwFaffh6M8k6S9XVRv5dh54f30cEEQMSS4WAbnIh/E3pF1DUKvKjgrfeDXTIL0x1UZTOEuvwgfdvMrb1fw8UTQRQIkKRqcJdwGemfKilS4MfDxUxmzYhbZRYGjHCCBOlKpZiJXj7/UZCcdacpTSct0QSvJPNWQKA668X4beTTwZmz059fHHEEqv4BdiQF8C0KJ/HVJPUI6HEUk+GRIVPhoojhUT9TaY6bVFIViwxZrjJHX4SS0TeQ2KpEDA3veWdYOnmLGlDjOKWuYT3Ae2ySKMSS0OGgKsLy86njW19WwBbA6BVg6flLPWDfd5o3F+71giVcG4Imz3lNGkrnaURI4CpU8VtNVsrESKF4SKJpS6TiMyasxRbLHF/I/TO68AjhVm4E2L6fYQegOnk+uy9twihvvRSYjOzoqGeY1/kkDVjdrCiKREfA5B6knokAs5SZsJVXLVC0tvCH9Qb4ztLqRTfDIglRmKJyHtILBUCoTPX0qwJxLShgL8l/oaZhrvB2qVroi6KNhuYvM13vAeut4P3vwT4t4LZG0RD4HRcMe4Etofs/73M0+jtNVyEGTPEUtUtSod0xVKkMFyknCUVgisvz0wTYjOB2XBxxJLzGdEs2f1BhAf7AFYWORfGqsTodFD1gqKIpbhY+RwCzlIaOWKxUGIpZPIE5xzwN8Uv2pqsswSYxJKNcpaIvIfEUiGgWyuWoNUCvBOcW5C8nA7cBbRHqNKsfok3rQZvvwC86zcA/MJZYtXpheH0PqAxJLl6s0wYVw1oKyqEOwFYI5bUcYcPB6ZNE7c/+8yY4RYPJZYYAzT5kY3kLGUrXwkwzYaLXcaBMSnafBvDHuN6X+QQHJAfYkld+Ht7Y28XDXMYLl0CzlIaRUCjwLlHzDZlNUZV/cCDXQDc1ofhAEMsdWrivUAQeQyJpUIgUWepJUG3SKsFwMFbZ0Pvug3c80law0sZ7gLapFgyT3VXSd7NLtGoVFG0nygEmGIYTohDN9AoxdakSWIZKpaGDTNmUaUrlvx+Q8TU1gL77COERne3CAEmQmhBSiCyWOrsFMtkeqmlSsBZ8sXcjMuLL/etifBgX/S2PbuDWLLyOajecD1pJNRHw7cegBdwzAT0duhdN0NvO1+UKlHfDRkNw4GcJSLvIbFUCPAQJ8QWIQfiuuuEyLjmmvjHU81j/duB/v8F77wu/TGmhAtol7+UzRcU1QR2h7gQs0GPgQ39PzCtQoglnqKzxPsApw7WI7+YDz5YLFVeUibEUleX0Tx30CARRjvwQHH/rbcSO0ZoqxMgtljKprPkiuOO6TIE6d8FrveCm11B7ow8E07XjZlkJJYEgTBcBsSS92sAGpjjcAA+oP85wPsxeMfl4J1Xi20y6CyxDlDOEpH3kFgqBPReBCXBsprgx99+G1i4UNx++GHg009jH882HnDMAhvyPFjFLwC9FZzHdggyAncBbVK4mC8oDQ0AANY4A6z692COI8FssiK1VpN6GI73AU3yeZaVGUncqq2JWlopllSRyMpKQ+CccopYPvhgYrPtQqt3A5FzlpRYqk5ztmQiBJwlHZzHEEz+ZrH0rQNvPgC8/WLoLUeDe1fL1jMRxFJzsxBMjFmTHJ0qVoklKxO8e7yG+LYI7v1WtDKxhRTw9Lxr3NbiVIRPJwzXTrPhiPyHxFIhwPsArRJs8D+AsgtEXyrFDTcAxxwTvP3jj8c8HNPKoA16BKxoKlA0BYAO6M3Wjzse3AW0RxBLY8eKcW7XwUpPDdqFsdTDcCJfSQqP4cOFKAIMR8nsLI0eLW53dqZ+sQQMsTTYVLjwvPPEBXTjRuDQQw2RE41EnSU1Gy4bYbiAs8QBxEg6VoJI1VTyfQP4t4M7/y7DcBHEkkqIr69PbzZbuuRhzhLjSD3hPBrebwH7PsHhfdVguvhQsJo/xW/crcJwKSV464DeGntbgsgxJJYKAM57AVYBVnwgtKpbjQc++AC45x5x+wc/MESSuWVHPNQvRv8uawabDP5+oE1eiCI4S4FcIjOsCuDdsd2MaPA+oFkKjxEjDLGkHCWzWKqsNH7NK3dJ14HLLxcX8eeeS+yckcRSbS3wzjuiFlBjI/DnCIUAzSQbhsuis8Q8HPDFuHhzJ2AfF2G9dBMi5SwpsZROqxIryKcwXGkpuE1+XXelMcEhBJXczYpMYkmrA6v+A1ByItigJ8FKEqhVpcaUzHsvIJY0wPtNap9pgsgSJJYKAb0HYBF+sd11l1hecolo03HmmSJ0sWGDccGJhy2HYqndCaaH1FkCAs4Svv8+eMbYW28Bw34Kdu3O4EKdiWIOww0fLkQPENlZAsJDcc8/LwRpczPw5JOJnTOSWALEbLs77hC3//nP2KGVRBO8s+ksqTAcADhjXLy5EyiaHuEBv3D6IomlHTvEUlU7zxXpiiUlwtWEhXRgDKiWr5WaMJAGXHeKCQ++7wF4gaJJYFo5WPV9YLUvgxXvB63m/mAXOxapvPcCYskryoGYWxoRRJ5BYqkQ4L3hLU6++w547TUxlfzGG8W66mpjhleizVpZBYDirBep5NwHtMnwTU1NcF2gkSOFMPB6DdHHOfDb34L19oM92wN8HqFuT9yT9oE1RwjDtbSIvCAllpSIChVLZjfp448Tyx2JJpYA4LTTxAX5229jO1WRnKV8yVkCooolzjnAnWCRnCW9LX4YrpDFks9nOEvqfZYuQ8R3AG9NP2TFOy4Db9oH8MvJDbKVECs9CSxar7tYpPLeUz+Q2uXrq8ZCEHkIiaVCgPeGX1T+/W+xPPZYI1EZSLroIWMM0GrSq4qdCtwFtEnhEpoAa7cbM+K2bBHLlSuDm9yuX538OXWTszRihDgvY8K9am2N7SxxLkJnivZ2o5hlLGKJpUGDgF/9Stz+7W+jiy8liBwOY12unSVNA3dIwdbXGWUjNwBdFJ6s+whs0N+Nh/Rmo3TAl1+KMPIvfykeU85SvoTh+vuDq6gnQkuL+H9qmnUz+gbLsHBbU+ztEsErSgJwj/xM2dJ0v1J576nXpaML8LHcuNsEkSAklgoBvTc8DKfE0llnBa9PpUK0NgjgnSkPLyW4G2iTwiXSbCGVt/TWW8C2bcADDwQ/vuG75M+ptwG7pCAZMUKIMvWFvWtX8Gw4wEjy3r5dXMAbG4XjpdYrIReLWGIJAObOFS7N+vXA6igCUIkls/umxJLPZ4isbDpLAFBWIpbOKBXVuVOMrdMHxmqA4gOAsgsB21jxnuZOMK0c+M1vxAzOP/5RCOJ8c5aA5N0l9V4aOjQ4fJoOQ2rEsjU9URGUG+T7DmDVYMwRfYd4+P2ibhiQfBhO08A4BzprwP2N8fchiBxBYqkQ4D2i+a1i40Yhhux2Yxq6QomlZBq1plsVOyVMzlKknI799hPLO+4QLtPzzwMA+Fmyo/z65Bvccv/3wFZ5znEyNKSE0Zo1RrhLjcfsLK2RRRUnTAAmThS3E3GWVL2gaGKpshI47DBxO1rdpVhiCTDGnU1nCTCVD4gilnQn8JdOsBGnA8cfD8aKoFX9Fqz0DOGWqply5uKc8+fnj1hyOAw3L9mk6tCQrhWo91C6zpK5/5tvffquUrfp/5+MULfZjB9KrdXkLBF5DYmlQoD3AcyUs6TCUTNmhF+ElVhasyY4RBMLrUbUWvJncfou7wdao4ThgPByCADwP/8DHH+iuL0juV+h3PMJ0PUMsEMWwVRiSV3MvvxSLIcMMUSJEkvbthkX9EmTgDFjxO10w3CKWbPEctmyyI/HE0vq8WxW8AaM8gHOKMn23An2onzs9deNHB6tXFal1wF3sXh9FUuWAF99JW7nOgzHmPF/a08ypy/UpbQClRDdlvrnlOu9gN80+UNvBjSLQnClpcn3JFSfv9ZS0bCXIPIUEkuFgN4LZg7DrVolltMjzDIaM0Y0APV4gHXrEju+Vg14VoK3HCK+TBOA+7ZC77kv4e3DD+AGi+UsHXMMcPjhIgl6/nzg//0/4MknwQLT/UMuXt3dwKOPinIKkU7Xfh6wwytm35WWGl/S6ngqId58cTPnTX3+ubhtFktWhOEAQxiuWBHcNFcRKWfJfFFSojjbYTjlLEULw7m7gbWmBPRvZbNWc/7d970iVFdVJdxEXTfCirl2lgCTm9MWe7tQlFiy0lkaohKiUxNLXO8ThUG7rg9+QEuzaGY67zv1+rTZgh0vgsgzcljxjUgEMaOoNzgM99lnYnnAAeE7aJpop7F8uai3NGVK/JNoNcZt1xtA2enxx9X/HND3GDj3g1XdEP8cYQeIkeANiAuxOaFaob5cm0PCItdeCzz1lHBV2tqMhrOQtWQAYMc4AN8LV0kV2Qt1lsxiSW3X3Q389a9i3ZFHGgLouwTyphIRS9OmiWTvjg7gk0+MNiyKeM6S1ytERip5I+lQJkWPM0qdpbWrRR0mxbffAjNnBoul7dJ5amgAZs82/g+VlcH9AnNFqs5S6GQBKxgif1QkK9wUrjfE0r8VYKViBpx/c/phOFXKIJX3nfz8sRYOToUpiTyGnKW8xwXAZ4ThOI8tlgDg+OPF8r//TegMzDYmcJv7gwtB6l03Qu+5P3wnnxQK7uUJnSMM7oodhotG4JeoM3iG0ocfimVnp9HrLXAu4X6xXTJEqUJwQHgVb/PFraTESOYGxC/nI44QNZIAEeqMVz4gEbFkswFHHy1uRwrFRRJLjBmJw16vqKCsxpI1Z0mJpSju4qYtIfdlnplZLHXI8hG1tcEicepUQ9DmkkDoKx+cJfnebEuxzIduynWy7RH4kcTSDcOl08dPvT4tXkDvyE3bJYJIABJL+Y5KvFZ1ljZvFjkCxcWig30kjjtOLJcvB5wJ9FxyHGk6X2fgJve3Av0vAH1/Cd/HuxawNQD+TeC+beGPx4PHSfCOxtCh4AwinKZyYJxOMZtMoZKxFSpU+L28yEQSSwqzOAKA8eON2489JgTUxIniQt7ebrS0iISuJyaWANH2BIhcHyuSWDLf93iMvBGHQ4wxCzCVs9QfxVnaHJLTpQSpuXmuanczZIjxGgDRfwhkm3SdJSvFUq0MC6foLHFzmItVGI5yus5SOpXKA2LJDYADevoFNwkiE5BYynd0eTFWv/6Uq7TvvsGhGDOTJ4uLvtsNvP9+3FMwWx1YzZ8A+6Tgvmv+LRG351wH9Caw0jMB2AFPhHBZPFJ1lux2YIi8SKtf7+vWBVf6Ns+uAgLOEjbL/neqQjgQfjELFUuXXiqmkB9/vKiQDogQ4YQJ4nas4p89Pca4Bg2Kvh0g/mdAuNADoosllcPk8WQ/Xwkw5SxFEeSbRTFPrl7TXXK2k9lZapf7Dhki3gcvvigS3q+4IgMDToE8SvBmgSKOKc5c1duAomlAyUlgZeeBFUlBGqk7QDJYIZaa5WdUj/HjgyByCImlfMevxJIUFPFCcIBwPX74Q3E7wUrerGQ2YN8z+Jcd74+8Me8C4AfsewBFB4C7ExdLevOR0DvnAj4n0JGCWAKAOumyqQuSqrCtCG31olqjbJPbjzHCjnGdpXPPFblAr70WHBaaMUMsP/kk+jjVBba0NLjidSRU5fXvvgufxRhNLCkHyeXKftkAwJgN128SSx6PKLR50UXAZxsAAEyVRlBui1kstclxq3DXKacAS5cmlmuXDVINw6n35PDh1o+lw5VY9fhQ9DbANhJazX1gpT8Byi8Cq7wJKD4ovXEpsZRKjpn6/DV3AygG3En0tSSILEJiKd/RWwBogGpBoMoGxAtTTJsmlom2PQHCi1Ny4yLIzV/OqjWKNhjMcQTg+RCcB3ee575twfsE9t0JuF4F2lrAlBmUtFgSX8q8UToVoWIpNDSmnKVmOW6zQIrnLAGRc2d+8AOxTEQsxQvBqfOWlIjZcNtCwpqJiKUcOkvc7Cy9+CJw//3AU0+BfSJzlI49ViwDzlJVYHOmXqN8SOaORCrOUkeHIV7NLma6yNeI+XhwbaNE0dsAzXidGXOAlV8MxqI41IligbPEmlqB0p+Au95MbywEkSFILOU7egugDQFjNnFBVDPEjjwy9n4piCWm1YQ4S6aLIDflpQTE0hDAcYRwoDyfGpv6d4C3HgP0PxP9ZE1S0NTWRg8nRqNe1t9plEnmUixxJR4iiSXOgWb5pW7OkQr9glfhtXhYLZYYM+oKqXYfinhhuBw7S6zfZayLVFhTlUbo6ADcbjCtDCi/FHDMTs+VyAapiCWVyF5fb7hvVlBaCl4q3gO8JYU+anobmJaB19mKMFxrKxjGAv7tkX9kEUSOIbGU53B/E6DJL6FnnhEhmn32MapIR0OJpXXrRG+rRNAGAXonuEoqN4fh9FboHdeAe9cHOUuwTwS0+uBQnG+jHHvwRd/cZoE3pjFbaJj8tb79E3DuN8TFVOmqNDcHb6/3AH02MPU6mM+phXwEKhLM39h/f7Hvzp3h4kaRjFgCjLpCoWHEZJylbIqlQM6SSSy9917QJnxMmXDN1NhlKE6r/A20QX8ywlv5KpZSCcNtljNKzRMJrKJW5r41Jdfuh3O/+CGUSpPceJhbuyRLba3Rn7GzSv6w6bR0eARhBSSW8h3fesA+QRRAvP12se6nP42/3/Dh4svL70+89YltPAAfePMPwHl/sFjyfgW43wTv+qUsHmcHWJVoxFv8A8D7ubGtrBAc9ivW7E41bhHLdMTSzpWA81/gKgy3j7xoR3KWWqULU14u/sz85z9i+eCDiY+hvNzIq4nmLiUrlpJ1lnIdhlOuiUu+7m63MSvxzjvBpw8H/9vh4mIYWqJBkc6082yQirOkim+aG1xbxVDpijYn2e5H7wTAjR9eVqLCq6nkZ5n7M7bK97d/e/TtCSJHkFjKYzjXAd86sG/LRAJwY6P4Yrnkkvg7M2aEipYuTeyERZON2/4WcN0QN9wrG/P6tglnSRsExsTbhxXtB3hXB4o/ct9mtVPw8c3959KoQxOo4t3qAPesBLZvEaebIgVRiFji3Am0yfqrkcoUnHSSmLl2zTXJDSReKE4JgXgz4RRKLKXiLOUiDBfoDSfz1datA/x+8OoS8BtOBl96OjBFumXxxFK+OktmsZRoeOhTGZLORPmDYfI90pRAqx0zqmyA1WE4n89wclNNZg+UD5D3/Wn2viOIDEBiyQI45+DOfwWJC0vwbRRuzJ8+EhfEhgbhgiTqHpx6qlg+/nhCXdOZquUEAHqrcJbULDwllphN1Gsx2/lFkwF4ACWSZJiO85Ap5dxISmXN8ss7lanVgcKUxYBnFbBdiot9pFhyOoE+0/+C9wOtIfuGUlGRfBFEJZaWRynMqS4iiQpClVwe2nMuX52lQBhOiiVV9mAvgPf9STbKle6TupAqFwIQz0u9L/NdLHm9CX2GABjtiNSMSQthdWr2WHPsDUNR1bGtDsO1tAgRqWnJ1UszExBLctYqT/B1JogsQmLJCvwbwbtvB+/9k7XHdS8Duh3ASzIf6N//Bg45JPH9zzxTNIPdsgX44x8T2oXVyUrYAbFUC8BuiCXeJ375mb90bTI3Q9VlUiKJh4jHIGdJ3k4pDKcuGP1AVytYnwwXTtoPvFhWtTa7S9wJtOipny8aJ54oqmivXBm5PlKyLS9UjsvGjcHr44kltzu3pQNc0kFUic1jigDf1mCxFMlZUq6SpmVX5CVDWZmRSJ9I3tKuXeJP04y8QStRgkRNVkgU86QMK1Hit67OqCifLOYZcSgySn0QRB5BYskKVC0kfVfs7eLAOQf3G1/I3P0OsGQImNstkrqT/aVaXQ3cfbe4/ac/RW7SGgqrASCbWvI+cbHTagCYQmq+jcFiSRssCtv5tsiBS/ESKpZMzhJapABIRbwEZtB0AzvFc+LVNqBqFFAbYUYcdwFtUiyl+us3EiNGGNPilywJfzxZsaSqhW/cGBzyyXtnSYZfA2JpkOg5xrtjO0tKfAweHJ5ony8wZiQux6rWrlCu0t57h+fGWUFALCVZJFNvEf3g1P/DKlR+XTpNj9XnY9cu0amAnCUiD8nTb6gCQ4kkPc0PuXspeMvB4N51IsHa+yXYv+Wx58xJrVfWWWeJL/umJjGbLg6MyZpOylliZQCTF+CifcXSvzmkXgsDbA3gfhk+iuYsqfWsDGiVwi2VMJy8eDG/H/hWhoBGlIhxD5G5SSHOEmuRYs9KZwkAfvQjsYw0ZT5ZsaRq8nR3G9OxgbwvHQCX/F9uFkUo+XiZ+O7bYrQ2ieUs5WsIThEQKAmEvjIYggsaS0tyVby5fxegDRefVStRLmg6M/8aGsRyyxaAVYCTWCLyEBJLVuCXFwA9yTyCUNSU+/5/A57PgC19YCu/E7+6zz8/tWMWFQFXXSVu/+xn4SGeSGiDwfUOQyxpSiztF9iEheY+2BtMzpIzeKng/QBsIrTXLKt3pyJeioqMAn1fKbFUIQTcEPmWDnWW0nGyYqEqpUeacZisWDK3UVHFRwFDLClxpMgXZ6lfCtHvRc4aGytFNbzGjMiBIpZUcvf06ZkZS2h+T6L4twO2kdaPZ4MQyAnXJ4uE+pGwebNwqNP90UkQGYDEkgVwJZb8PcCzz4opw7/9bWL7+jaA9y2Sx5EukneNmOX1qgzFHHNMejb3LbeIJqXd3aK6cjxYqRAYvE/clv3iWNH+xjadJcCbbxrTxm1jgICzJMNwegSxxEoBXm000U1VvKiwzudSSAyvFhfmwfI1M1/YeL9s1Alrw3CAMT18+/bgHmnd3WKGnXmsiTBzpliuWGGsy9c6S4F2J/J/uUu+5qNNroqaIDBQxJJyljIlltRYWhNokC3hvk2AfytgG2X9eNSPL3PD6WQx5+qxCgrDEXkJiSUr0NuAbj/YcZ+KsNeGDcBddwEffhh3V952FnjP3aJonBIbvg2A50OwD+RGJ52U3viKiowaTf/6l3HxjQYrkWJJOEus7Dyg5HigRIac/Bw49T5g9mzguOMAzsHsDYDeAq73xshZkgm/O8vAdIAX21MXL/KXLPtEXjRGDhFhOFVGJshZ6gd2SOEy0uJf10OGGALF7Nqp20OHApWVYbtF5dBDxVL1AAQMERbLWcpp6QAf0NtrJNqP+oGxjXKWlGBsbDTysQpNLMXLWcp0crd5LK2u4ObRUeD9L4C3/hjwfQeWjljiHPj5z0Ux3FdfNdYHZkDulfqxVRiuuxvoKgI4JXgT+QeJJSvQO4B/doN9HiIOXnop/r7qV5TeKYo52kaJCrZ9XwIfyXoj8VqbJMLRR4tf911dwNtxmlWyEiEweD+glYGVXwCtZiEYk87GcifYp/JLcsUKka9jaxD3/VsNkRQShuO6FEsqdLZPgyhKlwohX858ZL0IHw6JMBvO3Qdsl8nl6fwCjgRjxlhUQUYg9fCEKnSpChsChhAKDbEpsdTZKWbEATnKWdIDdbN4CQMqTRdlVQRROYgej2h7AhSeWAqtERWKcpUmTcpMcjcQKODI/Bz697eCe1bF3Jy75S+uoqlA6ampn/fLL4GHHhKNni+9VAib9najzMV++8XePxZlZYaY/t5HYTgiLyGxZAW8E+xdkbfB774E+l+OEuv/+9/wTd0fgfuFnc/NRRv1ZpFUXXKCuP+lC8zpFl+OkyeHHSdpNM2ou/TCC7G3DYThnGCsNPzht0NE4aJFgF3WCPr3P8Gu3QQ2pxX4OGR2oAzDsY/kRWf/vVN4IpKQ6shsz73ETJpIYmlrB5jOxZey1TlL5rF8Z2pBoZylZMXSpEli2dRkiIlorpESS6rAJ2OJt2uxgoCzpBtCoq4YTNMMkWSTS4fDKM6pts33vnCKUVL8hTY4DkW5gZkKwQFAcTH4IClSt/4DvP2c2Nv7twClp0Eb8jyY+l+kwv/+r3G7qQlYsAD4XFbtHzcu/Vw5lbf0vQfgXSI9gcdxwAkii5BYsoL+NuAj8WuIH/gWcMgWcMaAr74Cdu4E934HvflI8P7XwDsuAO+4WOynm2Y8SUeG2SeAVfwc7FOZ9zFzpnXTqk87TSxfekm0QYmKQzpLpjo5ElZ9N/CRnFFz881i+Z//AP0O4BsGXLAA7N/dYEs7wG4NSSbnTqDbBiyWFa9PODn15xJ6QZp+lMh3UGLJnF+yWbpK48alNqMwHkosmZ0lFZ5ItuVFRQWwxx7i9rp1YhnPWVLio7o6u1PwVSNdDwffIVtU1AsBxQY9AZScJEtRSELzlgrFWRozRixDi4WG8tVXYpmOy5IIdXJyhcz7M/dcNMM5B3xbwGxj4h/zjTeA3/wGWLs2/DFdB55+WtxWE03+8hdg2TJx24qZfzJviW3zA7714K3HA31Ppn9cgrAIEkspwrkb3LVcfFF90gjm9IPX2oC9i4FaOzBjqtjwscfAG/8X0HeCd10n1vk2if38xgWde+WXlFYrxNKb8oKi6vhYwcyZoqZNS0tYw9MgAs5Sf7hYKj4ZbKPMTbnkEnEh6e8He+stsHs7wTgHL5Lbfu40au8A4nhvtII5XeCTJoGdmkCPu2jst1/AReE1GjB4mhBLtRGcpfUyByKdvIpYRBJLanacCqslg3KjlDsVbaabCoOpWjfZDMEBhrMEAFtk2HGoFFBFk6HV3BdoiQMgOG8JKByxpHJqtm+PXatMiaWpUzM7njqZNN8qf/BES4jmHaLWlX1s7OOtWQOccAJw773AxReHP/7tt8DWreL99uij4vXo6BDuEgAcfnhKTyMIleS92Qjdc8+n6R+XICyCxFKqeD4D77wC8LwP9p78sjq81HAuzpNfIHfcATbxTuAtc+jKD/h3iEJxCp8hlrB6NfDRR+L+CSdYN+aiIiNZ/KqrxGy2SLASWUDSL4STma1bRX6MwyG+NE85Ray/806wN5vBGcCXjwGfLi+MH5lEGXeCvSmb7J5xRnouj6YBDz4IfvRB4E8eB2j1wc6SFEuce8G+k+Jun31SP18sQnOW/H7xPwRSE0sqr2rDBpG8HS0fSSWOm52lbGIWS5ukWKqLkcwe6iwpQZuvTXQVw4aJmYh+vxBMkXA6jTy1ffeNvI1V1MnPlhJLenfk7XzSCTM7S2++CVx0UbDz+vjjhtP84YfGe1fx7rtiecghIhfr5z8PfvyYY5J+CmFMnCiW60x94VTXgBhw139FLiRBZBgSS6lSfCCg1YE7/w68Jz6s/DCTC3PuZOCwwwAArF8Hu6wZ7IpdYGd6gL90gHc9CO79BoBNtAvxyrCNVgvcdpuYfXLqqUa+hFWcfrpYrlkjZrN9+WX4NqxUJK1v9wK3PR3c+0zZ9BMmiPYGSiypfI0TK4DxxcB+8oL/ufh1yL3figT2lfJCacUX7MUXgy37ENppr4pie6wUGCJtrb4+cQHTO4D1MvfBityvSChnqbFRlAvYuFGInNLS1Ir1mSt5qxAcY+Gz6kLzk7LtLGkaeIUUTN8Jocjrq6Jvb67UDBiiKdUGrNlC04z3TrQZrqtXi8/s0KGZyYszUye+E1iLcpaiiCW/7NWoxNLnn4vP/FNPATfeaGz3xhvB+4X2OlTPWX6f4eqrDTfp9NONPLt0UMdYuwVg9UDpGQDvFLNro8B928E7fwG440xYIQgLILGUIozZhGDqeBv4XNYaMoklXtIHvvzf0D8bCz6+CszlA3u5F+y976Hd3gp29iNAy0OiDo2tHtB3AigC1jcDzz0nLo533mn9wGfNMnIwAOCxxyI8Nwfg7gU7ZwfYvc8IYaOS1VUejfolqL5A1fP+ucynmCbzNr74Elx3gredCmxaC9bUJxyuAw+08lnJcTOgqgq8yOQu+VuAdRkWS9XVRkuMDRuMcMw++6TWL8schlNiqbIyPB8p12IJAGqkgFsnXZVhMRq1mp2lvr7U6lDliqOPFkuVpxPK19IFyXQIDgCrlzXXemSfyCi91Ljve0CrB9PKRKjWXILkH/8Q/4O33hJCz24H5s4Vj73zTvCB1MxMlYvlcIgZtZ99Bvz979Y8qYkTAcbA2tuhsefBSs8Q6/07ou/jk99FepySDgRhASSW0sE2CvjCBeYD+MgRwGjTNHi9E/B+Agy3Ay/8V7TFOP10YP588JJisGVOsN80A/ZxRuE+2wiwv0jx8pOfpBbCiUdJifiSe+opcf+RR0TukfnXJCsFXukB2yBn63EOnHeeuLiFiiW7Hbj8crHZOccCU2QtoANkZesvvgHc8stXicpp04JDOFaiVQC1UkS0tADb14F16+A2mzHmTGDOW1JiKdVwjDkMF6syd16IJTEutlOGT+piiCVzzpJyl8rLk6tDlSuUExqt7IYqG5DpEBxg6o0oE7ujOUvebwD7XiLPas4cEUKcOFHkHnm9wMKF4nsGAH78Y+BkOeHinXeMWli6bkxWMP/YsNuB/fe37nNcVmbkhq1ZY1QbjyKWuG8zeP9/xG09doNjrneB+xLoXEAQMSCxlAbMNgpYJQQAO/gQIwdHqxXhH/8ugFWB7XuIsLqfew645Raw10WuEHu+B6zxIsAm67jwEaJoJBAQIBlh8GCjjAAA/PWvwNlnGy4GHGCPd4oh/fYqMa23owNYutQQS3ubpv3fc48oR/DEI8a6faeB2wDW0g5sFxcS9qUUSz8wFS20Gq0CqJVf4C0twGoZZpwwPryoo5WYywcolyFdsdTaCrz/vritLiRmQkVGtnOWgIBYClA/NPq2ZmdJiaVCcJUAEXay24FNm0QPs/XrTZ8XGI6TFcnO8VCv4w4pUCM4S5zrordk8QGiLtLbbwtB8p//GN8tt9wi8uFGjxYNtw88UORmNTYa+VdbtgD9/eKzk07/t0RQobg1a+QPyCLRpiXwnLjsm+kFb50NuF8XD+htoqhvFHjXjeCtx4F7Psng4IndHRJL6WAbCfapFACHHGKst08C9A5wvQmwRegLNnOmyB0AwF7+EEzVpHnHJRIvhw4NPJ4xKiuDEzVbWsSX5bhxYBXngn3pBncw4OpLjV+cb74Z7iwB4iJ96qlAqangY1mtyF0CwL+SNv4XMlE5U01GATkjrsR4TqvFeNk+GXDpzJiTvNN1liorjUKIKjRyxBHh2+WFsxR8TjYsRr5OJLGUSiPlXFBZaYSOL79c/L+PP144MP/7vyKXz2azpoBsPKSYZhs3idmqkZwl3xqxfsMgw0X++9/F5/bOO43vl6oq4P/+T4SMS0qM77HXpRBRyd4TJ6ZeQDZRTGKJMQ2wjQQ3O0ue98DbTgTv/Fnwfv3PgzdNiiiYOPcBHplzRWKJSAMSS+lg3xf4VAqAgw82rR8nnaVGMUsrEsrZefFF0Uqk+Idgz8m6S//zPyKvJ9MsXAisXCnGwJhwRTZvNh6/rAaoH2s4QR99BOwUs9kihbQYY2BVC8AqbxFf4nvJit9rNwNsL+AbGTbIpLPEKowk7+Zm4NsIIYRMoJylVauE+wCkl79y1FHGbcaAE08M3yYvxFKIkzQsRg9DJYxaW42yCKNHZ2ZcmUDlLS1dKpYffCBEx5w54v6NNwrXNtMoh6ejA+gsEWEm7guqt8RdbwGsElgqC2kef7xRZ62yUoih9etFiQtVEBIwwnKvvCKWKl8pUzNJzZidJUCE4kxiiSvR4/6/yPt73g9f51sne1yWgXu/sG6sxICDxFIasI27wNp9wqLef3+gWM5+0wYLsaQ3ieTtSJx8srgIfvwxWKMfWtHDYC+vFI+pwm+ZRtOAH/5QzGj74APgwQeB//wH/Lm7oS+sB//1EIBVGcLoiy/Esq4u6oWZlZ0OVj5HiJY9hVhiq1cDW8aA9bpFKMAcwrP8OQ0ChohwKG/8DFgtp/Nn+ss+tE3JnnumNyX+hhvEL/3jjxeuxUEHhW8TKpZyEIZjgw2xxCs1oCyGWBgyxPgR8PHHYmmebJDvRJrBuXSpyAk68EAxizUblJcbjbU3FwF6O3jzQeBd1xvbuJcBjiPBPpG5VJGcyQkTwsWqEuUrVoiWJur9nOkfG0BcsQTPF8HbO2aJWXMK71fhx/R+A0ADq/gFYE+yQCxBmCCxlA4rpbiZMQNwOMAG/Rms7kPRPJR3Ar7t0Z2lYcOEUAFEHsGLL4rcgL32yqzzEo0f/lCE5U46SfydXQUUMzHrL7SYYwKJ0oxpwL7/I+6scYN9KacAH3BAZu18bRB4Xbu4veEVYI10/jKRLG9m772DBZlyG1Jl//1Fcverr0YvpllUFJyHleswXJ3NaJwbCcYMcaQmFKhq5YWA+rwq1OzEq64SoikbbrBi//3F8t0+USKA9wCu18B9W6F3/hrwrQUrmWXUa0t09ulee4k/r1fkWaofSNlIXFdiaft2oKcHzDYS8G8TlcgB0WC8VH6nsCpojT8H+8h4v/Hev4D3Lwk6JPeuBuwTwMovhlb568w/B2K3JS/E0sMPP4yGhgaUlJTgoIMOwsfqV2cUnn32Wey9994oKSnB1KlTsWTJkpjbZwxVn0R2imfMIVwl23AAHOAdYNGcJcCoUfTSS8YU3PPPz0xLjmQIveBVVhq/ZIGEZ5Wxmb8SN75xAx/K6fuZzFcCwLRBwB5SjC3tA+vThQNjRS2YmCdmorrx5Mli1uN116V/TIcj/nvB7C7lQiyZc46G2o2ecNFQ4UqVHF1IYqmkRNQYGj5cJPF/8olIhH7kEZH7k03kd4d21+dgV74EvCHbLXVcAriWAKWnAx1TRRFZxpLrV6fcpeeeM1weJc4yyaBBRl255ctF81/eDd77R9FPs6MV7KcrwE4tA7tpD2DyZLDZvwL+oRLt3eBdvwTnLnC9C3r3HUD//wJF0zI/dmL3h+eYp59+mhcXF/NFixbxb7/9ll922WW8pqaGNzU1Rdz+/fff5zabjd9zzz189erV/JZbbuFFRUX866+/Tuh8XV1dHADv6upKb+B9fZyXl3MOcL5yZdBDuuc77t+1J/fv2pPrruXRj7Fundjf/LdxY3rjsgBd9wTGH+Coo4wx3ndfogfi+ogRwc/v3//OzKDVKfv+yf1vjg4+51FHZfScOWXqVON5fvNN9s//xhuB8+snV3Dd1xp7+2uvDf7fbNiQnXFaia7negScd3VxPmxY0Gupj7Bz/ScVXO94V2zzn/+Ix/bZJ7ljr1gR/D+qrc3ec547V5xz1iyu+/sC30P+tvO5fm5V+PclwPVBZdz/3SHGtq1ncX/LqeL2zglcf/dRzr/4wpLhWXb9IAqOnDtLDzzwAC677DJcfPHFmDx5Mh599FGUlZVh0aJFEbf/4x//iB//+Mf49a9/jUmTJmH+/Pk44IAD8NBDD2V34P/9ryjqNmZMeD6JzTQdOloYDhB2t9mlOeKIzE/PTQDGIoQTzKGgROsVMQammu0CIlSl3LRMwWqAMSHjnzkzs+fMJebyAePHR98uU5jOyac4AK0m9vbmUOWoUXnxfk+aXDu/gHCynnkGfNSgwCq20wf2ai/Y3a+KFf8RdYiSLmdw6KHB/frOPDN7z/nqq0U48623wN58B6zmL8Jhems52L9CZv3Jgq+swwk2awvYzTVgv2wE3v1AtEpp3QPstilgh18partdfLEILxJECuRULHk8HqxatQqzZs0KrNM0DbNmzcJKlQ8UwsqVK4O2B4DZs2dH3d7tdqO7uzvozxKeeUYszzor7IuEaabQSKTSAWauuca4/es8jqmbc34iJRtH4+qrRa2Wt94SU5QzndehlQFVNvBaU+sZK5sR5xt+03TpkpLsn9+coD3JIXLcYnHuuUbo7qKL8kN4FCpHHAGsfQz6Rw3ghw8HV///hx4SYWAV2j/rrOSOa7cbZUWqqoBf/tKyIcdl3Djj3McdB3bsPLBb+6GdLRO9p00ThTI5F4n1774LDBoEtnUn2F8/AXumB+z07WAzvoc2dRnY4y8Zx1682OhEQBBJkuHCGbFpbW2F3+9HfUgvpfr6eqxVPchCaGxsjLh9o+ozFcKCBQtwxx13WDNgM7/+NTBypKhsHQFWfTe4+wPhdMTiyivFh378eGPabj5QdABgN81au+ACUTbgtNOM1h6JMmZM9mY9FU0DHD8GrikHbr9b5EiFJubuThx1lEjizWZysRm7Hbj7bvC1/wWOS0BEV1SImZdbtuzejl+2KD0O2Otd4M3jwYqPFTP2VqwQZUEAUaIkldpP8+aJcigTJmTf/Zs3T/ywWrUKeO89MNmLm0/eA+xf/woW2IcdJnI+Tz4ZGD8eXNsF9slOYKfJQbr3XpFLuGpVcMsXgkgCxrmaapB9du7ciZEjR+KDDz7AwaY6Rb/5zW/wf//3f/hIzeQwUVxcjKeeegrnnHNOYN0jjzyCO+64A01NTWHbu91uuFXXdgDd3d0YPXo0urq6UJXtpEwie7jdoljgiScGhxR2N/r6xMXg9NOz0peMyHM6OoSrtHKl+CF3882ZLyaZCfx+4Rpdcomo/XbMMWLGYTQnknPxmMsF3H67+GF3440i1Gvh93x3dzeqq6vp+jEAyemnqLa2FjabLUzkNDU1YViUyr7Dhg1LanuHwwFHJttcEPmJwyHCPLs75eXi4kAQgJhRtnhxrkeRPqoa+iefiL+jj44dslWPlZSI1i0EYTE5zVkqLi7G9OnTsczUyVvXdSxbtizIaTJz8MEHB20PAEuXLo26PUEQBFGgDBkimvwWF+d6JMQAJ+f+7Ny5c3HhhRdixowZOPDAA7Fw4UL09fXh4osvBgDMmTMHI0eOxIIFCwAAv/jFLzBz5kzcf//9OOGEE/D000/j008/xWOPPZbLp0EQBEEQxG5KzsXS2WefjZaWFsybNw+NjY2YNm0aXn/99UAS99atW6FphgF2yCGH4F//+hduueUW3Hzzzdhzzz3x0ksvYUqmKzQTBEEQBDEgyWmCdy6gBD2CIAgiFej6MXDJeVFKgiAIgiCIfIbEEkEQBEEQRAxILBEEQRAEQcSAxBJBEARBEEQMSCwRBEEQBEHEgMQSQRAEQRBEDEgsEQRBEARBxIDEEkEQBEEQRAxILBEEQRAEQcSAxBJBEARBEEQMct4bLtuo7i7d3d05HglBEARRSKjrxgDrEkZgAIqlnp4eAMDo0aNzPBKCIAiiEOnp6UF1dXWuh0FkkQHXSFfXdezcuROVlZVgjKV8nO7ubowePRrbtm3bbRoq7m7PiZ5P/rO7PSd6PvlPOs+Jc46enh6MGDECmkZZLAOJAecsaZqGUaNGWXa8qqqq3eZLRLG7PSd6PvnP7vac6PnkP6k+J3KUBiYkjQmCIAiCIGJAYokgCIIgCCIGJJZSxOFw4LbbboPD4cj1UCxjd3tO9Hzyn93tOdHzyX92x+dEZJ4Bl+BNEARBEASRDOQsEQRBEARBxIDEEkEQBEEQRAxILBEEQRAEQcSAxBJBEARBEEQMSCwRBEEQBEHEgMRSDO6++24wxvDLX/4ysM7lcuHqq6/+/+3de1TM+f8H8OfU1DQi3VQqFXJLSe7FbvbUUbbFYls6aYs99rAuuWy1rmeXkw2LbTuEjrUct8VJrHvSkiOTUgibEC07yUpCoczr98f++ux8lAmlmfl6Pc7pHPN+vz/vXs+pPl4+02fAysoKLVu2xOjRo3H37l3RccXFxQgKCkKLFi1gY2ODqKgo1NTUNHP1/7lz5w7GjRsHKysryOVyeHh4IDs7W5gnIixcuBBt27aFXC6Hv78/CgsLRXuUlZUhNDQUZmZmMDc3x5dffonHjx83dxS8ePECCxYsQPv27SGXy9GxY0csXrxY9B9b6nKekydPYtiwYbC3t4dEIkFKSopovqlqv3DhAj744AOYmJigXbt2WLZsmVYyVVdXIyYmBh4eHjA1NYW9vT2++OIL/P333zqbqaGvkbpJkyZBIpHgp59+Eo3rW54rV65g+PDhaN26NUxNTdG3b18UFxcL87p23mso0+PHjzF16lQ4OjpCLpfDzc0Na9euFa3RtUxMxxGrV1ZWFrm4uFCPHj0oMjJSGJ80aRK1a9eO0tLSKDs7mwYMGEA+Pj7CfE1NDbm7u5O/vz/l5ubSwYMHydramubMmaOFFERlZWXk7OxMERERpFAo6MaNG3TkyBG6du2asCYuLo5at25NKSkpdP78eRo+fDi1b9+eqqqqhDWBgYHk6elJZ86coYyMDHJ1daWQkJBmzxMbG0tWVla0f/9+Kioqol27dlHLli0pPj5eL/IcPHiQ5s2bR8nJyQSA9uzZI5pvitofPnxItra2FBoaSvn5+bR9+3aSy+W0bt26Zs9UXl5O/v7+9Ntvv9Gff/5JmZmZ1K9fP+rdu7doD13K1NDXqFZycjJ5enqSvb09rVq1Sm/zXLt2jSwtLSkqKorOnTtH165do71799Ldu3eFNbp23mso08SJE6ljx46Unp5ORUVFtG7dOjI0NKS9e/fqbCam27hZqsejR4+oU6dOlJqaSr6+vkKzVF5eTkZGRrRr1y5h7ZUrVwgAZWZmEtG/P8QGBgZUUlIirElMTCQzMzN69uxZs+YgIoqJiaFBgwa9cl6lUpGdnR0tX75cGCsvLyeZTEbbt28nIqLLly8TADp79qyw5tChQySRSOjOnTvvrvh6BAUF0YQJE0Rjo0aNotDQUCLSrzwvn+SbqvY1a9aQhYWF6PstJiaGunTp8o4T1c1Un6ysLAJAt27dIiLdzvSqPLdv3yYHBwfKz88nZ2dnUbOkb3nGjBlD48aNe+Uxun7eqy9T9+7dadGiRaKxXr160bx584hI9zMx3cMvw9VjypQpCAoKgr+/v2g8JycH1dXVovGuXbvCyckJmZmZAIDMzEx4eHjA1tZWWBMQEICKigpcunSpeQKo2bdvH/r06YPg4GDY2NjAy8sLSUlJwnxRURFKSkpEmVq3bo3+/fuLMpmbm6NPnz7CGn9/fxgYGEChUDRfGAA+Pj5IS0vD1atXAQDnz5/HqVOnMHToUAD6l0ddU9WemZmJDz/8EMbGxsKagIAAFBQU4MGDB82U5tUePnwIiUQCc3NzAPqXSaVSISwsDFFRUejevXudeX3Ko1KpcODAAXTu3BkBAQGwsbFB//79RS9r6eN5z8fHB/v27cOdO3dAREhPT8fVq1cxZMgQAPqZiWkXN0sv2bFjB86dO4cffvihzlxJSQmMjY2Fk3wtW1tblJSUCGvUf7hq52vnmtuNGzeQmJiITp064ciRI5g8eTKmT5+OTZs2iWqqr2b1TDY2NqJ5qVQKS0vLZs/07bffYuzYsejatSuMjIzg5eWFGTNmIDQ0VKi1tn51uppHXVPVrmvfg+qePn2KmJgYhISECP/ju75lWrp0KaRSKaZPn17vvD7lKS0txePHjxEXF4fAwEAcPXoUI0eOxKhRo3DixAmhHn077yUkJMDNzQ2Ojo4wNjZGYGAgVq9ejQ8//FCoSd8yMe2SarsAXfLXX38hMjISqampMDEx0XY5TUKlUqFPnz5YsmQJAMDLywv5+flYu3YtwsPDtVzdm9u5cye2bt2Kbdu2oXv37sjLy8OMGTNgb2+vl3neJ9XV1fj8889BREhMTNR2OW8lJycH8fHxOHfuHCQSibbLaTSVSgUAGDFiBGbOnAkA6NmzJ06fPo21a9fC19dXm+W9tYSEBJw5cwb79u2Ds7MzTp48iSlTpsDe