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@jakedowns
Forked from CGamesPlay/AHRS.ipynb
Created February 6, 2024 01:42
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AHRS
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{
"cells": [
{
"cell_type": "markdown",
"id": "0938ffa1-1372-41f6-91fb-1073404cf6fb",
"metadata": {},
"source": [
"# AHRS\n",
"\n",
"This notebook shows some experiments I've run to maximize responsiveness and stability of virtual reality scenes. Not included are all of the other techniques necessary to achieve this, especially motion prediction.\n",
"\n",
"Throughout this notebook, we use a right-handed coordinate system where \"forward\" is -Z and \"up\" is +Y. Additionally, \"roll\" refers to rotation around the Z axis; \"pitch\" is around the X axis, and \"yaw\" is around the Y axis. This is different than the definitions of roll, pitch, and yaw typically used in aviation, where \"forward\" is +X."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "6331caf4-4ff0-46dd-9de4-0ebd857251fa",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: ahrs in /Users/rpatterson/.local/pipx/venvs/jupyterlab/lib/python3.11/site-packages (0.3.1)\n",
"Requirement already satisfied: numpy in /Users/rpatterson/.local/pipx/venvs/jupyterlab/lib/python3.11/site-packages (from ahrs) (1.26.2)\n",
"\n",
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.3.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.0\u001b[0m\n",
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49m/Users/rpatterson/.local/pipx/venvs/jupyterlab/bin/python -m pip install --upgrade pip\u001b[0m\n",
"Note: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"%pip install ahrs"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "b7678fdc-df05-4e82-807a-74acb7349ffa",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.ticker import MultipleLocator\n",
"from scipy.spatial.transform import Rotation as R\n",
"import math"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "e2052de4-0c2b-4c4a-a4b4-f26c63ab5c7d",
"metadata": {},
"outputs": [],
"source": [
"#filename = 'plots/flat-on-table.csv'\n",
"#filename = 'plots/head-not-moving2.csv'\n",
"#filename = 'plots/typing.csv'\n",
"#filename = 'plots/look-left-right-up-down.csv'\n",
"#filename = 'plots/look-corners.csv'\n",
"filename = 'plots/triple-monitor.csv'\n",
"df = pd.read_csv(filename)\n",
"\n",
"df.index = (df[\"timestamp\"] - df[\"timestamp\"].min()) / 1000000\n",
"df.index = pd.to_timedelta(df.index, unit='s')\n",
"del df[\"timestamp\"]\n",
"\n",
"df = df.drop(df.index[0])\n",
"\n",
"gyro = pd.DataFrame(index=df.index)\n",
"gyro[[\"x\", \"y\", \"z\"]] = df[[\"gyroscope.x\", \"gyroscope.y\", \"gyroscope.z\"]]\n",
"\n",
"accel = pd.DataFrame(index=df.index)\n",
"accel[[\"x\", \"y\", \"z\"]] = df[[\"accelerometer.x\", \"accelerometer.y\", \"accelerometer.z\"]]"
]
},
{
"cell_type": "markdown",
"id": "19746572-d403-4e24-9bb9-7e6541d5a461",
"metadata": {},
"source": [
"## Inspecting the raw data"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "9b103d7a-4fb0-4f1d-a17e-e1d029e5b795",
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 1500x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_vec(ax, df, title=None, *, xlabel=None, ylabel=None, ylim=None, linestyle='-', series=None):\n",
" if ax is None:\n",
" fig, ax = plt.subplots(1, 1, figsize=(15, 4))\n",
" ax.set_title(title) if title is not None else None\n",
" series = f\" {series}\" if series is not None else \"\"\n",
" ax.plot(df.index.total_seconds(), df['x'], label=f\"x{series}\", linewidth=0.2, linestyle=linestyle, color=\"red\")\n",
" ax.plot(df.index.total_seconds(), df['y'], label=f\"y{series}\", linewidth=0.2, linestyle=linestyle, color=\"green\")\n",
" ax.plot(df.index.total_seconds(), df['z'], label=f\"z{series}\", linewidth=0.2, linestyle=linestyle, color=\"blue\")\n",
" ax.set_xlabel(xlabel) if xlabel is not None else None\n",
" ax.set_ylabel(ylabel) if ylabel is not None else None\n",
" ax.set_ylim(*ylim) if ylim is not None else None\n",
" ax.xaxis.set_minor_locator(MultipleLocator(base=1.0))\n",
" ax.grid(axis='x', which='both', linewidth=0.2)\n",
" ax.legend(shadow=True, ncol=3)\n",
"\n",
"rad2deg = lambda x: x / math.pi * 180\n",
" \n",
"fig, axes = plt.subplots(2, 1, figsize=(15, 8))\n",
"plot_vec(axes[0], accel, 'Accelerometer', xlabel='Time')\n",
"plot_vec(axes[1], gyro.apply(rad2deg), 'Gyroscope', xlabel='Time', ylabel='Degrees')\n",
"plt.subplots_adjust(hspace=0.4)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "6810cb49-602f-4c1f-8ac2-0984f710d724",
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [],
"source": [
"# Define some filtering functions\n",
"\n",
"def lowpass_filter(df, cutoff_frequency):\n",
" dt = 1.0 / 1000\n",
" RC = 1.0 / (2 * np.pi * cutoff_frequency)\n",
" alpha = dt / (RC + dt)\n",
" \n",
" result = df.copy()\n",
" for i in range(1, len(df)):\n",
" result.iloc[i] = result.iloc[i-1] + alpha * (df.iloc[i] - result.iloc[i-1])\n",
" \n",
" return result\n",
"\n",
"def notch_filter(df, freq_range):\n",
" # Notch filter parameters\n",
" f0 = np.mean(freq_range) # Center frequency\n",
" Q = f0 / (freq_range[1] - freq_range[0]) # Quality factor\n",
" w0 = 2 * np.pi * f0 / 1000\n",
" alpha = np.sin(w0) / (2 * Q)\n",
"\n",
" # Filter coefficients\n",
" b0 = 1\n",
" b1 = -2 * np.cos(w0)\n",
" b2 = 1\n",
" a0 = 1 + alpha\n",
" a1 = -2 * np.cos(w0)\n",
" a2 = 1 - alpha\n",
"\n",
" result = pd.DataFrame(index=df.index, columns=df.columns)\n",
" result.iloc[0] = df.iloc[0]\n",
" result.iloc[1] = df.iloc[1]\n",
" for i in range(2, len(df)):\n",
" result.iloc[i] = (b0/a0)*df.iloc[i] + \\\n",
" (b1/a0)*df.iloc[i-1] + \\\n",
" (b2/a0)*df.iloc[i-2] - \\\n",
" (a1/a0)*result.iloc[i-1] - \\\n",
" (a2/a0)*result.iloc[i-2]\n",
"\n",
" return result\n",
" \n",
"def highpass_filter(df, cutoff_frequency):\n",
" # Calculate the necessary parameters for the filter\n",
" dt = 1.0 / 1000\n",
" RC = 1.0 / (2 * np.pi * cutoff_frequency)\n",
" alpha = RC / (RC + dt)\n",
" \n",
" result = pd.DataFrame(index=df.index, columns=df.columns)\n",
" result.iloc[0] = df.iloc[0]\n",
" for i in range(1, len(df)):\n",
" result.iloc[i] = alpha * (result.iloc[i-1] + df.iloc[i] - df.iloc[i-1])\n",
" \n",
" return result\n",
"\n",
"def deadzone(x, cutoff=2e-2):\n",
" if abs(x) < cutoff:\n",
" return 0\n",
" return x\n",
"\n",
"def stationary_filter(df, threshold, duration, cutoff_freq, initial_bias=None):\n",
" dt = 1.0 / 1000\n",
" rc = 1.0 / (cutoff_freq * 2.0 * np.pi)\n",
" alpha = dt / (rc + dt)\n",
" bias = np.zeros(df.shape[1]) if initial_bias is None else initial_bias\n",
" threshold_rad = threshold * (np.pi / 180.0)\n",
" duration_steps = int(duration / dt)\n",
" \n",
" values = df.to_numpy() # convert the DataFrame to a NumPy array for fast operations\n",
" result = np.zeros_like(values)\n",
" bias_matrix = np.zeros_like(values)\n",
" timer = 0\n",
" \n",
" for i in range(len(values)):\n",
" out = values[i] - bias\n",
" if np.linalg.norm(values[i]) > threshold_rad:\n",
" timer = 0\n",
" elif timer < duration_steps:\n",
" timer += 1\n",
" else:\n",
" bias = bias * (1.0 - alpha) + values[i] * alpha\n",
"\n",
" result[i] = out\n",
" bias_matrix[i] = bias\n",
"\n",
" result_df = pd.DataFrame(result, index=df.index, columns=df.columns)\n",
" bias_df = pd.DataFrame(bias_matrix, index=df.index, columns=[f'bias.{col}' for col in df.columns])\n",
" \n",
" return pd.concat([result_df, bias_df], axis=1)"
]
},
{
"cell_type": "markdown",
"id": "e5361679-3b03-4031-ac1f-33d541af4c2f",
"metadata": {},
"source": [
"## Filtering the gyroscope\n",
"\n",
"If we assume that there is a constant bias in the gyroscope (that is, an error that doesn't change as the gyroscope rotates or over time), and if we have a dataset that begins and ends in the same pose, then we completely eliminate the bias by taking the mean over the entire sample period. Without a suitable time-traveling library available, this can't be done in realtime, but it is useful for analysis.\n",
"\n",
"We will use `gyro_ideal` to plot the \"true\" orientation of the headset (listed as \"ideal\" in the following charts), and we compute errors relative to this value."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "de8bfe0d-3bee-4cba-a909-cdbe9f2300e7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"x -0.001760\n",
"y -0.003375\n",
"z 0.001031\n",
"dtype: float64"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# A filter which is ideal (if the dataset starts/ends in the same rotation)\n",
"gyro_ideal = gyro - gyro.mean()\n",
"gyro.mean()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "94746b7c-1318-462f-95d4-30d6f948ec0f",
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [],
"source": [
"def plot_gyro_filter(ideal, filtered, ideal_is_raw=False):\n",
" # Create two subplots for accelerometer and gyroscope data\n",
" fig, axes = plt.subplots(2, 1, figsize=(15, 8))\n",
" cum = ideal.cumsum() / 1000\n",
" cum_filtered = filtered.cumsum() / 1000\n",
" ideal_label = 'raw' if ideal_is_raw else 'ideal'\n",
" \n",
" plot_vec(axes[0], cum.apply(rad2deg), 'Cumulative Rotation', xlabel='Time', ylabel='Degrees', linestyle=':', series=ideal_label)\n",
" plot_vec(axes[0], cum_filtered.apply(rad2deg), 'Cumulative Rotation', xlabel='Time', ylabel='Degrees', series='filter')\n",
" axes[0].axhline(y=0, color='black', linestyle='--', linewidth=0.5)\n",
" handles, labels = axes[0].get_legend_handles_labels()\n",
" new_order = [0, 3, 1, 4, 2, 5]\n",
" axes[0].legend([handles[idx] for idx in new_order], [labels[idx] for idx in new_order], ncol=3)\n",
" plot_vec(axes[1], (cum - cum_filtered).apply(rad2deg), 'Cumulative Error', xlabel='Time', ylabel='Degrees')\n",
" axes[1].axhline(y=0, color='black', linestyle='--', linewidth=0.5)\n",
" \n",
" plt.subplots_adjust(hspace=0.4)\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "9298b556-6841-47c4-8516-e78eff2a73fc",
"metadata": {},
"source": [
"The filter we actually use is a self-calibrating high-pass filter that detects periods of stillness and calibrates the bias during these periods. We have it tuned to trigger \"movement\" as more than 3 degrees per second, \"stillness\" as no movement for 2 seconds, and a cutoff frequency of 1 / 60 Hz (~0.017 Hz).\n",
"\n",
"The 3 here show:\n",
"- Cumulative rotation: a simple sum of all rotation values (the dumbest, driftiest possible fusion algorithm)\n",
"- Cumulative error: the difference between the `gyro_filter` and `gyro_ideal` over time.\n",
"- Bias: the internal computed bias value of the stationary filter."
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "8daa2a23-2952-47d0-92af-dc17bbf78256",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 1500x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"filter_result = stationary_filter(gyro, 3, 2, 1 / 60)\n",
"gyro_filter = pd.DataFrame(index=df.index)\n",
"gyro_filter[[\"x\", \"y\", \"z\"]] = filter_result[[\"x\", \"y\", \"z\"]]\n",
"plot_gyro_filter(gyro_ideal, gyro_filter)\n",
"\n",
"gyro_bias = pd.DataFrame(index=df.index)\n",
"gyro_bias[[\"x\", \"y\", \"z\"]] = filter_result[[\"bias.x\", \"bias.y\", \"bias.z\"]]\n",
"gyro_mean = gyro.mean()\n",
"fig, axes = plt.subplots(1, 1, figsize=(15, 4))\n",
"plot_vec(axes, gyro_bias, 'Bias', xlabel='Time')\n",
"for component, color in [('x', 'red'), ('y', 'green'), ('z', 'blue')]:\n",
" axes.axhline(y=gyro_mean[component], color=color, linestyle=':', linewidth=0.5)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "3cbf1f13-611b-4787-94b3-ab87f652b60e",
"metadata": {},
"source": [
"## Filtering the accelerometer\n",
"\n",
"We don't actually filter the accelerometer (doing so didn't improve results)."
]
},
{
"cell_type": "markdown",
"id": "ad10cd03-83db-460b-8d30-56cd32c0b771",
"metadata": {},
"source": [
"## AHRS with Madgwick\n",
"\n",
"The integrated gyroscope data is useful, but by using the accelerometer we can completely eliminate gyroscopic drift on two of our axes (pitch and roll). We use the Madgwick algorithm to do this, which has a single tunable paramter, called either *bias* or *gain*. The parameter controls the amount that the accelerometer is allowed to correct the gyroscope (on the pitch and roll axes). Try with `bias = 1` to see an all-accelerometer mode, which is extremely noisy and unusable. Then try `bias = 0` to see an all-gyroscope mode, which drifts on the pitch and roll axes due to gyroscope bias.\n",
"\n",
"Technical explanation (taken from [here](https://ahrs.readthedocs.io/en/latest/filters/madgwick.html#filter-gain)): The gain $\\beta$ represents all mean zero gyroscope measurement errors, expressed as the magnitude of a quaternion derivative. It is defined using the angular velocity:\n",
"\n",
"$$ \\beta = \\sqrt{\\frac{3}{4}}\\bar{\\omega}_\\beta $$\n",
" \n",
"where $\\bar{\\omega}_\\beta$ is the estimated mean zero gyroscope measurement error of each axis.\n",
"\n",
"Given this, we compute the mean ideal error of each axis (`ideal_error`). This is useful to indicate about how much noise the gyroscope has and what bias value you should use. This could be done online, but getting the parameter precisely correct doesn't have a huge impact on the overall result (again, it only controls how quickly the pitch and roll axes correct themselves from the gyroscope error)."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "24348d00-1563-4142-9a12-83a83ebd3e6e",
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"data": {
"text/plain": [
"0.0017800527442135693"
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},
"execution_count": 11,
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"source": [
"# Note: this treats actual, real orientation changes as error. Make sure to calibrate using a dataset with no motion.\n",
"ideal_error = np.sqrt(3/4) * gyro.mean().abs().mean()\n",
"ideal_error"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "60e554f1-e13f-4f1d-9e88-f5d6fb157eb0",
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [],
"source": [
"# Functions we will use to plot the computed heading from the data.\n",
"\n",
"def q_to_euler(Q):\n",
" ahrs = pd.DataFrame(index=df.index)\n",
" ahrs[['x', 'y', 'z']] = [0., 0., 0.]\n",
" w, x, y, z = np.split(Q, 4, axis=1)\n",
" # Pre-compute squares of the components\n",
" x2, y2, z2 = x * x, y * y, z * z\n",
" \n",
" # Pitch (rotation about x-axis)\n",
" sinr_cosp = 2 * (w * x + y * z)\n",
" cosr_cosp = 1 - 2 * (x2 + y2)\n",
" pitch = np.arctan2(sinr_cosp, cosr_cosp)\n",
" \n",
" # Roll (rotation about z-axis)\n",
" siny_cosp = 2 * (w * y - z * x)\n",
" cosy_cosp = 1 - 2 * (y2 + z2)\n",
" roll = np.arctan2(siny_cosp, cosy_cosp)\n",
" \n",
" # Yaw (rotation about y-axis)\n",
" sinp = 2 * (w * z + x * y)\n",
" abs_sinp = np.abs(sinp)\n",
" is_out_of_range = abs_sinp >= 1\n",
" \n",
" # Use 90 degrees if out of range\n",
" yaw = np.where(is_out_of_range, np.pi / 2 * np.sign(sinp), np.arcsin(sinp))\n",
" \n",
" ahrs['x'] = pitch\n",
" ahrs['y'] = yaw\n",
" ahrs['z'] = roll\n",
" return ahrs\n",
"\n",
"def plot_attitude_compare(Q_ideal, Q_filter):\n",
" ahrs_ideal = q_to_euler(Q_ideal)\n",
" ahrs_filter = q_to_euler(Q_filter)\n",
" \n",
" fig, axes = plt.subplots(4, 1, figsize=(15, 16))\n",
" plot_vec(axes[0], ahrs_ideal.apply(rad2deg), 'Attitude', xlabel='Time', ylabel='Degrees', linestyle=':', series='ideal')\n",
" plot_vec(axes[0], ahrs_filter.apply(rad2deg), 'Attitude', xlabel='Time', ylabel='Degrees', series='filter')\n",
" handles, labels = axes[0].get_legend_handles_labels()\n",
" new_order = [0, 3, 1, 4, 2, 5]\n",
" axes[0].legend([handles[idx] for idx in new_order], [labels[idx] for idx in new_order], ncol=3)\n",
" \n",
" plot_vec(axes[1], (ahrs_ideal - ahrs_ideal.iloc[0]).apply(rad2deg), 'Rotation', xlabel='Time', ylabel='Degrees', linestyle=':', series='ideal')\n",
" plot_vec(axes[1], (ahrs_filter - ahrs_filter.iloc[0]).apply(rad2deg), 'Rotation', xlabel='Time', ylabel='Degrees', series='filter')\n",
" axes[1].axhline(y=0, color='black', linestyle=':', linewidth=0.5)\n",
" handles, labels = axes[1].get_legend_handles_labels()\n",
" new_order = [0, 3, 1, 4, 2, 5]\n",
" axes[1].legend([handles[idx] for idx in new_order], [labels[idx] for idx in new_order], ncol=3)\n",
" \n",
" plot_vec(axes[2], (ahrs_filter - ahrs_ideal).apply(rad2deg), 'Rotation Error', xlabel='Time', ylabel='Degrees', series='filter')\n",
" axes[2].axhline(y=0, color='black', linestyle=':', linewidth=0.5)\n",
"\n",
" noise = rad2deg((ahrs_filter - ahrs_filter.iloc[0]).resample('16ms').last().diff().fillna(0))\n",
" noise = pd.DataFrame(np.linalg.norm(noise, axis=1), columns=['noise'], index=noise.index)\n",
" # Each pixel corresponds to 0.021 degrees; measure when each pixel boundary is crossed.\n",
" pixels = noise['noise'].map(lambda x: math.floor(x / 0.021))\n",
" transitions = (pixels - pixels.shift()).abs().cumsum()\n",
" threshold_crossings = noise.index[transitions.diff() == 1]\n",
" \n",
" for crossing in threshold_crossings.total_seconds():\n",
" axes[3].axvline(x=crossing, color='red', linewidth=0.5, linestyle=':')\n",
" axes[3].plot(noise.index.total_seconds(), noise['noise'], label='Noise', linewidth=0.5, color='black')\n",
" axes[3].set_xlabel('Time')\n",
" axes[3].set_ylabel('Pixels/frame (60 Hz)')\n",
" plt.subplots_adjust(hspace=0.4)\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "8bef9e3c-ab05-441b-94e7-e99db22de3f2",
"metadata": {},
"source": [
"Now we compute the AHRS of the idealized data stream and the filtered stream. The charts below show:\n",
"\n",
"- Attitude: the actual computed pose.\n",
"- Rotation: same as attitude, but centered on the initial rotation so it shows change in rotation over time. For a dataset that ends in the same pose as it started, this starts and ends at 0.\n",
"- Rotation error: filtered heading minus ideal heading. Increase the `bias` parameter to make the X and Z axes match the ideal values faster.\n",
"- Noise: the amount of rotation present in each frame at 60 FPS (every 16ms). A change of 0.021° would result in the display moving 1 pixel (calibrated against the vertical axis). A red line indicates that the display would move by 1 or more pixels on this frame. Reduce the `bias` parameter to reduce this number."
