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walks.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"authorship_tag": "ABX9TyPyasCdcZcFdOCJCwpciMY2",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/cavedave/5231c05421e50a6837a62fd1070dc2dd/walks.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"Python turtle walks on some number sequences.\n",
"as in prime would be 23571113171923...."
],
"metadata": {
"id": "6R6nPr5RRyyX"
}
},
{
"cell_type": "markdown",
"source": [
"## walks on the number line"
],
"metadata": {
"id": "5KELCyXjjudb"
}
},
{
"cell_type": "code",
"source": [
"def recaman_generator():\n",
" \"\"\"Generate digits of Recamán's sequence.\"\"\"\n",
" seen = set()\n",
" current = 0\n",
" n = 1\n",
" while True:\n",
" yield current\n",
" seen.add(current)\n",
" next_term = current - n\n",
" if next_term > 0 and next_term not in seen:\n",
" current = next_term\n",
" else:\n",
" current = current + n\n",
" n += 1\n"
],
"metadata": {
"id": "OC4gYIb9wlzD"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"def catalan_number_generator():\n",
" \"\"\"Generate digits of Catalan numbers.\"\"\"\n",
" current = 0\n",
" while True:\n",
" catalan = math.comb(2 * current, current) // (current + 1)\n",
" for digit in str(catalan):\n",
" yield int(digit)\n",
" current += 1\n"
],
"metadata": {
"id": "GAqKAm26w2NH"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"\n",
"def fibonacci_generator():\n",
" \"\"\"Generate digits of the Fibonacci sequence.\"\"\"\n",
" a, b = 0, 1\n",
" while True:\n",
" for digit in str(a):\n",
" yield int(digit)\n",
" a, b = b, a + b\n",
"\n",
"def natural_number_generator():\n",
" \"\"\"Generate digits of natural numbers.\"\"\"\n",
" for current in range(1, 10**7): # Limit for efficiency\n",
" for digit in str(current):\n",
" yield int(digit)\n",
"\n",
"\n",
"def logarithmic_constant_generator():\n",
" \"\"\"Generate digits of the logarithmic constant (logarithms of integers).\"\"\"\n",
" current = 1\n",
" while True:\n",
" log_value = math.log(current)\n",
" for digit in str(log_value).replace(\".\", \"\"):\n",
" yield int(digit)\n",
" current += 1\n",
"\n",
"def zeta_basel_generator():\n",
" \"\"\"Generate digits of the zeta function at 2 (Basel problem).\"\"\"\n",
" zeta_2 = math.pi**2 / 6 # ζ(2) = π² / 6\n",
" digits = str(zeta_2).replace(\".\", \"\")\n",
" # Loop indefinitely over the digits\n",
" while True:\n",
" for digit in digits:\n",
" yield int(digit)\n",
"\n",
"def square_number_generator():\n",
" \"\"\"Generate digits of the squares of natural numbers.\"\"\"\n",
" current = 1\n",
" while True:\n",
" for digit in str(current ** 2):\n",
" yield int(digit)\n",
" current += 1\n",
"\n",
"def cube_number_generator():\n",
" \"\"\"Generate digits of the cubes of natural numbers.\"\"\"\n",
" current = 1\n",
" while True:\n",
" for digit in str(current ** 3):\n",
" yield int(digit)\n",
" current += 1\n",
"\n",
"\n",
"def champernowne_constant_generator():\n",
" \"\"\"Generate digits of the Champernowne constant.\"\"\"\n",
" current = 1\n",
" while True:\n",
" for digit in str(current):\n",
" yield int(digit)\n",
" current += 1\n",
"\n",
"def paper_folding_generator():\n",
" \"\"\"Generate the paper-folding sequence (binary sequence).\"\"\"\n",
" sequence = [0]\n",
" while True:\n",
" for digit in sequence:\n",
" yield digit\n",
" sequence = sequence + [0] + [1 - bit for bit in reversed(sequence)]\n",
"\n",
"def liouville_number_generator():\n",
" \"\"\"Generate digits of the Liouville number.\"\"\"\n",
" current = 1\n",
" count = 1\n",
" while True:\n",
" if count == math.factorial(current):\n",
" yield 1\n",
" current += 1\n",
" else:\n",
" yield 0\n",
" count += 1\n",
"\n",
"def golden_ratio_generator():\n",
" \"\"\"Generate digits of the golden ratio (φ).\"\"\"\n",
" phi = (1 + math.sqrt(5)) / 2\n",
" digits = str(phi).replace(\".\", \"\")\n",
" while True:\n",
" for digit in digits:\n",
" yield int(digit)\n",
"\n",
"def zeta_apery_generator():\n",
" \"\"\"Generate digits of the zeta function at 3 (Apéry's constant).\"\"\"\n",
" zeta_3 = 1.202056903159594 # Approximation of ζ(3)\n",
" digits = str(zeta_3).replace(\".\", \"\")\n",
" while True:\n",
" for digit in digits:\n",
" yield int(digit)\n",
"\n",
"def friendly_number_generator():\n",
" \"\"\"Generate digits of friendly numbers.\"\"\"\n",
" from sympy import divisor_sigma\n",
" current = 1\n",
" while True:\n",
" sum_divisors = divisor_sigma(current) - current\n",
" if sum_divisors != current: # Avoid perfect numbers\n",
" for digit in str(current):\n",
" yield int(digit)\n",
" current += 1\n",
"\n",
"def triangular_number_generator():\n",
" \"\"\"Generate digits of triangular numbers.\"\"\"\n",
" current = 1\n",
" n = 1\n",
" while True:\n",
" triangular = n * (n + 1) // 2\n",
" for digit in str(triangular):\n",
" yield int(digit)\n",
" n += 1\n"
],
"metadata": {
"id": "7EX1uKq3rOLe"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 329
},
"id": "OCxvb2K-jv64",
"outputId": "e00879b3-c4e6-4d62-be43-4c1773026b93"
},
"execution_count": null,
"outputs": [
{
"output_type": "error",
"ename": "KeyboardInterrupt",
"evalue": "",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-7-e46203008458>\u001b[0m in \u001b[0;36m<cell line: 0>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 84\u001b[0m \u001b[0;31m# Run the program\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 85\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0m__name__\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"__main__\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 86\u001b[0;31m \u001b[0mmain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m<ipython-input-7-e46203008458>\u001b[0m in \u001b[0;36mmain\u001b[0;34m()\u001b[0m\n\u001b[1;32m 80\u001b[0m \u001b[0mgenerator\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcube_number_generator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# Change to `fibonacci_generator()` or `natural_number_generator()` as needed\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 81\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 82\u001b[0;31m \u001b[0mdraw_pattern\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgenerator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 83\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 84\u001b[0m \u001b[0;31m# Run the program\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m<ipython-input-7-e46203008458>\u001b[0m in \u001b[0;36mdraw_pattern\u001b[0;34m(generator)\u001b[0m\n\u001b[1;32m 65\u001b[0m \u001b[0mangle_idx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdigit\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 66\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mcos_values\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mangle_idx\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mscale\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 67\u001b[0;31m \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0msin_values\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mangle_idx\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mscale\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 68\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 69\u001b[0m \u001b[0;31m# Plot the pattern\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
]
}
]
},
{
"cell_type": "code",
"source": [
"def perfect_number_generator():\n",
" \"\"\"Generate digits of perfect numbers using the Mersenne prime property.\"\"\"\n",
" from sympy import isprime\n",
" p = 2\n",
" while True:\n",
" if isprime(2**p - 1):\n",
" perfect_number = 2**(p - 1) * (2**p - 1)\n",
" for digit in str(perfect_number):\n",
" yield int(digit)\n",
" p += 1\n"
],
"metadata": {
"id": "mnGLJv0JwAk0"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"def amicable_number_generator():\n",