3r7OKwaMvQ6+sqQmJycHpaWl6NWrF6RSKaRSKU6cOIGff/4ZUqkUtra2eP78OcrLy0XH3b17F3Z2dgAAOzu7OndU1D6uXdOc2rZtCzc3N9FYt27dhDtdamuqr2b1TKWlpaL5mpoalJWVNXumqKgo4eqSh4cHwsLCMHPmTOFKoL7lUddUteva9yDwX6N069YtpKamCleVamvSl0wZGRkoLS2Fk5OTcI64desWZs+eDRcXF6EefcljbW0NqVTa4DlCn857VVVVmDt3LlauXIlhw4ahR48emDp1KsaMGYMff/xRqEmfMjHt42ZJjZ+fHy5evIi8vDzho0+fPggNDRX+bGRkhLS0NOGYgoICFBcXw9vbGwDg7e2Nixcvik6WtX85vHxCag4DBw5EQUGBaOzq1atwdnYGALRv3x52dnaiTBUVFVAoFKJM5eXlyMnJEdYcP34cKpUK/fv3b4YU/6msrISBgfjb1tDQUPgXsr7lUddUtXt7e+PkyZOorq4W1qSmpqJLly6wsLBopjT/qW2UCgsLcezYMVhZWYnm9SlTWFgYLly4IDpH2NvbIyoqCkeOHNG7PMbGxujbt6/Gc0Tv3r316rxXXV2N6upqjecJfcvEdIC2f8Nc16nfDUf07+2mTk5OdPz4ccrOziZvb2/y9vYW5mtvNx0yZAjl5eXR4cOHqU2bNlq73TQrK4ukUinFxsZSYWEhbd26lVq0aEFbtmwR1sTFxZG5uTnt3buXLly4QCNGjKj3dnUvLy9SKBR06tQp6tSpk1beOiA8PJwcHByEtw5ITk4ma2trio6O1os8jx49otzcXMrNzSUAtHLlSsrNzRXuDGuK2svLy8nW1pbCwsIoPz+fduzYQS1atHhnbx2gKdPz589p+PDh5OjoSHl5eaRUKoUP9TuKdClTQ1+jl718N5y+5UlOTiYjIyNav349FRYWUkJCAhkaGlJGRoawh66d9xrK5OvrS927d6f09HS6ceMGbdy4kUxMTGjNmjU6m4npNm6WGvBys1RVVUVff/01WVhYUIsWLWjkyJGkVCpFx9y8eZOGDh1KcrmcrK2tafbs2VRdXd3Mlf/n999/J3d3d5LJZNS1a1dav369aF6lUtGCBQvI1taWZDIZ+fn5UUFBgWjN/fv3KSQkhFq2bElmZmY0fvx4evToUXPGICKiiooKioyMJCcnJzIxMaEOHTrQvHnzRH/x6nKe9PR0AlDnIzw8vElrP3/+PA0aNIhkMhk5ODhQXFycVjIVFRXVOweA0tPTdTJTQ1+jl9XXLOlbng0bNpCrqyuZmJiQp6cnpaSkiPbQtfNeQ5mUSiVFRESQvb09mZiYUJcuXWjFihWkUql0NhPTbRIitbc+ZowxxhhjIvw7S4wxxhhjGnCzxBhjjDGmATdLjDHGGGMacLPEGGOMMaYBN0uMMcYYYxpws8QYY4wxpgE3S4wxxhhjGnCzxBhjjDGmATdLjDHGGGMacLPEGHuvjBw5EhYWFvjss8+0XQpjTE9ws8QYe69ERkZi8+bN2i6DMaZHuFli7D01ePBgzJgx443WEBG++uorWFpaQiKRIC8v77U/3/3792FjY4ObN2++Vb1NZfDgwWjVqlW9c2PHjsWKFSuauSLGmK7jZomx/xcREQGJRAKJRAIjIyO0b98e0dHRePr0qbZL05rk5GQsXrxYeHz48GH8+uuv2L9/P5RKJdzd3V+r6QKA2NhYjBgxAi4uLu+u4EaaP38+YmNj8fDhQ22XwhjTIVJtF8CYLgkMDMTGjRtRXV2NnJwchIeHQyKRYOnSpdouTSssLS1Fj69fv462bdvCx8fnjfaprKzEhg0bcOTIkaYsr149e/ZETU1NnfGjR4/C3t5e47Hu7u7o2LEjtmzZgilTpryrEhljeoavLDGmRiaTwc7ODu3atcOnn34Kf39/pKamCvOHDx/GoEGDYG5uDisrK3zyySe4fv26aI/Bgwdj2rRpmDFjBiwsLGBra4ukpCQ8efIE48ePR6tWreDq6opDhw698b7Tp09HdHQ0LC0tYWdnh++++05jnt27d8PDwwNyuRxWVlbw9/fHkydPhHmVSqVxP/WrRhEREZg2bRqKi4shkUjg4uKCiIgInDhxAvHx8cJVufpeZjt48CBkMhkGDBggGlepVFi2bBlcXV0hk8ng5OSE2NjYRj2XeXl5yM/Pr/PRUKNUa9iwYdixY8drrWWMvR+4WWLsFfLz83H69GkYGxsLY0+ePMGsWbOQnZ2NtLQ0GBgYYOTIkVCpVKJjN23aBGtra2RlZWHatGmYPHkygoOD4ePjg3PnzmHIkCEICwtDZWXlG+9ramoKhUKBZcuWYdGiRaJmTp1SqURISAgmTJiAK1eu4I8//sCoUaNARG+1X3x8PBYtWgRHR0colUqcPXsW8fHx8Pb2xsSJE6FUKqFUKtGuXbs6x2ZkZKB37951xufMmYO4uDgsWLAAly9fxrZt22Bra9uo57Kx+vXrh6ysLDx79qxJ9mOM/Q8gxhgREYWHh5OhoSGZmpqSTCYjAGRgYEC7d+9+5TH37t0jAHTx4kVhzNfXlwYNGiQ8rqmpIVNTUwoLCxPGlEolAaDMzMy33peIqG/fvhQTE1PvHjk5OQSAbt68We/86+zn6+tLkZGRwuNVq1aRs7NznX3U19RnxIgRNGHCBNFYRUUFyWQySkpKeuVxTfFcvszPz4+sra1JLpeTg4MDnT59WjR//vx5jc8bY+z9w1eWGFPz0UcfIS8vDwqFAuHh4Rg/fjxGjx4tzBcWFiIkJAQdOnSAmZmZ8MvKxcXFon169Ogh/NnQ0BBWVlbw8PAQxmqvnpSWlr71vgDQtm1bYY+XeXp6ws/PDx4eHggODkZSUhIePHjw1vs1RlVVFUxMTERjV65cwbNnz+Dn56fx2Dd9Lhty7Ngx3Lt3D5WVlbh9+za8vb1F83K5HACa7EoVY0z/cbPEmBpTU1O4urrC09MTv/zyCxQKBTZs2CDMDxs2DGVlZUhKSoJCoYBCoQAAPH/+XLSPkZGR6HHtHXbqjwEIL7M1Zt+XX6qrZWhoiNTUVBw6dAhubm5ISEhAly5dUFRU9Fb7NYa1tXWdRq22KWnImz6XjVVWVgYAaNOmTZPsxxjTf9wsMfYKBgYGmDt3LubPn4+qqircv38fBQUFmD9/Pvz8/NCtW7c6DcDbeFf7Av82EgMHDsT333+P3NxcGBsbY8+ePU2ydy1jY2O8ePFC4xovLy9cvnxZNNapUyfI5XKkpaU1aT2NlZ+fD0dHR1hbW2u7FMaYjuBmiTENgoODYWhoiNWrV8PCwgJWVlZYv349rl27huPHj2PWrFmN/hzval+FQoElS5YgOzsbxcXFSE5Oxr1799CtW7dG763OxcUFCoUCN2/exD///FPvFZ6AgABcunRJ1ASamJggJiYG0dHR2Lx5M65fv44zZ86IruRpQ0ZGBoYMGaLVGhhjuoWbJcY0kEqlmDp1KpYtW4aqqirs2LEDOTk5cHd3x8yZM7F8+fJGfw4DA4N3sq+ZmRlOnjyJjz/+GJ07d8b8+fOxYsUKDB06tNF7q/vmm29gaGgINzc3tGnTps7vWQGAh4cHevXqhZ07d4rGFyxYgNmzZ2PhwoXo1q0bxowZ805+Z+p1PX36FCkpKZg4caLWamCM6R4Jkdp9xIwx9o4cOHAAUVFRyM/Ph4GBbv47LTExEXv27MHRo0e1XQpjTIfwO3gzxppFUFAQCgsLcefOnXrfi0kXGBkZISEhQdtlMMZ0DF9ZYowxxhjTQDevhTPGGGOM6QhulhhjjDHGNOBmiTHGGGNMA26WGGOMMcY04GaJMcYYY0wDbpYYY4wxxjTgZokxxhhjTANulhhjjDHGNOBmiTHGGGNMA26WGGOMMcY04GaJMcYYY0yD/wN/sTRlIm79GQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "axes = rl.plot.outliers_per_group(cleaned_gsc, results, linewidth=1)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3de20de8-a104-4637-93cf-38efd854b2ee", "metadata": {}, "source": [ "### Between-Group Analysis" ] }, { "cell_type": "markdown", "id": "b470e693-3bdf-4309-9f47-8ff5b120f547", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "#### Difference in Mean Spectra" ] }, { "cell_type": "code", "execution_count": 31, "id": "c24f7e7a-6a81-4ee4-8148-15a3c7f15fba", "metadata": {}, "outputs": [], "source": [ "group_stats = prepro_gsc.mean(by=\"annotation\", include_stats=True)\n", "group1_stats = group_stats[group_stats[\"annotation\"]==\"Normal\"]\n", "group2_stats = group_stats[group_stats[\"annotation\"]==\"Adenom\"]\n", "group3_stats = group_stats[group_stats[\"annotation\"]==\"Karzinom\"]" ] }, { "cell_type": "code", "execution_count": 32, "id": "98dc449f-072e-445d-ba83-b420659e83a9", "metadata": {}, "outputs": [], "source": [ "diff_spectrum_1, ci_band_1 = rl.calc.mean_difference(group1_stats, group2_stats)\n", "diff_spectrum_2, ci_band_2 = rl.calc.mean_difference(group2_stats, group3_stats)\n", "diff_spectrum_3, ci_band_3 = rl.calc.mean_difference(group3_stats, group1_stats)" ] }, { "cell_type": "code", "execution_count": 33, "id": "357f13eb-09e7-4d9c-9eda-0270bae4a4e0", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rp.plot.spectra([group1_stats[\"spectrum\"].iloc[0], group2_stats[\"spectrum\"].iloc[0]], plot_type=\"single\", label=[\"Normal\", \"Adenom\"])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 34, "id": "2f07cd07-34d6-48a1-9ef0-201fc401c7d7", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(3, 1, figsize=(8, 6))\n", "rl.plot.mean_difference(diff_spectrum_1, ci_band_1, title=\"Normal - Adenoma\", ax=axs[0])\n", "rl.plot.mean_difference(diff_spectrum_2, ci_band_2, title=\"Adenoma - Carcinoma\", ax=axs[1])\n", "rl.plot.mean_difference(diff_spectrum_3, ci_band_3, title=\"Carcinoma - Normal\", ax=axs[2])\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "21c50b53-ca66-461c-870d-4e867f9b4847", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "#### Correlation Coefficient by Annotation" ] }, { "cell_type": "code", "execution_count": 35, "id": "c8421267-32c9-4f08-88fa-4ca12bdc2be7", "metadata": {}, "outputs": [], "source": [ "corr = rl.calc.mean_correlation_per_group(prepro_gsc, \"annotation\")" ] }, { "cell_type": "code", "execution_count": 36, "id": "06bdbaf1-9953-42b3-989d-07b8a40b52df", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rl.plot.mean_correlation_per_group(corr, vmin=0.98)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e05fce0c-0063-45d3-a54f-3d1ff6f23db7", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "#### Correlation Coefficient by Replicate" ] }, { "cell_type": "code", "execution_count": 37, "id": "d5d0f0ba-f475-468a-939b-3649a89e51cf", "metadata": {}, "outputs": [], "source": [ "corr = rl.calc.mean_correlation_per_group(prepro_gsc, \"replicate\")" ] }, { "cell_type": "code", "execution_count": 38, "id": "076c4f29-4983-4f5d-8998-4fe02c567bde", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAooAAAIfCAYAAAD33/18AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC05ElEQVR4nOzdeVhU9f4H8PcwwICsIgiijAsquCSIW2quWYDkdaksk2Sxwn5gKWVJmVpdo7JcbrnVDYZbcckKzZaLmUvmmmJ0XXBDxVJxjZ0Zljm/P8yxkUE/DJJdeb+eZ54HzrznM2dWDt9zzvejUhRFARERERHRNWxu9QoQERER0V8TNxSJiIiIyCJuKBIRERGRRdxQJCIiIiKLuKFIRERERBZxQ5GIiIiILOKGIhERERFZxA1FIiIiIrKIG4pEREREZBE3FKlJ0+l0UKlUOHHixE2reeLECahUKuh0uptW83/d0KFDMXTo0D/9fqurq/Hcc8/Bz88PNjY2GDNmzJ++DkRE/8u4oUg3XV5eHuLi4tChQwc4ODjA1dUVAwcOxOLFi1FRUXGrV++mSU9Px6JFi271apiJjo6GSqWCq6urxef6yJEjUKlUUKlUeOutt+pd//Tp05g7dy5ycnJuwto2vpSUFMyfPx8PPPAA0tLSMH369DqzQ4cONT03KpUKjo6O6NGjBxYtWgSj0fgnrvWtceLECcTExMDf3x8ODg7w8fHB4MGDMWfOnFu9agCA1157DatXr77Vq0HU5Nje6hWg28vXX3+NBx98EBqNBpMmTUL37t1RWVmJLVu2YMaMGdi/fz/ee++9W72aN0V6ejr27duHadOmmS1v27YtKioqYGdnd0vWy9bWFuXl5fjyyy8xfvx4s+s+/vhjODg4QK/XW1X79OnTePnll9GuXTsEBweLb/ftt99adX8NtWHDBrRu3RoLFy4U5du0aYPk5GQAwIULF5Ceno7p06fj/PnzmDdvXmOu6i119OhR9OnTB46OjoiNjUW7du1w5swZ7NmzB2+88QZefvnlW72KeO211/DAAw9wVJjoT8YNRbppjh8/jocffhht27bFhg0b0KpVK9N18fHxOHr0KL7++usG34+iKNDr9XB0dKx1nV6vh729PWxsbt1guUqlgoODwy27f41Gg4EDB+Lf//53rQ3F9PR0RERE4PPPP/9T1qW8vBzNmjWDvb39n3J/1zp37hzc3d3FeTc3N0RGRpp+nzJlCgIDA/HOO+/glVdegVqtboS1vPUWLlyI0tJS5OTkoG3btmbXnTt37hatlfXKysrg5OR0q1eD6LbAXc9007z55psoLS3FBx98YLaReEXHjh3x9NNPm36vrq7Gq6++Cn9/f2g0GrRr1w4vvPACDAaD2e3atWuH++67D2vXrkXv3r3h6OiIFStWYNOmTVCpVMjIyMCsWbPQunVrNGvWDMXFxQCAnTt3IiwsDG5ubmjWrBmGDBmCrVu33vBxfPHFF4iIiICvry80Gg38/f3x6quvoqamxpQZOnQovv76a+Tn55t2VbZr1w5A3ccobtiwAYMGDYKTkxPc3d0xevRo5ObmmmXmzp0LlUqFo0ePIjo6Gu7u7nBzc0NMTAzKy8tvuO5XPPLII/jPf/6DwsJC07Jdu3bhyJEjeOSRR2rlL126hGeffRZ33HEHnJ2d4erqivDwcPz888+mzKZNm9CnTx8AQExMjOlxX3mcQ4cORffu3ZGdnY3BgwejWbNmeOGFF0zX/fEYxaioKDg4ONR6/KGhoWjevDlOnz593cdXVlaGZ555Bn5+ftBoNAgICMBbb70FRVEAXH0NNm7ciP3795vWddOmTdKnEADg4OCAPn36oKSkxGyD6b///S+io6NNh1f4+PggNjYWFy9eNLv9ldfz8OHDiIyMhJubG7y8vPDSSy9BURT88ssvGD16NFxdXeHj44O3337b7PaVlZWYPXs2evXqBTc3Nzg5OWHQoEHYuHGjWe7K433rrbfw3nvvmT5Tffr0wa5du274OPPy8tCmTZtaG4kA0LJlS7Pfr3wev/32WwQHB8PBwQFdu3ZFZmZmrdsWFhZi2rRpptepY8eOeOONN2rtyjcajVi8eDHuuOMOODg4wMvLC2FhYdi9ezeAy/98lZWVIS0tzfRaRkdHmz3HBw4cwCOPPILmzZvjrrvuqtfrRER144gi3TRffvklOnTogAEDBojyjz32GNLS0vDAAw/gmWeewc6dO5GcnIzc3FysWrXKLHvo0CFMmDABcXFxePzxxxEQEGC67tVXX4W9vT2effZZGAwG2NvbY8OGDQgPD0evXr0wZ84c2NjYIDU1FcOHD8cPP/yAvn371rleOp0Ozs7OSExMhLOzMzZs2IDZs2ejuLgY8+fPBwC8+OKLKCoqwq+//mrarens7Fxnze+++w7h4eHo0KED5s6di4qKCrzzzjsYOHAg9uzZY9rIvGL8+PFo3749kpOTsWfPHvzzn/9Ey5Yt8cYbb4ie23HjxmHKlCnIzMxEbGwsgMujiYGBgQgJCamVP3bsGFavXo0HH3wQ7du3x9mzZ7FixQoMGTIEBw4cgK+vL7p06YJXXnkFs2fPxhNPPIFBgwYBgNnrffHiRYSHh+Phhx9GZGQkvL29La7f4sWLsWHDBkRFRWH79u1Qq9VYsWIFvv32W3z44Yfw9fWt87EpioK//e1v2LhxIyZPnozg4GCsXbsWM2bMwKlTp7Bw4UJ4eXnhww8/xLx581BaWmrandylSxfR8/dHVzbC/jgyuW7dOhw7dgwxMTHw8fExHVKxf/9+7NixAyqVyqzGQw89hC5duuD111/H119/jb///e/w8PDAihUrMHz4cLzxxhv4+OOP8eyzz6JPnz4YPHgwAKC4uBj//Oc/MWHCBDz++OMoKSnBBx98gNDQUPz444+1dv+np6ejpKQEcXFxUKlUePPNNzFu3DgcO3bsuodCtG3bFt999x02bNiA4cOH3/A5OXLkCB566CFMmTIFUVFRSE1NxYMPPoisrCzcc889AC6PJg8ZMgSnTp1CXFwctFottm3bhqSkJJw5c8bs+N7JkydDp9MhPDwcjz32GKqrq/HDDz9gx44d6N27Nz788EM89thj6Nu3L5544gkAgL+/v9k6Pfjgg+jUqRNee+010z8M9X2diMgChegmKCoqUgAoo0ePFuVzcnIUAMpjjz1mtvzZZ59VACgbNmwwLWvbtq0CQMnKyjLLbty4UQGgdOjQQSkvLzctNxqNSqdOnZTQ0FDFaDSalpeXlyvt27dX7rnnHtOy1NRUBYBy/Phxs9y14uLilGbNmil6vd60LCIiQmnbtm2t7PHjxxUASmpqqmlZcHCw0rJlS+XixYumZT///LNiY2OjTJo0ybRszpw5CgAlNjbWrObYsWOVFi1a1Lqva0VFRSlOTk6KoijKAw88oNx9992KoihKTU2N4uPjo7z88sum9Zs/f77pdnq9Xqmpqan1ODQajfLKK6+Ylu3atavWY7tiyJAhCgBl+fLlFq8bMmSI2bK1a9cqAJS///3vyrFjxxRnZ2dlzJgxN3yMq1evNt3ujx544AFFpVIpR48eNbvfbt263bDmlWxgYKBy/vx55fz588rBgweVGTNmKACUiIgIs6yl98i///1vBYCyefNm07Irr+cTTzxhWlZdXa20adNGUalUyuuvv25a/ttvvymOjo5KVFSUWdZgMJjdz2+//aZ4e3ubvUeuvKYtWrRQLl26ZFr+xRdfKACUL7/88rqPfd++fYqjo6MCQAkODlaefvppZfXq1UpZWVmt7JXP4+eff25aVlRUpLRq1Urp2bOnadmrr76qODk5KYcPHza7/cyZMxW1Wq2cPHlSURRF2bBhgwJAeeqpp2rd1x8/v05OTmbPzRVXnuMJEybUuk76OhFR3bjrmW6KK7t7XVxcRPlvvvkGAJCYmGi2/JlnngGAWscytm/fHqGhoRZrRUVFmR2vmJOTY9rFevHiRVy4cAEXLlxAWVkZ7r77bmzevPm6Z7H+sVZJSQkuXLiAQYMGoby8HAcPHhQ9vj86c+YMcnJyEB0dDQ8PD9PyHj164J577jE9F380ZcoUs98HDRqEixcvmp5niUceeQSbNm1CQUEBNmzYgIKCAou7nYHLxzVeOa6zpqYGFy9ehLOzMwICArBnzx7xfWo0GsTExIiy9957L+Li4vDKK69g3LhxcHBwwIoVK254u2+++QZqtRpPPfWU2fJnnnkGiqLgP//5j3h9r3Xw4EF4eXnBy8sLgYGBmD9/Pv72t7/VOozgj+8RvV6PCxcu4M477wQAi8/XY489ZvpZrVajd+/eUBQFkydPNi13d3dHQEAAjh07Zpa9cnyn0WjEpUuXUF1djd69e1u8n4ceegjNmzc3/X5l1PePNS3p1q0bcnJyEBkZiRMnTmDx4sUYM2YMvL298f7779fK+/r6YuzYsabfXV1dMWnSJPz0008oKCgAAHz66acYNGgQmjdvbvoMXrhwASNGjEBNTQ02b94MAPj888+hUqksnl1dnxG/az8zQP1fJyKqjbue6aZwdXUFcHnDSiI/Px82Njbo2LGj2XIfHx+4u7sjPz/fbHn79u3rrHXtdUeOHAFweQOyLkVFRWZ/UP9o//79mDVrFjZs2FBrw6yoqKjOmnW58lj+uLv8ii5dumDt2rW1Dr7XarVmuSvr+ttvv5me6xsZOXIkXFxc8MknnyAnJwd9+vRBx44dLc4ZeeUYsaVLl+L48eNmx2O2aNFCdH8A0Lp163qduPLWW2/hiy++QE5ODtLT02sdD2dJfn4+fH19a/1TcmW38rXvnfpo164d3n//fRiNRuTl5WHevHk4f/58rZOTLl26hJdffhkZGRm1Tvaw9B659vV0c3ODg4MDPD09ay2/9vi5tLQ0vP322zh48CCqqqpMyy19Jq73vrmRzp0748MPP0RNTQ0OHDiAr776Cm+++SaeeOIJtG/fHiNGjDBlO3bsWGsjrnPnzgAu76r38fHBkSNH8N///hdeXl4W7+/K85aXlwdfX1+zf6KsYen5qO/rRES1cUORbgpXV1f4+vpi37599bqddMTA0hnOdV13ZbRw/vz5dU7hUtfxhIWFhRgyZAhcXV3xyiuvmOaU27NnD55//vk/bT69us6uVX4/9kpCo9Fg3LhxSEtLw7FjxzB37tw6s6+99hpeeuklxMbG4tVXX4WHhwdsbGwwbdq0ej3m671Olvz000+mP+B79+7FhAkT6nX7m83Jyclsg2jgwIEICQnBCy+8gH/84x+m5ePHj8e2bdswY8YMBAcHw9nZGUajEWFhYRafL0uvp+Q1/uijjxAdHY0xY8ZgxowZaNmyJdRqNZKTk5GXl2dVzRtRq9W44447cMcdd6B///4YNmwYPv74Y7PnRcJoNOKee+7Bc889Z/H6KxuWN4ul9159Xyciqo0binTT3HfffXjvvfewfft29O/f/7rZtm3bwmg04siRI2YnGJw9exaFhYUWz76UunKQu6ura73/uG3atAkXL15EZmam6YQC4PLUP9eSbuReeSyHDh2qdd3Bgwfh6enZaFN5PPLII0hJSYGNjQ0efvjhOnOfffYZhg0bhg8++MBseWFhodmo1808+L+srAwxMTHo2rUrBgwYgDfffBNjx441nVldlysnXpSUlJiNKl45LKAh751r9ejRA5GRkVixYgWeffZZaLVa/Pbbb1i/fj1efvllzJ4925S9MpJ9M3322Wfo0KEDMjMzzZ77P2sS7N69ewO4fPjEHx09ehSKopit0+HDhwHAdGKWv78/SktLb/gZ9Pf3x9q1a3Hp0qXrjirW9733Z75ORLczHqNIN81zzz0HJycnPPbYYzh79myt6/Py8rB48WIAl3eLAqjV2WTBggUAgIiICKvXo1evXvD398dbb72F0tLSWtefP3++ztteGZH54whMZWUlli5dWivr5OQk2n3VqlUrBAcHIy0tzWy6mn379uHbb781PReNYdiwYXj11Vfx7rvvwsfHp86cWq2uNer06aef4tSpU2bLrmzQ/vFxWOv555/HyZMnkZaWhgULFqBdu3aIioqqNT3StUaOHImamhq8++67ZssXLlwIlUqF8PDwBq/bHz333HOoqqoyvTctvUeA2u/lm8HSfe3cuRPbt2+/qffzww8/mO3WvuLK8bPXHjZx+vRps5kJiouL8a9//QvBwcGm99n48eOxfft2rF27tlbdwsJCVFdXAwDuv/9+KIpicVLvPz5uJyener3v/szXieh2xhFFumn8/f2Rnp5umgrkj51Ztm3bhk8//dQ091lQUBCioqLw3nvvmXb3/vjjj0hLS8OYMWMwbNgwq9fDxsYG//znPxEeHo5u3bohJiYGrVu3xqlTp7Bx40a4urriyy+/tHjbAQMGoHnz5oiKisJTTz0FlUqFDz/80OKuu169euGTTz5BYmIi+vTpA2dnZ4waNcpi3fnz5yM8PBz9+/fH5MmTTdPjuLm5XXeXcEPZ2Nhg1qxZN8zdd999eOWVVxATE4MBAwZg7969+Pjjj9GhQweznL+/P9zd3bF8+XK4uLjAyckJ/fr1u+4xpJZs2LABS5cuxZw5c0zT9aSmpmLo0KF46aWX8Oabb9Z521GjRmHYsGF48cUXceLECQQFBeHbb7/FF198gWnTptWaNqWhunbtipEjR+Kf//wnXnrpJbRo0QKDBw/Gm2++iaqqKrRu3RrffvutxVHnhrrvvvuQmZmJsWPHIiIiAsePH8fy5cvRtWtXi/8EWeuNN95AdnY2xo0bhx49egC4fLLHv/71L3h4eNTqPtS5c2dMnjwZu3btgre3N1JSUnD27FmkpqaaMjNmzMCaNWtw3333ITo6Gr169UJZWRn27t2Lzz77DCdOnICnpyeGDRuGRx99FP/4xz9w5MgR027hH374AcOGDUNCQgKAy5+37777DgsWLICvry/at2+Pfv361fmYXF1d/7TXiei2ditOtabb2+HDh5XHH39cadeunWJvb6+4uLgoAwcOVN555x2z6WWqqqqUl19+WWnfvr1iZ2en+Pn5KUlJSWYZRbk8Hce105MoytXpcT799FOL6/HTTz8p48aNU1q0aKFoNBqlbdu2yvjx45X169ebMpamx9m6daty5513Ko6Ojoqvr6/y3HPPmaZy2bhxoylXWlqqPPLII4q7u7sCwDRVjqXpcRRFUb777jtl4MCBiqOjo+Lq6qqMGjVKOXDggFnmylQf58+fN1tuaT0t+eP0OHWpa3qcZ555RmnVqpXi6OioDBw4UNm+fbvFaW2++OILpWvXroqtra3Z47zeVDR/rFNcXKy0bdtWCQkJUaqqqsxy06dPV2xsbJTt27df9zGUlJQo06dPV3x9fRU7OzulU6dOyvz5882mU7nROllax7qymzZtUgAoc+bMURRFUX799Vdl7Nixiru7u+Lm5qY8+OCDyunTp80yilL361nX63TtOhiNRuW1115T2rZtq2g0GqVnz57KV199pURFRZlNzWTpNb3i2nWyZOvWrUp8fLzSvXt3xc3NTbGzs1O0Wq0SHR2t5OXlmWWvfB7Xrl2r9OjRQ9FoNEpgYKDFz2FJSYmSlJSkdOzYUbG3t1c8PT2VAQMGKG+99ZZSWVlpylVXVyvz589XAgMDFXt7e8XLy0sJDw9XsrOzTZmDBw8qgwcPNk3jc2WqnLqeY0WRv05EVDeVotTjKGciImrS2rVrh+7du+Orr7661atCRH8CHqNIRERERBZxQ5GIiIiILOKGIhERERFZxA1FIiISO3HiBI9PJLrJNm/ejFGjRsHX1xcqlQqrV6++4W02bdqEkJAQaDQadOzYsVarUQBYsmQJ2rVrBwcHB/Tr1w8//vhjvdeNG4pEREREt1BZWRmCgoKwZMkSUf748eOIiIjAsGHDkJOTg2nTpuGxxx4zm7f0yvRtc+bMwZ49exAUFITQ0NBa7SxvhGc9ExEREf1FqFQqrFq1CmPGjKkz8/zzz+Prr782a5v78MMPo7CwEFlZWQCAfv36oU+fPqbmBEajEX5+fpg6dSpmzpwpXp96jyhGR0dDpVJhypQpta6Lj4+HSqUyTaosGUpVFAWzZ89Gq1at4OjoiBEjRrDFEhEREf1PMxgMKC4uNrvcqPOU1Pbt22u1xwwNDTV1baqsrER2drZZxsbGBiNGjKh3ZyerOrP4+fkhIyMDCxcuNDVi1+v1SE9Ph1arNeWuDKXGxsZi3LhxFmu9+eab+Mc//oG0tDS0b98eL730EkJDQ3HgwAE4ODiI1udru4Abh343+K37xFljZaUoZ9dvkLjmN5oHRLmII6+La6patZEFL9Xduu5aimfd7d7+qPz7jeKaxuoacVZlI/sfRvO3B8U1q9d+IcrVGGSvOwA49+opyhVt2ymu6dpd9n7e1zdBXNPH5rQ467kjU5RTtWgprqlclO3qqL70m7jmLxHPiHI+GbVbw9XFceDgG4cAqAwV4prGZq7ibEHrXqKczw8fiWvaNG8hyhkLL4lrlvSVtdisWvqGuKbn0Ov3h7+ibO9+cc1mHTvcOASgsmtfcc3C5e/eOPQ7+8S5opxd+jvimg6+ss+drVc9Pp/NPW8cAlC++XtxTaced4hyDuOeFte82eqz7WCNXS9OqNWacs6cOTelG1dBQQG8vb3Nlnl7e6O4uBgVFRX47bffUFNTYzFz8ODBet2XVRuKISEhyMvLQ2ZmJiZOnAgAyMzMhFarNWvlFR4eft2+q4qiYNGiRZg1axZGjx4NAPjXv/4Fb29vrF69Gg8//LA1q0dERER0XSo7VaPWT0pKQmJiotkyjUbTqPfZGKw+mSU2Ntasr2dKSgpiYmLqVeP48eMoKCgwGxp1c3NDv379bnrTeyIiIqI/i0ajgaurq9nlZm0o+vj44OzZs2bLzp49C1dXVzg6OsLT0xNqtdpixsdHtsfwCqs3FCMjI7Flyxbk5+cjPz8fW7duRWRkZL1qFBQUAIDFodEr113L0j7/KsVo3YMgIiKiJsnGVtWol8bUv39/rF+/3mzZunXr0L//5UM47O3t0atXL7OM0WjE+vXrTRkpqzcUvby8EBERAZ1Oh9TUVERERMDTU3acQ0MkJyfDzc3N7LLSKD+2hoiIiOivpLS0FDk5OcjJyQFweY9rTk4OTp48CeDybuxJkyaZ8lOmTMGxY8fw3HPP4eDBg1i6dClWrlyJ6dOnmzKJiYl4//33kZaWhtzcXDz55JMoKyur995fq45RvCI2NhYJCZcPqJfO/fNHV4Y/z549i1atWpmWnz17FsHBwRZvY2mf/wYP2QHgRERERACgsvvrTCW9e/duDBs2zPT7le2cqKgo6HQ6nDlzxrTRCADt27fH119/jenTp2Px4sVo06YN/vnPfyI0NNSUeeihh3D+/HnMnj0bBQUFCA4ORlZWVq29uDfSoA3FsLAwVFZWQqVSma2cVPv27eHj44P169ebNgyLi4uxc+dOPPnkkxZvo9Foau3jt1P9dV5sIiIiovoYOnQorjettaWuK0OHDsVPP/103boJCQmmAT1rNWhDUa1WIzc31/TztUpLS3H06FHT71eGUj08PKDVaqFSqTBt2jT8/e9/R6dOnUzT4/j6+l53okkiIiKihmjs4whvFw3aUAQAV9e65wi70VAqADz33HMoKyvDE088gcLCQtx1113IysoSz6FIRERERI2j3huKloY//+iP3VduNJQKXG5V88orr+CVV16p76qY1GcS7c3PypvZD1k8VpSzMZSLa4bbrRHlVL9PZC5SJZwg2iif8FrJP3rjEOo3ibZTB+2NQ7+rKSkV5dQ/bxPXVLeWTQlQtPeQuKbiJpvM2Km9cFJ0yCeyDizZIa5ptJF/1FW2dqKccumCuKZilM1MYNdSPknwiWIvUa69cBJtADjYRnYITefzm8U11QW/iLM2vrLPU30mJrcTvp42XvIpM4rsZc+9q4O9uKbRq7Uo59RV/p1T1a6LKGd/cJe4ppu//LNcaNtMlGse3ENcExb23llk0ItLqopl7yc7V2dxzZrz9esnfCs09jyKt4sGjygSERER/a/hrmcZngVCRERERBZxRJGIiIiaHO56luGIIhERERFZxBFFIiIianJ4jKIMRxSJiIiIyCKOKBIREVGTo1JzRFGCI4pEREREZBFHFImIiKjJseGIoki9NxSjo6ORlpaGuLg4LF++3Oy6+Ph4LF261NSib/PmzZg/fz6ys7Nx5swZrFq1yqyHc1VVFWbNmoVvvvkGx44dg5ubG0aMGIHXX38dvr6+4nUyVgo7k0DebQUAvn96lSg3bNNr4pplbrJZ/V1/kXVGAQDFwUmUqz4i7zhi5+0ty7nI7hsAVPYacdbWQ9ZNQtVc1hkFAJTiQlFOXY9uEoqdLGvbvLm4JkqLRbHTAd3EJVsVHRRnDb/+KsrZt5Z/Rm3sZC05jaWyjjwAEOAu63ii/CR/39v6jRDl1GfyxTWhkbcj1VTLujwZq6rFNVXNPUS5mlMnxTXLOsk6jtTd4LU2m+KLolzl6dPyov53iGLSbkgAYFNwVpz1KDouyhkLL4lrit2gK9of1ZSWiXK27m7imsaKCnH2VlHZcENRwqpdz35+fsjIyEDFH94Ier0e6enp0GqvtmkrKytDUFAQlixZYrFOeXk59uzZg5deegl79uxBZmYmDh06hL/97W/WrBYRERER3URW7XoOCQlBXl4eMjMzMXHiRABAZmYmtFot2rdvb8qFh4cjPDy8zjpubm5Yt26d2bJ3330Xffv2xcmTJ802OomIiIhuFpWap2lIWP0sxcbGIjU11fR7SkoKYmJiGrxCRUVFUKlUcHd3b3AtIiIiIrKe1SezREZGIikpCfn5l4/V2bp1KzIyMrBp0yarV0av1+P555/HhAkT4Opq+egWg8EAg8Fgvqy6BhpbtdX3S0RERE0LT2aRsXpE0cvLCxEREdDpdEhNTUVERAQ8PT2tXpGqqiqMHz8eiqJg2bJldeaSk5Ph5uZmdlmwYbfV90tEREREljVoepzY2FgkJCQAQJ0nrEhc2UjMz8/Hhg0b6hxNBICkpCQkJiaaLdMvmWn1fRMREVHTw7OeZRq0oRgWFobKykqoVCqEhoZaVePKRuKRI0ewceNGtGhx/elONBoNNBrzaVYU7nYmIiIiuukatKGoVquRm5tr+vlapaWlOHr06nyAx48fR05ODjw8PKDValFVVYUHHngAe/bswVdffYWamhoUFBQAADw8PGBvL5/PjoiIiEiKxyjKNLgzy/V2E+/evRvDhg0z/X5ll/GVCblPnTqFNWvWAACCg4PNbrtx40YMHTq0oatHREREVAt7PcuoFKUe07f/RZVvXinO2hhknQ8AwNjMRZTbOPQFcc0+P38syrns+VZcs/CnfaLcb0++Ja5ZA9nu/JZVsi4eAGCwlXVzAIBCyDqudNy2/Mah313atVeUc4uST/NU4CHrjtLm5BZxTcVG9tzbGOSdD6qPHRZnS4Y+JMo137teXPN4yMOiXJVR1pEHADqdkt2/kpcrrnnv6rtFuQXzg8U1O1b+V5wd/ZIslzHfXVzT7TvZd05mt9fFNcfte06Usw3sLq75blGkKDe8+2/iml1zUm8cAgAnZ3FNxVHejerRLwaKcnGxrcU1K6pk4ztujoYbh+qp67/jxdmjExeLcv271Kd/z821e0j/Rq3f+/vtjVr/z8Jez0RERNTkqGw44bYEnyUiIiIisogjikRERNTkcHocGY4oEhEREZFFHFEkIiKiJofT48hwRJGIiIiILOKIIhERETU5PEZRhhuKRERE1ORwehwZPktEREREZFG9RxSjo6ORlpaGuLg4LF9u3hUjPj4eS5cuNbXo27x5M+bPn4/s7GycOXMGq1atwpgxY+qsPWXKFKxYsQILFy7EtGnTxOv0jeYBcTbcbo04W+bWRpSTdlsBgF1BE0W5QTv+Ia7p1KWXLFh9TlzTrlrW9eOSo7yjwO4zfuJsmV62S6Czo7zbS+V0WeeJS0q1uOaX+7SiXNe2D4pr2trImiX5O/0irqn4DxZn3SrOyoJOss5FAFBYKcsevyivechB1kHGq189OlSs/lGeFbroJHuPAMCwca1EOU1ltrjmb/dMEuXszsmbdP0wYJ4oF+Ig70rjoZKNW5wqcRPXzG83XZQLO/qmuObBzvK/N+0CZd9P/z1uL67p6yXLuTvKX0+t5pQoZ5yYIK7ppz4pTMq799xs3PUsY9WIop+fHzIyMlBRcXVjQq/XIz09HVrt1S/FsrIyBAUFYcmSJTesuWrVKuzYsQO+vr7WrBIRERER3WRWHaMYEhKCvLw8ZGZmYuLEyyNkmZmZ0Gq1aN++vSkXHh6O8PDwG9Y7deoUpk6dirVr1yIiIsKaVSIiIiIS4/Q4MlYfoxgbG4vU1KsN11NSUhATE1PvOkajEY8++ihmzJiBbt26Wbs6RERERHSTWb2hGBkZiS1btiA/Px/5+fnYunUrIiMj613njTfegK2tLZ566ilR3mAwoLi42OxSVVmPY5CIiIioyVPZqBr1cruwekPRy8sLERER0Ol0SE1NRUREBDw9PetVIzs7G4sXL4ZOp4NKJXtSk5OT4ebmZnZZlSY7SYGIiIiI5Bo0j2JsbCwSEi6fBSU5YeVaP/zwA86dO2d2AkxNTQ2eeeYZLFq0CCdOnKh1m6SkJCQmJpot+/pnu3rfNxERETVdnEdRpkEbimFhYaisrIRKpUJoaGi9b//oo49ixIgRZstCQ0Px6KOP1nm8o0ajgUajMVtmZ2+s930TERFR03U77R5uTA3aUFSr1cjNzTX9fK3S0lIcPXrU9Pvx48eRk5MDDw8PaLVatGjRAi1atDC7jZ2dHXx8fBAQENCQVSMiIiKiBmpwCz9XV9c6r9u9ezeGDRtm+v3KLuMrE3ITERER3QocUZRRKYoin779L6rio9fEWZWjo7xwTY0oplRWiktWCbuo/HCn7CxwAAj+v2BRrsXd8u4cNV6yjivqSwXimkozedeNapcWNw4BUP93u7hm1aVCUc7ex1tcM7+/rOtFu9wvxTWNF8+LcoV3jhHXbH56rzirHD8sytm41P1PYi0usm4aFa06iUtqCs+Icsbcn8U1P2yXLMrFqHXimnpPeWeWb/VDRbm//bJAXBNuzUWxYr8gcUnXkzminPHsaXHNM4Nks2a0KDohrulwWvZerhcHeTeo3a3uF+UCsF9cU10tm+XDzlAirmlXKOvaVbZ1i7hmsyHDbhwC4DhM1q2sMRx6qP6HzNVHwCdrG7X+n6XBI4pERERE/2s4oijDU36IiIiIyCKOKBIREVGTw+lxZPgsEREREZFFHFEkIiKiJsdGzWMUJbihSERERE0OT2aR4a5nIiIiIrKII4pERETU5PBkFpl6PUvR0dFQqVSYMmVKrevi4+OhUqkQHR0NANi8eTNGjRoFX19fqFQqrF692mLN3Nxc/O1vf4ObmxucnJzQp08fnDx5st4PhIiIiIhurnqPKPr5+SEjIwMLFy6E4+9dTvR6PdLT06HVXu1AUFZWhqCgIMTGxmLcuHEWa+Xl5eGuu+7C5MmT8fLLL8PV1RX79++Hg4NDvdZJ1aqNPFwl76KiODiJcoVfyrtuOAk7s0i7rQBAztIcUa73lOfENS/atRLlvNx+Fdesj3J7WScP90v/Ede8dOC4KOfdp7+4Zo1Su8e5JYqzu7imTXWVKOdx6AdxTf3vPdkl7O+8S5QzHj0gv/+AvqJckZPsfQcArQ7tEuWqSsvFNVf/O0eUu3eOvMuRz9n/irP/SjkoyoVNuUNcU9nwlSi33/cRcc3AdbLOMM0H9hPX3JzfQZQbpJUfV+a7Z5MopxiN4ppqv3bi7DfbZX9ibQcGiGva2MtyHk6X5DU9ZPev+Ur+fVvWJkSUk/ctuvl4jKJMvTcUQ0JCkJeXh8zMTEyceLn1TmZmJrRaLdq3b2/KhYeHIzw8/Lq1XnzxRYwcORJvvvmmaZm/v399V4mIiIiIGoFVO+hjY2ORmppq+j0lJQUxMTH1qmE0GvH111+jc+fOCA0NRcuWLdGvX786d1ETERER3SwqG1WjXm4XVm0oRkZGYsuWLcjPz0d+fj62bt2KyEhZQ/crzp07h9LSUrz++usICwvDt99+i7Fjx2LcuHH4/vvv67ydwWBAcXGx2cVQKdtVR0RERERyVp317OXlhYiICOh0OiiKgoiICHh6etarhvH3Y0JGjx6N6dOnAwCCg4Oxbds2LF++HEOGDLF4u+TkZLz88stmy158dAxmRY214pEQERFRU8SznmWsnh4nNjYWCQkJAIAlS5bU+/aenp6wtbVF165dzZZ36dIFW7ZsqfN2SUlJSExMNFumbP203vdPRERETdfttHu4MVm9oRgWFobKykqoVCqEhobW+/b29vbo06cPDh06ZLb88OHDaNu2bZ2302g00Gg0Zsv09nb1vn8iIiIiuj6rNxTVajVyf59yQ62uPUVIaWkpjh49avr9+PHjyMnJgYeHh2kanRkzZuChhx7C4MGDMWzYMGRlZeHLL7/Epk2brF0tIiIiohvirmeZBnVmcXV1rfO63bt3Y9iwYabfr+wujoqKgk6nAwCMHTsWy5cvR3JyMp566ikEBATg888/x113yeZxIyIiIqLGo1IURbnVK9FQ+k/floeNNeJo1bnzotwv4dPFNZtXn5PlDm8V1yzqdKcot7uHfELdjuPaiXL2Tpobh37nPVg22Xh92PjKp2s1ePqJcpWZH4trno1OFuU6HlwlrlntJZtAfsWZ+8Q1e3XUi7MdV0SJcp6jrj9PqjWMv8gmRQeAnX2TRLm+JfJJgtUlv4lyhd9tFNe0n1S7k1VdNDuyRLmiA3nimhf+b7Eo1+LdqeKaq8M+EeUmHX5GXLPoiKwjl2PL5uKa/x0re+x3qHLENZ1/3S/OGk/JHpP+zFlxzcqiMlGuWeuW4pqFB0+Icl4P3S+uWfSN7HPnM/8jcc2b7dep4xu1fpt3VjZq/T8Lx12JiIiIyKIG7XomIiIi+l/Es55lOKJIRERERBZxRJGIiIiaHJ71LMNniYiIiIgs4ogiERERNTk8RlGGG4pERETU5HDXswyfJSIiIiKyiCOKRERE1ORw17NMvTYUo6OjkZaWhri4OCxfvtzsuvj4eCxdutTUom/z5s2YP38+srOzcebMGaxatQpjxowxu01paSlmzpyJ1atX4+LFi2jfvj2eeuopTJki72QAAIqnjzybf/TGod/ZeXuLcjWo3eu6zprVFbKaXq3FNS/atRLlpN1WAOBo5glRrntMF3HN+nRRUezsZTnFKK5Z5iTrVODm5yuuWVrtKMopzZzFNSucZevp5y1vqlRRJf+oN+/eSZQzOsofU5WTrJuG4tVWXPP4edlz7+9Xj/eop6xzk+ddss8xAJxuJvt8AoCvl+y1d/YrFdc8o8he+xahd4trlpXLPnd2PrLvUADwlGabe4lrllXZiXJqdaW4Zo2rhzhb0aabKNfsYr64ZjOD7L1X7eYprulhL+sEVu3SQlzTPeQOcZb+2uq969nPzw8ZGRmoqLj6ZtXr9UhPT4dWe3VDoKysDEFBQViyZEmdtRITE5GVlYWPPvoIubm5mDZtGhISErBmzZr6rhYRERGRmMpG1aiX20W9NxRDQkLg5+eHzMxM07LMzExotVr07NnTtCw8PBx///vfMXbs2Dprbdu2DVFRURg6dCjatWuHJ554AkFBQfjxxx/ru1pEREREdJNZdTJLbGwsUlNTTb+npKQgJiam3nUGDBiANWvW4NSpU1AUBRs3bsThw4dx7733WrNaRERERDI2No17uU1Y9UgiIyOxZcsW5OfnIz8/H1u3bkVkZGS967zzzjvo2rUr2rRpA3t7e4SFhWHJkiUYPHhwnbcxGAwoLi42uxgqq6x5GERERER0HVZtKHp5eSEiIgI6nQ6pqamIiIiAp6f8wNkr3nnnHezYsQNr1qxBdnY23n77bcTHx+O7776r8zbJyclwc3Mzu8xP5zGNREREJKdSqRr1cruwenqc2NhYJCQkAMB1T1ipS0VFBV544QWsWrUKERERAIAePXogJycHb731FkaMGGHxdklJSUhMTDRbZtyeaTFLREREZAkn3JaxekMxLCwMlZWVUKlUCA0Nrfftq6qqUFVVBZtrXii1Wg2jse6pFzQaDTQajdmyCnvZFAhEREREJGf1hqJarUZubq7p52uVlpbi6NGrcxYeP34cOTk58PDwgFarhaurK4YMGYIZM2bA0dERbdu2xffff49//etfWLBggbWrRURERHRDt9MUNo2pQZ1ZXF1d67xu9+7dGDZsmOn3K7uLr0zIDQAZGRlISkrCxIkTcenSJbRt2xbz5s2r94TbRERERHTz1WtD8coGXl1Wr15t+nno0KFQlOt3jvDx8TGbZsda5d9vFGeN1bLOCwBg5+IkyrW841dxzUuOso4r2vyfxTW93GT3X+qkuXHod9KOK/tSc8U11RpZtxUAcPKRdQBwGFj3GfLX8jixS5S7sO+IuGbn/v8V5Yx5h8Q1XaqrRbnWwq4PANDMTi/OGs5fkNUsviiuqdGXiXI1x+TPvUO3YTcOAfAs2CeuaSNcT1QaxDVbFB0XZ2GQvU4VZ+XPfZsa2f0bDuwX1+w8RNYVqHCl7PMBAGqNsIuKQ564ZtcJsu8Hza9nxDUrd2wRZ5179xXlyn7YLK5pI/wedWwn73JUY2GvoCW2J+XfY9WX5O/RW+YvdozikiVLMH/+fBQUFCAoKAjvvPMO+va1/B6qqqpCcnIy0tLScOrUKQQEBOCNN95AWFiYKVNTU4O5c+fio48+QkFBAXx9fREdHY1Zs2bV62Sbv9azRERERNTEfPLJJ0hMTMScOXOwZ88eBAUFITQ0FOfOnbOYnzVrFlasWIF33nkHBw4cwJQpUzB27Fj89NNPpswbb7yBZcuW4d1330Vubi7eeOMNvPnmm3jnnXfqtW7cUCQiIqIm56/Uwm/BggV4/PHHERMTg65du2L58uVo1qwZUlJSLOY//PBDvPDCCxg5ciQ6dOiAJ598EiNHjsTbb79tymzbtg2jR49GREQE2rVrhwceeAD33ntvvbvfcUORiIiI6Caz2CDEUPuwlcrKSmRnZ5tNC2hjY4MRI0Zg+/btddZ2cHAwW+bo6IgtW64eGjFgwACsX78ehw8fBgD8/PPP2LJlC8LDw+v1OLihSERERE2OSmXTqBdLDUKSk5NrrceFCxdQU1MDb29vs+Xe3t4oKCiwuO6hoaFYsGABjhw5AqPRiHXr1iEzMxNnzlw93nbmzJl4+OGHERgYCDs7O/Ts2RPTpk3DxIkT6/U8NeisZyIiIqL/SY08PY6lBiHXzgNtrcWLF+Pxxx9HYGAgVCoV/P39ERMTY7areuXKlfj444+Rnp6Obt26IScnB9OmTYOvry+ioqLE98UNRSIiIqKbzFKDEEs8PT2hVqtx9uxZs+Vnz56Fj4+Pxdt4eXlh9erV0Ov1uHjxInx9fTFz5kx06NDBlJkxY4ZpVBEA7rjjDuTn5yM5ObleG4rc9UxERERNjsrGplEvUvb29ujVqxfWr19vWmY0GrF+/Xr079//urd1cHBA69atUV1djc8//xyjR482XVdeXl7v7neWcESRiIiI6BZKTExEVFQUevfujb59+2LRokUoKytDTEwMAGDSpElo3bq16RjHnTt34tSpUwgODsapU6cwd+5cGI1GPPfcc6aao0aNwrx586DVatGtWzf89NNPWLBgAWJjY+u1btxQJCIioibnr9TC76GHHsL58+cxe/ZsFBQUIDg4GFlZWaYTXE6ePGk2OqjX6zFr1iwcO3YMzs7OGDlyJD788EO4u7ubMu+88w5eeukl/N///R/OnTsHX19fxMXFYfbs2fVat3pvKEZHRyMtLQ1xcXFYvny52XXx8fFYunSpqU1fcnIyMjMzcfDgQTg6OmLAgAF44403EBAQUKuuoigYOXIksrKysGrVKowZM0a8TvXptuLUQSvOquxlB50W2zYT19x9xk+U82vmIq4p5T24lzhr4yt7nurTbeXn5fJuM9LOMDWj24lrOv8q6zyhcZN15AGAZmdlXSJK8k+Ja7r4thHlfimUr6evm/wLsVnnTqJcUYc+4ppux2RdcaoKi8Q12zQvF+Vsjp69ceh35e2DRDkHB/lzrzmfL84WBt0jyrnbyrqYAECJIvt+tPfxvnHodxpb2a4r1y7+4po2jrLv0bIj8s4s3mdl3zmXWnUX12zhe1ScrXKRdZiydXIU17S9TutcM47ymmp74fe4It9laevTSpylyxISEpCQkGDxuk2bNpn9PmTIEBw4cOC69VxcXLBo0SIsWrSoQetl1TGKfn5+yMjIQEVFhWmZXq9Heno6tNqrGxjff/894uPjsWPHDqxbtw5VVVW49957UVZWu03WokWL6tVShoiIiMhqKpvGvdwmrNr1HBISgry8PGRmZprm48nMzIRWq0X79u1NuaysLLPb6XQ6tGzZEtnZ2Rg8+GoPzpycHLz99tvYvXs3WrXifyFEREREfwVWb/LGxsYiNTXV9HtKSorpoMu6FBVd3q3k4eFhWlZeXo5HHnkES5YsqfM0cCIiIqKb6a/Uwu+vzOoNxcjISGzZsgX5+fnIz8/H1q1bERkZWWfeaDRi2rRpGDhwILp3v3o8yPTp0zFgwACzU7qvx2JLnHoco0hEREQEG5vGvdwmrD7r2cvLCxEREdDpdFAUBREREfD09KwzHx8fj3379pn1IVyzZg02bNiAn376SXy/ycnJePnll82WPTsoCM8N7ln/B0FEREREdWrQJm9sbCx0Oh3S0tKuOy9PQkICvvrqK2zcuBFt2lw9o3PDhg3Iy8uDu7s7bG1tYWt7ebv1/vvvx9ChQy3WSkpKQlFRkdnl6QE9GvIwiIiIqIlRqVSNerldNGgexbCwMFRWVkKlUiE0NLTW9YqiYOrUqVi1ahU2bdpkdqILcLlh9WOPPWa27I477sDChQsxatQoi/dpqSWOwVbdkIdBRERERBY0aENRrVYjNzfX9PO14uPjkZ6eji+++AIuLi4oKCgAALi5ucHR0RE+Pj4WT2C59uxpIiIiopvqNjqOsDE1+FlydXWFax0TgC5btgxFRUUYOnQoWrVqZbp88sknDb1bIiIiImpk9R5R1Ol0171+9erVpp8VRalveatuU5/m2zUlpeKsrYes+0EhZLPvA0CZXnbcQrW7vGa5vZsoJ+8lASh2spn6nXzk6ynttgIA+1JzRblhj/4qrgm17O2u1MjPolfsZN17HFt5iWvqWweKcscOybskVFXLX/2gfFknEXXXSnHNyiOHRbnfDp0U1zzUS/aYenvIO45IO+3ggrzbC1xln896qcd7VKOXdbspyZW9RgBwsa3ss1R5/qK4pq1zxY1DAIpPFIhrGt1ai3Il6ubims3yf5FnNQ6i3Jlcefceaeco5YC8g0zzHrW7pVli49lSXLNkV7Yo53C/uORNdztNYdOYOO5KRERERBY16BhFIiIiov9Jt1GbvcbEDUUiIiJqerjrWYSb00RERERkEUcUiYiIqMlRcdezCJ8lIiIiIrKII4pERETU9PAYRRGOKBIRERGRRSqlnjNcR0dHIy0tDXFxcVi+fLnZdfHx8Vi6dCmioqKg0+mQnJyMzMxMHDx4EI6OjhgwYADeeOMNBASYT+65fft2vPjii9i5cyfUajWCg4Oxdu1aODo6itapZHeWeP3VP28TZ228W4lyxovn5TUdm8lqlpaIa1ZdKhTlND2CxTUVW+Fgs418ULrMs5042+w32UTaG4fPEtfsmRAiynnc1Vdc89fgMaJcmyPrxTWr3WWT2lY5yidydjxzRJxVLpyT5Qx6cU106i6KlbVoKy5pWy27f8cL8smMp+223GP+Wm8N3SKuaVsoez4BINMpVpQbd/ptcc2aokJR7uzwGHFNz0LZZM72R38W1zzWK1KU86k4Jq5pU1MtymkObBfXVHnJ/i4AwBrnSaJcSMt6TLhtlE1M3vyScPJ4AOoKWSOKmv0/iWvadpRN4u0QOllc82Yr/2B2o9ZvNvmVRq3/Z7FqRNHPzw8ZGRmoqLj6htXr9UhPT4dWqzUt+/777xEfH48dO3Zg3bp1qKqqwr333ouysjJTZvv27QgLC8O9996LH3/8Ebt27UJCQgJs2IORiIiI6Jay6hjFkJAQ5OXlITMzExMnTgQAZGZmQqvVon379qZcVpb5SJ9Op0PLli2RnZ2NwYMHAwCmT5+Op556CjNnzjTlrh1xJCIiIrqpVDxGUcLqYbvY2Fikpqaafk9JSUFMzPV3XRQVXe456uHhAQA4d+4cdu7ciZYtW2LAgAHw9vbGkCFDsGWLfLcOERERUb3Z2DTu5TZh9SOJjIzEli1bkJ+fj/z8fGzduhWRkXUfY2I0GjFt2jQMHDgQ3btfPl7p2LHLx5rMnTsXjz/+OLKyshASEoK7774bR45YPqbKYDCguLjY7GKorLT2YRARERFRHazeUPTy8kJERAR0Oh1SU1MREREBT0/POvPx8fHYt28fMjIyTMuMRiMAIC4uDjExMejZsycWLlyIgIAApKSkWKyTnJwMNzc3s8vbupXWPgwiIiJqilSqxr3cJho0j2JsbCwSEhIAAEuWLKkzl5CQgK+++gqbN29GmzZtTMtbtbp89ljXrl3N8l26dMHJkyct1kpKSkJiYqLZssp9m6xZfSIiIiK6jgZtKIaFhaGyshIqlQqhoaG1rlcUBVOnTsWqVauwadMmsxNdAKBdu3bw9fXFoUOHzJYfPnwY4eHhFu9To9FAo9GYLSuxt2/IwyAiIqImRnUbHUfYmBq0oahWq5Gbm2v6+Vrx8fFIT0/HF198ARcXFxQUFAAA3Nzc4OjoCJVKhRkzZmDOnDkICgpCcHAw0tLScPDgQXz22WcNWTUiIiIiaqAGt/BzdXWt87ply5YBAIYOHWq2PDU1FdHR0QCAadOmQa/XY/r06bh06RKCgoKwbt06+Pv7N3TViIiIiCxTcURRot4bijqd7rrXr1692vSztOnLzJkzzeZRrK/qtV+Is+rWPuKsUlwoyl3atVdcs3L666Jci1X/ENe8dOC4KOcxXNZ1AgDKnGTdQTxO7BLXdP51vzgLteytKe22AgA/vbtHlBsWFCiu6XNhnyhXdeTQjUO/U7ueFuU07eXrWX1M1kkDkHdUMObLOz/ATnZ4iNNFeYcKm99kHU8ubdoqrhk47FFRrsLFW1zTpR6dWfYdks3gMLaDvDtI+X9lnzsV5E26qv+TKcrZeDSX11Rkn3mHS7KuTQBg2LZZlFO1k3cEqtybI85e7Botynk6yL7DAaBSU/fgjFnO0V1cs7x5+xuHAFTqPhbXdB0yVpRzEFekW6XBI4pERERE/3Nsbp8zkxsTNxSJiIioyVFx17MInyUiIiIisogjikRERNT0cNezCEcUiYiIiMgijigSERFR08NjFEX4LBERERGRRRxRJCIioqZHxWMUJTiiSEREREQW1XtEMTo6GmlpaYiLi8Py5cvNrouPj8fSpUsRFRUFnU6H5ORkZGZm4uDBg3B0dMSAAQPwxhtvICDgaueHgoICzJgxA+vWrUNJSQkCAgLw4osv4v777xevU41B1s0AAIr21qNDhoOsm4RbVIy45iWlWpSz95F3fvDu01+UK8uUz6rv5ucryl3Yd0RcU+PmJM4qNTWinMddfcU1pR1XNj6eLq45PE32Hqmsx3tULXzsh1sNE9f0btlZnLVfuVSUc+rXT1yzcvsmUU76ugPA4b+9KsrdYdCLa0Zrvxfl7H+U5QAAzeTv+xe6fyvKlf9no7imy+DBopz63/PFNQ/dL8t2/Phpcc0O374lylWcvySuqR4TKcoZi+Xdc1Tn5NkYtU6UK/96u7imnVotytnY2YlruihG2X0Pk3/fVnz2gSzYXfb3q1HYcKxMwqpnyc/PDxkZGaioqDAt0+v1SE9Ph1arNS37/vvvER8fjx07dmDdunWoqqrCvffei7KyMlNm0qRJOHToENasWYO9e/di3LhxGD9+PH766acGPCwiIiKi61DZNO7lNmHVIwkJCYGfnx8yM6/2+8zMzIRWq0XPnj1Ny7KyshAdHY1u3bohKCgIOp0OJ0+eRHZ2timzbds2TJ06FX379kWHDh0wa9YsuLu7m2WIiIiI6M9n9SZvbGwsUlNTTb+npKQgJub6u2CLiooAAB4eHqZlAwYMwCeffIJLly7BaDQiIyMDer0eQ4cOtXbViIiIiK7PRtW4l9uE1RuKkZGR2LJlC/Lz85Gfn4+tW7ciMrLu40GMRiOmTZuGgQMHonv37qblK1euRFVVFVq0aAGNRoO4uDisWrUKHTt2tFjHYDCguLjY7GKolh/XREREREQyVk+P4+XlhYiICOh0OiiKgoiICHh6etaZj4+Px759+7Blyxaz5S+99BIKCwvx3XffwdPTE6tXr8b48ePxww8/4I477qhVJzk5GS+//LLZshmDg/HckBBrHwoRERE1NbfRcYSNqUHzKMbGxiIhIQEAsGTJkjpzCQkJ+Oqrr7B582a0adPGtDwvLw/vvvsu9u3bh27dugEAgoKC8MMPP2DJkiW1zqoGgKSkJCQmJpotK3n9qYY8DCIiIiKyoEEbimFhYaisrIRKpUJoaGit6xVFwdSpU7Fq1Sps2rQJ7du3N7u+vLwcAGBzzSnqarUaRqPl0/U1Gg00Go3Zskpb2XQBRERERAA44bZQgzYU1Wo1cnNzTT9fKz4+Hunp6fjiiy/g4uKCgoICAICbmxscHR0RGBiIjh07Ii4uDm+99RZatGiB1atXY926dfjqq68asmpERERE1EANbuHn6upa53XLli0DgFpnMKempiI6Ohp2dnb45ptvMHPmTIwaNQqlpaXo2LEj0tLSMHLkyIauGhEREZFlnHBbRKUoinKrV6Kh9F+8K84qbi3kWTtZ141TPr3FNb/cp71xCMDI7qfENWsU2a53BfJh9tJqR1Guc+V/xTWbnc0TZxU7zY1DAE753Smu6XNhnyinzpPlAGBDlE6UG7bh7+KaF3y63zgEIKdI3m3Fo5m8O4m7fYkoV1HjIK7Z/cx/RLlqJzdxzbm7hohyzw6Xdw96b3c3Ua5noPwPzD0lGeJs0r7RotzUCHl3EO/z+0W5055B4pqbT8i+xx6x/1Rc85CPrNOQf7F8jt3f3NqJcuUqZ3HN9jkrxdlUp+mi3Pg228Q1Lzq2uXEIgEuVvIPN/souolxXjbyzWZVa9h3etmPAjUONRP/Vskat73Dfk41a/8/S4BFFIiIiov85PEZRhBuKRERE1PRwehwRPktEREREZBFHFImIiKjp4cksInyWiIiIiMgijigSERFR08OTWUQ4okhEREREFnFEkYiIiJoenvUswmeJiIiIiCyq94hidHQ00tLSEBcXh+XLl5tdFx8fj6VLlyIqKgo6nQ7Lli3DsmXLcOLECQBAt27dMHv2bISHh5tuo9fr8cwzzyAjIwMGgwGhoaFYunQpvL29xetUtG2nOOvUXjarPQDYNm8uyrWplHe96Nr2QVGuXe6X4pqKs7sopyotlNdsJutUYMyTz9Rfki/vNuPYykuUa6MvE9esOiJb10pDpbimtOPKxuGzxDXv/vwpUa51oPwz4gP5c99i30ZRrqqNvDOMqljWJcKu6KK45guD3UU5zfrV4poTwhJEOb9ftoprqs7Jn/snwotFuda534prKsJuN37534trDm83QJRTbZN/P3QSdmPCHnkXE+8OHUW5Em0PcU2lokKcjeiRK8o55WwX13RydRfljA5O4pp36WXdbmpOHBPXVLfxkwVvYWcWHqMoY9WIop+fHzIyMlDxhw+MXq9Heno6tNqrrZ3atGmD119/HdnZ2di9ezeGDx+O0aNHY//+qy2lpk+fji+//BKffvopvv/+e5w+fRrjxo1rwEMiIiIiugEbm8a93CaseiQhISHw8/NDZmamaVlmZia0Wi169uxpWjZq1CiMHDkSnTp1QufOnTFv3jw4Oztjx44dAICioiJ88MEHWLBgAYYPH45evXohNTUV27ZtM2WIiIiI6NawepM3NjYWqamppt9TUlIQExNTZ76mpgYZGRkoKytD//79AQDZ2dmoqqrCiBEjTLnAwEBotVps3y4fiiciIiKqD0WlatTL7cLqs54jIyORlJSE/Px8AMDWrVuRkZGBTZs2meX27t2L/v37Q6/Xw9nZGatWrULXrl0BAAUFBbC3t4e7u7vZbby9vVFQUGDxfg0GAwwGg/my6hpobNXWPhQiIiIissDqEUUvLy9ERERAp9MhNTUVERER8PT0rJULCAhATk4Odu7ciSeffBJRUVE4cOCA1SucnJwMNzc3s8s/duyzuh4RERE1QSqbxr3cJho0j2JsbCwSEi6fJbhkyRKLGXt7e3TsePnMs169emHXrl1YvHgxVqxYAR8fH1RWVqKwsNBsVPHs2bPw8fGxWC8pKQmJiYlmywpfntKQh0FEREREFjRokzcsLAyVlZWoqqpCaGio6DZGo9G067hXr16ws7PD+vXrTdcfOnQIJ0+eNB3HeC2NRgNXV1ezC3c7ExERUb1wRFGkQSOKarUaubm5pp+vlZSUhPDwcGi1WpSUlCA9PR2bNm3C2rVrAQBubm6YPHkyEhMT4eHhAVdXV0ydOhX9+/fHnXfe2ZBVIyIiIqIGanALP1dX1zqvO3fuHCZNmoQzZ87Azc0NPXr0wNq1a3HPPfeYMgsXLoSNjQ3uv/9+swm3iYiIiBrL7XRmcmOq94aiTqe77vWrV682/fzBBx/csJ6DgwOWLFlS5zGOEq7d5TO7q1q0lBculXVJUGzku75tbRRRznjxvLimTXWVKFfdqr24ZoWz7Hlyqa4W13TxlXfF0bcOFAZlrxEAqF1Py3I1NeKaF3y6i3LSbisAsP7+f4hyw75rIa6JE4fFUWN74XNfD1W+/qJcmbO824xTsez1rI+NedobhwA82OqkuGZp62Bx9lix7HPXoR6fO+kfw7NtLR/uY4mLQdZBR2VrJ655pIWs20ubIfL3iEuBrDOMUSX/Djf6dxVnj+hl37nOAX3FNWtsZR1sqm3sxTWdSy3PMnIt9Sn5+77cr5so5yCu2Ahuo93DjYnPEhERERFZ1OBdz0RERET/c7jrWYQjikRERERkEUcUiYiIqOmx4ViZBJ8lIiIiIrKII4pERETU5HB6HBmOKBIRERGRRRxRJCIioqaH8yiKqBRFkc0A/bvo6GikpaUhLi4Oy5cvN7suPj4eS5cuRVRUFHQ6HZYtW4Zly5bhxIkTAIBu3bph9uzZCA8PBwBcunQJc+bMwbfffouTJ0/Cy8sLY8aMwauvvgo3NzfxOu06VCjOBpbsEGdPN5dNGNo27ztxzTP+g0Q5TXW5uKbHoR9EuSXG/xPX9POWvS1au8nX85dCJ3H22C9GUe7JwC3impqis6Lc4VbDxDVPFnmIcq1di8Q1u5z5VpTbOGKOuGavaX3E2W0P/kuUC9N/Jq75oX68KFdYLHvdAeDOLnpRzsdBNjk0AEyedkyUCx4WLK45875fxNmHn5Gt6+tv9BbX7L1vmSg35cCj4prvhv8oyhU2l0/y/8jzhaJcxETZxNwAMLHHAVHOM3eTuObp7uHi7KRpv4pyQUOCxDVramTfzS195N+3Dg6yCcendlgrrplRNFKUe3yEuORNV7pjTaPWd77zb41a/89i1ea0n58fMjIyUFFRYVqm1+uRnp4OrfZqZ4M2bdrg9ddfR3Z2Nnbv3o3hw4dj9OjR2L9/PwDg9OnTOH36NN566y3s27cPOp0OWVlZmDx5cgMfFhERERE1lFW7nkNCQpCXl4fMzExMnDgRAJCZmQmtVov27a/+Bzlq1Ciz282bNw/Lli3Djh070K1bN3Tv3h2ff/656Xp/f3/MmzcPkZGRqK6uhq0t94wTERFRI+DJLCJW76CPjY1Famqq6feUlBTExMTUma+pqUFGRgbKysrQv3/dPUWLiorg6urKjUQiIiKiW8zqrbHIyEgkJSUhPz8fALB161ZkZGRg06ZNZrm9e/eif//+0Ov1cHZ2xqpVq9C1q+Wm6hcuXMCrr76KJ554os77NRgMMBgMZssqKw2wt5c1SiciIiJSeDKLiNXPkpeXFyIiIqDT6ZCamoqIiAh4enrWygUEBCAnJwc7d+7Ek08+iaioKBw4UPsA4+LiYkRERKBr166YO3dunfebnJwMNzc3s4tuxUJrHwYRERHRLbdkyRK0a9cODg4O6NevH378se6TxqqqqvDKK6/A398fDg4OCAoKQlZWVq3cqVOnEBkZiRYtWsDR0RF33HEHdu/eXa/1atD+3djYWCQkJAC4/AAtsbe3R8eOHQEAvXr1wq5du7B48WKsWLHClCkpKUFYWBhcXFywatUq2NnZ1XmfSUlJSExMNFu2N7+ijjQRERGRBX+hYxQ/+eQTJCYmYvny5ejXrx8WLVqE0NBQHDp0CC1btqyVnzVrFj766CO8//77CAwMxNq1azF27Fhs27YNPXv2BAD89ttvGDhwIIYNG4b//Oc/8PLywpEjR9C8efN6rVuDNhTDwsJQWVkJlUqF0NBQ0W2MRqPZruPi4mKEhoZCo9FgzZo1cHBwuO7tNRoNNBrz3cz29vIpNYiIiIgam6VD5SxtwwDAggUL8Pjjj5vO9Vi+fDm+/vprpKSkYObMmbXyH374IV588UWMHHl5GqInn3wS3333Hd5++2189NFHAIA33ngDfn5+ZueT/PGEY6kG7aBXq9XIzc3FgQMHoFbXnocpKSkJmzdvxokTJ7B3714kJSVh06ZNpjOli4uLce+996KsrAwffPABiouLUVBQgIKCAtTU1DRk1YiIiIjqprJp1IulQ+WSk5NrrUZlZSWys7MxYsTVSSVtbGwwYsQIbN++3eKqGwyGWgNrjo6O2LLl6tzCa9asQe/evfHggw+iZcuW6NmzJ95///16P00NPrXY1dW1zuvOnTuHSZMm4cyZM3Bzc0OPHj2wdu1a3HPPPQCAPXv2YOfOnQBg2j19xfHjx9GuXbuGrh4RERFRLY3d69nSoXKWRhMvXLiAmpoaeHt7my339vbGwYMHLdYODQ3FggULMHjwYPj7+2P9+vXIzMw0G2Q7duwYli1bhsTERLzwwgvYtWsXnnrqKdjb2yMqKkr8OOq9oajT6a57/erVq00/f/DBB9fNDh06FPVsDGORj81pcdZoI3/IrYosv0DXqj52WFxT8R8syjU/vVdcU5+bK8r1ipB1sgCAiirZ89TMTl7T103+oayqlnUVcDxzRFyz+thRUc67ZWdxzdJmzUQ5H5wS18QJ2fupPt1WshftEmcD4wpEOZuf5Y/Jv5PhxiEAlZ7ynRwhZRtFObtfzohrAp1EqaEDXcQVjSpZ14v6aOUg6zIEAMYKWfek7j28xDVtzxwX5VzsHMU1O/cOFuU6aW+cucK1RPgeda57wONa9jXyY+IdXZ1FuTvucBfXrBEeadXCTf63tZnw8C27I/K/S227Sluu2Itr/q+pazfzzbB48WI8/vjjCAwMhEqlgr+/P2JiYpCSkmLKGI1G9O7dG6+99hoAoGfPnti3bx+WL19erw1FnhtORERETU8j73qW8vT0hFqtxtmz5v8Anj17Fj4+PhZv4+XlhdWrV6OsrAz5+fk4ePAgnJ2d0aFDB1OmVatWtaYj7NKlC06ePFmPJ4kbikRERES3jL29PXr16oX169eblhmNRqxfv/66DUoAwMHBAa1bt0Z1dTU+//xzjB492nTdwIEDcejQIbP84cOH0bZt23qtH9ufEBERUZOj4K8zPU5iYiKioqLQu3dv9O3bF4sWLUJZWZnpLOhJkyahdevWppNhdu7ciVOnTiE4OBinTp3C3LlzYTQa8dxzz5lqTp8+HQMGDMBrr72G8ePH48cff8R7772H9957r17rxg1FIiIiolvooYcewvnz5zF79mwUFBQgODgYWVlZphNcTp48CRubqzuB9Xo9Zs2ahWPHjsHZ2RkjR47Ehx9+CHd3d1OmT58+WLVqFZKSkvDKK6+gffv2WLRokWnmGSluKBIREVGT81dr4ZeQkGBqYnKta9sjDxkyxGKXu2vdd999uO+++xq0Xn+tZ4mIiIiI/jI4okhERERNz19sRPGvihuKRERE1OQ09oTbtwtuThMRERGRRSqlnq1RoqOjkZaWhri4OCxfvtzsuvj4eCxduhRRUVHQ6XRYtmwZli1bhhMnTgAAunXrhtmzZyM8PLxWXUVRMHLkSGRlZWHVqlUYM2aMeJ0qPvy7OKuytRNnDb/+KsqVj5osrmlfLeuS4PjjWnFN+HcRxS59liku2by7rEOF4fwFcc1mnWU1AcCQny/K2bdqJa6painLlu2w3FvTkjOPvCLKddy3UlzT6GF5gtVrZTk8IK4Z6CHrtgIAx7sME+WG/VN+5pyNm7sopz8k73JU8MBMUa5d7pfimuXa7qKc8TOduKZzr57irNFT9h4tWbNaXNPlvr+JcoWZ8u+H44/L+sV2XTVDXNPWWdblqPK3InFN/SNPi3It8rPFNWtOyDo8AYDKXtZ1xHBa/vmsLpN1hqmukHVDAoCKi8WiXKt7B4prntu0U5Rr+95qcc2b7dJ/f2jU+h49BjVq/T+LVSOKfn5+yMjIQEXF1TesXq9Heno6tNqr/ZXatGmD119/HdnZ2di9ezeGDx+O0aNHY//+/bVqLlq0CCoOAxMRERH9ZVi1oRgSEgI/Pz9k/uE/0MzMTGi1WvTsefW/51GjRmHkyJHo1KkTOnfujHnz5sHZ2Rk7duwwq5eTk4O3337brEchERERUaNRqRr3cpuw+hjF2NhYpKammn5PSUkxzSBuSU1NDTIyMlBWVmbWkqa8vByPPPIIlixZUmdPQyIiIiL681l91nNkZCSSkpKQ//uxZFu3bkVGRkatSSH37t2L/v37Q6/Xw9nZGatWrTJrUn2lxcwf+xNej8FggMFgfuyFsaoaGjuewE1EREQyf7UJt/+qrH6WvLy8EBERAZ1Oh9TUVERERMDT07NWLiAgADk5Odi5cyeefPJJREVFmWYTX7NmDTZs2IBFixaJ7zc5ORlubm5ml/lfbrb2YRARERFRHRo0DBcbG2tqN7NkyRKLGXt7e3Ts2BEA0KtXL+zatQuLFy/GihUrsGHDBuTl5Zn1JgSA+++/H4MGDao1OgkASUlJSExMNFtm/GxBQx4GERERNTEKbp/jCBtTgzYUw8LCUFlZCZVKhdDQUNFtjEajadfxzJkz8dhjj5ldf8cdd2DhwoUYNWqUxdtrNBpoNBqzZRXc7UxERET1wF3PMg3awlKr1cjNzTX9fK2kpCSEh4dDq9WipKQE6enp2LRpE9auvTxHoI+Pj8UTWLRaLdq3b9+QVSMiIiKiBmrwUJyrq2ud1507dw6TJk3CmTNn4Obmhh49emDt2rW45557Gnq3RERERNa7jaawaUz17szyV6T/5j1xVrkk7yQCG9mbSGUnm30fAODkIsuVlYhLGotlnQps/OSjtEZHZ1nN4ovimkUd+oiz6ppKUa7Zzv+IaypGo+y+tfLnaW+7+0W5wJIdNw7Vk7pc1k0BAGzOnxJnjaWy997Gxz4W1+x48DtRTvvLFnHNU353inJtjm4Q1/y3vazL0tjmm8Q1Hc6fEGc/1USLcg+eXyiuWX3+nChX0/ducU1bvey9p/x3l7jmxRHRopx3nvw9UunZRpSr+vpzcU3HNvJuUFt6vSjK9auRn5BpY6wW5Yw28nEgdaWsY5iy83t5zRDZ57PZoAfFNW+28wd+bNT6Xl37Nmr9PwsP7iMiIqImR7F+4pcmhc8SEREREVnEEUUiIiJqchQeoyjCEUUiIiIisogjikRERNTkcB5FGW4oEhERUZPDziwy3JwmIiIiIos4okhERERNDnc9y/BZIiIiIiKL6j2iGB0djbS0NMTFxWH58uVm18XHx2Pp0qWIioqCTqfDsmXLsGzZMpw4cQIA0K1bN8yePRvh4eFmt9u+fTtefPFF7Ny5E2q1GsHBwVi7di0cHR1F66RclHUeAOTdOQDAxs5BlDse8rC4ZmGlrDNLz/yV4pr6ANns780KjoprVjk1F+U0+jJxTbdj8i4NlUcOy4LC2f8BAMIOOpXbN4lLdtc0E+VUxZfENat8/UW5D/XjxTX9OxnE2buOrRDlpN1WAOBo4AhRru2XM8Q1T5T5inKt7WWfYwDo0Vr2Ojns+1lcs6pNR3G2i9tvsmCpk7hmdT9Zy1SHX3LFNVe6xYtyY/TyLirNi07IgjU14poX3GXPffGEeeKagYflXVz6KttEOc0vB8U1ocj+hlUeOyYuaesve56MwfLuWjV7hN2obmFnFk6PI2PViKKfnx8yMjJQUVFhWqbX65Geng6tVmta1qZNG7z++uvIzs7G7t27MXz4cIwePRr79+83ZbZv346wsDDce++9+PHHH7Fr1y4kJCTAxoaDnURERES3klXHKIaEhCAvLw+ZmZmYOHEiACAzMxNarRbt21/tkztq1Ciz282bNw/Lli3Djh070K1bNwDA9OnT8dRTT2HmzJmmXEBAgDWrRURERCTCs55lrB62i42NRWpqqun3lJQUxMTE1JmvqalBRkYGysrK0L9/fwDAuXPnsHPnTrRs2RIDBgyAt7c3hgwZgi1b5LsriIiIiKhxWL2hGBkZiS1btiA/Px/5+fnYunUrIiMja+X27t0LZ2dnaDQaTJkyBatWrULXrl0BAMd+P4Zi7ty5ePzxx5GVlYWQkBDcfffdOHLkiMX7NRgMKC4uNrsYqqqtfRhERETUBCkqm0a93C6sfiReXl6IiIiATqdDamoqIiIi4OnpWSsXEBCAnJwc7Ny5E08++SSioqJw4MABAIDx9xNL4uLiEBMTg549e2LhwoUICAhASkqKxftNTk6Gm5ub2WX+l5utfRhEREREVIcGzaMYGxuLhIQEAMCSJUssZuzt7dGx4+Uzqnr16oVdu3Zh8eLFWLFiBVq1agUAphHGK7p06YKTJ09arJeUlITExESzZcbPFjTkYRAREVETw2MUZRq0oRgWFobKykqoVCqEhoaKbmM0GmEwXJ6qo127dvD19cWhQ4fMMocPH641hc4VGo0GGo3GbFmFHecNJyIiIrnbafdwY2rQFpZarUZubq7p52slJSUhPDwcWq0WJSUlSE9Px6ZNm7B27VoAgEqlwowZMzBnzhwEBQUhODgYaWlpOHjwID777LOGrBoRERERNVCDh+JcXV3rvO7cuXOYNGkSzpw5Azc3N/To0QNr167FPfdcnQB22rRp0Ov1mD59Oi5duoSgoCCsW7cO/v6ySYeJiIiI6ou7nmXqvaGo0+mue/3q1atNP3/wwQeimjNnzjSbR7G+qi8JuxkAsGvZUpw1lpaKclVGO3HN4xdlnVkCW3US1yxyaiXKOfyyTlxT8WorytUcs3x2uiVVhUXi7G+HLB+jei3nex4S13S6mC/KKfXo/FDt5CbK2RVdFNcsc/YW5QpPyLsMVXrKd7HoD8m64mjd5dNYSTuurB81X1yz5PvJsmA9di91PfUfWbBK3unGLm+fOOvSt4csWKkX11QJO3kU/rBdXNN+7P+Jcjb2sm5IAFCz8RtR7vS+PHFN9awhopyrTbG4ZvUJeccTB33FjUMACv6zSVzTzknWaciumebGod/Zesi+n2wcZN3SAMBQWi7O0l8bD+4jIiKiJofHKMrwWSIiIiIiiziiSERERE0Oj1GU4YgiEREREVnEEUUiIiJqchQVRxQluKFIRERETY6icENRgrueiYiIiMgijigSERFRk6NwrExEpSiKUp8bREdHIy0tDXFxcVi+fLnZdfHx8Vi6dCmioqKg0+mwbNkyLFu2DCdOnAAAdOvWDbNnzzbr41xQUIAZM2Zg3bp1KCkpQUBAAF588UXcf//94nU6cPS0OHui2EucDXD/RZTzPblTXPMrB9kE0RGGleKaNmd/FeW2d4kX1zx+XjaxqoO9/O3Tprl8AtZDZ5xEuQe8vhfXdDyxV5TbGxgprpmxXjbZ+guDfxbXtC+XTSC/x2mYuGZI2UZx9lSLIFHOFlXimifKfEW5C6XyCZpdhgSKckFTZI8HAB4+IfuMvLOgm7imrUo+gfuT0w+KcgvmB4trdqg+IMq9t7+vuGai4/IbhwDsDZgorrl8pez9dM/dnuKaEfZrRbkjrn3ENc+W1d2N7FqffHFJlOvdV94IQiU8rs7DVf7d3MmzUJTrfvILcc1MxyhR7pG7bt3u3yN5siYM1urkL2tc8Vdn1ea0n58fMjIyUFFxddZ5vV6P9PR0aLVa07I2bdrg9ddfR3Z2Nnbv3o3hw4dj9OjR2L9/vykzadIkHDp0CGvWrMHevXsxbtw4jB8/Hj/99FMDHhYRERFR3RSoGvVyu7BqQzEkJAR+fn7IzMw0LcvMzIRWq0XPnj1Ny0aNGoWRI0eiU6dO6Ny5M+bNmwdnZ2fs2LHDlNm2bRumTp2Kvn37okOHDpg1axbc3d2RnZ3dgIdFRERERA1l9Q762NhYpKammn5PSUlBTExMnfmamhpkZGSgrKwM/fv3Ny0fMGAAPvnkE1y6dAlGoxEZGRnQ6/UYOnSotatGREREdF0cUZSx+mSWyMhIJCUlIT//8j7+rVu3IiMjA5s2bTLL7d27F/3794der4ezszNWrVqFrl27mq5fuXIlHnroIbRo0QK2trZo1qwZVq1ahY4dO1q8X4PBAIPBYLas0mCAvUbeAJ2IiIiIbszqEUUvLy9ERERAp9MhNTUVERER8PSsfZBxQEAAcnJysHPnTjz55JOIiorCgQNXD65+6aWXUFhYiO+++w67d+9GYmIixo8fj717LZ94kJycDDc3N7PL+yvetfZhEBERURPEEUWZBk2PExsbi4SEBADAkiVLLGbs7e1No4O9evXCrl27sHjxYqxYsQJ5eXl49913sW/fPnTrdvkswqCgIPzwww9YsmRJrbOqASApKQmJiYlmy479crEhD4OIiIiamNtpY64xNWhDMSwsDJWVlVCpVAgNDRXdxmg0mnYdl5dfni7FxsZ8YFOtVsNoNFq8vUajgeaa3cz2mtL6rjoRERER3UCDNhTVajVyc3NNP18rKSkJ4eHh0Gq1KCkpQXp6OjZt2oS1ay/PbRUYGIiOHTsiLi4Ob731Flq0aIHVq1dj3bp1+OqrrxqyakRERER1Ygs/mQZ3ZnF1rXvy0XPnzmHSpEk4c+YM3Nzc0KNHD6xduxb33HMPAMDOzg7ffPMNZs6ciVGjRqG0tBQdO3ZEWloaRo4c2dBVIyIiIqIGqHdnlr+iS3+PE2cdBw4WZ5Vjh6xZnev6sV+SKNd7yyvimjWlso4ntgOGiGte9OoiynkW7BPXtLl0Vpw1enjLalZW3Dj0u0tf/UeU8+jfS1zztx4jRDmX9enimlKnwqaKs22PyDpUAACqhR1X7ORdVBR7B1lQJT+/7uLnq0S5n5fLu+LUbJd1Mbm7Ut6hQlHLuvcAgO7ifaLcZIePxDVVZ2Wdq8q7DxTXbHZQ1o3KWCY/LOjkoMmiXLsTG8Q1q/bJXntlUJi4pv0ReTOIHwKfFuUGFsnfTzXNZJ1hFGEHFwBQ1VSLchVffCquaTe+7uny/qh5kPzv0s22/+iZRq3frWOrRq3/Z2GjQyIiIiKyqMG7nomIiIj+1/CsZxmOKBIRERGRRRxRJCIioiaHI4oy3FAkIiKiJofT48hw1zMRERERWcQRRSIiImpyjNz1LMIRRSIiIiKyiCOKRERE1OTwZBaZendmiY6ORlpaGuLi4rB8+XKz6+Lj47F06VJERUVBp9OZXff6668jKSkJTz/9NBYtWmRartfr8cwzzyAjIwMGgwGhoaFYunQpvL1lnTkAoGLjx+LswTah4qytqkaUe3L6QXFNqYnx8tnqV/87R5T74pFscc0L7fuJcp75u8U1y739xdlmZ/NEuWl7RotrBnZxF+Witd+Lay7eJ+tmMaG/vAPAxjytKPfhO/L1rI8182Q7Gr64OEhcs0frS6Jc11Oy7jkAcM+CNqLcc3PuEtdU9+8qyg3b9Jq45mtHRomzs1p9KMqV+waIa8YuaynKfdzzX+KaoWvuEeVWvtVcXNP56xRRzr6VvNtFXG6UKFd4vkhc8+1n5R2JvC/linLV334prmnr6izK1dwVLq5ZYyfrnPRtUX9xzfBmG0U5957DxTVvtp+OXGjU+j07eTZq/T+LVbue/fz8kJGRgYqKq+3T9Ho90tPTodXW/iO3a9curFixAj169Kh13fTp0/Hll1/i008/xffff4/Tp09j3Lhx1qwWERERkYiiqBr1cruwakMxJCQEfn5+yMzMNC3LzMyEVqtFz549zbKlpaWYOHEi3n//fTRvbv7fZVFRET744AMsWLAAw4cPR69evZCamopt27Zhx44d1qwaEREREd0kVp/MEhsbi9TUVNPvKSkpiImp3QQ8Pj4eERERGDFiRK3rsrOzUVVVZXZdYGAgtFottm/fbu2qEREREV2XAlWjXm4XVp/MEhkZiaSkJOTn5wMAtm7dioyMDGzatMmUycjIwJ49e7Br1y6LNQoKCmBvbw93d3ez5d7e3igoKLB4G4PBAIPBYLbMWFkFjb2dtQ+FiIiImpjbafdwY7J6RNHLywsRERHQ6XRITU1FREQEPD2vHrj5yy+/4Omnn8bHH38MBwfZgbISycnJcHNzM7vMT19z0+oTERER0WUNmh4nNjYWCQkJAIAlS5aYXZednY1z584hJCTEtKympgabN2/Gu+++C4PBAB8fH1RWVqKwsNBsVPHs2bPw8fGxeJ9JSUlITEw0W2bcnmkxS0RERGTJ7bR7uDE1aEMxLCwMlZWVUKlUCA01n3bm7rvvxt69e82WxcTEIDAwEM8//zzUajV69eoFOzs7rF+/Hvfffz8A4NChQzh58iT697d8Gr5Go4FGozFbVsHdzkREREQ3XYM2FNVqNXJzc00//5GLiwu6d+9utszJyQktWrQwLXdzc8PkyZORmJgIDw8PuLq6YurUqejfvz/uvPPOhqwaERERUZ14jKJMgzuzuLq6Nuj2CxcuhI2NDe6//36zCbeJiIiI6Naqd2eWvyJ91j/F2RpXD3FWfSZflPtvt1hxTakev6wSZ0/5DxblnJbNFtd0v0s4oltpuHHmd0YfWccRALD59ZgoV91B1kkDACpcZN1+nH6Udwf5rvssUe6e0pXimhUt/ES52evuENccOtBFnv36cVHOdtyj4poOx36WBavk76fcENnnrvP5zeKaKuHX4cahL4hr9v1Z1m0FAJzOC9/32fJ5ZvP/liTKtc6Qfz/8u9cKUW5y8ZvimjWFwu4oNvJRoG19XxLlnO3l77suenk3Kvs9m0S56qJicU39xUJRTq2Rd5DRX5Q99+4PPSSuWfa17CTTlvN04po3246D8o481rgz0K1R6/9ZrD7rmYiIiIhubw3e9UxERET0v4bHKMpwQ5GIiIiaHE6PI8Ndz0RERERkEUcUiYiIqMnhrmcZjigSERERkUUcUSQiIqImh8coynBEkYiIiOgWW7JkCdq1awcHBwf069cPP/74Y53ZqqoqvPLKK/D394eDgwOCgoKQlZVVZ/7111+HSqXCtGnT6r1e9d5QjI6OhkqlwpQpU2pdFx8fD5VKhejoaNFKXrp0CVOnTkVAQAAcHR2h1Wrx1FNPoaiocSfBJCIioqbNqDTupT4++eQTJCYmYs6cOdizZw+CgoIQGhqKc+fOWczPmjULK1aswDvvvIMDBw5gypQpGDt2LH766ada2V27dmHFihXo0aOHNU9T/TuzREdHY8OGDSguLsaZM2fg6OgIANDr9WjVqhVcXV0xbNgw6HQ6s5UcP3686bpFixYBAPbt24c5c+YgOjoaXbt2RX5+PqZMmYIePXrgs88+E69T+WZ51wubC2fEWdjLZrYv13a/ceh3F51k3Um8ivPENe30sln9Dc6e4pqFzVqJci2Kjotras7LOt0AAKqrZDlbO3lNqaLfxFHFS/Y8qc6dEtc8FzJKlLNRasQ1jSr1jUO/a3lgvSzYzFlcs8rNS5Szy9snrnmkT7Qo1/5i3f+VX+v13FBR7um+OeKaPwbJO9gc/+KgKBfVcq24pvq/22XBTvLvsWOtBolyHY9+Ja55ptNQUa7Vni/ENSs7yB6Tfb7seQcg/24CcDFY9n5y++2E/P6FbAvk37eKi6yDiKpG/p0DQ4Uo5nDfk/KaN9nm/WWNWn9wNydxtl+/fujTpw/effddAIDRaISfnx+mTp2KmTNn1sr7+vrixRdfRHx8vGnZ/fffD0dHR3z00UemZaWlpQgJCcHSpUvx97//HcHBwaZtMCmrdj2HhITAz88PmZmZpmWZmZnQarXo2bOnWba0tBQTJ07E+++/j+bNm5td1717d3z++ecYNWoU/P39MXz4cMybNw9ffvklqqurrVk1IiIiohtSoGrUi8FgQHFxsdnFYKjdLrKyshLZ2dkYMWKEaZmNjQ1GjBiB7dst/6NnMBjg4OBgtszR0RFbtmwxWxYfH4+IiAiz2vVl9TGKsbGxSE1NNf2ekpKCmJiYWrn6rmRRURFcXV1ha8vzbIiIiKhxKIqqUS/Jyclwc3MzuyQnJ9dajwsXLqCmpgbe3t5my729vVFQUGBx3UNDQ7FgwQIcOXIERqMR69atQ2ZmJs6cubrXNCMjA3v27LF4n/Vh9YZiZGQktmzZgvz8fOTn52Pr1q2IjIw0y9R3JS9cuIBXX30VTzzxhLWrRURERHTLJSUloaioyOySlJR0U2ovXrwYnTp1QmBgIOzt7ZGQkICYmBjY2FzerPvll1/w9NNP4+OPP6418lhfVg/beXl5ISIiAjqdDoqiICIiAp6eV4+Bu7KS69atE61kcXExIiIi0LVrV8ydO7fOnMFgqDV0W1NZBY19IxyrRkRERLel+p2hUX8ajQYajeaGOU9PT6jVapw9e9Zs+dmzZ+Hj42PxNl5eXli9ejX0ej0uXrwIX19fzJw5Ex06dAAAZGdn49y5cwgJCTHdpqamBps3b8a7774Lg8EAtVp27HqDpseJjY2FTqdDWloaYmNjza7740ra2trC1tYW33//Pf7xj3/A1tYWNX84KLakpARhYWFwcXHBqlWrYGdX90afpaHctz5e3ZCHQURERHRL2Nvbo1evXli//uqJhEajEevXr0f//v2ve1sHBwe0bt0a1dXV+PzzzzF69GgAwN133429e/ciJyfHdOnduzcmTpyInJwc8UYi0MAJt8PCwlBZWQmVSoXQUPOzu66s5B/FxMQgMDAQzz//vGkli4uLERoaCo1GgzVr1txw9DEpKQmJiYlmy2p+/LIhD4OIiIiaGONfaMLtxMREREVFoXfv3ujbty8WLVqEsrIy07kfkyZNQuvWrU2H8u3cuROnTp1CcHAwTp06hblz58JoNOK5554DALi4uKB7d/Oz/p2cnNCiRYtay2+kQRuKarUaubm5pp//SLKSxcXFuPfee1FeXo6PPvrIdFYQcHlY1dIWr6Wh3HLudiYiIqL/UQ899BDOnz+P2bNno6CgAMHBwcjKyjKd4HLy5EnT8YfA5SkJZ82ahWPHjsHZ2RkjR47Ehx9+CHd395u+bg0+tdjV1dXq2+7Zswc7d+4EAHTs2NHsuuPHj6Ndu3YNWTUiIiIiixTlrzOiCAAJCQlISEiweN2mTZvMfh8yZAgOHDhQr/rX1pCq94biHyfStmT16tV1XnftSg4dOhT1nO+biIiIiP4kt8VkhQWte4mzNr7ymeU11eWi3PjnS8Q1h42TdfLo3tlPXPNfKbKuAp/0TRfX9PVqKQsa9OKahUH3iLNSGy4Ei7P7DlWKci90/1Zcc9aPw0S5J8Jl3XMA4Fix7Ll/fc5Wcc36+Ham7D36ec394ppd3GTdblz6yltMPTlN9r5/+Mn7xDVntUoR5Yzn5R0XpN1WAKD96EBRTv/8AHHN133fFeXm/SrLAcCUN2Xv0ZVv9RXX9Mp6T5Sr6jNEXPNvybI9XnfVozvIsF5GcXbg4dQbhwDATtYFDABQKvsuKQvoJy7ZLGeTKPfv1i+Ia06o+ac4e6twnErmtthQJCIiIqoP5S90MstfWYOmxyEiIiKi2xdHFImIiKjJMXLXswhHFImIiIjIIo4oEhERUZPzV5se56+KI4pEREREZBFHFImIiKjJ4fQ4MhxRJCIiIiKLVEo9W6NER0cjLS0NcXFxWL58udl18fHxWLp0KaKiomp1cHn99deRlJSEp59+GosWLTItLygowIwZM7Bu3TqUlJQgICAAL774Iu6/Xz6Zb7nuZXG2+pJs4l8AMFZVi3JlY+PENTWVpaKc8wH5ZMqV/neIcqUf6cQ1nf28RbmKsxfFNd36hoizqJFPjC6leMkmki7/fqO4ZuEk2QS0rXPlk3ijWva+290pRlyylcNZcdZ5xRxRrl6vp6NwgupK+QTu/w2MEuXuOL1GXLPCq70oZ7vuM3FN1eAwcVa/+hNR7sc3tolr3r16uihXeUg+Mfj3Q94S5fp/If9udPCVTeKtdpJPdn6s/2RRrt35neKa6tPHxVm4NhfFqvMOiUsa9QZRztbVRVyzNC9flHMN6i6uWXZA9n5qMffWTcz91R7Zd6217gu5PXbaWjWi6Ofnh4yMDFRUVJiW6fV6pKenQ6vV1srv2rULK1asQI8etbsuTJo0CYcOHcKaNWuwd+9ejBs3DuPHj8dPP/1kzaoRERER3ZCiNO7ldmHVhmJISAj8/PyQmZlpWpaZmQmtVouePXuaZUtLSzFx4kS8//77aN689n9X27Ztw9SpU9G3b1906NABs2bNgru7O7Kzs61ZNSIiIiK6Saw+RjE2NhapqVf7WKakpCAmpvausPj4eERERGDEiBEW6wwYMACffPIJLl26BKPRiIyMDOj1egwdOtTaVSMiIiK6LkVRNerldmH1DvTIyEgkJSUhP//ysQ1bt25FRkYGNm3aZMpkZGRgz5492LVrV511Vq5ciYceeggtWrSAra0tmjVrhlWrVqFjx44W8waDAQaD+TEaNVXV0NjdHscCEBEREf1VWD2i6OXlhYiICOh0OqSmpiIiIgKenp6m63/55Rc8/fTT+Pjjj+Hg4FBnnZdeegmFhYX47rvvsHv3biQmJmL8+PHYu3evxXxycjLc3NzMLm99/YO1D4OIiIiaIKPSuJfbRYOG4WJjY5GQkAAAWLJkidl12dnZOHfuHEJCrp4ZWVNTg82bN+Pdd9+FwWDAiRMn8O6772Lfvn3o1q0bACAoKAg//PADlixZUuusagBISkpCYmKi2bKaT+Y35GEQERERkQUN2lAMCwtDZWUlVCoVQkNDza67++67a40KxsTEIDAwEM8//zzUajXKy8sBADY25gObarUaRqPR4n1qNBpoNBqzZeXc7UxERET1cDudmdyYGrSFpVarkZuba/r5j1xcXNC9u/mcS05OTmjRooVpeWBgIDp27Ii4uDi89dZbaNGiBVavXo1169bhq6++asiqEREREVEDNXgoztXV1erb2tnZ4ZtvvsHMmTMxatQolJaWomPHjkhLS8PIkSMbumpEREREFim4fc5Mbkz17szyV6T/4l1xVikpFmdVzT1Euer8E+Kav90zSZTzOrZdXNPw3xxRLn/MS+KaVYrsf4g2NfIuBTaKvNuKRl8kyqmzvxfXLM8/Jcq5DB4srlnt5nnjEAB1hawjDwAoKtmXl83ZX8U1jRXl4iw6dJHV3L9HXLK63z2inEqxfMiJJVX2sg4dzns3i2s+/MNYUe7VRDdxTf/NS8XZl/TPiXLz2n4orrl+zEJRrm2u/LPUcd9KUc5YKO+E9XkHWUegcA/5d6NzrqyDjbG8TFxTEXZGAYDl3n8X5UbfcUJc06DUfXLoH7UqPyquecGprSjX8rM3xTWrIyaKcp7d+4tr3myZP8q/b6wxru/t0SWZB/cRERFRk3M7nZncmLihSERERE3O//7+1D/H7TEuSkREREQ3HUcUiYiIqMnhiKIMRxSJiIiIyCKOKBIREVGTY1Q4PY4ERxSJiIiIyCKOKBIREVGTw2MUZTiiSEREREQW1bszS3R0NNLS0hAXF4fly5ebXRcfH4+lS5ciKioKOp0Oc+fOxcsvv2yWCQgIwMGDB02/6/V6PPPMM8jIyIDBYEBoaCiWLl0Kb29v8TqVp70iztp4+YizNadOinKfd5bNvg8Adrayp/vu5tnimvtruolynf8ZLa7ZIvRuUc5wYL+4pr2P/DUtyT0sypXGyrvNqCB77t3+PV9c88KEF0U5v3x514uCtrJOBS9/6CKu2b2Hlzj7yA+yjgpOj04W19T8ekiUK/xB3nUjpXeaKDelq7ymZkeWKGc4e15c02HICHHW5tdjolzlmTPimif/NlOUy+8yRFwza/4uUS7ZTv7deG7XAVGu2lAtrnnwma9FuQ7u8tfT/8dUcfbshh2iXNn5EnFNQ2mlKOfiI2+v28xT9l3i8PjT4pqFb84T5fz/JXuNGkP6lsYdUnzkrtvjGEirRhT9/PyQkZGBiooK0zK9Xo/09HRotVqzbLdu3XDmzBnTZcuWLWbXT58+HV9++SU+/fRTfP/99zh9+jTGjRtnzWoRERERiRiVxr3cLqw6RjEkJAR5eXnIzMzExImXRx8yMzOh1WrRvn178zuwtYWPj+VRvKKiInzwwQdIT0/H8OHDAQCpqano0qULduzYgTvvvNOa1SMiIiKim8DqYxRjY2ORmnp1CD4lJQUxMTG1ckeOHIGvry86dOiAiRMn4uTJq7tzs7OzUVVVhREjru6aCQwMhFarxfbt8t1FRERERPWhKKpGvdwurN5QjIyMxJYtW5Cfn4/8/Hxs3boVkZGRZpl+/fpBp9MhKysLy5Ytw/HjxzFo0CCUlFw+HqOgoAD29vZwd3c3u523tzcKCgos3q/BYEBxcbHZxVAlP2aFiIiIiGSsnh7Hy8sLERER0Ol0UBQFERER8PT0NMuEh4ebfu7Rowf69euHtm3bYuXKlZg8WX4g/B8lJyfXOkHmhdFD8eLYYVbVIyIioqaH0+PINGgexdjYWCQkJAAAlixZcsO8u7s7OnfujKNHjwIAfHx8UFlZicLCQrNRxbNnz9Z5XGNSUhISExPNltWsfMvKR0BEREREdWnQPIphYWGorKxEVVUVQkNDb5gvLS1FXl4eWrVqBQDo1asX7OzssH79elPm0KFDOHnyJPr3tzxFiEajgaurq9lFY8d5w4mIiEiOZz3LNGgLS61WIzc31/TztZ599lmMGjUKbdu2xenTpzFnzhyo1WpMmDABAODm5obJkycjMTERHh4ecHV1xdSpU9G/f3+e8UxERER0izV4KM7Vte5JPX/99VdMmDABFy9ehJeXF+666y7s2LEDXl5XJ/9duHAhbGxscP/995tNuE1ERETUWHiMoky9O7P8FZ3NlXcxKbKXd6goMzYT5Tp9+6a45g8DZLPVDzsr6zoBAL+t2yDKZY5IF9csKzeKcp218rePxlZWEwAulsr+h/lbs2/FNav/kynKHbpf3pll/2lZ94Ph7fLENV0MF0U5x5Kz4pq2Z46Ls9mdY0W54EL5c/95lWwSfXs7+ftpzAXhP5QGvbjmiH/1FuUm/J+8i8mQTpZncLBkynRZB5vn5w4U17znF9nzNONEtLhm2Iw+olzgof+Ia0556TdRbuLjvcQ1HzqdLMopfh3FNcubtxFnxyTJuqiMjLxLXFOvrxHlWnjYiWsWl8pqPn3mWXHNZdoFotzzD9y6TsIpsj+dVosd3rj1/yzs9UxEREREFvEsECIiImpybqcTThoTRxSJiIiIyCKOKBIREVGT879/hsafgyOKRERERGQRRxSJiIioyTHKJ+Jo0jiiSEREREQWcUSRiIiImhweoyhT7xHF6OhoqFQqTJkypdZ18fHxUKlUiI6OBgDMnTsXKpXK7BIYGGjKX7p0CVOnTkVAQAAcHR2h1Wrx1FNPoaioyPpHRERERHQDitK4l9tFvTuzREdHY8OGDSguLsaZM2fg6OgIANDr9WjVqhVcXV0xbNgw6HQ6zJ07F5999hm+++470+1tbW3h6ekJANi3bx/mzJmD6OhodO3aFfn5+ZgyZQp69OiBzz77TLxOv04dL87aOtiLs1LuYfeKs0W+3UQ5lx+/Fte0cXET5ap+OSmuaefjLcoV7v6vuKZrF39xtvK8rDuJQzutuGb1xUuiXMVpeccTp9CRopzqhKzjBgCobGUdFS70ihDXdCmVdwcx/udzUc6uhbu8pt4gytnYyz+fuXfPFOW6bV8srlnYf6wo55GTJa4JNw9x9FL7vqKc/cfyx9Ssg+wzYiwrE9c8G157oMCSgwHh4pp3f/J/opwh76i4pn2fAaKc6uwv4ppn128TZz2ekD1Pxo3y73uVWi3OSkm/7yuOnRDXlK5n86Rb17J3WT0+xtZ4Mqxx6/9ZrNr1HBISgry8PGRmZmLixIkAgMzMTGi1WrRv3978Dmxt4ePjY7FO9+7d8fnnV/8o+fv7Y968eYiMjER1dTVsbblnnIiIiG4+TrgtY/XJLLGxsUhNTTX9npKSgpiYmFq5I0eOwNfXFx06dMDEiRNx8uT1R7WKiorg6urKjUQiIiKiW8zqDcXIyEhs2bIF+fn5yM/Px9atWxEZGWmW6devH3Q6HbKysrBs2TIcP34cgwYNQklJicWaFy5cwKuvvoonnnjC2tUiIiIiuiFFURr1cruwetjOy8sLERER0Ol0UBQFERERpmMPrwgPv3p8So8ePdCvXz+0bdsWK1euxOTJk82yxcXFiIiIQNeuXTF37tw679dgMMBgMD/eyVBTA00jHLdBRERE1JQ1aB7F2NhY6HQ6pKWlITY29oZ5d3d3dO7cGUePmh+MXFJSgrCwMLi4uGDVqlWws6v7YP7k5GS4ubmZXZbsPtiQh0FERERNDM96lmnQhmJYWBgqKytRVVWF0NDQG+ZLS0uRl5eHVq1amZYVFxfj3nvvhb29PdasWQMHB4fr1khKSkJRUZHZJb534HVvQ0RERET116AzRtRqNXJzc00/X+vZZ5/FqFGj0LZtW5w+fRpz5syBWq3GhAkTAFzdSCwvL8dHH32E4uJiFBcXA7i8a9tSTY1GA41GY7asmLudiYiIqB7Ywk+mwacWu7q61nndr7/+igkTJuDixYvw8vLCXXfdhR07dsDLywsAsGfPHuzcuRMA0LFjR7PbHj9+HO3atWvo6hERERHVcjvtHm5M9d5Q1Ol0171+9erVpp8zMjKumx06dOhtdWYQERER0e3ktpis0HNof3HW6NVanLUplnUHebco8sah33moZIeFDhnUXFxzc34HUe6eDQ+Ka3oKZ+pXa2RdRADAxrGZOGvrXCHKHeslf+6rFdnbvcO3b4lrHvIZJsp1stPcOPS7Iy1k3SSefk5+Elfn3sHi7ELn/4hyF0dEi2s2LzohytVs/EZcc/nKKlFuxiOTbxz6ne8Xste+xslJXPNc73HirFfWe7Kgb0txzc87zBHlBqbcJ645ZdtvotyXwm4rALD+IVmHjm5R8mPSs3q8I8p16V4urtnXq9WNQ7+r3rpOlCvJl3dOUoT7S5t37ySuqT8u69pVOOE5cc3mK98WZ28VTrgt06CTWYiIiIjo9nVbjCgSERER1QePfJPhiCIRERERWcQRRSIiImpylEY/SFHVyPX/HBxRJCIiIiKLOKJIRERETQ7PepbhhiIRERE1OTyZRYa7nomIiIjIonqPKEZHRyMtLQ1xcXFYvny52XXx8fFYunQpoqKioNPpMHfuXLz88stmmYCAABw8WHuiYEVRMHLkSGRlZWHVqlUYM2aMeJ3K9u4XZ5261oizladPi3LDR8omnwWAUyVuolwL4QTFADBIKztg1rGlfBJvNPcSxdQOeeKSZUfk2eITsglofQYfE9d0uPSrKFdx/pK4pn9xtiy4Z5u4ZpshssnOIybKJuYGgE5acRSV3xSJct55W+RFa2Sfu9P75O+Re57wFOXanfhQXBOtZJMp15SWyEvu+UKcreozRJSzPfSTuGa4x3ZR7pKhWlxzYlwvUc6wSyeuKZ1Ie3+afKL5R55cK8oZK+WNA4rXfivONmvjI6t5Sv6dY+sgW1f7/FPimg5eHqKc75GN4pplVfL3061i5L5nEatGFP38/JCRkYGKiqvdM/R6PdLT06HVmv9F6tatG86cOWO6bNli+Y/LokWLoFLdHmcIEREREd0OrDpGMSQkBHl5ecjMzMTEiRMBAJmZmdBqtWjfvr35Hdjawsfn+v9V5eTk4O2338bu3bvRSvgfPREREZG1eIyijNXHKMbGxiI1NdX0e0pKCmJiYmrljhw5Al9fX3To0AETJ07EyZPmPSXLy8vxyCOPYMmSJTfcoCQiIiKiP4/VG4qRkZHYsmUL8vPzkZ+fj61btyIyMtIs069fP+h0OmRlZWHZsmU4fvw4Bg0ahJKSq8f3TJ8+HQMGDMDo0aNF92swGFBcXGx2MVTLjzskIiIiUpTGvdwurJ4ex8vLCxEREdDpdFAUBREREfD0ND+4PDw83PRzjx490K9fP7Rt2xYrV67E5MmTsWbNGmzYsAE//SQ/MDs5ObnWCTIzhvTE80NDrH0oRERERGRBg6bHiY2NhU6nQ1paGmJjY2+Yd3d3R+fOnXH06FEAwIYNG5CXlwd3d3fY2trC1vbyduv999+PoUOHWqyRlJSEoqIis8u0u4Ia8jCIiIioiTEqSqNebhcNmnA7LCwMlZWVUKlUCA0NvWG+tLQUeXl5ePTRRwEAM2fOxGOPPWaWueOOO7Bw4UKMGjXKYg2NRgONRmO2rMpWbeUjICIioqZIMd7qNfjf0KANRbVajdzcXNPP13r22WcxatQotG3bFqdPn8acOXOgVqsxYcIEAICPj4/FE1gsnT1NRERERH+uBrfwc3V1rfO6X3/9FRMmTMDFixfh5eWFu+66Czt27ICXl2wyZyIiIqLGoNxGu4cbk0q5DZ6pio9eE2erO8uPZ1TUsu1o+7y94pr/aTddlAs//764prFA1kFmZ98kcc2yKtns/13d8sU1vc/+LM6Wu7UW5eyqKm4c+p3yn5WinCp8vLhmkbNs3k/voz+Ia8LOXhS74Cc/gcu1RN6locTFV5RzKZG97wDggntHUU6tyLs5eBQelwW3rhPXTLg4Q5SLvF/e5ahf9SZx9m/Jdf/j/UdLXm8nrun/U7oo9237aeKa9xx+Uxb0bSeumWaYIMo94inrtgIAP9z5lCh390eTxTWrf5N34krSy75zH4/Qi2v+VuksymnUVeKalTWyv3U9vnpeXPPn+2TvkSHdmolr3mwvfyR/jqwxJ1Le8eevrMEjikRERET/a4w8RlGkQWc9ExEREVHDLVmyBO3atYODgwP69euHH3/8sc5sVVUVXnnlFfj7+8PBwQFBQUHIysoyyyQnJ6NPnz5wcXFBy5YtMWbMGBw6dKje68UNRSIiImpyFEVp1Et9fPLJJ0hMTMScOXOwZ88eBAUFITQ0FOfOnbOYnzVrFlasWIF33nkHBw4cwJQpUzB27Fizeam///57xMfHY8eOHVi3bh2qqqpw7733oqysrF7rxg1FIiIioltowYIFePzxxxETE4OuXbti+fLlaNasGVJSUizmP/zwQ7zwwgsYOXIkOnTogCeffBIjR47E22+/bcpkZWUhOjoa3bp1Q1BQEHQ6HU6ePIns7Ox6rRuPUSQiIqImx9jIp/IaDAYYDAazZZbmgq6srER2djaSkq6e/GRjY4MRI0Zg+/btddZ2cHAwW+bo6IgtW7bUuT5FRUUAAA8Pj3o9Do4oEhERUZOjGJVGvSQnJ8PNzc3skpycXGs9Lly4gJqaGnh7e5st9/b2RkFBgcV1Dw0NxYIFC3DkyBEYjUasW7cOmZmZOHPmjMW80WjEtGnTMHDgQHTv3r1ezxNHFImIiIhusqSkJCQmJpotu3Y00VqLFy/G448/jsDAQKhUKvj7+yMmJqbOXdXx8fHYt2/fdUcc68IRRSIiImpyFKVxLxqNBq6urmYXSxuKnp6eUKvVOHv2rNnys2fPWuxeBwBeXl5YvXo1ysrKkJ+fj4MHD8LZ2RkdOnSolU1ISMBXX32FjRs3ok2bNvV+nrihSERERHSL2Nvbo1evXli/fr1pmdFoxPr169G/f//r3tbBwQGtW7dGdXU1Pv/8c4wePdp0naIoSEhIwKpVq7BhwwarWyPXe9dzdHQ00tLSEBcXh+XLl5tdFx8fj6VLlyIqKgo6nQ5z587Fyy+/bJYJCAjAwYMHzZZt374dL774Inbu3Am1Wo3g4GCsXbsWjo6OonWq7NpXvP72B3eJs6oWLWVBJ9lM+QAQdlTY0cBN3vlBEc4aeocqR1xTra4U5TS/Wj4ewpJLreTHRZSoZY+/3c//EtdUtWsryhmLLU9HYEm5SydRrkTbQ1zTqKrdN90Sz9xN4ppwlnX8AIAWl2Svadn2beKaxRPmiXKuNsXimkdc+4hyHQfJnk8AKHy/SJRztpd3k7DPO3jj0O/uuu9JUa7d+W/ENY3lsqkwOrifF9dU/GSddmxOC7vnAOjSvVyUM1bKu11IO66sj/xAXHPwW/eJswGdXUS58hr5WRXNbGXfzS62peKazjaFopxD+3biml1UB4TJ3uKaN5uxsc9mqYfExERERUWhd+/e6Nu3LxYtWoSysjLExMQAACZNmoTWrVubjnHcuXMnTp06heDgYJw6dQpz586F0WjEc889Z6oZHx+P9PR0fPHFF3BxcTEd7+jm5ibevgKsPEbRz88PGRkZWLhwoenO9Ho90tPTodVqzbLdunXDd999d/UObc3vcvv27QgLC0NSUhLeeecd2Nra4ueff4aNDQc7iYiI6Pb30EMP4fz585g9ezYKCgoQHByMrKws0wkuJ0+eNNsu0uv1mDVrFo4dOwZnZ2eMHDkSH374Idzd3U2ZZcuWAQCGDh1qdl+pqamIjo4Wr5tVG4ohISHIy8tDZmYmJk6cCADIzMyEVqutNbRpa2tb5z52AJg+fTqeeuopzJw507QsICDAmtUiIiIiEqnvpNiNLSEhAQkJCRav27Rpk9nvQ4YMwYED1x+1vVmPz+phu9jYWKSmppp+T0lJMQ2R/tGRI0fg6+uLDh06YOLEiTh58qTpunPnzmHnzp1o2bIlBgwYAG9vbwwZMsSqs3KIiIiI6OayekMxMjISW7ZsQX5+PvLz87F161ZERkaaZfr16wedToesrCwsW7YMx48fx6BBg1BSUgIAOHbsGABg7ty5ePzxx5GVlYWQkBDcfffdOHLkiMX7NRgMKC4uNrsYKmXHbBAREREBgGJs3MvtwuoNRS8vL0RERECn0yE1NRURERHw9PQ0y4SHh+PBBx9Ejx49EBoaim+++QaFhYVYuXIlgMtn9QBAXFwcYmJi0LNnTyxcuBABAQF1zgVkaQLLBakZ1j4MIiIiIqpDgybcjo2NNe1PX7JkyQ3z7u7u6Ny5M44ePQoAaNWqFQCga9euZrkuXbqY7aL+I0sTWOoPcFc1ERERyRn/Ysco/lU16NTisLAwVFZWoqqqCqGhoTfMl5aWIi8vz7SB2K5dO/j6+uLQoUNmucOHD6NtW8tTmVicwNLeviEPg4iIiJoYRVEa9XK7aNCIolqtRm5urunnaz377LMYNWoU2rZti9OnT2POnDlQq9WYMGECAEClUmHGjBmYM2cOgoKCEBwcjLS0NBw8eBCfffZZQ1aNiIiIiBqowb2eXV3rnsj3119/xYQJE3Dx4kV4eXnhrrvuwo4dO+Dl5WXKTJs2DXq9HtOnT8elS5cQFBSEdevWwd/fv6GrRkRERGTRX2nC7b8ylXIbjI/mPzFGnHXzl/c5tLGTbUfbBfcS1zzoFy7KdTkp77yAqpt/1neNq4fsrn/YIK6p8a17Ps1rVeT/Iso163f99kZ/VLk3R5RTWRgdr4udsG+mUlEhrmn073rjEICzLe8Q17Svkd9/8+9lJ4fV53my8W4lylWfOCau+cMAWbeXYYcXimv+2vtBUc6zWN5xxOHIHnF2axfLc6hda+DhZeKaNRcuiHI2LvIOU2U9hspy/3hDXLPlw/eLcsVrvxXXdGov/Hwa5N+hm5/9SpwN3i/bM+byTeqNQ7+zu+ak0boo1VXimjVdZd1RjJvlz71G2MXF4f7p4po32/R35d1rrLEwQf6Z+itr8IgiERER0f+a//1hsj8H++QRERERkUUcUSQiIqImR+ExiiIcUSQiIiIiiziiSERERE0OJ9yW4YYiERERNTnc9SzDXc9EREREZBFHFImIiKjJ4YiiTL1HFKOjo6FSqTBlypRa18XHx0OlUiE6OhoAMHfuXKhUKrNLYGCg2W0KCgrw6KOPwsfHB05OTggJCcHnn39u3aMhIiIiopvGqhFFPz8/ZGRkYOHChXB0dAQA6PV6pKenQ6vVmmW7deuG77777uod2prf5aRJk1BYWIg1a9bA09MT6enpGD9+PHbv3o2ePXuK1sc+ca543Qttm4mzHkWy7guP/quTuGa7QNn9jxki61IAAN9sl72MsyDrZAEAFW26iXLOvfuKa1a5tBBnm2kcRLk1zpPENS92jRblYtQ6cc3UGlnNiB654ppH9O1FuTnTdoprOrrKOwR8ca+9KLcleKa4Zt//b+/e46Is8/6Bf2YGmOGMCogYBxEPWR5AhASNMgqT1NwtWn+RByoNtbK22mXXwnUrra0ee9LkqV+CaylaIZsVmJrtL9RVw7QDWB4Q8oCyKgeB4TTf3x8+zjYCeg0wisPn/XrdrxdzX18+cw9zw1zch+uSHUp1BqP6DDLr/nFWqc5hypPKmbec3apUp/vuX8qZZ8aqzfYCADE/K87Q4dFDOTNdN1+p7ref3qucmbQ2WqkuN63lAYW2NG3frFTncoP6DE+pxlSlukED3ZUzp/w4Q7l23033KdWNmDNCObNmV6FSnXMPV+VMl6NqM2F9+5vlypmjNj2jVKf2l942eEBRTbuuUQwPD0dAQACys7PN67KzsxEYGNiic+fg4AA/Pz/z4n3J9EM7duzA448/jsjISISEhGDBggXw8vJCQUFBezaNiIiIiDpJu29mSU5ORkbGf/77XblyJWbOnNmi7uDBg/D390dISAgefPBBlJaWWrRHR0dj3bp1OHv2LEwmE7KysmA0GnHbbbe1d9OIiIiILktMYtPFXrS7o5iUlIT8/HyUlJSgpKQE27dvR1JSkkVNVFQUMjMzkZeXhxUrVqC4uBhjx45FdXW1uWb9+vVobGxEr169oNfrMXv2bGzYsAGhoaHtf1VERERE1GHtvuvZx8cHCQkJyMzMhIggISGhxWnlu+++2/z1sGHDEBUVhaCgIKxfvx4PP/wwAOD5559HRUUFtmzZAm9vb+Tk5CAxMRFff/01hg4d2uJ56+vrUV9fb7muoQF6J7XrqoiIiIiEA24r6dDwOMnJyZg3bx4AYPnyK1/k6uXlhYEDB+LQoUMAgMOHD2PZsmX44YcfcNNNF26eGD58OL7++mssX74c6enpLTIWL16Mv/zlLxbrnp47G8/MU79omoiIiLo3kx2dHralDg24PX78eDQ0NKCxsRHx8fFXrD9//jwOHz6MPn36AABqa2svbITWcjN0Oh1MJlOrGampqaisrLRYHp+V3JGXQURERESt6NARRZ1Oh6KiIvPXl3rmmWcwceJEBAUF4cSJE0hLS4NOp8PUqVMBAIMHD0ZoaChmz56N1157Db169UJOTg42b96MTz/9tNXn1Ov10Ov1FutqeNqZiIiIrMBTz2o6PDOLh4dHm23Hjh3D1KlTcebMGfj4+GDMmDH417/+BR8fHwCAo6MjPv/8c/zxj3/ExIkTcf78eYSGhmLVqlWYMGFCRzeNiIiIiDrA6o5iZmbmZdtzcnLMX2dlZV0xb8CAAZyJhYiIiK4qexrCxpbsYq5nxzVvKdf2GDFMudZUoTbzw+zk25QzvytWO00+CHuUMx1iBinVGT86pZzpcqZEqa7m6/+nnOng6qxce7JI7fnD/6w+g423QW2mndrPdipnJt47UKnOdZ96ptsgtdluhscOV84cOtRLubZ+73tKdVFD1d97/S8HlOrKcr9Szoz4zXylupjKD5Uz67/eplQnzvorF/0vz3NHlWvhqPb3oenwT8qRk+9Ue/6ajOorF/2vCUljlOpM2+YrZ1aXlCnVVR1X+7sMAI++alSqq21W7zC4f644ew7UZ1zZ9/Y+5Uznvmr7nl+Yj3Km16BgpbrocxuUM8+frVSupa7NLjqKRERERNbgEUU1HbrrmYiIiIjsF48oEhERUbdj4l3PSthRJCIiom6Hp57V8NQzEREREbWKRxSJiIio2+GA22p4RJGIiIiIWsUjikRERNTtmHiNohKrO4ozZszAqlWrMHv2bKSnp1u0zZ07F2+//TamT59unsHl+PHj+MMf/oDc3FzU1tYiNDQUGRkZiIiIAHDh0G9aWhreffddVFRUICYmBitWrMCAAQOUt8ng76v+AlqZk7qj6hrVf4z+imOg6prqlTO1ilNdN1TWKGe61NepPbdefZ5th8tM93gpvaerUl2zSW07AaBBr/b8jlbsI/92vkGpztXDSzmz2UFtQN1mKwYJbjYpl6KpRu1najA1qYeK2gY4uhqUIzUajVJds4v6fufg4aZUV1dWrpzpolwJ4HyVUpnJqP73oV7Ufqb15xuUM43GZqU6jRW/S2JS20ccDI7KmeUNau+ni4P6a3f09laurdlVqFSnOog2ANQdV3vva4Nq1TMV92c3B/Wffb0VnzfUtbXr1HNAQACysrJQV/efDxSj0Yg1a9YgMDDQvO7cuXOIiYmBo6MjcnNzUVhYiNdffx09evQw17z66qv47//+b6Snp2PXrl1wdXVFfHw8jEa1EfWJiIiIrCUmseliL9p16jk8PByHDx9GdnY2HnzwQQBAdnY2AgMD0a9fP3PdK6+8goCAAGRk/GfKo1+3iwiWLl2KBQsWYPLkyQCAv//97+jduzdycnLwu9/9rl0vioiIiIg6rt03syQnJ1t0AFeuXImZM2da1HzyySeIiIjA/fffD19fX4SFheHdd981txcXF6OsrAxxcXHmdZ6enoiKisLOnepz4xIRERFZQ0RsutiLdncUk5KSkJ+fj5KSEpSUlGD79u1ISkqyqDly5Ij5esNNmzYhJSUFTzzxBFatWgUAKCu7MAl87969Lb6vd+/e5rZL1dfXo6qqymKpb7TiWikiIiLq9sRksuliL9p917OPjw8SEhKQmZkJEUFCQgK8L7nI12QyISIiAi+//DIAICwsDD/88APS09Mxffr0dj3v4sWL8Ze//MViXWpCDP50z9j2vRAiIiIialWHxlFMTk5GZmYmVq1aheTk5Bbtffr0wZAhQyzW3XjjjSgtLQUA+Pn5AQBOnTplUXPq1Clz26VSU1NRWVlpsfw+fnRHXgYRERF1MyaT2HSxFx3qKI4fPx4NDQ1obGxEfHx8i/aYmBj89NNPFut+/vlnBAUFAbhwY4ufnx+2bt1qbq+qqsKuXbswenTrnT+9Xg8PDw+LRe/I4SCJiIiIOluHelg6nQ5FRUXmry/11FNPITo6Gi+//DISExOxe/duvPPOO3jnnXcAXBgHbf78+XjxxRcxYMAA9OvXD88//zz8/f1x7733dmTTiIiIiNpkTzec2FKHD8V5XGYQ5VGjRmHDhg1ITU3FokWL0K9fPyxdutQ8pA4APPfcc6ipqcGsWbNQUVGBMWPGIC8vDwaD+sC7RERERNT5rO4oXpxxpS05OTkWj++55x7cc889bdZrNBosWrQIixYtsnZTzBx8rJiZpd6KgbwV/9vwdFafJcHLWS3TsbZaObOn61mlOpe+6j+nJk+12Qecg4OUM+HsrFwqhYeU6nqcPayc2eDspVSndVSffcC9Ue1nbzKozTQDAE2KU+34+qln9vJU/8+5qU5tfzZp1f98NBw5olTn6KI+Q0VPD7XXJIozuACAaczdSnW6jVnKmQ5lJcq1NYOilOqcKyuUM/vUqv0unfFTn8GmV0/F35EzypHocbPabFxOJceVM8/qGpXq3B3OK2dKk1omADj3UPsd9QtTnLIL6jOunNqh9rcJAILGKs6g06w2Iw8A1J5R/5leK/Y0KLYtdegaRSIiIiKyX7wLhIiIiLodHlFUw44iERERdTsmsZ9BsW2Jp56JiIiIqFU8okhERETdDk89q+ERRSIiIiJqFY8oEhERUbfDI4pqeESRiIiIiFrFI4pERETU7XAKPzWd3lGcMWMGVq1ahdmzZyM9Pd2ibe7cuXj77bcxffp0ZGZmIjg4GCUlLWctmDNnDpYvX678nNJDbRYRANBUnVOubT5fo1yrKlCvNquA44nTypnanoOU6ioOHFXO7Om0XamuuZU5vtuic1KbcQQAegxTe02aOvXR/2t79FOqc7diyIQfG25UqhtjLFDOdDtfplRnMAxVznRxUn9NdWeqlOrcG9RmiAAAh/6hanU91afyGOBdoVSnqWxSzmzWuyvVGc9UKme6uHuq1+77Sqmu+rD6bC8VsWqzJ7l6q712AKg6rzZDh6Nfb+VMY3GpUp3Bp6dyZkOz2kecm7ZCObN5SIRyrcvRX5TqvAYFK2fWlZUr1SnPtgJg9ys7lOrG3RGnnEn2wyanngMCApCVlYW6ujrzOqPRiDVr1iAwMNC8bs+ePTh58qR52bx5MwDg/vvvt8VmEREREQEATCaTTRd7YZOOYnh4OAICApCdnW1el52djcDAQISFhZnX+fj4wM/Pz7x8+umn6N+/P2JjY22xWUREREQALtzMYsvFXtjsZpbk5GRkZGSYH69cuRIzZ85ss76hoQHvv/8+kpOTodFobLVZRERERKTIZh3FpKQk5Ofno6SkBCUlJdi+fTuSkpLarM/JyUFFRQVmzJhx2dz6+npUVVVZLPUNjZ289URERGTPREw2XeyFzTqKPj4+SEhIQGZmJjIyMpCQkABv77ZvOnnvvfdw9913w9/f/7K5ixcvhqenp8Xyt7UbO3vziYiIiLo9mw6Pk5ycjHnz5gHAZe9iLikpwZYtWyyuaWxLamoqnn76aYt1ph0fdWxDiYiIqFuxp+sIbcmmHcXx48ejoaEBGo0G8fHxbdZlZGTA19cXCQkJV8zU6/XQ6/UW6+qcHDu8rURERERkyaYdRZ1Oh6KiIvPXrTGZTMjIyMD06dPh4MDxv4mIiMj2eERRjc17Zh4eHpdt37JlC0pLS5GcnGzrTSEiIiIiK2jEDuawObPwEeVaRw835VoHL7UZFWqOqM0oAACmB+epPfe6FcqZxnPVSnU9752knNnk3kupzrH0J+VMWHMXmIPa5QRNx9R/9qf3FCrV+d0eqZxZccu9SnWeX61TztQ4qv3/1jw0SjnT8dD3yrWqd+s1lf9bOVM3YpRSndZoxWxIWrWZJ6q++ko5cuuEjCsXAZik2aCcqatRm+kGANY6zFCqm1r+mnKmsfioUl1zwv9RznT8Yr1SXVNt3ZWL/lfF1OeU6vwPblPONO7fp1Rn6BesnFlfqjbbCgDsuetVpbroc+r7k+rfRjSrzZ4DAJpmtZFDvrxrkXLmHXl/Vqoz3DFNObOzxU/fZ9P8TatG2DT/auG5XiIiIup2eOpZjc2GxyEiIiKi6xuPKBIREVG3I3Y0H7Mt8YgiEREREbWKRxSJiIio2+E1imp4RJGIiIiIWsUjikRERNTtqA4F1t3xiCIRERERtarTO4ozZsyARqPBY4891qJt7ty50Gg0mDFjBgCguroa8+fPR1BQEJydnREdHY09e/Z09iYRERERWTCZxKaLvbDJqeeAgABkZWXhv/7rv+Ds7AwAMBqNWLNmDQIDA811jzzyCH744QesXr0a/v7+eP/99xEXF4fCwkL07dtX+flchw1Vrm0uP61ca6pTm1Xg0INvKmcG6NRmEvGIvV05s+aGcKW6yndeUs70Clf7mTadPaOc6eDXR7m2ek+BUp372DHKmR6xU5Tq6j56TzmzMUavVKe7IUA5szbgJqW6j0+PVc4MGhKnXDtoeaJSnc9DDypnNu/9l1Jd/fla5czc2LeV6u5O7KecebdJbdaPmo8+Uc70GK0+g87U5v+r9vyFB5Qz5b6HleoqX31ROfOjSRuV6mYdVJuJCgB6rH9dqa6msUk584ffLlWqu1GjNmsTAHjovlauHbXpGaW682crlTPrK9VmL6o9c145U5XqbCsAsHW82udNQuO1m5mF1Njk1HN4eDgCAgKQnZ1tXpednY3AwECEhYUBAOrq6vDxxx/j1Vdfxa233orQ0FAsXLgQoaGhWLFCffo6IiIiImuJyWTTxV7Y7BrF5ORkZGT8Z97UlStXYubMmebHTU1NaG5uhsFgsPg+Z2dn5Ofn22qziIiIiCAmseliL2zWUUxKSkJ+fj5KSkpQUlKC7du3Iykpydzu7u6O0aNH469//StOnDiB5uZmvP/++9i5cydOnjxpq80iIiIiIkU2Gx7Hx8cHCQkJyMzMhIggISEB3t7eFjWrV69GcnIy+vbtC51Oh/DwcEydOhUFBW1fn1ZfX4/6+nqLddLYBL0jR/ohIiIiNRweR41Nh8dJTk5GZmYmVq1aheTk5Bbt/fv3xz//+U+cP38ev/zyC3bv3o3GxkaEhIS0mbl48WJ4enpaLH/L3mzLl0FERETULdm0ozh+/Hg0NDSgsbER8fHxbda5urqiT58+OHfuHDZt2oTJkye3WZuamorKykqL5dnf3GmLzSciIiI71dWuUVy+fDmCg4NhMBgQFRWF3bt3t1nb2NiIRYsWoX///jAYDBg+fDjy8vI6lNkWm3YUdTodioqKUFhYCJ1O16J906ZNyMvLQ3FxMTZv3ozbb78dgwcPtrjp5VJ6vR4eHh4WC087ExER0fVq3bp1ePrpp5GWloa9e/di+PDhiI+Px+nTrQ/pt2DBAvzP//wP3nrrLRQWFuKxxx7DlClT8O2337Y7sy02n5nlYmeuNZWVlZg7dy4GDx6MadOmYcyYMdi0aRMcHR1tvVlERETUjXWl4XHeeOMNPProo5g5cyaGDBmC9PR0uLi4YOXKla3Wr169Gn/6058wYcIEhISEICUlBRMmTMDrr7/e7sy2dPqhuMzMzMu25+TkmL9OTExEYqLa4L5ERERE14vWbr7V6/XQ6y0namhoaEBBQQFSU1PN67RaLeLi4rBz5842sy83vGB7MtskdspoNEpaWpoYjUZmMrPLZdoql5nM7MqZtsplZvfM7OrS0tIEgMWSlpbWou748eMCQHbs2GGx/tlnn5XIyMhWs6dOnSpDhgyRn3/+WZqbm+WLL74QZ2dncXJyandmW+y2o1hZWSkApLKykpnM7HKZtsplJjO7cqatcpnZPTO7OqPRKJWVlRZLax3l9nTqTp8+LZMnTxatVis6nU4GDhwoc+bMEYPB0O7Mttj8GkUiIiKi7qbVm28vOe0MAN7e3tDpdDh16pTF+lOnTsHPz6/VbB8fH+Tk5KCmpgYlJSU4cOAA3NzczMMLtiezLewoEhEREV0jTk5OGDlyJLZu3WpeZzKZsHXrVowePfqy32swGNC3b180NTXh448/Ng8v2JHMS3FcGSIiIqJr6Omnn8b06dMRERGByMhILF26FDU1NebhAqdNm4a+ffti8eLFAIBdu3bh+PHjGDFiBI4fP46FCxfCZDLhueeeU85UZbcdRb1ej7S0tFYP8zKTmdc601a5zGRmV860VS4zu2emPXnggQdQXl6OF154AWVlZRgxYgTy8vLQu3dvAEBpaSm02v+cBDYajViwYAGOHDkCNzc3TJgwAatXr4aXl5dypiqNiFg/fDgRERER2T1eo0hERERErWJHkYiIiIhaxY4iEREREbWKHUUiIiIiahU7ikRERETUKnYUiYiIiKhV7CgSERERUavsZsDthoYG5OTkYOfOnSgrKwMA+Pn5ITo6GpMnT4aTk1O7co8dOwYvLy+4ublZrG9sbMTOnTtx6623dnjbQ0JCsGnTJgwYMKBd22cwGODt7Q0A+Prrr5Geno7S0lIEBQVh7ty5Vk/Xc9Gnn36K3bt3Iz4+HjExMfjyyy/x2muvwWQy4Te/+Q1mzZrVrtxLjRs3DhkZGQgKCrL6e+vr66HVauHo6AgAOHz4MFauXGl+/Q8//DD69etnde7+/ftRUFCA2267DSEhIfjxxx+xfPlymEwmTJkyBfHx8VZnAsDu3btb7KOjR49GZGRku/KAC9My/Xog1l+vP3bsGAIDA9udfVF3eo+A6+N94j5qqbvso539Wff4448jMTERY8eOtXpbruTkyZNYsWIF8vPzcfLkSWi1WoSEhODee+/FjBkzoNPpOv05yQbEDhw8eFBCQkLEYDBIbGysJCYmSmJiosTGxorBYJDQ0FA5ePCgVZknTpyQUaNGiVarFZ1OJw899JBUV1eb28vKykSr1VqV+eabb7a66HQ6SU1NNT+2RmRkpGzcuFFERHJyckSr1cqkSZPkD3/4g0yZMkUcHR3N7dZIT08XBwcHGTlypHh4eMjq1avF3d1dHnnkEZk9e7Y4OzvL0qVLrcr8xz/+0eqi0+lk2bJl5sfWiI2NlQ8//FBERPLz80Wv18uwYcPkgQcekLCwMHFxcZEdO3ZYlfnxxx+LTqeTXr16iZubm2zevFm8vLwkLi5O4uPjRafTyQcffGBV5qlTp2TMmDGi0WgkKChIIiMjJTIyUoKCgkSj0ciYMWPk1KlTVmVWVlbK/fffLwaDQXx9feX555+XpqYmc3t79tHu/B6JXD/vE/fR7rmP2uKzTqPRiFarlQEDBsiSJUvk5MmTVn1/W/bs2SOenp4ycuRIGTNmjPlz9IEHHhAvLy+Jjo6WqqqqTnkusi276CjGxcXJ5MmTpbKyskVbZWWlTJ48We666y6rMqdNmyZRUVGyZ88e2bx5s4wcOVIiIiLk7NmzInLhD5xGo7EqU6PRyA033CDBwcEWi0ajkb59+0pwcLD069fPqkxXV1c5cuSIiIhERUXJkiVLLNrfeustCQsLsypTRGTIkCHyzjvviIjIl19+KQaDQZYvX25uz8jIkBtvvNGqzIt/kDQaTZuLtR8aHh4e8vPPP4vIhT/2Tz31lEX7ggULJCYmxqrM8PBwefHFF0VEZO3ateLl5SWLFi0yt7/22msyYsQIqzJ/+9vfyujRo+XAgQMt2g4cOCDR0dFy3333WZX5xBNPyMCBA+XDDz+Ud999V4KCgiQhIUHq6+tFpP37aHd9j0Sun/eJ+2j33Edt8Vmn0Whky5Yt8uSTT4q3t7c4OjrKpEmTZOPGjdLc3GxV1q/FxMTIwoULzY9Xr14tUVFRIiJy9uxZGTFihDzxxBPtzqerxy46is7OzvL999+32f7dd9+Js7OzVZn+/v6ya9cu82Oj0SgTJ06UESNGyJkzZ9r1n/Ds2bNlxIgRUlhYaLHewcFBfvzxR6uyLvL09JT9+/eLiIivr6/564sOHTokLi4uVuc6OztLSUmJ+bGjo6PFz7i4uNjq3PHjx0tCQkKLoxIdef2urq5SVFQkIiK9e/eWffv2WbQfOnRI3NzcrM4sLi4WERGTySSOjo7y3XffmdsPHz5sdaabm5vs3bu3zfZvvvnG6szAwEDZtm2b+XF5eblERkbKXXfdJUajsV37aHd+j0Sun/eJ+2j33Edt8Vmn0WjMP8uGhgZZt26d+Yinv7+//OlPf7L6KOXFbT18+LD5cXNzszg6OkpZWZmIiHzxxRfi7+9vdS5dfXZxM4uXlxeOHj3aZvvRo0ctJspWUVlZiR49epgf6/V6ZGdnIzg4GLfffjtOnz5t9Xamp6fjhRdeQHx8PJYtW2b197cmNjYWa9euBQCEhYXhq6++smjftm0b+vbta3Vur169UFJSAgA4ceIEmpqaUFpaam4vKSlBz549rcrMzc3FHXfcgYiICHz66adWb1NroqKisHHjRgBA//79sX//fov2ffv2Wb2d7u7uOHPmDACgoqICTU1N5scAcObMmRbXrF6JXq9HVVVVm+3V1dXQ6/VWZZaXl1tcj+Xt7Y0tW7aguroaEyZMQG1trVV5QPd+j4Dr533iPto991FbfNb9mqOjIxITE5GXl4cjR47g0UcfxQcffIBBgwZZneXr64uTJ0+aH586dQpNTU3w8PAAAAwYMABnz55t97bSVXSte6qd4fnnn5cePXrIG2+8Ifv375eysjIpKyuT/fv3yxtvvCE9e/aUtLQ0qzKHDh0qH330UYv1jY2Ncu+990pgYKDV/wlfdOzYMRk3bpyMHz9eTp482aH/hAsLC6VXr14ybdo0+etf/ypubm6SlJQkL730kkybNk30er1kZGRYnTt37lwZMGCAvPjiixIZGSnTp0+XwYMHS25uruTl5cnQoUMlOTm5Xdv87bffypAhQ2TWrFlSU1PTode/Y8cO8fT0lLS0NHnrrbfE29tbFixYIB988IG88MIL4uXlJa+88opVmUlJSRIVFSXvv/++TJw4UeLj4+WWW26RoqIiOXDggMTGxlp9Cm7OnDkSFBQk2dnZFqeNKisrJTs7W4KDg2XevHlWZQ4aNEg+++yzFuurq6tl9OjRMnz48Hbvo93xPRK5ft4n7qPdcx+1xWfdr48otsZkMskXX3xhVaaIyJNPPik333yz5Obmypdffim333673Hbbbeb2vLw86d+/v9W5dPXZRUdRRGTJkiXSp08f8/UpF69h6dOnj9W/4CIizz33XJvXejQ2NsqkSZPa/QdO5MIv38svvyx+fn6i0+na/QdO5MJpkd/97nfi7u5uvkbH0dFRoqOjZcOGDe3KPH/+vDz66KNy8803y6xZs6S+vl7+9re/iZOTk2g0GrntttusvrD912pra2X27NkyYMCADr/+HTt2yC233NLiOqW+fftafcONyIXrpu68805xc3OT+Ph4qaiokHnz5llc9H3o0CGrMo1Gozz22GPi5OQkWq1WDAaDGAwG0Wq14uTkJCkpKWI0Gq3KfPzxx9v8oKmqqpKoqKgO7aPd7T0SuX7eJ+6jF3THfbSzP+uCg4Pl3//+t9XfdyXV1dWSmJgoDg4OotFoJDo62uJU9KZNm2T9+vWd/rzU+TQiItf6qGZnKi4uthgyoD1DGgBAU1MTamtrzYfJW2s/fvx4u4Zi+LWCggLk5+dj2rRpFqe620NEcPr0aZhMJnh7e5uHeuhMRqMRjY2NcHd375S8Tz75BNu2bUNqaip8fX07lFVeXo4jR47AZDKhT58+CA4O7pRtvOjIkSOora3F4MGD4eDQvpGlqqqqUFBQYLGPjhw5ss397HLOnTuHEydO4Kabbmq1vbq6Gnv37kVsbGy7tvWi7vYeAdfn+wRcGNalrq6O+2gHXC/7aGd91tma0WhEU1NTuy4Foa7B7jqKRESdTUSg0Wi6ZSbZt+TkZKW6lStXdolcuvrs4maWK/nll1+Ud1pm2ja3rq4O+fn5KCwsbNFmNBrx97//3W4zi4qKkJGRgQMHDgAADhw4gJSUFCQnJ+PLL7+0Oo+ZnZ/ZFr1ej6Kiom6VWVNTg4yMDPz5z3/GsmXLLG7EYOa1ydy7dy+Ki4vNj1evXo2YmBgEBARgzJgxyMrKsjozMzMT27ZtQ0VFBc6dO9fm0lVy6Rq4dme9r559+/Z16DoYZnZO7k8//WQevFer1cqtt94qJ06cMLe3Z6iM6yUzNzdXnJycpGfPnmIwGCQ3N1d8fHwkLi5Oxo0bJzqdTrZu3crMa5gpIvLUU0+1umi1Wpk2bZr5sT1m3njjjXLmzBkRESktLZWgoCDx9PSUUaNGSc+ePcXX19c8Zmt7M4ODg6+LzK762ocNGyabN28WEZF3331XnJ2d5YknnpAVK1bI/Pnzxc3NTd577z2rMufMmSM9evSQESNGyJtvvmne5o6yVS5dfXZx6vmTTz65bPuRI0fw+9//Hs3Nzcy8hrlTpkxBY2MjMjMzUVFRgfnz56OwsBBfffUVAgMDcerUKfj7+9tlZnR0NMaNG4cXX3wRWVlZmDNnDlJSUvDSSy8BAFJTU1FQUIAvvviCmdcoEwC0Wi2GDx/eYoiRf/7zn4iIiICrqys0Go1VRyyvp8yysjL4+voiKSkJxcXF+Pzzz+Hp6Ynz589jypQp8PHxwZo1a5h5jTJdXFxQVFSEoKAghIeHIyUlBY8++qi5fc2aNXjppZfw448/KmcCF6YwzM7OxsqVK7Fjxw4kJCTg4Ycfxl133dWhSxlslUtX2bXuqXYGW4zU350zbZXr6+trMeCsyWSSxx57TAIDA+Xw4cPtOlJ3vWR6eHiYB61tbm4WBwcHi8GNv//+e+nduzczr2GmiMjixYulX79+LY5GdmTolesl89fDpISEhLQYEmX79u0SEBDAzGuY2atXL/nmm29E5MLfqdYGBrd2wO1LHT16VBYuXCghISESGBhoMXVtV8wl27OLaxT79OmD7OxsmEymVpe9e/cyswvk1tXVWdzlp9FosGLFCkycOBGxsbH4+eef7TbzYg5w4UiDwWCAp6enuc3d3R2VlZXMvMaZf/zjH7Fu3TqkpKTgmWeeQWNjo9UZ12sm8J+fqdFoRJ8+fSza+vbti/LycmZew8y7774bK1asAHBhsoWPPvrIon39+vUIDQ21ejt/TavVQqPRQESsPhN1LXLJ9uyiozhy5EgUFBS02X5x52Tmtc0dPHgwvvnmmxbrly1bhsmTJ2PSpElWb+f1khkcHIyDBw+aH+/cuROBgYHmx6WlpS0+SJh5dTMvGjVqFAoKClBeXo6IiAj88MMPHT5Ndr1k3nHHHQgPD0dVVRV++ukni7aSkhL06tWLmdcw85VXXsHWrVsRGxuLgIAAvP766xg7dixmzZqF2NhYLFy4EEuWLLF6O+vr67F27VrceeedGDhwIL7//nssW7YMpaWlHRrWxla5dHW1fxCnLuTZZ59FTU1Nm+2hoaHYtm0bM69x7pQpU7B27Vo89NBDLdqWLVsGk8mE9PR0u8xMSUmx+C/65ptvtmjPzc3FuHHjmHkNM3/Nzc0Nq1atQlZWFuLi4jrlCEhXz3zhhRcsOpqXfpBv3LgRY8eOZeY1zPT398e3336LJUuWYOPGjRAR7N69G7/88gtiYmKwfft2REREWJU5Z84cZGVlISAgAMnJyVi7di28vb2tyriauXT12cXNLEREtnLs2DEUFBQgLi4Orq6u3SqT7J9Wq0VgYCDCwsIue0Q6Ozu7S+TS1WcXHUVbDOzZnTNtlauSqdFo8N577zGTmVc9UzUXuPa/o/z9ZOblWPO+z5gxQ+mShYyMDOVMW+bS1WcXHUWtVougoCCEhYVd9rq5DRs2MNPOtpWZzOR+z0xmtj+T6Ipse1P11WGLgT27c6atcpnJzK6caatcZjKzK2cSXYlddBRFRIxGo6xZs0bi4uLExcVF7r//fsnLyxOTycTMLpTLTGZ25czraVuZyczO3O+J2mI3HcVfs8XAnt0501a5zGRmV860VS4zmdmVM4kuZRfjKF7KFgN7dudMW+Uyk5ldOdNWucxkZlfOJGrhavZKbenXh+MNBoPcd9998tlnn0lzczMzu1AuM5nZlTOvp21lJjM7c78naotddBRTUlKkR48eMmzYMFm6dKmUl5czswvmMpOZXTnTVrnMZGZXziS6ErsZHqezB/bszpnX07Yyk5nc75nJzPZnEl2JXUzhN23atA7PccpM2+cyk5ldOdNWucxkZlfOJLoSuziiSERERESdzy7veiYiIiKijmNHkYiIiIhaxY4iEREREbWKHUUiIiIiahU7ikRERETUKnYUiYiIiKhV7CgSERERUav+PzhbAJXLe4EQAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rl.plot.mean_correlation_per_group(corr, annot=False, vmin=0.90, vmax=1.0)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5e4b9ed4-d900-4f13-956a-5240df2250a7", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "#### Next step: Loading and score plots (Guo et al SOP step 23)" ] }, { "cell_type": "markdown", "id": "2cf106cd-adb2-4e68-8f44-49fb7960fb8a", "metadata": {}, "source": [ "### Classical Least Squares for Spectral Subtraction" ] }, { "cell_type": "markdown", "id": "35e9f6f7", "metadata": {}, "source": [ "The CLS algorithm works on single spectra, so here I import data directly as ramanspy Spectrum objects. These can be mean spectra or single spectra as needed." ] }, { "cell_type": "code", "execution_count": 39, "id": "00f62b63-a487-4cb5-94d8-55e6234203d1", "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "# Base directory: folder containing this script\n", "BASE_DIR = os.getcwd()\n", "\n", "# Example data folder inside ramanlib\n", "DATA_DIR = os.path.join(BASE_DIR, \"CLS_example_data\")\n", "\n", "# Build relative paths\n", "grating = rp.load.renishaw(os.path.join(DATA_DIR, \"grating 10s 50_ 3acc 532nm 1200lmm extended range 200-3600 spot 1.wdf\"))\n", "water = rp.load.renishaw(os.path.join(DATA_DIR, \"water 10s 10_ 3acc 532nm 1200lmm extended range 200-3600 spot 3.wdf\"))\n", "ethanol = rp.load.renishaw(os.path.join(DATA_DIR, \"ethanol 10s 1_ 3acc 532nm 1200lmm extended range 200-3600 spot 1.wdf\"))\n", "water_and_ethanol = rp.load.renishaw(os.path.join(DATA_DIR, \"water and ethanol 10s 10_ 3acc 532nm 1200lmm extended range 200-3600 spot 1.wdf\"))" ] }, { "cell_type": "code", "execution_count": 40, "id": "ec5755dd-d879-43f2-a2e6-9ac6a1af96af", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rp.plot.spectra([grating, water, ethanol, water_and_ethanol], plot_type=\"single\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 41, "id": "5931b9e1-5359-4ea4-8c6b-548a37583371", "metadata": {}, "outputs": [], "source": [ "pipe = rp.preprocessing.Pipeline([\n", " rp.preprocessing.despike.WhitakerHayes(),\n", " rp.preprocessing.baseline.IARPLS(lam = 3000),\n", " rp.preprocessing.normalise.MaxIntensity(),\n", "])\n", "\n", "grating_prepro = pipe.apply(grating)\n", "water_prepro = pipe.apply(water)\n", "ethanol_prepro = pipe.apply(ethanol)\n", "water_and_ethanol_prepro = pipe.apply(water_and_ethanol)" ] }, { "cell_type": "code", "execution_count": 42, "id": "3cbbd366-a2a9-4a95-814e-81b66272ea7d", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjcAAAHMCAYAAAAplYnpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC7MUlEQVR4nOydd5hTdfbG35ueTKZ3hoGhF6mCICqiAqIi6lrXithd0VXUtSGsuva6rig2RFf9iSAWxAUUQVGQKr2XgWF6L8mk3Xt/f3xzb5KZzEySSeYmM+fzPD6m3PLNkPLec95zDieKogiCIAiCIIhOgkrpBRAEQRAEQYQTEjcEQRAEQXQqSNwQBEEQBNGpIHFDEARBEESngsQNQRAEQRCdChI3BEEQBEF0KkjcEARBEATRqSBxQxAEQRBEp4LEDUEQBEEQnQoSNwRBEARBdCpI3BBEJ2XhwoXgOE7+T6PRICcnBzfffDMKCwuVXl6XZe/evfjnP/+J/Px8pZdCEJ0WjdILIAgisjz99NPo1asXbDYb/vjjDyxcuBC//fYbdu/eDYPBoPTyuhx79+7FU089hXPOOQd5eXlKL4cgOiUkbgiik3PhhRdi9OjRAIDbbrsNaWlpePHFF/Hdd9/h6quvVnh1RGuIogibzQaj0aj0UggipqC0FEF0McaPHw8AOHLkiPyYw+HAnDlzMGrUKCQmJiIuLg7jx4/HmjVrfPbNz88Hx3F45ZVXMG/ePPTu3Rsmkwnnn38+CgoKIIoinnnmGXTv3h1GoxGXXnopqqqqfI7x7bffYurUqejWrRv0ej369OmDZ555BjzP+2x3zjnnYMiQIdi7dy/OPfdcmEwm5OTk4KWXXgrodf74448466yzkJSUBLPZjAEDBuDxxx+Xn1+7di04jsOiRYvw+OOPIysrC3FxcbjkkktQUFDQ7HgbN27EBRdcgMTERJhMJkyYMAG///57s+0KCwtx6623yq+vV69euPvuu+FwOLBw4UJcddVVAIBzzz1XThmuXbsWAJCXl4eLL74YK1euxOjRo2E0GvHuu+8CAD766COcd955yMjIgF6vx+DBg/HOO+8E9LcgiK4GRW4IoosheT2Sk5Plx+rq6vDBBx/g2muvxe233476+np8+OGHmDJlCjZt2oQRI0b4HOOzzz6Dw+HAvffei6qqKrz00ku4+uqrcd5552Ht2rV45JFHcPjwYfznP//BQw89hAULFsj7Lly4EGazGbNmzYLZbMbPP/+MOXPmoK6uDi+//LLPeaqrq3HBBRfg8ssvx9VXX40lS5bgkUcewdChQ3HhhRe2+Br37NmDiy++GMOGDcPTTz8NvV6Pw4cP+xUjzz77LDiOwyOPPIKysjK88cYbmDRpErZv3y5HTH7++WdceOGFGDVqFObOnQuVSiWLjXXr1mHMmDEAgKKiIowZMwY1NTW44447MHDgQBQWFmLJkiWwWq04++yzcd999+HNN9/E448/jkGDBgGA/H8AOHDgAK699lrceeeduP322zFgwAAAwDvvvINTTjkFl1xyCTQaDZYtW4a//e1vEAQB99xzT1v/7ATRtRAJguiUfPTRRyIA8aeffhLLy8vFgoICccmSJWJ6erqo1+vFgoICeVuXyyXa7Xaf/aurq8XMzEzxlltukR87duyYCEBMT08Xa2pq5Mcfe+wxEYA4fPhw0el0yo9fe+21ok6nE202m/yY1WptttY777xTNJlMPttNmDBBBCB+8skn8mN2u13MysoSr7jiilZf++uvvy4CEMvLy1vcZs2aNSIAMScnR6yrq5Mf//LLL0UA4r///W9RFEVREASxX79+4pQpU0RBEHxeR69evcTJkyfLj910002iSqUSN2/e3Ox80r6LFy8WAYhr1qxptk3Pnj1FAOKKFSuaPefv7zZlyhSxd+/eLb5GguiqUFqKIDo5kyZNQnp6OnJzc3HllVciLi4O3333Hbp37y5vo1arodPpAACCIKCqqgoulwujR4/Gtm3bmh3zqquuQmJionx/7NixAIAbbrgBGo3G53GHw+FTneXtH6mvr0dFRQXGjx8Pq9WK/fv3+5zHbDbjhhtukO/rdDqMGTMGR48ebfU1JyUlAWApMEEQWt32pptuQnx8vHz/yiuvRHZ2Nn744QcAwPbt23Ho0CFcd911qKysREVFBSoqKmCxWDBx4kT8+uuvEAQBgiDgm2++wbRp02SPkzccx7W6DolevXphypQpzR73/rvV1taioqICEyZMwNGjR1FbWxvQsQmiq0BpKYLo5MybNw/9+/dHbW0tFixYgF9//RV6vb7Zdh9//DFeffVV7N+/H06nU368V69ezbbt0aOHz31J6OTm5vp9vLq6Wn5sz549mD17Nn7++WfU1dX5bN/0R7p79+7NREFycjJ27tzZ4usFgGuuuQYffPABbrvtNjz66KOYOHEiLr/8clx55ZVQqXyv6fr16+dzn+M49O3bV07fHTp0CAAwffr0Fs9XW1sLh8OBuro6DBkypNW1tYW/vzcA/P7775g7dy42bNgAq9Xa7PzeYpMgujokbgiikzNmzBg5knDZZZfhrLPOwnXXXYcDBw7AbDYDAD799FPcfPPNuOyyy/Dwww8jIyMDarUazz//vI/xWEKtVvs9V0uPi6IIAKipqcGECROQkJCAp59+Gn369IHBYMC2bdvwyCOPNIuytHW8ljAajfj111+xZs0aLF++HCtWrMCiRYtw3nnnYdWqVS0e1x/Sml5++eVm3iMJs9nczDgdKv4qo44cOYKJEydi4MCBeO2115CbmwudTocffvgBr7/+epvRKYLoapC4IYguhCRYzj33XLz11lt49NFHAQBLlixB7969sXTpUp9Iydy5c8N6/rVr16KyshJLly7F2WefLT9+7NixsJ4HAFQqFSZOnIiJEyfitddew3PPPYcnnngCa9aswaRJk+TtpMiMhCiKOHz4MIYNGwYA6NOnDwAgISHBZ7+mpKenIyEhAbt37251XYGmp7xZtmwZ7HY7vvvuO5+oWdNqNoIgGOS5IYguxjnnnIMxY8bgjTfegM1mA+CJkHhHRDZu3IgNGzaE9dz+zuNwOPD222+H9Tz+oihS1MVut/s8/sknn6C+vl6+v2TJEhQXF8vVWKNGjUKfPn3wyiuvoKGhodlxy8vLATAxddlll2HZsmXYsmVLs+2k1xwXFweARbECxd/frba2Fh999FHAxyCIrgRFbgiiC/Lwww/jqquuwsKFC3HXXXfh4osvxtKlS/GXv/wFU6dOxbFjxzB//nwMHjzY7w96qJxxxhlITk7G9OnTcd9994HjOPz3v/9tM80ULE8//TR+/fVXTJ06FT179kRZWRnefvttdO/eHWeddZbPtikpKTjrrLMwY8YMlJaW4o033kDfvn1x++23A2Ci5YMPPsCFF16IU045BTNmzEBOTg4KCwuxZs0aJCQkYNmyZQCA5557DqtWrcKECRNwxx13YNCgQSguLsbixYvx22+/ISkpCSNGjIBarcaLL76I2tpa6PV6uX9NS5x//vnQ6XSYNm0a7rzzTjQ0NOD9999HRkYGiouLw/q3I4jOAIkbguiCXH755XI04vbbb8fNN9+MkpISvPvuu1i5ciUGDx6MTz/9FIsXL5YbzIWD1NRUfP/993jwwQcxe/ZsJCcn44YbbsDEiRP9VgiFyiWXXIL8/HwsWLAAFRUVSEtLw4QJE/DUU081M94+/vjj2LlzJ55//nnU19dj4sSJePvtt2EymeRtzjnnHGzYsAHPPPMM3nrrLTQ0NCArKwtjx47FnXfeKW+Xk5ODjRs34sknn8Rnn32Guro65OTk4MILL5SPl5WVhfnz5+P555/HrbfeCp7nsWbNmlbFzYABA7BkyRLMnj0bDz30ELKysnD33XcjPT0dt9xyS9j+bgTRWeDEcF8yEQRBxABr167Fueeei8WLF+PKK69UejkEQYQR8twQBEEQBNGpIHFDEARBEESngsQNQRAEQRCdCvLcEARBEATRqaDIDUEQBEEQnQoSNwRBEARBdCq6XJ8bQRBQVFSE+Pj4kNqgEwRBEATR8YiiiPr6enTr1q3ZANymdDlxU1RU1GxyMUEQBEEQsUFBQQG6d+/e6jZdTtzEx8cDYH+chIQEhVdDEARBEEQg1NXVITc3V/4db40uJ26kVFRCQgKJG4IgCIKIMQKxlJChmCAIgiCITgWJG4IgCIIgOhUkbgiCIAiC6FSQuCEIgiAIolNB4oYgCIIgiE4FiRuCIAiCIDoVJG4IgiAIguhUkLghCIIgCKJTQeKGIAiCIIhOBYkbgiAIgiA6FYqKm19//RXTpk1Dt27dwHEcvvnmmzb3Wbt2LU499VTo9Xr07dsXCxcujPg6CYIgCIKIHRQVNxaLBcOHD8e8efMC2v7YsWOYOnUqzj33XGzfvh33338/brvtNqxcuTLCKyUIgiAIIlZQdHDmhRdeiAsvvDDg7efPn49evXrh1VdfBQAMGjQIv/32G15//XVMmTLF7z52ux12u12+X1dX175FE0QX5ufP16HgQBFunHsVVCrKahPRycqiHdhdewL3D5wKNUfvUwCorG3Avn0Po2f2qcjtebvSy4k4MfWvvmHDBkyaNMnnsSlTpmDDhg0t7vP8888jMTFR/i83NzfSyySITsvzN7yJT59ZglUf/6L0UgiiRZ7cuQiLjm/A5sojSi8lati9++84I281cvQvw+6wKr2ciBNT4qakpASZmZk+j2VmZqKurg6NjY1+93nsscdQW1sr/1dQUNARSyWITs2e3/YpvQSC8EuN1w83RW0YJ07+hPF91sn3/9y/VrnFdBCd/l9er9cjISHB5z+CIIJHEAT5NkcpKSJKqbTXy7f1Kq2CK4kORFFE/tEXfB4bk3E/yqpOKrSijiGmvqGysrJQWlrq81hpaSkSEhJgNBoVWhVBdA0cNqd8W6XiFFwJQbSG6HVLbGW7rsH+I9/grP4nmj2+Yt1zCqym44gpcTNu3DisXr3a57Eff/wR48aNU2hFBNF1sFs9xnyOxA0RA3R1cSPyRRhgfkS+vzW/m3z7hrE/QRSd/nbrFCgqbhoaGrB9+3Zs374dACv13r59O06cYCrzsccew0033SRvf9ddd+Ho0aP4xz/+gf379+Ptt9/Gl19+iQceeECJ5RNEl8Le6JBv8y6hlS0JQjm85Ywgdm1xA9tP8s0qiwEbjvgW1JRV7u/oFXUYioqbLVu2YOTIkRg5ciQAYNasWRg5ciTmzJkDACguLpaFDgD06tULy5cvx48//ojhw4fj1VdfxQcffNBiGThBEOHD4SVuXE6XgishiJbxjtaIXVzciDzz1fy4pw9eXv0oLp34Ig6UpMrP78/fpdTSIo6ifW7OOeecVt98/roPn3POOfjzzz8juCqCIPzhHblx2jtvOJvoPAhdPC0FnlUHb8nvhpH9B6NnVjecUP0PvGss1CoRa7etwfhTr+2UHrqY8twQBKEcJG6IWMD7ermrR27q6w8CAE5WJWLiiL4AgB4ZSWgUTgEAPHnJL9h0oLnZuDNA4oYgiIDwTks5HZSWIqIVj6DpypEbkS9HnJalpUrqMpGeZJafM5tS5NvHS6s7fG0dAYkbgiACwjdyQ+KGiH66cuSGr3sFKk6Ew6XCjIsu9nmOS5gt37Y77E137RSQuCEIIiC8S8FdFLkhohSfaqkuHLlR2b8GAOg0AiaP6u/7pDoXouj22YhVHbyyjoHEDUEQAUGeGyLW6KqRG1H0tGr43+4xMOp8OzVznBr19mQAgFFd3KFr6yhI3BAEERDenhsHiRsiSvEWNM/u+VrBlSjHzsObAQB2lxr/XDrS7zY1thwAgFlb2GHr6khI3BAEERDekRtKSxHRinesxnvOVFfi658/BAAcK09GRnKS320anYkAgEMnD3bUsjoUEjcEQQSEgwzFBBH1iKITcy5dCwA4WpaCV++a5ne7oho1ACDRaIOL73wdx0ncEAQREBS5IWKBpvOkuprv5lihZ6TCl5tPwcDcDL/bDeszCACQGteI4qq6DllbR0LihiCIgPCuliJDMRErFFgrlV5Ch2KpZcOli2vMeP6ux1vcLi1lKABgVK9CnOiEvW5I3BAEERB2MhQTMcj1v7+p9BI6lFNS3wYAZCc1ICctseUNdaMAAJkJFhSUVXTE0joUEjcEQQSEw+YRNJSWIqKVpmkou9B13qver72wtkfrG3NJEEQmASprCyK5LEUgcUMQREB4TwJ32l1dzstAxAb+3pWF1s7ZqK4ZYo18c+muma1uynEq2HnW66bR2vnmS5G4IQgiILx9NqIoQuiEFRZE56TK0aD0EjqEispdAIBqiwEuJLe5vU3oDQBINuZHclmKQOKGIIiAaJqKIt8NEY00rZYCAF7sGkI8wfkoACA5zoac1IQ2t+dVAwEA2QknI7ouJSBxQxBEQDia9LahiikiGvGXLeWFriFutCqPMfiKs4e1ub1aPwQA0DO