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "9b011d3e-e996-4564-bb98-c7fecf184b38",
"metadata": {},
"outputs": [
{
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LYYj58vLE+jQNsFqhBALiNbMC0axMCAZTyfBYTGxfIgE1EIBhtaYqDs0WROY6zeMUAGIxKOb+stlEmURCrKukRCzTbhevmb/NLmw8lge+RAL4y1/Efl+4MNvRUC8wqqqgVVWJ4zmRENdPq1aJ/+fN63nSMRiE8s9/ivNRKCSSZaed1mGiFjgg8appwN69orXka6+Jc8+ZZ4pz7iDDBBsRpTMMYOVKcVIcMkRMi8VgbN4MubExlYg64gjxu4MT+kGbPmegfKdq03RdtJzbt098WZhjPlgsonZFlsVPWZn4YqirE02yAZH0i8XE6/tv0GEY4ktN18Vv84Z8/42Couvigt98X8yEn3mzbV7w70/+qU1N4gvIbD5/YLP81vNFo1BDIRjmWAxmAqH1TUUgkH4z4nRC9fuhl5UBM2eKZRJ11759wKOPAt/8JjByZGr69OltivbK8dzDeTLafaM9gQAMIHW+MOerrGy3uFFWJsp3YZu72iqgW/uhpQV45hmRDJgxQ7RQ1HVxbvzyS3Fu2Z8wlQoLYQwf3un4Kcf8618iATxrlmhNaiosFF3L9hsIx2eipUV8jl0u8dv8/gdSSX+TYSDR1CS+882EmpnQMr+nZVksx0ziWSzQfD4xf0GBmGd/dzboeup3LJasbEyYFZZmK1ezMtIsa7aU3X/toUUi4lrF6RTzma1HzNbEZgVFQwNgs0Fpbk5dQ5hjSw0ZAkydKsrW1QE7d4oEfyQiEn4WS6rCtPX1iDmeVOuEvt0uEpeqKsq0tKQSiWYC1qwc3f++K7FYavsUJZXkNK95DhizSgEgmUnZ9rowHjDWler3p1r4mONwKUpaZUvr5LDq84mxvMzPgtn10WJJ7/poXo+5XFBbWsR2FRamkpg2m1iHw9HmfUtbxwGV0WkVQfsrnhSLRVRQm9ef0Wh6bAd0y0xWNl1wgfjs0cCnqsDhh4uf+nrgiSfE56K9SkWzUtCs2ADSP0vm8ZGXB+3448X5pqqq6zEpivgeGTYM+PrXM7ix/Q8TbESU7skngZNPTiXXAMBqhVFVBcOsOekvZDnZeg3oxM3pmDFp/+ZEkrAH5QEg4fOJ1ghr1wK1teKCz+cDTjqp/a59RO2pqYH63HPADTcM6mb/g4LHA3zve+IG8tVXRUumQEB0VZk6NZlMgM8HadMmyO+9l2rZZN5Ymzekqiou6r1eoKAAksUCw+vt2uDalHHSRx9B2bgR+MY3RMJ8MDC7aXemlYc54Dlw8O9bWU5fXiIhfh/Y3b31ObP1a2b51l3fWi+79ThHNluq1b8Zk90ujq2KClHpeYA21yS6Lrq8P/+8mOb1itZvkycDioKEmdTJZCLVMMS5BACiUZGEtNlEefPmvr159p8fenRdZQ4ncmACtSvxZ2CeXk8ed2MbaAApLgYuuqjN5G59Lsx5qEeYYCOilG3bxM3QqFHZjoQyRVFEa6MJE1LTDANYswZ45x1xM3zsscDEibzhpfZt2wb1X/9C4oormFwbTCyWgydfSkqgl5eLv9u7gI/HxfnFMES3kZYWSE1Noqt+62797T1trVUrDzWREN0TzZY7Zvfi1t0TW3X3bbfroHmzbXYdjMVSLYmbm0UsZjdau118zg9subM/tnZbEpstV8zY8vJSiQW7XbSqMQwRk9k6xozNbFXTqlujGgiIdZitmvY/pS4Z2wEtfhRZhhSPi3KHGrTc6YSUn4/ERRexVfNgI8uiRe2FF7b/em/cXLdOVppd6oGDj/uYqWuRgyTWiIh6CxNsRJTy8svANddkOwrqbZIEzJ6d+n/dOmD5cuCUU4Dy8vYvSHVd3CCa3WaB1E2q+bf5UIrWZc0a5NpaIBCAvHs3pL17xSDtVqu40c7PF8sxWxeYY0IZBpTWj2Lf/2hzRKOpbjbRaKoVQTgsusVEIpDCYVGrZz5a3nyABiDWa84ny1Dr68XNrN2ean1jPlLd5UpvZWDe8JtdXJzO9BvweDw1htD+m1xF01I3/K2a4ie7w5jJAbPLjc8nYvR4RJxm6wYzUWB2MzaTEZIk1mE+PERRUjfjhpFaRzyeHP9H9fnE9ps3/OYNeCCQan0UDIr5FAWJyy7jjQp1jcUijm0g2W2pq11cgdxr/dHp4Qk0LdlNMNHSIqabibcDb/wPOLZ6e5t1tlIgIiLqFUywEZGwZo0YS4k30YPPcceJVmxvvAH1lVfEmA2txwqJREQCy2pNJWtkWbScAETixnxAhZlw2z+Ic3KsEJsNqKiAftRRwIkniuRQS4vormomjMwuPB6PmN9igTZkSGqgbEAsx2zVYbWmxtIxn5qoKNCCQbFus2WMOY6OOX6e+beqiptfvz81hkzrG9/9T3uEpqVi03UkzKffulydeoJtm5tfw0h/MEbrVmGGIbr16rooH4mkutGYMZjLAJLJTC0QSG2zLKe2zyyjKGljAiXMwbjNlj3JYLXUOsz3GWC3AaKuaD2+F5A6FvlETiIiogGNCTYiEq1adu0SY6/R4CTLwIknIjFlivi/FweCByCSZq3Gx+uQmVjrzPLNll6qmkoItnbg/yZznJsDb34VRfwcOD6OOUhsd7tLtk6UtfeaeTNutXYcs5nUM2M2B2Q2t6W9MX0OnL91As3ELqBERERERN3CBBvlPsMQrSoSiVQrjsHAfFKl2TqodQ14pt4DXRfdw55/XnQPJCIiIiIiIqIu6zcJNk3TcNddd+HPf/4zampqUFFRgUsvvRQ/+clPIO1PNhiGgTvvvBMPP/wwmpubcfzxx2P58uUYc8CTAQcb5bnn0h5JjWhUdG1q/djn/WMbKYkEpJYWoKxMtJwwH0MdiaQG5jXHEtk/eK4KwJBlUbaDx2zD4Ug+ylrRNEjBoBiTxRzzp/VAwk5nKqnkdEKtqRHdxcwuZU6nSLqZjx4317G/K5tirs8wxDzmY4sLC1OPPc/LS3ZJk2RZjNdUUCCWZ8ZjDnLs9Yp1hcPJsaKkeBxGXp54xLk56HBNTapLmt8v/o5ExPssSWIMJrdbJMd2706NZRUIiLGiLBYxb2Eh5MZGsa+KisQyALGO5uZUC5XmZhGzokAOBsWT2cxEpNMplmuzie1vahLvhcsFhEKpbTYMsY3DhwNDh/btB5OIiIiIiIhogOg3CbalS5di+fLleOSRRzB+/Hi8//77uOyyy+D1enHDDTcAAH75y1/i/vvvxyOPPIKqqircfvvtOPXUU7Fp0ybYzSc+DULaWWd1vbuX3Z4aSDwWSz0py2Jp81jtXhmM1xwoXdOQ2D+Id6eX39ycSuq1HkPJ/Dnw/5YWGC6X2GZzXYFAKoaGhtT27x8vSvb5gB07UoOIK4pIZgUCqa5XDQ3J1mZyKJTaLptNPBI9P1/MZz4FLRIRP/G4eGKaLItEnzmWi9mdq/WPrgPhMIymJrGc/Qk3AKlxlQxDPMIdEPFZrZAiETFwfGGheKIUx4UhIiIiIiIi6rZ+k2Bbt24dvvWtb+GMM84AAIwcORJ/+ctf8O677wIQrdeWLVuGn/zkJ/jWt74FAHj00UdRVlaGf/zjHzj//POzFnu/ZI5h5HJlZ/1mAklVU4Omd5YZu9PZqeJGN55q1u0ndrVX3mZr8z53NSbDHMcqE/EQERERERERUZf0m2Yrxx13HNasWYMvvvgCALBhwwa8+eabOP300wEA27ZtQ01NDWbPnp2cx+v1Yvr06XjrrbfaXWY0GoXf70/7ISIiIiIiIiIi6op+04Ltlltugd/vxxFHHAFFUaBpGn7+859j/vz5AICamhoAQFlZWdp8ZWVlydcOtGTJEvz0pz/t3cCJiIiIiIiIiGhA6zct2P76179i9erVePzxx/HBBx/gkUcewa9+9Ss88sgj3V7mrbfeCp/Pl/zZtWtXBiMmIiIiIiIiIqLBoN+0YPvhD3+IW265JTmW2sSJE7Fjxw4sWbIEl1xyCcrLywEAtbW1GDJkSHK+2tpaHH300e0u02azwWY+kZGIiIiIiIiIiKgb+k0LtlAoBPmAJx0qigJd1wEAVVVVKC8vx5o1a5Kv+/1+vPPOO5gxY0afxkpERERERERERINHv2nBdtZZZ+HnP/85hg8fjvHjx+PDDz/Evffei8svvxwAIEkSFi5ciMWLF2PMmDGoqqrC7bffjoqKCsydOze7wRMRERERERER0YDVbxJsDzzwAG6//Xb8v//3/1BXV4eKigpcc801uOOOO5Jlbr75ZgSDQVx99dVobm7G17/+dbz00kuw2+1ZjJyIiIiIiIiIiAayfpNg83g8WLZsGZYtW9ZhGUmScPfdd+Puu+/uu8CIiIiIiIiIiGhQ6zdjsBEREREREREREeUiJtiIiIiIiIiIiIh6gAk2IiIiIiIiIiKiHmCCjYiIiIiIiIiIqAeYYCMiIiIiIiIiIuoBJtiIiIiIiIiIiIh6gAk2IiIiIiIiIiKiHmCCjYiIiIiIiIiIqAeYYCMiIiIiIiIiIuoBJtiIiIiIiIiIiIh6gAk2IiIiIiIiIiKiHmCCjYiIiIiIiIiIqAeYYCMiIiIiIiIiIuoBJtiIiIiIiIiIiIh6gAk2IiIiIiIiIiKiHmCCjYiIiIiIiIiIqAeYYCMiIiIiIiIiIuoBJtiIiIiIiIiIiIh6gAk2IiIiIiIiIiKiHmCCjYiIiIiIiIiIqAeYYCMiIiIiIiIiIuoBJtiIiIiIiIiIiIh6gAk2IiIiIiIiIiKiHuhXCbbq6mpcdNFFKCoqgsPhwMSJE/H+++8nXzcMA3fccQeGDBkCh8OB2bNnY8uWLVmMmIiIiIiIiIiIBrp+k2BramrC8ccfD4vFghdffBGbNm3Cr3/9axQUFCTL/PKXv8T999+PFStW4J133oHL5cKpp56KSCSSxciJiIiIiIiIiGggU7MdQGctXboUlZWVWLlyZXJaVVVV8m/DMLBs2TL85Cc/wbe+9S0AwKOPPoqysjL84x//wPnnn9/nMRMRERERERER0cDXb1qwPfvss5g6dSrOPfdclJaWYvLkyXj44YeTr2/btg01NTWYPXt2cprX68X06dPx1ltvtbvMaDQKv9+f9kNERERERERERNQV/SbB9tVXX2H58uUYM2YMXn75ZfzP//wPbrjhBjzyyCMAgJqaGgBAWVlZ2nxlZWXJ1w60ZMkSeL3e5E9lZWXvbgQREREREREREQ04/SbBpus6jjnmGNxzzz2YPHkyrr76alx11VVYsWJFt5d56623wufzJX927dqVwYiJiIiIiIiIiGgw6DcJtiFDhuDII49MmzZu3Djs3LkTAFBeXg4AqK2tTStTW1ubfO1ANpsNeXl5aT9ERERERERERERd0W8SbMcffzw2b96cNu2LL77AiBEjAIgHHpSXl2PNmjXJ1/1+P9555x3MmDGjT2MlIiIiIiIiIqLBo988RfTGG2/Ecccdh3vuuQfnnXce3n33XTz00EN46KGHAACSJGHhwoVYvHgxxowZg6qqKtx+++2oqKjA3Llzsxs8ERERERERERENWP0mwTZt2jQ888wzuPXWW3H33XejqqoKy5Ytw/z585Nlbr75ZgSDQVx99dVobm7G17/+dbz00kuw2+1ZjJyIiIiIiIiIiAayfpNgA4AzzzwTZ555ZoevS5KEu+++G3fffXcfRkVERERERERERINZvxmDjYiIiIiIiIiIKBcxwUZERERERERERNQDTLARERERERERERH1ABNsREREREREREREPcAEGxERERERERERUQ8wwUZERERERERERNQDTLARERERERERERH1ABNsREREREREREREPcAEGxERERERERERUQ8wwUZERERERERERNQDTLARERERERERERH1ABNsREREREREREREPcAEGxERERERERERUQ8wwUZERERERERERNQDTLARERERERERERH1ABNsREREREREREREPcAEGxERERERERERUQ8wwUZERERERERERNQDTLARERERERERERH1ABNsREREREREREREPcAEGxERERERERERUQ8wwUZERERERERERNQDTLARERERERERERH1QL9NsP3iF7+AJElYuHBhclokEsGCBQtQVFQEt9uNefPmoba2NntBEhERERERERHRgNcvE2zvvfcefv/73+Ooo45Km37jjTfiueeew9/+9je8/vrr2LNnD84555wsRUlERERERERERINBv0uwBQIBzJ8/Hw8//DAKCgqS030+H/74xz/i3nvvxUknnYQpU6Zg5cqVWLduHd5+++0sRkxERERERERERANZv0uwLViwAGeccQZmz56dNn39+vWIx+Np04844ggMHz4cb731VrvLikaj8Pv9aT9ERERERERERERdkbEEW3Nzc6YW1aEnnngCH3zwAZYsWdLmtZqaGlitVuTn56dNLysrQ01NTbvLW7JkCbxeb/KnsrKyN8ImIiIiIiIiIqIBrFsJtqVLl+LJJ59M/n/eeeehqKgIQ4cOxYYNGzIWXGu7du3C97//faxevRp2uz0jy7z11lvh8/mSP7t27crIcomIiIiIiIiIaPDoVoJtxYoVydZer776Kl599VW8+OKLOP300/HDH/4wowGa1q9fj7q6OhxzzDFQVRWqquL111/H/fffD1VVUVZWhlgs1qYlXW1tLcrLy9tdps1mQ15eXtoPERERERERERFRV6jdmammpiaZYHv++edx3nnnYc6cORg5ciSmT5+e0QBNJ598MjZu3Jg27bLLLsMRRxyBH/3oR6isrITFYsGaNWswb948AMDmzZuxc+dOzJgxo1diIiIiIiIiIiIi6laCraCgALt27UJlZSVeeuklLF68GABgGAY0TctogCaPx4MJEyakTXO5XCgqKkpOv+KKK7Bo0SIUFhYiLy8P119/PWbMmIFjjz22V2IiIiIiIiIiIiLqVoLtnHPOwYUXXogxY8agoaEBp59+OgDgww8/xGGHHZbRALvivvvugyzLmDdvHqLRKE499VT87ne/y1o8REREREREREQ08HUrwXbfffdh5MiR2LVrF375y1/C7XYDAPbu3Yv/9//+X0YDPJi1a9em/W+32/Hggw/iwQcf7LMYiIiIiIiIiIhocOtWgs1iseAHP/hBm+k33nhjjwMiIiIiIiIiIiLqT7r1FFEAeOyxx/D1r38dFRUV2LFjBwBg2bJl+Oc//5mx4IiIiIiIiIioZ+JaHJFEBMF4EA2hBgRiAYTiIeiGnu3QiAaMbrVgW758Oe644w4sXLgQP//5z5MPNsjPz8eyZcvwrW99K6NBEhEREREREVHnGYaBr5q+gtfuhS/ig8NwAAAskgWKpCAYD6I+VA+nxYmWaAusihU21YamcBPybHmQJAnVjdUosBfAp/sQ02Lw2DwIxoKwKBZ4rB5IkgS7agcAtERbEI1FoRs6NFWDXbXDgAFZkqFICmRJhiRJ2XxLiHpVtxJsDzzwAB5++GHMnTsXv/jFL5LTp06d2m7XUSIiIiIiIiLqO7XBWgz3DodFsaDYWYxAIAAAcDvEGOoOiyNZtthZ3O7fTsMp5tk/7rr5uqZriOtxNIWbEI6HocgK4locqqwirscR1+OQNAmRRASarsGm2uCL+JJJvMZwI/Lt+QgEA/DH/BgmD0M0EU1L4smSDIfFAV/EB6fFCVVWsatxFwrsBWgxWhCMB5Fvz0ckEUFCT8BtdaMl2gKLYoFdtaM50gwpLkGWZFRHqlHkLEJciyMUD8Fr9yIcD0M3dLisLvijftgUG2yqDbubdiPPmocggvBFfSh0FCKaiCKqRZFny0uLzR/1Q4tqsMgWVEeqUeAogG7oCMQCbWKLaTHYFBtisRgiiQgMi0g+RhIROC3OtGQl9U/dSrBt27YNkydPbjPdZrMhGAz2OCgiIiIiIiIi6p76UD1sig0WxdIry1dkBYqsYIhnSNr0QCAAO+xwO0VCLs+Wl3yt0FGY/NtM4jkNJ0pdpcnyB75+4N9mK7zWCb+DzZdMKnZQvr357Lo9OU+Zuywj6zAMAzEtBs3QYMQM6IoOWRIjdhkwoBs6wvEw9rbsxcj8kWzp1091K8FWVVWFjz76CCNGjEib/tJLL2HcuHEZCYyIiIj6n8ZwI3wh0Y3ElrDBbXWjOdIMr80Lp8UJq2LttYt9IiIiEuJaHMWe4kMXpD4hSRJsqg0AoKs67KodLqsLANJ+FzmKsLlhM44oPiJrsVL3dSvBtmjRIixYsACRSASGYeDdd9/FX/7yFyxZsgR/+MMfMh0jERER5ajGcCOCsWCyi4Vu6Ch2FEOSpGRNbrGzGAk9gUgigl3+Xciz5aV1A6nx1cAqW1EoF0KChEJHIWtuiYiIuimmxRDX49kOg7pBkiSMzB+J+lB9Wks56h+6lWC78sor4XA48JOf/AShUAgXXnghKioq8Jvf/Abnn39+pmMkIiKiHNQSbYEsyaj0VqZNN7tKtKbKKtxWN9zWtt0nzK4YLocL9aF6NIQbENPE+CQHjnXSHGlGgb0AelyHVbH2zob1Y7qhI6bFoEgKNF1Ldj8hIqLBwx/1ozKv8tAFKSfZVTv2tuxlgq0f6laCDQDmz5+P+fPnIxQKIRAIoLS0NJNxERERUY6rD9WjqqAqY8uTJAklrpI20w8c6ySmxVAfrseewB4MVYemDSAciAWgympycGO31Q1FUrCrcRcK7YVoMVraHdz4wKenKQkFkiRhT3TPQQc3NgdejoajaIw0olKqhGZo7Q5u3Dq26qZquK1uhKQQmsJNKHIWpSUVQ/EQDMNIDrxsV+2IhWNoijRhqDQUhmHAH/WjwFGASCKCuBaHx+ZBKB6CQ3XAoliwu2U3HKoDETmCxnBjm8Gdze04MEFKRET9W2O4scPkjGEYMAyDLcVznMfm4X7qh7qdYEskEli7di22bt2KCy+8EACwZ88e5OXlHXIAQSIiIurfDMOAx+Zp97WYFsOWxi1oqWtBvj0fE0onZPSpWFbFijxbHvJseVkZFLm9dQSkAIqdxXC7Or4GancAZZcbpa6DV1J2tI72Bl5uTfWqyXV0lLg0DANbGrZgTNGYgy6LiIj6j3x7fvLv//vq/xDX4pAkCeFwWDyp0i6+gySkJ28MGMnpBgxIkBCOhAEAea48FDoKUegoRImzJO0JpJR5uqGLVvuOgmyHQl3QrQTbjh07cNppp2Hnzp2IRqM45ZRT4PF4sHTpUkSjUaxYsSLTcRIREVEOqW6pTl7Ah+IhfFL3CepD9TAMA1pMw+FFh+OY0mPQFGnCul3rEE1EAYhWauaFOwA4LU6Mco1KuxmgviNJYsy7uMaxeoiIBoKYFkv+/dKXL+GYIcckK3I6+0TN1sx5rA4rmsJNaAg3YFvTNoQT4TYtrCRICIVDySReewk8c9qBCTwz6adICpwWZ5sfVVYhS3Ky9bUSFy3NDcOAASP5GxCVgOY6AtEADBjQVC057cAyreO3KBZEEhGosprVFmQlzhLUh+qzsm7qvm4l2L7//e9j6tSp2LBhA4qKipLTv/3tb+Oqq67KWHBERESUm+yquHB+4pMnMMQ9BBNKJ+BrQ78GIHUxblEsKHWV4qSqkzpcTiAWwDvb34E/6ofD4Ugm3xRJwaiCUXBb3TBgoNBRyDHXekmRswhbG7eizHrwFnFERJT76oJ1KHWVYlvTNpS6Sg/ZSrqzrIoVZe4y0Xq6baPopK4m8Q4sr+kawokwQvEQgrEg/FE/agI1SOgJkTALioSZ3ZdqGW9W3pnJsNaJvXBYJPBcIVeybOsyrf/XDR0JPYGWYAviehxWm7juaJ0YbE84IpKNDkd6qz4zQXfgvK2TkK1j0QwNQ9xDMHnIZEiSxAdV9EPdSrC98cYbWLduHazW9AvdkSNHorq6OiOBERERUe4KxAJ4e/fb+M6R34Eqd3vECbitbkyvmC7+bnUxntAT2Na0DXsDewEAm/ZtQkyLJS9Ww+EwDBhwOVw4vPhwuCyug9ZkB4LiAj4PeVBlFYqswKpYYZEtUGW13RrqSCKC+uZ6xLQYZEk+6E8oFIIsyUioiTavGYaBqBaFBCk5LRwPQ5Zk2DQbFFnptYcRdHasHafF2SvrJyKivmVX7bAqVnxS9wnOOvysbIfTZYqspB6K5Gr7ek8TeL0xTybLf1r3Kf678784fvjxiCQinVoe5Y5uXRHrug5N09pM3717Nzye9sdjISIiooFB0zVYFSskSD1Krh2MKqsHHRfMvDi1O+3Y0rAFDaGG5Guta7LNWmGzBjuIIBJ6Agk9gbgWR0yLIaEnAKRqqA0YiEQisCk2VJVUwabYoBs6NF1D3IhDN/Q2P4FQALqhwx61t3nNgJEcg651ecMwYG20QjO0tK4qHdWSmzXkTkfnkmHhSBgSUjXkB9INHQBw2mGnQZVVJLREr+1PIiLqG76ID26rO6Njn1LfGV86Hm/ufBM1gRrk2fKyHQ51UbeuoubMmYNly5bhoYceAiAuZAOBAO68805885vfzGiARERElFv8UT/iWhxDPEOyHQpUWcW4knGHLJfN2uhMlO+tdQRiATz/xfOYM3oOttVtw7C8YZ2Oh4iIco/T4sTbu9/GcZXHZTsU6qbjK4/HC1tewITSCR0+DZZyU7cSbL/61a9w2mmn4cgjj0QkEsGFF16ILVu2oLi4GH/5y18yHSMRERHlkLpgHbY2bcVph52W7VCoh9xWN4qdxWiKNMGm2rIdDhER9YBhGFBkBaF4CC5rO/0rqV8wW+DbFFuylT31D91KsFVWVmLDhg148sknsWHDBgQCAVxxxRWYP39+m4H9iIiIaGApchZha9PWXhs3jPrWscOOxfNfPI+RrpEocR5k5GoiIsppzZHmgw7GT/2H2+qGKqtpT4Wl3NflBFs8HscRRxyB559/HvPnz8f8+fN7Iy4iIiLKUaFYiBfwA4gkibH0OF4PEVH/phkabIoNHivHRe/vjhlyDNbvXY/h3uEotWTmSbDU+7qcYLNYLIhE+DQLIiKiwSiuxVHdUo2qgqpsh0IZ5LV7EdNirCknIurHwvEwNvs246iyo7IdCvWQx+ZBJBGBy8Kuvv1Jt/p2LFiwAEuXLkUiwf7AREREg0koHkJ9uB5ji8ZmOxTKoKPLj8ZXzV9hT2BPtkMhIqJu0gwN/qgfXrs326EQDUrdGoPtvffew5o1a/DKK69g4sSJcLnSs6pPP/10RoIjIiKi3LIvtA8W2cLx1wYYp8WJuB6H29L5p5oSEVFucVt5Dh9o/FE/XDa2YusvupVgy8/Px7x58zIdCxEREeU4t9XN8dcGsEiCw4AQEfVX/qg/2yFQBhmGgQJHAaBnOxLqrG4l2FauXJnpOIiIiKgfYHJtYNMMLdshEBFRNxiGAatiZQvzAUSWZARjQT6EqB/pN0ffkiVLMG3aNHg8HpSWlmLu3LnYvHlzWplIJIIFCxagqKgIbrcb8+bNQ21tbZYiJiIiGng27duE4d7h2Q6DekGpsxTBeDDbYRARUTfE9TiaI80Yljcs26FQhpS7y1ETqMl2GNQF3UqwTZ48Gcccc0ybnylTpuD444/HJZdcgtdeey2jgb7++utYsGAB3n77bbz66quIx+OYM2cOgsHUheCNN96I5557Dn/729/w+uuvY8+ePTjnnHMyGgcREdFg1hhuxGGFh2U7DOoFhxcejs0Nm9lNlIioH6oN1GJH8w5+Rw8gld5K+CI+GIaR7VCok7qVYDvttNPw1VdfweVyYdasWZg1axbcbje2bt2KadOmYe/evZg9ezb++c9/ZizQl156CZdeeinGjx+PSZMmYdWqVdi5cyfWr18PAPD5fPjjH/+Ie++9FyeddBKmTJmClStXYt26dXj77bczFgcREdFgFY6HkTASsCiWbIdCvcBhccCqWBGMsRUbEVF/Y1ftkCUZNtWW7VAoQwrsBWiKNqEl1pLtUKiTujUGW319PW666SbcfvvtadMXL16MHTt24JVXXsGdd96Jn/3sZ/jWt76VkUAP5PP5AACFhYUAgPXr1yMej2P27NnJMkcccQSGDx+Ot956C8cee2ybZUSjUUSj0eT/fj8HhSQiIupIc6QZLpVPshrIrIoVusHRlImI+pu4HockcZzUgUSSJDgtTkS16KELU07oVgu2v/71r7jgggvaTD///PPx17/+FQBwwQUXtBkjLVN0XcfChQtx/PHHY8KECQCAmpoaWK1W5Ofnp5UtKytDTU37/ZaXLFkCr9eb/KmsrOyVeImIiAYCi2Jh67VBoDHcmO0QiIioi9i9f2CyyBY+YKof6VaCzW63Y926dW2mr1u3Dna7eMKFruvJvzNtwYIF+OSTT/DEE0/0aDm33norfD5f8mfXrl0ZipCIiGjg8UfZ0nswKHIWZTsEIiLqojxbXrZDoF7SFGnKdgjUSd3qInr99dfj2muvxfr16zFt2jQAwHvvvYc//OEP+PGPfwwAePnll3H00UdnLFDTddddh+effx7/+c9/MGxY6gkp5eXliMViaG5uTmvFVltbi/Ly8naXZbPZYLOxjzoREVFn2BR+Zw50+fZ81ARqUOwsznYoRETUBb6ID6rcrdt7ynH59vxsh0Cd1K0j8Cc/+Qmqqqrw29/+Fo899hgA4PDDD8fDDz+MCy+8EABw7bXX4n/+538yFqhhGLj++uvxzDPPYO3ataiqqkp7fcqUKbBYLFizZg3mzZsHANi8eTN27tyJGTNmZCwOIiKiwSoQC7B10wB3WMFheK/uPUwonZDtUIiIqAvqQ/UY4h6S7TCoF2i6lu0QqJO6neKeP38+5s+f3+HrDoeju4tu14IFC/D444/jn//8JzweT3JcNa/XC4fDAa/XiyuuuAKLFi1CYWEh8vLycP3112PGjBntPuCAiIiIumbTvk04rvK4bIdBvajAXgAdOjRdgyIr2Q6HiIg6wTAMNIQaMK5kXLZDoQxTZRW+qA/l7vZ75VFu6dYYbADQ3Nyc7BLa2CgGw/3ggw9QXV2dseBaW758OXw+H2bOnIkhQ4Ykf5588slkmfvuuw9nnnkm5s2bhxNOOAHl5eV4+umneyUeIiKiwSaux1HiKsl2GNTLZEnmeC9ERP1IU6QJwXiQ47ANQOXucsS0WLbDoE7qVgu2jz/+GLNnz4bX68X27dtx5ZVXorCwEE8//TR27tyJRx99NNNxwjCMQ5ax2+148MEH8eCDD2Z8/URERIOZpmvQDR2y1O26Oeon7KqdF/NERP1IQk/AZXVlOwzqBUM9Q/Fy9cuYUMKhG/qDbl0lL1q0CJdeeim2bNmS9qTQb37zm/jPf/6TseCIiIgoN/hjfg6ePEjIkgyrYs12GERE1EmGYbACbIDKt+cjnAgjqkWzHQp1QreOwvfeew/XXHNNm+lDhw5Njo1GREREA4du6HBZWDs+WDSEGrIdAhERdZI/6s92CNRLJEmCy+JCXI9nOxTqhG4l2Gw2G/z+tgfxF198gZISjs1CREQ00ATjQdaODxI2xQanxZntMIiIqJMKHAXZDoF6kSqrqA/VZzsM6oRuXSmfffbZuPvuuxGPiyyqJEnYuXMnfvSjH2HevHkZDZCIiIiyT+7+c5GonxmZPxLbm7dnOwwiIuqkSCKS7RCoF0mSBIfqyHYY1Andulr+9a9/jUAggJKSEoTDYZx44ok47LDD4PF48POf/zzTMRIREVGWKZLCMdgGiUpvJb5q+irbYRARUSf5Ij4O4zDAKbKS7RCoE7p1pez1evHqq6/iv//9LzZs2IBAIIBjjjkGs2fPznR8RERElAO+bP4SI4tHZjsM6gOqrMKu2vnUWCKifsIX9WG4d3i2w6Be1BRpQhWqsh0GHUKXE2y6rmPVqlV4+umnsX37dkiShKqqKpSXl8MwDEiS1BtxEhERURb5o35UeiuzHQb1EVVW4Y/6kW/Pz3YoRER0EOF4GDt9OzGtYlq2Q6FeIkkSCmwcZ68/6FK1pGEYOPvss3HllVeiuroaEydOxPjx47Fjxw5ceuml+Pa3v91bcRIREVEWRRIRuK3ubIdBfcSu2hGMBbMdBhERHUI4EYZDdcCiWLIdCvWSQnsh6kJ12Q6DOqFLLdhWrVqF//znP1izZg1mzZqV9tq///1vzJ07F48++iguvvjijAZJRERE2RPX4ggnwtkOg/qQIiuwqbZsh0FERIegGzrP1wPcUM9QfFDzAaZjerZDoUPoUgu2v/zlL/jxj3/cJrkGACeddBJuueUWrF69OmPBERERUfbF9BgK7OyaMNg0hZuyHQIRER1CY6Qx2yFQLytxliCmxZDQE9kOhQ6hSwm2jz/+GKeddlqHr59++unYsGFDj4MiIiKi3BGMBfkE0UGmwF7AC3kion6AFWADn/nAIX/Un+VI6FC6lGBrbGxEWVlZh6+XlZWhqYm1nURERANJKBHi4+EHmaqCKuzy78p2GEREdAiarmU7BOoDDtWBcJzDdeS6LiXYNE2DqnZcg60oChIJ1nYSERENJG4LH24w2JQ4S7DTtzPbYRAR0SEE43wgzWAgyzLH2usHutTfwzAMXHrppbDZ2t+x0Wg0I0ERERFR7qgN1sJlcWU7DOpDkiSh0FGImBaDVbFmOxwiIuqAAYPdRAeJ5kgzip3F2Q6DDqJLCbZLLrnkkGX4BFEiIqKBpT5cj9H5o7MdBvUxi2xBc6QZpa7SbIdCRETtCMaD2BPYg0lDJ2U7FOplhmHAbWWPglzXpQTbypUreysOIiIiylFNkSaUu8uzHQb1MYtiQSgeynYYRETUgZZoCyKJCL+jBwkJUrZDoEPo0hhsRERENLgYhoHmSDOfIjpIsbaciCh3qbIKCRIfRDQIuCwuVLdUZzsMOgQm2IiIiKhDMS0Gr82b7TAoCyRIaAw3ZjsMIiLqQGOkEQaMNtObm4GvvgL+8x+gvh5o5Km83xvqGYpoIgrDaLu/KXewOpqIiIg6FIwHYVPaPtwoGgW2bQOKi4FEAigrAyT2XBhQKjwVCMb4dDoiolxVYC/ADt+OtGn79gFr1wL5+UB5OfDWW0BLCzBhAmCzSUgkgGHDxHe2ywUobPyWZBipn1y7phniHoKtNVvREmtBni0v2+FQB5hgIyIiog41hhthUSzJ/3Ud+OILYMsW8f/WreLC/dhjAYdDJNpoYKgqqMLr21/HxLKJ7CJMRJRjdEOHpmtpLdg++wxYtw44+2ygpERMmzhRJIw++gjYtEl0YNu6FQiHxXe6ogB+P+DxiP8jESAvD9A08T+gIBIRyTirVZS1WsV8hiGSdYoCBAIiKbVnj4JgUEJ+PhAKAaoKWCzidadTlAkGxfriccDvV+F0GpAksTy7XcRms6Xm83jEtoTDgKrK0DQJqipiikYBWRbzBYPiWsRiAXw+8brPp8DvFwnHaFSsw+EQy5JlsS2BgJgmy2IZqqogkZAgSYDbLebTdbGOUEjEpqri+sflAiIRFYEAUFoqtimREMuLRMT2Wq2p+RQF2LdPhdttwGpF8r3VNDFPaSlQUACMHi3Km6yKFaqswh/1M8GWw3i1RERERB3Kt+cn/962Dfj4Y3GRecIJQFGRmJ5IAP/+t+iGcsIJwL59EoYMMaAoQCwmLnRjMXHxaLGIi0+rVfyt62L+rtSgG4a4IDUvPM3eErlW29zfua1uaIaGPS17MNw7PNvhEBFRKw2hBjgtTgDie/WppwCvF7j88rbfh5IETJ4MjBmjARBJo44Yhvi+1jTxdyCgwTBEEkiWUz+ASDD5fCJZVVAgljtunAanUyTpOiMQSKTF1LoVWXs/LS16Mp6OyphkGYhGNVgsIsHW2euEQODQ79PBtqE75RMJkejz+UQCdP160UvgtNNSZRRJgV21d24llBVMsBERDVKxmBiTIz9f1MgRtacx3AhVtuDttyXs2wecfLKoXW1NVYE5c8QF/r//DbS0yNi8WUzXNJEIE7XgIrEWi6W6XwSDgKIosFgMxOPis6hpIuFWVCTKOZ3ic9rcLGqRfT5gzx4VNpsBVRXrNWuxzfKhkLiwtlhEbbuqqlAUAxZLqlZfkkTZlhZR1ukUF7eiRllGc7MoG4+LOEUtdWp9djtQUQEUFgLV1RI8HhFbfb24aA4GxbJttlSiMT9fxBOPi6v8YFC8Hg6L6Xl5YjvM2m9zO6xWoK5Ogd0u1t3YKNafSIjyTqeIS9PE9Hgc0HUFNpsBwxC1/6oqtq+wULxPsViqRt/pBEaOFOtszapYkzdwRNQ/6Trw3nvifOLxiON92DBxTrLZUsmSnjAMcd4xmec8TRPnKfNcbBhm0kNMU5RUpQuQ+lvXxflKbXW3KsupVkeSlDq/apqYnkikKl9stlSLKlUV6zavdXw+7D9fywgGxXdNJCLmd7tFDKoq1tPUJKaZ63M4JBiGBJstdT4XLZ7E+sx1my2mwmEZoZD4rkgkRKwej3h/VDX1fWV21ayuluB0ipZNwaCIORoVMSmKKGu+h7v2WRGNJrC9fgwa3gbOPBMYMqTn+9J8z8z3PiFyQXC281VQUCB+WgsEer7+gyXCzHhcrs4tz4wn1yvhVFV8ZvLzgREjxLSPPgIeflgk2QoLxTRfxIdiZ3GWoqRDYYKNiGiQMRMAH36Yuvi1WIDp08VFS2drHCm39MaYIbpuYOuefdj81uE4okLG+ecffPkWC3DqqV2r+TUMoLlZQyQiat7NVm3hsLiRCIfFj88nbigqK4GjjwaARLLrRuva6tY12K1vzFpaEkgkxLRwWNzcRKPihmXoUHN7U91lIhEDsixuhBQlVWMvSeJ/TRPj3NTUANu3i5soQJQ3u3xYreJC2TzOYjFxsyZJSHZvqawUN1Bmd5PWWt9kiGSkBklKxWR2NWnvPdU0wOfTkl1OzNYIup76u/X/fj/w8ssKGhslTJ4MfP3rqXUHYgFezBP1Q59+KuHDD8X3+tixwGGHiaTNzp2ihUw0mkriNDerkGVR1pwmy6nueZomzmutu8sBCsJhCW63ON+Fw6mkRyQiEjLmOUYkvMQJy+waaJ5Xze6AgFi2WSkTDKqwWkVFiiSJc6mZrFNV8bfdLl4T529xHnY6RRnze0BRRJlEAmnndafTgMcj/jfP75qW6nKoqqmW2oCocPH7RRmrVSTc7HZRxkwQmt8/5vdJS4uRrMg0p4kKELHdwaCIq7nZbJ0tIRqVkl0idV28H+Y2FRSI3xYLoBTtQ0N0F06qGIOqDCTWKPccfTQwfjzwyCMK8vMB9ySw0ivHDcgE24MPPoj//d//RU1NDSZNmoQHHngAX/va17IdFhFRVjU2Ag0NwLvviibnZ5yRaq2ydas5CK6CkSMNVFWJi+qiIpEUMMfjMGtOXS7zIlOCxWJgzx6RSDAMMb2gQFygxmLiwjUYFBer4kZeQkmJuDhsaBA1cpom1pefn16LXFsrJS9wGxvFBaZIHIgL3VDIrFE2WwWJlkE+nwSnMzVWiMcjLpwDAbHcSERc2DocQGOjAsMQyZ1AIFWjbo7dYTbZd7vF9gSDKlwuccFvtYrpfr+4AJYk8bdZAx6JAIoiIx6XkmOJ+P3ivTBr180xP8ybmEBARSwm3pdoVOwfm01sqznmiTnmh9kCzBwrRFVTY36YrZ7MG6XWY6yEQioikdT+NZMw4bAoZ84XQwA7Q1acP7MUVSO0Xqn9NW+aLJb02nGzdUBHWteQt46roxjN9bjdqbFcDiYQEFm7gyUJvV5xwyrKd7U7id6l8kAqAXeoeczWB+YNa2fXYXYd2rsXuP9+4Jpr9q+X468R9QtffAF88ok4lzc2qjj6aB3XXNP2vHjEEen/G4aB6oZ6NIQbMLRoKELxEAzDgMvqQjgehtvqTnZLs6k2SJAgSVI3znu93e2ua+fVzpzn25/H6LV1dHYb9gX34dghI/HPTzagxJPfuYVTv2SxAOefr2HTJgmr/16GgjMsKJ9oQOqFi7JIRAwHsm0bUFubGpfPbOluXpfa7UBDgwqbLXUd3HoMP5dLVLh6B+FD6AfcFdOTTz6JRYsWYcWKFZg+fTqWLVuGU089FZs3b0bpgX1aBonnnlMQDIqb40RC3Ew5HKmuJA6HuJESNewKAgEJhYXiyzgaTd38apo4WMym2ebNoWEoUFUDsZhYh66nmqBHo+k3brIMxOMyfL5UzUxLS/oBeWA3l5YWBR6PuNEyB8RUFPF3YaHYpnhcTI9ERLceh8OAriN5g93UJGKPxcQJwNzmeByw2WQkEuJG0+sVcRYWpm7Yi4tFuVAo9XpLi2i+vW+f2CZFES2CHA6zNUaqm4/ZisFmEzf8Npu4cTdr3xobRaLArAkrKAAaGyXEYuLJP2ZiwmpNNWk35zO3f98+CXl5BpqaxPvmdotlWSziPWxqStXONTebXbQk5OWJdVD7zFYx5uffrP00x6Tw+cQ0m028x4oi7R/cVewbMzHl9aZqK82Ej91udtGUMGyYWcsp9r/ZBU0kW8Tny+EQ3QbcbvPCWXxmD/xshsOp2FLHigSLBfj0U3Ecffe7bVvKjB4NVI6M4f2tn8O3pwRvrA8hEovDoToR08W3qU2xIRgPwq7YIMsKWqItsBgW6LoOWPxwqi7EdPH4cLtqR0yLodAh2rOH4iFIkgR/wI+4EUehW0dciwGSBJtiQ1yPw6bYoMoK4noCiqRCkoBIWIcqq8nEi6KkaqXr61P/JxLivTWP8+JiI5mcOXBMDkURP2b3j1Ao1SrIrME2f5uJCvN/QLSEat0Nr3UtvDmPWVsuupTo0PXU4MBmTXxHunpDIebJ/E2Lpmv4qqkGXzbWo2rIuM4HQ/3emDEiubZ8OVB8VBEs5ZYOB1U2DHHeAcTvujpxPmtsFOc089wmSUAspqClRQx8bSaKW1+bOJ2pAaHNpLKmqVBVA4lEqmVMKJRKYrceSFok8RWEQql1tHfR3zqp3FGrHTM2s9WOOV8oJLoma5oGi0UW5/QWXbTUMQwEAjry8oBYTEckpsPtllHfEIEkSyjwKmjyR+GyW2C1SqhviqEo34aEpqElqKEgT0UwGkcgGIHbqSASD8OiKnDaVexrDiHfbYciA/uaIigrdCKaiCMY0uG0GQiEY7BZovC4LWhqCcNhtcJuU1DbEESx1wmLqkKLuHDWWV07t/RXup5qpRqLAYGABFU1kteXYmD11Hezzyfmi0bN6TIiEXGibq/yofXnxPx8NTeLgdrNFq6tr31bV6i0rhjRNCnZPd3s4m4Oom5+X7QeRD0YTD252Wy91bpCpbhY3NS6XKnz/IHfN76ID02RJqiyCrtqR3OkGR6rBzbFhtEFo+F2pn9A4loccT0OzdDQGG6E0+JEQk+IawDNgpgWgyVugcfmQTAWhCzJcFgcaI40w2VxQZVVNIYbUegohD/oRyAWwFB5KMLxMDRDg9vqFstSLLCrdjSFm+CxeSBLMnY37kahvRB+w49wPAyv3YtQPARAtOLxR/2wKTbYVJsYziAhLm72RPeg0FGIaCKKqBZFni0vLTZfxAeHxYFYOIamSBOGSkOhGzpaoi0ocBQgkoggrsXhsXkQiAWgSEpymxADFFlBdaQahY5CJPQEQvEQvHYvwvEwdEOHy+pKblMikkBztBnlKIcsyWiONKPQUYiYFkvbJjOhubd5L+yqHQVyARrDjfDaRIbCF/UltymmxZBvz4cqq72SZKHcdOSRBk4rqMHWj0fhg3cDGFbmwZlnph/j4bBIjn32mYymJjl5f3yw85c51IQsi3PSpEnASScd+ruiO9erg8GAS7Dde++9uOqqq3DZZZcBAFasWIEXXngBf/rTn3DLLbdkObrsOOssrds1S+bNo9mkWdfbflEf6sbuwPLhsJ7sY96ZQa0bGrRk4q11dxYzHjPZkRr40kiOwWM20S4rSz3BZuTIVHJLloHGRgPRqPg/EhHr3Ls3NQbOjh1tYzK7ApmtQszWF2aTcnOMIVkW70tzs7x/TIXUzb2ZmAOAr74S6za7d0UiYvm7d6feP3N8DHMcI8MQ3ZLMeMxtPpC5zNZdqMJhJflaYaF4+l8ujcFl1pSIgVXFb4sllShVFGDXLgmFhQb8fvFl4vWKC1JAvA9mEstqTY0zFghI8PvFOBihUNvWVeJmK9XqY+dOCV6vGLPJbLrf2Cj2ldnqqHUiJRSSIUnitW3bxDLMz6CZoDOTK6IbgNgPdXVt91F7wuHU8gGx/1vvX/Om1ONBMubGRgWxmBhr5dxz2x9nxTAMbG7YjApPBY6qGANUAO4OTxqtq6LyEdjfjKi98jEthuZIA1RZhaZrKHAUIBTUoRs6PG4nNMMGwxA1cNGEDt2IiRrxWAAuiwsGDFQ3VIsLdLuadrHb+sbAbXVDkZTkBbyvxYdQIgRbQUWbi12rYoVNtaVdwO8LVKPAXoCA5EckHkGeLQ+hWKsL+JAfdtUOq2IVT9TULDAMA5q2FwWOAkQNcbHrUVvdXMgO+MI+OC1ORPQImiJNqHRVwh9JIBgPIt+ej0gigoSegNvqTtum6qZquK1uhKUwGsONKHIWpV2It94m8+YiHomjKdKEClQASF2Ix7QYIolI8uZCkiQ4Lc42F/D59vw2NxearmFM0Rh82fjlwT+YNCDZ7cCNNwKvvH4E/vfB3RhW5EWRLS8tAWAYKmRZdKU1E8gulzgfl5QAVVUG7E4NUSMARTEQjgTQENmH4cWV0AwNgVjgoMdCc6QZUlyCLMmIybE2x0Lrm9LWx0JztBlDCkR/qdY3pa1vtM1jYU/jHjhUBwryCtAQakCBowC6oXcYWzQchU2xQbfocFqcUCQluQ7d0BFNROGxeZDQxY2HTbGhuSUKVVaR75ER0xSosgxJkhDTZFgVCYahQDckWBQLDENFKGhAkRW43W7IknnS7rjvvjgPO1udh1uXFX/XBmphVeJ47cV8KIqCk0/WuvyZiMdFl+i9e1PTzK7b4bD4jjavfyIRkYg0x0E0x9lyuVLXluZ1kxi3S0E0KiW7wbV+2p55E2gmO8W4iSp03RzjKv3m0eEQ37XRqKiIEpWLMqxWI3n9ZVbyml0b8/PFNJtN/J9I6GmDoncmh9H11la925qrPYZhIBgPYmT+yOQ0s/t3oIOBsyyKJfkkabc1tfJyd3mba4DWXclb/13iEgNfOgwHylxlbZJ4Hc3nNJxpyz/QgfMd7JqkvXUEJNH93e1yJ7epJ+tob76AvH8d+8uXug7e4MOuiwtyt9Odtu4yNx/RTUCRsxBfOz0OAwYCdR488YQ4X5rJe00TXUonT9aRn6+joKD3HuxA7RtQCbZYLIb169fj1ltvTU6TZRmzZ8/GW2+91aZ8NBpF1GznCMDv9/dJnH0toSeSN7FdZSaO2mMYhngstCQORrszClmSYcBAQk9AlVUk9AR0Q7RAiWkxcVMaD2JfpBHxcHHyprjYWQzN0BDTYnBZXAjGg9B0DS6rC3vC4uLXZhMXv4WuQkiGhvABF7+e/Re/Dqe4+E2oe+G2ututLbLbvQjuvzBXPAZ0ewAuTwEK99eAtVdb1PrCPBQKwaE6oFv0tBvv9m5S41ocnjIJhfEg8tx5Hdbqta4Bq2+uhw4dpfmlHSYFWm9Tg68BHqsHsm3/2BP7a/U6is2iiZ06snQk/vtf4D//AWbP7twgt2YLPTE2hpjWXkLLYpFgGCJ5ZLaCNL8AWlrMVn3igly0HBDJr6FDRZPkfftSrRPM5FHrVkThsIydO1NjbxyYnGrv424mRuvq2rbgas1MxgISWlpEq7HSUhGn19t2EHBT73eV6PoXX2fm2eHbgSOKRX+RQLyHI9O2YlWsbS4kZUmGLMlQZAUKlLSyptatZFSv2FGtL2Q7cwEPIKcu4EucJckL+EOtI3lx7XInt+lQ8x14Ad/ehXi76zjgAr69mwsa3Oac6IE+dAemVkyFKjcjoScgSzIaw43Jlhytk19mQjcUD0EDIFs9sBkiGWWTJBQ58+FxddxHN9M3s909FjpaR0BtG8+hjlPDJr6gbKpoaZNcdwdPgosrYqT4VHKt58rcZaj2V+Occ/Lx2msGVq5U8T//0/a7MBYDnn8+1QNBtNBVEImIVu9Dh4okmdntvqAgNe6gmawCAL9fJINaf1+Gw6mu2mZ3IzPh1ftdB7u6fPE7E4P/55IvGr7A2KKx2Q6DMsQ4VM0sDTiHFx2OT/d9inJ3OUaNLMbIke2X6+0HOxiGgWhC5FHUhIqGUAMUWUm7Rx2sY7cOqARbfX09NE1DWVn6xVRZWRk+//zzNuWXLFmCn/70p30VXta8/NXLCOiBZI1qNBGFy+pCNBGFAdGVKxQPwSJbkIglEIgHUOQRI3oGY0F4bJ5k83CnxYlIIgIZMqyqVbSkiOtQZAW6LFpUGDAQ02LJJuS6rsNpdcIwDKiyilA4BFmSUR2uhiRJsMgW1AXrIMsyZMiwqTYRi57A5obNCIVDsCk2DJOGodhZjDxbXtoFamsdXfwerLYoEAigGMXt1r51dGHe3joOdpN6sHW0d2He0QV/679bb1OelHfQeA6MLRAIoCnShNpALY4/vgxPPy0GvG3vJO3ziQvs3bvFxXXrQVbNcbYSCfG32V3X7F5rPrmupSW1rE2bxN8Htrwyk1+1taLGeezY1IDnFkvbi9zeSjall+/6GEn9kSJ1oikpDUq7fLswLG9YtsOgLDMMA8XOYjRHmkWiTLGh0FHY6eSXSYt2vdUUZY4iK0joCUybpmPsWB1//3vqybVm6zCPBzj++NSDP4Dufd+a39mtK2lb/51LreYHkyJnEbsUDiCb9m3C4YWHZzsM6kNeuxf+qB+jC0ZD0zUocuev4TVdQ0tM3JTpho59wX0ochYhrsURioegJBSEE2G4NBecFid8EdETw6JYUB+qR7GzONl4JM+Wh6ZIExRZgU23ocBRAIfqgCRJh2ylOdANqARbV916661YtGhR8n+/34/KysosRtQ7zjjsjE5f/Hb1Yrkz8xiGAd3QRUs6GIiH45AkCW63G7qhJ5N3rX8bMGCRLZhYNhGRUASRRARROYq6YB0+q/8MMS0GCekXCAYMSJAQjojBYBx2R5vXAbSZr6PyB3Ooecx1mS0HI/v7nprlzVgPjL2rMSmyAkVSEI1GIUOG3WGHRbbAYXHAbXXDbXXDZXHBZXW1qQkvsBcgJIUQ02I46ywrHn9cJLrKy0XLsmBQJMZkWVwI19VJ+OorKVkbbbYoMwduNx/nbT6tyWwcGgikWqIVFgKnnNJ+jTCbJWeH2WoSEBdqn+75FIqswOlo29+4vc9sOBKGYRhw7P9gSJCSn3+H6sDXhn4NqqyiKdKEpnAT9jbthQEDbqc72ZrNYXHAa/Miz5YHu2qHLMm8AcgRH9V8hDPHnomg2VyVBi3DMJBvz892GNQD+fZ81AXrkCflwesFzj8/2xFRX9rTsifZQ4MGhu3N23FixYnZDoOyoMxdhp2+nRjuHZ42vSHUgISegD/gRyQRwRB5SHJYBLdV3Hu7LC5YFAsK7AVp19ud7fJtsumiwUvrruM0wBJsxcXFUBQFtbW1adNra2tR3s5I7jabDTZb+y2hKHMkSYIiKckMe0JKJF+TJdFizYaD7we7akexuxhD84YetBzQ9SRhbyQV+6K8YRjQDA2arsHf4ocOHR63aG0YToQRjAVRG6hFIBYQXXUMkcCSICEYDiKhJ3DGuDNQG6hFpbcSc+YAb74JHHecSJiZgwN//LEYNHfiRB0eT+8+mYn6XrW/GqWuUjzxyROYVjENp48+HUBmPquBWABv734buqGjwFGAAnsBRuWPEmMfOZ3QDR2aoSGSiKAuWIcvG79EVItC08Vn1YCB8P7R0+12e9pFQOtE3oFJ81BYPFChs0nzribZ2yvfOhbz72T5/dvQXtKyo+UbhgGnw9km+d6VmLpb3lynbugYljeMyU7C+NLx+KTuE0wsm5jtUKgHzGEjoGc7EsoGWZLhsroOWU439Ix2T6bec+D1Bg0+Zjfhnb6dcFldkCChzF0GF8Sx3pnhDyizBlSCzWq1YsqUKVizZg3mzp0LANB1HWvWrMF1112X3eCIMkySJKiSClVW4bCIm2SnxQlYAC8OXkMZCAQQ1+J4/ovncfKokwEAQ4YAZ50FvPFGatyzoUOBb3/bnKdXN4eypMBRgNd3vI7zxp8HWZI7HOS4O9xWN2ZVzUqblkzIOQd2Arwvy/fVOmjwGu4djudrn+9Wgk03dPgiPjRHmrG3aS98UR8ki9SpxDHQs+Rx6wS1+feBifnWCfnWZTqKzyxv39/H8cDld3UbDlynAeOQrd67snxz/lA8hLMPP1uMz2ph/8zBKFl5ZRhYv3c9GkINaZ+7UDgECRJcTldqnGW0rTjqbI8LRVZgVaxQZTX5o0U1OCwOlEqlouuZbEn2xmBlTtd8sPcDHFlyZLbDoCwwk2rDvcPxRcMXyLfno9RVmrwfpOwaUAk2AFi0aBEuueQSTJ06FV/72tewbNkyBIPB5FNFiUiwKKIL7oaaDckkm90uunDS4OGP+JNdNYmIOuJQHdjp24lIIgJ/1A9/1A9fwAcg1TqzvZtwSZLgtXmRb89HmasMYwrGoKTg4A8FaC3XEtq5mADvTPloIoqXvnwJxww5plPLpIElkogkE1hPfPIETqo6CVMrpqaVyeRn2+xlEdNi0HQNCT2BuB5Hk78JwXgQ1f5qBOOiN0VCTySTfwc6VHIa6HzCryvLP7BlWOt1hMLiKePtDY1x4P8SpLTymWqRrhkaihxFGFUwKqMVo9Q/FDmLkmOi8aEluWfAJdi++93vYt++fbjjjjtQU1ODo48+Gi+99FKbBx8QETCueBw+qvko22FQlsS1OHb5d2FC6YRsh0JEOe6kqpPwYc2HyLfnY2T+SOTZ8hALxwB0PRFEfc+m2iBLMiyyBexVNviE4iGUucqwbtc6zKqa1e5DvDKpdS+L1g711O4D5UJyuj/ERIPLpLJJeHPnm8kGEpRbBlyCDQCuu+46dgkl6gRJkqDKKmJaTIzLQoNKJBFBc6QZJ+ZzgFwiOjhJktq0foohlqVoqDuGeoZiS+MWHJF3BL/zB5mmcBMKHYWoD9XjuMrjsh0OEfWATbUhkohkO4wkwzDQEG5AY7gR/qgfoXgIkUQE04dOTz5IbTAZkAk2Iuo8i2LBvuC+Tj1AggaWPS17eJNFRDRIHFlyJF796lVEXVGe+wcZp8WJnb6dGJk/MtuhEFGGGIbR7bELY1oM+4L74Iv6IEsyGsONqG0WD4psb9iH9rQeL7TYWYxCRyFG5o+E0+KEXbUP2uFnmGAjGuRcFlfyCa80uBQ6CrGteVu2wyAioj5gUUT30JZoCzxWT7bDoT4kSzI+qfsEpx92erZDIaIMmDZ0Gt6pfgfHDju2zWv7gvvw6d5P0RRpSo4VeCCrYkWxsxj59nxouobxJeMxMX8iJElid+YeYoKNaJAbljcM25q2odxdnu1QqI81R5rhtvJLkYhosJBlGTGdXXsHE93Q0RJrAQA+qZNogCh1lWLdrnXJ/1uiLXh9x+uQIKHUVYpR+aNQYC+Ax9P5ypRAguOkZgITbESD3AjvCLxQ9wJmYEa2Q6E+tql+E44bxrFYiIgGE7eFFSuDSSQRQYmzBNua2GKdaCCZMWwG/r7p77CrdjhUB04/7PRkryQ+VCh7mGAjGuRcVtch+9jTwBRJRFDiKsl2GERE1IcCsQCKncXZDoP6SHOkGXWBOowrGZftUIgog8rcZThr7FkwYMCu2rMdDu03OEeeI6I0oVgo2yFQH4tpMSS0RLbDICKiPlTiLIE/5s92GNSH4locNcEaDPXwYVZEA41NtTG5lmOYYCMiPk1sEArGgnBanNkOg4iI+tBhhYdhb2AvDIMt1wcLl9XVo6cNEhFR5zHBRkRQZfYWH2w0Q2ONFxHRIOO1e9EYbkQwHsx2KNRHfBFftkMgIho0mGAjIoTjYUQT0WyHQX2oKdwEWeJXABHRYJNvz0dcj2c7DOojTouTrdeIiPoI766ICPmOfCR0jsc1mBiGAa/dm+0wiIioj6myykq1QcIwDPijfhQ6CrMdChHRoMAEGxHBIlsQjLG7yGBS3VKN4d7h2Q6DiIiyIJTgw40Gg/pwPbb7tmNM4Zhsh0JENCgwwUZEKHQUYk9gT7bDoD60vXk7yt3l2Q6DiIj6mAEDeda8bIdBfUCCBMMwUOAoyHYoRESDAhNsRIRydzm7iwwyTquTY7AREQ1CNsWGpkhTtsOgPhDVeG1HRNSXeHdFRChzl2Gnb2e2w6A+YhgGYolYtsMgIqIsGOEdgb2BvdkOg/oAx9clIupbTLAREZwWJ8KJcLbDoD4S1+NsvUZENEgN8wxDQ7gBhmFkOxTqZS6LK9shEBENKmq2AyCi3GBTbdkOgfpIQk/wopuIaJBSZRW6oaM50syxuQY4X9TX5XkMw0AikYCmaYcsG42KLqiq2rlbyv5ePhdj4jZnvnwuxsRt7pyerENRFKiqCkmSOr2+9jDBRkQAwKeIDiJN4SYospLtMIiIKEs8Vg/iejzbYVAvimtxhOIhDPUM7fw88Th27tyJUKhzT5nVdR0AIMudaxXf38vnYkzc5syXz8WYuM2d09N1OJ1ODBkyBFartdPrPBATbEQEALAr9myHQH1IlXn6JyIarCRJYhfRAS6iRVAXqsOkykmdKm8YBvbu3Qur1YqKigpYrdZDtuQwW7kpSucq7fp7+VyMiduc+fK5GBO3uXO6uw5ZlhGLxbBv3z5s27YNY8aM6VJirzXeYRERAEBVRJcRjs018MX1OPJsedkOg4iIssgX9aHMXZbtMKiX1ARqkNATcFqcnSofj8dhGAYqKirgdHZunly7wc7lG/j+Wj4XY+I2Z758LsbU19vgcDhgsViwY8cOxGIx2O3da3zCO2kiAiBqLpsjzdkOg/rAFw1foNxdnu0wiIgoiwrsHH9tICuwF3Sp0tRs0djdVhtERP1dJs5/PIMSEQDAbXVDQs8GdaT+IZKIMMFGRDSIFdgLUBOsyXYY1IuiWjTbIRARDTpMsBERAMBldaEx3JjtMKgPBGIBuKx8iigR0WA1wjsC25q2ZTsM6kVxPQ4DHGePiKgvMcFGRACAoZ6h2OHbke0wqA9EEpFsh0BERFlU7ChGNBGFpmvZDoV6iV2xQ5H4xPD2bN++HZIk4aOPPuqwzNq1ayFJEpqbmzO23t5Y5mDFfdj/SZKEf/zjHx2+vn37dqiqetB93FWd+dz0VL9IsG3fvh1XXHEFqqqq4HA4MHr0aNx5552IxWJp5T7++GN84xvfgN1uR2VlJX75y19mKWKi/qfCU4FALJDtMKgPsPUaEdHgJkkSFFlBU6Qp26FQLwjHw9ju244R3hHZDiUnVVZWYu/evZgwYUK2Q6Fu4j7s//bu3YvTTz8922FkXL94iujnn38OXdfx+9//Hocddhg++eQTXHXVVQgGg/jVr34FAPD7/ZgzZw5mz56NFStWYOPGjbj88suRn5+Pq6++OstbQJT7XFYXmsK80B4MYonYoQsREdGAZlftiGvxbIdBvSAQC8Af82NK+ZRsh5KTFEVBeXl58gmC1P+Y+5D6r4G6//pFC7bTTjsNK1euxJw5czBq1CicffbZ+MEPfoCnn346WWb16tWIxWL405/+hPHjx+P888/HDTfcgHvvvTeLkRP1L1152hT1Twk9AT7LgoiIZEmGKveLunbqJotiyXYIvW7fvn0oLy/HPffck5y2bt06WK1WrFmzpt152usm9q9//Qtjx46Fw+HArFmzsH379jbzvfnmmzjxxBPhdrtRWVmJG264AcFgMPn6Y489hqlTp8Lj8aC8vBwXXngh6urqMratA9Vjjz2G0tJSRKPpD+aYO3cuvve977U7T0/24Te+8Q04HI6D7sP8/HwMHTqU+7CTzP1x4M/MmTM7nOfALqLvvvsuJk+eDLvdjqlTp7bbjfOTTz7B6aefDrfbjbKyMnzve99DfX198vWXXnoJJ5xwAvLz81FUVIQzzzwTW7duzeCWHlq/vZv2+XwoLCxM/v/WW2/hhBNOgNVqTU479dRTsXnzZjQ1td8qJxqNwu/3p/0QDWZW1XroQtSvxbU43BZ3tsMgIqIcwIcbDUwZ36/19UAwCAQCQGMjEAoBfj/Q1CSmNzWJ/0Mh8XogIKbX14tpLS2p+Xw+oLlZ/N16voYGMV+ga8OVlJSU4E9/+hPuuusuvP/++2hpacH3vvc9XHfddTj55JM7tYxdu3bhnHPOwVlnnYWPPvoIV155JW655Za0Mlu3bsVpp52Gc845Bx9++CGefPJJvPnmm7juuuuSZeLxOH72s59hw4YN+Mc//oHt27fj8ssv79L29Jb6UD2CsSACsQAaw40IxUPwR/1oCjchGAuiKdwEf9SPUDyExnAjArEAgrEg6kP1CMVDaIm2JOfzRXxojjQjFA+lzdcQakAgFujykDPf+c53oGkann322eS0uro6vPDCC51+/7qyD+fNm4ePP/74oPvwgw8+wFNPPYXt27fj0ksv7dL29JYcPgyTXXbNnw8//BBFRUU44YQTOjV/IBDAmWeeiSOPPBLr16/HXXfdhZtvvjmtTHNzM0466SRMnjwZ77//Pl566SXU1tbivPPOS5YJhUK48cYb8f7772PNmjWQZRnf/va3oet61zaoB/pltdWXX36JBx54INk9FABqampQVVWVVq6srCz5WkFBQZvlLFmyBD/96U97N1iifiQYC0I3dLZkG8CaI83cv0REBFmSkW/Pz3YY1AsKHYWHLjSAfPOb38RVV12Fiy++GFOmTIHL5cKSJUs6Pf/y5csxevRo/PrXvwYAHH744di4cSOWLl2aLLNkyRLMnz8f3//+9wGILor3338/TjzxRCxfvhx2uz0tGTRq1Cjcf//9mDZtGgKBALxeb4a2duBxOBy44IILsHLlSpx77rkAgD//+c8YPnz4QVtAtdaVfbhw4UIAwJgxYzrch5qmtdmHbjcrqDvSustuJBLB3LlzMWPGDNx1112dmv/xxx+Hruv44x//CLvdjvHjx2Pnzp1YsGBBssxvf/tbTJ48Oa216p/+9CdUVlbiiy++wNixY3HOOeck4zFfLykpwaZNm/psvL6sJthuueWWtA99ez777DMcccQRyf+rq6tx2mmn4dxzz8VVV13Vo/XfeuutWLRoUfJ/v9+PysrKHi2TqD/z2ryIJqJwWBzZDoV6iWZosCm2bIdBRERZVplXiR2+HShzl2U7FMqwqBaFlMnxIIqL259ujmGmtHpaqdOZ+tvlOnj51mVb/90Nv/rVrzBhwgT8/e9/x/r162Gzdf5a57PPPsP06dPTps2YMSPt/w0bNuDjjz/G6tWrk9MMw4Cu69i2bRvGjRuXbHmzYcMGNDU1JVvN7Ny5ExMnTuzB1vVcsVPsQ3PcOUVJf8KsC6l95bSk9oXL6mo7T6uex63Lmn93Z2y7K664Asceeyyqq6sxdOhQrFq1CpdeeikkqXOf477Yh0ceeWSXtyuTiovTD7UDtT7czI+/orQ9DA9kHnqaJv4+2Do64/LLL0dLSwteffVVyHLnKvU/++wzHHXUUbDb7clpxx57bFqZDRs24LXXXms30bl161aMHTsWW7ZswV133YV3330X9fX1aftvUCTYbrrppkM2uRw1alTy7z179mDWrFk47rjj8NBDD6WVKy8vR21tbdo08/+OBtCz2WxdOvkSDXRW1YpwIswE2wAWiodQ5CzKdhhERJRlI/NH4pnPn8HXhn4t26FQBsW1OMKJ8KCrTNu6dSv27NkDXdexffv2jCe0AoEArrnmmmSLmtYJquHDhyMYDOLUU0/FqaeeitWrV6OkpAQ7d+7EqaeeiliMD5c6lMmTJ2PSpEl49NFHMWfOHHz66ad44YUXMroOcx/ecMMNbV47cB8++uijKCkpQXV1NfdhFyxevBgvv/wy3n33XXg8nowuOxAI4Kyzzmq3gdaQIUMAiHH7hg8fjocffhgVFRXQdR0TJkzo0/2X1QRbSUkJSkpKOlW2uroas2bNwpQpU7By5co22dAZM2bgtttuQzweh8Ui0uqvvvoqDj/88Ha7hxJRWy6LC3tb9g66rgWDydbGrTiyJLs1cERElH0OiwM2xYaYFoNV4RisA0U4EUZLpAWj8kcduvAAEYvFcNFFF+G8887D2LFjceWVV2Ljxo0oLS3t1Pzjxo1LG/8LAN5+++20/4855hhs2rQJhx12GIC2LcA2btyIhoYG/OIXv0j2iHr//fe7u0mD0pVXXolly5ahuroas2fP7lLPsu7swwO13ocVFRUAgA8//LCLWzF4PfXUU7j77rvx4osvYvTo0V2ad9y4cXjssccQiUSSrdjeeeedtDLHHHMMnnrqKYwcORKq2jaN1dDQgM2bN2PFihXJrsVvvvlm9zamB/rFQDzV1dWYOXMmhg8fjl/96lfYt28fampqUFNTkyxz4YUXwmq14oorrsCnn36KJ598Er/5zW/SuoAS0cFV5lUiGA8euiD1W1EtihJX5yo2iIhoYFNllQ86GGDqQ/WoC9WhwlOR7VD6zG233Qafz4dly5bh5ptvxtixY7v0cIFrr70WW7ZswQ9/+ENs3rwZjz/+OFatWpVW5kc/+hHWrVuHG264AR999BG2bNmCf/7zn8kB8ocPHw6r1YoHHngAX331FZ599ln87Gc/y+RmDngXXnghdu/ejYcffrjLD4foyj687rrrOrUPn3vuOe7DTvrkk09w8cUX40c/+hHGjx+fzNU0Nnbu++XCCy+EJEm46qqrsGnTJvzrX//Cvffem1ZmwYIFaGxsxAUXXID33nsPW7duxcsvv4zLLrsMmqahoKAARUVF+MMf/oAvv/wS//73v7OSC+oXCbZXX30VX375JdasWYNhw4ZhyJAhyR+T1+vFK6+8gm3btmHKlCm46aabcMcdd+Dqq6/OYuRE/UultxLbm7dnOwzqRaF4KG28DCIiGrysihUJPZHtMCiD7KodhmEMmgcarV27FsuWLcNjjz2GvLw8yLKMxx57DG+88QaWL1/eqWUMHz4cTz31FP7xj39g0qRJWLFiRdpA6gBw1FFH4fXXX8cXX3yBmTNnYvLkybjjjjuSLZ1KSkqwatUq/O1vf8ORRx6JX/ziF2kP5KND83q9mDdvHtxuN+bOndulebu6D7/xjW8cdB9OnDgRS5cu5T7spPfffx+hUAiLFy9Oy9WYDx04FLfbjeeeew4bN27E5MmTcdttt7V5UElFRQX++9//QtM0zJkzBxMnTsTChQuRn58PWZYhyzJWr16NDz74ABMmTMCNN96I//3f/+2NzT2ofvEU0UsvvbRTj8c96qij8MYbb/R+QEQDlF21IxwPZzsM6kXRRDTbIRARUY6QJAl21X7ogtRvqLLa6YHhB4KZM2ciHo8DSA2uP3LkSPh8vg7nGTlyJAzDSBuM/8wzz8SZZ56ZVu6yyy5L+3/atGl46aWXALTtIgoAF1xwAS644IK0aYlEKoE9c+ZMGIbRmc0atKqrqzF//vxDjpNu7sPWOtqHrffztGnT8Morr3S4XHMftn6wQ+v1cB+2r7P5mtYOfB+PPfZYfPTRR8n/NU1DIpFIO9bGjBmDp59+usNlzp49Gxs3bkybp/V62vvcZFq/SLARUd+xW3ihPZC5rId4lBAREQ0qjeHG5BMGqX8zDAO+SMeJJaJc1dTUhDfeeANr167F7373u2yHQ9RtTLARUZpQLJTtEKgXxRJ8ChIREQlOixMW2ZLtMChDgvEghnqGYmvT1myHQtQlU6dORVNTE5YuXYrDDz882+EQdRsTbESUxmlx8oliA1RCTwCDp9cIEREdwqiCUdjSsAVVBVXZDoUyoD5UD6tixRD3kEMXJsohW7dubbfbLVF/MzhGvySiTrOrdsQ0tnIaiOJaHC4Lu4gSEZFQ4alATaCG468OEKqs4rN9n2Fcybhsh0JENCgxwUZEaayKFdX+6myHQb2gMdwIRWbtIBERCbIkw2v3IhTn8BD9XTQRhU2xsRcCEVEWMcFGRGkqPBWIa/Fsh0G9QJIkjrVDRERpZEmGP+rPdhjUTZquIRALYE/LHj6sgogoyzgGGxGlGZE/Am/ueBMTyiZkOxTKsISegNPizHYYRESUY/pbi6e4Foc/5kdciSOcCCOSiCDPlodgLAhZkuGwOOCP+mFX7bAqVuxs3IkCewECCKAl2oICRwEiiQgSegJuqxuBWACqrMKu2tEcaQZigCIrqI5Uo9BRiISeQCgegtfuRTgehm7ocFldaIm2wKJYYFft2N20Gx6rByEphOZIMwodhYhpsWRsZitBp8UJf9QPLarBIluwJ7oH+fZ8GIYBf9SPAkcBookoYloMHpsnuU1aVIM/5keJUQKLYkFDqAGFjkLohg4DBkbmj4QkcaBVIqJsYoKNiNJ4bV7UheqyHQb1gs/2fYbRhaOzHQYREeUYi2KBbuiQpd7r3JLQE9gX3AeLYoE/6odNscGm2tAYboRFs8AwDOyN7m2TYDow+eW2uhGLxWAYBjw2DwocBcl1tG7B1fpve6EdAOB2u1HuLm8T24HzBQKBZPmDSVuHvn8dLjdKXaWHnK+9dZS5yzpcRyAQQLGzOFm+vdZqdcE6tmIjIsoiJtiIKI0kSXBZORD+QBRJRDDUMzTbYRARUY5xW9zY07IHw/KGdWk+wzCgGRp0Q0ckEUE0EYUsydjr2wurbEWhXJjW0irfng+HxdGlhFZ7SbMARHlV5q1Max/u/RAnjzo522EQEQ1aHIONiNqIxCPZDoF6QSgegsPiyHYYRESUQ0bmj0RtsBZWxYpgLNhhOV/Eh93+3agP1WNLwxbUBmpRG6zFbv9uRBIRGIYBp8WJQkchRnpHosJTgWJnMQ4vPhwlrhKUucv4HdTLNENj0rGTPv/8cxx33HFwuVw4+uijsX37dkiShI8++ggAsHbtWkiShObm5qzGSR37/PPPceyxx8Jut3Mf9kM1NTU45ZRT4HK5kJ+fD0A09PjHP/4BANi+fTtUVU3uz/6CZ2AiakORFWi6xidODjDhRDjbIRARUY4ZWzQWr259FXNGz8Gelj0IJ8LwRXxwWBywyBbsatyFQnsh8vPyUeGpgCzJ7IaYgxJ6ole7+A40d955J1wuFzZt2gSv14v8/Hzs3bsXxcXtf7ZXrVqFhQsXoqGhoY8jpY6Y+3Dz5s1wu92d3odMuOWG++67D3v37sVHH30Er9cLANi7dy8KCgraLb927VrMmjULTU1NyYRcLmKCjYjacFlciGkxOGTWNA8UhmHAbT34WDJERDT4yJIMAwYkScLQPDGMQOsEmsMQ1wJuO79Dctm/tvwLs0fNznYY/cbWrVtx+umnY8SIEVAUUaFcXt52fL5M0zQNkiRBlpkM7amtW7fijDPOwIgRI5LTuA/7j61bt2LKlCkYM2ZMclpf7D/DMKBpGlS1d1JhTLARURsWxYK6YB1G5I84dGHqF5oiTew2QkRE7dJ0LdshdCihJ+CL+OCL+pK/m1qaAABOh1MkB3Hwp2eGwuIJng6HSBZ2trzTkf7kbQNGh/OEw+G0dZjaW5cBo93yEqTkOg6cLxwR5e12e5vlabqGSWWTBuWTwvft24eJEyfihhtuwI9+9CMAwLp16zBz5ky8+OKLOPnktmPSmU9bXb9+PRYvXow777wTl156KaqqqvDhhx/i6KOPTiu/du1aXHbZZQCQvCm/8847cddddyEajeK2227DX/7yFzQ3N2PChAlYunQpZs6cCQB45JFHsGjRIjz66KO45ZZb8MUXX+DLL7/EyJEje+cN6Ycee+wx3HTTTdizZw9sNlty+ty5c+HxePDYY4+1mcfcD+vXr8fdd9/dpX1o7v+D7cN77rknuQ/Nlm/chx3bvn07qqqq2kw/8cQTsXbt2jbTR44ciR07dgAAHn30UVxyySVYtWoVJEnCM888g7lz57ZZ/qxZswAg2cLNnEfXdSxduhQPPfQQampqMHbsWNx+++34zne+AyDV8u1f//oXfvKTn2Djxo145ZVXkvs303i3RURtFDoKEdWi2Q6DMigUD8GhskUiERG1NTRvKKr91ckWbJmk6Rq+avoKO3w7kNATaa+ZSSQzoWW325M3v+briqwgz5aHfLvoojquZBwSEbGcQz3l09TZp4J2t3xfrKM7MWVELAbs3Nn+a9r+xKzSySFFOlt++HDAau3UIktKSvCnP/0Jc+fOxcknn4zDDz8c3/ve93Dddde1m1wDRDe02bNnY86cObjpppvg9XpRX1/f4TqOO+44LFu2DHfccQc2bdoEAMkubddddx02bdqEJ554AhUVFXjmmWdw2mmnYePGjcmWOaFQCEuXLsUf/vAHFBUVobT04E+ZzbSYFsNOn9iH2v59oHR2n3VjHk3TMNw7HA6lc9ed3/nOd7Bw4UI8++yzOPfccwEAdXV1eOGFF/DKK6+0O8/u3btx6qmn4rTTTsMPfvADuN3uTu/DzZs3A0gdS+3twzPOOAMfffQRjjjiCAA5sA/3H4aZPtQONk8XDkNUVlZi7969yf9ramowe/ZsnHDCCe2Wf++993DxxRcjLy8Pv/nNb9pUTLS3/Keeegrz5s3D5s2bkZeXl5xnyZIl+POf/4wVK1Zg1KhReOONN3DRRRehpKQEJ554YnIZt9xyC371q19h1KhRHXZDzQQm2IiojRHeEdjSsAVji8ZmOxTKELuaftNCRERkmlQ2Cc9ufrbTCba4FscXDV+guqUahpFq1WW2JmvdYkyRFFQVVOHEESfColjaXV6Xk037nyJKBADf/OY3cdVVV+Hiiy/GlClT4HK5sGTJkg7Ll5eXQ1VVuN1ulJeXQ1GUgyZnrFYrvF4vJElKdmFTFAU7d+7EypUrsXPnTlRUVAAAfvCDH+Cll17CypUrcc899wAA4vE4fve732HSpEkZ3OqBw+Fw4IILLsDKlSuTCbY///nPGD58eIetjA7chwC6vA8BdLgPX3zxRaxatQq/+MUvAHAfHoqiKMn3NRKJYO7cuZgxYwbuuuuudsuXlJTAZrPB4XB0qluooigoLCwEAJSWlibHYItGo7jnnnvwf//3f5gxYwY0TcOoUaOwbt06/P73v09LsN1999045ZRTerahncAEGxG1McQzBC9vfRkzMTPboVCG7PbvhsviynYYRESUgyRJwmGFh+G5zc/hmCHHoMJTkayUCcVD+KD2AxhKKpGmyioOLz4cp5Sc0m7lTdZaW1HmWa3AYYe1/1pvtWDrhl/96leYMGEC/v73v2P9+vVpXQ17y8aNG6FpGsaOTa+QjkajKCoqSv5vtVpx1FFH9Xo8HbEqVhxWKPZhX7Vg66orrrgCxx57LKqrqzF06FCsWrUKl156aa9XDvebfbj/MOzLFmzddfnll6OlpQWvvvpqr49T9+WXXyIUCrVJnMViMUyePDlt2tSpU3s1FhMTbETUhizJcFmZjBlImiJNOLzo8GyHQUREOWp86XiMLRqLTfs24ePajyFJEiRI0OM6JpdNRnlh7w8+TdRdW7duxZ49e6DrOrZv346JEyf2+joDgQAURcH69evbJJ9aJ5cdDgd7ERzC5MmTMWnSJDz66KOYM2cOPv30U7zwwgu9vt6O9qGmadyH3bB48WK8/PLLePfdd+HxeHp9fWZlzgsvvIChQ4emJYMPTLK7XH1zb8sEGxG1K67FoekaFDnztYzUt1piLWgMNWLIiCHZDoWIiHKYRbFgUvkkTCpPdYMyb2CIclUsFsNFF12E8847D2PHjsWVV16JjRs3ZnScLKvV2qZl1uTJk6FpGurq6vCNb3wjY+sarK688kosW7YM1dXVmD17NiorKzO6/K7sw+60whvsnnrqKdx999148cUXMXr06Iwv37p/QLjW++bII4+EzWbDzp07ceKJJ3arhWam8dmyRNQut9WNxnBjtsPICMMwxCOZdQ0JPQFN16Abetq4Ma3L6oYOTdcQ1+JI6AnEtBgiiQhiWgxxLZ6FLeg+wzDQFGmC0+JkzRsRERENOLfddht8Ph+WLVuGm2++GWPHjsXll1+e0XWMHDkSgUAAa9asQX19PUKhEMaOHYv58+fj4osvxtNPP41t27bh3XffxZIlS/qk9dVAc+GFF2L37t14+OGHM77/gK7tw1/84hfch13wySef4OKLL8aPfvQjjB8/HjU1NaipqUFjY+buJUeMGAFJkvD8889j3759CAQC8Hg8+MEPfoAbb7wRjzzyCLZu3YoPPvgADzzwAB555JGMrbsr2IKNiNplU3pn7Ard0BGMBWHAQEJPoD5Uj0JHIZoCTYgkIhgiD0EwFoQkSXBanPBFfHBYHLAqVjSEGlDoKIRmaKhtqoXX5kWz3oyEnoDb6kYgFoAqq7CrdjRHmuG2uqFICpoiTShyFMEX9iGiRTDEMgTBeBCarsFldaEl2gKrYoVNtaEp3ASv3QtZklETqIHX5kVciSOux+GyuBCIBaAZWjI2p8UJVVbRGG6EVbdC0zVIMQleuxfheBi6obe7jjxbHoLBIHxRHyrlSkQTUUS1KPJseYhrcdhVOyyKBcFYEFbFClmSsdu3G06LEwEEEIgFkG/PRyQRSW5/MBaEy+qC0+LEvuA+OCwO1PhqUOmpxM5QB08AIyIiIuqn1q5di2XLluG1115DXl4eAOCxxx7DpEmTsHz5cvzP//xPRtZz3HHH4dprr8WFF16IhoYG3HnnnbjrrruwcuVKLF68GDfddBOqq6tRXFyMY489FmeeeWZG1juYeL1ezJs3Dy+88ALmzp2b8eWb+/C73/3uIffh9OnTccYZZ2Q8hoHq/fffRygUwuLFi7F48eLk9BNPPBFr167NyDqGDh2Kn/70p7jllltw2WWX4eKLL8aqVavws5/9DCUlJViyZAm++uor5Ofn45hjjsGPf/zjjKy3qySjvSYcg5Tf74fX64XP50NeXt6AeET3YHwsObc5M+Xf3PkmvDYvSl2ief3epr3It+VDtavJhE5LtAUWxQK7akdTuAkemweyJKM50gyrZkVMi8Fit8Bj8ySTX06LEzEthjxbHiyyBaqsQpIk7rdWYloM0UQUqizea4tigSzJaGkRSbqOxjTQDR0xLQZN16DKKmyqDYFAAIZh4M2aN3H6mNP7bBuyVT4XY+I2Z758LsbEbc58+VyMaTBuA7e5c3Itpq6Wb2hoQE1NDUaPHg273d6pebo7+H1/LZ+LMQ20bT755JMxfvx43H///VmLpy/WkWvlczGmbGxDJBLBtm3bUFVV1eY8eGCuqCNswUZE7ZpUNgkf1nyII4qPgEWxwAUxMGTrC7ViZ3G7f5e6Sttc2LV+nQ7OqlhhVaxtptvUg7cqlCUZdrXtRfEn+z7B+NLxGYuPiIiIiChTmpqa8MYbb2Dt2rX43e9+l+1wiLqNCTYiapfH5oEv4oNFsWRkeYZhIBALYF9oH+pD9YgkItANHdFEFAYMhMNhSJIEh90hysOABKnNb1M4EgYA2O325OsA0soc6MB5zPV0NJ9Z3oypdVySJCHfno8iRxGKnEXw2rzdfm96UyQRwZamLZgxaka2QyEiIiIiamPq1KloamrC0qVLcfjhfOo99V/9LsEWjUYxffp0bNiwAR9++CGOPvro5Gsff/wxFixYgPfeew8lJSW4/vrrcfPNN2cvWKJ+bkT+CLzwxQuQJRmRSATA/sdUH5D4AtomqMKRMAzDgMORSk7l2fJQ7CzGYYWHwaGKx12b44v1t+4buqHDF/GhPlSPz+s/hy/iQygcSiYJD0wIAkibZsBIvqetE37ma0Db9zQUDqXKS1K7SUFz3uQ2hAL41phvdWp7iYiIiIj62tatW7P65EeiTOl3Cbabb74ZFRUV2LBhQ9p0v9+POXPmYPbs2VixYgU2btyIyy+/HPn5+bj66quzFC1R/3ZU2VE4quwoAH0zfkl/IksyChwFKHAUYAzGAMi98VRaz0NERERERES9p18l2F588UW88soreOqpp/Diiy+mvbZ69WrEYjH86U9/gtVqxfjx4/HRRx/h3nvvZYKNiIiIiIioA5K0v4U9n39HRINUJs5/cgbi6BO1tbW46qqr8Nhjj8HpdLZ5/a233sIJJ5wAqzU1MPipp56KzZs3o6mpqd1lRqNR+P3+tB8iIiIiIqLBxOyeFwqFshwJEVF2mOc/i6X7Y5D3ixZshmHg0ksvxbXXXoupU6di+/btbcrU1NSgqqoqbVpZWVnytYKCgjbzLFmyBD/96U97JWYiIiIiIqL+QFEUuN1u1NXVAQCcTmeyVVtHNE1LztsZ/b18LsbEbc58+VyMidvcOd1dhyzLCIVCqKurQ35+fo/GA8xqgu2WW27B0qVLD1rms88+wyuvvIKWlhbceuutGV3/rbfeikWLFiX/9/v9qKyszOg6iIiIiIiIcl1hYSGsVmsyyXYouq4DEDeng6F8LsbEbc58+VyMidvcOT1dR35+PsrLyzu9vvZkNcF200034dJLLz1omVGjRuHf//433nrrLdhstrTXpk6divnz5+ORRx5BeXk5amtr0143/+/oTbLZbG2WSURERERENNhIkoQhQ4agtLQU8Xj8kOWDwSAAwOVydWr5/b18LsbEbc58+VyMidvcOT1Zh8ViyciTbLOaYCspKUFJSckhy91///1YvHhx8v89e/bg1FNPxZNPPonp06cDAGbMmIHbbrsN8Xg82Wf21VdfxeGHH95u91AiIiIiIiJKpyhKp240E4kEAMBut3dquf29fC7GxG3OfPlcjInb3Dl9sY5D6RdjsA0fPjztf7fbDQAYPXo0hg0bBgC48MIL8dOf/hRXXHEFfvSjH+GTTz7Bb37zG9x33319Hi8REREREREREQ0e/SLB1hlerxevvPIKFixYgClTpqC4uBh33HEHrr766myHRkREREREREREA1i/TLCNHDkShmG0mX7UUUfhjTfeyEJEREREREREREQ0WPXLBFtvMZN2fr8fABAIBACkni7RGV2dp7+Xz8WYuM2ZL5+LMQ3GbeA2d06uxcRtznz5XIyJ25z58rkY02DcBm5z5+RaTNzmzJfPxZi4zZkvn4sxcZs7pzfXYeaI2mvo1RoTbK20tLQAACorK7McCRERERERERER5YqWlhZ4vd4OX5eMQ6XgBhFd17Fnzx54PB5IkgQAmDZtGt57770uLaer8/Rmeb/fj8rKSuzatQt5eXm9Ek935unv5XMxJm5zbqwj147n3o4pF8vnYkzc5syXz8WYeDxnvnwuxjQYt4HbfGh9cc2da+VzMSZuc+bL52JMPJ4zXz4XY8qlbTAMAy0tLaioqIAsyx2WYwu2VmRZTj6V1KQoSpcufLszT2+XB4C8vLxOzzMQtrkv3tNci4nbnBvryLXjuS9iyrXyuRgTtznz5XMxJh7PmS+fizENxm3gNndeb15z51r5XIyJ25z58rkYE4/nzJfPxZhybRsO1nLN1HHqjQAACxYs6PV5ert8Vw2Ebe6L9zTXYuI258Y6cu147s46+nv5vlhHrpXvi3XkWvm+WAeP5+yX74t1cBsyX74v1pFr5bsj17aB+zk31pFr5ftiHblWvjtybRsG437uq3UcDLuIDnB+vx9erxc+n69bWXsiyh08nokGDh7PRAMLj2migYPHM3UXW7ANcDabDXfeeSdsNlu2QyGiHuLxTDRw8HgmGlh4TBMNHDyeqbvYgo2IiIiIiIiIiKgH2IKNiIiIiIiIiIioB5hgIyIiIiIiIiIi6gEm2IiIiIiIiIiIiHqACTYiIiIiIiIiIqIeYIJtgHvwwQcxcuRI2O12TJ8+He+++262QyKiQ1iyZAmmTZsGj8eD0tJSzJ07F5s3b04rE4lEsGDBAhQVFcHtdmPevHmora3NUsRE1Bm/+MUvIEkSFi5cmJzGY5mof6mursZFF12EoqIiOBwOTJw4Ee+//37ydcMwcMcdd2DIkCFwOByYPXs2tmzZksWIiag9mqbh9ttvR1VVFRwOB0aPHo2f/exnaP0MSB7P1FVMsA1gTz75JBYtWoQ777wTH3zwASZNmoRTTz0VdXV12Q6NiA7i9ddfx4IFC/D222/j1VdfRTwex5w5cxAMBpNlbrzxRjz33HP429/+htdffx179uzBOeeck8Woiehg3nvvPfz+97/HUUcdlTadxzJR/9HU1ITjjz8eFosFL774IjZt2oRf//rXKCgoSJb55S9/ifvvvx8rVqzAO++8A5fLhVNPPRWRSCSLkRPRgZYuXYrly5fjt7/9LT777DMsXboUv/zlL/HAAw8ky/B4pq6SjNYpWhpQpk+fjmnTpuG3v/0tAEDXdVRWVuL666/HLbfckuXoiKiz9u3bh9LSUrz++us44YQT4PP5UFJSgscffxzf+c53AACff/45xo0bh7feegvHHntsliMmotYCgQCOOeYY/O53v8PixYtx9NFHY9myZTyWifqZW265Bf/973/xxhtvtPu6YRioqKjATTfdhB/84AcAAJ/Ph7KyMqxatQrnn39+X4ZLRAdx5plnoqysDH/84x+T0+bNmweHw4E///nPPJ6pW9iCbYCKxWJYv349Zs+enZwmyzJmz56Nt956K4uREVFX+Xw+AEBhYSEAYP369YjH42nH9xFHHIHhw4fz+CbKQQsWLMAZZ5yRdswCPJaJ+ptnn30WU6dOxbnnnovS0lJMnjwZDz/8cPL1bdu2oaamJu2Y9nq9mD59Oo9pohxz3HHHYc2aNfjiiy8AABs2bMCbb76J008/HQCPZ+oeNdsBUO+or6+HpmkoKytLm15WVobPP/88S1ERUVfpuo6FCxfi+OOPx4QJEwAANTU1sFqtyM/PTytbVlaGmpqaLERJRB154okn8MEHH+C9995r8xqPZaL+5auvvsLy5cuxaNEi/PjHP8Z7772HG264AVarFZdccknyuG3v+pvHNFFuueWWW+D3+3HEEUdAURRomoaf//znmD9/PgDweKZuYYKNiCiHLViwAJ988gnefPPNbIdCRF20a9cufP/738err74Ku92e7XCIqId0XcfUqVNxzz33AAAmT56MTz75BCtWrMAll1yS5eiIqCv++te/YvXq1Xj88ccxfvx4fPTRR1i4cCEqKip4PFO3sYvoAFVcXAxFUdo8iay