" \"\"\"Generate digits of amicable numbers efficiently.\"\"\"\n",
" current = 1\n",
" while True:\n",
" sum_div = cached_sum_of_proper_divisors(current)\n",
" if sum_div > current and cached_sum_of_proper_divisors(sum_div) == current:\n",
" # Yield digits of both amicable numbers\n",
" for digit in str(current):\n",
" yield int(digit)\n",
" for digit in str(sum_div):\n",
" yield int(digit)\n",
" current += 1\n"
],
"metadata": {
"id": "CH8d31WErv67"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"divisor_cache = {}\n",
"\n",
"def cached_sum_of_proper_divisors(n):\n",
" if n not in divisor_cache:\n",
" divisor_cache[n] = sum_of_proper_divisors(n)\n",
" return divisor_cache[n]\n"
],
"metadata": {
"id": "BiaI28JzvSmg"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"def sum_of_proper_divisors(n):\n",
" \"\"\"Efficiently calculate the sum of proper divisors of n.\"\"\"\n",
" divisors = {1}\n",
" for i in range(2, int(math.sqrt(n)) + 1):\n",
" if n % i == 0:\n",
" divisors.add(i)\n",
" if i != n // i:\n",
" divisors.add(n // i)\n",
" return sum(divisors)\n"
],
"metadata": {
"id": "6lTwxCCDvVHL"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [],
"metadata": {
"id": "0Brzaitnvd7w"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from sympy import sieve\n",
"from itertools import cycle\n",
"import math\n",
"\n",
"# Global Configuration\n",
"CONFIG = {\n",
" \"num_digits\": 10000000,\n",
" \"scale\": 8.0,\n",
" \"color_change_interval\": 100000,\n",
" \"canvas_size\": (10, 10), # Size in inches for matplotlib\n",
" \"output_file\": \"log10.png\",\n",
" \"colors\": [\n",
" \"#0797f0\"\n",
" ],#\"#ff7f00\", cube #15b512 primt #1222b5 square #ff7f00 natural #f0073d fib #07f0dc champ #f007dc\n",
"}\n",
"\n",
"# Sequence Generators\n",
"def prime_generator():\n",
" \"\"\"Generate digits of successive prime numbers using sympy's sieve.\"\"\"\n",
" for prime in sieve.primerange(1, 10**8): # Limit for efficiency\n",
" for digit in str(prime):\n",
" yield int(digit)\n",
"\n",
"# Drawing Function\n",
"def draw_pattern(generator):\n",
" \"\"\"Draw the pattern based on the sequence generator using matplotlib.\"\"\"\n",
" x, y = [0], [0] # Starting point\n",
" angle = 0\n",
"\n",
" colors = cycle(CONFIG[\"colors\"])\n",
" scale = CONFIG[\"scale\"]\n",
" current_color = next(colors)\n",
"\n",
" # Precompute scale thresholds\n",
" thresholds = [10**i for i in range(4, int(np.log10(CONFIG[\"num_digits\"])) + 1)]\n",
" threshold_index = 0\n",
"\n",
" # Efficiently calculate positions\n",
" angles = np.arange(0, 360, 36) # Precomputed angles (0 to 360 in 36-degree steps)\n",
" cos_values = np.cos(np.radians(angles))\n",
" sin_values = np.sin(np.radians(angles))\n",
"\n",
" first_x, first_y = None, None\n",
" last_x, last_y = None, None\n",
"\n",
" for i in range(CONFIG[\"num_digits\"]):\n",
" digit = next(generator)\n",
"\n",
" # Adjust scale dynamically\n",
" if threshold_index < len(thresholds) and i >= thresholds[threshold_index]:\n",
" scale *= 0.1\n",
" threshold_index += 1\n",
"\n",
" # Calculate new position using precomputed trig values\n",
" angle_idx = digit % 10\n",
" new_x = x[-1] + cos_values[angle_idx] * scale\n",
" new_y = y[-1] + sin_values[angle_idx] * scale\n",
"\n",
" if i == 0:\n",
" first_x, first_y = new_x, new_y # First step position\n",
" last_x, last_y = new_x, new_y # Update last position\n",
"\n",
" x.append(new_x)\n",
" y.append(new_y)\n",
"\n",
" # Compute net displacement and path angle\n",
" net_displacement = round(np.sqrt((last_x - first_x) ** 2 + (last_y - first_y) ** 2))\n",
" total_distance = round(sum(np.sqrt(np.diff(x)**2 + np.diff(y)**2)))\n",
" path_angle = round(np.degrees(np.arctan2(last_y - first_y, last_x - first_x)))\n",
"\n",
" # Print results\n",
" print(f\"First Position: ({first_x}, {first_y})\")\n",
" print(f\"Last Position: ({last_x}, {last_y})\")\n",
" print(f\"Total Distance Traveled: {total_distance}\")\n",
" print(f\"Net Displacement: {net_displacement}\")\n",
" print(f\"Angle from First to Last Point: {path_angle} degrees\")\n",
"\n",
" # Plot the pattern\n",
" plt.figure(figsize=CONFIG[\"canvas_size\"])\n",
" plt.plot(x, y, color=current_color, linewidth=0.5)\n",
"\n",
" # Add title\n",
" plt.title(\"A Walk on Logarithmic Digits\", fontsize=16, fontweight='bold', pad=20)\n",
" plt.suptitle(\"10 million turtle steps\", fontsize=12, fontweight='bold',y=0.89)\n",
" # Add annotation with computed values\n",
" annotation_text = (f\"Total Distance: {total_distance}\\n\"\n",
" f\"Net Displacement: {net_displacement}\\n\"\n",
" f\"Path Angle: {path_angle} degrees\")\n",
" plt.annotate(annotation_text, xy=(0.05, 0.95), xycoords='axes fraction',\n",
" fontsize=10, verticalalignment='top', bbox=dict(boxstyle=\"round,pad=0.5\", fc=\"white\", ec=\"black\", lw=1))\n",
"\n",
" plt.axis(\"off\")\n",
" plt.savefig(CONFIG[\"output_file\"], dpi=300, bbox_inches='tight')\n",
" plt.show()\n",
"\n",
"# Main Function\n",
"def main():\n",
" \"\"\"Main entry point for the program.\"\"\"\n",
" generator = logarithmic_constant_generator()\n",
" draw_pattern(generator)\n",
"\n",
"# Run the program\n",
"if __name__ == \"__main__\":\n",
" main()\n",
"\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 939
},
"id": "4QcMS-oFvdSQ",
"outputId": "ea3e7f8e-fb88-4838-d796-8467c223b305"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"First Position: (8.0, 0.0)\n",
"Last Position: (3776.252127737616, 3536.5086653290855)\n",
"Total Distance Traveled: 296000\n",
"Net Displacement: 5168\n",
"Angle from First to Last Point: 43 degrees\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x1000 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"## number gap with binary"
],
"metadata": {
"id": "6rBjwNoyxjUx"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import math\n",
"\n",
"# Configuration\n",
"CONFIG = {\n",
" \"num_digits\": 100000, # Number of digits to process\n",
" \"canvas_size\": (10, 5), # Size in inches for matplotlib\n",
"}\n",
"\n",
"# Thue-Morse Sequence Generator\n",
"def thue_morse_generator():\n",
" \"\"\"Generate the Thue-Morse sequence (binary sequence).\"\"\"\n",
" sequence = [0]\n",
" while True:\n",
" for digit in sequence:\n",
" yield digit\n",
" sequence = sequence + [1 - bit for bit in sequence]\n",
"\n",
"# Rudin-Shapiro Sequence Generator\n",
"def rudin_shapiro_generator():\n",
" \"\"\"Generate the Rudin-Shapiro sequence.\"\"\"\n",
" n = 0\n",
" while True:\n",
" binary = bin(n)[2:] # Binary representation\n",
" overlaps = sum(binary[i:i+2] == '11' for i in range(len(binary) - 1))\n",
" yield overlaps % 2 # 0 if even, 1 if odd\n",
" n += 1\n",
"\n",
"# Baum-Sweet Sequence Generator\n",
"def baum_sweet_generator():\n",
" \"\"\"Generate the Baum-Sweet sequence.\"\"\"\n",
" n = 0\n",
" while True:\n",
" binary = bin(n)[2:] # Binary representation\n",
" valid = all(len(block) % 2 == 0 for block in binary.split('1') if block)\n",
" yield 1 if valid else 0\n",
" n += 1\n",
"\n",
"# Paper-Folding Sequence Generator\n",
"def paper_folding_generator():\n",
" \"\"\"Generate the Paper-Folding sequence.\"\"\"\n",
" sequence = [0]\n",
" while True:\n",
" for digit in sequence:\n",
" yield digit\n",
" sequence = sequence + [0] + [1 - bit for bit in reversed(sequence)]\n",
"\n",
"# Draw Number Line Function\n",
"def draw_number_line(generator, filename):\n",
" \"\"\"Draw a number line based on the binary sequence.\"\"\"\n",
" x, y = [0], [0] # Start at origin\n",
" total = 0 # Initialize total\n",
"\n",
" for i in range(CONFIG[\"num_digits\"]):\n",
" digit = next(generator)\n",
" total += 1 if digit == 1 else -1 # Update total based on digit\n",
" x.append(i + 1)\n",
" y.append(total)\n",
"\n",
" # Plot the number line\n",
" plt.figure(figsize=CONFIG[\"canvas_size\"])\n",
" plt.plot(x, y, drawstyle=\"steps-pre\", color=\"blue\", linewidth=1)\n",