1uNOlmUncEAQREE0jN2QqJmKFrhK5sbniAABLd/wVWrW6ze0TEthohj7plaio7VzdnEncEAQREE0jNdSlmIhOumZaShQbYdBYAADGhAsD2kejY/OldBoBRRWdq2KKxA1BEAHRNFLjpMgNEYX4S664uoC4gXM3AKC2UY+05JyAduE4LRrsRgCAxVIUsaUpAYkbgiACoqmB2GlztLAlQUQXXSJyU3U9ACDRaEdWcnzA+1nszHjssJO4IQiiC9K8WooiN0T04b9aildgJR2H2ES8ZSSbA9631p4FAFCL+eFckuKQuCEIIiCaemyoWoqIRvxV/XT6yI1jo3zzzo+vh1GnDXhXiysXAGBUd65GfiRuCIIIiGaeGxI3RIzQ2cWNy7YeALB8R3+cOnhyUPs6kQcASDRQWoogiC6IJGa0enZV6D1riiCiBX+G4s7e58ZazyI3ewpzcNfF44LaV6NlkRuzrnNNBidxQxBEQEjVUXEJrLqCIjdErNCZq6VE0QG1wCqlth5PB8dxQe2fmMDETbyB+twQBNEFkcSMyS1uKHJDRCddzHNj/wUmnQuVDUYcK297nlRTctL7AABMOidqGzrPgFESNwRBBITkuTElmABQ5IaITvyOX+jE4kZ0HgUAbDzaHU9Nvyjo/Y2GJPACi/acLCsM69qUhMQNQRBtwrt4CAL71TDGGwBQh2IidujM4ia/8DcAQEltPCaf2i/o/TmOg8OlAwCU15SGdW1KQuKGIIg28e5GHOeO3DioiR8RhXSlqeCiUIW8JGYmLqk1Q6fVhHQcB88uWBqsNeFamuKQuCEIok28U1Am2VBMkRsi+vBbLdUJxY1oWQix7HT5/im9+od8LF5kn+m123e2e13RAokbgiDaxLvHjTGOXeVR5IaIFVydsEOxWP+cz/3+Pc8K/Vgci8bG6TvPZ5rEDUEQbeLd40bqc9O0qR9BRAN+01KdrM+NKNp87q/e2xsZacNCPp7R2AMA0CO58zTyI3FDEESbSJ4brU4DtVYNAHA5O9/VMNEJcGsbs8aAq3uwhnaxnJaSxkmIogCh8noIJf0hVv7VZ5uP/rgR6UmBz5Nqdg7NCABAdmKl3/EVsQiJG4Ig2kTy12j1Gmjc4oZ3UuSGiF6yjElQc+wnLlbFjdi4HGLZWIj23wGhGHBuZk+49gIASmrjcOazt8FkCHyWlD+0OjY8MyXOClsn+VyHZq0mCKJLIaWgNDoNNO6KDCelpYgoxDstpVbFuLipfYD9v3oGoBnS7Pk7P74UdpcW9102vl3n0emzACuQarbC0ugIavBmtEKRG4Ig2sTh5blRy5EbSksR0YckbThw0MRw5KZZesi12+fuB7+OQmF1Iu6/fDyG9c5u17k4dQYAIC3eCqu9c5iKKXJDEESbSJEbrV4LrY59bZDnhohmOCC201L8Sb8Pi+Z/YPLcMtRYWfn2FeNDNxLLqNIBAIlGO0oaGwAEP8Yh2qDIDUEQbSJXS+k0ULvTUi4XpaWI6MM74iGJm1gbnCm6TkCsmNjs8eNV3TH2H7WysLlj6umIM+jaf0IuAU6eRWQd9s7RpZgiNwRBtIkncuMxFFMpOBHNcBwHNedOocaQuBEtCyDWvyDft6svxx3vAkkmG34/1NNn29svGhuWc3Ich9pGM9LMteCdJG4IgugiOOzehmIqBSdiAzktFSN9bkTXYR9hAwBbjuqxpzCp2barX7pTNkyHg3p7AtLMtXDxZWE7ppJQWoogiDbx9txIaSkyFBPRiFQtFZOeG6G+2UOltQa/mybHm8J6apszEQDAO8vDelylIHFDEESbeHtuPIZiSksR0YynWkqIFXEjWpo99PbK5k31Hv3reeE/NRcPAHA6q8N+bCWgtBRBEG3i9FMKTp4bIhrxlgJS2iZmDMVCrXxzyivTwXGibB6W+HL2jejTLTXsp+bU7siNq7aNLWMDEjcEQbSJ00GeGyI2kKqlYjItJdYAAOr58ai0NE87/fLa3xBv1Efm3O7IjVbVEJnjdzCUliIIok18xy9Qnxsi+mHVUrElbkSeDa5cvqXG5/HUBBO+/9ctkRM2AKBikRut2hq5c3QgFLkhCKJNZEOxVuPVoZjSUkT04ZOWijFxA9dxAEBRTbz80FdzpyMvMxkcx0X01ByXAAAwaEjcEATRRfD23EhpKZotRUQnsZmWEkURcO4AABwoTgMALJp9I3plpXTI+VUaFrkxaBs75HyRhtJSBEG0ibfnRqtnQ/XIUExEMxy801IxkEJ1/AoIpeAFDrsLM3DV2cPQLyetw06vVicBAEwkbgiC6Cp4R270Jpb3tzd2jgF7ROfCOy2liaHxC6LtZwAsJWV3aXHx6YM79Pw6HYsQJRobYOsEwzNJ3BAE0Say50angcHEZtnYrbH/BUh0PnxmS6nclX1CDERuXPsAAO+tPQ2TT+2Hob3aN+k7WHIyR6DRoYHZ4MDJ0h0deu5IQOKGIIg28Ru5sdqVXBJBtArHcdCrmK3ULsRACtWVDwA4VJqKi8YM6vDTazR6lNWzaeCCy/9E8liCxA1BEG3idHo8N95pKSFGZvYQXQfvtJRB7Y4y8k5lFhMgolAt97gpqEpAelKcIuuobWQVU+Bjf3gmiRuCINrEu8+NIc7Ta8Nhi+4fDaLr4T1bSo7cRLm4kaI2JbVm2F1aZCbHt759hLA42XlFoUaR84cTEjcEQbSJt+dGb9TJj1NqiohWOHAwqFlln02IdnFzCABwvCIJ8UY9UsI8FDNQRJH9vXjepsj5wwmJG4Ig2sTbc6NSqaAzuH80LCRuiCjDy1AspaVsUR65EV37AQAHStLQLTUh4g37WoLj2N+L52P/c624uJk3bx7y8vJgMBgwduxYbNq0qdXt33jjDQwYMABGoxG5ubl44IEHYLPFvsokiGjGu88NANl3Y7PQZ4+ILmRpwwF6NXu/OgRXdE8G55mB90RVItISlfHbAIBabQAAOJyx3+tGUXGzaNEizJo1C3PnzsW2bdswfPhwTJkyBWVlZX63//zzz/Hoo49i7ty52LdvHz788EMsWrQIjz/+eAevnCC6Ft6RGwAwmtmXIEVuiGjGoPJKofLRWzFlteYDYJ4bJcWNQc/SYXZH7I9gUFTcvPbaa7j99tsxY8YMDB48GPPnz4fJZMKCBQv8br9+/XqceeaZuO6665CXl4fzzz8f1157bZvRHoIg2oe35wYATAlGAIClLvav8IjOhcdQzEHr7nMDsOhNq/uJYqvPRxKOLwYAFNfEIzVBOXFjdIsbhyv2P9eKiRuHw4GtW7di0qRJnsWoVJg0aRI2bNjgd58zzjgDW7dulcXM0aNH8cMPP+Ciiy5q8Tx2ux11dXU+/xEEERze1VIAYIpn4qaxPva/BInOCQdA5eVdaU26LC/chik/P4vdNQURX1dTRKEORh2LgJbWmeHilWs4qNOySNfZfTcqtoZwoZi4qaioAM/zyMzM9Hk8MzMTJSUlfve57rrr8PTTT+Oss86CVqtFnz59cM4557Salnr++eeRmJgo/5ebmxvW10EQXQFXE8+NFLmxUuSGiDK8RQwHb3HTsufmqV1LUOO04tHtn0dwZS3As0ngVRYDbE4tuqcndfwa3CTpj8m3xWj2KAWA4obiYFi7di2ee+45vP3229i2bRuWLl2K5cuX45lnnmlxn8ceewy1tbXyfwUFHa/MCSLWcTT13LgjN/l7CrDtp534dt4KHN5+rMX9CaKjkNJLHDhwHCcLHCGAtJMipmMnKwM/UpaCvKwUXDrulI5fgxut2uv1i7F94aJR6sRpaWlQq9UoLfXthFhaWoqsrCy/+zz55JO48cYbcdtttwEAhg4dCovFgjvuuANPPPEEVKrmWk2v10Ov1zd7nCCIwGnquYlzi5svX/4WX778LQCg97CeeHf7K8oskCCaIGWkVBwHXhQD8tQo4roRmN/mZHUiHrpqArQadRs7RA6NWg8pwCXyFnAq5fw/7UWxyI1Op8OoUaOwevVq+TFBELB69WqMGzfO7z5Wq7WZgFGr2RtBSTMYQXR2mlVLucWNN0d3Hu/QNRFEIMiRG2WkS5uIQgUAoKrBiDiDro2tIwuX8KB822qrVnAl7UexyA0AzJo1C9OnT8fo0aMxZswYvPHGG7BYLJgxYwYA4KabbkJOTg6ef/55AMC0adPw2muvYeTIkRg7diwOHz6MJ598EtOmTZNFDkEQ4aeZ58aPuElMU6ZlPEF4I8oihokaFccBYmAXwIpcJPOs9UmVxYR0BcvAAUBv6I/S+jikx1tgsdXAHMMfaUXFzTXXXIPy8nLMmTMHJSUlGDFiBFasWCGbjE+cOOETqZk9ezY4jsPs2bNRWFiI9PR0TJs2Dc8++6xSL4EgugTNqqUSmosbKapDENEAJ/8/mMhNx4sbwbEbKgBHypKRnmju8PM3xe7UAbCg0Vaj9FLahaLiBgBmzpyJmTNn+n1u7dq1Pvc1Gg3mzp2LuXPndsDKCIKQcDbx3PhLSwlCdIb9ia5F0+CLVA4eiKG4o9/BoiiAE0oADqi1d1fUbyPhEFiDzpqGSoVX0j5iqlqKIIiORxAE8C7We0OKzsT5idwIfGyXjhKdA7mJn1vUqNyRGzEaPTeiFRzH1pWVmq3wYhgcx1JjlTXlCq+kfZC4IQiiVSS/DeDx3HhHbjJ6pAEgcUNEF1I6igsmctPRnhvRAgBwCRwyklM79twt4RY3PF+v8ELaB4kbgiBaRaqUAjyRG3OSx/iYkpUEgMQNEZ1IaamorKgVGwAAFrsOGUnR4d4VwEYwCIJF4ZW0DxI3BEG0itM7cqNlnoBeQ3vIjxniWB8pQSBxQyiPZ7YU3P8P3FDc4fJH8IibaDATAwA4Jm5UbuEVq5C4IQiiVaRKKY1WLVcvmpPiMP6KsTDE6XHuteMBUOSGiDa8SsERqKG4g+WNaw8AoLQ2DulJ0SFunGDVygmG2PbcKF4tRRBEdNO0x43EnMUPQRRFlB5nX4IkbohooKmG4aLYUCy62OiFP09kY8IZ0SFuXGBR2WRjhcIraR8UuSEIolWazpXyhuM4qNTsa0SkUnAiCvBUS7H7wURuOhrBxcYPldebFW/gJ6HVJAAANCqHwitpHyRuCIJoFXmuVAtN+lQq9uPBU+SGiCKkiE00l4K7HCUAgNpGMxLjDAqvhqHXM5GlVjnb2DK6IXFDEESryHOldP6z2FLkhtJSRDTQVMJEcym44C63VqmT5HUqjV7HxI2WxA1BEJ0ZT+SmdXEDRGm5LdElkaRCMJGbju9QzMqtTYakDj5zyxh1zPujVbti+vNM4oYgiFZx2P0biiW8579R9IZQnCY/yEFFbjpY3qg4KwAgzpjcoedtDaOeiRu91gWb09XG1tELiRuCIFqlTc+NV+SGfDeE0sgzwbngS8E7ElEUoeFsAABzXPSIG8lzo9PwsDTGrqmYxA1BEK0SqOcGAERq5EdEGcGUgltcdtQ7GyO9JDcOqFXs85JkTuugc7YNxzFjs17Dw9JoU3g1oUPihiCIVnG2UgoO+IobSksRStNUxHgiN4G9N/977Newr8kvzv0AAKtDg5SE6BE3UJnkm432WgUX0j5I3BAE0SrOFpr4SUil4ACJG0J55LRUiKXgtR0VuXEdAQDsKshCQpypjY07Do7zDMUV3AIsFiFxQxBEq0jjFwKplhKokR8RJcizpdyRm6LGGsXW4heRlYHXNuoRZ/AfFVWabN27Si8hZEjcEATRKrKhOADPDUVuCKVpWr5c7BY1T+9aEtD+Xxds6hjfjVvcNNh1iDPoI3++EHAJsSsRYnflBEF0CG15brybj5G4IaIF6X3ZyAdf8TNx9TPhXk4zRMEtbmx6mKIscvO/vVMBAHW2dIVXEjokbgiCaJW2PDccx8m+G0pLEURg8M6TAIB6mw5xep3Cq/FFpWK+G6OmROGVhA6JG4IgWsVTCt7y1SWNYCCihdaMwy6BD/w4EeyLI4oiOOdGAMCeou4wthAVVQqNhqXJssz7IQoWhVcTGiRuCIJolbY8NwDAqUjcENGBJEo4NJ/VZBcC77grRLJbsVgNFeoAAPWu/lEzV0pCr1V77gjFyi2kHZC4IQiiVTyem5bFjZoiN0SU4U8vfHZsXcD7R3SuEl8OAKiyGDCge27kzhMiJl3sf45b/rYiCIJA254bwCstRR2KCYVpTZJ8cORnVNjrMS69P3qYUtEzLh0aldrvtpGdM2UHANicWgzOy4zgeULD4C1uRLtyC2kHJG4IgmgVT58b8twQ0Y8kSvylpQDgm5Ob8c3JzQCAvuYsfHrmTL/bRXQWlVswOF0qxEdhGbjPR13sqHEU4YXSUgRBtEpgnht3tRSJGyJKaMnFMiqlFwYm5AAADjeUwNpCqXhE6/5Edk67SwOzMboqpQCgynWp544Ym/OlKHJDEESrOB2t97kBvDw3VApORDGfnXkv+sVngxcFjFs5GwDgaiGVGlHPjVvcOFxqmOOjL3ITH5eNnQWZGJZbSpEbgiA6J0F5bihyQ0QNzWM3/eKzAXjmTQEAL/ovD+8Iz43dpUZCnCGC5wmN9CQzGp3s887zVoVXExokbgiCaJW2OhQDlJYioodAIi4cx0HDMSMxLwrobkoBAMwecrm8TSRLwR1OJhicvBppiXERO0+opMSbYHeyz7vVVqfwakKDxA1BEK0SiOdGRWkpIkqQp4K30TpGzbH3rEsQZPNxtjHZc5wIpqUsjQ3s3LwGZkP0eW7UKhVcAluXw9mg8GpCg8QNQRCt0tZUcID63BDRR0vVUhIad+NJXvS8Z9VeiiiSMr2qrgYAoFIbo66Bn4QgMi+Qw0EdigmC6IQE4rmhDsVEtNDUK5OgNfrdTorc8CIvl32rOK8J9xGM3NhtxwAAOq05YudoLwKYF8jlInFDEEQnJBDPjZSWEqmJH6E0bk0ixUNeHnkDjGodHjvlMp/NNFJaShRkQaTy+UmMnLgZlLYcAKBWR5+ZWEKUxU1sGoqpFJwgiFYJxnPDU+SGiBKktNTIlF74edIcOVIj4W0olvw13mmpSEVuRK/qLLU6en+CRbC0lEil4ARBdEYCidyQ54aIFvyVcDcVNt6P8aLgZULmZFEUuWopz/DOvRWXRegc7YcXWRWXNOAz1iBxQxBEq7gC8tywHwSRqqUIhZHfgW1VS6mkaileFjKctw05Up4b0Snf1KhTInOOMGBxpQIAjJpyhVcSGiRuCIJoFUcA1VKUliKijTarpdxpKZdXWkrFcXL1UuQiNx5xY9D7NztHA3ZXOgDAqKlSeCWhQeKGIIhWCarPDYkbQmEC7Sws97kReZ9hm5IoilgMUmSfJ0EEkuOjr4GfhErNhJeK8z97K9ohcUMQRKtInptWxy9QWoqIEkS5Wqr1yI3suREE2TzMcSx6w44TWc+Ni1chNSF6xY3WXcml5lxtbBmdkLghCKJV7I3syk1vannAH0VuiGijrd54GpWnWgpyKbiXoThS1VIC+zy5BBVSojhykxAXDwBQkbghCKKz4XK6ZMGiN7bcJp48N0T0EGxaSgAvR244WRRFanCmw8WGZjp5NeJbuWBQmrzsLACAWkXihiCITobdapdvtxq5oQ7FRJTgkSRtGYo9nhu7wFKvepVWnhgeKXFjs7O+MS5eBaOu5fYKShNnZN2T1SrRpzdPrEDihiCIFrFZWQhdpeICMhRTh2JCaeRRCm2IG5OGiXWLyw4bz8SNUa2Tq6UiZbmxOVjHX5eglr1q0YjBZ2xF7JmKSdwQBNEiDrffRmfUtTrgjzw3RLQguAdhqtow3Zg1zDBbYfc0qTOotRFv4qdyrnffil5hAwAGvccPxLvsrWwZnZC4IQiiRWzutJShDW8AeW6IaIEHew9q/HQl9kYWN7Z6+TGDWutVLRWZ93Ka+l0AQGZCfRtbKotB55l71RiDk8FJ3BAE0SKS50bXipkYoFJwInrgBSlyE5i4KXdHbvQqrc8+Xf2drNNq4HCxv4fDEXvzpUjcEATRIoGUgQOUliKiBymd1GZaSiulpVgExaBm5l5VhEvBYwWO4+Dkmc+u0d6g8GqCJ+iRpHa7HRs3bsTx48dhtVqRnp6OkSNHolevXpFYH0EQCmJ3G4oNpjYiNyRuiChB8tz4G5bpjRS5KbPVAgBMavYe94iiyIqb349Px/isiJ6i3TQ69YjTO1Bvib0RDAGLm99//x3//ve/sWzZMjidTiQmJsJoNKKqqgp2ux29e/fGHXfcgbvuugvx8fGRXDNBEB1EsGkpgdJShMK4ghQ3UuQmXq4OiqyhuMFuhlnfgBrH4IgcP5zYnEYA9bA0Vii9lKAJKC11ySWX4JprrkFeXh5WrVqF+vp6VFZW4uTJk7BarTh06BBmz56N1atXo3///vjxxx8jvW6CIDoASksRsYZcCt6WuNEafO7Hu+9HevyCimM9Y7Sa6G3gJ2HnWa8bu72TRm6mTp2Kr776Clqt/4ZDvXv3Ru/evTF9+nTs3bsXxcXFYV0kQRDKYA+yWorEDaE0nrRU656beE1TceMeFBnBwZkiXwqTjplztbronQgu4XCLG5VYrfBKgicgcXPnnXcGfMDBgwdj8ODoD7cRBNE2kuemrbQUJ3UopiZ+hMLwAaalDGrf93S8xi02uMgZisX6lzzn10a/uLE40gAABnXsBSyoWoogiBaR+9y0IW7UFLkhogReDKwUvGk1lU7FrvUjOn5B8ERAdE3SYtGI1cUcz0ZtucIrCZ6wiZvp06fjvPPOC9fhCIKIAhzkuSFiDI/npvW0FNekQ7AU6ZFrpSLiufEcMyHOHIHjhxkViy5xiL0OxUGXgrdETk6OPDyPIIjOgRS5aW0iOOA1OJOqpQiFkdNSbVy7N9U+srjhIlkt5TlmYlxCBI4fXjRqSdzE3mypsImb5557LlyHIggiSpAMxW1FbjipFJwiN4TCyOKmjYvtpoM1NSo1ezyCgzNdPC//6CbHQMsUjZqlzjg4FV5J8FCohSCIFgm0FJw8N0S04JkK3lbkxvd5T1oqcp4bF8/Lt2PBc6Nxm6xVXOyJm6AjN7fcckurzy9YsCCo482bNw8vv/wySkpKMHz4cPznP//BmDFjWty+pqYGTzzxBJYuXYqqqir07NkTb7zxBi666KKgzksQRNvUVrC5OwmprfsDJM8NzZYilIYXmYBoqxS8WeSmA8RNg7MbDO6OKlwb64sGtO5yeTXnUnglwRO0uKmu9q13dzqd2L17N2pqaoI2FC9atAizZs3C/PnzMXbsWLzxxhuYMmUKDhw4gIyMjGbbOxwOTJ48GRkZGViyZAlycnJw/PhxJCUlBfsyCIIIgLoK1r01Ma11f4CUluK9rkwJQgl4d+SmrVLwpoZjaXtVBEvBHU4HoAWW/nkerrww7IcPOzqtCQCgVnWByM3XX3/d7DFBEHD33XejT58+QR3rtddew+23344ZM2YAAObPn4/ly5djwYIFePTRR5ttv2DBAlRVVWH9+vVyQ8G8vLxgXwJBEAFSU84iN4nprYsbqpYiogUBgZWCN6UjqqWcLisAQKMxhf3YkUDn7sUTi5GbsHhuVCoVZs2ahddffz3gfRwOB7Zu3YpJkyb5HGfSpEnYsGGD332+++47jBs3Dvfccw8yMzMxZMgQPPfcc61eLdrtdtTV1fn8RxBEYMiRmzbEDXluiGiBFwJr4tc0ciMZiqV0USTSUgJvAwBoY0Tc6N1dlDXqLipuAODIkSNwuQL/A1RUVIDneWRmZvo8npmZiZKSEr/7HD16FEuWLAHP8/jhhx/w5JNP4tVXX8W//vWvFs/z/PPPIzExUf4vNzc34DUSRFdGFEU0NrAvY1N86+ZHitwQ0YJUwt1Wn5umnpumhuJIlIILAvs86XWxIW6S4pMAAFq1C1ZbbJWDB52WmjVrls99URRRXFyM5cuXY/r06WFbmD8EQUBGRgbee+89qNVqjBo1CoWFhXj55Zcxd+5cv/s89thjPmuuq6sjgUMQAeB0uOTQfJt9bkjcEFFCoOMXmhp6m/a5iUiDYsHd8VsfAw38AMQZ0yE2APEGO/Irq9A3J0vpJQVM0OLmzz//9LmvUqmQnp6OV199tc1KKm/S0tKgVqtRWlrq83hpaSmysvz/AbOzs6HVaqFWq+XHBg0ahJKSEjgcDuh0zb+A9Xo99Pron75KENGG1J0YALSGwMQNT+KGUJhAxU1LkRvpcek4YUVk4saojwv/sSOBKhm8wEGtEtFoKwfQicXNmjVrwnJinU6HUaNGYfXq1bjssssAsMjM6tWrMXPmTL/7nHnmmfj8888hCILcEfXgwYPIzs72K2wIgggdhzsMzXEctLrWvyoockNEC1KVU9PxCs1owXMjiZxIiBup06/JEP0N/ACA49Sot5mQZLJAze8GMFTpJQWMok38Zs2ahffffx8ff/wx9u3bh7vvvhsWi0Wunrrpppvw2GOPydvffffdqKqqwt///nccPHgQy5cvx3PPPYd77rlHqZdAEJ0WuYGfUddmTw61hv0w8C4SN4SyiAHOlmopcqN1ixynGP62BmrOLW6MsZGWAoDD5XkAAD23X9mFBEnYxi88/vjjKCkpCaqJ3zXXXIPy8nLMmTMHJSUlGDFiBFasWCGbjE+cOOEzryo3NxcrV67EAw88gGHDhiEnJwd///vf8cgjj4TrZRAE4UZKS+na8NsAFLkhoodAq5yaVUvJ4ob9LLqE8IsbjZr1izHqYiQtBaDCkglgDzixus1to4mwiZvCwkIUFBQEvd/MmTNbTEOtXbu22WPjxo3DH3/8EfR5CIIIDilyo5NaqrYClYIT0YIkbUKdCi5FbhxCeMufBUGEUeeOhsaQuHEIrA2EGrUKryQ4wiZuPv7443AdiiCIKCCkyI1A4oZQFjFAz01LHYp17siNM8yRG4flV6SZGwHElrjhReYPUnP1Cq8kOGhwJkEQfnHYWAi9rTJwgNJSRPQgpaXamtzUVPzo1SxCqeHcnpswR2401sfl2zpd8/FC0YpKxRr5QezkfW4AwGKx4JdffsGJEyfgcPi+4Pvuuy8sCyMIQllsVla2Goy4oVJwQmmktFTTqd9NaWqSN6nZ+1yO3ITbUOwuAwcATp0S3mNHELWatVLhEFvzpULqc3PRRRfBarXCYrEgJSUFFRUVMJlMyMjIIHFDEJ0ESw2bg2NKbLubqqdaigZnEsriSUu1TtNqqTgN+xGXq6XCnJZqFIYgTrWerS0GJoJLSJPBOS62xE3QaakHHngA06ZNQ3V1NYxGI/744w8cP34co0aNwiuvvBKJNRIEoQD11Q0AgPjktv0BlJYiogU5LdWWobjJ80Z1U3ET3rRUgzMbALDu0ClhPW6k0ajd4gaxNV8qaHGzfft2PPjgg1CpVFCr1bDb7cjNzcVLL72Exx9/vO0DEAQREzRUWwAA5qS2e3JQtRQRLchpqTZiN02fNWlYWspTLRXeyI3dwczEdfbY8dsAgE7LxI26s0dutFqt3HsmIyMDJ06cAAAkJiaGVApOEER0QpEbIhYRAk1LNfPcuCM3XGT63Nid7qGZWmNYjxtppLSUioutyE3QnpuRI0di8+bN6NevHyZMmIA5c+agoqIC//3vfzFkyJBIrJEgCAWQxI05ue3IDYkbInoIMC3lJX96mzNgdEduNO6Ld1eYDcUuFzMUa92RkFhB6xZjalVsiZugIzfPPfccsrNZ7vDZZ59FcnIy7r77bpSXl+O9994L+wIJglCG6pIaAEBKVlKb21K1FBEtyE38guhzc2WP0+XbkugJtNNxoHBgaSmtJrYGOet1rKBAE2PiJujIzejRo+XbGRkZWLFiRVgXRBBEdFBZxNqtp+a0XbYqVUsJVC1FKIyUlmoL78iN921J9AR6nEAQXQUYmLENgMfDEisYdGy9cXo7RNEOjosNcUZN/AiC8EtFYRUAILVbcpvbUuSGiBZCrZaSH49A5Ea0fCjfjjVxo9N5TTB3bFJuIUESkLi54IILAprnVF9fjxdffBHz5s1r98IIglAOQRBgqWV9bhJS49vYmjw3RBTh1iRtpaW88d4yEpEbcB4TcawZivX6TPl2gzV2RjAElJa66qqrcMUVVyAxMRHTpk3D6NGj0a1bNxgMBlRXV2Pv3r347bff8MMPP2Dq1Kl4+eWXI71ugiAiiDQ0EwAMcW2HoakUnIgWBLjfg0H0yfOO4ki3xUiJG11siZv0RDO2bOqG0b2KUFRZjgFtB3KjgoDEza233oobbrgBixcvxqJFi/Dee++htpZNCOU4DoMHD8aUKVOwefNmDBo0KKILJggi8titnlbxNFuKiCUC7XPjjY/nxp3QEMKYluJUJvloel1S2I7bEWjUKmi1rB0Ez1sUXk3gBGwo1uv1uOGGG3DDDTcAAGpra9HY2IjU1FRotdqILZAgiI7HZvHMlZL6WrUGiRsiagiwz01LSPuF1VAMT7RGZxoRtuN2FLzIore8q1HhlQROSIMzAda0LzExMZxrIQgiSpAiN3pTYJURao3bUOwicUMoi1wKHsT8Jn9pqXDicArQAai36WBO6Rb240cawS1uBMGq8EoCh6qlCIJohhS5CcRvA1DkhogePBGX6DEU29yjFzYe7QGDNuSYgmIIYN8DohA7kRsSNwRBNMMWZOSGSsGJaEEuBQ9xf6nKKpyeG2n0gorTxNREcAlekNJqseO5IXFDEEQzgo3cULUUEW2ouMB/3nwa+kWgWsruYOKGU7Vtzo9GXGICAEDD1Sm8ksAhcUMQRDOkieBxCYGVrVJaiogWAh2c2RKeyE343svdjR8AAJJMjja2jE54sF5XWlWDwisJnKDFzfTp0/Hrr79GYi0EQUQJZScqAADpPdIC2p5zV1SFtTcIQYSAiPZ5biLS58bNyNz9YT9mRyAgCQCgV3dicVNbW4tJkyahX79+eO6551BYWBiJdREEoSBlJ8oBABm5gYkblcr9gyCQuCGUJZRqKXDefW7C77mJddRq92Rwzt7GltFD0OLmm2++QWFhIe6++24sWrQIeXl5uPDCC7FkyRI4nc5IrJEgiA6mtpK1WU/OTApoe84tbgSB0lKEsoghpKU6KnITq2jUbB6Wioud3/iQPDfp6emYNWsWduzYgY0bN6Jv37648cYb0a1bNzzwwAM4dOhQuNdJEEQHEmyfG/kHgSI3hMIEOjjTG4Pa04iWo8hNM7QaFrlRcS6FVxI47TIUFxcX48cff8SPP/4ItVqNiy66CLt27cLgwYPx+uuvh2uNBEF0MHYrMz4aTIFVd0iRG7raJZQmmPEL9/SfgrMzBmFCxmD5MZUcuQnTejrBZ0KrYZEbtSp2xE3Q3YScTie+++47fPTRR1i1ahWGDRuG+++/H9dddx0SEli52Ndff41bbrkFDzzwQNgXTBBE5JEGZ+oCmCsFQB7RQJEbQmmCSUtN7z2h2WOSKBLDFrnxVEj9UTwXZ2SF6bAdiNY9yVzTmcVNdnY2BEHAtddei02bNmHEiBHNtjn33HORlJQUhuURBKEEUlrKEGhaSvbckLghlCWUtJQ3Ye9QLHpMuE7VqPAcs4PRucWNWsUrvJLACVrcvP7667jqqqtgMBha3CYpKQnHjh1r18IIglAOSdwEHrmRPDdkKCaUJZSp4N6owh25cYsbQQTMprjwHLOD0etMAACNOnYiN0F7btasWeO3KspiseCWW24Jy6IIglAWKS0VeOTG3cSPIjeEwogiE9ihTjngIhS5cbg0SDAF1hQz2tBrWTBDq46dyE3Q4ubjjz9GY2Pz4VmNjY345JNPwrIogiCURTIU6wM1FLt/SMhzQyhNuyM3YRY3oshGL9icaiQEeLEQbRj07siNSoTAx0b0JuC0VF1dHURRhCiKqK+v90lL8TyPH374ARkZGRFZJEEQHYsUudEHmJaiDsVEtOAxFIcmbsJtKLbbjkCSNAmmlu0c0YxRbwbcMQ2rvR5mU7KyCwqAgMVNUlISOI4Dx3Ho379/s+c5jsNTTz0V1sURBNHx8DwPp52lngOeCk4diokoQZANxaHtL/e5EcPjH9Nb7gUAJJns4HRB21yjAoM+EY1ODQxaF2rqCjqXuFmzZg1EUcR5552Hr776CikpKfJzOp0OPXv2RLdu3SKySIIgOg5Ho6d0NVBDMXUoJqKN9qalIiHTQ63gUhqO41DRkITuyRWorz8CZA1TekltErC4mTCB9QM4duwYevToEbP/SARBtI7dS9wEmpaiPjdEtCClpVShpqVo/IJfqhtT0D25AoLrpNJLCYiAxM3OnTsxZMgQqFQq1NbWYteuXS1uO2xY9Cs6giBaRjIT6wxaWbS0hXStQ9VShNLIYxNC7XND4xf8UtuYCgDQoEjhlQRGQOJmxIgRKCkpQUZGBkaMGAGO4/yqWo7jwPOxUypGEERzgjUTAx5Dcdh61hNEqEjaJsTdKXLjHxvPJhBwqFN4JYERkLg5duwY0tPT5dsEQXRegh2aCVCHYiJ6kKqcVBS5CTPuSi93aXu0E5C46dmzp9/bBEF0PoLtTgxQh2IiepCrpdprKKbIjQ8qVWyJm5Ca+C1fvly+/49//ANJSUk444wzcPz48bAujiCIjifY7sQAdSgmoof2ahIuzJGb4lqW9dhXfXdYjqcUnIp1V+bQScXNc889B6ORvcgNGzbgrbfewksvvYS0tDSaAk4QnYBguxMDnsgNQFe8hNK0Ly0V7vELTt4dCVLHdtZDpzWzG16DQKOZoDsKFRQUoG/fvgCAb775BldeeSXuuOMOnHnmmTjnnHPCvT6CIDqYkAzFXj8kgiBArVaHfV0EEQhCOzsUe0rIwyXSWZGNyRCbc6Uk9Do29LPTRm7MZjMqKysBAKtWrcLkyZMBAAaDwe/MKYIgYov2GIoBRKb7GUEEiGe2VGiEO3LDucWNUReboxckjPp4AICKc7SxZXQQdORm8uTJuO222zBy5EgcPHgQF110EQBgz549yMvLC/f6CILoYGztMBQD7sgNKHJDKIMoj19QvlqKFwRwHBM3cTEeuTEakgAAenUnjdzMmzcP48aNQ3l5Ob766iukprLGPlu3bsW1114b9gUSBNGxONphKAaoSzGhLO0enBnGaqmGRgc0KlZBaDSY2n08JTEZ2WBssyE2MjRBR26SkpLw1ltvNXuchmYSROdANhQH1cTPO3JD4oZQjvampcIZuamz2qBXseNo1Np2H09J4uMygAYg3mCHw2GDLsrTbCGNKK2pqcGmTZtQVlbmMyiP4zjceOONYVscQRAdj73R7bkJMS1FvW4IJWlvWkraLRyRm3qrHSaV9HmIzYngEnGmdKCB3a6zlCFN10PZBbVB0H/tZcuW4frrr0dDQwMSEhJ83kAkbggi9vGUggeRluIockMoj7cgCTUtJcV8xDBEbuqtNuQY3eKGi20fmkqlRa1Nj3iDHTZ7OYDoFjdBe24efPBB3HLLLWhoaEBNTQ2qq6vl/6qqqiKxRoIgOpBQDMW+1VIkbghl8BYkIQZuPIXgYXgbWxrrEW+QqotiO3IDAPU2Zop2OioUXknbBC1uCgsLcd9998Fkim1zFEEQ/nHYgjcUe08Pp8gNoRTe77x2G4rDELnpEfeu544qpd3HU5oGO/vddzqjP5ARtLiZMmUKtmzZEom1EAQRBYQyW4rz8dyQuCGUIRxpqdDTWU3WIlShd+JKAEBBdR44lTksx1WSRidr5Ce4qhVeSdsEHSebOnUqHn74YezduxdDhw6FVuvrAL/kkkvCtjiCIDqekGZLNelQTBBK4JuWCo9ICRmhQb5pdaUquJDwYXMxgSYInVDc3H777QCAp59+utlzHMeB5/n2r4ogCMUIZbaU9w8JRW4IpfBNS4WGZ/hCe9/HnhVoNLEftQEAu4t1KebETihu6KqMIDo3kqE4mFJwgJWDC4JInhtCMXzSUiFHbqQmfu1ejXzLqIvtHjcSLjEBAKAS6xReSdsE7bnxxmaLjTbMBEEEjtShOJhScMDTpZimghNK4ZOWCtlQ3PxYoeGZwaTXdg5xA849QkKM/i7FQYsbnufxzDPPICcnB2azGUePHgUAPPnkk/jwww/DvkCCIDqWUAzFgKeRH6WlCKXw1tWhx22kaqn2LsYp39RoYr8MHABUKiZuYmEyeNDi5tlnn8XChQvx0ksvQafzfPkNGTIEH3zwQVgXRxBExxOKoRjwVExRh2JCKbyjLapQOxTLB2ufvBFFT+RG10nEjVojDf+0K7qOQAha3HzyySd47733cP3110Ot9nRcHD58OPbv3x/SIubNm4e8vDwYDAaMHTsWmzZtCmi/L774AhzH4bLLLgvpvARBNCcUQzHg6XVDnhtCKYQwWIo9fW7ah93hSd10FnGjUbM+NyrO0caWyhNSE7++ffs2e1wQBDidTj97tM6iRYswa9YszJ07F9u2bcPw4cMxZcoUlJWVtbpffn4+HnroIYwfPz7ocxIE0TKhGoql3xJKSxGKEYa0VLiw2jziRq1ul701atBqmLhRd0ZxM3jwYKxbt67Z40uWLMHIkSODXsBrr72G22+/HTNmzMDgwYMxf/58mEwmLFiwoMV9eJ7H9ddfj6eeegq9e/cO+pwEQfjH5XRB4FlaKVhDsYoMxYTChCMt5e9YoWC1W7zudQ5xo9GyJn4aVfSnpYKOlc2ZMwfTp09HYWEhBEHA0qVLceDAAXzyySf4/vvvgzqWw+HA1q1b8dhjj8mPqVQqTJo0CRs2bGhxv6effhoZGRm49dZb/Qotb+x2O+x2zz9EXV30l7ARhFJIZmIg+MiN5LmhtBShFEIYOxS3911sszcC7ilFnO60dh4tOtBpWb8ejSr4LE1HE7ScvPTSS7Fs2TL89NNPiIuLw5w5c7Bv3z4sW7YMkydPDupYFRUV4HkemZmZPo9nZmaipKTE7z6//fYbPvzwQ7z//vsBneP5559HYmKi/F9ubm5QaySIroRkJuY4Dlp9cOWrKjIUEwoTDlkdLkOxzW713DFMbdexogW9jvW5MWg7YeQGAMaPH48ff/wx3Gtpk/r6etx44414//33kZaWFtA+jz32GGbNmiXfr6urI4FDEC3gbSYOtgkaR4ZiQnHCUC0VJkOxzW0oPljWBwOzlHYAhQejIQMQAbPeBlEUwHHRm24LWtz07t0bmzdvRmqq76yMmpoanHrqqXLfm0BIS0uDWq1GaWmpz+OlpaXIyspqtv2RI0eQn5+PadOmyY9JHZM1Gg0OHDiAPn36+Oyj1+uh1wfnHSCIrkrIZmJQnxtCecKTlmK013PDCawoxuZKbNdxoolEcwZQD6hVIpyNm6EzjVV6SS0StOzKz8/3Oz/KbrejsLAwqGPpdDqMGjUKq1evlh8TBAGrV6/GuHHjmm0/cOBA7Nq1C9u3b5f/u+SSS3Duuedi+/btFJEhiHYSandiAHJrV0pLEUoRzsGZ7ZXoGo6Jm8ZOMjQTAMymePm2y/Klgitpm4AjN9999518e+XKlUhM9KhRnuexevVq5OXlBb2AWbNmYfr06Rg9ejTGjBmDN954AxaLBTNmzAAA3HTTTcjJycHzzz8Pg8GAIUOG+OyflJQEAM0eJwgieMISuaHADaEQ0lsv1KiNtHe71yEKGJa1CgBg57PbfbxogeM42F1q6DQ8Ghy5kl86KglY3EiN8jiOw/Tp032e02q1yMvLw6uvvhr0Aq655hqUl5djzpw5KCkpwYgRI7BixQrZZHzixAm5xJQgiMjSnsiNp1qKIjeEMkhtCNolbaR+Te1R6a7D8k2rMLAdq4k+1h0agomDdsDujO4RDAGLG+kLq1evXti8eXPAht5AmDlzJmbOnOn3ubVr17a678KFC8O2DoLo6thC7E4MACp3ozLe2TxtTRAdgZSWak9KivNy3YS+EK8GfvrOlVXgVOzCx+GwtrGlsgRtKD527Fgk1kEQRBRwfE8BACAlKynofaVUlsMW/T0wiM5JONJSYZA2kGYvHS1PRlqiuV1HijbUagMAwOGK7sngIZWCr169GqtXr0ZZWVmzEHRrnYUJgohuDm1j1Y7DJpwS9L46AxM3Uq8cguhowpGWkvZuV1pKZOLG4VIjPTGuXauJNlQq9jkX+OjudRO0uHnqqafw9NNPY/To0cjOzm63I50giOjBWs+uxhLTEoLeVydHbkjcEMoQlrSU5LlpxzrsDgt0AOwuNfISOpe44TiWlhLETiZu5s+fj4ULF+LGG2+MxHoIglAQWwMzCRrNhqD3ldNSFLkhFEIKtrSvWsp9rHbImwZrKVIA8IIGJkPw/rVoRqVi3w2iEN3iJugyJIfDgTPOOCMSayEIQmEa2yFupMgNpaUIpfBEbkI/RjiEUYr4LADg1J7B9X6LBTQaNpZlSNZ6hVfSOkGLm9tuuw2ff/55JNZCEITCSOLGEBd8KThFbgilkcVNGAzFhH/0mthozRJ0Wspms+G9997DTz/9hGHDhkGr9R2u99prr4VtcQRBdCyNbs+NIZTIjYF9F1DkhlAKKS2lape4CYOhuBNTYT8LAAtwiKIYtb7boMXNzp07MWLECADA7t27fZ6L1hdJEETbnDxUjPpqC4AQ01IGKgUnlEWAbLoJnTANzgSA0vpcZDcfkxjTaLTePe7sAIL/rugIghY3a9asicQ6CIJQmC0rt8u3zUnBV3hQWopQHDF8aan2GIrr7YmI19fitxO34Kp+IR8mKtHrPfOlIFoBLjrFTWwkzwiCiDjekVdTvDHo/aW0FJWCE0ohCRJVOLII7QjdaFSsksioT2r/OqKMOL0RNqea3RGit0txwJGbyy+/PKDtli5dGvJiCIJQDiniMunGs0PaX6NjXydOuytsayKIYBDCkEySPTftOJZWxVKzRkPw/aKiHZNBh0abFgYt7zNmItoIWNx4TwEnCKLz4ZkIHnylFABo9Sxy43SQuCGUIRx9btob9BFdJ6BR83AJHEyG8M1gjBbiDFrY6iXp0AnEzUcffRTJdRAEoTB2t7gxhDA0E/AWN2QoJpSi/WkpT+QmRFx7AQB7CzMQn54c8jqiFZNeh2qepaV43g6Nto0dFII8NwRBAADs7ongUjO+YNFJ4sZO4oZQBgHhmC3FCDktxZcBAMrq4pBgik6zbXuIM+jgcDFxY7dbFF5Ny5C4IQgCgKc/jd4UalqKPDeEsnha04Sjz01o+/MuJm4qLSYkxXU+caPVqOHk2Wfd7oxeQzGJG4IgAAD2RiktFZq48RiKKXJDKEX4BmeGmphyOKoBAPU2A8wh+teiHV5gn3UHiRuCIKIdyXMTeuSG0lKEskhypD0dipseK1gcTjbCRMXpoFJ1zsa2Iljqut5Sr/BKWobEDUEQALzSUiF6bqhailAaQWy/56a94xdcLiZu1OrOl5KS0GjYa6uur1F2Ia1A4oYgCAAeQ7E+5Gop8twQyiKbgNtVLdU+nDwTN5IA6IyoVey12RxkKCYIIsqxUVqK6CS0Ky3VztlSvFvc6LSm0NcQ5XAq9h3RJ/lXhVfSMiRuCIIA4OW5CTUtRYZiQmHCk