2thbl5eVZioqIuuK6667D888/j9deew3Dhg1LTi8vL0csFkNzc3NaeR7fRLll/fr1qKurwzHHHANVVaGqKl5//XXcf//9UFUVZWVlPJaJ+pEhQ4bgyCOPTJs2btw47Ny5EwCSxy2vv4ly3w9/+EPccsstOP/88zFx4kR873vfw4033oglS5YA4PFM3cME2wBltVoxZcoUrFmzJjlN13WsWbMGM2bMyGJkRHQohmHguuuuwzPPPIN///vfqKqqSnt9ypQpsFgsacf35s2bsXPnTh7fRDnk5JNPxsaNG/HRRx8lf6ZOnYr58+cn/+axTNR/HH/88di8eXPatC+++AIjRowAAFRVVaG8vDztmPb7/XjnnXd4TBPlmFAoBFlOT4coigJd1wHweKbuYRfRAWzRokW45JJLMHXqVHzta1/DsmXLEAwGcdlll2U7NCI6iAULFuDxxx/HP//5T3g8nuQ4D16vFw6HA16vF1dccQUWLVqEwsJC5OXl4frrr8eMGTP41EGiHOLxeJJjJ5pcLheKioqS03ksE/UfN954I4477jjcc889OO+88/Duu+/ioYcewkMPPQQAkCQJCxcuxOLFizFmzBhUVVXh9ttvR0VFBebOnZvd4IkozVlnnYWf//znGD58OMaPH48PP/wQ9957Ly6//HIAPJ6pe5hgG8C++93vYt++fbjjjjtQU1ODo48+Gi+99FKbgRqJKLcsX74cADBz5sy06StXrsSll14KAP+fvfuOk6K+/wf+mrJ993qjg6KIooiixkRjQ0WjkcQYo2iC7ZeiydcYjYkxaswZxIotqBhBsPegCKIYbFgARUAU4ehw/W57n5nfHx9m95a74wp3t1dez8eDB3e7n5l5z87t7Ox7Pp/3B/fffz9kWcb555+PWCyGM888E//+9797OFIi2l98LxP1Hccccwxee+01/PWvf8Xtt9+OUaNGYebMmami6ADw5z//GaFQCP/v//0/eL1enHDCCVi8eDHrMBL1Mg899BD+/ve/43e/+x1qamowePBg/PrXv8Ytt9ySasP3M3WUZBiGke0giIiIiIiIiIiI+irWYCMiIiIiIiIiItoPTLARERERERERERHtBybYiIiIiIiIiIiI9gMTbERERERERERERPuBCTYiIiIiIiIiIqL9wAQbERERERERERHRfmCCjYiIiIiIiIiIaD8wwUZERERERERERLQfmGAjIiIiGqCmTZuGKVOmZDsMIiIioj5PzXYARERERNT1JEna5/O33norHnjgARiG0UMREREREfVfTLARERER9UOVlZWpn1944QXccsst2LBhQ+oxt9sNt9udjdCIiIiI+h0OESUiIiLqh8rKylL/cnNzIUlSxmNut7vZENGTTz4Zv//973HttdciPz8fpaWlmD17NkKhEC677DJ4PB6MHj0aixYtytjWunXrcNZZZ8HtdqO0tBSXXnop6urqeniPiYiIiLKHCTYiIiIiSnnqqadQVFSEzz//HL///e/x29/+FhdccAG+//3v44svvsAZZ5yBSy+9FOFwGADg9Xpx6qmnYsKECVi5ciUWL16M6upq/PznP8/ynhARERH1HCbYiIiIiChl/PjxuPnmm3HQQQfhr3/9K+x2O4qKinDVVVfhoIMOwi233IL6+nqsWbMGAPDwww9jwoQJ+Ne//oVDDjkEEyZMwJNPPon//e9/+O6777K8N0REREQ9gzXYiIiIiCjliCOOSP2sKAoKCwtx+OGHpx4rLS0FANTU1AAAvvrqK/zvf/9rsZ5bRUUFDj744G6OmIiIiCj7mGAjIiIiohSLxZLxuyRJGY+Zs5Pqug4ACAaDOPfcczFjxoxm6xo0aFA3RkpERETUezDBRkRERESddtRRR+GVV17ByJEjoaq8tCQiIqKBiTXYiIiIiKjTrr76ajQ0NOCiiy7CihUrUFFRgbfffhuXXXYZNE3LdnhEREREPYIJNiIiIiLqtMGDB+Pjjz+Gpmk444wzcPjhh+Paa69FXl4eZJmXmkRERDQwSIZhGNkOgoiIiIiIiIiIqK/ibUUiIiIiIiIiIqL9wAQbERERERERERHRfmCCjYiIiIiIiIiIaD8wwUZERERERERERLQfmGAjIiIiIiIiIiLaD0ywERERERERERER7Qcm2IiIiIiIiIiIiPYDE2xERERERERERET7gQk2IiIiIiIiIiKi/cAEGxERERERERER0X5ggo2IiIiIiIiIiGg/MMFGRERERERERES0H5hgIyIiIiIiIiIi2g9MsBEREREREREREe0HJtiIiIiIiIiIiIj2AxNsRERERERERERE+4EJNiIiIiIiIiIiov3ABBsREREREREREdF+YIKNiIiIiIiIiIhoPzDBRkREREREREREtB+YYCMiIiIiIiIiItoPTLARERERERERERHtBybYiIiIiIiIiIiI9gMTbERERERERERERPuBCTYiIiIiIiIiIqL9wAQbERERERERERHRfmCCjYiIiIiIiIiIaD8wwUZERERERERERLQfmGAjIiIiIiIiIiLaD0ywERERERERERER7Qcm2IiIiIiIiIiIiPYDE2xEREREtF+WLVsGSZKwbNmybIdCRERElBVMsBERERH1QnPnzoUkSal/qqpiyJAhmDZtGnbt2tXh9S1fvhy33XYbvF5vp2P697//jblz53Z6eSIiIqL+Ss12AERERETUuttvvx2jRo1CNBrFp59+irlz5+Kjjz7CunXrYLfb272e5cuX4x//+AemTZuGvLy8TsXy73//G0VFRZg2bVrG4z/84Q8RiURgtVo7tV4iIiKivo4JNiIiIqJe7KyzzsLEiRMBAFdeeSWKioowY8YMLFiwAD//+c+zHJ0gy3KHkn1ERERE/Q2HiBIRERH1ISeeeCIAoKKiIvXYe++9hxNPPBEulwt5eXk477zz8M0336Sev+2223DDDTcAAEaNGpUadrp161YAwJw5c3DqqaeipKQENpsNhx56KGbNmpWx3ZEjR+Lrr7/G+++/n1r+5JNPBtB6DbaXXnoJRx99NBwOB4qKinDJJZc0G946bdo0uN1u7Nq1C1OmTIHb7UZxcTGuv/56aJrWFS8ZERERUbdjDzYiIiKiPsRMiuXn5wMA3n33XZx11lk44IADcNtttyESieChhx7CD37wA3zxxRcYOXIkfvrTn+K7777Dc889h/vvvx9FRUUAgOLiYgDArFmzcNhhh+HHP/4xVFXFG2+8gd/97nfQdR1XX301AGDmzJn4/e9/D7fbjb/97W8AgNLS0lbjnDt3Li677DIcc8wxmD59Oqqrq/HAAw/g448/xpdffpkxTFXTNJx55pk47rjjcM899+Ddd9/FvffeiwMPPBC//e1vu/olJCIiIupykmEYRraDICIiIqJMZoLq3Xffxfjx4xGNRvHZZ5/ht7/9Lfx+PzZt2oShQ4diwoQJ2L17N7755hsUFBQAANasWYMJEybgkksuwVNPPQUAuOeee3DDDTdgy5YtGDlyZMa2IpEIHA5HxmOTJ0/Gxo0bM3rKjRs3DkVFRc16qi1btgynnHIK/ve//+Hkk09GIpHA0KFDUVJSghUrVqSGjy5cuBDnnHMObrnlFvzjH/8AIHqwPfXUU7j99tvx97//PbXOo446CrIsY+XKlV3yehIRERF1Jw4RJSIiIurFJk2ahOLiYgwbNgw/+9nP4HK5sGDBAgwdOhSVlZVYvXo1pk2blkquAcARRxyB008/HW+99Va7ttE0uebz+VBXV4eTTjoJmzdvhs/n63DMK1euRE1NDX73u99l1Gb70Y9+hEMOOQQLFy5stsxvfvObjN9PPPFEbN68ucPbJiIiIsoGJtiIiIiIerFHHnkE77zzDl5++WWcffbZqKurg81mAwBs27YNADBmzJhmy40dOxZ1dXUIhUJtbuPjjz/GpEmTUjXciouLcdNNNwFApxJs+4rrkEMOST1vstvtqeGqpvz8fDQ2NnZ420RERETZwBpsRERERL3Ysccem5pFdMqUKTjhhBNw8cUXY8OGDV2y/oqKCpx22mk45JBDcN9992HYsGGwWq146623cP/990PX9S7Zzr4oitLt2yAiIiLqTuzBRkRERNRHKIqC6dOnY/fu3Xj44YcxYsQIAGgx2fbtt9+iqKgILpcLACBJUovrfOONNxCLxbBgwQL8+te/xtlnn41JkyY1q8m2r3XsbV9xbdiwIfU8ERERUX/BBBsRERFRH3LyySfj2GOPxcyZM5Gfn48jjzwSTz31FLxeb6rNunXrsGTJEpx99tmpx8xEW9N2QLr3WNN5r3w+H+bMmdNs2y6Xq9nyLZk4cSJKSkrw6KOPIhaLpR5ftGgRvvnmG/zoRz9qz64SERER9RkcIkpERETUx9xwww244IILMHfuXNx9990466yzcPzxx+OKK65AJBLBQw89hNzcXNx2222pZY4++mgAwN/+9jf84he/gMViwbnnnoszzjgDVqsV5557Ln79618jGAxi9uzZKCkpQWVlZcZ2jz76aMyaNQvl5eUYPXo0SkpKcOqppzaLz2KxYMaMGbjssstw0kkn4aKLLkJ1dTUeeOABjBw5En/84x+79fUhIiIi6mlMsBERERH1MT/96U9x4IEH4p577sGGDRuwePFi3HrrrbjllltgsVhw0kknYcaMGRg1alRqmWOOOQb//Oc/8eijj2Lx4sXQdR1btmzBmDFj8PLLL+Pmm2/G9ddfj7KyMvz2t79FcXExLr/88ozt3nLLLdi2bRvuuusuBAIBnHTSSS0m2ABg2rRpcDqduPPOO3HjjTfC5XLhJz/5CWbMmIG8vLzufHmIiIiIepxkNB0PQERERERERERERB3CGmxERERERERERET7gQk2IiIiIiIiIiKi/cAEGxERERERERER0X5ggo2IiIiIiIiIiGg/MMFGRERERERERES0H9RsB9Cb6LqO3bt3w+PxQJKkbIdDRERERERERERZZBgGAoEABg8eDFluvZ8aE2xN7N69G8OGDct2GERERERERERE1Ivs2LEDQ4cObfV5Jtia8Hg8AMSLlpOTg2AwCABwu93tXkdHl+nr7XtjTNznrm/fG2MaiPvAfW6f3hYT97nr2/fGmLjPXd++N8Y0EPeB+9w+vS0m7nPXt++NMXGfu759b4yJ+9w+3bkNv9+PYcOGpXJGrWGCrQlzWGhOTg5ycnJSXf86clA7ukxfb98bY+I+d3373hjTQNwH7nP79LaYuM9d3743xsR97vr2vTGmgbgP3Of26W0xcZ+7vn1vjIn73PXte2NM3Of26YlttFVKjJMcEBERERERERER7Qcm2IiIiIiIiIiIiPYDE2xERERERERERET7gTXYOkHTNCQSiRafi8ViAABVbd9L29fb98aYuM9d3743xjQQ9yGb+2yxWKAoSru3S0RERERENJAwwdYBhmGgqqoKXq+31Ta6rgNIF8xrS19v3xtj4j53ffveGNNA3Ids73NeXh7KysraLO5JREREREQ00DDB1gFmcq2kpAROp7PFL5mapgFAu3t69PX2vTEm7nPXt++NMQ3EfcjWPhuGgXA4jJqaGgDAoEGD2r19IiIiIiKigYAJtnbSNC2VXCssLNxnO6D3fMHuK1/g+1L73hgT97l9eltMfWmfHQ4HAKCmpgYlJSUcLkpERERERNQEJzloJ7PmmtPpzHIkRETZYZ7/WqtBSURERERENFCxB1sHsfYQEQ1UPP8RERER9S1xLY66cB0ssgU7GnagwF4An+5DXIvDY/MgEAvAolhgV+3QDR159jxouoaknoTH5sl2+ER9ChNsRERERERERP2MYRioDdWi1F0KVVbhMETJD7fbnWpT5CxKtfXFfAjFQ5AlGeFEGDEthlp/LQwYKJFL4I/5YVftsCpWJPUkSl2lGTdgdUNHQkvAolh6dkeJegkm2IiIiIiIiIj6mapgFXLtuVDltr/2S5KEPHte6vdcey4AwK7bAQBup7tZMq4+Uo9YMpbqDReKh6DFNMiSjMpYJXJsOQAAX8yHAkdBRttgPAhVVpGMJuGNeVGGMsiSDE3XUOgshEW2cPQE9TlMsFEzW7duxejRo/Hll1/iyCOPbLHNsmXLcMopp6CxsREeT9d0HW66zry8vC5Z50C1detWjBo1qs1jOGnSpC59vbvj72KgkiQJr732GqZMmdLi8+05xh1lrnPlypU4+uiju2SdRERERJQdiqzAbXW33bCD9k7GmYqcRQgGgwAye8mVuktbbAsAQTmIImcR3G43DMNAMB5EJBFBbbw2I3EnSzIcFgd2e3fDqTqRJ+ehPlyPAkcBNENDMB5Enj0P0WQUST0Jt9WNYDyIWCQGm2JDVbwKbqsbiqSgIdKAQmchEloC4UQYufZcRBIR6IYOl9WFKl8VrLIVBXIBGiONqUShP+ZHviO/WVIxHA7DoTpQHa+G0+KERbG0GJu5DSNuIJgIIl/Ph021pbZhV+2pxCb1TUywUTPDhg1DZWUlioqKsh0KdRKPYd9XWVmJ/Pz8bIdBRERERH2QP+aHpmvZDqNDJElK1X1rmmgyk3FAyz3qWlPkLEJQbZ7wK3YV73O51rbRWqKwpW3sK7ZgMIgiFKXam219UR+2+7ZjeO7wfcZHvRcTbNSMoigoKyvLdhi0H3gM+z4ePyIiIiLqrLgWxyDPoGyHQR2Qa8+FZmiIJqOwq/Zsh0OdIGc7AOpetbW1GDJkCP71r3+lHlu+fDmsViuWLl3a4jJbt26FJElYvXp16rG33noLBx98MBwOB0455RRs3bq12XIfffQRTjzxRDgcDgwbNgx/+MMfEAqFUs/Pnz8fEydORF5eHoYMGYKLL74YNTU1Xbav/dW8efNQWFiIWCyW8fiUKVNw6aWXtrhMW8fwtNNOw7Zt25ot19YxfPrppzFx4kR4PB6UlZXxGLaTeTz2/nfqqae2uowkSXj99ddTv3/++eeYOHEiXC4XJk6ciC+//LLZMuvWrcNZZ50Ft9uN0tJSXHrppairq0s9v3jxYpxwwgnIy8tDYWEhzjnnHFRUVHTpvhIZhoHacC12B3Zjc+Nm1IXrsLF+I2LJWNsLExERUZfwx/zZDoE6ocBRgF3+XdkOgzqJCbauUFcHhEJAMAg0NADhMOD3A42N4vHGRvF7OCyeDwbF43V14rFAIL2czwd4veLnpsvV14vl9oxpb6/i4mLMnj0bt912G1auXIlAIIBLL70U11xzDU477bR2rWPHjh346U9/inPPPRerV6/GlVdeib/85S8ZbSoqKjB58mScf/75WLNmDV544QV89NFHuOaaa1JtEokE/vnPf+KLL77AK6+8gq1bt2LatGkd2p/uUheuQygeQjAeREOkAeFEGP6YH42RRoTiITRGGuGP+RFOhNEQaUAwHkQoHkJduA7hRBiBWCC1nC/qgzfqRTgRzliuPlyPYDyIYLxjx/CCCy6ApmlYsGBB6rGamhosXLgQl19+ebvWsfcxvOKKK3DTTTdltOnIMfzqq6/w+uuv965j2Hvfhqkhu+a/L7/8EoWFhTjxxBPbtXwwGMQ555yDsWPH4vPPP8dtt92G66+/PqON1+vFqaeeigkTJmDlypVYvHgxqqur8Ytf/CLVJhQK4brrrsPKlSuxdOlSyLKMn/zkJ9B1vWM7RNSC2lAtKgOV2BXYBbfFjcGewTgg/wAUOYswumA0IskIdvp3Ypt3G+rCddjcuBm7A7v5BYCIiKgb2BRbtkOgTsq15/a54b0kcIjoAHD22WfjqquuwtSpU1M9YKZPn97u5WfNmoUDDzwQ9957LwBgzJgxWLt2LWbMmJFqM2PGDEydOhXXXnstAOCggw7Cgw8+iJNOOgmzZs2C3W5PJYM0TcMBBxyABx98EMcccwyCwWDGeHXK5HA4cPHFF2POnDm44IILAIieZMOHD8fJJ5/crnXsfQxHjx6NtWvX4u677061mT59+j6PocViwWWXXQZFUQCAx7ADmg7ZjUajmDJlCo4//njceuut7Vr+2Wefha7rmD17Nux2O4444gjs3LkTv/3tb1NtHn74YUyYMCGjt+qTTz6JYcOG4bvvvsPYsWNx/vnnZ6z3ySefRHFxMdavX49x48Z1wZ7SQNQYaURMi8GhOlI1TYJ7ZaHNYshNCyKb9UZC8RAqvBXIseagQWtAmbsMVsXaY/ETERH1NwktAYfFke0wqJNybbnY7tuOUfmjsh0KdRATbF2haSF5x54T2Z4kBADA5Ur/7HRmPq5pzdu31Nb8WetcJvuee+7BuHHj8NJLL2HVqlWw2dp/R+Obb77Bcccdl/HY8ccfn/H7mjVrsGbNGjzzzDOpxwzDgK7r2LJlC8aOHYtVq1bhtttuw1dffYXGxsZUr5nt27fj0EMP7dR+dZUiZ1EqcdQSF9LH0GlxQttzHHKUnOaNLchoC4ikotPi3Oc29uWqq67CMcccg127dmHIkCGYO3cupk2b1u6pq9tzDL/66qt9HsODDz4Yq1atSvVg63XHsI35HFp7uzV9e+5N08Rbz2zf9C3ZWZdffjkCgQDeeecdyHL7OhF/8803OOKII2C3p2sxtHT8/ve//7WY6KyoqMDYsWOxceNG3HLLLfjss89QV1eXcfyYYKPOiCQi8Mf8GJE3otPrcFldOCDvAACAxW4RM34lYwgnwsiz58Ef88NpccJtdUOVVdhU3pEnIiLal12BXRjsGZztMKiTLIolNdkD9S1MsA0QFRUV2L17N3Rdx9atW3H44Yd36fqDwSB+/etf4w9/+EOz54YPH45QKIQzzzwTZ555JubNm4fi4mLs2rULZ555JuLxeJfG0h9NmDAB48ePx7x583DGGWfg66+/xsKFC7t0G+05hmeffTbOPPNMPPPMMyguLsb27dt5DDugvLwcb7/9Nj7//HN4PJ5UorYrBINBnHvuuRk9SwGR3B00SBS4PffcczFixAjMnj0bgwcPhq7rGDduHI8fdVooEdqv5NrebKotI4FmGAbyHfkwDAMxLYbKYCXcVjdC8RAi4Qjsqh2KTeFd+iYSWgLeqBcWxYJANABFUmCxW2DAgCIpUGQFEqR236AhIqK+x211szd4HxeKh9qcJZV6HybYBoB4PI5LLrkEF154IcaMGYMrr7wSa9euRUlJSbuWHzt2bEb9LwD49NNPM36fMGEC1q9fj9GjR7e4jrVr16K+vh533nknBg8Wd1NaKtJOrbvyyisxc+ZM7Nq1C5MmTcKwYcPavWx7juFRRx21z2O4evXq1DE0t71y5coO7sXA9corr+D222/HokWLcOCBB3Zo2bFjx2L+/PmIRqOpXmwtHb9XXnkFI0eOhKqmT+1mEq++vh4bNmzA7NmzU7XfPvroo/3ZJSJ4o95uvfiTJAkSJEACnLITI/NGAhC9joNqEIZhoCZUA6fFiUgyAkD0HPbH/LCrdlgVKxoiDciz5yEQCiAYD2KIPASRRASaocFtdSMQC8CiWGBX7WiMNCLHlgNJkrCrYRfy7flo0Br2uV7DMOCP+WHRLIhpMVgTVnhsHoTiIciSDIfFkVovAPhiPhQ4CtAQaEBMi2GQPCijrS/qg9PihEWxoD5cjwJHAZJ6EqFECGpSRTQZhSPpgMvqQiAWgFWxwqbaUvEokgKLYoHL4kJUjiKmxRDTYqltqLKKxmgj3FY3NF28Brn23G47hkRE1PMiiUi2Q6D9JEssl98XMcE2ANx8883w+Xx48MEH4Xa78dZbb+Hyyy/Hm2++2a7lf/Ob3+Dee+/FDTfcgCuvvBKrVq3C3LlzM9rccMMN+MEPfoBrrrkGV155JVwuF9avX4933nkHDz/8MIYPHw6r1YqHHnoIV111Fb7++mv885//7Ia97b8uvvhiXH/99Zg9ezbmzZvXoWX3PoYrVqxoto4bb7wR3/ve99p1DH/zm99g3bp1PIbttG7dOvzyl7/EjTfeiMMOOwxVVVUARG22goKCNpe/+OKL8be//Q2//vWvceONN2LHjh245557MtpcffXVmD17Ni666CL8+c9/RkFBATZt2oTnnnsOjz/+OPLz81FYWIjHH38cgwYNwvbt25tNVkLUUS7LPsZY9wBJklrsQdc06Wf+7DScKHWVwu10t9nWbA8gY9h1a21L3aWpunNm+321BQC7LpLlbqe71bZ7Jy/buw2T2+qGG264be5Ugg8ACp2FqZ8rA5WQJCnjeSIi6tt0I3MCK8MwUNFYgbW71gIQNZ4BYLBnMMYUjmH5hV6IvfP7JqZF+7lly5bhwQcfxPz585GTkwNZljF//nx8+OGHmDVrVrvWMXz4cLzyyit4/fXXMX78eDz66KMZhdQB4IgjjsD777+P7777DieeeCImTJiAW265JdVbrbi4GHPnzsVLL72Eww8/HDNmzGiWIKB9y83Nxfnnnw+3240pU6Z0aNm9j+Fjjz2G8vLyjDbtOYZPPvkkXnrpJRx66KG48847eQzbaeXKlQiHwygvL8egQYNS/372s5+1a3m324033ngD69atw8SJE/G3v/2t2VDQwYMH4+OPP4amaTjjjDNw+OGH49prr0Vubi5kWYYsy3j++eexatUqjBs3Dn/84x8zJrkg6ijDMPZ5d1U3dARiAcSSsR6MijpqkGcQwolwtsMgIqIu5LKmb4C9v/V9LNq0CLqhY9LISTh91OmYPHoyzjzwTBQ6CvHxjo+xeNNivL3pbSzetDj1b9HGRVi0cRHW161HY7QRhmFkcY8GpoZIQ7ZDoA5iD7Z+7uSTT0Y0Gs0orj9y5Ej4fL5Wlxk5cmSzE+g555yDc845J+Oxyy67DEB6CNoxxxyDJUuWtLreiy66CBdddFGqvaIoGds5+eSTeeJuw65duzB16tQ2J6lo6xiax+CKK67IaNPWMfzFL36BqVOnZjzW2jHsyvpifd20adMwbdq0Zo/v6zXa+/h973vfw6pVqwAg9X7eu81BBx2EV199tdVtTJo0CevXr291OyNHjkQymdzHnhCl+WP+Fut4NUQasHjjYjhUB0pySxBJRhBLxmBTbThh+Amwq/YW1kbZFIwH225ERER9gqZrCMQCKHIWYat3K1xWF04aeRKAzFm+JUnCkJwhGJIzpNV1GYaBDZUbsKlxE9Z718OAuG6UIEEzNFgVK0pcJcix5Yi29RsQjUaRb89HUU4RbKoNVsUKi2yBVbGiwFHAGqDtVOAoQF24LtthUAcxwUbUBzQ2NmLZsmVYtmwZ/v3vf2c7HCIiJPQEip3FAIDGSCM+2v4RVFmF2+rGuaPPhSRJGcMrI4kIlu9YjrgmJtWQIMGAAafFifH546HInZtlmfbfYM9g9mIjIuonYloM+Y58AMBXVV/hvEPO6/S6JEnC0JyhGJoztMWZ6mPJGOoj9fDH/DAMA2ceeCYCwQAao42QrTLiWhzBeBAJLYG4FseK3SvEevdcAwBAJCLqxTkcDhiGAUmSYBgGPDYPChwFKHAUIM+eB03XEE1GEYqEYFEsUJMqLLIFsiSnkna6oSOhJZDUk9ANXfSmjwZgwEBCScCAkbq5bMCABAkWxZKa/Mdpcfaa2meyJLPzSR/EBBtRHzBhwgQ0NjZixowZGDNmTLbDISJCOBFGkbMIb296Gw6LAz86+Eepi9Kmd8hNDosDp446tdnjvqgP7218D7qhw+FwYHjucIwpHAOLYun2fSDBaXFiU8MmlFnLsh0KERHtp7gWh8viQiwZyxgq2h1sqg2DPYMx2DM49ZgsySh0FLaYkGvJ3vVFAdFzLpQIoSHSgKpgFb6t+xaKpMCu2hEKh5DQE7D4LUjqSWh6erSGOZmPKquQJRmyJCMSiUCSJLhi4rVoOpO2YRhI6AkAIjkXToShG3pqGbvdLiZbQjoht/fPABCJiiShORlZ0/3Yu8eeYRiIRqMA0rXwmsZ12qjTUjcd/TF/qnYr9Q1MsBH1AVu3bs12CEREzWzzbkOZuwzjy8Z3eh259lycPup0AIDL5cJO/078b+v/kNASkCQJiiQuMoflDsOYwjHs6dZN3Nb2fREiIqLerTpYjYMLD8b7297H8UOPz3Y4nSJJkpiox+rG8NzhGc+1lJDbl46274lttNY+kojgtW9fw88OFXWazZ6I1HcwwUZEREQd5rQ48fmuz3HW6LO6bJ2SJGFY7jAMyx2W8bhu6Nju246lW5YioSWgyioi0QisshWnHnwq67p1gaZ34omIqO8qdBZCkiREEpFu78FGXcthceCoQUfhi8ovcNSgoxBNRrMdEnUQE2xERETUYd6oN2OYRXeSJRkj80ZiZN7I1GPBYBCRRAQfbf8IcS3eYs2UpkM5mtZ4MZ/be7iHYRhQZAU5thzU+eoQ1+NwOpztSj6Zw0McdkdqfeZyuqFDkqSMmjPRaBSGYcDpcLa6TkVWoBt6avhLNBqFRbagOLcYNtWWqh2T1JOoDdUiqSdT6wfSdW2absOsVeOyuHBk2ZFwWES8/pgfLhu/iBER9XVmrVPqmw7IPwD//fa/OGrQUUhoiWyHQx3EBBsRERF1iKZryLHlZDsMOCwOTDpgUrvatnf4RlJPIhQPQfOI2dH2t4aMAaPF5F974knqSUiQUsNig8Eg4locklVCTIulaseosoqxRWOb1a1raRuarsGAgWA8iI93fAxN13Dm6DNR4ipBIpZg7Tsioj4umowirsV5Pu/DhuUOQ2WgEh6bJ9uhUAf1jikyiIiIqM+IJCOwyBaocv+7T6fKKnLtubAq1v1elyRJ+zUbmSqrzWrOWRUr8h35KHOXYZBnEIbnDsdgz+B2f5FSZAWqrCLPnodJB0zCwYUHY3XValgVK3wxX6djJSKi3iHHloOva77GuJJx2Q6FOmlC2QSsrlqNYLz5pFHUuzHBRkRERB1SHazGDt8OjCnirMZ93aj8Udjp3wm7akc4Gc52OEREtJ9C8RCqQ9UodXH2yb7KLL/RH29k9ndMsFGLvv32W3zve9+D3W7HkUceia1bt0KSJKxevRoAsGzZMkiSBK/Xm9U4qXU8hn1bVVUVTj/9dLhcLuTl5QEAVFXFf//7XwBodjyJelKuPRe7ArswLGdY242p11NlFbqhw6m2Xg+OiIj6BrPndE/USKXuZVftMAyj7YbUazDBRi269dZb4XK5sGHDBixduhTDhg1DZWUlxo1ruavxU089lUoCUO/Q0WM4d+5cHsNe5P7770dlZSVWr16N7777DgCwc+dOTJ48ucX2TJhSTzJnteLFe/9w9KCjsapyFfxxf7ZDISKi/ZDUk3Bb21c7lHo3SZIQS8YQSUayHQp1ABNs1KKKigqccMIJGDFiBAoLC6EoCsrKyqCq3dtNVdM06LrerdsYKHgM+7aKigocffTROOigg1BSUgIAKCsrg81m69btGoaBZDLZrdugvi+pJ5lc60eKXcWoD9ezBxsRUR/nj/mhG7wO7w9sig021cbj2ccwwdbP1dbWYsiQIfjXv/6Vemz58uWwWq1YunRpi8uoqopVq1bh9ttvhyRJuO222/Y5HG3ZsmW44oor4PP5IElSahkAiMViuP766zFkyBC4XC4cd9xxWLZsWWpZs9fUggULcOihh8Jms2H79u1d+RL0efPmzUNhYSFisVjG41OmTMGll17a4jKSJHX4GF522WX7PIbDhw9HTk4Oj2EnmK/93v9OPfXUFtuPHDkSr7zyCubNmwdJkjBt2jQAmUNE917/KaecAgDIz8/PWEbXddx5550YNWoUHA4Hxo8fj