" plt.title(f\"{filename.split('.')[0]} as a Total Line\")\n",
" plt.xlabel(\"Step\")\n",
" plt.ylabel(\"Total\")\n",
" plt.grid(True, linestyle='--', alpha=0.6)\n",
" plt.savefig(filename, dpi=300, bbox_inches='tight')\n",
" plt.show()\n",
"\n",
"# Main Function\n",
"def main():\n",
" \"\"\"Main entry point for the program.\"\"\"\n",
" sequences = {\n",
" \"thue_morse_numberline.png\": thue_morse_generator,\n",
" \"rudin_shapiro_numberline.png\": rudin_shapiro_generator,\n",
" \"baum_sweet_numberline.png\": baum_sweet_generator,\n",
" \"paper_folding_numberline.png\": paper_folding_generator,\n",
" }\n",
"\n",
" for filename, generator_func in sequences.items():\n",
" generator = generator_func()\n",
" draw_number_line(generator, filename)\n",
"\n",
"# Run the program\n",
"if __name__ == \"__main__\":\n",
" main()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "-sUJD_W8_Yax",
"outputId": "92c1c63d-6175-4e32-d1aa-69baad61e568"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"Interesting ones to keep"
],
"metadata": {
"id": "lME1wParCcaL"
}
},
{
"cell_type": "markdown",
"source": [
"\n",
"\n",
"* triangle\n",
"* prime\n",
"* natural\n",
"* square\n",
"* log\n",
"* fibonacci\n",
"* cube\n",
"* champ\n",
"* \n",
"\n",
"\n"
],
"metadata": {
"id": "Ewj7FgtxCe2O"
}
},
{
"cell_type": "markdown",
"source": [
"done prime10.png\n",
"Square 20 done\n"
],
"metadata": {
"id": "B8MuOT2NzXV9"
}
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "yRthEyGrCdyy"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"## big prime"
],
"metadata": {
"id": "fRet7-qiskL1"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from sympy import sieve\n",
"\n",
"# Configuration\n",
"CONFIG = {\n",
" \"num_digits\": 100_000_000, # Target number of digits\n",
" \"scale\": 8.0,\n",
" \"canvas_size\": (20, 20), # Larger canvas for larger datasets\n",
" \"output_file\": \"prime_100m_digits.png\",\n",
"}\n",
"\n",
"def batched_prime_generator(limit):\n",
" \"\"\"Generate digits of primes up to a limit in batches.\"\"\"\n",
" for prime in sieve.primerange(1, limit):\n",
" for digit in str(prime):\n",
" yield int(digit)\n",
"\n",
"def draw_pattern(generator):\n",
" \"\"\"Draw the pattern based on the sequence generator using matplotlib.\"\"\"\n",
" x, y = [0], [0]\n",
" angle = 0\n",
"\n",
" # Precompute trigonometric values\n",
" angles = np.arange(0, 360, 36)\n",
" cos_values = np.cos(np.radians(angles))\n",
" sin_values = np.sin(np.radians(angles))\n",
"\n",
" scale = CONFIG[\"scale\"]\n",
" chunk_size = 1_000_000 # Process in chunks\n",
" num_chunks = CONFIG[\"num_digits\"] // chunk_size\n",
"\n",
" for chunk in range(num_chunks):\n",
" for _ in range(chunk_size):\n",
" digit = next(generator)\n",
" angle_idx = digit % 10\n",
" x.append(x[-1] + cos_values[angle_idx] * scale)\n",
" y.append(y[-1] + sin_values[angle_idx] * scale)\n",
"\n",
" # Save intermediate plots (optional)\n",
" plt.figure(figsize=CONFIG[\"canvas_size\"])\n",
" plt.plot(x, y, color=\"blue\", linewidth=0.5)\n",
" plt.axis(\"off\")\n",
" plt.savefig(f\"output_chunk_{chunk}.png\", dpi=300, bbox_inches='tight')\n",
" plt.close()\n",
"\n",
" # Final plot\n",
" plt.figure(figsize=CONFIG[\"canvas_size\"])\n",
" plt.plot(x, y, color=\"blue\", linewidth=0.5)\n",
" plt.axis(\"off\")\n",
" plt.savefig(CONFIG[\"output_file\"], dpi=300, bbox_inches='tight')\n",
" plt.show()\n",
"\n",
"def main():\n",
" \"\"\"Main entry point for the program.\"\"\"\n",
" generator = batched_prime_generator(10**8)\n",
" draw_pattern(generator)\n",
"\n",
"if __name__ == \"__main__\":\n",
" main()\n"
],
"metadata": {
"id": "n-U20cp1sloV"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"## biggest prime"
],
"metadata": {
"id": "iXn2uH7Vsml4"
}
},
{
"cell_type": "code",
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import requests\n",
"import zipfile\n",
"import os\n",
"\n",
"# Configuration\n",
"CONFIG = {\n",
" \"prime_url\": \"https://www.mersenne.org/primes/digits/M136279841.zip\",\n",
" \"chunk_size\": 1_000_000, # Number of digits to process at a time\n",
" \"output_file\": \"mersenne_prime_walk.png\",\n",
" \"canvas_size\": (20, 10), # Size in inches for matplotlib\n",
"}\n",
"\n",
"# Step 1: Download and Extract the Prime File\n",
"def download_and_extract(url, extract_to=\".\"):\n",
" \"\"\"Download and extract the ZIP file containing the prime digits.\"\"\"\n",
" local_filename = url.split(\"/\")[-1]\n",
" response = requests.get(url, stream=True)\n",
" with open(local_filename, \"wb\") as f:\n",
" for chunk in response.iter_content(chunk_size=1024):\n",
" if chunk:\n",
" f.write(chunk)\n",
" with zipfile.ZipFile(local_filename, \"r\") as zip_ref:\n",
" zip_ref.extractall(extract_to)\n",
" os.remove(local_filename) # Clean up the ZIP file\n",
" return [f for f in os.listdir(extract_to) if f.endswith(\".txt\")]\n",
"\n",
"# Step 2: Draw the Prime Walk\n",
"def draw_prime_walk(file_path):\n",
" \"\"\"Visualize the walk over the prime digits.\"\"\"\n",
" x, y = [0], [0] # Starting point\n",
" scale = 1.0 # Initial step size\n",
" angle = 0 # Starting angle\n",
"\n",
" # Precomputed trigonometric values\n",
" angles = np.arange(0, 360, 36)\n",
" cos_values = np.cos(np.radians(angles))\n",
" sin_values = np.sin(np.radians(angles))\n",
"\n",
" # Batch processing\n",
" with open(file_path, \"r\") as f:\n",
" while True:\n",
" digits = f.read(CONFIG[\"chunk_size\"])\n",
" if not digits: # End of file\n",
" break\n",
" for digit in digits:\n",
" # Skip newline characters\n",
" if digit.isdigit():\n",
" angle_idx = int(digit) # Digit determines angle\n",
" x.append(x[-1] + cos_values[angle_idx] * scale)\n",
" y.append(y[-1] + sin_values[angle_idx] * scale)\n",
"\n",
" # Plot the results\n",
" plt.figure(figsize=CONFIG[\"canvas_size\"])\n",
" # Increase the chunksize for the Agg backend\n",
" plt.rcParams['agg.path.chunksize'] = 10000 # Adjust as needed\n",
"\n",
" plt.plot(x, y, color=\"blue\", linewidth=0.5)\n",
" plt.axis(\"off\")\n",
" plt.title(\"Prime Number Walk\")\n",
" plt.savefig(CONFIG[\"output_file\"], dpi=300, bbox_inches=\"tight\")\n",
" plt.show()\n",
"\n",
"# Main Execution\n",
"def main():\n",
" \"\"\"Main function to execute the workflow.\"\"\"\n",
" print(\"Downloading and extracting prime file...\")\n",
" extracted_files = download_and_extract(CONFIG[\"prime_url\"])\n",
" print(f\"Files extracted: {extracted_files}\")\n",
" prime_file = extracted_files[0] # Assuming only one file is extracted\n",
" print(f\"Processing file: {prime_file}\")\n",
" draw_prime_walk(prime_file)\n",
"\n",
"if __name__ == \"__main__\":\n",
" main()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 395
},
"id": "PJpaRDCtsotE",
"outputId": "4e938170-befd-4bef-df08-d3d9a0ff0679"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Downloading and extracting prime file...\n",
"Files extracted: ['m136279841.txt']\n",
"Processing file: m136279841.txt\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 2000x1000 with 1 Axes>"
],