5ZihFoKzvPuz5Eu+BEmsYJRy6K8NmeUNrkBiRuCINw42l0KLkVuKC1FKEN40lLtS0wJgrvqUBf88NlYodAyyX0reufIkbghCAIAYHN7bkLvUMwiNy4yFBMKIXmAw1ItFWqjG1Eamtl501J6t3BTcyRuCIKIcqgUnIh1RLnPTejH8KSlQoW9/02Gzhu5MejNAAC1isQNQRBRjCiKsrgJdfyCJG4cJG4IhZDFTVgMxaHJG86dqokzmkNfQ5Rj0LHXJk0/j0ZI3BAEAZfTBUFgX+ahdijWUSk4oTCi2H5x096EllHLJmWbjEntPFL0YjQkAAC0ahI3BEFEMVKPGyD0Pjfe4xdC9isQRDsIT1oq9J0F3o5UcwMAwBzXJ/RFRDlxRiZudBoXXLyg8Gr8Q+KGIAi5x41KrYJGqwnpGFJaCmCRIILoaCRN3a7IjdeuwYr0essJqDjA7lIj0dwt5DVEOyZjIgDAqHOiwRqdjfxI3BAE4SkDN+pCHjroI26oYopQADEcgzO9hFGwvpt6axUAwGLTQxviRUIsoNGkw+FSQcUB1saTSi/HLyRuCIJod6UU4CkFB8h3QyiDgPY38fMm2OSqxS1ubK7OOQ1cguNUqLTEAwDstgKFV+MfEjcEEcMIgoCDW4/A6Wifsa+9PW4AQK1WQ6VmXylUMUUoQhjSUt7SKNi0lLWxBgDg5DvvXCkJq4P18bHba5RdSAuQuCGIGGbpG8txz2mP4p0HPm7XcdpbBi5BIxgIJQlPWip0bO4fepfYeUcvSLgEFp2yOxoUXol/SNwQRIxiqbPi3Yc+AQAse2dlu45lb+foBQkawUAoiRCOUvB2CCOHs46tA523O7GES2ACzumqV3gl/um8jieC6OS8ets7YTuWFLkJtceNBI1gIJRgc+URHGsoQ64pFUB4BmcCwRuKnW5xA3Te7sQSIpi4EfgaZRfSAhS5IYgYZP23m7FuyR8+j5WdKA/5eFKfm1B73EhIE8Wl0nKC6Aju2fwhXtm3DFuqjgIAVGGrlgocUbDgvL6L2TFUnV/cJJtqAQCju32m8Er8Q+KGIGKQDd9tbvbY/k2HQz6eJEb07fTcGMzMSGmzkLghOp4Ca4X7VnjqpfIbygLfuHGJfFOtiQ/L+aMZAdHtKyJxQxAK0lBjwYEtR8JyrPKCypD3dYTJc2OUxE2DrV3HIYhQ4AXWLbdd0sZr56d3fRXwbqJQLd/Waju/uDlUPQ0AUFIXnc0KSdwQhILMmjAHM8c8im2rdwW1n9PL0yKVX5edqGhp8zbxRG7CI24aSdwQCuASmbgJV1rKIQTjHfNUCOq10R3VCAd6HUu9cVx0VkaSuCEIBTm26wQAYOVHPwe1n7W+Ub593eOXAwCqy2pCXoc9XGmpOCktReKG6Bi8e9FsqDgIIHyDM4MyFAueMQQ6XWrI548VDHpWEaaOUnFD1VIEEQU01AQ3n0WKjDz26X1yGXd7oiXhMhRT5IboaJwiH9bjhSqMeFcp1O7bhoSrw7egKMWoMwMA1KroFDcUuSEIhfC+4mysD04MNLojN8Z4Y1h8LuHqcyNFbkjcEB2FU2gubrqbQo+chJrR4l2lAIDHllwIg77zV0sZDew1alTR2faBIjcEoRAOmyPkfSXxYIo3QqVi38bWIAWSN/bG8PS5IUMx0dE4m/hinh3+V5yTObgdRwwxcuMoArRAoyu1XY0AY4U4gxngAa06vJGzcEHihiAUoqHGKt/meSGofaVIj8FskL+L25eWCs/4BTktRaXgRAfhHbl557TbMCq1d9iOHWiKShRd0GtYtZRdyAjb+aOZOIMZsAAGrQtOpw1abXTN06K0FEEoREO1ZyaLtc7aypbN8URuDFGWlmL7k6GY6Cikiia9ShsWYROSoViogIoT4eJVOGPIqe1eQyxgMnrK3W0N7Rv/EgkockMQCuEdubHUBC5uRFGUq6UkYQOEx1Dcnqng3ushzw3RUdQ72WfBLoTH2BpSSokvBgCU1cchJb7z+20AQK1JghRvdjoKFV2LPyhyQxAK4R25sdQGLm6cdicEdxrLGG+EMZ711LDWWSEIwaW3JORS8PZGbkjcEB3MD0Xbw3q8kNwyQgkAoKwuDsnxnX9opsQ3f44GAPDOEoVX0hwSNwShEN6RG2t9I3g+MGOet3AwxOkRn8yuFAVBlKuogiVc4xfkFBmlpYgYJaRScJ79uJfWmpFs7vwN/CQEsM+7yxXa904kIXFDEB2Ey+kC7/IImHqvyA0AWOsC+4KQUlJ6ow5qtRp6o14WJXVVDa3t2iLhGr9ApeBER+MSmefmtj7nKbYGURI39V0rcqNWs+8LFx99BQQkbgiiA+B5HneNfBh3DH9QFjhNfTaBNvKTjMNSOgoA4lNYQ626ytDEjS3MTfyoFJzoKCwu9sNq0rRPmPsj0CiOy8k8J2V1ZiTHd53IjVpF4oYgujR1lQ04vvckTuwrxLHdbORC08hNoL4bqZ+Nt5k4IZVVLtSHGLkJ1/gFMhQTHY0kbuLCJG68DcWBVkvxTmYorrYmwKjThmUdsYBWw74veD70nl2RgsQNQXQA3ubhw9uOAQAsTSI1gVRM8S5eFg7GeI+4iUtkofBgS8olwmUo9nhuou9KjuicNDjdbRHUYRI3oewjsO7ENldaWNYQK2jU7PMuCCRuCKJLUl/tETKv3vYOeJ5HQ5NITWuRmx2/7MH56qtxge6v2Py/PwH4Rm60etbVwWkPvhU67+LhcrJUWXs7FBu8xE2olVsEEQyFjVUAgGxjUliOF6yhWBR5aLkKAIBLTA/LGmIFqXEfiRuC6KI0TReVnajwieYArYubz/71lTyL6pfF6wGw0QsSGp0kboLv9SE18APa77mRmviJouhzXIKIBDbegVJbLQCgZ1x4hIVPWiqQrJRQDo4T4BI46PRZYVlDrKDVuC+wxOj7rJO4IYgOoKHaNwVVW14nl4KbEphIaclQLIoiDm45It+vLGJt3g0+kRuW5w9J3Fg9KSSdoX3iRm/UyT8OZComIk29OyWl5lRI0IbfyBtQPz+epaQq6uOQk5Yc9jVEMzodu5jpn7FP4ZU0h8QNQXQATc3DtRX1cuQmK4/NomkpcmOptfp9zuTVT0MWN47g01Ly6AUvYRIqKpVKjt6QqZiINA0u9h6L0+iVG1YpeHrc5KYnKbMGhTDq1PJtkS9XcCXNIXFDEB1Aa5GbzDwWTm8pctOSSAiX5yZcZuKm6yJTMRFp5EqpMJmJQ8I9eqG0Lg7du5i4STB4f8ajKzUVFeJm3rx5yMvLg8FgwNixY7Fp06YWt33//fcxfvx4JCcnIzk5GZMmTWp1e4KIBpr6a8oLKuVoTGZPJm5aitxYW+g67F0tpdWG7rmRe9y0swxcgkYwEB2FRY7cKDeRWmrgV1ZvRrfUBMXWoQQpcR5B43KGVqkZKRQXN4sWLcKsWbMwd+5cbNu2DcOHD8eUKVNQVlbmd/u1a9fi2muvxZo1a7Bhwwbk5ubi/PPPR2Fh9A3uIgiJOre4kUYl7Pptn2wQ9ogb/5Gblrwrg07vL98Oh+emvWZiCUpLER1FvVdaKhIEYiiWetyU1cUhLbFrDM2UMCVdI9+ub6xVcCXNUVzcvPbaa7j99tsxY8YMDB48GPPnz4fJZMKCBQv8bv/ZZ5/hb3/7G0aMGIGBAwfigw8+gCAIWL16td/t7XY76urqfP4jiI5GSksNPXswAGDfHwcBADqDFsmZSQBajtxIIkHqQgwAA07rg3HTRsv3JXHjao/nJsxpKRI3RKQ5aakEAGSFqQw8FKTuxNXWRMS105Afa6i0PVBjZZ93h4MiNzIOhwNbt27FpEmT5MdUKhUmTZqEDRs2BHQMq9UKp9OJlJQUv88///zzSExMlP/Lzc0Ny9oJIhgkcZM7oBsAzxwpc7IZ5iTWgK+hhSZ+kkhIzfZUYmT3zvTZRvLcONoVuQm354bEDRFZjltYf5k8s3L9ZaQGfnahazXwk6i2sosupyu07uiRQlFxU1FRAZ7nkZnp+0WdmZmJkpLARqg/8sgj6Natm49A8uaxxx5DbW2t/F9BQUG7100QwSCKInatY6WSOf2yfZ4zJ5nk7sJtRW6SMjz5/B6Duvtso9VJaalQDMXh9dzQfCmio6iw1wMAMg1JipxfFHlo3A38RC6zja07J06effc4nIHNxusoNEovoD288MIL+OKLL7B27VoYDP4NZXq9Hnq9gk56osuz/L2f5NvNxU0c4pJYnr7pOAaJmlKWy45LisM1/7gURUdKcOWD03y2kaulHCEYit0RlvB5bigtRXQMlW5xk6aPj8jx26wuF8qh4ni4BA4abddq4CfhEtj3hssVXWkpRcVNWloa1Go1SktLfR4vLS1FVlbrb5RXXnkFL7zwAn766ScMGzYsksskiHax+NXv5Nvp3VOhM2jhsDERYk6O84nciKLYrF/Hwa2sgV/fEb1ww5NX+j1Hezw3NWXMh5aUFp5KDxI3REdR5WDiJkVnbmPLCMFLZmIzUhMiI7CiHV5wf/e4oityo2haSqfTYdSoUT5mYMkcPG7cuBb3e+mll/DMM89gxYoVGD16dIvbEUQ04N2PJj7FjMHjPFVO5qQ4uYLK6XA1a/YHACcPFgEAeg3t0eI52lMtVV1aAwBIchub2wsZiomOQupQHInuxACQY/Tv5ZTh2WezpNaM1ISuVSklIYB93p1UCu7LrFmz8P777+Pjjz/Gvn37cPfdd8NisWDGjBkAgJtuugmPPfaYvP2LL76IJ598EgsWLEBeXh5KSkpQUlKChoboMjMRkcMhuFATZc781khI9VzRmRKMOH/6ufJ9c1IcjGYjcgfmAAB2/rIXv3+zCZ8965klVVVSAwBI7dZya/f2NPGrcoublKykoPf1h1QKTk38iEjiEFxwimzga7hLwad2OxUAkGZoI5opsMhNSa0Zqe4IbFeD45i4sTui6zdYcc/NNddcg/LycsyZMwclJSUYMWIEVqxYIZuMT5w4AZXKo8HeeecdOBwOXHmlb3h+7ty5+Oc//9mRSycU4pp1b6CwsQrfn/MIMgyJSi+nTSRR0nt4T6hUKp8IjNnttxl8en8U7C/EsV0n8Mk/vwQADB0/CEPHD0K1W9ykZLcsbqTBmaFUS0menuTM8PwtZUOxlSI3RORocHreX6Ywixup+kpso9GNyLMy8JJaM4b26FoN/CRUKibqHFGWllJc3ADAzJkzMXPmTL/PrV271ud+fn5+5BdERDWFjVUAgD8qDuGS7tGflmx0dxiedtcUAEBckucKTxI33d0l4kd3Hpefqy6tRX1VA1xOdnWalNGy+NC1w3MjpaWSw5SWkjw3VC1FRBLv0QtqLrxJCA7M9ya01cXPdRIAUFSTgIvSo/9CKxJoNCwlGG2em6gQNwQRCgE0D40KrPXsR97kHpcQ5xW+llI4Uv+bnb/s9ewoinJKKj7FLAsYf4Tiufnhg9VYuXANTh5kofWkMEduyHNDRJKGCHYnVrlN/WIb3zKCqwAqAEXVCUhPVMjUrDAaDfs+43n/Y2KUgsQNEbO0FTKOFqQfeWnmUlyCR9xw7pRr9/6sRLyusl5+rq6yHlXF1QB8G/j5IxTPzet3zPe5Hy7PDQ3OJDoCea6UNvxzpaTITWviRhRFgD8JcEBhTTy0GnWL23ZmdFrmKeTE6PJBkrghYpa2rqqiBakDsJSuUXt9CUpV39l9ssBxnI9gq6tswPrvWBl5chvCQ/LchFItBQBanUZOkQEALwioaWgMqQKEZksRHUFDBCeCS5GbVtNSQjlUnAO8wKGktmtGbQBArWUXZonGaoVX4ovi1VIEESqxErmRetroDM3TSr2G9WTP6bXNXs9Xb3yPLSt3AGg7qiKnpfx4btaV7cenx9a1+vdSa9Q+/XXmL9uA8x99Dyu3HGj1vP4wUOSG6ACkyI05ApEblRS5ae07hmd+m9I6M3iha0ZtAEClYQUSGeYaZRfSBIrcEDFLbEgbwGFj4w28xc38P19G4aFiDPaa7N2U+ipPaaWujYF8rXluHtz2CQBgRHIehiT5n61ms/oKkQ9XbAIAzPl4JaaMHtDquZtipMgN0QFE0nPj1jYQWvuW4dkon6LqeIzsmxP+NcQIWl0q4AJMuui6mKHIDRGzxEpaytEoiRuPQOkzPA9nX+nbqPKFlbORd0ouHvzwb82O0VaUSteC58bGe8ROvdPX8Oc9Zdw7MuTkefl2anzwvTsMNDiT6ACkUnCzJnKRm1bTUu4y8KKaBMy+3v9sw66AXsdK4E16p893h9KQuCFillhLS7U1mHLU5OF4f9druGDGuTjtwpE+zxnamNjdkudGmr0DADqVb6BWSkN165OJRz65V37cavMcQ6MO/itCLgW32CEIQtD7E0QglNlYf6Z0ffj7y3hStC1/x7icUhl4PNISumYDPwAw6pMAAAatCzZb9JiKSdwQMUtsSBuPuNH68dy0xOV/n+pz/6qHL2l1+5ZmS1V4iRu74Ct8pHTZc/97AqdO8sxns7gfBwAXH7w48R43YbdGV6ia6DwU22oAANnG1isJQ0GO3LQmbhwnAADl9QkwG7vucGaN1iMuG+21Cq7EFxI3REzhHa2JtrRUY0Mj8vcU+DzGu3jwLhaq9WcobolRkz1i46mv/4GM3LRWt2/Jc2N1ecSFnfd9TkphaZv0z7F6iRtbCFPG9UadfOVLpmIiUhQ3suqcbGNS2I8tRTltfCvvf/dcKasro9mw266ESqWD3ckM1Q3W6KmYInFDxBStGvwUZva0F3D70FnYs95TYeTwEgptmYK94TgOb218HjP/cyvGXdJ2F2apz40giLKYAgCbV7TGLniiOoIgtCi6LHZvcRN8x2OO46gcnIgooiiipLEGQGQiN6l61rvFO/Lpe34BWq4EAOAUMsN+/lij0cmitfWWSoVX4oHEDRFTCKJXmiTKdI7UXXjZOyvlxxxe/pVgIjcAMOC0vrj0ngsCuir0jr54z5fyjtZ4X4V6R3iaRm6801I2pyskbxMNzyQiSa3TKov1jLaGW4ZAuvuYFbY6/xsIFVBxLvACB5W7z0tXxsGzz7vFPRonGiBxQ8QU3tUL0RTF8RYU3tEK2W+j0/gMgA033qMZvIWLwytaY/cRN57HW0tLAYDdGXwFBI1gICJJjYPNMYrXGKBVhb+jSZrbpFzjtPp8hmTcKamyujhkp6aE/fyxhktghupGe42yC/GCxA0RUwhR6rkpL6iQb3v3jJHSUsGYiUNBrVFDpWIRHm/h4hO5EVqI3Oh8fxwsNl+fQSi+G0/FFIkbIvzUOFlVTpIu+A7agZCoNULLMR9Jpb/UlLuBX3FtPHpmJEVkDbEEL7LhmXYSNwQRGjw8aaloqgQvPe4RN1VFHlOdvx43kcJfObi9hcjN4e35AFivm6Zpr6aRm/rG4FNLBorcEBGkxsHETaI2MiXYHMchze27Kbc1FzeigzW5LK6JR4+M8Ht+Yg0R7G/lctUouxAvSNwQMYVvU63Q1I0gCCg4UBjWPjllx8s9t09UyMdubfRCuPFXMeUtaMrsHv/A0R3HAQCjzh/e7DjehmIAqKoLvncFpaWISFLrjtwk6iLXX0YyFVc6/Imb9QCAE1WJyMuitJTApQIANKhoY8uOg8QNEVN4G4pDlSYfPfF/uGXQ/Vjy2vfhWRSA8pOeKgFrfSO2/bQTQOAN/MKBR9x4RWu8IjcnvSoZpHRZnJ/mY00jN5X1wYsbMhQTkUTy3CRpI5OWAoAUPevgXWVv8HlcFB1yWmrF7iFIT4zcGmIFTs0qxgxqMhQTREh4R254MbTut1+8+A0A4L2HPwnHkgAAtiYRiuN72JdfR3luAE85eEuRG6npGVuX02cfbyxNxU2tJei1SJGbpn8XgggHtQ7Jc9MBkZumnhv+BDgIsNi1MJu6d+keNxJaXToAQKfxXzqvBCRuiJjCO3Iz7+DKVrZsm8S0+PYuR6axSYRCiuTYO9Bz4y8tZeU966pzeCIw0jb+1tVU3NSGYAqWxkVQ5IaIBDVOJrgj5blhx2Ym2XqX70w2uI4BAE5UJqJHJqWkAECrY38Hk5bGLxBESPBNklHt8c0kpIZP3NjdptvkzEQAQPlJlnt2dqDnRioHd3ilpQ7WFcu3LbwdTneaShI3/iI3VvdzZrfwqbMGL248npvGNrYkiOApc/efSYtAjxuJOPdATqvLV+zDlQ8AOF6ZhJ5kJgYAaDRM3Jj10ROpJXFDxBRCk1RUrTP0H099G8Mog0GaoZQ7MAcAUF7AIjcdayhunpbKt5T7bCOF8z1pqebranALtexU9sNRG4K4kUrByVBMRAK5O7EhKWLnMKmZuLe4fKOPIn8UAHCiMgk9M0ncAIBOxwzF8UZb1EwGJ3FDxBRCk0hNhb2FDqIBEM5qKbuVXd3l9u8GwJOWkjw3HWsoZsJFEAU08k1STO4qE6ej5bRUgzuVlp3CxE19CMMvZc8NDc4kwowoiih1+8eyIjBXSsKkcXfdbSJu4NwDADhclkLixo3enZZKNNphswffFysSkLghYoqm4sZvg61W4L2uKsIpbqRmdTlucVNZVA2e52XPjbZDPTcs9WTnPempDHfHVVncyEMzWzYUd3NHbqS0VEOjHbe/thjXPfcZft+T3+paaLYUESlqnBbYBRc4cPKYhEggp6W8fGui2AjRdQgAsKcwEz3SkyJ2/lhCo2XixqB1obFJdZlSkLghYoqmaSlrk8hEW3jPehKFMIobd+Qmu3cGAEDgBdRVNnRoWsoY704F1bNUnfeXcoaBeYE8aSm30bmVtJRH3LD7mw4UYOuhk9hfUIZ73/oa2w6dbHEtUhM/MhQT4aa0sRYAK9XWRWD0goRkKPaZL+U8AA48KhqMcAhpSHCnX7s6nCoeLoFVjdnt0VEOTuKGiCm8OxQDvqXOgSB1DAaAsjNU+Llkd1jWJXluTPFGmOLZl6Kl1uoxFPsREeHGnMT6bTTUsEoSaVCmUa2T29RLHiU5cuNHdEmRG8lzU+eOShVV+qYAV2w+gJYgzw0RKUpsTNxkugV7pOgTnwWAtVBocLrfx67DAIAjpanoSZVSMhzHwWJnn/lqryIGJSFxQ8QUTdNStmDFjVts8D10KLpUi0e3fx6WdUnREoPZgLgkVp5qqbHI6apwmpdbQhI39dVM3EiRG6NaJ5fMetJS/kWXw+mCw8VSd03TUsWV7h+VZNbcbOuhkxBaiH7JnhuaLUWEGdlvE2Fxk6A1It6dmiqzs/e+6BY3RyuSyW/TBLuLff9U1hYpvBIGiRsipmgqbuxCcOJG8sCISeqwrQkAaspZVCMxLd4ngiL1v5E8KJFEPm81y3k3ujyRG6lNfVvVUt49brLchmKbwwWH04VDhay8/crxw2HSa3GspAq/7jqKr3/bhYMnfauyTO4UmbU2evpeEJ2DIiub3ZYZwUopCalLcbXd3cjSLW6OlSdTGXgTHDz7W7mc1W1s2TFELmFJEBGgqefG2zQbCE5bcB6dQLBZ7bK3JCkj0UvcWGFzRz2MZmPYz9uUeHdEpcEtKBpbidxY3fOiJJ+ORIP772PUa5FoMoDj2IDSGosN+0+UAQDGD+2FyjoLvli7HbPmf8fObdTj+3/dgngTO15qNxayryyqhiAIUKnoOooIDwVWVonYIy4t4udK1plx3FLhmS/lOgIAOFqejCnjsyJ+/ljCwbv7hgk1iq5Dgr5xiJhCQHgiN/DqmC4JJl4UsLP6hNzoLlBq3VEbrU4DU7wR5mR3eqiqQRY9HRG5MSV4vD4AUOf218RrDbI5UhI3dZUsupOY5lttIpmJzQYdVCoO3dzRm3W7jqLB5oBeq0av7BRcefYwn/3qG+3YeaxEvp+WkwKVioPT4UJ1aW1YXyfRtSlsZIbV7qbIe17y4thYgb21hRCFKkAoBMAiN/1yIi+uYgmXyMQNJ4beniOckLghYoqm86SaGorLT1bihRvfxMqFa/zu710tJSGlulYW7cBtG+fjns0LglqTnJJKTwDHcUhKZ16A6tIaebZSR4gb6RySadp7crJ3WkoQBNRVsivRhCYjKKS0VJyRHat/Lqv++uZ3Zrzul5MOrVqN3tmp+PDBq2HySmsdLfYM5lRr1EjOSgIAVBZFR/UE0Tkod1cvZUTYcwMAgxO7AwCOW8oBO5sEfqAkFRZHHBKpUsoHAexCSM2RuCGIoGnNUNzY0IhbBv4dqz9bh1dvfQeiKEIQBFQUen507Y3N01IukRlot1fny/9vbNpyvRVqylhkIimDfdmmdmO5+KriajlyIxlsI4lenufEBJUsbrQmOS1V47TAUmuFwDOR2HQEhcX995FGLwzMZVeue46XAgAG98yUtx3ZNwcrX7gDt14wBgBwpKjS+1BepmIqByf8s6emANf99iYW5a8PaPtGlwMNLvb+jmSPGwnP8MwGiM7tAIBDJalw8QINzGyKKgkAoFVFx/BMEjdhJlpaT0cD1vpGbFu9C7wrfH+TZp4br7TUllU75Y64oiii7EQFvnjhG1ybexfWffUHAP8/tC73Ma1enUiLGgM3xdV6RW4Aj99k84rtstAwdMBVnhS5kbol1zpYWipR6xu5kaI2RrOhWbWUNGrB7I7cDOqR6fP8af1zfe7HGXTo350JIO/IDVsPiRuideYf+gmHG0rw6v7vURzAZ67M3ZHcqNYhTh35aGiq21Bcaa8HrJ8AAMob4vC3aWdE/NyxBqdiF3c6tUXhlTBI3ISJHUeKMOPlL/DYBz8ovZSo4V9/fR2PTH4a3761ImzHbC1yU1Na4/Pcgc2H8dHs/wMAPH3Vq1i76Hc5TeQNLzBxU+41yiEYceOJ3DBxk57L5qyUHi/HoW1sgnBHpKWkyM3Jg0U4tuu4T1oqSct8QHXORlR7VXY1pcptNE5LYGJoVP/uPs+fPax3s326u9NwJVW+4WjpNVM5ONESRxtK5du/lu5rc3upoV66PqFDIifdTalQcypU2Gshun8ufz/UA4N6ZET83LGG2j0806AhcdOpMOq12HG0GL/tPob6RrpSBYDN//sTAPDdOyvDdkyn6BsF8p77Ulfl2/Z7xYKffe4vm7/Kb1M5ycfjLW68xzosL9yGh7b9F39WHfO7Jilyk+Q25+adkttsm3i3yTiSGNzixuXkccfwh5BfwPpNeEduBIgor2IemHg/U9Er65m4SU1k6zXqtBjo9t3cPW0ctJrmJfSpCWzb6oZGn743HnFDnweiORW2Op/P3NoyNrPpeEM5ahz+fyB31xYA6JiUFMB63fQ2ZyJbZwEHAbzAYVdBFnLSIu/3iTU0GpaON2qjo/0DiZsw0S8nDXmZyXC4eGzcd7zF7Sx11rDONIoFTPHhS8lIfVrk+07P/Xp3uqXfqb0AsLSQN/s2HJT9N6Lac9XHiwJEUUS5zSNoqhxMKNU4rHhq1xL8WrYP8w/96HdNHnMu+8LN6NG8iiI+xdz2i2snepPv/KqSavZaE7Um6FQaGN1TjkuqWVTKX+Smspb9qEiCBQDe+fsVePL6SZg+ebTf8ya7OzLzgohai2dKO6WliNb4tnCLz/0/q/Kxs/o4rvrtddz6x3y/+2yqZH1mTk/rF/H1SWQYEnB2IrtQOFGZCI7TyN27CQ86PYvcxOlJ3HQqOI7DmIE9AAArt/hvS//1mz/gsqTpuHvUP1B8rNTvNp0Fl9NTTh3O7rzSFV2KNE7AS+zUuZvXnXHpGJ99+ozIAwA4HS5s+M79heoVgOBFAfUum49/p9otbkq80lP764qaVWsBQL37vJKA4TgO7+96zWebjhA3TX09Vo69Hilqk+Q2FR8vYSXbTc3EAHCygqXYspI9602MM+AvZw2FTuu/LZZWrUaS+9wVdZ5/D0pLEa1RaGURxPMyT0HPuDQIEPHBERZtLbBW+jX15zewZpGnpvTqsHVmGZIwwFgDAFi9rw+G9cmGvoXPQlfGZGDeO7PB1mLn8o6ExE0YmTyqH3RqF1b/eRg7jvq2oHY6nPjv04sBAEe25+Pt+z9SYokdhrXecwXvcobPUFztZOKmp7v/RJ1X5CZ/tztknZvqkwa669XpOOvysWybPWwbNInclNt8/SLVbhFV6fCkuhp5B8pszXu2SOmwBC8B03Owr1dFb+yAUvAmkRungX3BSJVSeWaWXtp67CAAYPC4AT7bi6KIE2VMzPUIsvtqd/d05PwST9m39JopckP446QkbrKGIN09tf6PikPy8+vKfT04JywVchqrV1zHeV7GZwxEXyP73O8pzIDNEVwfrK5CvPvfxKx3ot6q/GRwEjdhQnTuxsiURzBvxi4AwBtf/erz/K5f96HeyxOyafk2HN/X8lTlSNNosWHFR2tQUx6ZBmuN9Z6rdWtd4GHK2oo6CELz6IiEJDo84qYRgijAUmvBoa1HAQBjLhwpz1cCgKFnD0JqdpMfay9x4xIFOVLT9DwVdt+yRqn1uzfSv6t3dIbjOIydemqLryMSxCXG4dJ7LsA5fz0TogoQ4tjHO8kduRmQkA0AODGFg2u4EX1H+l79HjhZjjqrHTqNOmhx06cbM1EfLqrwrMfdVDCYf3+i61Bh95iDvb03EqubDLX1TgubtR3XY2ZYQjLy9Gx9hyuTZQ8a4YtGmwQpYFNvKVN2MSBxEz5EHnBuwYiczchJqsOOo8U+pbEfz10EADj32jNx2oUjIQgi1n7xu1KrxbsPfoJXb30bsy9+PiLH947ceAud1tiyageuzLgVH83+osVtpAiL1HpdgAiH4EJtBRMhhjg9kjOTMO4S5g9JzkyEWq1GWo5vN1PRJy3Fy2JGQpolU9lU3PipopK6/TZN8zz97SO45h+XYs6Sh1p8PeFm5n9uxWOf3gdVkqfEO17DREa2kQkWUcfB8kwODGbfaNIfe5lX7MxT8mDQBRd2l+bsSGktwCP26muio3qCiC4q7exzk6ZPQDdj827Da0r3IL/B8yN5pJ6lU0elNK/YiyQmxxfQqkTk2+JR7DLi3svO6tDzxwocp5YngzdYSdx0GjjdcEA3Hhx4zJy8EwAw9+OVEEURJw8VY+8Glgro1jsLp04cCgA4sb9QsfX+9N9fAAAHNh+JyPGtdR5xYwngyp3neTx2wb8AAF+88HWLvXFK3Wmhnl5zZWy8S47USD+oDy34G6bddT6e++EJAMCEa86QS0fjEk3I6uPp3+ISBFncSC3dJUNxU3HT9ApTFEW/kRsAUKlUuO2FGzDenRLrKFQqFRJ6JwEATJwOGhVTcik6r/VpONTqfdNFu44VAwBG9M0J+pxS9UiRH3EjGa6J9uOwO3H/+Nm4Z8yjaIxhL5PFZUcjzzw1qXozHhl8KZJ1ccjQJ+CDsXfJ2722fzkA1vLhhHum1JNDrujYxbpYFdd3lb2gT+aoM3ErWB3sQqrRVtnGlpGHXFFhhDPPhFi1DhMH7UWicTT2HC/Fhn3HUfP7YXmbsRePkn8MCxQUN84I542bRm5EUWy1L8WxXSd87h/fexK9h/Vstl2prQYA0M2YDA2nhkvkYRecHoHhNsImpMTjvrdvl/fL7pWJVfyXKDpSAp1Rh8feegcAEzS8KMhG5d7mTJy0VqHWaYUgCrK4MWsMaHDZmokde6MDTjsz7naEaThQzD2Z2DAJnghO33jfQX9FqjpIiTNRFGVxM7RX8AMBJXFT6CVupEhWfZXy+ffOQsH+Quz5nRUsHNp6FMPOHqzwikJD+hyZ1DqYNHqYNHqsPO8J+flpOaOwrHAr9tey78gDbjN/is6MbGNSu85dfrISyZmJ0ARqCnaxdPdhWwKMvalJa2s0OuMAVMNhr2hz20hDkZswwulGApr+UHE8/nUN89P8vjsfy9//CQAwefoEDBrbD7kDuwEATh4sBt/BHY1dThd4npfb70eKRi9xI4pimxUzdRW+ouHQtqPNthFEQR4GmawzQ69mX0423tli9KQp3fpkIa1bCjQGzxfbySPF2LGTRdZ6mzOgAgdeFFBpb5A9N/3jmV+lqQdHOq9ao+6QEQtOnsf5j76HU+9+HRMfno/Vfx7yu52+OzNU6+yej3iOKQVvDZkO9Q4WSTvh8lxdffbzn3Kl08Bc367EgSCJm4o6KxodvmJPStsR7cd7Npp3dDTWkD5H0niDptzVbzIA5qlzCi78VMKi4cOTe7ared/Hcxfhuh534ZmrX2t7YwCiqwDgj4MXVNhnTYHN3PVaeQSDg2efeZcr8CaokYLETZjhjH8FAIzJ/QVmvR3L1u/GAfcP9YxnrgXA+qDoDFo47U6UHOu43KTNasf0fvfiAu1fQz7GkR35uHPkQ9i4fGur21mb+Gya3m/KrnW+lRGl+eXNtnEKHiGoU2mgV7GohJ13oqE6MHEjodJ7TDev3TUff/7Jzp+uT0COOzV1rKEM+Ra2jmHJLIrUNHIjdSeOTzF3SMfUX3ccRYW7F011QyMefu97nHr369h6yNecruntFjcVviK2N5cG7R9s/xM2T2XTa0t+kW8H67cBgASTXh7ZcNJtUqfITfhx2Dzl0bFs1Ja8cy2JmzR9PPQqLQSI2FhxGIuObwAATMoa2q7zfvrMEgDA+m83B7aDnZmYtxdkop7XwcXxWHzij3atoTMjTQbneRI3nQ/T9YCmL9QqBy4ecQQNdies4/IAAOndWUWJWq1GT3cX2/0bD7d0pLCza90+lJ1g4UKVKvirjx//+wvuGvkwju44jtnTXsCx3Sda3NY7cgM0/yLevOJP/PSpp6JM+tKRKC9oHtb07k6sValhULvFjeCUy7HNSYF1AlbrPT/gNpsDYiITO5/c/39Q5TMvyneFW1DnbIROpcHpaX0BNI/cfPnytwCAhNTQU1Lltjo8sPVjbCg/2Op2oijiq992+X3uqU9W+cw1q8hjaUf+qO/fvb6qAapidvV/0uqJ3Eidh687b2TwLwCsOqx/d+aD2usesikbiqsa6Go3THhHbiwxHLk5UM9aZfQ2+6884jgOfeNZBHHWtk/kx/sndAv5nJXFvj+4qz5e2+r2oihCrH8dALB6Tx+ILnbx8tHR1vfryghgEVxOrFF2ISBxE3Y4jgNnvAoA8LfztkDNCbANyQYG+/oYRk0aBgBY9cnaDlub1MF38tVVWHpgN4afGbjR02a146Xpb/k8tmXlDrz70CdY/OqyZttbm4gbaUQBwKZ3P37Rc3jxpv/g4NYjfn/4yk42N6Q5BY9PSKtSQ6/2RG7q/fSaaQ2VzqtcSg2IiUzsNBytQem3bMzCqmIWCj87YxAyDUkAWORGWq/D7sTaRWyasT9/UKDM3vEFfi8/gL9vXdjqdpsPFOAPd/fr1+++BKtfuhN/OWsIAFaltGzDXgCsAeExLfsi1663YNn8VXj9jvkQBAEnDxZDVcSu/k9YK+ASeIiiCKfbwH3V2cNDfh1De7HUneTdkQQf7+KbvR+I0JD8XUBsp6WOu5vxNfWBeXNFrq8Rf2RyHnqYUkM6H8/zePT8Z3we++GDn1rfyfpfAOxCZ9vxbhC2sqhEg7MRLoG8N35xTwZXIzItRoKBxE0kMJwPADDpLLh7gjuEecFguLx8LhfdPgkqtQrbftyJkvyOSU0Vu1NgD71RAGOcgDkf5Acc6Ti+t3lPnp8+/QVLXluG9x7+BE6H0+e5ppGb0uOeSMzTV70q3/75s3U+fpxzrz0TAFBe0FzcONxfKGpOBRWn8qSlBBcamlRLtYXaKy0lqjkIKew+V+OC9rcGaDjPR2N8xkA5fG4XXPI8qy9f+lbe5pZnrwvovP74szo/oO0kf825I/piwrA+SI434cnrJ+PvfxkPAFixeT8AYJ/bhKkqcMCxqwZv/u19/PDBavy5ehcTN4VO6OwcbLwTe2tP4uc/PdHDtMTQZ2BJ4manW9zojXrojayxYFepmIq0h87pHbmpjd0S+2KvwoCWuLj7KKw6bzbu7DsJz4+4Fu+OvSPk1O+6JX94Gni6qS6paXUf0foZAKCoJh5HylJgrotHktYEu+DCjyU78ey1r+PvZz7h0429q6PTsf5jp+dtUHglJG4iAqfOQWERK1e87vSdyDLUoNJiw4ECj4jJ7p2JQaez+Sgbl2/rkHVJ/hB5nSpArQnsLXB0R758+8JbJ7of88zQ8hYjnz+3FIu8fvgBYOcve2QB5G0wXbNovXxfpeJw0z+vcR+vollER7pa0qlYlEUyFNt5pzwCwZwcmLjhzJ60lJigBsxM3KjKXFCVu5Cn9lwhDkvqCYNaiwQtK3OUet2s/3YTAOCsy8ciu3fwJlyAmaS9Wbl1v9/tahoa8e16VpJ67vA+Ps+d476/42gxnC5eFjfqQzafZoZ2qwPVpTXgRCDdyhr7FVgrsec46x/SLTUBcQbfLsfBIFVZHSmqgMXtDfFOTXmzcflWTO83E/s3+TdExyL7Nh7CBdq/4s4RD0UsDefwitw4GpuPJ4gVShtrAABZbVQ+JelMuLXveZjYTq/NlpU7AABnXHoa/q+Aza0qyS9vUZiIfAXAswjuc9+fDREcvnjiRlyWexoA4LW932PNsj+wd8NB7N/UcdaCaCc7w/Pv5HIpK/pI3ESI7z7uix3r46DTi3jkUiZebn9tsc82Z18xDgDw8//91iFraqixQPBOx4islDkQNq9gE77/+shluHTmBc2eL3EbgG1WOz6a/X/y41Jk6IcPVuMiw3Ww1jeiotBjZK0qrpZN1clZSUjvzsy8Nosd56uvxhMXPydv63CnpbTuvi0GFfshtvFOOTIQ6PTtY/E18m2hG4sAGexqcHb2o3SKnYmVM9MHyAbjPHdX5HxLGRx2J464xd3dr00P6Jz+KGn0FZyPf/Mt/jzcvEXAW9/+DoeLR15mMi4cM9DnuR4ZSUgw6eF08ThcVIG9tSzKpj7oa+IuPlqK2gqWHkwGEzdltjocLWb/HjdMGhXy6wCA9EQzslLiIYrAvhPMdyOZiptWTM2e9gKKjpTi3tMfR1UJE4uiKKK+MTZHNVQWV+O+cY8DAI7uPI41EfpMe0duvP03sUSDy4Z6F3tvSuneSHN8L4vanHftWUjtlgKDSQ+BF1ou6HB5uiNvPspGqWSnJOCWPuciXmNArasRrsGsOpIM8x5MZk8q0dpkpE1HQ+ImQhQcKMbCF7IhihzGDzyAPhmVsDldqPVKwYy9mHUZObT1aIeENg82WlE9w/PmE7Vq2ByuVscdAOyL+7elLEox+oIRyBuSi9RuvuHkUndq7eAW36aAZ/3Fd4jlh499JoeDpRDz79+wYyemJTSbwbTphz/lHz+nLG5Y1CXRHUmpdlhQdIT9mKb3SIOLF7DjaJHsI2mKS+BRrPJ88PieTCT1ycjG2Vcxwbnmkq8x9HUB15QPkbfrY2aCZ1fNCVQWVUHgBWj1WqTnNp8CHih/nGzSRDHJhf9885vPlf++E6VY6jYSP3DF2VCrfD+2HMdhcE+2tj35JdhXx8RRN7tvJcr8Bz9Gjdv7lKZjz5U0VuOYex5Ur6zmXWL9IQo1EG0/sjLZJkit6fcXMLHrr5Hf12/+4LPP9/NZRcqHKzZhwqy3cerdr8uRn1hh3n0f+txf++X6iJzHO3Jjj7G/kUSJO2qToDUiThPazLX1323GXac+jGO7jre5bUVhpdystO+pvcBxHLr1ZVHGwkPFzbYXRQfEWiZUl+/oD15U4awhbFSJQa3D6WYWKbU+nQNRDexYuyek19AZ0Wg8F5eNtqJWtow8JG4iRNnxcuzdEofa+tMBAHedsxmAiBtf+BwOt5Dp1icLcYkmOO1Ov56WcLMjWev7AMeh8pax2LO/+Y+UNyf2nYQoisjKS8fwCadArVbjP388j48OvImL72T9KEqPsx+zozt9v2wGju2HHoM8HW83r9gOURSh1Wkw7W7mTZJ+7JoKJglpZpTkudFxLHIjjRM4XlOKKnclRN4puXjio/9hxsuLMPbeN/He8j/w12c/xYPvLsOGvcdhtTlQaK2CCx5Bx/dlV2A949Ix5kJWLcSJwIkfj+Dft78nC42zMgYBAH4q2Y3yk8xDlJaTEpIP4GhxJa577jM8+/1Kn8c5M4/tR4rw+558+bFPV7PI35TRAzB+qP/W84N6MHGzqSAfFfZ6aDg1Jgwf0Ww7ydjdx8S231aVLzfe653dtrgRRQFi1U0Qa+6BWHEhRNcJCPVvQrR+BlEUMNLd3Xil2/8jmYq9r26bDo0tPsaE6dvfeQTB17/7zhUKB2UFFT4+FYfdGbYu4VLaI9J0hsjNn1Us3dPbHFoqFwDmXvYSjmzPx9y/vNzmticPFkMUReT0y0ZOX+YLy+nvnrO2r/m/v9jwDiCwz/eXm9jFzaXjTpGfP1fVX77tOt2MlR+tQXVpTcivpTPBeXkVzc6nFFwJiZuIIAiCHEngtTcC4HDuoGOYOvwATlbUYsdRdrXAcRz6ncquCKQf8EjCtdC4778/te75KTrMPBk9vCZdp3dPRfd+2cjMY1fqpcfLIQgC5t23wGff0VNG4O0tL8rpCUkEpXVPxQ1PXumzrfQD+NJPc5A7oBuS0tmk4NnTXoC90S5HbqRxAlKn0mMVbH0ZPdJwqKwaP271lFTP/34DDp4sx5rth3HPf5bi0rkfYV9pic95xWwm+nrGpWP4Oaf4PFdRWIVflzBT+OlpfZGgNaLSXo+3qte4X0dg0Q5viirrcOXTn2B/QRm4ePaacnTsOOndmNDasDcfALD3eAn+t4kJhRsntTyI89R+7N9mg5VVTA1JypWrybyRvsxPS+kNNafCcWs5BIMLmclmpCUEkNJzbAZcki/IAbFiEmB5C2LdUxBLB+LCEUyA7i8og93pkjtG//b1RgCsO2xTSvPLm3lUNu5r+4o8GIqPleL6nnfjsuSb8dmzX6GyuBpTjdfh1sH3Y+MP7fO8NdRY0NjAIrJX3D8VQORSFd6CJlY9NztrWAuJse72Cu2h+Ghps2KGpkjtLzJ7eiKsp4wbAADY8P0Wn21F0QXY2MiHOnsO9hRlQqtR47yRnrUai0SoitnfnjsnCQ01Fjn6SHgwch0j+FuCxE0EeP32+eBdPAwmPRK7TQBnvh8A8PjFv0Or5vHoB8vR6A4v9x/FQpyv3vZORKum1u44DF6r9vuc09r6l+TeP5hYyB3QfOZQVh7zoZTmlzercFpu/QyZPdOhN+rx3A8szCt1Rk7rnoLkzCTfY7lNuSPPG4oF+/6N673Ez7//9r7cxE8yFEuRmyJ3mDtvSC7e+4EJkabGWIO71XplnRWf/+K/AWHPuDRk9kzHBbechzMuPU0etrnhO9bwS6vSYGImu5LbriuC81QTuvcLvu/GO8s8EQougYmbC3NHAAAadazKbNP+Avzj/e9xwwvMv3TB6AEY3LPlstkxA3JhSuNgy2Y/qjf2Gg+n3ZPqlKJiUilxVloqhiSxXktchgOTT+0fUARKtLzHbqj8z59Kcd2A8wZXgBdErN1+BIPcPyJ7fj8Aa30jbhn0d3nbiTewKq+S/DKUN6n8kXxADpsDh7cfwxt3voulbywP2ai7bomn8drCJ7/AX3PukO9/+9b/0GixIX9PQUjVTm8/4IlEjb2Y+ZZ2/7Y/IrOfvEvqHTGaljpQx9IVAxOCn2Hmj4sM17WY1q+vbsDLM+YBANK7e8SNNFh334aDsHv7vBqXAHw+wCXh7v9eDQC4ZsJwn8/GvL8vgPEldoFkOcMIIVGNT5760idlSCgPiZsws/ePg1jxEbuqn3zTBOj0WiDuNkCVDr3GgZeu/hHVDY14/SvWwG7KLefJ+/7xfetdf1vD6mrZiLl+bz5mzWe9aEz7SuXHOffvRHlN61eZO9awnLKUsvFGityU5Jf5hPjnLH4QOi+B0X2ArwjIcPtUzvIaKvm312/22WbyjWfLjQ9//PgXLFvC/q6S50YqI63iLBAB5I3Ik/vAfPbY9fjjzXvx30euxbrX78H6N+/Fo39lf+s9J30jNxI949LAcRwe/OBuPPX1P3DvvNsAwKdZ4cwBHjO1/cZUjJo8zO+xWmLT/hNyJObicYOgTmBi79wsFjGyinZoTMCR4kr8tM1TSXTF2a2fR6XmoBlTD04jQqzWYGR8L1x812SoVBzOunwsMnum+2yfkBqPcamsWo/LdGDCsD7+DuuDyJcAjnVsn5QF4NJ+AuJmgkvfAC7Z8wP/0lWLMWXIQazfl48pN5+DlOxkOO1ObPphG2wWz/v0usdZRWFlYRWOFLKIXoKJeTBKqupQW2vB23//CHef+g8sf/8nvDNrIX5burHNdTbll8Ub8P4jn7b4/OYV23FJ/I24fegsfPbMV0Ede+eve/Hjx57uzt6tCP7vuaVBr7UtvFssBFoMEE3UOqxy1+9TEru3sbV/TvrxyRzadszvtisWrJFvZ/TwiJvs3pkwJ8XB5eRxdCf7fAt1z0CsmwMAqBZvxIFCJk4vGjvI55g1pbXQHLDDUAmAA2x3sc/W+//4b0ivp7Nic4XWkyhckLgJM5IQAIA+I/IAABynBRd3NwBgfP9juPGMP7Fk3U68uuQXdO/fDedccwYAYP6sj0M655qS3Tjnp6dw/e//weF69sMtiiKO7y3Apn3HMfM/X7N12F0YIXhKoFXui5FKS8vNwERRRGURu4ru7s5TeyNFbioLq3DyALsiy+mX7SNaACAuweRzX5+diPnfb8DweyZi7lcP4euahTjeYMHClZtZZZDThbjEOMzb8iJbh4HDyjz2BSb1oJHKSHktICaqkTW2L0QRSIk3oUdGEnRaDU7Jy5KjONPGDYZaxQGa5lf/GfoE9IzzFQC9hvYAABTsK5SnlMdrjXhRdSngEsEPMAD9jS3+7fzxxtJ1EEQRZw/tjRl/ORUCJ8Ko1qGPOVOeXzV5Sp7vPn+7FKP6tf5DsKJoO6zaRohODvzGRKzblY+cvtlYXPYhZi96AJl5ntemUqsQl2hC40n2d1SlO9Gje2KrxxdFEWI1E3vQDgOn6QVO0wOq+PvAqVPB6c8El/47oGYi6clL1qKwZAtcvCCnT5699g2fY+YO6AadQQtBELH3ABPGw/t0g0mrgQjglQc/kueySSx66ZugojdOhxP/uiawOUIA8N+nF7e9kZvj+07iwXPmyvdf++VppGQlyff9zUfzhud5HNh8uM20ijfWBs9n1RmDnpv3DrN/z1xTKpJ0wfdUEkURMwbc1+zx+8Y9jpdmvNVq5M1b3HAch+w+LFK87J2VTLhbPeLkaDUrLMhMNssmeYAZ46Whw1nuSJBzQjz43jo5fR3t8KIQ0Y7hfxawi+ASy4iInSMQSNyEmaIjnqjAhKvPkG9zcTcA+ikAgJkTN+LasTvw2epteO2rXxDfm/3w8C4eS/+9POhzfp7/OwDgUH0xrvv9TeQ3lGHlwrW45dSH8cArni/rpM+34vLbPYZUo8GB1Dgrapwtf0nWVzfA5WRfGElN0kgAkJSRCHNSHARBxLql7MM98rwhflMc469k5mpBp8ZXlhq8t/wPPP3lWuzTi/jHwhW45ZUv8eY3v2HBik34xt3TRfLd8AM8QylLbcwAq1droa9gH1K+nx5FIvvS8f4y8sao0+KF26YC6uYf7GvzzpS9PBKZPdNhiNPD6XCh8LDn33XFq6ugXc+iXT/wewL6onDxAs68/y3sd/c6umPq6ThqYVG03uYMqDgVhrvnV2X2MOCeS87E36adgV9f+xvObsFEDAC7awqwseIQXtv3PQCgG58G2FV46r+rUFFrQUJKPNRqtU9IPiHFDLuTxzcrDkCsUwMaEf8r+bPV9YuVlwAulp7kzPf63YZTp4NLWw5ePQoGLY/3bvoYR45+jIaa5s3mElLjwXGcHFH65WfWDTovMwVcNRsZ8cua5qMmDmw+EpAJ+OjO47gq81ZcZPBtrvjh3jdwz5u3wBQfnChtCs/zuO2UB+T7PQblYOj4QUjJSsblf2e+my0rd+DQtqP47euNfisSl77xA2aOfQzvPvhJs+daotFrRlusRW5svBNrStnnemCIYxR++3qTfHvU+cNx/s3nyPd//PgX7F3vO8LEO3V3ZpPKzbwhLC1bWVwF0eLxCtrjv8Xf32FN6Hpn+0Yf9m1k0dTcAd1w/+Cp8uO2v6agsrImhFfUHFEUUWGvR35DWdg6IR+oK8K6sv1YeGQtxq2cjbErn8C6sv2odVjxU8mugM7jsDlQeLh51Kwp5RZ2UcgLyrZ1IHETZo64m909+eWsZt1/uaQ3AeOVUKtEPHjBepzaswif//wnFlaVw3JGHgDgnQcWotqr2Z4oiti38RAsLQzJO9ZQhh01vubLf+5agtWrtqB6xlg0uvvamP7Ix7jJw3HOX3xNpoO6lcHOAfVW9qXpsDux+/f9aHRfIW7+33YArF+NTt/coMpxHM64jDW22vUrGz6Zku2/6unB9+8CANiG58Dq9WX/zrIN+GOf75yqF774GWPu+Tf+/fU6nHLWQPB9PCWjGY44/LX7HVj/3WYIO1iJsWuQCe/+j6Uszh3Rcopl4sh+uPOSsc0ePztjcLPHVCqVHL3Zv9GTIkrtlgzdcvZvtKZ8L/6142uU1zbgeGl1i0Jn66GTss8KAAbkpmNTJStPlapGepiYACmwVuLWC8fgtovGysMo/XGwrgi3/PEO7t3yEepdNuhVGtzbn6XNHC4e/7fmT+zJL0F1vVU2dANAXKoZLy9eg8paKxKKma/onUOr5OZ/3oiCBULds4DrgPsRLaA7u8U1cZwKmmRPBUv/hBfwxOeZAHz/Lu/vYl2qE9MTIALYV8Gq3fpmp8BVwCKFzu5JPvv0Hs7En/e/hT8EQcCdIx6Sy95FjQq1lw1F5Z1n4LJ/f4lDGUZ8Xf0x3tvxit/9y040H9ralKYFAKdO9KQNb37mGvn230Y/gqeueAWXJfn2QirJL8N7DzNR8+28FW2eT8Lbc2Opja3BmUsPbJBnsz16ymXy4w67M+BIwo41niq6uUsexPR/Xu3z/Feve0bBfP7cUix88gsAwNUPXyqb2wH2vXr61FEARNzy0FeAdSEAgIufjX/+31HY3B6ea88d6bPP7IufBwAMGNMXZ6QPwL+GsX9r11nxqPumL0pqPT28AsUl8PjoyFrM3vEFblr/Fib//C9ctOZ5XP3bGzhj1ZP46Mhaedua8lp8PHcRVi5cA0udFcVHS1sth//g8GqMWfE4blz/Fh7c9gnePrRKfu7BbZ9g8s//wuPb/w9nrHpS9kK1xMOTnsbN/e9rNuS4KSo1uxAVBGXFd1SIm3nz5iEvLw8GgwFjx47Fpk2bWt1+8eLFGDhwIAwGA4YOHYoffvih1e07isaGRhx3t/iWUlLecBwHLuFZCFoW0Xnv5m8xaTDrbmkb2g3W0bkQAcy97EW8fMs8HNp2FJ/880vcN+5xvHb7/GbHE0QBT+5YBADoIWaCX89SC3trT+LnQV5K3MGjpx2Ys+QhQPD9AetmqgEAPPoh+xu+fPNbeGD8k3j7/oUQBAErPvoZAKAzNBc2Et5f7AB8QvPeFNZbcdqzV8IxkhkJH/vrec22GdTDE3VxCQI++XErcu85D9lXeATLiat/Q2VRNeZe9hLUx9kHyHV5imwiOm1AbotrBYBakUUSxAYm/Ean9EZ3k/+qp+ETmBdm5y97PfuX10G9x/Mjs6xkC6Y8NR9/+edCjPrbGzhSxKozeC8Bt9rLPzPnhsmodNTj6wL2Pp+SzeY5SXN2/qg4JE9NbglRFHHzhnd8Hrs27yxMGjxIHsfw0crNuPHF/8Os+d/JzQ1FDjg5shu+/o39SNwzeiIyDIngRQHTN8yTBY4o2iE2zIdYNhKwetKlXPpPbRqPOU13/O/oGzhRyd6PZ5+zCp9u2QdzIvvBmHbX+UjJYgJ40On94cowg082QatSoadaB91xd1+jXI9IfumnOTjlDNa8sMBP5KbsRLl8ld7Uu2Y7JRuuTI+4+781f+LFRWvQfVB3fG/7HGOevAw9xnjeX5/96yts+t+fLYqcuqp6vHnPBz6P9RvlFRE1GzH0bF+fRmODDTXuaekn9hfixt73+Dy/Y+0ebFy+FZZaC96+/yP8+F/m4xEE3xSC9zwpqXfQgS1H8PPn6zwzz2yOkNMOwfbb2v3bPnzx4jeYNWEOPnv2K58LM2mNDTUWzN70f3jjBBNxf+t3PuK1Riz993JMVl2Fqcbr8J+ZH6L4WCkWPPE5Fr/yHa7reZc8lFY+VlW9LARvff56GM1GZPRIxxUPXCxv8/s3m/Hnz7vA87xPM9GcvlkoqqzFt+v3oKLkA4ilA3DWWdOxsmgn+g31/E0/fVsnV1tOP3+03N9GFEWfQZs9BrI08fndfGex/fWB2Sg4XASb1RO1OLbrOF697R1c0+12n2McbyjH9b/8G2esehLvHFqFVcU7sb+uCHVOX5vAO4dWyZGVl26eh0+fWYJXbnkbT0x9Djf1nYk7hj8kN+dscNpgcznw2bF1GLPicbx3eLXffzd/3Lj+LeysZkLJYXfi1dvewS/ufk2CIGDvenaB878FnmNWlVT7/Js3uhywaNwXcaKykRtN25tElkWLFmHWrFmYP38+xo4dizfeeANTpkzBgQMHkJHRPL2wfv16XHvttXj++edx8cUX4/PPP8dll12Gbdu2YciQIX7O0HEsXvojrHlq9HClttiOn+M4qJNfh1h1K+DajReu+hHAj3jiq0lYiX5QNdix949D2PfHIfy6eANsFjtEDvh5zU6M+/RXmJPicLq7IuOnk7txsJ6FCY+ucQD1OgjHDFD1skE1uAF8sQ6jRT3+MmUEzvvPXdDqNBCtLELiFDhoVSJ6NRYAGIENe49j2aptWLtoPUQN8L9P1sBSa5F/1Gf869pmr6W8pgF/e3MpjhZXQrxlLDSVFsStz0ffkb2abfvj1oN45IPl0h8BI/p0w5VnD8MFYwbine/WQ6tRY+rYQejfPR1rth/GwlVb5AGMnxeuh3owEyRx/yiAqt4jGlSF7AdN0ItQja2DsMOM3PSkZud3CTwcggsqjsPiE39goLEK5UXJKP09Fbbu8diXWYYeGUnNIiWSSF25cA2un30FPvvXV9i4YjssZ/eFa0UKNBewKzXN+VUQinQQdplx1TOe3P3gnpm47cKx+GHTPiCOx1WnjcSAIUm4eO2L8jajUtkP44iUPOSaUlFgrcTUtS9g+TmPIt2Q0Oy1AMBPJdsxNeUQBhqrcUayDi5Vd2Qnsx/wGyadio9XbUaNu1pnx9Fi5PVjvqPGkd3RmMBuD+2VjctOH4J+9Ul4cPO/cUXaEfCVV0JobFqurQWX8CRgvAYcx8EpuGRTd0tcNO5CnHbPPtx17ibcMv5PpHdz4qt9e/DWqrHIHtIf5bY6GEQ9fklSoe4vTByPyErD+kXroSlnKT8hXg/b4EzcfMkZGHneUNnTtel/f+K2F26Qz3VkRz7uGvkw+p3aC1qDDnvXHwCfaEDjsG6wD/ZfYbb41x1Y/KtXqerITJx2Vl8cfusn/PDBavzwAfsCf+DdO3HR7ZPkzURRxCOTn8HhPz0G1ok3jJcrvxrtTgiiiH+teAI397oH1aWeL/7P/vUV7vn3LVj/zSa40uJg75cO2zCWnpl5zzsw7CuFCMDRJxWqr37H+oY67P5qI+p/PYxPDv8HGT3SfUao2Cx2TFaxIb0iAJdOjdPOHoxbBt6PkROHYM7ih+CwObDtp10YfEZ/aHUa1JTXIS7RhLITFairqMepkzwXJl++/C0+nrsIN869Gr2H9cRpF4zArnX7YEg34kv+T2yvyseTQ6/A8OSeqKusx+JXl+GLF76W99+1bh+WvLoMA8b0xSV3T0H/0b1xxY0Po/Efvv8Gf8kdg9fvmC//jQHme1n31R8+r+/9Rz7FBbeeh4QU9r72vsDz/n6985WbsKqmCvk6wLjlBO6f8SacAzNh1GvAOXlwgoixF4/CX1/6AmPz/sS03j/7fU9c8uI1KLJ50i7mLQXAX4Cl/16Odx5Y6LPt1Ds974m3TrsFMzeztJb16iRccfgt9J7jwiv/vB9vP7AQm//nSfm+PGMeFvx7MRLnDMKfhsCb3J2x6kmY78wHnICUPN/z+wH5+TtHPISZi+/GE/XfoFEI3Yt128Z3cV7mEPxcuhuqcQ78cPcvuHLDQR+7xI8f/4KJ143Ho9e+CN7MIa6Cw83/+ivWaY5ifd8STE05gUsBWFTKzpPjxEg6iwJg7NixOO200/DWW2zitCAIyM3Nxb333otHH3202fbXXHMNLBYLvv/+e/mx008/HSNGjMD8+c2jG02pq6tDYmIiamtrkZDg/4cjFFYW7cCTO1kUZcyBdDx86w1YV74f52UOQYrejMP1JVhbugdZxiQ08g70MfIYiX9CD8+H6bs9/ZFvTUBpkRZln9ZBx7mQX5qC3jOTUC3qcFxtwuDSSkwcW47jTh22GpOQG1+PooJEVG5Ow6nxx3DmucXINxvxa2039DbUYWjyIExNWIZEVYXPer+t7IVLU4+h0arGLa9MRGFKNrQaHpoyB/pdUYyjYiL6rj6JPiNsKGpMgt6YBHOGgB5xahyoBA7uMKK6Kg7d8yrRaOJgLzPgzL4nsHJ/X6gGOaCp7I4bTj0NB11FKK0+gd2bqxGndmFgdjnGdB+Hc4b3Q0pST1RZt0AnHIFKKMWeBiPy7fHISxiKUxLikV+5Dweqv4TIcehtrEVRTTx+ejcD5b82grcKqI9PhPbcYSi+oByJBgcS1XZMTi7A6Pgy8DCjR8IYZAjLIYgOrKrOhlHFrkrPSWJfKo1ODSa9NAN9Mypxep+TKK4146whPTGkz1jsPanD8J6NKDmmwz8ueAdquxNOOwfEaeAYkY2Lb61G38wqDMkrwR+2DFSLepQ5jDhiS4RV0KC60YC4rQaITg619SY4h1mg6sa+dHQcDxUnQscJuCR3Au7t6QL4IoiiBUesGrx6aC92NKShV1wS7h3wF2i5OtQ3bkK2MRsbK3YiRVOPqfHNJ7EDAAyXgNONwsdrOby5rAiTBh/BuL4FyExowCerh+BIfQbOG3QM08/ahfTkblALxwFNPwjO3VDB/1X7Jv4J6I1nY0/tSRyoK8LK4h3INiQhy5iEWqcVqfp4zBl6JWocFpg1BmyoOIghibn457LlOKI6iSvF43h4ou8gvYONifitPAcrdvRDUWUCeJeItMUHkGIxorSsFsZXR6FQZYOWFzFxkB53DDBhR/4pePuqj5HeywUhW4eaM7NwWu9TsOWb7cgoO45xZ9fjREU8fq7rA66XGRkWJ5K0NpjinKjk0/HYX0+FStyL9UcP4GABh99Odoe5DujZuwKHSlORZnWiWtTD5lJDx1vBpVlgXlaKVHUqRl3aHzpzLbaVHEOZU41GVzou7bsf9ckDkKLPx87iZGw/3A1jexSioi4OpY0mTDqrBMf323DIkoSc4jJUVuiRak1B4oU2rKvohu5iI6pdOthFNZKdThh6WlGp02KYqgbHi5ORProc5TCgbmsyxEYVJgxLwK6VO5B+PROWuz5MBN/7/9u787Cmrvx/4O8kJCFhCUtYZRFEUQS0Whdw7cAoaq3a6ljHKtp5bOtoq0PrWpdqf45W2+n49dtxWtvROq11rD+XqVXriitiUVABi4JgRAj7EnaSfH5/8CMaWQQFA/Hzeh6eh9xz7sm5H0/Mh3vPudcBQmstxKSHTiSAlUUVigDIfimGHSph+ZIDCk5UobavJbp0rYAmRQBxXA28u5XgpoUdXPrqoMtR4KV+3ti3/ioGBpaipJscCTpHdJPUokBmhYqeAogFeoy0u4/cGhmS9vjBw0kFH9d8+CjLEVflhkK9DA7ZpaBywHFALazvV6AiX4if+vSGo7gS3WUlKNJK0aWoBtVJFsgqsAaRAG8PjUVtlQDnU72RXyKHVFWALGs39ArQID+V4KioQq2jFbp6VcHTuRiZRQpkl9ggOcsJCyaFIMA3AmevnUfSrZ2wsazB2ZSucFVo8NqLSRjkex/7rgQgPc8Ow3rcxUDfhmf88jRy/PP0AByM7wXgwRlJWXwm5JdVDeoDwOaL6xAwuIfRtrycQrx8dD3I5cEZbvEZDWpH2Dy6e7Pk67JBFkDI/KEgmRCnhU1fgrW4UAbxOQ10PSxB1kLUjmp6UYDlP3IhjimHQKMDaghV851RO8QakkPFEObUojKq6dtMGNQSBOU6QEsgZdNn8kfZqbC262VcLnVGf7/ox/4h1Bqt+f42aXJTU1MDuVyOvXv3YuLEiYbtkZGRKC4uxsGDBxvs4+XlhaioKCxcuNCwbfXq1Thw4ACuXWt406Dq6mpUVz84PVZaWgpPT882T24yc3Lx6pXPHyxBagFLoRZ/6XINExwbX8bYXmJKXbAiYzD2BRyGwqJ9VlzU6IWQCJt/rENbuJuvgKdjSWvCbn4segHQGSb8Po0KnQhVegv8mO+HnTn+0LXRlWu5sBZTlKl43fk27C0610RYZn6mbv0D0nKbXqrs8M0lCLQN//+aHDUeb386s9F9fuczHWVbvVvdF4sLZbBa1/hEXb2LBTTbG54Jbwn5qvsQx7V8XlbJ4e5P9D6PekmRifU+lxCf5oT+Qy60SZv1WpPcmHTOTX5+PnQ6HVxcjC/huLi4QK1u/F4karW6VfXXr18PhUJh+PH0bH4+xpO6cy4Nsk9zHl8RQIDCA0qpDar0Flh/rz9G3RiPPXl+uFr25M8oepzYUmckldvjUqkLvs4LwyCnvliaHvr4HZ9QSxObMp0FblUqUKVvfijqm0jBvZVNJza6h/YpqJXiXnXdvJOsmpY9Obw5Wr0AtXq7p27HQNDyZbGplQocK/LDPekXELreglB5EELlIQjsdwKyyYBFw8nRjRJ1A2RTILBZDIHtGghcroOcr+LT/KXYntOrRYmNUtqyv0wr9GJ8m9sLb/z2e1wqffLb7jP2NK5neqNUdgJ7PvoYQ3p3bVAuSc2D1ZnURhObl6YNwcw1f2iwvV7Y4Bch+3sOoG35+QJRciXkmxr/7gIAYY4WirG3YXGl4YrD5ghV1bBoRWIDAJIDdXPdUPWUf5R+V9dXsdCkF4VMP+emvS1btgxRUVGG1/Vnbtra8Mkh2N3PFzmqPAj72Boe6ninvG45Xy9FFyQW30Mv2y7wtnaCnvSo0NXgjiYH+dUayEQSfK+Kwa4SPWzEclzNugZhhg5iZTVcdA7oadEFPtYyqJJ2wFpfiz0blRBWivHtraWwc3ZGTZUOYpkTju+8gPP7zmPhF2Fw8BiMyhoVfs1PRK2tN7oqPJBZlIEtPr1gKRJj3z1fvJPRHyF30+DjdBFiOeHcVUc4DZmAO3dTYZuVi2OHbDH9TxEICw+Co8QS11VpKLPIg4uiOxRCNQQ1l+ComAEtCSEWyXEz70eUkTNOp52BbXUZXrBWolbpDIX8BXjbAPEaKT5L/g+G2oswWNkNQ9zfQG7xXZQILSAX6hGocECtrhB3KwllOimcLG3hLrOHhUCIe+o7iDu/F/9zVoe3wyswop8zbK2VsBCKUV4jgb3j7yEQ1MX9amE69t+7jECFB4LsvWEhF8FOIofQUgEPAKQvA7SpgF4NCJ0B8QsQCAS4duc+MtT5CO3lCEdrCxSWW2DPz9G4fWQvxkYWIq3QEa7wxrhJ8yCR1I0j0msAgRUEAiH0uhL8M/U87mgy0M/eDa+4OaO26lckldXC2aovutt6AFQFCJUAlQFCe0Agg0BoV9cW6QGdCtCpAYEM5/JSkVj0GxzkvfFTVgpe8RiKCV4D4Ce0gFBgnHwIpIMhkNYttyddLkDlgMAaWUUSFJcVw0J3D1JSw7trX0DoCoGwYZJnIwY2vDAdQN3E5kpdDRwlNjiVk4hdGeexsOdYjHAOQEltBQL+/03Yymqr8O2dM/CzcYVCIjesupjqHQpVeT7ii9IhgADdxe74VXMbfu5rcDW/CGWCchzKPYIIpRO+nXEQ/lO1COubgwq3qRjoEQFx9c8o1nXDDxcqkai+B6mHFRydAOtsHbJLSzG4V1ccOpePgrIi9LQrRLGKkF9kg1XvT4SvuxVO5GVAJsiDXCSC2MId3lZucLesRV61DplVevSW56NW6IurJaXwluRCLtTB0XoAzvz2b+wszEfNHXuQRoOAnnlQX5ch45cyuP9OjD8PuQ4H9zdg4xoBqcQdKSX3oJQANTVJuFXhgMNZ5+Eo+A0+olBUarIhs1Ai9ZgUl08nQD5MDHdBMXr0dIHX8N8jxF4KYY0WG/59Er62cih85Di2+CK0Cgnsi8oQOiYEp/5zCcKXbZEZ3AW+1uXoIfKCoIsHRMLfMMKmP679dA2JjiKUddfjt/97HwNFatT0UyAzwwY2qWWYONkBF5MsgCwHaG7FIHmIFyKG9sDd7UlIU4nhoiyHvrscPuOLcaPKET0P3YVeJ8Tdof3g4+OE9/wnYvOWlcjX2UIYp4bEQossqRI6H2D26FCIxcFIv5+KG3fTUNM7FRUFtlCfBxTeWkxXeGDYiGDMD/0CPgN1yOraE7aVcvhWn4fUuz+8xk/FPw6egLxcgsLcAth0k2LtZE9I0Af/5+1P4SosRG62BN0GaSHysII61hqbfnkbCst7iEntiSMXtmB4j7uwd/4TBvb0hV5bjKx0ET7+49ewdFDCf34ofN2V+F2/YEilDuj70NWXLfMn4U52AdS3s7F4/pcQFVdi9LBAjF81A3eu38W93+7jzvW7uHHuJv43dj38BzT/uIgFW99C7+/OYlDvfnhj4ALUvGwHvdICkqMlKF/bBZAJMbq0Oy4sPoHpH0+Bu5czAsd5w2WeM75Z+r3RvBb3bi7ISsuBxFKMXap/QmAtwuXM29g7bRdu31FBoNGjdpg1rHrZoXaMHX4v6QnvTCt8tWAnIBUANYRH/+YbPesl/LLjwU0N521+E3eT7+HQl3WPjrDclg/pf4ogKNFB+6Icn/zvB5ALJJj77WZo+8khX5eNbj28kdxXA3dPZyjUQoh+KsId33JoxlrBatl9/OvMJszd+Rf84WgfVJcAP+XDdMiEqqurSSQS0f79+422z5w5k1555ZVG9/H09KTPP//caNuqVasoODi4Re9ZUlJCAKikpORJumxySTEplJeZT6WFGsq5m9smbWYkqehl6+k0xnIa3b56x7C9QlNBGUmqNnmPzkyv19OaKZ/SygkbSKvVmro7Zqm0UEPLxq6jo9tPtXrfhNT7tPi1T2im3zwqKShth97VKcwppo9e20Q//fPYE+2v1+tJp9M9tt7p3efp1pU0w+vM21n093e+pLs3Mx+7b0lBKe3920+UkaSiT2ZtoYToxGbrvjfkQ3pvyIe0auInpCkqoxvnkunrZd9TTXWNUd2Z3edTuGAyze61gN7wmUsnd52j6D0Xm2x7xfj1NMkhkgqyC4mIKPo/F2jDzP+h8tIKIiKqLK96bCzu3cqivPsFRESk1Wrp2M5oKswpfmwMWkuv19PXS7+jNZM3kba2bT7f6Ykqmj9oKV06FEfHvo2m3+LTSKtv+nh1Oh0tCl9DH/xuNeVl5hNR3XjLuqNuUDfrjppm+b9L3yz/vkHZpUNxFDVyFWWlqalCU0E6nY5Uv2VSdVXdv+exb6MpXDCZLh2KM+xTVVFFheoiyk7PoYwkFf36SwIlX7pFRHWx2Rq1gz58+a9UnNf4d+aNc8k0zfNtw3jYv+UwhQsm0/F/n2lhtFquNd/fHWJC8cCBA7FlyxYAdROKvby8MH/+/CYnFFdUVOCnnx5MqAwNDUVwcLBJJxR3doXqulOS9Ut0Gets9Ho9hMIOcXcLs1OSX4qMxHsIHhHQomeQ1dbUQlujhcz66W6WyDqn0gKN0b212qzdVnx/m/yyVFRUFCIjI/Hiiy9i4MCB+Pvf/47y8nLMnj0bADBz5kx06dIF69fX3TxpwYIFGDFiBD777DOMGzcOu3fvRlxcHL766itTHkanx0kN6+w4sWk/CqUt+ozs3eL6YokYYknTK2qYeWuPxKa1TJ7cTJ06FXl5eVi1ahXUajX69u2Lo0ePGiYNq1Qqo/+0QkNDsWvXLqxYsQLLly9H9+7dceDAAZPf44YxxhhjHYPJL0s9a3xZijHGGOt8Os1ScMYYY4yxtsbJDWOMMcbMCic3jDHGGDMrnNwwxhhjzKxwcsMYY4wxs8LJDWOMMcbMCic3jDHGGDMrnNwwxhhjzKxwcsMYY4wxs8LJDWOMMcbMCic3jDHGGDMrJn9w5rNW/yit0tJSE/eEMcYYYy1V/73dkkdiPnfJjUajAQB4enqauCeMMcYYay2NRgOFQtFsnefuqeB6vR5ZWVmwsbGBQCAwdXeeqdLSUnh6euLevXvP9RPROQ4PcCzqcBzqcBzqcBwe6EixICJoNBq4u7tDKGx+Vs1zd+ZGKBTCw8PD1N0wKVtbW5MP0o6A4/AAx6IOx6EOx6EOx+GBjhKLx52xqccTihljjDFmVji5YYwxxphZ4eTmOSKVSrF69WpIpVJTd8WkOA4PcCzqcBzqcBzqcBwe6KyxeO4mFDPGGGPMvPGZG8YYY4yZFU5uGGOMMWZWOLlhjDHGmFnh5IYxxhhjZoWTG8YYY4yZFU5uOrmPPvoIAoHA6Kdnz56G8qqqKsybNw+Ojo6wtrbGa6+9hpycHKM2VCoVxo0bB7lcDmdnZyxatAharfZZH0qrnD17FuPHj4e7uzsEAgEOHDhgVE5EWLVqFdzc3CCTyRAeHo7bt28b1SksLMT06dNha2sLOzs7/OlPf0JZWZlRnevXr2PYsGGwtLSEp6cnNm7c2N6H1mqPi8WsWbMajJGIiAijOp09FuvXr8eAAQNgY2MDZ2dnTJw4ESkpKUZ12uqzEB0djX79+kEqlcLPzw87duxo78NrlZbEYuTIkQ3GxDvvvGNUp7PHYuvWrQgODjbcWTckJARHjhwxlD8v4+FxcTDbsUCsU1u9ejX17t2bsrOzDT95eXmG8nfeeYc8PT3p5MmTFBcXR4MHD6bQ0FBDuVarpcDAQAoPD6f4+Hg6fPgwKZVKWrZsmSkOp8UOHz5MH374Ie3bt48A0P79+43KN2zYQAqFgg4cOEDXrl2jV155hXx8fKiystJQJyIigvr06UOXLl2ic+fOkZ+fH02bNs1QXlJSQi4uLjR9+nRKTEykH374gWQyGX355ZfP6jBb5HGxiIyMpIiICKMxUlhYaFSns8di9OjRtH37dkpMTKSEhAQaO3YseXl5UVlZmaFOW3wW7ty5Q3K5nKKioig5OZm2bNlCIpGIjh49+kyPtzkticWIESNozpw5RmOipKTEUG4Osfjvf/9LP//8M926dYtSUlJo+fLlJBaLKTExkYien/HwuDiY61jg5KaTW716NfXp06fRsuLiYhKLxfTjjz8att28eZMAUExMDBHVfTEKhUJSq9WGOlu3biVbW1uqrq5u1763lUe/0PV6Pbm6utKmTZsM24qLi0kqldIPP/xARETJyckEgH799VdDnSNHjpBAIKD79+8TEdE//vEPsre3N4rDkiVLyN/fv52P6Mk1ldxMmDChyX3MMRa5ubkEgM6cOUNEbfdZWLx4MfXu3dvovaZOnUqjR49u70N6Yo/GgqjuC23BggVN7mOusbC3t6evv/76uR4PRA/iQGS+Y4EvS5mB27dvw93dHb6+vpg+fTpUKhUA4MqVK6itrUV4eLihbs+ePeHl5YWYmBgAQExMDIKCguDi4mKoM3r0aJSWliIpKenZHkgbSU9Ph1qtNjpuhUKBQYMGGR23nZ0dXnzxRUOd8PBwCIVCxMbGGuoMHz4cEonEUGf06NFISUlBUVHRMzqathEdHQ1nZ2f4+/tj7ty5KCgoMJSZYyxKSkoAAA4ODgDa7rMQExNj1EZ9nfo2OqJHY1Hv+++/h1KpRGBgIJYtW4aKigpDmbnFQqfTYffu3SgvL0dISMhzOx4ejUM9cxwLz91Twc3NoEGDsGPHDvj7+yM7Oxtr1qzBsGHDkJiYCLVaDYlEAjs7O6N9XFxcoFarAQBqtdpo0NaX15d1RvX9buy4Hj5uZ2dno3ILCws4ODgY1fHx8WnQRn2Zvb19u/S/rUVERODVV1+Fj48P0tLSsHz5cowZMwYxMTEQiURmFwu9Xo+FCxdiyJAhCAwMBIA2+yw0Vae0tBSVlZWQyWTtcUhPrLFYAMAf//hHeHt7w93dHdevX8eSJUuQkpKCffv2ATCfWNy4cQMhISGoqqqCtbU19u/fj4CAACQkJDxX46GpOADmOxY4uenkxowZY/g9ODgYgwYNgre3N/bs2dNhPljMtF5//XXD70FBQQgODka3bt0QHR2NsLAwE/asfcybNw+JiYk4f/68qbtick3F4q233jL8HhQUBDc3N4SFhSEtLQ3dunV71t1sN/7+/khISEBJSQn27t2LyMhInDlzxtTdeuaaikNAQIDZjgW+LGVm7Ozs0KNHD6SmpsLV1RU1NTUoLi42qpOTkwNXV1cAgKura4MVAvWv6+t0NvX9buy4Hj7u3Nxco3KtVovCwkKzjg0A+Pr6QqlUIjU1FYB5xWL+/Pk4dOgQTp8+DQ8PD8P2tvosNFXH1ta2w/0x0VQsGjNo0CAAMBoT5hALiUQCPz8/9O/fH+vXr0efPn2wefPm5248NBWHxpjLWODkxsyUlZUhLS0Nbm5u6N+/P8RiMU6ePGkoT0lJgUqlMlxvDQkJwY0bN4y+3I4fPw5bW1vDacvOxsfHB66urkbHXVpaitjYWKPjLi4uxpUrVwx1Tp06Bb1eb/hwh4SE4OzZs6itrTXUOX78OPz9/TvUZZjWyszMREFBAdzc3ACYRyyICPPnz8f+/ftx6tSpBpfQ2uqzEBISYtRGfZ2H5y+Y2uNi0ZiEhAQAMBoT5hCLR+n1elRXVz9X46Ex9XFojNmMBZNNZWZt4v3336fo6GhKT0+nCxcuUHh4OCmVSsrNzSWiuuWOXl5edOrUKYqLi6OQkBAKCQkx7F+/zG/UqFGUkJBAR48eJScnpw6/FFyj0VB8fDzFx8cTAPrb3/5G8fHxdPfuXSKqWwpuZ2dHBw8epOvXr9OECRMaXQr+wgsvUGxsLJ0/f566d+9utPy5uLiYXFxcaMaMGZSYmEi7d+8muVzeYZY/12suFhqNhj744AOKiYmh9PR0OnHiBPXr14+6d+9OVVVVhjY6eyzmzp1LCoWCoqOjjZa0VlRUGOq0xWehfsnrokWL6ObNm/TFF1+YfMnrox4Xi9TUVFq7di3FxcVReno6HTx4kHx9fWn48OGGNswhFkuXLqUzZ85Qeno6Xb9+nZYuXUoCgYCOHTtGRM/PeGguDuY8Fji56eSmTp1Kbm5uJJFIqEuXLjR16lRKTU01lFdWVtKf//xnsre3J7lcTpMmTaLs7GyjNjIyMmjMmDEkk8lIqVTS+++/T7W1tc/6UFrl9OnTBKDBT2RkJBHVLQdfuXIlubi4kFQqpbCwMEpJSTFqo6CggKZNm0bW1tZka2tLs2fPJo1GY1Tn2rVrNHToUJJKpdSlSxfasGHDszrEFmsuFhUVFTRq1ChycnIisVhM3t7eNGfOHKNlnUSdPxaNHT8A2r59u6FOW30WTp8+TX379iWJREK+vr5G79ERPC4WKpWKhg8fTg4ODiSVSsnPz48WLVpkdG8Tos4fizfffJO8vb1JIpGQk5MThYWFGRIboudnPDQXB3MeCwIiomd3nogxxhhjrH3xnBvGGGOMmRVObhhjjDFmVji5YYwxxphZ4eSGMcYYY2aFkxvGGGOMmRVObhhjjDFmVji5YYwxxphZ4eSGMcYYY2aFkxvGGGOMmRVObhhjrBOZNGkS7O3tMXnyZFN3hbEOi5MbxhjrRBYsWICdO3eauhuMdWic3DDGOqWRI0di4cKFrapDRHjrrbfg4OAAgUCAhISEFr9fQUEBnJ2dkZGR8UT9bSsjR46EjY1No2Wvv/46Pvvss2fcI8Y6Hk5uGDMTs2bNgkAggEAggFgsho+PDxYvXoyqqipTd81k9u3bh48//tjw+ujRo9ixYwcOHTqE7OxsBAYGtihJAoB169ZhwoQJ6Nq1a/t1+CmtWLEC69atQ0lJiam7wphJWZi6A4yxthMREYHt27ejtrYWV65cQWRkJAQCAT755BNTd80kHBwcjF6npaXBzc0NoaGhrWqnoqIC33zzDX755Ze27F6j+vbtC61W22D7sWPH4O7u3uy+gYGB6NatG7777jvMmzevvbrIWIfHZ24YMyNSqRSurq7w9PTExIkTER4ejuPHjxvKjx49iqFDh8LOzg6Ojo54+eWXkZaWZtTGyJEj8e6772LhwoWwt7eHi4sLtm3bhvLycsyePRs2Njbw8/PDkSNHWt3ue++9h8WLF8PBwQGurq746KOPmj2evXv3IigoCDKZDI6OjggPD0d5ebmhXK/XN9vew2dlZs2ahXfffRcqlQoCgQBdu3bFrFmzcObMGWzevNlw1quxy06HDx+GVCrF4MGDjbbr9Xps3LgRfn5+kEql8PLywrp1654qlgkJCUhMTGzw87jEpt748eOxe/fuFtVlzFxxcsOYmUpMTMTFixchkUgM28rLyxEVFYW4uDicPHkSQqEQkyZNgl6vN9r322+/hVKpxOXLl/Huu+9i7ty5mDJlCkJDQ3H16lWMGjUKM2bMQEVFRavbtbKyQmxsLDZu3Ii1a9caJV8Py87OxrRp0/Dmm2/i5s2biI6OxquvvgoieqL2Nm/ejLVr18LDwwPZ2dn49ddfsXnzZoSEhGDOnDnIzs5GdnY2PD09G+x77tw59O/fv8H2ZcuWYcOGDVi5ciWSk5Oxa9cuuLi4PFUsn9bAgQNx+fJlVFdXt0l7jHVKxBgzC5GRkSQSicjKyoqkUikBIKFQSHv37m1yn7y8PAJAN27cMGwbMWIEDR061PBaq9WSlZUVzZgxw7AtOzubAFBMTMwTt0tENGDAAFqyZEmjbVy5coUAUEZGRqPlLWlvxIgRtGDBAsPrzz//nLy9vRu083CdxkyYMIHefPNNo22lpaUklUpp27ZtTe7XFrF8VFhYGCmVSpLJZNSlSxe6ePGiUfm1a9eajRtjzwM+c8OYGXnppZeQkJCA2NhYREZGYvbs2XjttdcM5bdv38a0adPg6+sLW1tbw+RYlUpl1E5wcLDhd5FIBEdHRwQFBRm21Z+dyM3NfeJ2AcDNzc3QxqP69OmDsLAwBAUFYcqUKdi2bRuKioqeuL2nUVlZCUtLS6NtN2/eRHV1NcLCwprdt7WxfJwTJ04gLy8PFRUVyMzMREhIiFG5TCYDgDY7E8RYZ8TJDWNmxMrKCn5+fujTpw/+9a9/ITY2Ft98842hfPz48SgsLMS2bdsQGxuL2NhYAEBNTY1RO2Kx2Oh1/Qqsh18DMFx2epp2H710VU8kEuH48eM4cuQIAgICsGXLFvj7+yM9Pf2J2nsaSqWyQWJVn0Q8Tmtj+bQKCwsBAE5OTm3SHmOdESc3jJkpoVCI5cuXY8WKFaisrERBQQFSUlKwYsUKhIWFoVevXg2+sJ9Ee7UL1H3xDxkyBGvWrEF8fDwkEgn279/fJm3Xk0gk0Ol0zdZ54YUXkJycbLSte/fukMlkOHnyZJv252klJibCw8MDSqXS1F1hzGQ4uWHMjE2ZMgUikQhffPEF7O3t4ejoiK+++gqpqak4deoUoqKinvo92qvd2NhY/PWvf0VcXBxUKhX27duHvLw89OrV66nbfljXrl0RGxuLjIwM5OfnN3oGZfTo0UhKSjJK2iwtLbFkyRIsXrwYO3fuRFpaGi5dumR0pswUzp07h1GjRpm0D4yZGic3jJkxCwsLzJ8/Hxs3bkRlZSV2796NK1euIDAwEH/5y1+wadOmp34PoVDYLu3a2tri7NmzGDt2LHr06IEVK1bgs88+w5gxY5667Yd98MEHEIlECAgIgJOTU4N5QgAQFBSEfv36Yc+ePUbbV65ciffffx+rVq1Cr169MHXq1HaZ89NSVVVVOHDgAObMmWOyPjDWEQiIHlpXyRhjrFE///wzFi1ahMTERAiFHfPvwq1bt2L//v04duyYqbvCmEnxHYoZY6wFxo0bh9u3b+P+/fuN3gunIxCLxdiyZYupu8GYyfGZG8YYY4yZlY55bpUxxhhj7AlxcsMYY4wxs8LJDWOMMcbMCic3jDHGGDMrnNwwxhhjzKxwcsMYY4wxs8LJDWOMMcbMCic3jDHGGDMrnNwwxhhjzKxwcsMYY4wxs8LJDWOMMcbMyv8DGRlGAVeRJoIAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rp.plot.spectra([grating_prepro, water_prepro, ethanol_prepro, water_and_ethanol_prepro], plot_type=\"single\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 43, "id": "a85f74d5-6da6-449a-84a8-a5e7188145da", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "components:\n", "grating, -0.11092895269393921\n", "water, 1.0101244449615479\n", "ethanol, 0.012555450201034546\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cs, res_spec, fitted_components_spec = rl.analysis.CLS(water_and_ethanol_prepro, [grating_prepro, water_prepro, ethanol_prepro], [\"grating\", \"water\", \"ethanol\"])\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "ramantest3", "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": "3.9.23" } }, "nbformat": 4, "nbformat_minor": 5 }