5dffjm1rNnzbdGiRTj66KPhdDrx0Ucfde0LQP0O7473P5IkNZtQgYiI+hbDMOCxeiCBN8H6ulH5o7ArsAtJnTe++xJWzevniouLMXv2bJx//vk444wzMGbMGFx66aW45pprcNppp7W4zM6dO3HmmWdi8uTJuP766+F2u1FXV9fqNr7//e/jvvvuw2233YYNGzYAANxu8eXrmmuuwfr16/H8889j8ODBeO211/CjH/0Iq1evxiGHHAIACIfDmDFjBp544gkUFhameuuQcMEFF+APf/gDFixYgAsuuAAAUFNTg4ULF2LJkiUtLlNZWYlJkyZ16BjOnDkTt9xyS6vH8JlnnsHgwYOxYMECTJ48GWvXrsVBBx0EgMewLebwXFNVVRUmTZqEE088scX2K1aswC9/+Uvk5OTggQcegMPhaHP9r7zyCs4//3xs2LABOTk5qWXuvPNOPPvss3j00Udx0EEH4YMPPsAll1yC4uJinHTSSal1/OUvf8E999yDESNGID8/vwv2mvqzQCyQ7RCoGzRGG1HsLM52GERE1EmaoSGUCCHfwWu5vm5ozlBs2LwBLosLZdaybIdD7cQE2/6Kx4GmvXU0TfyvtPMucGfaDx8OtPGFu6mzzz4bV111FaZOnYqJEyfC5XJh+vTprbY3hxG63W6UlYk3876SM1arFbm5uZAkKdUeALZv3445c+Zg+/btGDx4MADg+uuvx6JFizB37lzceeedAIBEIoF///vfGD9+fLv3qSvFtTi2+7ZDae8xgBgGCaDdy+zdfnjucFgVa7uWdTgcuPjiizFnzpxUgu3pp5/G8OHDcfLJJ7e4THccw9JSMRPR9ddfj8WLF2POnDmpnpEtHUNzn3vC3m/D1nTl23P4cMDavkOYGp4LANFoFFOmTMHxxx+PW2+9tcX2xcXFsNlscDgcGcdjX+svKCgAAJSUlKRq6cViMdx55514++23ccIJJwAADjjgAHz00Ud47LHHMhJst99+O04//fQePW7Ud0USEeTacrMdBnUhWZJRYC+ApvMcQETUVzVGGhHX4hiaMzTbodB+UmUVBgzk2fMAjhLtM5hgGyDuuecejBs3Di+99BJWrVrV7XWcAGDt2rXQNA0HH3xwxuOxWAyFhYWp361WK4444ohuj6cvu+qqq3DMMcdg165dGDJkCObOnYtp06Z1ew0kHsOud/nllyMQCOCdd96BLHfvKP1NmzYhHA43mxghHo9jwoQJGY9NnDixW2Oh/iOhJVAXqcOYwjHZDoW6UJm7DA2RBthVO3LB5CkRUV9U6CzEl5Vf4tDiQ7MdCnWRWDIGu2zPdhjUTkyw7S+rFRg9Ov17T/Rg64SKigrs3r0buq5j69atOPzwwzu1no4IBoNQFAWrVq3K6OmlaVpq+CEgemhls1i2VbFidMHoHu3B1lETJkzA+PHjMW/ePJxxxhn4+uuvsXDhwk6tqyOaHkOTuQ+96hju9TZsTXe/PdtSXl6Ot99+G59//jk8Hk+39xYLBoMAgAULFmD48OEZz+2dZHe5XN0aC/UfdeE61IXrcOLwloc4U980IncEPmn4BE6LE2XgUBQior4oloxBN3TW1OxHYlqMlfP7ECbYBoB4PI5LLrkEF154IcaMGYMrr7wSa9eu7dI6WVartVmyYMKECdA0DTU1NRm1pjgErXOuvPJKzJw5E7t27cKkSZMwbNiwLl1/W8fw+9//PoDOJwkHuldeeQW33347Fi1ahAMPPLDL12/dM1616TE0J53YsWNHqxMqEHWUKqtwqNlNqlPXy7XnIpKMwK7yLjkRUV8V02JtN6I+JceWwyGifQhzoQPAzTffDJ/PhwcffBA33ngjDj74YFx++eVduo0RI0YgGAxi6dKlqKurQzgcxsEHH4ypU6fil7/8JV599VVs2bIFn3/+Oe68884e6X3V31x88cXYuXMnZs+e3eXHDxAzV+7rGL722mupYzh9+nQeww5Yt24dfvnLX+LGG2/EYYcdhqqqKlRVVaGhoaHLtjFixAhIkoQ333wTtbW1CAaD8Hg8uO666/CnP/0JTz31FCoqKvDFF1/goYcewlNPPdVl26aBRTM0yBIvH/qrcDKc7RCIiKiTcmw52Q6BulgoHsp2CNQBvELu55YtW4YHH3wQ8+fPR05ODmRZxvz58/Hhhx9i1qxZXbad73//+/jNb36DCy+8EMXFxbjrrrsAAHPmzMEvf/lL/OlPf8KYMWMwZcoUrFy5stlwNWpbbm4uzj//fLjdbkyZMqXL19/WMbzhhhtw6KGHYsqUKVixYgWPYQesXLkS4XAY5eXlGDRoUOrfz372sy7bxpAhQ/CPf/wDf/nLX1BaWoprrrkGgJi84G9/+xumT5+OsWPHYvLkyVi4cCFGjRrVZdumgSUYD2Y7BOpGMi8NiYj6LCZj+hcJEm9q9jEcItrPnXzyyYhGoxnD+kaOHAmfz7fP5VavXp3x+8iRI2EYRsZ6zd/NIWmzZs1qlrSzWCz4xz/+gX/84x+px5oOYZs2bRqmTZvWoX0ayHbt2oWpU6e2a5KKfR1DTdMyjqFpX8fwlltuAdB8iCiPYdtae432NVz69ddfb/ZYMplM/bz3exIA/v73v+Pvf/97xmOSJOEPf/gD/vjHP7a4nZb+Doj2Jc+eBwP8m+mvOESUiKjvYjKmfzFgwGFxcIhoH8J3IFEf0NjYiNdeew3Lli3D1Vdfne1wiGgAiyQi2Q6BupEvtu8bcERE1Hs5LI5sh0BdzBv1ZjsE6gD2YCPqAyZMmIDGxkbMmDEDY8aMyXY4RDSAxbU4FImTnfRXTtWZ7RCIiKgTYskYfFEfLIol26FQF7HIFlhla7bDoA5ggo2oD9i6dWu2QyAiAgCEE2GUukuzHQZ1gxxbDic5ICLqo5J6Ekk9iWJncbZDoS6S78hHMB5EgVqQ7VConThElIiIiNptU8MmDPEMyXYY1A3KXGXY1LiJdRmJiPogzdDgjXpR4irJdijURfLt+djm25btMKgDmGAjIiKidgslQihw8E5qf1TmKoOma0jqybYbExFRr1IbqoU36kWhszDboVAXyXfkQ5ZlaHrrE6NR79JnEmzTp0/HMcccA4/Hg5KSEkyZMgUbNmzIaBONRnH11VejsLAQbrcb559/Pqqrq7s0Dl3nFB5ENDDx/Ee6ocOqWCFJUrZDoW5gU21IGklEkpzIgoior8m15wIAVJlVoPqLHFsOArEAEnoi26FQO/WZd9/777+Pq6++GscccwySySRuuukmnHHGGVi/fj1cLhcA4I9//CMWLlyIl156Cbm5ubjmmmvw05/+FB9//PF+b99qtUKWZezevRvFxcWwWlv+gqFpIrusKO0rAN3X2/fGmLjPXd++N8Y0EPchW/tsGAbi8Thqa2shyzKsVhZbHagCsQB7N/VzqqTCH/Mjx5aT7VCIiKgDEhqTMP2NLIn+UOFEGHbVnuVoqD36TIJt8eLFGb/PnTsXJSUlWLVqFX74wx/C5/PhP//5D5599lmceuqpAIA5c+Zg7Nix+PTTT/G9731vv7YvyzJGjRqFyspK7N69u9V2Zg8PWW5f58C+3r43xsR97vr2vTGmgbgP2d5np9OJ4cOHd2j71P94rJ5sh0DdyKJYeBFPRNQHsfdx/2RTbVBkzt7eV/SZBNvefD4fAKCgQNSBWbVqFRKJBCZNmpRqc8ghh2D48OH45JNPWkywxWIxxGKx1O9+v3+f27RarRg+fDiSyWSql8feQqEQAKR61bWlr7fvjTFxn7u+fW+MaSDuQzb3WVEUqKrKoYEDXEyLcejJABCKh1DkLMp2GERE1AHsedw/yZARioeQa8vNdijUDn3yKlnXdVx77bX4wQ9+gHHjxgEAqqqqYLVakZeXl9G2tLQUVVVVLa5n+vTp+Mc//tGhbUuSBIvFAovF0uLzyaQYOmO3t+/ub19v3xtj4j53ffveGNNA3IfeuM80sPhjfiZZBwAeYyKiviecCMMAZ4HubxRZQdJgeY6+ok+O87n66quxbt06PP/88/u1nr/+9a/w+Xypfzt27OiiCImIiPqfPHtetkOgHuC0OLMdAhEREe3hVPm53Ff0uR5s11xzDd5880188MEHGDp0aOrxsrIyxONxeL3ejF5s1dXVKCsra3FdNpsNNputu0MmIiLqF6LJKCSwd1N/54v6OESUiKiP4c2R/isQD/BzuY/oMz3YDMPANddcg9deew3vvfceRo0alfH80UcfDYvFgqVLl6Ye27BhA7Zv347jjz++p8MlIiLqd5J6ksNP+jlZkmFTePORiKiv8cf2XU+c+iYJEicf6kP6TA+2q6++Gs8++yz++9//wuPxpOqq5ebmwuFwIDc3F1dccQWuu+46FBQUICcnB7///e9x/PHH7/cMokRERAS4re5sh0DdLN+ej0A8kO0wiIioE3iDpH+yyC3Xf6fep8/0YJs1axZ8Ph9OPvlkDBo0KPXvhRdeSLW5//77cc455+D888/HD3/4Q5SVleHVV1/NYtRERET9R0O4gRd5/VyRswibGzdnOwwiIuqgcCKMAkdBtsOgbtAYbcx2CNROfaYHm2G0PSTFbrfjkUcewSOPPNIDEREREQ0skWQE+Y78bIdB3ajIUYSNgY3ZDoOIiDrAMAxs923HuJJx2Q6FupgBg5NM9SF9pgcbERERZVc4EUa+nQm2/sxpcSIUC7XrxiYREfUOST0JCRI/o/spTdeyHQK1ExNsRERE1C47fDs4/GSAiCQj2Q6BiIjaKa7FEUlGWCu1H3KoDtRF6rIdBrUTE2xERETULjp0eGyebIdB3cxtc0M39GyHQURE7RSIByBBgiRJ2Q6FuliuPReKpGQ7DGonJtiIiIioTeaQQVnipUN/J0syAjHOJEpE1FdYZAtsKmcQ7Y9ybbnswdaH8CqZiIiI2hTTYohr8WyHQT1AlVQk9ES2wyAionYKJ8K8AdZP5dpz4Yv6sh0GtRPfhURERNQmwzCQa8vNdhjUAyRJgtPizHYYRETUTpqhQQKHh/ZHObYcaIbGiQ76CCbYiIiIqE2RZAQGOLPkQMG75UREfQcnN+i/VFlFUk8iqkWzHQq1AxNsRERE1KZQIgSLbMl2GNQDDBhwWBzZDoOIiNqJdTP7N6tiRUJj6Ya+gAk2IiIiapNDdUCV1WyHQT1AgsRkKhFRH2JVrNkOgboRr7/6DibYiIiIqE3hZJhDRAcIl9WFnf6d2Q6DiIjayaba+BndjymSgvpIfbbDoHZggo2IiIjaJPOSYcAocBRkOwQiIuqAxkhjtkOgbiRJEuvs9RG8WiYiIqI22VU7ZygbIAocBagL12U7DCIiaqccW062Q6BuJEkSZImpm76AR4mIiIja5Iv5OPxkgMi356MqWJXtMIiIqJ0iiQgcKien6c+8UW+2Q6B2YIKNiIiI2qTKKi/eBwibaoNVZcFsIqK+Yqd/J/Id+dkOg7qJYRjIt/P49gVMsBEREVGbAvEAL94HEE3XkNST2Q6DiIjaQwITMP1cXItnOwRqBybYiIiIqE07/Dt48T6AWGQLoslotsMgIqI2aLqGunAdb4L1czEtlu0QqB2YYCMiIqI2GYbB2SUHEIfqgGGw5h4RUW8X1aKIJWNwWVzZDoW6iSRJ8Fg92Q6D2oEJNiIiImpTMBGE0+LMdhjUQyRJQkOkIdthEBFRGwzDEDN9S5zpuz8LJULZDoHagQk2IiIialNMi/HifQBRZAUWxZLtMIiIqA3BeBCKpGQ7DOpGDtWBWJJDRPsCJtiIiIhon3RDZ++1AciqcCZRIqLeTjM0KDITbP1Zni2Pkxz0EUywERER0T7FkjGA5bgGHA4RJSLq/WyKjT3M+7lcWy52h3azNmofwAQbERER7VNcj/Pu+AAjQUKePS/bYRARURt8MR8kMMHWn+XZ86DpGpJ6MtuhUBuYYCMiIqI22RRbtkOgHqYberZDICKiNritbhjsZt6vuSwuJPUkNEPLdijUBibYiIiIaJ+8US8LKA8wDosDdeG6bIdBRERtkCV+pe/vJEmCZmhojDRmOxRqA9+NREREtE9Wxcr6LgNMgaOAPdiIiPqAxmgjh4gOAE7VCZvK0QS9HRNsREREtE8W2ZLtEKiHFTgKUB2sznYYRETUhgJ7QbZDoB4gy7KYdIp6NSbYiIiIaJ8aopxNcqDJt+dziCgRUR+Q0BPZDoF6gGEYCCfC2Q6D2sAEGxEREe1Tni2PQ0QHGIfFAVmWYRgsnE1E1JuF4iHWYRsgcu252Q6B2sB3IhEREe1TMBGEU3VmOwzqYbqu8245EVEfwMRL/ydJEj+T+wAm2IiIiGifdgd2o8DBGi8DjcPi4NAjIqJeLKElUB+pR749P9uhUDczDIO9yvsAJtiIiIhon3RDR54tL9thUA+zyBZezBMR9WJRLYqoFkWePS/boVAPcFld2Q6B2tBlCTav19tVqyIiIqJepC5cx4v3AUiWZNSGa7MdBhERtUI3dMS1OD+jBwBJkuCP+bMdBrVB7cxCM2bMwMiRI3HhhRcCAH7+85/jlVdeQVlZGd566y2MHz++S4MkIiKi7IkkI7Cr9myHQT1MkiTk2ljXh4iot2qINMCAAYtiyXYonWMYQCIBJJNANAps3y5+1zRA1wG7XfwcCIg2ug7F7xePAYCqArIsnne5xOORCODxALGYaA9AisUAhwOwWoFQSLRVVbHNwkLx+86d4vlkEmo0CkNRxLoVRfyLRMTzmiaWc7szt2FuV1XFNhyOdGwej4g/mQQcDqher3guJ0e0tdnENnw+4JBDgO99T2xrL7wW6/06lWB79NFH8cwzzwAA3nnnHbzzzjtYtGgRXnzxRdxwww1YsmRJlwZJRERE2cMLuoFJggQDHCJKRNRbOVQHJOw1y3dtLfDCC0BRkUgKqapI1vj9UCwWSMmkSOaYCSmbTbRJJgFJEv/sdiAvD9i+HWpjIwz7nusARRHrCgZFAgkA4nHA6RT/JxJQJEkkm1yuzLayLH72eERbXQccDiiBgGhXViaeKygQ2/H7xXqTSfFYfj4Qi0FLJERiyukU65RlkahTVRH7XrRgUPzgdov/DUPst2EA4bBYv88HHHFEanvJYFCsz25PbyOZFK+V3HwQYLNttCHZWnvDAHbsAF5+WbxGdjswdixw4IEAAFXuVPqGelCnjlBVVRWGDRsGAHjzzTfx85//HGeccQZGjhyJ4447rksDJCIiouzRdA1RLZrtMChLArEAytxl2Q6DiIhaoMhK5gP19cCLLwK//a1IUu0lIxGk66IHlplYi0REQkdRgF27RLJn3DgkDUM8byaDdD2diDMMkQgye5JJUoeTTR1tD7O9vZM3/yRJxAsAuXt6aRcWpp+3WNI95Mwkovl4d5MkYPhw4OKL048tWgRl3Tp4jinDdu92lLhKuj+O1ph/C9SqTiXY8vPzsWPHDgwbNgyLFy9GeXk5ADGzhWb+MRIREVGfF9fi7ME2QBkwkO/gzHRERL2VN+pN/2IYwEsvAb/+dYvJtWZkOTOB1DTBddBB6Z/NhFbT5UySJHp1Ufc56yzoq1ahaNHrMI6ZAGPw0ZB6IsllGMCiRUBDg0iiKopITAaDwIgRwJgxkKJRMaSVSbeUTiXYfvrTn+Liiy/GQQcdhPr6epx11lkAgC+//BKjR4/u0gCJqI8xDHEHrKEBUn296M5dVSXqKQwaJE7Oup6uOaCqgMUCacMGcReppETUKigoEHfVEgnxeDQqTt4uV2bX7rq6dB0Fs1YCEXUZzdBgl1tIsK1bB3zyCfCjHwGDB6cfj0QgL1kCuapKDC9RlHT9EU0T72unU7yn7XbAahXDT3JzgeOPF+eJli7Uksn0HefupmmQdu2CtH17umYKIO5eG4b43RwyEo0Cug61vl787vGIi0+nU+xHPC6+tJg1Zmw2IBKBGovBsNnEa2CzpffZPEdqmngskRD/WyxQa/dMOJCXJ+JwOMT/Zm8CM6Y961IikebrjEbFOdM0eDBw2GEi3r1YZAt8UR+KnEXd9EJTrxEMAq+9Jt5jNpv4exg7VvSk6CpNe70QUZfIt+djq2+r+OW554Czzuq5z0rqMcaYMXAP+RUq//cKEtuegdUXBM47T1wzdYclS4DKSuCYY4Czz27+/O7dUN57D0ZREbBypTi/mzXjRowASkvF50dP9PrrZTr17rv//vsxcuRI7NixA3fddRfce7LdlZWV+N3vftelARJRlqxeDXz+OXDUUUBZGaRoVJxEg8F03YT6evHF0ecT9R58PnGXw+mEYtZB8PvFyT8eF+2Dwcwvj4YByDIki0Wso6ZGPLd5s4hD10Ub8x8AhMNQolHxpdFiESf0eFzUUXA4REwHHCCSdZomEnSSJBJ65hfNUEgsGwyKx/Lz07UciCilNlQLuen7oroaeP55UYD3iiuApUuBN94Q77NkEjAM6D/8IfTCwn0P9zCHpsgyko2NIjG/YQPw1lsiSWUmpOx28Zx5l31Psk4NhdLJ+nA4XSDYTObpuljO5QLicaiRiEhoAc1ryDQtQpxIALoOqbQURn4+MGSIeNznE8tIUrq4cSQiziP5+UiaNwGa7rOui/XJsvgZEF98DAPJcDh9o8CMqbFRvI66Ls5p5n5oGqAoSJqvg80m2prDWGIx0TYcTif0gkHoZhJPkkRSzmoV8aiqWCYaFefoBQuAeByKrkOfOBEYNw4AUOQsQn2kHgfiwK75Y6Leaft2YPFi4Pzzxc2tcFgMD9uxA1i2DGoiAcP8W9v7/WK+z9xu8be3p43a0CD+zvZOOIfDqfckDEO8v6NRqLoOw7xuMN/rmiaeNxNykiS2p+tQzGFteXkZSeVm9gxnUuJxUUOqoCBjKBuSSbEds6D6np9l8z1VWirOMQ6H2M9QSPwzzx25ueI9lUhA9vnEz1Zrul6T1yu2l5cn3rfmP6sVks8nXgfzGiaREP+b573cXLGNPUlJKRxOn1OSSVGTqb1D6qjfimtx8cP774vPqxEjshsQdZtcex6+OfoweIccixJ7IfDss8DEieJmSFfRNOCJJ4BjjwXOOKP1doMHQ5syRfzc9DxkfiesqRE1AM0huANIpxJsFosF119/fbPH//jHP+53QETUC+zcCaxdC/y//yd6qaxdKy4c43Hxhc7pTH/RtFrFibWkRNzl2NMLoqP1FPSuqtdgGOLEvnEjsG2buJjfc1Gu+nwwnE5xcWuxiH9N60fU1KR7dkQiUBQFknnxa37Jt1jExXI8Li5kzB57OTniNdJ1cXFjsYjEYn5+yxf+HE5PfYTL6koX1V2/HlixAvj979PJ6NNPb77Q3sNJWtJ0aIrbLf6NGgWcckq74kqas4jlt28IY6sFhVvR7JyUk7PvBWKx5o/JcutDZ8zeZk3jaetC1HzNbTZRDHpveXnpn4uKYLS0z+ZrbvZYGzQIGDMGAKBVVUH54ANg0yZgyhQUOYuwpXELDMPomeEo1PO++EJ8Xl56afpvw+UCDj5Y/DvhhA6/d4AOvN/29MBMBgLiZzM5ZRjpmfWiUfHPnBVQUaAlEmJoktMpPpPr60XyTNPE+ScvTyyTTAJuN/Rdu8TPLpe4EWgmroJB8SXQTGrn5QGxGIxAQKyroiKVQEM8LhJuZs9RTRM3BWRZvHf9fhhm0q2xUZwzRowQPe3NYVU1Nali81IyCcPtFsl1t1vsi66LbUQiIvFptYr90DRI5k2JIUNE2wUL0tcw0aiI3WJJ3UhU6urE7yedBAwd2tG/DOoj4noc0po1QO7RwDnnZDxn3r/h6bt/sKt2yJIMRdozq+kllwDz5wOrVqVHBuypL6c2NMDweEQv9aKizNE+5nkDSCfz334b6nffiXbnntvyNUZ75OaKfwN4VGOn+4/Onz8fjz32GDZv3oxPPvkEI0aMwMyZMzFq1Cicd955XRkjEfUkXQf+9z/gF78Qv48bB4wb1/ECpNkiSSLZV9K8AGhHvyTsc58jEXFnWpJSyTIjFEoPJWtoAL77TlyQBwJiHeZsRW63mAI8GBR31M2ZjyyW9LTe5gWzy5WarjxjmnGbTbQ1ZzcKBMTFfCIhLsDdbiAahWIY0E84ofcfN+q1dGNPzyu/H/jgA+A3v8luQCYzQUVdx+2GdvbZ4tz19NMovPB8rNy9EoF4ADn+mLjxEouJ815hIeuu9HXLlonPmSlTsldDSZLSdX2AzOHLZhK4peR2MAgjJyf92Va072HMqRkQ2/lZ2GJyug2t3ihs5YtqmzcWDz103+339DQFkL5R6PWmerRqexJzWLdO9FAcPhw49dTM4YP19cCaNUBtLdRgUPw9FBVl9EZEJJLu9dv0uiMYhKKqYkZKVU33TDSvZ/z+9BB4ALDZxOgDs8C8mTi1WNIlA8yRBXa7uDHa0ADD5Ur3AnY40kkEq1VcUzW5DlIsFpGINJOWZs9EWRZtrdb0chYL1GhUxFxYmC7273CI55v2dDYL/zfdZ0URf6PmzZWmr4+qpq791HBYvIZFRaKt+bpGoyIuc7k9vUPV2lqRGDFfl5yc9MgRs+2eHtuaz4tSI45NpS5RrgGZfxLbtonVyLL4M+Tpuu9TJAXhRBiFKBQH9NJL039LmpY64EmvN90zdsuWdO9b83uE+XdrGGIo6PHHI/nDH4rH+J1hv3QqwTZr1izccsstuPbaa3HHHXekJjbIy8vDzJkzmWAj6su2bBF3HgbgmPkOcTgyC8Oi4xfkXZrwa22Zykoon34KvP22uLpqaBD1OYYMafc6aGALxAIAAOWNN4DLL894zhy5zTxXP3PUUUBhIexzn4Zi2wZj+S6gZHh66H0oBDQ0QH3hBRiyLHox7pldnjOM9Q3yBx+IL+unn96+YujUu5mF5ktL04+Z1wyTJ4v35Y4dwFNPiWuIWEwkbIYMEdcGJ5yApPmFuyPXGOY2nM50fUpNEx8KipLu6VdfD9hs0L1eEdeoUaKN2QPRHPoKpHsyShKSoVCHYtKCwfTQY7NXoqKkSwiYCbdEAnA4xHXYnl6OqfqArQ053vOBp4XDHYqpo9d6zdrruohRUZq9VxtCtdBiGoxdnzSLefNmUe3FZhOX9bKcLrFIfZcBI33jE8gcVt+UORzd7W5/Lc32jD6gNnUqwfbQQw9h9uzZmDJlCu68887U4xMnTmxx6CgR9SGffAJceGG2o6Cu4vFAO/309J1lq1XUbBg9WtRX4BdhakO+Ix/S1q1Aych0AVuI7xobNohRW6qa+b2O+oERI4Arr4T6+bOIjzkZyGuSlC8qAkaMQPKgg8Twt4oKURDZ7HEUCok/DIsl/cVWUSC7XDCKi8W6m/wtUc+SP/5YfB6cdRY/AwYKSRJfsq+4ovU2LQ1zby/zLktrydo9Q1SNpmUB9l6+qzI/eyaFAdB8nWaSynzebNuem8rZmqDD7OXWgrgWh0N2pMs47FFfL6o5nHmmqKKwaRPw4YfAEUeIVTU2SjjkkJbzMtT7uayuthtR1nQqwbZlyxZMmDCh2eM2mw0h804DEfU95ix47L3W/zSdRn3qVDEM+KmnxBCv447jlyxqVWO4Ac5NW6FddVXqMcMAvvlGXLQbBnDCCcDWrcDIkVkLk7rDnqGgDckgiltrU1QkDvzJJ2c+bhhiuJo5ZKq+XswuvWkT8PHH4ptdSwXy7XaxzJ6hXGptrUjcmcX1HY7UsHlYLOkZXff0TlHMSSXMxJ55bjPreqlqaqIJGAZkc6ZXkznM3xzGBqRnvywpgWQOFXO5RAzmLLPJpIjHLIq/P+fURCI95MesFdYVdu4Ur73FAv2MM3jeJ+rjrIoV3ogXBfaC1GO6Lt7mEyemS5SOHi3mxHj/faC+XoHNJspv1tenO/AFg+KUZ7eLU7fbLU5BjY3idJpISFCU9LxCgDg1+3zpMqrV1eL5+noJyaQ4He5rvYWF5hxoEjweAw0N6fX6/elOWA0N6cmz/X5xqo3HJVgs4l5OKJQ+XZrxiESiWC4QAPx+CYMGiY8cTRNtAgHRzpw3yByNbs5p1No2vN50SbOGBrEfXq+EcFiUPItExHFwudIjpa1W8Xrn55ujMiXk5RnwetPHIBAQ+56bK5ZpiQQJgViAs3v3Yp1KsI0aNQqrV6/GiL1mKVm8eDHGduUsFkTUs7ZsAVpInlM/ZBaS/+wzYN484Fe/ym481GuF3nwVuUf9IPW7rgPffiuGnpx3nrgIfP114MgjmWTrrwocBW032pskiW8S5je8oqIOT2YDNBkuZX5zMoeTGYb4VmTWhFNVIByGtmdmWiQS6bqUwaD4xhKJiPZOp/gmY7NB9/kgRSLiD9esZ1lYKNrumcAG4XCqhqa0YUN62E0wKArrS5JYr90uMs9eb8bEOEoyCSkUEm0BsZzHk54B1uVK15Wy2aD4fOJ5p1MUxTdn6zTrcu5VH6vFWT7NbSSTor3DIfbl9NOhs/cgUb/QEGmAL+LLSLa8844Yyb93jXlJEvdBgkEN4TDw9dfpPD6QHt1vln5omn+PRJRWRyIahkh42e3i9CkmCxYr3bFj33n8LVvE85GIDMNIr9/cftNlm07YEImInpItxWN+PJg/yzIQCilQFGD37pbX19LP5jbMjtktMdtu2SL2QZJEObPW2kmSuE4S86PJzdZvjqiOx0WnzwMPTH9spNrAgFXhObw361SC7brrrsPVV1+NaDQKwzDw+eef47nnnsP06dPxxBNPdHWMRNQTDEPMJvb//l+2I6GedNxxQHExMHduzyTZDEN84TXriXS2B4WmiSvDWCxdY8XlMq+8UrOotVoczCyunExCMm8fWq3ifzM+wxC3X5vGnEhAbmwUX16bXok1/V/X03VeFAVKKCTaulziebMejN0u4jdvde7pLaMkEqIg97Bh4gtyfb34Z34BN7ejaSJmiwWy2WtH18U/s03Tq+Qm8SqhUPqq2Kw3YyYpmlwJ6jXVCOU6UHzwkamXbedOkVybMiV9YXj++cB774lciqaJi3t2juk/Enoi2yGI983e3zSAzG8nZtLL/Nm0r/HLwSCMpu3NCXKazsjahG7WmutMnapuqrfZ4Vk+WWeHqF8ocBRgc+1mHJB3AAAxmWQsBnzve/tezuls94TdAERSDmj9FBOJpCfvFfNU7Lt9R9ff0+2zHVMyCXz+OfDGG2Ik/97zttlUFtLrzTqVYLvyyivhcDhw8803IxwO4+KLL8bgwYPxwAMP4BfmzINE1Lf4fC3OvEkDwAEHiATSvHmQDj8cRmGh6Odv9vJYuzadeGo6q5gsQ9F1SOGw6B2iKKK92TMjkRBJJHP4lc0Gta5OzAhmjisw20aj6cLLQGqmLNUwYKhquv+8OaQsN1e0UxTxczAolrVaodTWpvv8+/2i10Yyme65Eo+LK8C8PCAehwxAN2duzcsTSSZzG+vWif3IyxP/q6roKeLxiPEV5tiFggIRWyiUzjLtmfFMr60V68zLEz1bzCFuNTUiiWb2tnG5gFAIut8Pw5zVaedOMQQvP1+MO0gmRW+a3FyxTCQCWK0wdu0S2xg6NL3PkiRe4/x8se/RqFguFIIej4taOLKcnvGsulrE2GQb1dFaNIYrMNZZhGgU2L5dTDD50582H75w6qnA8uXpHKLPJ6G0VPxsDqFIJNLhNx1iUlkppSZjM09Fe3KHzRJ1fr/YlUBAQjAoygqZI/VsNvGyO51iufp68bMsZw7pMEfCMwnYPpFEJNshEFEPCcVDcFqckHiC7NUaI42wqTZEk1HYVTsqKkSvtEsv7flYWpj3i/aDqgLf/76Yb2jOHKBJhQ4AQH24nkNEe7FOJdgAYOrUqZg6dSrC4TCCwSBK+MWcqG/76itgzJhsR0E9LNXJa8wYYOhQyO++K/qvm72tcnPFmILCQrHAXuMG9tnTQtOaFTze79m02qFLe4uMG9fsoWazxZaV7XP9hlnHye1OD5cD0rMuNlVUlF7/EUfsc70Z2zB727jdmb11WvpsbrqNpvtsFh9pKpCAGlVhVaxYvVZCXZ2YA6W1713f/744lXz6qYLBgw04HOmOhnV1oo0kidxiTo4ILz8fsNsNJBIiqWZepAcCIim2dzIumRR5xR07JBQVGRlti4vFOsLh9Kg9iyVdt8UsrxWNiu0Eg5l1W8wJ7RoaxHo0TexoXl5mTRWzbovVms6v+nwt119pWuOloSGdG969W0J+vgGfT+R8W6oj43SK+OvrxTb8fpFUHDJE7KPPJ/azrk681cw4S0rEcps3S8jJEcchmRTPm6+NmT93OkVs0ah4vqVjm2vPhWEY/MJN1IdFIul7PG53usSgYRjwRr3Y2rAV+fZ82GFHIB6AIiloiDSg0FmIWDKGuBaHx+ZBKB6CIitwWpyoC9TBZXVBtslI6kk4VAdkSYYsyb3qfGF2Lt97DgbzcfMeotmxPpnMKNWY6hQPiOfMZSQps7O8Oat20yGBTTuV721/XqJAPIDhucORSAALFypIJoFLLuGNo/7EbgcuugiYPTszcVrsKkZSTzab3IJ6h04flWQyiWXLlqGiogIXX3wxAGD37t3IycmBuyP9L4mod9i6FTjppGxHQT3EnAGyuDjds6eszIXq48cjkozA5XLBaXHCG/XCZYlD9+9CTIshx5aDUDwEWZLhsDiwo2EH8ux5CCKIYDyIPHseoklRPqDMXQYLWplRjPoEQwyeQ20t8M03Cq68su2L9/HjgQMP1FBdLUGSRAc8my09CZr5hcXvF/VZVq8GgkEllSBqOkK3pforgOi1NmqUjoYGCevXi7/fwkKRaPJ6RbLIYhGP1dSILzixmJzqINnSPjT9QgRk1nhpWpvGZP4uSaL+SjQqw+x4uHe8LY3UjUZlbNvW+l3/vb+Mbd2armtTVSUe83jEvyFDxJe6SESsf9s2M5kooaFBFGnWNLHc3uvVNPEvEgGSSQXHHadl5F0dqgOGYaAmVINSN6eK7WmGYUAzNMS1ODRdgyIriCajkCBBlmSEEiFoMQ1JPYmqeFXqHJzQEvDYPAjGg7DIFgzJGdL2xqhfCodF0fuqKpGoTyYNfFVRhVFDncgtDqCoQMXIsgLk6wch1wLkNzkBFLvE9CaiZpS4CeCWi+BrMKBbdAS9GlZ/pyKpSfAGNeiJOKz2BEKxGCxwQrbEEI0asFvs0JUwAl4DLocCXQ1Ajzrh9hgIxMJQNQ9szgRCkQRsihOSGkUkLEGRDCSlMGQ9AY9bQSgeBBJuuFw6AtEIrJIbFlscoYgGh+pAVPMiFlaQn2sgboSQiNiR45ERiAWhGm7Y7RoCkRhssguKLQ6vNwKn1QaLM4xkQoHTZkFUC0KPO+F2Af5IGDbZA8USRySWhF1xIpLwIh6TkefREUcYWswGp11BKBmEnHTB4TAQjEZgkdywWONo8IVhV+ywuSKIRmS47FbEjBASYTvcbhmheBCK5oHDmUQgEgPiCmRbHLoegdNqhyZHEIsocDssiOohJCMOOF0a7EoxjCTwjbcMl03Wceih2foLo+6Ulydmg33hBQUXXiiGlVoVKyKJCDw2T3aDoxZ1KsG2bds2TJ48Gdu3b0csFsPpp58Oj8eDGTNmIBaL4dFHH+3qODvkkUcewd13342qqiqMHz8eDz30EI499tisxkTUq9XXi29pNCDE4+LL+saNYhZIACgbnERFVR0OGG5DkbModaOkpS7oTR+zF4hxgm63O6OHS1JPIhALoDpUjSJnESKJCHRDhxE3EIgHUGgUwqpY0RBpQJ49D7qhZyTozC+HVb4qWGQLCuVCNEYake/Ih2EYaIw2osBRgFgylkr8hROim5Me0zO2UR+uR74jH7qhIxALIN+Rn7GNal81VFlFoVwIf8yPHFsOJEioj9SjwFGAhJZANBlFnj0PCT0Bf9APm2qDV/fCqlhhVaxojDTCZXVBgoRwIowiZxEUWYFFtiCcCCOUCCEmx2BRLAjFQ7CrdkiSmAnKY/MgqScRTUbhsrjQEGqApmsokAsQiAVgVaywqTY0RhqRYxO9zHwxH4qdxYgkI4glY5ASEsLJMDyaBw6LA76oD06LE1bFCl/Mhzx7HgzDQEyLwW11wxvxQjM06BYdkUQEFsUCi2xBbbgWTosTsiTDF/WhxFUCvx9Y9pWKs89OdujOeGmpsc9OhLm56U58nauPAhQWZm5j+PB9tdc7tI3+UROmY/u8ZYuOxYsVHHyw6LgqScBgz2D4Y/4+VfNFN3QktAQkSYKma9AN8ToE40FIkgTDMFI9c7xBLyLJCAbJg1LnEKfFKfZZscGm2tAQaUCuTXQ9rGysRJ4tDz7dl9Gjx7zpIG5KuKDKKhoiDShwFMAX9CGcDGOwPBiRRASaocFtdSMQC8CiWGBX7WiMNMJj80CWZOxq2IV8ez78hh/RZBT59nwk9SQUWUn1DrIpNqiyClmSkdATUGUVOZ7mvVCLnEXQDR3f1n2LQ4oO6bmDQFlnGMCXX8rYtEnM9Hz66eLxiobNOO+8AxEMAhUVuaiuBtZUAvX1GhIJKdW71+VKz63hdovzgcUibpiIz3oFgAuHHGTg4IMdsNtbulvgyfg5uKf3dGZnjLxWlxPtHU3aN/0bb75cMCg1WX/TbbfQQzu1/r3j6cg2mrZteblg0NbCNlqPrfk+73s/Xl9XjeHDW+geR/3GAQcAu3cbWLhQQdExFiiSgppwDRNsvVSnEmz/93//h4kTJ+Krr75CoTlsCMBPfvITXLX3IOEe9sILL+C6667Do48+iuOOOw4zZ87EmWeeiQ0bNnAYK1FrvviiQ8PRqO/y+0Xvlq+/FjNAOhyApmt4439VKHYMQvX2KCI54uI6HBbD98wyXbY2v19LiMfNXjQqoOVjhCtflEmziOEWoVAQRc4iuFxuaBpg14ugKnvKn+0Zngdruu6+HrSLYR0xN9BQiGSuhnhMhlUrhgQgGQQsMgANiHvNyfiCSDQWw2JzIZEElFARZACxCGDVywADSOwZtgcNSNQ6YPcAuuJCvLEAiTwNyYQMOVoAGBLiIQMSDMQSOhq9GjRNhWRXEIk6kJ8nIQEJEZ8LrkIF0RgQieSg3q2hzhtGTAsj126Fz+uGXuKA3aqgplZFcZECTZPgD9igFqgIRwwkkx6oOQoCVTIsVgCWXCQbi+DwALoMGN4iKAUiQapGSxHXNMQjuVAkGboehBaQoMAFWAGtoQhyroG4YSDqzUG8QEIkqiMSdUL3yKiqcgKSDqtuQ6PXAofDgKrK8NaMgL1UQVIHgrUliFuBLz8uwpRj9dTQRuq/iosNTJ2qYfVqMWnFaaeJBNuqylUYW9S5WeLNZFcwHkQ0FkUwHoQtaYPb6kYwHoQqq7CrdnijXritbsiSjMZIIwqdhUhoCdT6apFjzUGD1gAgnfyyq/aMJL1hGPDH/LBoFiT0BOy6HR6bJ5VAdqgOWBUrHBYHLLIl1TPHru+5SeDMzEI2vZHQ9GcXXKJ9ky/LrbU1t+EwHB3ahtNwNttGayyKBcHEvictkCUZBxUclEr4Uf8XCADPP69i0CAdl1+eflzTRXIXEEmz8ePTz3Uu6S+S13vX5CSirnXkkToiERkVXw7DocVeuKyubt9mMgl89BGweXO6Lm4oJL47uFwAIGPQIFHqwusVNzlLSkSpDHM49t7DsgeCTiXYPvzwQyxfvhzWvab5HjlyJHbt2tUlgXXWfffdh6uuugqXXXYZAODRRx/FwoUL8eSTT+Ivf/lLVmMb0MwxQUC6GEF7RaPi277fn64Jldgzo5nVKorsqGq6MLlZZEfXxVVCa7MIthbn/hYvMAs6GIaITZKAUAhSMJgu/B4MQnM6YETCgKZBcznQ4K2E4nBBstqws2Id8vMHIWC3IeqtRU7JMIRDPuiJGFwFZQg0VsGq2GBz5aCxficUqweSomJ3qB4FxcMRj0cQ9Tcgp2gI4mE/VF2CJ78U1kgCss0uZk4MBsVZMBgUhXz2ns+b+p1du8QH4JYtmXW0dgd2Y/JJxdixRcHKlTIKCw2MHStKedlsItHW0CA+WP1+8ZhZT0pVxUoqK9N1/mVZvPWiUfFBbLUCjY1imUgEaGyUMHx4+q1iFrc3J8UMBMTbWSwnITfXgM0GFBRICAZVhMPi+WBQvN2jUTEMcM+koAgEFGiaGNbYdHLPFibTTE0PD5hD9eQ9/9IMQ9rT60WGJKmIRPQ97a3YtT297h3bzJ/NTKQTQAGqI6JAvL8+fXe/Znc6hl3b0tsS8YjP1p3bM4cmSpK4yEnvj9JkGSV1jNPPp+Pe0WQbABCLiX1orE5nTWV5z2veIJY3J2U99qR6HHZAB8/b1KedcALw4ouih+vo0S6E4iE0RBpSCaOmDMNAXIsjEAtAkRUE40FougaX1YXGSCPy7HmpOjFO1Ykcaw48e3pMt5ZgKnGlb4h6JNG2PQmtUndpsx4pefa8Tr8O/YkiK6gL1zHB1o/V1IihoOGw+Gz90Y+SzUprVoeqMcg9KDsBEtF+Of54HfXvFWLh0jpMOtnWLRMd1NUBCxaIn4NBMTz15JObtwsEgIoKA6GQhDFjxNfzmhoxEdann4rE2umntzohd7/WqQSbruvQNK3Z4zt37kxdNGVDPB7HqlWr8Ne//jX1mCzLmDRpEj755JNm7WOxGGJmQRYAfr+/R+LsaVu/3ApsTyAZTsBIaHCXuVA6Jg9SPA7Z5YA11wGt0Q9IEqLxGCJ1ERgjBkOCASQSsBZ6oPlD0KNxKDlOJHwBSBYFqsOK5PYdSPp9UPw+JBq9kHM90GMJxCM64HQg0hhD0gCsThn1DUFIOXYkVR1VtSEMHTMKCbsVdXUR5BcXYUelhnBcwuDhOQiHG5BX6IIj34ntq7/DSCMMi6ShwXCjaEgBfLEYEoYD+SVu1PhDsLvy4cizYVeNHx63C5BjCHqBwSUuhAI+hPwGyobmoq6mDqrsRF6RE7t2VKKgoBhJI4zKbfU44OCRSGoR1FVFMHRkIXxeL+JRGcVlOaipqoXd7oYnz46dWyvhyc2BrGrw1cQwZFQJIuEA/I0aBg3LQ0NdAyA5UFDiQmV1A3JyCmEoUeysCmB00gVdSqC63sCIoVb4ozriMRllNidi8MAWUeFWFKjuIiQsCtw5LnhjGhwWCWqOhFDAAGQdqvsAJAwZNgegeg5CPBqAzSJBco5HUpWh2iQkNcCwG0ggCV9ER1hLYKe/HjZZgiHFYegajsvLE2fSoUOz/Fc6sBiG6IUUCgENDVJq4spgUNSrkmWRbFJVcaGcSIjkVmWlBLtd9CpraBAfWmYtK3OiSLNYullYPZEAvF4JgwaJGSCDQeDHP86Mx2FxwK7acdBBwKBBGvx+sf7Nm0VCzNQ00WOKRETdKYcDqKhonp/eu95TNCoSQTU1zRNdLS0XiciQJJGw83hEYXynU+yXmbzLzU0nAy0WIBLRoCgt1+xvSW8bCtibppM3DAOVm5hcG4guuAB4/HHx3pIkCcNyh6EyUImELm5wOS1O7GzciRxrDvLUPACAy+JCri03NVR874t/M/llMu9FmRMNG4a4CSBJ4hzW2CiGY/l8IumtaeIcZt5JDwTMu+jiXOl2A4GAimRSnBOj0fSMseGwOEeoqjhnejxi+16vCqfTSBUmNyd8MO/bBYPpWWlDIUBVFSQSoq6dU3Q0S93H8/lETx5zQuWcHBFz023smVwY4bDYD1VN74dhYM8NBAXJpARFEduIRsX2bTYRg7kNcz9CIRWxmLjJYU72bLeL5RQlfePigMMKcXAhaD/puvibjUbTdcmCQWDbNkXUzNvzd+pwiM9l85hHIum/KzGhiZoqqO92i//j8fRk10D6JpfFImokBgISiovTfysul2iraaIW4wkniNqqgIhhb7FkrFdNPkD7J6knoUgDsIvQAPazc3Jx33MVeP2FA/H7K9vXQ8z8nI3Hxde+HTvE+SgYFP+La2cgFlORl6fjJz8R56yknoQ36kU06YZdTXdTDSfC0Cxx2Eoq4ZBkOHILURVpQN6gPBxeqiGUCCHPnoe8ATrTaQe69qSdccYZmDlzZup3SZIQDAZx66234uyzz+6q2Dqsrq4OmqahtOkMagBKS0tRZVYEbmL69OnIzc1N/Ru2pxjM5s2bcddddyEWi+Guu+4CAJSXl2P37t34z3/+gxUrVuDtt9/Gq6++ivXr1+PBBx+E3+9HeXk5AOCuu+5CQ0MDHnnkEaxZswYLFizAwoUL8cUXX+Cxxx5DbW1tRttwOIx7770XGzZswIsvvoilS5di+fLlmDt3Lnbs2JFqW15eDk3TcM8992Dbtm2YP38+PvroIyxbtgzPP/88Nm7ciLvvvhvRaDRj/c/99238+eW78dTuxXi44mX89aVZ+NP9T+O8P96KG+56GadNuRJ/fmAJJk37I/7176W4/O934ebb5uLy/yvH1P+7E1dfcz8uuOIm3HrvIky58P8w6/HVuHDa3/Cf+1bgopvn4p4lIVy7uBK/+zoHf/smH1ct9+PuwGGYtngN3hg0Cdes+BpLy87BLet24CP79zBrdRjLo8PxyqoI5i/4Fhu3O/Hv+W+g2OnChx89B3u9jmfmvYyN7/vxWPmz+HptDM9UWPHUVjdWestwz7MfY9P2IXh47n9RsdqDxx5+GVs/8OPBm5/ApgUb8fp9r2LRA+/i69e+xKO3PYnvFtbiyfufwNY3vXh8xlOo+TCAu298CFuW1uGFB17F2499jK+XbMTcO5/D6pe24elH5qFiQT0e+ed/EFqp419/uhfb3q3H8w+8jEX//gCrFqzD6/9egBXPfocXZ7+IDa9V4YFbH0d0NUTbpX4898BzeGfWcnww9yMseOBVfPjoCrz10PNY/9TXuOd3/0LyvQaUX3YTtj79Heb99W4suWsxnvnHY3jxrifw5r1P49k7bsdXcxbjhot+g+2vfokbp16NFY9/ium/vxYL7lqIx/96B96+/xG8Vj4LT93yD6ycuxi3//rPqHh5BW689Hf4cvZK3PG732LJPW/hoT/+E2/f9yxe/PscfDjzadS+thSL7rwTOR9+iet/PhWNtUmUv/su6urq8Oijj2L16tV488038cYbb2D16tWYNWsW6uvrM94LgUAAM2fOxPr16/HKK69gyZIl+Oyzz/Dkk09i9+7dGX9/iUQCM2bMwObNm/HMM8/ggw8+wAcffIBnnnkGmzdvxowZM5BIJJq915588kl89tlnWLJkCV555RWsX78eM2fORCAQyFh/fX09Zs2ahdWrV+ONN97Am2++idWrV+PRRx9FXV1dxvsnGAzioYcextdff4vnnnsJr7/+DpYt+xSPPjoH69btxK23liMQAP72t3J4vUncfvu9WL16G2bPfhoLFnyIV19dhsceew7vvFOBW265C5s3x3DddeWoqwOuv74cX3xRhUceeQqvvbYCzz33NubOfRULF67Hv/71IL77zp9qe8MN5diypQFz5jyO3bvX4t13F2DZsoWorv4CTz31GKqqajF9uoj7wQfL4XCEMWfOvWhs3IAlS17B8uVLsWPHcvz3v3OxZcsO3HdfOb77Drj55nKsX6/hhhum44MPtmHmzPl49tnP8OabH+Huu59HVdVGrF6deY4oLy/Hpm2bMHv2bKxYsQLvvPMOli1bAGAd1qx5CMcf78PKleWYPBlYsaIc3/ueFxs3PozBg9ciEnkdmvYWiopWYvv2xzFhQjVWrCjHmWeKtj/8YQRff30vDjxwI3y+F2C1vgeX6yPU1MzHoYdux8qVd+CMM3SsXFmO00/XsXLlHRg7djuqq+fB4/kYVut78PtfxMiRG/DVV/fiiCMieOWVcowYATz/fDkKC6vx3nuPo7p6FT7//C0sXfo6Nm5ciyeffAx+vzdjH30+Hx566CGsW7cOr732GhYvXowVK1Zg9uzZqK6uzvj7i0ajuPvuu7Fx40Y8//zzWLZsGT766CPMnz8f27Ztwz333ANN0zLWv2PHDsydOxfLly/H0qVL8eKLL2LDhg249957EQ6HM9ZfW1uLxx57DF988QUWLlyIBQsWYM2aNXjkkUfQ0NCQ0dbv9+PBBx/E+vXr8eqrr+Ltt9/GihUr8J///KfZe838zKqoqMBzzz2HZcuW4cMPP8TTTz+NrVu34s4770QymcxYZufOnZgzZw4+/fRTvPPOO3jppZfw7bff4v7770cwGMRNt96EElcJ7rrrrjbPEU1fj0AggEceeaTNc0R5eTkSiQTuu+8+bNmyZZ/niKbL7N69G/PmzcOKFSv2eY4oLy9PnSPWrFmDt956q81zxP33349vv/0Wr732Gt577z18+umnmDNnDnbu3JnRNplM4s4778TWrVvx9NNP4+OPP8aHH36I5557DhUVFaljsnfc5nXEu+++i//+978tXkeUl5e3eB2xevVqPPnkkxnXEeXl5a1eRzz99NPN4tY0DdOnT2/xOmLTpk2YOXMmotEo7rijHD/5CXDJJeXYtb0Bz8x9Blu+3oL1n6zHindX4ZtVVXjqvnex5DUnrrrk33j3jUL8/Gcz8MQTPlx++cO47ba1uP761/HnP7+FW29dhauuehyPPVaPqVPvwYsvAuefX46nnorg8svvxSOPbMTNN7+Ae+55D3PnfowHHpiHtWu3Y968O1BSouPDD6fj1FN1fPvtHTjttO3QtHkYMuRjjBr1HiTpBRx99EY0Nt6Lc8+NYNu2f2Hq1CS++64cZ55ZjXD4cYwevQqlpW/B6XwdY8euRTT6MM4804uKinJcemkSFRXT8eMf++DzPYTDDluHnJzXUFi4GAccsAK6PhunnFKFTZvKccUVQEXFdEyZEkRNzd044oiNCIWeh9O5DIWFH8FimY8f/GAbNm+ejssu0/Ddd+W46CKgsvJfOO64bdC0uTjooOUoLFwKp/NFHH30BuzYcS8uuiiMTZvMtuX44Q+rEAo9jiOO+AIu10Lk5S3A+PFrUFv7CM47rwEVFeX4+c+BqqpynHWWH/X1D+GYY9bBYnkVxcVv49BDVyAY/A9OP303tm4VbXfvLkdjYwQXXig+j1966aU2zxHl5eXYuXMn5s+fj88//7zFc0TTtk3PEYsWLcJbb721z3NE0+uIpUuXYsWKFa2eI8zriPnzn8Fbb32A1177GPfd9yLefHMzfv/7GXjvvQQuv7wcb7wBXHRROf7zn9248son8c9/foabblqCa699Aw888B0uvXQmHnkkgAsvLMf8+eLv8D//qccvfzkLd9yxGn/+8xv4v/97E/fe+zV+97s5uP/+Olx4YTmeeUa0nTcviEsvvR+zZn2Lu+9+CbNnv4P33vsUb745B3b7Dnz00Z046yxg69ZyTJmSxM6dd+Kkk7YiHn8aBxzwIYYMWQZdfw4nnVSBHTvuxjnnhFBZWY4LLwS2bCnHmWfuRjD4HxxyyAqUlLwNVX0Vxx67HvX1D+L00xtRU/MvXHghsGlTOaZMaUBd3SMYP34NCgoWIB5fiB070t81mn6WmOeI6m3V+/yucdddd+3zHNHad42qqqrUdcTixYvx2muvYd26dXjooYfg8/ky2nq9Xjz88MNYu3YtXn/9dbz11ltYtWoVHn/8cVRXV2cc+0gkggcffBAbN27ECy+8gPfeew8ff/wx5s2bh+3bt+OOO+6ArusoLy+Hruu4++67sWPHDsybNw8ff/wx3nvvPbzwwgvYuHEj7r33XkQikYz119TU4Mknn8SqVavw1ltv4fXXX8fatWvx8MMPw+tt+Tpi/fr1WLBgQcZ1RFVVVUbbptcRL7/8Mj788MOM64jp06e3eh3x6aefYtmyZc2uI5q2Na8jFn2wCFs+34KFCxdmXEc0bbv3dcS7776LVatWNbuOKC8vb/U64vnnn8e2bdtaPUfsfR2xYcMGPPzww/s8RzS9jnjiiSfaPEc0vY6orKzM+Ptu67vGfffd1+J1xL6+azRdf3u/a9x1110Z1xEvvfQS3nnnnRavI+66665m1xEffvghli1b1up1xF133YWaqhpUbn8Ogwd9geuvX4w77xT5iPvvfxCff+7HBReU46mngF/96m48+qgf06Y9gnvuWYMbb1yAu+9eiKVLv8DSpY9h5MhafPXVP/Hj88PY8N3t+MHkjajYdQuKhn2Cx599AC+9+RKWLFuCF55+AVu2bsEfb/ojqoJVuPHvN6Ih1ICH730YWqOGD978AN9+8S12r92N9954D8GqIF77z2twy+6M17uqqgpz5szBqlWr9nmOKC8vT50jvv76a7zxxhttniPuvffe1Dni/fffxyeffNLqOeKOO+7A9u3bU+eI999/H6+88kqr54jq6mo8/vjjWLVqFZYsWYL2kAyjpUmD923Hjh2YPHkyDMPAxo0bMXHiRGzcuBFFRUX44IMPslbrbPfu3RgyZAiWL1+O448/PvX4n//8Z7z//vv47LPPMtq31INt2LBh8Pl8yMnJaaXw5b51dJne1F43dNR56xBOhGF32pFry4VVsSKmxRBLxhBNRjN+jmtxaIYGb9CLWDIGm90GCVJq1jnz56aPAUBkT5cYR2tTpzWh6RpisRgkSBntnRYnVFmFIimpYuGGYSCSjMAfFEXKi3OLYVNtsKv21L+WpjPu6Gsq7ngHYbEAHk/XHgezV5PXG4LVaqCkxA2LpXm7aFTcjZZlcSc0Gg1CVYH8fHfGiFhdT09LLobOiTveFRVheL0SaiL1OPHIoRg9uu36Gdn8WzUMcXc2mRR3g61WoKEhiEBAQlGRCz6fuOOrqqLnlZglS9zdzckRr5foKRFEMCihsNAFh0M8bvZMMH82Z9Sz24FAQMSUk+NGIiHuFPv9wM6dYkikpqV7XokZttJ/2017e+19ljUfi0QisNmA0lJH6i743vttElPHh6GqgM3mRDIptl9SIu5W22zp16Ajx8EwDFQFqzDIM2if7Q3DQEJPIJwII5KIwKbaUOAo6FXnsJ7aRm9r353b+Gj7RxhfOh5SQmpX++6Opye30dvaZyumUAj428Nf4LjhR6UKn0uSOA8PHx7CyJEGiov71z53ZfveFFN1sBqbv/HAVw+ccILeZevXddF7r7JS9DoUPf/CkCSgoMCJnBzxmWpWCzF7Lvr9oqd0fT2gKBHougTAntErq2nPL7P+T2kpoChiQoohQ0Q3QnMWYlkWn4VWa7r3Ykdeo/buc1cs09Pto8koakO1GJY7rEvW3xUx9bX2vS2m97a8hyMLjoRVsQ6Yfe6J9r0xpqbtF29ajOOGHIe4Fsc3K0tRVSW+84wfL0pqWyzp9qpdTZVxMCcFa1r/NJwIw211I8+eh3Ao3Gv3ub26cxt+vx+5ubmpXFFrmmcb2mHYsGH46quv8MILL+Crr75CMBjEFVdcgalTp7YradJdioqKoCgKqqurMx6vrq5GWVlZs/Y2mw22tqt2DxiyJMNpccJpcWb8kTll8VhrsvHmCifC0HQtNfOemchzWByIOqMIxAMwYOzp1hpNJQXNoS1AOgFoJkWcjsx9NNfZ0u+R6J5Eit3RLIm4d2LRoTqgaiqsihWGz4DH6oEqqwglQrDIFthUG6LJKBoiDYhrYkxAJBKBJWrBcOtwFDrETIi6oSOSjCCcCIvEom1P0lC1wyaJLuJ7l5uT5fTQFYtFJJ4KCoCiIjHkK6G4sOh1DYWFCgZlsSRHMCi6LEejUqpwpt8vLshFMk0MnTSHUohkE1BWZqSGSVZViWUCATFDZtOhjOnhhqIf9c6dmUMSWyu9Z7Zvmnw0Zz485JCWklndPXSwYzMCtkckmZ7mO67F8d+N/4VdscPlFOOuDMOAAQOGYcBpccJhccChOhBNRtEYbWyWMG/6njm89HAM9gzuumCpx5mznLZVRJ36L5cLmHx+DSaPbv5cMMiZ6/qSQmchbIcHMe9xO448Um/zs6S2VkyIs2mTClU1EI+nP3+iUfG3YZaaLSkRiS3zcjseN5Cba8AwRBLNYhFJM7O+YyQiPk9POcUcBpv9z8P+LhgPoszd/PsQ9V1xLQ6rYm27IfU7+Y581IZqW6yPVhmohDfghV21Q07KKHOXwePxtFq+gbpWhxNsiUQChxxyCN58801MnToVU6dO7Y64OsVqteLoo4/G0qVLMWXKFACiXtzSpUtxzTXXZDc46lL7TPglg3Bb3b0iO24YBqLJKCobKhHX4ijJL0EwHkRCS6DUVYqEnkAsGUOePQ8H5B8Am2JLrT+uxRGVo9gd2I2EnkglEJ0WJ3RDR2O0EdFkVCQ6Ao3QDA12ux2GYYji5mieMTITf1JSwvFDjofT4sS4Y+vx2Wcl+PGP2z8fRDIp6nmZvcPM+iHBoEg62e3Arl0S3G5xRyUWE3eWGxvF8k6n+NnjEdtMJIDCQkCSjNTFst0uivHv3lMMfsuWzB5d0aiSqv1VVAQMGgSMGLHvuls9UQurr6kKVmF47nB8V/8dvqj8AmcfcDYsimW/3z+armF11Wqs2r0KFkV0ITAMA9FoFMCeXn579W41mX+7BtLti3KKUOQsQo4tB4qkIK7FEUlGIEGCRbFkrCsYEjE5E87U+qyKFbKU+QeuyqpIdkdDsCpWuAwXa9M0YRavJ3Jb3alkK/VdqqzCG/Xi0kuLMHu2iuuvb/65r2nAwoViwpQDDwRGjgTGj0/CYunYZ+GgQeJ83J8/P/uapJ5MfR5T/9CJgWjUj0ST0YzfvVEvvFEvhniGtDhBEPWMDifYLBZL6gtPb3TdddfhV7/6FSZOnIhjjz0WM2fORCgUSs0qStSTJEkkxcwZ0dwOd7tm8FJkBQ7ZgWJ3catd+ZvqaJJwR90OvPTtS/jV0b9CXlEUhiF6kLU2ulvTxPOBgISCApH8Gj68eQ+uoiY3ROx28aFv3qlWFNHzy8xfmG0jEeCLL4CqKgWSZM7kKC7KR40CDjus5cTfQEh+9YQcWw58UR+2+7bjF+N+0awIeWcpsoKjBx+No3F0xuOd7cEKK1AXrkNduA6arsGqWFMFV5teYEiQENfikCAhqSchQYJu6AjGgxnJPMMwkNSTSOpJhMIhsUx9856oTX82/08lCe3ij7Xpcy0lDffuJdu0N+zePWUBIBwJp9o3XVfTbaT2Y8/vZq9au93ebH17rwNAi+33jls3dPxwxA9BdETpEfiq+iucMPyEbIdC+0mRFFhU4Oc/T2LOHJFAO+008dyKFcAnnwCXXCJ6u5u66GOBsiwQC7AHG1E/IkkSNF2DIivY6t2KImcRRuaNBADEENv3wtRtOjVE9Oqrr8aMGTPwxBNPQN37G3aWXXjhhaitrcUtt9yCqqoqHHnkkVi8eHGziQ+IBrJ8ez7OHX2uGMM/9DgMHQps29Zygq2uTvQ2KysDiorSPcyCQdG7rLFR1F4xa6uYzOGVTmd6ZrZIRPwsy+lEm90OTJgAjB/PhFk2RJNRrKtZh9MPOD3boeyT2+qG29o7ajz0tvY9tQ0auMyaLb1dUk+iIdIAb8wLOSxDkRRRr1VWUsn3unAdAvFAszIRTUuc7J3Ebqq19k0T8nuLRCNimL2j9d73TbcXjUZhGEaLQ+9b0jQp35KknsQB+QdgbPFYOCwOQBc3ua64AvjqK+C550SJhe99D/jDH9oMkfqofEd+q88FYgEs27YMMS0Gj9MD3RBDcM1e3TbFhqE5QzE0Z6j4G6Ksqw/XI8+el+0wKIuG5gzFpoZNcKgOlLnLMmb6pOzpVHZsxYoVWLp0KZYsWYLDDz8cLnOO9D1effXVLgmus6655hoOCSVqg3mB1BhpxMSJRXj5ZdFjrGkvtB07gPx84KCDgJoa4LPPFKiqKFDs8Ygp4Q8+WAzL3Hua6KY9zMzpoa3WlmudifbdsZfUlqSehGEYUGRO805EXacx0oi6cB2C8SAC8QAiiUgqEbR3vd69e1E2TSjt3aNz796fTf9XZRWqpiLPnod8Wz40Q0vVazUMA1bFiiNKj4Db6k4lDvpDArw97ZdULMGQnCFojDRikC1ddHX8ePGP+r9wQryXVpx4KgABAABJREFU4locizcthlWxpt47LosLxw85HnbV3uLfUTQZxS7/Lny+6/NUeYa9k8FtlX0AxPtZkRQMKxwGh8UBq2KFVbHCIltgVaxwWBywKTaWa2iHT3d+ismjJyMSjmQ7FMqiEbkjEE1GmVzrRTqVYMvLy8P555/f1bEQUQ8bkjME4YSY6cvtFkmwHTtEb7N4XCTX4nHg9dcBSVJwwgkaCgs7vh1JEuuk3qe9vcKIaGDTDT1V49NUH6nH7sBuyF4ZgXgACU1MJKQZGoqcRSh2FmOwZzA8Ng8cqgOhPVMl96bk1EBx2qjT8M7md3Bk2ZHZDoWyIKknocria9+b372Jcw4+p1lx/H2ViLCrdhxYcCAOLDiwxWU68v5M6klE5SgiiUhqdvKElkjVVo0lY6lEXTgSFjWI9yTwmtpX+YOmJRyaPr/3cnsnCM3nm7aXJCnVo8+MySJb4HF5UrVcVVmFRRb17TRDQzgRRiwZQ1JPNotJkUXP2rgWz6ihZk4iJSUluCwueHRP6nkDBjRdQ0JPwBv1ojZUi0JnIW+ODlBmeZdcey4sioW1FXuZTiXY5syZ09VxEFEWHFJ0CBZuXIjxZeNxyinAokXAT34iJiZwOsVsnOvWAeedB4RCWrbDpW5QF6qDTWX2k4j27dghx+LFr19Erj039ZjNsGGYZxgKcwvhtrp5kd+LKbICwzDEZC+siz7gxLU48ux5iCVj8Fg9WZ15UpXVdteCy3bvT3Mm9aaTJAUCAST1JBwuR6qWa1JPIqElIEkSZEmG0+KETbGJiZSa3FgwDAOaIXrVNp18STd0xJIxhBNh1HhrEEqEoEf1jFhUWYVFseCggoMwcfDEZhM30cAxLGcYdvh3ZHweU+/RuwqoEVGPsqt2NEQaxM92YOJE4KWXgFNPBTZsAKqqgHPOyXKQ1G00XcOuwC4cUnRItkMhol6uyFmEC8ddmPFY6supg73F+gJJkuCNeuG0tV0LjvqXmlANhuYMxUfbP8Lxw47Pdjh9hiRJzXrOSZKYvbwzQ/IkSYIqqanehCZZkkUPNosDNl3c9GQvXGrNIM8gfFv3LcaVjMt2KNSCTiXYJkyY0OLYeEmSYLfbMXr0aEybNg2nnHLKfgdIRN0r15abmoFm2DBg6FBg+XIxS+iECdmOjrpTQk/AF/NhkGdQ242JiKhPs8gWuK3uZkN9qf8ze1OFE2GWhiDq41RZhWZwZFFv1am+pZMnT8bmzZvhcrlwyimn4JRTToHb7UZFRQWOOeYYVFZWYtKkSfjvf//b1fESUReTICGajKZ/l4Af/AAYNiyLQVGPqA3VpoYzEBFR/zYqfxS2ebchrsWzHQr1MLNWV1sz0hIRdUY0GcVO/06srlqNdze/i8WbFsMX9WU7rKzoVA+2uro6/OlPf8Lf//73jMfLy8uxbds2LFmyBLfeeiv++c9/4rzzzuuSQImoe5h3NF1WV9uNqV+xqTbYZNZfIyIaCIZ4hmBt9VoMcwxj7c0Bxhv1wmlx8lqPqJ9oOkFGVwsnwlhbvRaN0UYAoqTMEaVHYJBnENZUr0F1sBoAEIvFxAzdNiucFidKXCUoc5fhsOLDBnRN1k4l2F588UWsWrWq2eO/+MUvcPTRR2P27Nm46KKLcN999+13gETUvWyqjbMQDVC6oUOW2XuNiGggMD/vOTx04ClwFGBt9VqMLx2f7VCIqAuosoqEluhUIsswDDREGrChfkOql5lu6IhGo5AlGYU5hRhXMg4FjoLUMl9UfoFv677FEaVH4KhBRwHgrN2t6VSCzW63Y/ny5Rg9enTG48uXL4fdLgo+6rqe+pmIei9ZkuGP+jNOojQwBOPBbIdAREQ9SJZk+GN+5No4+9xAEkvG4Iv5OOsgUT8xYdAEfFn1JY4dcmyLz+uGjvV16+Gt8rb4fJGzCIcWH4o8e17qsX0lzMykGrWtUwm23//+9/jNb36DVatW4ZhjjgEArFixAk888QRuuukmAMDbb7+NI488sssCJaLukWvLZaJlgOIXLCKigUWRFNbhGoDiWrxbh5QRUc8qchZhxa4VzR6vDlbj052fIhlPYlzxOBxXdhx7LfewTiXYbr75ZowaNQoPP/ww5s+fDwAYM2YMZs+ejYsvvhgA8Jvf/Aa//e1vuy5SIuoWhc5CBGKBbIdBWVATqkGOLSfbYRARUQ8xYMCucoTJQOOxebIdAhF1MQPppLlu6Hhr41vIs+fhx2N+jFAoBABMrmVBpxJsADB16lRMnTq11ecdDkdnV01EPSjfno/1tetx9OCjsx0K9bCaUA2G5w7PdhhERNRDJEjwxXwochZlOxTqIdFkFEk9me0wiKiLFTuLsTuwG6WuUjy37jn85JCfcCKTXqDTCTav14uXX34ZmzdvxvXXX4+CggJ88cUXKC0txZAhQ7oyRiLqRvmOfMS1eLbDoCwIJoIodZdmOwwiIuohBgy4rSxIPZBEk1HIkOGwsPMDUX8ycfBEPL/ueeiGjp8d+jP2Tu4lOpVgW7NmDSZNmoTc3Fxs3boVV155JQoKCvDqq69i+/btmDdvXlfHSUTdRJVV1uUYoOpCdfyiRUQ0wMgSZ48eSAzDQEO0AUNzhmY7FCLqQpIk4YLDLoBhGJ2aTZS6R6c+Ya+77jpMmzYNGzduzJgp9Oyzz8YHH3zQZcERUc8IxFmDbSDihzER0cAiSzLqI/XZDoN6UH2kHlXBKgzxcIQRUX+jyiqv53uZTiXYVqxYgV//+tfNHh8yZAiqqqr2Oygi6lksdD/waLoGm2LLdhhERNSD8u35UCQl22FQD3Jb3YglYxwiSkTUAzqVYLPZbPD7/c0e/+6771BcXLzfQRFRz0poiWyHQD0sEA9AM7Rsh0FERD2o2FWM6lB1tsOgHiRLcsZsg0RE1H06lWD78Y9/jNtvvx2JhPhSLkkStm/fjhtvvBHnn39+lwZIRN0vpsWyHQL1MAkSXBbONERENJAUO4tRFeJok4HEG/VmOwQiogGjUwm2e++9F8FgEMXFxYhEIjjppJMwevRoeDwe3HHHHV0dIxF1Mxa6H3jiWhyKzGFCREQDidPihASJkxsNIAWOAkiQsh0GEdGA0KlZRHNzc/HOO+/g448/xldffYVgMIijjjoKkyZN6ur4iKgHxJLswTbQeKNeziRHRDTASJIEAwaiySg88GQ7HOoBcS2e7RCIiAaMDifYdF3H3Llz8eqrr2Lr1q2QJAmjRo1CWVkZDMOAJPEOCVGfIwG6oTPhMoDkO/IhNfJ8TUQ00FhkC0tDDCC8iUpE1HM69G3aMAz8+Mc/xpVXXoldu3bh8MMPx2GHHYZt27Zh2rRp+MlPftJdcRJRN3KqTmg6C94PJOFEmDdEiIgGIKtizXYI1IPsqh2q3KlBS0RE1EEdOtvOnTsXH3zwAZYuXYpTTjkl47n33nsPU6ZMwbx58/DLX/6yS4Mkou6lGzpCiRDylLxsh0I9xBv1wmPl8CAiooFGkRQ0RBswFEOzHQp1M93QsdO/E8Wu4myHQkQ0IHSoB9tzzz2Hm266qVlyDQBOPfVU/OUvf8EzzzzTZcERUc+wqlYWPB5gEloC+Y78bIdBREQ9TJIkOFVntsOgHhBLxhCIB1DqKs12KEREA0KHEmxr1qzB5MmTW33+rLPOwldffbXfQRFRz1IllQm2AaYyWIl8OxNsREQDjSRJnEV6gNAMDZFEBEXOomyHQkQ0IHQowdbQ0IDS0tbvgJSWlqKxsXG/gyKinuW0OLErsCvbYVAPCsaD7MFGRDRANUZ5vT4Q1EXqmFAlIupBHUqwaZoGVW29bJuiKEgmk/sdFBH1rFx7Li++BhhZklnomohogGIP5oHBoTqgSLy+IyLqKR2a5MAwDEybNg02m63F52MxTgNN1Bfl2HJQF67LdhjUg4KxYLZDICKiLJAgIaElsh0G9QBZ6lBfCiIi2k8dSrD96le/arMNZxAl6ns8Vg++rv0622FQD3JYHdkOgYiIsiDHloOacA0OxsHZDoW6mTfqzXYIREQDSocSbHPmzOmuOIgoi3JsOdkOgXqYBCnbIRARURYU2AtYg22AyLfnoyZek+0wiIgGDPYbJiLYVTsCsUC2w6AeYhgGQvFQtsMgIqIsKHAUoCpUle0wqAfEtTgMcJZ4IqKewgQbEUGSJGiGlu0wqIdohsZei0REA1SuLRfBOOtwDgQxjfWxiYh6EhNsRARA9GKjgSGuxSFJHCJKRDQQyZIMm2KDbujZDoW6GWcRJSLqWUywEREAIJqIZjsE6iHhRBgyT/9ERAOWbugsFTAA7A7uRpGzKNthEBENGPyGRUQAAEXmHc6BQpVVWFVrtsMgIqIssat2JPVktsOgbqTpGvwxP4pdxdkOhYhowGCCjYgAAFaFCZeBIhALcMgIEdEAZpEtLH7fzyX0BCLJCIqdTLAREfUUJtiICAAQjLHg8UBhwGANNiKiAUyWZdSGarMdBnUjb9SLpJ6ETbVlOxQiogGDCTYiAgA4LI5sh0A9xKpYocpqtsMgIqIsMQwD+Y78bIdB3UiSJNgUJteIiHoSE2xEBEDczdZ0LdthUA/Y7d8Nj9WT7TCIiCiLOIto/yZLMnurExH1MCbYiAgAkNSSiCQj2Q6DeoBmaPDYmGAjIhrIgnGWhujPGqON2Q6BiGjAYYKNiAAAHpsHEnincyCIaTH2YCMiGuDy7HnZDoG6UYG9INshEBENOEywEREAQIbMHmwDxE7/TuTYcrIdBhERZYldtaMxwh5O/VlCT2Q7BCKiAYcJNiICACiygkAskO0wqAcokgK31Z3tMIiIKEsK7AWoD9dnOwzqRtFkNNshEBENOEywEREAwGV1QZGVbIdBPSCpJ3msiYgGsAJHAaIaEzD9GUtBEBH1PCbYiAiAqMVSFajKdhjUA3hXm4hoYCuwF2Cnf2e2w6BuFEwEIUv8qkdE1JN41iUiACLBFkxwRrGBwGl1ZjsEIiLKIptqgwQJhmFkOxTqJoFYgBNZEBH1MCbYiAgAkGvLRSwZy3YY1APiyXi2QyAioiyzqTYk9WS2w6BuoOkaIskIihxF2Q6FiGhAYYKNiAAAHpsH1aHqbIdBPcAAeywQERHgjXqzHQJ1A3/Mj7pwHYqcTLAREfUkJtiICAAgSzKssjXbYVAPsKv2bIdARERZ5rQ4WaOrn9INHbIkw2VxZTsUIqIBpU98qm7duhVXXHEFRo0aBYfDgQMPPBC33nor4vHMYU5r1qzBiSeeCLvdjmHDhuGuu+7KUsREfRNnluz/dENHJBHJdhhERJRliqQgoSeyHQZ1A83QeE1HRJQFarYDaI9vv/0Wuq7jsccew+jRo7Fu3TpcddVVCIVCuOeeewAAfv//Z+/O46Oq7/2Pv8/sk0z2lUBIwg6CgID7LhXU2tr22s32Sm+vtb2299dqF22t1l5aKq5VW7fWpdrFvRVFFnGpCiqiiIjsOyFhyzbJzCQzc35/HGeSIQECWWaSvJ6PxzySOed7zvmcmTlnznzOd6nX+eefr+nTp+u+++7TRx99pP/6r/9Sdna2vvOd7yR5D4C+oSHUkOwQ0MNaIi3UYAMASJL8zQxu1B/VBGpkGEaywwCAAadPJNhmzpypmTNnxp8PGzZM69at07333htPsP31r39Vc3OzHnroIblcLh133HFauXKlbr/9dhJsQCdluDOSHQJ6mClTboc72WEAAFIAo0z2T3lpeckOAQAGpD7RRLQjdXV1ys3NjT9ftmyZzjzzTLlcrX1IzZgxQ+vWrVNNTU2H6wiFQqqvr094AANZ1IwmOwT0sPpQvaJR3mcAgBQMB5MdAnpAc6RZpsmARgDQ2/pkgm3jxo26++67deWVV8anVVVVqaioKKFc7HlVVVWH65kzZ46ysrLij9LS0p4LGugDuNDu/xw2h5wOZ7LDAACkgHA0nOwQ0AO4ngOA5Ehqgu3aa6+VYRiHfaxduzZhmV27dmnmzJm69NJLdcUVV3Rp+9ddd53q6urijx07dnRpfUBf53P5FIlGkh0GelAkGpHdoONjABjobIZNXoc32WGgB2S6M5MdAgAMSEntg+2aa67RrFmzDltm2LBh8f8rKyt1zjnn6NRTT9UDDzyQUK64uFjV1dUJ02LPi4uLO1y32+2W201fRECMKVPBcFDpLoZ1769qgjUk2AAAyvZka1f9LhX5io5cGH1KY3NjskMAgAEpqQm2goICFRQUdKrsrl27dM4552jKlCl6+OGHZbMlVr475ZRT9Itf/EItLS1yOq3mT4sXL9bo0aOVk5PT7bED/ZHT5lQoElK6SLD1VzmeHG3RlmSHAQBIsry0PO2q35XsMNADDDGCKAAkQ5/og23Xrl06++yzNXToUN16663au3evqqqqEvpW+/rXvy6Xy6Vvf/vb+vjjj/XEE0/o97//va6++uokRg70LW6Hm4uyfq4mUEMNRQCA8rx58jf7kx0GuplpmgqbYWW4GBkeAHpbUmuwddbixYu1ceNGbdy4UUOGDEmYFxshJysrS4sWLdJVV12lKVOmKD8/XzfccIO+853vJCNkoE+yyaYDgQPK8VLrs786EDzARTcAQJnuTO1r2qdgOCiPw5PscNBNGpobtLdxr/LT8pMdCgAMOH0iwTZr1qwj9tUmSccff7zeeOONng8I6KcyPZmMKDYA0PkxAMAwDGW6+d7vb1oiLQpFQhqcPjjZoQDAgNMnmogC6B253lw1tTQlOwz0oL2Ne5XhpgYbAECy2+wKhUPJDgPdKGJG1NTSpCx3VrJDAYABhwQbgLgcT4621W1LdhjoQU0tTTQRBQBIkuyGXTXBmmSHgW5UG6yVZNVQBAD0LhJsAOJyvDk0FenvDGswCwAADMNQtic72WGgG+V6c5MdAgAMWCTYAMS57C41R5qTHQZ6UGNzY7JDAACkkGA4mOwQ0I1o8gsAyUOCDUACLsz6N6/Dm+wQAAAphJrr/Qs3SgEgeUiwAUiQ5kpLdgjoQTaD0z4AoJXP5Ut2COhGGe4MGaL/NQBIBn5pAUjAnc/+rSHUkOwQAAAphO+F/iMSjdAVBAAkEQk2AAmi0WiyQ0APynAzgigAoJXD5kh2COgmTS1NDFoBAElEgg1AAq+TPrr6s6hJAhUAYElzpvG90I80R5plt9m5lgOAJCHBBiBBc6SZZqL9VDgaVnOU9xYAYMlPy9fW2q0yTTPZoaAb7Gvap2p/tQb5BiU7FAAYkEiwAUjgcXjUEmlJdhjoAZFoRBkumogCACx53jxFzagiZiTZoaAb5HpzVdlQqUEZJNgAIBlIsAFI4La7aS7STwXCgWSHAABIIbneXPmb/QqFQ8kOBd2gJdqixpZGRoYFgCQhwQYggd1m196mvckOAz0gFA7RmTUAIM5pdyqqqGqCNckOBV1kmqaC4aAMGckOBQAGLBJsABJ4HB45DJIw/ZHdZpfT5kx2GACAFOKxe+RxeJIdBrrI3+zX4IzByQ4DAAY0EmwAEuR6c1UXqkt2GOgB9aF62QxO+wCARMFwMNkhoIsqGyrldriTHQYADGj80gKQINebq531O5MdBnqAw3CQYAMAtBOOhpMdQr8VNaNqjjTLNM3443Blj8Q0TYWjYYWjYTW1NKk+VK8tNVtUll1mzRcjwgJAstAODECCHE8Ogxz0U2EzrAw3o4gCAFqZMvtsp/j1oXr5m/1y2V2qCdQo050pwzBUG6xVnjcvnogKh8JW5/8Rn9KcaaoL1inNmSan3an9TfuV681VxIzI3+xXtidb++r3KaqoCm2Fagg1yGV3ye1wqyZQowx3hmyGTbXBWuV6c9UcaVYwHJStxaZAOKD0SHp8G16nV267W/WhevlcPkXMiBqbG5XlyepwG16nV3sb9yrHa12LxeIJhoOqa6hTujNd+8P75bK75HF41NTSpBxvjipyKpL9VgAARIINwEF8Lh+dHfdTO+p2qCC9INlhAABSTH2oXvlp+ckOI0FLpEW1wVpFzIjshl0HAgeU681VS7RF++r2KdOVqQxfhorSi2S32RPiL0grkClTUTOqSDSiZqNZed48+XxWIrFt2Y722xO1+qTzpfkOWbYwvTBhGb/fby3TwTby0vI6vY1cb26Hr0e2LTth/ZKU481JKNMSaaGvVQBIIhJsABIYhqFwhKYi/ZFhGMp0ZyY7DABAivG5fApHwz060nQwHJS/2a/6UL08Do9cdle89lidv06NLY0abBusppYmmaapLE+W3A63fC6fbIYt4QZRpmF9l/nSOq55ZxiGDBmyGTY5bA61GC09tl+pZHvddg3NGprsMABgwCLBBqCdNFdaskNAD2gINZBgAwC0k+PJUX2o/pC1p45VS6RFlQ2VSnely9/sV1lWWYc1wrymV9KhE2bonK21W3X60NOTHQYADFgk2AC0E2gJJDsE9IA9jXv6bD87AICe4XV4FY6G47XJjkZ9qD7e11jbvsp2HNihbE+2fIZPgzMHy2FzpFwT1P6oOdLMSKIAkEQk2AC0Y7Mx0mR/lO5KZxRRAECCQRmDtNu/WzneHJmmKcMwDlu+sblRlQ2VynRnyuv0alDGoHYJNE/up/2LpXNTBwAwcPBLC0A7Lrsr2SGgB4QioWSHAABIMYN8g7S7YbdcdpcqGyoVjib2wxo1o9rTuEfV/mpt2L9BhmFoZN5IFfmKlOnO7NF+2wAA6Ev4RgTQTlNzk6JmlNpO/Uw0Gk12CACAFJPhzpC/2a9Md6bSnGnaWb9TPpdPtcFapTvT1eBvULYnW4W+QhX5ipIdLg4hEo0csfYhAKBnkWAD0E66K13haJiabP2M1+lNdggAgBTmsDlUnl0uqXUAggwjI4kRobNWVq3UpOJJyQ4DAAY0qqcAaMdpc7ZrIoK+rTnSzHsKAOiQKTPZIaCLttdtV7GvONlhAMCARg02AO3YDJsOBA4ozZmW7FDQTYLhoDx2T7LDAACg24SjYe2s36mmliZ5HB75XD5luDLkcXhkGIZM01RLtEVNLU0KRULa07JHBwIHFGgJqCXaonA0rKgZldfhVYY7Q2nONDU2N2p//X65HW7lZOTIkKGIGVEwHFRLpEVOu1OmaSoUCclhc8jn8snj8KiuoU7N0WY5ahwKRUJqjjTLNBMTl6ZMue1u5afly2Na8YaarLKBcEB7G/eqIL1ApZmlctqdkqSWSIuC4aACLQF5HB5FzajqQ/XyN/vVEGrQroZd8jf7NaFoQjLeAgBAGyTYALTjcXhoHtrPmKYpl4P3FADQN0SiEe0P7Fe1v1o1wRo1tTTF5zUFrP8z0jI0JHOIfC6fguGgdtTtkL/Zr0A4IEkyZMhpd6ol1CKX3aXBuYNVnl0ur8Mrp90ph80hQ4YC4YAaQg0KhAPKT8vXYM9ghSIhOT1Wkstm2ORxeBJq+LsdboWjYfmb/QqGgzI8hlx2l/Ky8uSyu+SyuzrsyzYYDmp/035t37ddW+u2KicjRy67Sx6HR6PyRmlv0169vu31+HacNqc8Do8amhoUCofk9XqV6c5UujNdGe4MnVV2VjwZBwBILhJsANrJ8mRpf9N+FaYXJjsUdJM9jXtkN+zJDgMAkIJyvbna17Qv3u9aT2hqadKyHcvU1NIUTwgZsjrljyXMvF6vDBkyZcpm2JSflq/C9EINzx0ur8Mb78Tf7/dLknw+X6e2faTyac60hFr7/qhfPvk6tX6fyyrjd3y6Dffhl/E4PBqcOVhZtqwOY8rx5mhU3qij3gcAQPKRYAPQTq43V5UNlRpbMDbZoaCbZLozGV0MANChScWT9O9t/9b0YdO7bZ2maWrTgU1au2+tJGsApVNLT+1wwB2SRwCA/oAEG4B2cr252lG3I9lhAACAXuCyu9QcaT6qZRqbG/XOrnfUEmmJ93cmWf2MNQWaZMjQmOIxumjURT0RMgAAKYcEG4B2sj3ZqvJXJTsMdKO6YF28KQ4AAAczZCgUDsntcHc43zRN7ajfobX71qol0qI0Z5pOKz2tw/LUSAMADEQk2AC047A5FDWjyQ4D3chhdyjDnZHsMAAAKWr6sOl65pNnNDZ/rI4vOj7ercDepr16t/Jd+dJ8Kssu0znl59CpPgAAHSDBBqBDjDjZv+ys36nSzNJkhwEASFFOu1NfHf9V7ajboZc2vhQfAdMVdenC4RcqI4ObNAAAHA4JNgAdampuSnYI6CamaaqyoVLTSqYlOxQAQIorzSpVaVbrDZlYc08AAHB4tmQHACA1ue3ueIfF6NsC4YC8Dm+HI7cBAAAAALqOBBuADrkcLrVEW5IdBrpBVWOVXHaa/AIAAABATyHBBqBDbrtblQ2VyQ6jW0WiEUWikU6XN01TkWhETS1NCkfDPRhZz0p3psf70gEAAAAAdD/6YAPQIafdKZ/L1+vbbYm0yGbYZDNsMgxD4WhYLZEWhSIh1YfqleZMU6AloIbGBqU50rS3Za9cdpfcDrdqAjXKdGdKkupCdcr15ioYDqol0qIMd4b2+vfKaXOqxdGiA4EDynJnSZLqQ/XK8eYoFA6pOdKsDHeGGpsbFQwE5XV45TAcctqsEdMOBA4o15urUCQUX6/dsCvdla5QOKT9gf3KMXJkylRdsC6+XlOmMt2Zshk2pTvT46Oz9bTd/t1Kc6b1yrYAAAAAYKAiwQbgkAItgW5bVygcUmNLoyLRiGqCNcr2ZCtqRuVv9ivbk6299XslSYMcg1QTqJHH4ZHT7lRtsFbFvmK57W4V+4rjTR39dqvTZZ+vNQmYn5Yf/7/IV9QuBk/UYy2T5jti2fy0fPkd7bdRkF6QUM40TdUGa1UbrFU4ElaWJ0t5aXlW2bQCGYYh0zQVjoZlylR9qF51wTq5HW7trNmpTFemmowm1QZrrcRdmySfv9kvh80hj8Oj2mCtjBZDNsOmylClcr25ao40KxgOKtOdqaYWa1CKNGeaagI1ynBnWAlAV4Z8Lp9M0Z8eAAAAAPQUEmwAOuSyu+IJNtM0Vd1YrTxvXny+aZpqjjSrPlSvDHeGJMlhc8hu2CVJtcFahSIhVTdXK8uTpVA4pFxvrjwOT7skldQm+eXxKduTHZ/eNhGWigzDUI43R5LkN62E3MHNMQ3DkNNu1YBruz/xfU73qTC9sN2625bNT8uPj+TWNuHXkbbLMfobAAAAAPQ8EmwAOjQkc4hssmntvrXKT8tXhitDBwIH1GK3mlfGamm5HW6Fo2E1NjcqYkbksrtUF6xTpj1T2Z7sIyaD0POaI83xJq4AAAAAgO5Hgg1Ah0ozS/XOrnd0dvnZkiR/1K80Z5p86b4Oa6C17a+tbW0rJN/a/Ws1tmBsssMAAAAAgH6LYeUAdMjr9HZrH2zJFo6GtbN+p/Y17ZNpDqz+yCr9lSrJKEl2GAAAAADQb1GDDUCvCUfDqgnUqD5Ur+ZIs0KRkHY37JZhGGoKNMmQoTRvxyNemjJlyIj/DQSt5J/X44134B+bfzBDhuw2uzJtmdrTtEfr6tclrPNQYtvweDzt5mW6MzU8Z7gK0wt7bUTQYxEKh5IdAgAAAAD0eyTYAByS3WZXU0uT1u5bq237tmmQb5CmpU2T3WYNZBCOhrW7YbcaWxrlc/niI1babXbVBmu1as8qGU4jPpKm0+5UjidHWZ4spTnTlOnO1KTiSZLU6Q78Y462fHdvoy5Yp001m7SyamU8qRcIfJr083olqcPkXdsEoCPiUI4nR6VGqXI8OfGBEDojHA2rOdKscDQsu2GX2+GWw5Z4Sq/2V+v59c/r0jGXdnq9AAAAAICjR4INwCGdV3GeFm5aqIlFEzUqY5R2NezSki1LFIlGJElOu1PFvmKlO9NVE6jRjrod8jf7FTEjckadmjZomgpy2vfX1h9kebJ0wqATEqYdTQLPNE3tPrBbNcEa7arfpY+qP1JLtCWhTNsEnSlTwWBQpmnK6/XKYXPIZXfJYXMoEo0oFAkpHA0nrL8wvVBfGfuVdqOaAgAAAAC6Fwk2AIdkt9l14cgLJVnJo8EZgzV60OhOLcsgB4dnGIYy3ZnKdGf2Sq09AAAAAEDP6XPVGkKhkCZNmiTDMLRy5cqEeatWrdIZZ5whj8ej0tJSzZ07NzlBAgAAAAAAYMDocwm2n/70pyopaT8aXn19vc4//3yVlZVpxYoVuuWWW/SrX/1KDzzwQBKiBAAAAAAAwEDRp5qIvvTSS1q0aJGeeeYZvfTSSwnz/vrXv6q5uVkPPfSQXC6XjjvuOK1cuVK33367vvOd7yQpYgAAAAAAAPR3faYGW3V1ta644go99thjSktLazd/2bJlOvPMM+VyueLTZsyYoXXr1qmmpqbDdYZCIdXX1yc8AAAAAAAAgKPRJxJspmlq1qxZ+u53v6upU6d2WKaqqkpFRUUJ02LPq6qqOlxmzpw5ysrKij9KS0u7N3AAAAAAAAD0e0lNsF177bUyDOOwj7Vr1+ruu+9WQ0ODrrvuum7d/nXXXae6urr4Y8eOHd26fgAAAAAAAPR/Se2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",
"text/plain": [
"<Figure size 1500x1600 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from ahrs.filters import madgwick\n",
"from ahrs.common.orientation import acc2q\n",
"\n",
"beta = 0.00086603 # Value I've calculated from my headset.\n",
"madgwick_ideal = madgwick.Madgwick(frequency=1000, gain=beta, gyr=np.array(gyro_ideal), acc=np.array(accel))\n",
"madgwick_filter = madgwick.Madgwick(frequency=1000, gain=beta, gyr=np.array(gyro_filter), acc=np.array(accel))\n",
"plot_attitude_compare(madgwick_ideal.Q, madgwick_filter.Q)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "60250ba4-f133-4435-82b6-59b3147e73d9",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.6"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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