"image/png": 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uvxz455/I1x1qK4gZM4Bbb7V/wRAo524snXeetOgP5tgxWRaQi7f7749uuRLNyZOS19TYmyFcOTnBe5sQERFR7rNihQzS3KCBDPb8zjsy/+abgTlzorNNpaRXb5MmgZd7/HFg4MDo9t71vU6uUwfYsSN62wvHihVyvVe7tnxWgASVsrKsU1UdPw6ULm3dUIcoFgYOBN580/n1/v47cNNNeu/uaHrpJeDtt6Oz7t69gTFjgi9XtKg0HtuxA6hSRRo9HjsWnTJZOXoUOHsWuPDC2G6XiCjRMBBBCSFYkMDtloGoqlQBTp/WU+bcequ0sjC+PivLfGC9SLtjnjwJbNggQZKjR+Wi5/ff9ecHD5aLRadt3x5Zblzy55taIBKjRgXvikxERER5w6JFwNVXh/faChXsVY6dOiWV5ABw113e41xlZ3s3sli/HmjUKLzy5FYTJsgAuXakpQHFikWzNETWYplOKLd7+GHp7fXbb0C1avEty+uvSzrgp5+WtFZERHkJAxGUECK5yNq1C/j3X+nyaeR7ZB85Iulz8pLbbgN++inepUg8qanSGyIUtWoBO3f6z3/lFRmcjIiIiMioXTtJR+Ik7frWKrWk2Z0dKzODW73avIeJsQcxUbiU0oNao0d7N2K67TZpWGdm3Trg0kvD326nTsDMmeG/Ptq0Bl2hnKPuuAOYNi38bTZsKPvEqcGqneB73lYK+PBDKevixcCAAeYNLYmIkhEDERRzO3cC27YBX30FfP21zGvTRlqph6p8eSAlxfw5syM7Xz7z+UuXAtdcI63IgqlXD9iyRVqinTkjZV+wIJRSR5+W4oo3nubGjgV69ZLPT2tRGEyggc4+/hjo0sX+uoiIiCj3czptp/Ea1u32Ty+5YAHQtKl1uiGy799/2ZOEIqPdM2it360cPCi9/jUdOwKzZwPvvSeV9J98IvctkfjqK+DBB73LlawOH859jQvPnAFefVVSWBUtav0ZMR0wEeUGDERQzCgFPPoo8Pnn0d9W27bA9OnS6t33hzzci6/ffweuv17+nzlTLhIByTdZvHj4ZQ1V587WrWY0ixYBrVvHojTJ4eef5fi7+WZ5nJ4uF3mAveNh82agfn35/8QJYOFC+RyMBg2SGw0iIiIio5kzpcHC2bORreeXX4D27eX/ypWlt69m7VqpODeOs0aBtW7tP4D1/fcDkyfHpzyUu9i5xxgxAujXT3+sVPS+w8ZaH49HthPr+9hwLF8uaZGXLAGGDYt3aRJDdrYEJJI9qEREeRMDERQzofxQWh2Va9YAhQtLN8VQGNdnLEeVKsChQ/bW0b275JQFgOHDgRdf9F9fvHToIJXtpBszRgI2X38NVKrk/znNmCHdlQH/5ypUkMHMQk3fRERERGTXiRPSu9cJn30G9OjhzLrygi5d5BrRWOnL8SAoEsb7iRIlpOW+sXeSdj966aWScsnI45HxCJ06H5jZtQsoW1YaYyklqX6SIXA5YYLc161cGe+SJKbJkyWASkSULJLgp4dyg7Q0e8v9+691EAIAGjcGLrpIlnnhBfvbN7YYU0qmlJTgQYiCBfX/tSAE4L3tH3+USanQxmOoVAn46y/7yxsdOqS/D6WAOXOSt/VW06bOr/PLL6WlyOTJQMWK0trH1623SstE3yCEUtLqhkEIIiIiihalnKt09HhkINZESxWayD7/XK4BDx8GHnhA5mktw91uPcVpZiYwZUr8yknJ6exZ7yDE6NHSM8rlsk4FHO0UrxdeCJQpI436ihQJHIRo2lTOUZ984mwZ/v7b+3FGhpy/At3/d+/OIEQgXbrEuwRERKFhjwiKuuxs+4MrTZwoFcdat/NgFiwArrvO3rK+R3p2NtCqlfcFUd26UoZhwyS1k1kORmO3eF/79gE1alhvf8YMuZB68017ZbZiVoZE6JmRyL75JnhrEZ4NiYiIKBacHD/CqucvBWY1QLWZ3r2lMpnIyj//ON/Aqlo1YO9e/7H/vvxSxnxIpvEC6tUDtm71nud773XqlPTaIPtq1pTeLkREyYKBCIqJnBzv3gV29e8P3HOP9IQ4elRaTVxwgf9NlscjLTaeeMJ6XeEc6b7bOXs2tDyapUtLoOPsWeDyy/Wynjgh3cFbtwauvNK6vHPnAjfeaP280ezZ+rgVdpQpIxd7JCm6DhzgzTsRERHFxrXXht8z1pd2TThtGnDnnc6sk7xt3erswOOUezl5P+Hx6OsrWzZ33Lu9/z5w++1yL1qqlP/zvB8LjmnkiCiZMTUTxcSIEeG9bvhw4IorpLVHlSrSpdS3G+mCBfJ8oCAEEN5FjbFLLQD873+hvf70aWn9oQUhACn/eecBzzwjrWaysvxf16AB8OefeldxMy6XvPboUWkp06GD3IiapSHytWlT7riQdcrBg7zoJSIiotixG4QYNEiu7w4csF5Gay390EOOFC1il10W7xI458svZf8zCEF2aalzndCnj/w9fdrZeze7aZPtCqVnxtq10iCvdGmgWTM5d1Wu7N/rw6h/f9mnGRnOlDfZJfoA40REgbBHBMWEU5W8XbvK34kT5e+5czLglpmzZ4EBA4APP9TnhXq0+5b7+PHoDCIW7v6ZPx9o2zb016Wl8QLG1+uvy80+ERERUbRlZckYX7ffHnzZ7GygQAEZr6BCBSA1NfrlI2/B7iG2bJGGRC+/LNeUhQvHplyUuDIzZSyGeNKO28aNJQAQLYMHAwMHRm/9rVtLQ74ff4zeNuJJ+5xCqRP48ksJPrMxHRElG/aIoKSxfLn84M6bp88zC0IUKyZjNezY4R2EAOSH+vrrrbeRleXdQ8F38Onzzgu93MHs2WNvuTvvBDZulC66brf0mAgnCAEwCGHmjTckpQERERFRtBUqBHTurLeefvtt62ULFgQaNpRKTS0IEe54Y6+9Jn/vvTe81yebRo1is53p0+XvsGHyOY0fH5vtUuIqXBhISQHee897/nvvOdtrwg6tAv/pp63T/kZi4ED9PWVmSsrkq65ybv2LFpkHIZYtc24bsaCUpKzOydH3l/E4cLtl8Gk7A5d36yaZFlwu/7E3iIgSGQMRFDVKyY/p8OHmz5lNmvR0/+e0i5mdOwNvNz1dWrZPnmz+vDGQoXn5ZfkRL1xYJq1r6G23+S/rcgG//hq4DMHs2yeDj513noztcPgwcPIk0LOnPF+lCnDDDfryJUsCU6fKTWi+fNL99dprIytDbrVsGfD99/7zGzcOfsHv9ABzRERERHZoqUcGDDB/vkYN78daQCFUWgDju+/Ce30wl14qaVNDTWcaLf/+K5V+gXzwQeDn7aSDefll78e9esk9w+rVwV9LuVe5csCzz3rf0z77bODXlCkjDfBCsXJl4MZtNWvKtt9/P/L7WDNjx8rf7GzpEfTaa8CKFc5vx1fz5tHfhlO0nvf581unssqXT8YCOX06tHUzxwkRJROmZiIAkuJo/XrrgZPDYdVNsFAhaSkRjXXboXVvNxowQFowhaJgQfPxHawoJfkwtfRSZipVAo4cCa0c4Xr4YeCLL2KzrXhxuyW48/nnEuypVEluRh9/HBg3TnKtVqyoL8+zIREREcXT3LnmLZZffjn0a9V4CCfFSDQZB/utUUMaAwHAmTMyUO7VV8t14t9/S0tkzbvvSivve++V5wNZuVK/hypZ0j911rff5p0eKBQaj8e8Ulop6d1fuLC0jjcb1NnokUeAzz6z9/1bt04Chk4pWVK+T8G2m9ulpMjnVLCg9TLa5+Px+I97aRTqftSCXHl5/xNR8mAgIhfLypJK12LF9HmnTkmU/YknpEVEoULeP1jGi/VINGokgQ1fqan+A0CHKtzymQUgPvsMePTR8MsS7NuTkSGDUrN7duw9/HDwG0dAxv04cUIGFSciIiJKBJs3AwcPAu3aRXc7bjewaZOMb5A/P7BwIXDNNZGts2VLYMkSZ8oXqRUrvBta2b2PsHOHPGWKf4ChXj3zNClud+CKR8qb/vlHevvfc4/3/BIl9IDWmTP2UvW88AIwYoT0ptAyCaSmSrBt8WKgfv3Ag95HIj1dUiazItyaFiwCvPfT77/L51WqlKRPtjOQeI8e+rp8Pf649FDhZ0FEiYqXQ0nC7Q58Qfzcc/Jj8+ab8vemm6QFhe9YACdPyt+xY/UUREbvv+9MeTt0MJ9fsiTw889ycxVOr4jt28Mv0z//+M975JHw1wfoKZw6dfKen5Ulgw8WLcogRDy43dYXZ77OO49BCCIiIkosDRrIWGAdOwZeLj09+Lrcbuvn8ucHLrlEGut8+WXkQQggcYIQgFTwGe93RowIvHywe67SpaURk1LeQYgTJ6RB15Yt5q/Ln996v2Rm6vcU2mSVYpZyB+1zbtrUPwgBAGfP6v+XKiWNCY8fN09prNGO7WbNJP3SuHHy2rVrJbDhG4TweID9+/XHxl7imt27A29TU6wY8MMP/vOzs0Pvcb50KfDXX8DHH4f2ulhZty68MT4+/1w+c4/He/711+s9XuwEIc6ckd5xlSsDo0fLedto/HiOe0hEiY09IpKEdgFdqJBUcm/bJq2Njh0L/LrWrWVwJ0CCDM88E3j5Eyekx0SkihQJHmh47DEZyKpgQfnRDdSNUbN/P1C9enhlat5cLmyMKlYMvg8peb3+up6Pk4iIiCiZpKdLMCJQvviCBaWyz0xOjp72JStLGiRVrJg3W+bbTRnVqBEwYYIsV6GCTIULy/2CWUWt7/qVCrx/teUWL5b7tGDWrnU2jQ7FV3q6fGcLFfJ/7sEHJY2vZvx4uV+2YpXWKZhZsyT9m1kZfJ07J/f1WoAu2P26UpLm7JNPgE8/1ecH+t7dfbeM73f99TK2yp13yvx+/YCRI4OXMdZKl5ZGncZUbqFo0cK/TiIUVrV3xn28a5eMC0JElIgYiEgSwS6aR44Enn8+8u04dTSkpYWeginYtlNSpPV6pLKz5SLqlltkoGjK/b75RnIuf/45MH060LlzvEtEREREFJhTqTWM19h5MV3Htm1AnTryf5cucl3ohIEDpaK4alV9XrD9q1RoFchvvQW88kr4ZaT4On0a2LABaNXK/mvq19d71hi/u0uW6Otxu6VFvFmDuo4dJdjgy5imuGFDSclm5sUXgXfekcDbkSPeY6AEsnu3tOw3a9S4dq2U3azFv5aO6LffgBtu8H4uL56v7Dh92nvckIcflgAqIMHTo0fjUiwiIlsYiEgiVj/E338vFyJXXx35Nq65BvjzT2fWs3BhaK8JdiQ+9ph3y4pw7doFXHhh5Ouh5MWzHhERESU6JyrhfBtg5NWKPe3az+2WlDW9e1sv+9lnkubWGGDQBBrrYdw4GYcvGk6dsjdOACWWUL5vxvuTPXskgHHzzfLYLHi1fz9QrVrgdV57LbBgQWjleucd6YXTvr08fuUVYOjQoMX/z44dQK1a5s8FW5fvPdrOnUDt2va3nZfMmKGnhzZ+nkePSjCCiChR5cGOuclLKfMcr3ff7UwQApB8jKtXywXLhx/q89evBy6+WM9nCcgAesbHGo/HfhDCTs5JzY4d9tYZSE4OuykSERERUWI7dEj///PPAy97wQWST715c+CLL7yfq1zZ+3FGBjB8uDNlTCbaPUuBAoGDEIAMBHv++cCQIfq8oUODp12KVhACAMqUid66KXrs3uv6jvVywQV6EAIwP+6CBSHWrDEPQgDSe8HKiy9KIA6QcocShAD8AwdK6d8/s3UdOSKt+Y0p5rKyZPlJk7z3oVLA3r3ery9XLrTyJZJWrcJP03Trrfp+HThQnx8ohRwRUSJgICLOtB+P0aPlb6BudF9/HV4eyFDzF15+OXDddcDTTwPz5sm8Ro2AjRu9y+3bDbl/f/k/lNbmxoG4Atm6VVJPPfSQ/XWb6dEDePbZ0F8XzmsocWnfuz/+iHdJiIiIiPxVqSKVgadOBU8puWcP8OSTwLJlkqLD6Pzz9f/PnpVW1No1e27y4Ydyr2JMVxKJ558HBgyQCtucHODll4O/Rilg+3Zntm/UvDnw77/Or5diY/364D0jihb1n3f0qPcA5lp6MbsaN/a/L9fWZadhnssV/ngyxnvnYO+9UiWge3dJnexySR1E4cLy3MCB/q+vXt07MJGSIgHW228Pr6yx8uqr/vMWL5ZztJayzTc1FWDeM8vX4MHej7t1C6+MRESxwNRMcVC7tnQztHLPPcCUKcDkyeEPgqS59logNRVYtSr8dXg8UpYHHwy83LFjMobDp58CbdrIhbixJYcvYx7IbduA48dl8CZAbqbGjvXOkRkP994LfPutlFXrnmqmSxfZR3nR+PHAI4/YG2w80ezeLS2OiIiIiBJVXk2n5ITzz5de3OEI9S45WI+JaG+fEpPd76/x83bqWHK7gSZNJJA1ZYrUM0RLx47SaHL/frl3LlcO+PFH+wGCa66R7Axmgn0X6tWT+oRk9t13wOuvA5s36/Nq1pS00oDUiTRoEHw9jRrJeCKhjtdJRBQrDETEQbRvJjp0AH7+Obrb8LV7t1x8rF+vz7vvPqnEt/LHHxKw6NVLKrPj5ZNPpCXFO+8AJ0/q87VAUEqKDLo1dSqwbp1/i4O86JFHgqcJSDT33w/88INcEN9yi8zj2Y+IiIgSVVaW3jKYnJOSIg2tLr8c2LfPfJkTJ8wH3Q3m0CHvXii33iq53CN12WWSaoeSx8KFMq5H0aJSUR6M8b4klO/+5s2SjmfAADnejA0Bt28PvSdF5coy9kCoYzP++aekiz5zRt633YrzYPr1A0aM8J9vrFN5911ZTnPkiPS0yA3M7letAlXduumDVhMRJSoGIuLATiDi0kvNu+C63ZI/sUiR4Ov4+2/gyitDL18wOTmSX9XKzTcDc+bYW5fvRUOolJJWF9Wrh/7aX38FbrxRf9yihXRpN+PxyOdmNlAYJY/vv5cxVYz++UduRImIiIgSwY4d0vgl1FQjvXrJgMmJoEED75a9iUS7+w10T+bkHbKTPSV45548wh2oWqOlBGvUCHjggfDvQbt2Bb76KrzXxlrfvvo4lYsXAy1bWi9r5/trtczs2VJnsXkzcNFF4ZU1HAUKyOfqSymphzh0CHjpJUlLbXzOilVPEJ4niCiRcYyIOAiU4kejBSF8By/Kn986COGb7z4aQQhALqRPn5Yf7pkz9flHjsiP3uzZ3nkbfSt+jSIJQgDyY961a3iv7dBBBvbTcmVaBSEAoEYN4KefGISwUqiQ/nlnZsa7NNbMjkU7LZSIiIiIoiE93XuQ1r/+khbMoQQhpk+XyqhggzDHyuzZgXtFx0vp0sBTT1k/f9119gYWDsXq1d5BiFdekb/h9pBnBWPyCJSK2Zd2P9qzpz6vQAHpCdC1a2T3oBMnOhMU7NlTGuXNmRO9DA+vvKJ/BwMFIQB7PYSM51ZAH8flllvkPRiDECtXyvNutwQLovFd8w1C9Ogh+xSQsWBuv116kmjjdAbiclmno3K5ZNBxIqJExB4RcZKWZi9vX/XqkvZIqcC9EDRt2gALFkRYuACsjhaPJ3hLny+/lIGoyBlHj0o33EShlBzXo0YBzz0nOUhnz453qYLLyGDaAyIiIoqt9eulpXMsLV2qj8fmy6o3djhOngTKlJH/E2V8i8xMaTgTbcHeb0qKtPqeNCm09RYtKo2mLr00/LJR7G3bJo31rr7a/muiVTsTynfxmWfkXNGmDVClil5ZHgvdukm9ARB8X/TrB4wcqT9euFACGPnyyWt79ZKUVcEG5961S5Y5dUpPybZ6tYyvEQ3Nm0tjOO192uV2S1Dqppsku4OVRYuAZs3s1R8REcUaAxFxYpXip3Bh8xblSkmFadGi/s99+62MxxBNTh0liXIzkkiUAqZNA+68M94lyZvKlpWbQh6bREREFAt54ZpjxQrpxZ0oFedamtVoC2UbI0cCzz9vb9l584C2bcMrE8WH77HQsSPw5JPeYzgAQO3ako5Nc+yY3J/kzy8pzh54AHjttfDL4fQg6r7rPnxYghXRMGVK4OwKgPSiGDo0Ott3Wu/ewBtvyEDeodKOp2++kbEPjdq3l54q0fqciYicxFNVFMyYoXevdLlkDANAAgw33STzrLpXnjtnvd4iRbxTHjVuLPOjHYQA9Pfy2WeRrUcpacnvlIYNnVtXPGzdKimfYtnKhLydPCkXbadOxbskRERElBd4PMBdd9lf/rvv5Fpl505g40Zg1arIyxDtsSSuuipxghCA7L+srOhuw1iZbEewIESnTvp9H4MQyWPcOPOA1KxZEoTQ6gY0vsdNhQp6WqYtW4CBAyMb8DxaAThtoPfKlSUFkscjx+pPPzm3jSNHrJ87dEje2wcfBF5HRoakpjIbmyFWRo+WfTN6dHhBCCPfIAQgvSPy5/eug3K5nPmtICJyGgMRUXDbbd6Pq1eXH4IiRQJ3oQOso9hK+VdW28mL6LRPP418HRUq6BfVZ8+G9tphw+Rvdra8fsMG794avnkgAeCFF8IvazRcc43kplRKumR27hy8pUcy+OwzoHXreJcifFo3XCIiIqJocrmA77/3Hl/L6h5gzBhJd+l2AxdeKDnNg6UL0da7aJH12HS9ekX2Huxo0CD62whF4cLRq5RNT5exPQAZYNgJxrH4KDn06gU88UTgZapV835sdT9szPE/dap/JbNxmjhRljPOmz9fzgFAdO6HjWmmCxTQv1u33ho8OBDMX3/JOcxq3JvUVOD88+X/tDTr9cyYId/7+vWlov7EicjKFa5rr418HVbj12RmSpDl1Vf9n4tWaikiokgwEOGwjIzI17F1q7SAMcqXT49yazweoGRJ+bG3KyVFWi+UKqUHN957D7jiCuChhwK/dty4wAM6h6N4ce9eHmYBF0BaD2RmAi+9FHi8jIIF/eeNGGGvLBkZkff4sGPePOmCC8hFw++/O7fueF5s9OihX+wmozffjHcJiIiIKC9QSlrnu93SqKZwYevesb6Vlv36Ba9M375d/jZoELwRVDQ5MUBuNFSrpg/0+tlnUnn8xReRrVO7ts/MlBQ8kejUSVqCs8d08qlfP/DzR48C48d7jw9jZ9xILdBgpVs3//NCu3YyNoXLJffDpUoF304oSpcGhgyR9R865P1c376RrTvYmBp2xj5Qyr9OJV4Nz6LZOyx/fpl86xTatMkbaQCJKPlwjAgHeDzAnj1A+fLyg2zl1lulq2KkPwhWn1ig9W7fDtSqFXzbWi+FbdskOGFkHHguVjIypJdDyZKBl+vVSy7qjAYMsM4XWayYtFwy2rpVbiLy5Yvej/attwJXXunfYmHtWulJ060bMHhwdLZN1mKVN5iIiIjyLrNc7b/+qvdaWL8euOQS7+fbtpVGLICkdKlePfrljKavvgre+Cle5syRCs5du4BHH5XPKjNTerUb+d6LXX+9/hlZqVtX7q+C2bs3+T/jvCwnB/jzTzkmIqE1zvvjD+919eoFfPSRPO/bSFHz6KPA//4X2faDKVFCr/8wltn4fyTjFWjr2rMHePBBeU/dunkvM368dc+u9HTvsTUPHpS/Wi+KeNz3vfCCDADeuXP421+yBGjVKvhyBw9Gb9wOIqJIMRARoVB+RDZuBCpV8v7BDsXNNwOzZ4dflnA+6Ysu0lszJfqRol3w7NkjLcsqVTK/CEpLA7p0sc5fuW9fbG4ADh4EHnkE+OWX6G8r0e3f79/iT9OypVx0WfE9LgN9D5YuBZo1k4vTL78EnnrKfB1ERERERjk5UgF4zz3Apk3Ajz9Kj10zf/whrVEB4PTp4A15Ro4EnntOGv345g9PS5MGNGaNbig+fBuwmAUiNmwwH8vO7Dp12TK5Fr7rLqBmTQmEUHI7flzu8R58UD7TPXtk/k03Ae+8E7iFfGYmUKiQve1ox9Pw4UCfPnrl++23yzkq1iZNkvvsSCr6s7Lk/t2310Og+7XffpPUaLVqORcMiiaPR+pZli0L/vuQmhq4N0uZMjKY+XPPOVlCIqLoYSAiQr4/skuXyiDSs2ebD0LndsuAVGfPyvgARYsCP/wA3Huvve3Z/bQefBDo2VPyEbrd1oNj5wVffCEV/sE8/TRw2WX2lo2FK6+Ugcife04/zmrWBHbvjmepEtdLL+ljiGjWrtUHdQdCu7AnIiIi0oRTsdaqlVy7GxtUbN0qrePPnZMAg0YpSdtSqZL3Og4ckFa8idJz8+OPgSlTgAUL4l2S+Dt0SCpL8+UDvv7aXjqaihWBY8f0x5dcIj1hjHh3njudPi0VylpasGuvlbTJDz8sKZCHDZNUtxUrOrvdAwesG3w5bfJk4PLLnR8f5oMPZD9ZZUnQ9m0kvTDiadEiuWddvFjvITdggARUFi8O/vr9+4GqVaNaRCIixzAQ4YBwbwyOHQPOOy+01zOFTOg8Hml1MnOmtE656qp4l8g+pWTAu7ffjndJkkN2tnnO0CVL5OLOeMNPREREZIfH40yjnqws7/HMgl3TlysnFZW89g+uRAnrQX9jZd064OKLpeLwu++kx0xGhjQ869pVeuMCwPTpwB13mK/j66+BBx6IXZkpd8vKkkwBsfDWW+YDJjupYkUJ2P7wg3mjz0RTqxawc6f837599MbsGTxY9n2g3wql+FtCRIkhSWPGyUEbfNntNn9+1Cj760pN5Y9HuPLlk5ZGF14ovQw0EyZ4t1Azjieh3SSuWBGTInqZPl26ZB84ICmEGISwr2BBaTniq2VLBiGIiIjInh075Jpbm+6+O/J1KuUdhADkmsUsfY9Whk2b8u61/6ZN+r1UZmbw5eMdhABkAOJ8+WSg3TFj5LPTUuVogw0rZR6EeO01aSV/zz2xKy/lfoUKAZ98EpttRTsIAUgQAkj8IMS4cRLA3rEDmDZN5v34Y/DMC+PHS2qppk3tjQWhGThQH+fS+Jvx/PP6vHz59DEyiIjiiT0iHJCebq+S0/ijYMwd+8cfMhCdFX5C0fXzz5Ly6KKLJDdvqVLerd7y6g1gsvr0UxnQjIiIiCgcdq/9ChWSFsfBnDljnVLESCmpNGzbFli4UNK05EU5OdY9UJL9urx4cRn3w8qpU0Dp0jErDuUhW7cC9evHuxR5R6BMFo89JvesmoIFJaXwRRd5L3fZZcC//wbfVig9wli3RETxxh4RDrAThPBtyXPNNdJ9d+FCqfz2lZ0tg5xZtQDKzg69nGSuQwf9R79sWe8bnw8+iM42Z87UW3hprb14UWBfhw4SADx1yv+5Jk1iXhwiIiLKRTweSa0TTLAghMcj13cDBwLz53s/t2yZ//IulwxKXa9edIMQb78NnDjh7Dr/+ANo3jz81//+u349HCgNllLSU/zoUbkW9N2vvhYuTKxBXNPSgH/+Ad580/z5QIPSEkWCvexjK1DQ1BiEAKROwDcIkZ1tLwgBhNYjTOsh4VsGIqJYYY+IGPn3X4lo2xHsEzH+qPHTi55o5tT8+WegXTv/LvoLF0qQikLH7wIRERE5we02H3MqVDk5wK23AnPmWC9jvH5p3drewKTxtmmTf6XZt99KWiGXC+jYEZg9O/T1rljhnUbVjt27Jf2qmcmTgfvukzL9/XdyjBM3cCBw220y4C+R006dkoZ3FH0VKwKHD+t1N5mZMgB1y5b+qaW0nlDHj8tjq3FEf/sNuOEG+f/QochSLe3YIWNYEBHFGntExMill9pfdvVq/3n//OOf84+iyxiEMPZaUAqYNy/468ePt36uQwfpzu9y6a36P/3UPAjx8MMhFTvP0VobEhEREUXK5XImCAHIerQgxK23mveycLkkdRMgA476qlDBmbJYqV079Nf4BiEAqfDPl08qymbN0q/Nune3v1476at8Va1qPv+++4AuXfS86YkUhAjU42PwYOCKK2JXFspbypSR7+bmzfEuSe539KicfwoXlqBokSLAe++Zj29RsKAEritUkMmqx9qNN+r/V6kCPPNM6OUqV06OAQYhiCheGIiIIbfb3gDVjRvL31On9OBD06b+y33yCStgo2nbNuuUScFuZpSS3I92lC0rn7HV8i++aH+gvkQwaJDz61yzxjr9wQsvOL89IiIionBYDUY6YwZw773mz2ljArRtK9d8brd+DaoNzhpMmTLBlzl9GjhwwLtxzfbt9tZvV/v28j4yM+V9fPGFtNz1HZR73Dj/hj4NGoS+vYIF/a/Xb7pJKv6M4j1Ia/fuejlzcgIv27p1TIpEeZBWtxDOd43suf1278dZWcADDwR+TfHi3pkSype3XtblkoaKLhfw/vuB1ztmjP+8v/8O/BoiomhjICKG8uWTqHVqqrTiXrtWf85YsT1tmly4B+s2+dhjeisf5nx0Xp061s8VL279nLEFg+8NliYtzf6N5XXXSY7I/PmTI21TJIEIq/FWGjeWHiRmLr44/O0RERERGXk80gDCjG9KTTOffx7edl0u/VoxXz59nt3e0GbjZgGSGkQLbJQqZV4hb7yPKFYMePddWT4jQ8asM2sQFcgff0jr3/z5pfxVqgAbN3ov06uX/fV5PDIWhNUYeVOmeO8nt1vfh5pdu+wNLB4tEyboaVcA688LABYtkvdzxx3SannAAD14kZWlHxcul+wbIs2JE8Ddd/ufOwINnEzO0O73p03TAw+XXAKsX68/d+hQaOM5WJkwwd5yTz3lXx/BnhBEFG8MRMRBiRJyIXDppfoPwooV+vN33SUX650721/nyy+zd0QsuVzWPRSmTLF+nfZ5Fysm3S61Vm9arkczhw9LJXyBAtEbPDveRoyQv+npob/WquUhERERUahcLhnXTSmp+B4zBjh5UsY8sKoId4qx8nzgwMjWdfq0vIdKlfwr5X31769fo6alAc8/L/MLF5aeDCNHRlYWzblzEtzIygrtvuWCC2RstUKFJLWJRqtc9e1pMneu+Tq03hPR9t573o2QnnhCgjLlyunLlC4tx5Nxnq/p0yWAMmyYlP3FF4G6db2XOX4c+P57veLZqlEP5V7Dh+sp5cqXB374QX/O45EgVrBzQG60YEH0t7F3r3kGha+/lnnr1nk3mqtcWRo0ar8vZun4InHTTdLYNdRzLBFRLHGw6gSwfj3QqFHk68nOdi6nLdljNkBeqN+oiy/2byWWDH76SVrJDRgQ+bq0faa11ClQIHi39e3bw8trTERERBSqM2f0FEqh2LIFqF/f/vI1a8r1pZOaNpVGS3feaf68ndbSbrdUeleqpM8LpYX1uHHA44/bX16TmSm9K4xSUqQCP9QW3gcOWI8p4TSz+4Fz54CiRaPfMp1393nLnDnALbcEXibU81CyW7dO7hU3b5ZzX7ScPi09zSKhlHOBoowM73EuiYgSUR6MjSce3zyCgVilBBo5kkGIeKhZUy4ePvpIWmPZufDPzPTuGu5ERX483Habc2WvVMn7pixYEAKQ1FkuF9C1qzNlICIiIrJSqpT0jPj0U+80F+vXW78mKwuoVy+0imG7QQhtTIiJEyXnt3EQU18rV1oHIQB7lWD583sHIQDgl1/8l/v9d/95zz4bWg/WHTv0Fv6+QQhAWn2HU5kf7SCE8ZrU5dIHKtcUKxb9IMT8+dFdPyWeFi3k75Ahcq4xC5hGszI+ETVqJHUs0X7f4QSnNUeOyPnAqSBEZiaDEESUHBiIiDOPJ/Agcb4R9rQ08+Wefz74IEgatpJx3pNPAt9+6z9/4UJ98HEA2LNHbqi0i4SsLODBB2NSRMcsXCit4pxkd7wMM199JRdxVt8NIiIiIieUKQM8+qj3PLMxF7QBQo1jSmgNV5xy6hTw77/AQw9Jj4fXX7f3uqlT5e/mzVKm3bvDvzdo314PyHg88rd5c//lRo2StErXXx94fTk5so5AQRMzt9/uPxh2PEyc6P348OHobu/XXyXQpenZU8aW82UcU+LIkeiWiWLD45EePi4X0KSJzLviCvlbtKj/8tOmeT/u0ye65csr7DSes2JnrIihQ+01/Js3z3o8RSKiRMNARIytWKFfCG7aJK2LAjlzxv66J0+Wv7/8IrlRlZJcoo895n0Bmi8fcPnlzlcmk79rrpE8jdq+r1lTfy4jA5g5M25FC0lWln6D2bq1HEO+A18pFd9BAFNS4rdtIiIiypvKlvW/HtIGCPX15JPSKMXuQKPBXHqpXF8+/zzQsqW9gMKkSfJ382b5e8EFzpRFa+mv5T83K8u8ed73JJozZ+RxwYJyjbl2rfdYEJqvvjLf9vTpwVPTxEP37tLgLJRBx0PRvj3w5Zf6/v7kE/05s/0MAG++6Xw5KPby5weqVZP/9+yRv82a6Y+nTpWxbszs3g2MHh31IuZq118v37lgdTmB1K5tHcioUkX+Xnml3tPFOFbPjBney7drF345iIhijYGIGPJ49AsEIHjLnXDGjXC5gA4dpHt2vnwyCPCnn/ovt3o1UznZde6cfiFv1q1cKRlETlvm5pvl78mTgddbtKgMTJ6oXnxReiooJTeGZjdQ2dmSL1hrZVOwoHS/j7XZs4EaNWK/XSIiInKWcdyo48fjW5ZoqFED6NbN2dbyWkOQQ4eCL6tds3XuDOzf71wZzOzcCfTta/38ypXyNz3d/7nnnvOf9+CDeqW7b9lHjAi/nE4bMgT47DOppPQdXFqzbJn+XnJygBMn/Jd56aXg21q4UL8HmTAheNDj8GH2js+ttDRBhQoBd9whAT0zxoZx4Tp92jv4mpsNH+4dwEtLk0afTrAKZBw8KPvV2IvsueeAF16QwG2nTt69m4y974iIEh0Hq46xUFrD9OoFjB0b+usCad5cLnw1/PQDy8727+Z4wQXAtm0SyNmxQ+ZZ3WTkBllZ+j4wDojue0w2by5d0uvUcS7XpR2//SYXZJ07R9YqhYiIiJwzY4aMJwVID9CFC6VCJxjf64vcfK1qNkjpokVAq1by/759Mh5CsWKybIMGwNat5uuqVs2/ct6471JSgPPOsy5L9+5Skd2smfe9gpPuuw/47jvveUpJxV7lytapSoINpj1ihDSgMfPFF8DDD/vP1/bN4sXS2xfwHuhVKek1Ury4XPv36iUDbpuVLZLrXmPgTTN2rASroj2wdW7+buV20R5rxMyVV8p4NDt2ALVqeT/33Xfy/c5tSpeWNHiJxO2WwGXFit7zg50niYgSBQMRMbR0qXSbDtXMmUDHjvrjadNCz50KyGBNEyb4t5bij5Y5syBEXud2Ozuoll0ul72bpfR0uYGMdfnyiqwsYMMGPRdtIErJ8cKeV0REecuaNda/E3v2WPdgPHRIWp1qjXAA4JVXZF5amvy2FyvmeHHjJtC1t9U1T6jX66mpQIkS+uNWrYAlS4K/Llp3h3bK37atpJV97z0Jythp6Vu0qAQR7GjQANi4Mfx7n3PnvIMVWiMY4/oOHZLACiCNZYoVk17QP/1kvs7TpwMPenvJJYEHRQ/HbbfJPaUT18xbtwJbtkgrbSOXC+jSBXj1VdlO/fqRb4sS4759yxbv8UkA88BqbjJrVvxTwDVpIr+xZsaMkbSARESJLhf/VCSeSy4J73UdOuj/u1zmQYh9+wIPlnTwoKQPMuuynS+fXCTmBaF08U+Ei7xEkz9/7C4wZ83yHgAxLU0urn7+2fo1xYpJGbUxWMhZhQvL+DJm+zcz038smoIFgX/+iU9ZiYgodlJS9PN/oGB1+fKSM9+3otvlkkGfjUEIQFLc5MsHlCwpLdOjnUooVgK1sE1LMx9zKyND9kEoSpb0fhwsCLFyZXRbyVv1tOjcWRqTKCXjSNx7L7B8uf10I+fO6a9XSiq+fe3ZI89t2hTZNX7RonJM5svn3RPXmKZGC0IAQKlS0igjUMrd0qXl8733XvPevU4HIQAJiuTPL/sZkHKfOhX655+WJgGGW2+V/frWW0D16pI2FZAxDBs2lADQ7bfLPSmFb9WqeJdA1K8PDBzoPU+pwAG1ZNexo/S+eustOdbj0VNCayR50UWyvw8e1Acp792b9RdElBzYIyLG7rhDBlQzs3ix3hXbyO02vygtVEgq/wAJQtSrB+zaZb7uWrUkT2sguf1IeOmlwCkBfN//qVMyACHFVu3acnN08cXmz5tdYL3/PvDMM97z9u6VGyEKz7lzgVuerlypX/gCgS98a9XS05gREVHuEUmlx+LF0lP47Fn/CvNPP5XK282b/a/dcsP1qt399uuvMiBxuIyphqy269trIhbcbrl3MZYtGtatk201bhzd7diRkxM8sGKWpikRBPrOhdP71c53WGv5/eWXQNeuoa0/Nxs2DBgwIN6l0B04IAGmFSviXZLYS0kBypWL/na09HX33acH+ADghx/Mx5vMDb+RRJS7MRARR8aLzDfflNY7b78tKZSCSU0F2rSR1sZTpkiX3p49wy/LqVO5qwXDM8/IhVHRosDnn0sLsGuvDfwa32/C5s3S2oDCV6ECcOyY/eU7dPDv8eDxSE+WnBxpLRnItGlyMUyRO3PGuXPCuXNAkSLOrIuIiBLD2rVSwVupkjSESU2VnNXr1wdu/R2p3HDnEquKZrOeJ1bWrQu/9zbZ88cfknoqUbz5JvDaa/aW9T2WtADE0KGhVYz7XhNu3AhceKHcsxmX0RrDRHPMkmRy8CBQtar8P28e0K6d9bLaZ5WR4b1fnWA3XW5e8O+/zv3W7dkD9OghjegmTJB5p0/LdyxYT7gzZ/yD+UREiYyBiAQ2aBDwxhvOrnPWLImkG7u+33cf8M03zm4nXpo1i6xFxmuvAYMHy//JlOeyfXsZQO/CC+NdkvjjGS0833wjAzGeOePsenNbkJOIiICjRyUAoTH+9qamSjqaaHvnHeCFF6K/nWiIZiDivPOkYcbVV8tjpaRBjjYgsxWOGRd9J05IerJwnDwpvduNvVFjbeRI4PnnI1vHVVeZ36t16SJpnMwGXX/ySeCjjyLbbjLz/V4qJWm8pkwxXz5fPvk+U/Q5FcAN59xbsqQEK3jeJqJkkyTVrHnToEHApEnOrrNjR//8u99+6+w24mn0aO/Hx47pYwysXRt8LIw33wztxzxRfvh//TV4EEKp3J8e5/33412C5LN+vT6YYChBiEWLgi8zezaDEEREuVGFCt6PBw2SFtKAtHZ+/PHw152ebj7ft1fkiy+Gv41k8tlnoS1//DhwzTXeYzaZBSFSUiRgkZoq14iJck2bm4UbhAAkXaydIMTFF8vnOXOmPA41bVIgjzwS+TrMghC1akkQAjAfB+bjj/NuS3yzlM4rVwI33mj9GgYhYsep8VsaNND/79QJ+Prr4KncUlOd2TYRUawxEJHgunQJfVCq5cslLVG4pk/3HnT2gguktXQoAz3HWk6OlLV/f+/5FSroN2FVq0pg5+efJR+xNtjuoEHm67RzsZtsF8S1asnF6bx5ErgIlOqoc+fkG1Au0ACZZO7oUXvLeTzeAzG2auUd2OvTx3v555+PLK81ERElLpdL0qdo3nhDKjxdLqk0HD8+/HUbB/o1Mrsm6dVLWqT27y/b3rAh/O0mqh49wntdmTKBny9RQtJZxnp8iLzsssuiu/5ChaR397590vhMKSA727n1a2Pnff018L//WS/30EOhrTfYOIYaq3EWQ/XUU3K+qFcvse9vARk7z9eVVwKPPspUaong3nudWc+mTcCff8r/M2cCDz6of3fHjfMPLk2bJj2sGEAmomTE1ExJIto/MsajINi2/v4baNo0uuWxSymgShXgyBH7y2dlySDff/0lF+m+Ro/2r1TNDQ4elNzNxoHPR44E+vXzX/bnn2W8hmQzb57kQm3RIt4lSR7nzslNzqFDgZc7etS/BWywc0WBAvKda9hQKqk4fgcRUfK79FKp/J8yBbjnnniXxl8y3Nns2iWNQ0JVsyawe7f95WvVsq7k7dABmDMn9DJQZBYulB4rVvbuBWrUiHw7oYwPYrRsGdC8eeTbd1p6ur3xDhYsAK67Tv7ft09SPRmVLy8VuEZHjsg9Urxo6YDfegt45RX/+XZNmAB07+506QiQ+2itAV/BgnL/ZLyndoLV571rl5z7lQJef12OkcKFnd02EVEsMRCRJOrUCZ5WJ39+vVt8KHxzwtq5UE2Uo8bjcfYi4M47galTnVtfInvuOQlE+H7ebrdcBCVzCwsnBw/LrY4dC37TZcwFnJPj/107c0YGXuzcOfj2xoyRFmhERJScEmnsrGCD7G7YIEHwROY7zoZdnTsDP/4Y2nYqVPAOfpw8GbzHBEXPnj3SqOvqq6Vn9tdfA8OH+197O3Et/vzzwLvv6i2q8+UDtm8H6taNfN3R9sUXwF13yWC92r7IyQHmzwduuMF8/5jNS0+XAF6gc4Lde9s//pAxcJwYqyPQOVUbpDucY6BhQxkEnMJ34EDgzAF2paZKTyK323ocHjuB6USpeyEicgIDEUmkd28ZqKtZM8kL+eabzq37k08kH+GVV5rn5jSy2yIlmjIzJQcxkZnNm4H69aO/nb17JXVZdrazOXjtyMiQFnV//x164CVYAC81VVI1nDolXYVbtjQPRBh99RXQtWvg7fLXhogoebndsf+tMzp3zvzaz6wSJ9F/bzZsCJ5W5a67gB9+sH5+5ky5dtc8+yzw3nvOlI8SQ05O8DzxdoTbOyKQpUullfjUqfr4DqF46y3pndCrlzzesEHGtwjErNzTp3s3iAn3vWkNsQCphK5WTc53p05J8KFtW+lVr6Wn0gS7Pg6mYUM9XbAvLXh04oQMQp/XRWuckMcf19MJli8vjbWc+I689JIEGH1lZ0tgzG4w8Ngxfv5ElLswEJHEhgwBXn01ttssXlzGV4inZG6pn0hmz5bWWGlp0louEbphb98uvX8itX+/jAkSbXv2SFdZQL8ROncOOH3aO8f1/v3ATz/J/MOH9UHVzbqM+7IaQNLqe/D22xJE6N1bn3fokHd5wgnkmaVmMlq7Fmjc2Pr5KVOAu+8ObZtERJRYPvrI+/clFlJTpQKwXDnrZbKy5Hf23nulksfplBlO69hRrsPMfPEF8PDDgV+flSXXb8ZK0UqV5BqDcp8NG4CLLpI0W8bKy4oV9fS0X34paXmmTZNrvttukwrMbdv8r619ryEvuST4oLuBagxOn46sh02ga8TTpyXYGGgcuPPPl2UKFYrsPvHVV6W3w4sv2n9NSkrgc1MgN98s6XCtGIMsxvel7ZNA191kj3Zcr1kj+ziScVw6dQIWLZLva6VKzgbuWWNHRLkJAxG5QCQXXNdcIwNRf/AB8M479l5jrBhdskRaS2vzY+GFF6SLMTnHbjqmwYPl4uq77+RmSGuBePnloQ+qHk3RPhZbtpSWYJGaNk3GTahaVdb52WdyA5SSYt3yZeVK6Q4ej4BcoP368ssSBAnntURElByWLJGWoxMnxna7wdKIZmU503I8Vg4fBubOlYqr7GzzMZgeekj2cyi/9/ytzf0mTZKBbDVOfeaFCnkPbJ2TI4GM/Pkl4GWnUvXMGaB06fC2b/Y+ErXx2SOPAPfdB9xxh/SYCCfwafe9afvF7Qa2bpWAlKZUKQnUknMmTQK6dAn9dcEaZEWK53Yiyk0SJNMrhWP//vAH5c2fX37Q/vxTWpGYdRu0Yrxw0oIQsTRihJRdm44dcyZPp7buvMg3P2mLFlIZrhTw6acyr107aSn07bcy/8IL9S7DZkGIJUtkIK2JE50dpHj1amk5lZMj69W6dBu5XDK98IIE2jIynNs+4EwQ4qmn5AbG5ZKu7T/8IDdvLlfg7rdNm8bvxszlkpY+RpUqyfxAQYjq1eWvUhKwsBo4k4iIEtv55wP33+9dKWKsGIuGN9/UG0vs2SMpCX1F2hI61ipXlkBDmTLmvQ2V0oM9WVn2Bqj+8ksnS0iJqk0b78faNa/LpfeOCMfp096PCxSQsRhKlgwchMjIkN7AWVnhByEAKb8xxdqQIeGvK9qeeUbGqEhNDS0IcdNN+mdlx7Bh+v/588u5dsQI/fVnzsi5okoV+2WgwB54QP+MQqnnsNugM1wul/RuIiLKDdgjIokcPy4Xnxs2OL9ujweoV09S44QrEY4kpwav/u476d6fjJSSllKTJnnP980l7Oubb6Ry4fbbge+/N9+P2oXvunV6bmOzi+nMTKkUMDp1SsYR6NvX3vv4/Xfg+uv95yslF/6lStlbj6ZECe9WQ3v3SoXG5ZfLc9q6tR4/kybJ4OVmKYy0weVq1dIHkfd4gGuvle/R55+HVrZk8uijenAKCH4ztXu3jKNhtdzp06F/lkREFB1r10qlVsWK/s8tWxZ+A5hY6dJF8rnXquUfOM8NunUz742SCNfgFBtKyXW4VQqZcI6FZs2AFSusn3/5ZWDBAmca4hjly6c3atJUqSINWAKVJ97+9z+gR4/QX/fGGzI4eShatgQWL5b/jfe5xjJkZMR//MbcyHi/a8dzzwGjRjm3/Zo1vYPQbdrI7xsRUbJjj4gksmdPdIIQgFwIRhKESBT58kmaqUglSxCieXO54cjMlArxqVP1SnRfnTpJJfKBA/LYd2yC+++Xv5984h+E+Ogj74rkrVulh4RV5XLhwnprkn79gI0b5f/atb2X++svKX92tlxcG3u6tGsnf7X5Z8/qN1clS0rPDDOVKwNjxsj/Wj7ZxYul1ZDmkkukcvyaa/QgBKAHGFwuCeYULWo9PoNSehACkNctXCjplbT3EE7X3njyzS19+LD/WBtaEMLjAcaNC77OYDmH9+2zXz4iIoqO1FTppde4sfR0MxvcNtGDEIAMmnvokF5xl9t8+aVeEf3XX8CWLQxC5DUuF3Dppd7XzP36hb6ewYP1a3VjpX+9ev7LDhsmQYiPPgKeeCL8svvyDUIA8v1N5CAEIOOmheP1183naz2HzSxZon9OxvuzRx/V5zMIER2NGsn4mHY9/3zo2/jpJ+vnfHvCafe3RETJjj0iktSRI96DzyaCf/7RUyTZGYQ3WgLlaPz1V+lZ8sAD1q8vX17SEkXqwIHoD5hs/PYeOiQpEwJp0kRSGwVTsKAEB95+W1pj3HdfRMX0068fMHSos/mcd+yQQfo6dAAGDAi8bDjpG5Yvlxu/UAd5ToZUEZdcIpUaOTkSXOjTJ/hrJk4EunYNvtzw4TLoX3a2fy8ZwD/vNxER+evRw7+33c6dkibRCVdd5Z/yaMIEaYEPJPZ5+tAh/9Qko0ZJ+hSi3C4lRQJvt90mj6+9VnovBOLE91m7B0nkc0MsvP020L9/aK/R9llWljQ0NA5ATonnmWfs9XTQGrRFE2vuiCg3YI+IJFWpUrxL4M84TkP16v4tbCKlFHDihPdAamYuu0xaj5i5/npppa61IDJrje1EEOLmm4G77op8PcEYL3zLl7deTrsZtxOEAPR9/NJLQNu2YRXNy4QJ3o/ffReYNSvy9RrVri09EsyCEG63dw7dcD6bZs30HhIzZ0pqJ219gXrQGFusaVOi0QIEp04FDkJ88YX+v50gBCBBCEC6K5uJ9gU7EVEySU/Xf1tuvx3491/53yzlX61a8tyNN0a2zTZtzMdd6N49eD7zyy+PbNuR+vtvPQixbp383bSJQQjKG776SsYV04IQgIz/t3lz4NeFmh7IjNW5wbex18aNcs2cW730UvivLVRIxn6j2Ni9W+4V7ejcWf/f7m+s2x1qiexbvFgyEhAR5QbsEZHEcnKklXbr1vEuiXVL+3btJNd/pHwvdI8dCzygLyAV076D4pod7YmUV7Njx9Ar6I3vye0OPKBcuN57z7oi2UrduvoFk1UlxokTQNmykZXNjmCttfbuBWrUsL++IkXMB8CeOFEGn7QjMzP03hXRMmKE3q3fbJwVpaQbeiQB0FatrFNlaOm5cnKAYsWAe+6R9BpOjPdCRJQszp2Tc2A4WrSQxgnGCkk7lAJeeAEYOTK87UaiUycZkPbSS51bZ5MmwKpVzq2PKBHt2uU9sLOZQHf40erF8MMP0oCpXDnv+Z06SSOe3Gb8eEmRFGqjGrdbromvvVafV60asH+/s+Ujbx99BDz1lP3lX3pJerycO2fvnm3KFOC116ITMChc2Pzek4goGTEQkYskatfYjRuBiy6KbB1m7+1//wMeecT6fV92mbQkNIrHRXkotIGS7Zo/Xy5id+7079b7+eeyf2Jt1SopS9Gi0oK+Z097r9MGwrPqzRKJRx+VsRsC6dsX+PDDyLe1ZYt5fl0r48ZJvt2rropvTlztu+HbrVgbGM3J74fdG1L+OhFRbhaNNA6ffy4B8W3bJKe7Nphpv37SQ61wYekVOHeus9uNxG+/SSDl2DHzytVx44Beveyvj78dlBtYpbS0Y/JkSavqe+22e7dz6dx8GVNtJsI9VSyEeq45fVrOyx06RKc85O2VVyTYHanzzpPfp0BCOebNBmk32rZNxmzSevnt2QNUrJg4DdiIiCLFQEQu8dhj+iCy8ValiuTr1Vx9tQyoF65AN+p33CEDNFvJypJW1kePylgHgaxeHf8UA2vWyP5LxNRbdt1yCzB7dvivj8YZaflyGdg7Fn7+GbjppvBeG8lNZziUsnfcKyXd/+2mY7LjrbeAV18NvtzzzwNvvpk4vZaIiJzSr5/eE6FWLWlU4PEA69c720sgWXzzjaSMOXEieKWPHadPAyVLSuvjs2eB0qXzTgUpJafrr5ceusZUmOH47rvAaUOdZLxuT8bvl1b+yy8HFi2SYM3FF4e2jowMCfIGU7iw3JtSbFxyiTRwy5dPH3R627bQGoxpUlL8e/oYGTMshHIve/QokJoK1KnDcfOIKO9gICLJ7d8PpKUBDRrEuyTWqlaNvKup1mrg8GHzAaCzsyNPSfTDD8Ddd0e2jmRwxRVSMZ8/v3kanlh67TWpiFm9GmjYUFJSaBeK4XjnHX3cjN27gwefomHhwsjSpUWSmiMR3HWXfJeclpXl7ODmRESJwKzSYeNG+U3MK1askF6BZnbuDJ6CJhx9+jjTC5IoVB6PjL/yzjtSMa2lKE1JCZ52NhEFCkT88kv4jXNiJdTe6Fa2bg0+6HSyX+MnI+PxefasBKdD9eijidPgk4goN2AgIomF+2NqV6VKwJEj4b326FGpjLzhBukCHGllt530BZEeyfPny5gWecGsWdJzAQAOHjQP7vhKTY3e8ebEWBH798sg6fHkdjuTZiMzU/KM3ngjULly5OtLdBUrAsuWARdcoO8/35vCihXDPx8RESWqTZvyVtAhHMHSWARy+LD17yjvgCge6tWTVtmxVqYMcOpU9Nbv8Tifas5pF18s6W7ef1/u+6ZPl3tUJ8tdrJhcr5YoYf68UtJSf+NG57aZl+3YIb1/Vq70nl+mDHDypP44kmDT+PGSfYKIiJyR4JcLZGb7dvkxjWYQApCLqIkT7S37449A797A0KFygVWhguS9r1Mn8iBE5crBLxAPHIhsG0Deam1tTPlw/vnmyxw9KjcVSskU6fE2dqz1c+HeGKWlAcePy/fBNwgxeXJ46wSka3xWlr10TqVKAQ8+KJVJxuP07FlpQWM2sFh2NrBvH5Cebr7OwoUlx3cyp+iyq0QJOddceKH3/vN4ZMBDQFJ1MAhBRLnRjh36/7Vrx68csaZV6jz5ZPBlww1CKCW/oww4UKIYPTo+QYjff5dK2enTo7eNtWsDp64JlTa+jZM2bJBrzeeek15RBQv632PWr6/f+xjvg+z2oEpPl3sml0tSzLlc3lP58gxCOOXgQekx9/ffwJ9/yj1hTg7w5Zd6Olltv0ci3g3diIhyG/aISELXXw/Mmyf/r1wpqVB2745PWZYvt+5O7wS7AzkeOGBdoW5l7lxpcT5uHPD449IKPS8NApWerueyDHSB5ptq5/LL5XMPNXBjlV7hrbdkMLFQHT4s42k4acYM4Oab9eDZnj3e6Z22bJGL3Qcf1Odp72vLFtmfNWr4r/fYMQnOhULLN+tEd/FEbqXGXyAiys1mzgRuvVX+//ZbaYm7bFlci5QQ0tL0FCWnTknl7IYNwMMPO7P+w4e9g/mBfkv5O0SxEs/874sXSyOj22+PXxkSWaA0v8zbH5mPPgKaNJF7yE8+Afr2dWa9N9wgQYdJk4AXXpDeRv/842xjzSeflPITEZFzGIhIIrEeyNaOnBxp1aG1sFcKWLAAuO46ebx3r/1WBErJ6/78UwYYLFVK5tu5+CtVSl4TCuN6J050diDeZFCkiOQqBYBHHrE3MJ7v2cKpC/NKlWSAczvrMw4GFk2bNpmPvXL8uHVQ4ZtvgPvvd2b7LVvKTSMgrbCefjr8dQ0eDAwc6Ey5nOZUOivyd/q0VO41aSL7mDfSRLG3e7f0+HJKly6R9fhLJFqLY8D7d+Do0eA9ApcuBYYPBzp3Brp1s79Nq7GxGjQANm/2n//SS8CwYfbXTxSIVTrUhQulR1T16nJdRLEXqEbE7vVT1aoS6Bkzxpky2ZHIjY127fJu0DVvnjSoTEQ//ADceaf8f/SopIQlIqLoSNCfLfJ14kToFe2xUKCAd5ofl0sPQgDSOvzbb61fP2GCtBR8+GHJv/jnnzK/dOnQulKeOSPBCJdLbtLXrjVf7uBBWcaYyumWW/JeEAKQCn1tH5ct690N2YzvBfqMGeY37eE4ckQ+GztGjHBmm8FcdJEMoOnrvPO8u2pv3SqtOAHnghAAsGSJfDb9+gFPPSWDGK5eHV63+kQNQgDynig6ypQBrrxSztOJepNKlNudf760qLRqaRuq3BKEAOQ3Ln9+mYzXe3YqgFq0kLSg3buH1qMhXz65ps7KkgYQGqvrmbffZo8Jcs755wMff+w//+qr5TkGIaLLmDqqVi1JlVW3rvSKN9K+86dOSU9ouw4ckNRLsbRlS2y3Z5fH4x2EABKzLkNz1136/wxCEBFFF6smksDgwXJRE2pql1C9/np01rt+vX9+TG16+GFJWzBhgowpEYnUVPn7zTdA48b+2wKA77+Xv9Wq6a+bPTuy7eYG770X+Hmt5wQgF+fPPQfcdpt5jwGjxo2BqVODb/+DD+wNmJ2RoQcinP7czG4MrdJ9GStM6tbVB9pu1crZMgHAyJEy3kS5crI/nehS/9RToS2/c6eMTRNMz55S1sxMST1SvHjw11xxhffjWNyk9O0rn+FDD1mP05GMsrKk5xxgHsTVzoV2x/4hosgVKiStY3Ny4l0S5xgr8M0G2g63B4F23gq1MjZQo5XMTEkH8vDDeuVi2bKSXrJyZf9GEGa/W+xNRk6yMy5KLPz8c7xLEHsnTuj/79wp40Rs2OCdccDl0nuRli0begriN96Qv5s3S8+taBk0SMp50UXR20YknnlGGq0Z3XGHnIevuSby9f/1V/jjBxERUXwxEJGA+vTxrkA3Bgh8f9CdbOWqXTg5bciQ6Kx31y69Vbpxv5w5A7z7rn/XT5dLLorInHaj7XJJYMioaFGZf/iwHHOjRtlb55o1wdOJtWplnitUKanU1vTtK+XQAk633GKvDEZm4zdosrL859lNAVWlipR30SJ7LSd79bK3Xq0MpUtLZUq4lSH79nnfcIaS67RGDRlMtU6d4Mt++qkMPl24sAz0nZZmvexLL8lf7Tz3558S3CpTRh5/9539MppRSt7z+PHSFVzbzttvSws4APj6a6l0crmkZ0syS0+X/V6oUPDxW7p10/eHFrggImdkZkoLWq0yvXfv6ASpY+nTT/XrLaWkAl8LaJsNuvryy+FvSzsf798vv6nBBPrNHTZM0lCuXi3XNWbnxipV5Pd/3jyp1PJt/WwnbSXlflWryrEZ7mDPq1Y5M2iukzp0iHcJEoNvz9x27UJ7/UcfyXnIN9jcoIH03IqWQYMSuyL+ww/lut7lkkaCSsk1Z0YGcNNNka+/USPrepDNm+U3+K23JP2wr9q1I98+ERFFQFHC8b7dC28qWzbw81OnOrOdWExGixbJPI8nuvsvr07R2I+//+4/75NPzJf99Velli/3n9+gQfDt/PGH9+OhQ5Xau9f5YyIzM/h3+NgxpVq3dvYzyckJfx0LFsT/2LIzFSqk/z92rFI7d+rzbrpJ9kN6ulLZ2fK/x6PUuHH65/zuu7LsZZdFtq+TRUZG4Pdz993233uxYoG3lZOjVOPGsv+JyJvT58I5c5R69lln1zl4cODnq1ZVauVKpQoUsHdOjOZvQb168nfdOu9t3nqr93IjRwYuY8eOoZ/rtWWefz74567ZtEkpt9v+8pR8fI+h5ctDe/2yZdH9znCyP+3erVT58vrj994z/7znz1dq1arg68vK0l+XlRX/95cbps8+k/05YYJSaWne9/1ffmlvHUuWBP4OGyciIoot9ohIQEpJTkpA0rKEauRISXVj7H46fLj3MtpgTJobbtD/r1s39G2Go1Qpacnx5Zfmzw8ZIvvCqFUrmWfVosi3ZciWLdKC/vBhGTcikVuOxNuHH/qnsgKsx9sIpnNnaZHSrp3s99atgd9+kxYqPXvql3/Hj+uvad8eaNbMf112xqIwjk0CAAMGBB4o/eqrpdWlVg67XdQLFwZeeSXwMv/+a68lZyBnzkhKLC1vbf78wXuXpKT457kFgGuv9f8uRcv990tPlnDev7FXyhNPSP5ebd4vv8hxWayYtGo9cQK48UbpXVKjhj6eBhD+Mau1dozVvgrXvHmSHq1IkcDLLVok45xoqVOMvwmHD3sva0xRZfb+T52SHk7FiiVWi06i3CglJXCPsnAEGyvowAFJ/5edrf8uxovWQ61RIxnEF5DzjrH3a0qKnAfNHDwov4VWPVEqVwbef997ntvtfW57993g5fzqK3nNRRf5j3NBucPzz5uns2zWLPDn7Xu/0by5s+Wi8NWsKecPjVmPX6XkvqJJE+/xApo29V9W62mVmhr8Oj2vCTfdao8e8v26807v686XX5ZevXZo93ga7X5TSzes9YR5+unwypgIUlPlfjE3pZklojwi3pEQCs7jUeqKK5SqW1dajFtF8995R39NoB4RzZqZz3e7lXr55fi0fBg3Tlo8P/JIZPvK7VaqeXNZ55Qp5sto2zx+XFrFxOP9/vqrUh9+qNSaNfHZfrSmlSuV2rBBqZMng39Wvq2GevaMTpkC9Z4JdHwEm8xeU6WK9AAZO9bZ92CnRRag1LBhSvXq5cw2N28O/LzWOynZp65dzeenpYV23MRKp06hH59W+vQJvI7PPw/8fKjfLaLcrGZN585L6elKjRkT/usbNlTqoYfMn9N6GxQvLt9hbf4TT9h7n2639PqL97nbyvz59tdxyy3Se/Krr2RfjB9vvtzXX+v/r10b+NrtttuUuuQSWWbjRvYiS2bhHIdmv6tab01OiTnddlvg42DnTv/X3Hij/J0xQ19u9Oj4v5dEm4L13LUzvf227N/09MjWc/y4Y6eGhDB8uPf7O3Ik3iUiIrIP8S4A+bvkkvB+YO+5R2567CyrMc678874XagMHhzbfXz0qHT3jOfFmdlnkJumd98N/Bls2hSbcqxdG/rxkZKi1FtvSYqf+vWVuvpq68/v1Knolv/yy5X69tvo76cHH4zfsdK6texLY6VYtKZFi5R64YXgyyWqYOX2TRehpSz76iv/dVmlLQlnIqLIv0daqiEnzoVvvSW/X9rjadMif3+ZmbH5TShYULbndkuwwPjcCy8ELuOWLeFtc8cOef24cUqdf77z74kS27hx/p9VsM/0mmv0ZVeujM13g1N0pkWLrI+NHTu8l501S/9/1y5ZJllSoEZjmj9ffrN+/lmpxYu9U9h+/33k6x8yRNb18ceRr0sppQ4dStzGRnb98IP/e9u5M96lIiKyz6WUUvHulUHeotm1+48/gDZt5H+PR7qSx5vHE9vu7BkZ9gchjialJBVAgQLxLkn0nDkDlCwp6WGaNQOGDgX694/tcXfypAyAHA05OUCFCnoqNae88YY+SP199wHffuvs+hPJAw/IoNEA8PDD/gOlx8Mvv0iasESVkwMsXy7pzsy43TKA3yOPhDfQqvEzMdq9G7jwQvPX8EqCSNLSlSwZ2mt27pQ0dIAMnAwAt94KjB/vTJkuuEDSDN11V2TrMV6n3XMPcPvtkopv+XJJC5GaCpQrZ31eMlOlCnDokPlz118PzJ0rqaJmzpTt2blWjPR68sABGZg4Ek2a+A+Am5VlPlg2xZ/vMTNggKSHBYDPP5c0MZpevYBx44AxY7xTNvmuo1s369SzFD9btgD16gFvvy1pfoxatpTrP99zeKB7tSJF5L4yL1u61Dr12Asv2EtzF4ixnsDJ+oJy5bxTdCUypaSsY8fKPbRVimBeixNR0oh3JCQvu+46/2h2qVLOteZITTXvmv/RR0qVLBl8fW3aONtiolEj8/k33hib/b13b3xbjKSkmJfr7Nn4lsvJydiiLBGmnJzoHU92ex85fQzt26fU/v3x37dOTMZUcJs2KfXFF/EvE5D4KYf+/DO6779MGf9tWn02+/bF/O0TJRXtfHLmjPl3qE6d6H6fnWolqa0v2O9qqL9Pga6BfvrJ+3Hv3sHLmZmp1DffxP93ZPt2GfDaOO/66+XvdddJGsWzZ535bCgyP/7o//mlpCi1das8/8AD8T+eOAWfXK7gyxh7MwSatB5SSknr+Xi/t0SbfNM8W/0uDBzo/9r+/f3n1aunvyYzU9L3Hjjgn9rO7HWRvI8VK5w9l0RLsPfB3xIiSjaIdwHyopMn7f9AWuUvN04HD1pvKy1N8tTOnq1UiRKh/ThPnCjrcLv1XJiAjEWRkeFcGhVjF85oiseF2iOP2M8PnJWlVNu28SlnoKlo0fiXIdTpiiuieywpFb/3NnOmbP+LLySl2cKF3s/HIr1RpNPTT8t7mDTJe/5dd3k/3r7d/7VKWVfoOTFpuWgT3aJF8lmfOiU3IJEGAbdsMQ/AuN3Wrzl9OvbvmyiZdegQu/Ps8OGRj7tlNGCA+fnYjNttv8IPUOrJJ5X65x9pKBNs2VtvNd9mixZKDRqk1NSpgV//xx+hXYdXqBD9z2rzZuc+JzKXkiL7+rXX9PuOkSPl/qZw4dh9LzlFb/ryS/lcnboO1gQbey3clMq5dXrpJaUqVw7tNaE2asnMlM9bu27ds0fSvHbt6p2S0OntxotV6q9bbtHTTLnd+rkt0RtUEREh+CLkpOPHQ78AUkqCDcbnTp5U6rff7LX4PnAgvAuJLVus1zlnTuQXKuvXR7QrQ3b4sHelupXjx/Uf8JSU8Ftp//RTaOULNjgwp+BTgQJhHx4hGzEicFnS060HC3Vy0m68NE7k8L79dnvjKDg9+Q7yqJT+v3EwwWgOlN2xY8wOoagIFDjwnZo3D76+a68Nvp6VK6P+tohyhe3bZbwWu9/RJUtCO38ZB06NBqvtauP8ZGRIw5dAZezaVakPPwz9POU7f8QIme87YGeyThQdydA4g1Nok1lQVJu0+zez50K5drR7/d6liwwSHO99ksxT0aLm392sLHl+zBjz12nC3e7evdE//0TKd3wS3+mpp5SqVMn6+Vdeifc7ICIyxzEiYszuuAw7d1rn4g6Vlk+xZUtgyZLQXmt1dEyYIPncI5GTkxhjVITLmKeyWzfgf/+T9xNJ/spXX5W8tDffDMyeDVxxBbBqVeRlzc0++EBy4W/cCDRtKrnxY00pYM0ayQttJdrjoBQoILm0jx0DKlaMfH1aHuR4SUmR/K1morkvc8Mvot3fGTvvdcgQOS/Z8emnwKOP2luWKC+ye+4qXBiYOhW45Rbz11x2GXD11ZKn3ujYMeC88yIvpxWlov8b++yzMkbNsWPBl83Ozh3jLqxaFfj6gcK3ZAnQqlXw5bZulbEDKDmkpQHFi5s/168fcN11cv7UaNc72dnAjh3AjBkyZl2kRo2Sc1ZuFq37ge3bZXwkq9/FYL+X2mcaaDltbEyzZWbN8j5GEsmqVfL+mjaNfF1TpgB33x35eoiInMRARBx89pkMfNWzp/cN3QcfAH37Orst3x/e8eOBxx/3nvfii8CgQTI438mT3s+ZHR1KAfPny0CCdmzdKjeVgwf7P6cNqpqsXC7goYdkQLpIKkfPP996wEYKTWYmUKhQvEvh7c47gWnTIlvHgAHANdcAP/8s5wpfpUvrg2afOwcUKxbZ9uLt4EF94FajJk2ATZvkcw6HywXs3289GGlu+EU8flwGUQ8knPdp5xyXG/YfUbSEep1w7Jh8p4zB5dOngVKl9MeLFkmlRZ8+0Q94A4EHbrXj5puBOXOcK09uYByMlZzj9D6tUMFegIwSg9X1SJEi4V9Dkr9nngHef9/esufOyf63Y968wHUNGRlAtWpyzWtmwgSge3fz51JTgRIl7JUj1lJSIm9Q0LUrMHGi/P/yy8DQoZGXi4jISUlcBZy8evQAHntMLpD37gVeekkqKfv0cW4bR46YX4D7BiEA4J13pNLSNwgBeF/EHTok68yXz/vCINgPeb163kGI5cslOg9E3oMgnl54Qf5+9ZXsE7P3kZZmb105Oc6VK1kVLer9+LHHZL+sWAGsW2d/PR6Ps+VyQsuW5vN79DCfX7u2vGbBAr2D7ZAhQPv2crF/8KD/a06flkCFy6UHIdaskfmzZ0urQKWAsWMdeEMxYPYeAXlP4dxAnj0r56HjxyXwZxUAdblkysoKfRvxduaMlN0qCJGZqR9P4diwIfDze/aEt16ivEIpCSYD0hp0yBDgzz+9lxkwQP8/JUW+z8ZkC8YgBAC0bi2NWGJ1LZU/v5QjMxN48kk5Vypl/5wZLAixapWcr33t3h1yUUOybJm8j+xsqeCKJe0acseO2G43N6te3fl1MgiRPJYvt37O6vqSQjdrlncQ4qab5Dx67pzcx02ZIvdl2u+X3SAEELzBY5Ei1kEIwDoIAQDp6fbLEWtW94x2tW8vDSS1fc4gBBElIvaIyMV27ADq1An/9b5HxqpVkirIV0aGtEC//HKpJASkZXaZMtbrbdFCbvoAuZDIyJCbzAsuCL+8sWZ202/cZ8EqBYwt4A4dksrRvKR1a2nJGcisWUDHjqGtV0tRlIjq15ceQpr+/eWC87bbgr82K0tPQaGUBDFr1rRevlIl4PBh8+eOHgXeew8YPtx20QFIxVkk5xS7fM89SslNg53WS3XqSDl9bd8u3zEt4BVJ6363W855Hg9w4EDifHe3bfNPLXHeecDChUCDBpGvP1halhIlpJUZEVk7exYoWVKCDCVLSovOo0fluWRvuahVQBUrpl/XLF8u89q0sbeOQGk7f/kF6NDBseKidWtpdevbi/LwYfMeedGWSL8nyW79eqBRo3iXguIlWO2G3RSWml27Ik+Z3KOHZEXI7ZyqWapQIXCgwQlvvSXXrg8/7B/kd1p2tvwuliwp/+fPD5Qv77/cCy8A774b3jZYq0dEyYI9InKx2rXlByknB7jkEvNllJI0LytX+g9x5KtxY/95EydKLmOXC1i9Wn/t6dP+yzZpoq936VKgXTv5X2t5VrNmcvWOMGsxt3On/LVzAVG0qCyfL1/euvGcPl2Og4UL5e/NN1svGygI4Xabz8/JAWbOtH5dTk78WsJolfhaGq7hw+0FIQCpKElN1dOZBQpCAMDHH1s/V7Ei8Pbb3t93s+8sAHTqBPz7r+y3WrXslTUSZkGIfPmCByG0FldWrfbr1JHKMa3HAyA3AydOWF+4+/aucbvltQUK6M9VrSrzEmFshLp1vVtcA3ITd9FFwK+/6mWeM0fKPGxYaOsPdl6LdotlomT277/yvStZUh6XLy/ndS0IASR3EALw7pFXpYqcj666Crj2Wv23JlDPiV27/CsHjx7Vz9tOBiEAaQxRuLBUWmsWL45PEOLcubx1LRhN332XN4IQTn8fkslttwH//ON/z3r2LPD553K+CFSJnS+f/tpALdC7dZNlataUa6h//7XuzRxMXghCRNpYKSND/zyPHIm8PMG8+qqklipdOroNrTwe+b2/4AIZ/65SJWko9OGH+jKjRslx++670pvk55/1exursZDuuEN+X4mIkk48R8qm6HO7fcML3lMw2dmBX69N2dner3v55eCv+eCDyMqWCE6fVurNN63fw1df2dt/gaaiRSNfR6JMEyYo5fFEvp7HH1dqwQJ7y3bpon9ev/6qzx892v+4jaVo7+slS0Iv09q1Sh086D+/evXol3f3bvMybdtm7/VKKbVihfe8J56IrEx163qXJScn8PLLlyv12WeybGZm6Ps/FD16yDa3bPF/zuOR+T/8EPw91qunVFqa9+vT0vTn77gj+Do8nui+V6JkdeKEUh99JNcKgb5DffrEu6SxFeg8bhTsnBvO1LZt4PPYzp3R/70L9r4pMr77d+BA+59F8eJyfdivX3ifZZMmsT9+cuv08MNyH2X09NNK7d1r/dmvXOn/3br1VqWqVQt8zX/BBdblOP98uZ/WOHEfkxunV18N7/tq3LfRLuPPPyv199/Wz0fL2bP2yrdjh/fjhg3l9R07mi//22/m921ERIkuiqdcSgRWF0t2ffON/R/3ESPkB157XLeu/n/VqqFfLNSuHb39Egm3W6n33/cu6w8/yI2L1XsxXoCkp0tlZbD3//rr8buYjOZ02WX2lz12zHx+rVqhbXPkSPnsfCummzaNzzFkDF6lpsq8337zLtuff3o/PnFCKuX37FHqzBmleve2fr/aOiNRu3ZsjwszBw/KMXD0qPXrduxQ6tw5//lLl8o61qxxrkzh3HzOnRv5Z+Hr2WfNt1W1qvnyBw4oNW2a97Lbt+v/16nj7OdGRMLqezNkiFxL7Ngh54i8GMzzeKRCKNgy4Z6bRo6M7W+Y079/FL54fm7xPpZyy1SwYOif+803B1/v7Nnmr/3xR3ne6t6rZEmlSpRQqnRppVativ/+SeTpxAmZzCxeLMsMGaJUxYrer/v33+iWK1idxp9/hn7MhSIjI/Qyu90ytWhhvUxea8hARLkD4l0Aii6zH6ucHPNlf/9dKmYfe8z69ZFMobRI0qasrNjsp1CMGiVlu+su78oDu8GWRx+VinSjgwfjd8GYyNPbb/vPU0qp9esDvy41VakCBYKvf+LE2B9jdnsZHThgvQ67vQQiqdyK5ec8erTz2z95Utbz+++Rreevv+ScOWSIUi1bhrcOp46xkiWDb2vWLHvr2rjRuc+PiPwFqkTfvDnepUse4ZyT5s6V31qza4hEmqx6AlLknn1WGiJ8+mn0Pr9nn9W3l5Mj9wXxPqaSZWrVKvgyofr9d6Xatw/cU12bAvUENZuKFYv/Pku2yXgPkplpvkzp0vr/XbrEtnwPPBD4eEpPD/9YXL1aXvfGG/q8U6dCL6MWiAi0DBFRMuLpKxfTfgTNpqefllbE6elKNWvmf7N29qxSY8aE/+M+c6b+/44d1mW0ah2wapVS//wTqz0VXLD326BBZBdoZtvIly+2F2TJMJ05E/gzqV1bWnorFfzCrXNn/f9ANm0KvoxddlLlaNOePdbrsbqgt5qMcnKUmj9f5r/3nvxdsUJuwn7+WXogZGRIBUksb6rbt/cuZ7jr+fFHfR2bNyu1aFF8jlVjwCkUmZlKXXyxnH+NN8pmvT7sfN5WTp1SauhQWf7vv70ra/7+Wz5/u9t78MHQ3iNRXmD2XXnuuXiXKvmEc/5t2DDw899+6/14wgRJA2N2Ln3xxej8RlD0xeO3n1NsvyObN0tP6+XLvXt62l2/Vfq3ypW9H7/1llI1a8Z/nyTb1L69vZ4q8ZysGm19+KG+zK5d8jdQI7FA5x6tEeiqVd7r1SarTAl//y2NmYK9ByKiZONSSql4j1NB0dGhA/DLL/rjkydl0KPy5e29fsQI4IUX/Oenp+uDERrdeSfQti3w1FP6vNxydEVjEO2aNWVgRkD2Uz4OHQ8AmD9fjr3Jk4GyZfX5Y8cCt9wC1Kihzwt2fLndwP/+B/Tq5T2/QQNg82bveVlZ3oOBbd4sg/z6OnJEBnsOx+TJwAMPBF7m77+BK64IfsxVrw7s329vu8b9ZLbe664D/vgj8Do+/hh48kl72wvX0aNAhQr6Y6WAtDSgcmX5G8iBA/pAnykpMghcLFxyCTB6NLBuHdC3rz5/zpzQBpI8dw746ivg8cf9n5s3D2jXzv66PvootM/q559lkL46dWRA9FKlpDxm53krueVcTxSJQOdtt9v/d75BA2DcOKBNm6gWK+n57tesLCA7GyheHFi1Sgabnj5dJjtWrJBBtDVKRec6z+UCWrcGFi70nr9hA9CwofPbI2/R+EwBoGpVueag6Fq82H8g6bQ0oESJ4K994AFg0iT/+T17ApdeKgMGd+ki3/1SpWSQ63goUADIyYnPtmPt0UflnizR+F6/BruHMDsuNadPA2XKhLb9nTtlEGul5J7C9/5UK+OaNUCTJubr4DU4ESWdeEdCKD6MrcXDGb/B7pSb3HCD/r60FnJut/U4Br7T55/7z9u/X18/oFSpUvbXlxemhg2V+vhjpc47z/z5TZvsfXa++fGtpl27ZPnWraN7XKekSHql9HRJWaalEbLryJHwv4N2Xzd1quR4Nc6bOzf6n/nChZIeDlBq3brQXnv//fE/Zo3TsWPS0urMGRkg9fHHrT/TSLd1/vnm8/fv18sQbB2tWoVXrnvuCe34JcpN7J6nzpzRv49mz1Nk7I6rNX689Trat4/Ob0FeHAMkXswGJC5YMP7XA5z070J2tlLz5gVf1jd90vHj9rahlFKTJnnPe+4582Xnz5flK1SI/77h5PxUtqxSl1wSeJn77pNj4Nw5OT7feSfw8oEGPY+krMuXB37eKvvCiBGRnzeJiGKNPSLyMKW8W30bWw598w3w66/AhAmhrzcjAyhc2JEiJqyCBSNvwVK6NHDqlPlzPXsmZquRRLNxo7Qi0Vpua8ewxyP///wzcPPN9teXkiKtpAK1olu8WFpSFigQfrkjZbeV388/AzfdJN/1cHrceDzABx8Azz4b+mudplT0WjdGS79+wLvves/zfR/9+kkPoCpVgMOHI9veRRcBmzaF/rry5eXYf/11YNAg/+czMqSnRFYWUK2a+ToaNAhv20TJLth5ackS+d0w62Hqi1fk4bv5ZvnNC+Suu4Dvvw++rmj91sycCXTsGHy72jUMhaZVK/m+AXoPS+7HxFS5cvBrnpwcIH9+/fGGDdJi3GmrVwNffgm8/74z69u4kT2eEknJknINa9fJk8CyZf69moP9Pg8cCLz5pv3tbNsG1K1rf3nNU09JD+wDB4ABA6TOpmbN0NdDRBRPTAaTh7lc3qlntB/Yb74B7rsP+OILmVegANCtmx57X7488HpzcxDC7Zb95kQ32mPHrJ/r3j3y9ecGDzwgx5zHA2zf7v98w4aSmgHw7oJduTIwapS9IISxXUm5cjIvUJf7Vq28UzglGmPAQbthu+WW8NeVCEEIIHBlQlaW/hkmEt8gBOD/Pt59V+ZFGoQAwg8EpKRI5c2gQZIG6uWXgQcflNQnmZlAkSJSofPhh9br2LwZ+Prr8LZPlMxGjgz8fMuWwYMQH3wA7NjhXJnyojlz5Dfg6FHz5zt3Dh6EyM6ObsV1p07A3r3AZZfJ+fqrr2R72qRhqs7QuVx6EAKQFJoMQjhv2zbzFJKhsnPNU6CAd4OtKlUkmOe0Jk38gxCXXCIp3MwYU4iaYRDC3759kkIvHkIJQrz9tqRe8w1C3HBD8NfWr29vGw8/LPe1jz1mv1yadu2AMWOAevUkre7SpQxCEFFyYo8ICot2cX/2rF4RnNvNmiU3kYD88LdooT93xx1SkTB2LPDPP5KzWAs0VKvmn8vfzreON1C6/PklCOS0YsW8xx44dkxuXqtVA376ScZqMNOpk/XN0G+/2btgDZXWQjKUCgrtOHOiB08isBqf5tlngffek//vvReYMiW25UoW//4ruZHDsWkTMG0a8Mor5s9fcQWwcmX4ZSPKDczGVilWTCrArQLCO3YAtWpFv2x5jfEa6quvJLgaiPb7nyh4d2ZfVlbwRlCnT0sFclZWbMqUW5UsCZw5Y3+sBqc8+6w0MIqVOXNC61FtVKgQjzM7Jk+Who9HjkiQKR7OO0/O/b733L73nfXqAVu2WK9n40bg4oujU0bNqVOSTYGIKDdgIILIhu3b7XefNPtGeTzyN5RKZAYirD3/vHkr1IwMuRg0Dua1YIG0GrGifV4PPCAXxZEyVopHKpJjQBsYtUSJ4AM9+3r7beCll8LfdjRogZi///YeZNSobVsZ7Jx02vF96pT34O92DBsmvSM0F14I7NoVfFtEeZ32XTCew2vXlkEpzWRmSuUVxV79+sDWrfEuha51a+lddsEF8S5Jcqle3b/Rj9GQIdKSP9AgtGRPoUJyzsqt9ym+KTSfeca5tE2UWLR7i6NHgYMHrQeDfughYOJE6/Vox8vevVJn0Lat82XlNTYR5Sbs/EtkQ5061uM5+NK62BsvGPLlC72rvd3t5TUej6SzUUq6+gLSmnTVKmkRl5HhneogUBACAGbMAMaNk/Q0kWrQwJkghBP5obXj7Z13Qn9t376Rbdtp9etLSyOlgOPHrZdjEMLbU0/p34NgQYhffvGft26d9+NAQYhwrVsHfPSRlLFqVUmNkpHh/HaIYsk31Q4gPR/S0iTVWbly3t+n3JzSMpEdPy69XRPFK68ACxcyCGHH1q2Sx33tWvmuBQpCAFJxbhaEcKIBSl6TlRW8h1Gy2rHD/9zNIETupX3WFStaByHOnAkchDCqUSM6QQgAuPpqBiOIKPdgjwgim0KtGI60Mtnj8R6kDZC8oxs3hr/O3KRvX0mR9fffgZdbuRL49FNg/HjrZYoXD73XgK/69WVw96pVgd69Jb3TRx/Ze21GBlC0qPx/333At9/a32737v6Dyk+dKunCNFqe/1DcdpukpyKy8sEH0sr06FFg6FDv3hNmfFM5uN3+5zjNCy+EF0QjSgbVquljEa1aBTRunHtbFyeqYKk0fFtFO+nGGyWNo4YpN0KzapV16kyiSC1fDjRrZm/ZTZv08Ra/+Qa4//7olYucM3eupFguVkw/z0+YIOM3+BowQK51z5wBZs+W8UNKlJBGcNq9fqxSlbVo4T0WDhFRsmIggigApcIbNPCff4DLL498++efDxw6FPl6klmpUnLxl8w++0wuHo2Dw2u2bJGeFKF6/HHpyQFIqqrzzwf69ZPHqaneF8ThpOVJVllZuTPFyV13SZqxQD1CYu2jj6TXBSABwaZNrZc9e1ZyS9s1erQE9Ihyoyee0M/fvoFjij7fhh7GO6EPPwSefFIGyo12cKhyZbnGW7RIWruuXi1BKQosGp+LNo6Wy2UdICd/x49Lb9SaNf3TZv7xR/BeyU7w7YUerrQ0aRRk1qONcofataXXi5kuXYDmzROvV7ivrVv1dNFLlgCtWgV/zblzoTdIIyKKJgYiiAIINxDh1LeKF8LAxx9LpUAkPvkEeOwx8+e+/lq6mBsrVaNFOy7GjAH69AlvHeH0tMntgYiCBaWV0o03Al272u9CnZssWqTfjBw5IhVcsZServfqMeN2y4C9dloLHj0qg4oS5VZuN3DTTUD58sB338m8nBxWgMbK0aNApUr645MngTJlvJdJSZHxGjZvjmnRsHt3fFIzKQX07CljAb3yiv/zHo+0Im7fPvZlM3Kq5bHHIxXl7drpj7VrK7NB5ym4m24yT/OYyAoXlnHRnnnGe36xYnIcJAoOgE2aa64B/vxT/l+3Drj00uCvefhh4PPPo1suIqJQMBBBFES8ghHHj7MyLtpSUiRXtyYWgZ9Jk2Rg7HD5ltkuBrXyhr59pUWv0777Drj3Xv/5t98OTJsW+LW+x54WtFi5ErjySuvX5eTIODA1a4ZcXKKkYKwQv/9+5quPla1bJZ2ikVJS0XfllcCKFdFpPRpKy+2pU6Vn2IIF0kp32TKZP2aMVJ4++mho2/7hB+Duu/XHTZtKTzazNKBKAadPS0+d3r2te+xkZUlDgFjJyXFuexUqyJgRGzb4/0YZ02VSaF57DXjzzeitf9ky+T6E67zzrHuWTpokreI3bzbvwUxkxU4qv507JdBrds4NpEwZ/3EjU1PlN8rO+fD33/WAKxFRouBg1URBaDeO2jRmjL3Xde4c+rZycvQWL7HINZnX+VboKxV6S8RAFalmrIIQV11lL+dxOD0bGG5OfnbPJ9EIQgDmQQhAT5uWkyPnypo19Zy7ZukNlNIreJo2DXxsFiggN20cK4ISiVJy3GvH9+DB/susWKGPAZGRAbz0EnDihPcyzz7r3So/L/bkipd69aRXiq81a4B//41eCgvf852WnsvMnXdKEAKQVuZHjsj/vXtLz4Vgv+tKyfhQn3wix6kxCAFIIPivv8wrxNaulcqv+fP9gxDGY7ZQIXsDRTulQAHZL044dkzy+5s1NIrF4PG1a0d/G7Hi8Uhr6+PHrYMQ11zjzLYKFw7/mnbqVPncv/jC/PkHHpDjmUGI+Nu/P/nvXTZt8q4/uPBCmW8853bqFHw9vkEIQFKd2g3KXn+9/OYRESUS9oggCpHbLTdDmrNngexsGctg6VLpyg/I34ULg69v+fLIWvdQeI4cASpW1B8rBfz8M3DLLeGtr2RJaaESqhMnpGLWWPGhVd5+9hnQoQNQpUp4ZfJdX6TWrQMaNbJ+vnp1acFO8ZWeLinNtDFD7Jg7VyoTbrxRHu/YAdSp47/cm29K+gVjAK5OHamQ2rgx9LKmpkrgIn9+SY82YYL/APT//hv4uCOKlVB7SD79tLSu/fVXfd6jjwL/+5//eim2fD9LY4vW/PmlocKxY9Hbftu2MmC18XrSzJIlMsaUMcVijRrAnj3Wr9m+Xc8hHqkBA4ChQ+0tG83jONopB83Kbvfa6d13vX9vixWT32E722zaVMaVSyZOjckQiQcekB4M1ap5B8LuuQeYMkX+37dPngeAgwflmt/4fWNP4cT1yy+SBi6ZPqMvvvAf7LpMGUn9ZxSv9xTv7ywRkREDEUQOCZRKKVD39V9+kcpmp3TqBMyc6dz6cqvOnaXS0zcvdCiMFRdmXWftmDdPKiSiyeORC+TnnpMKsQIFQu/JobnySv+K4tzgkkuk5fLcuXqrpWRWvLjk0h48WFIlAHK87t0LVK2q34wHGtzbeLP09dfevXlSUyX4Gqm2beU7AEjZtB5JDz4IfPml3nLs1CkJ9oWTJo/ICVWrSmWW04YMkcpeio2+fSXlUSB79khlfzQqjLKyZL3HjgHnn2+9nPHuzDdo8u231r3UAEmX51TPgVBE+44ymhV4kQQi7LrjDj2V4YQJQLduEsC/+GJntxMrCxbItYCdVt3RoH1mbnd44+vYHeg3kZ06BZQuLf8nU6W9Hf/8Y6+neDxVqBA4YG01rt++ffIbEwseT/hppomIooWnJKIInDkjN4MNGwYez0Hrvq5Nq1cDhw/LczfdZP26yy4LvUwMQtjz44+RBSEA74vLcIIQgHPd1QPJlw/o0UMGwWzRIvwgBJA7gxCAtMZ/663cEYQAJAgBAAMHynH6zz/y94ILvFsEWgUhfD34oLTc1G64rAbyXL1a711kx/z5+nnx99/1+V9/7V2xUKYMcMMN9tZJFIp9+7x/n43TiBGyTGqqM0GIjz7S/2/eXNbJIETsnD0bPAgByHkyWpV6hQpJw5RAQYjmzfVj8NVX/SuQ7rvP+pgdOFB65GrpQPbtkxa5xhQhoQYMjL1HNWfOAP37y/9Hj8amte306dFZ744d5vOVkp6gx48H7oFiV0qKrDM7W4IQQGzSQEVLmzYShIhX/vnsbPkbThACAFq2lM9j2DD5bDIzw/t+xFLlytIDpHx5eVymjHzvX345rsVy3MsvJ34QAvAPQng8Eihev946CAFID/KMDOnx+9tvciyGY8EC4MkngS1bvOcbz/UuF4MQRJSAFBGF7Z57fG/tQptOnNDXdfasUjk5SlWrFtk6OSXXlJoa22O2RYvQyvfaa/HfR/GYli1Tas0a59fbq1f83tMdd4R2rFitR9O/v1Lt2ik1a5acuzIyZP7ixZGVs39/pQoVUurOOwNvn8gJ+/bF9ntI8RPss3niCaWaN4/NcbBhg/z9/PPorH/BAqVOnZLzqXH+9u1KzZ9vfz2VK3vvwxdfVMrjic/nZ9Sli3P7qmzZ0Lb90EOhb+P9970fnz6tr+/AAaWGDFHq999jey4KZ1q3Tqn0dKVat45/WbQpJ8fZY8vokUeCb/+xx+SvnWU55Z3ps8/sHWORXINkZck6xo/X533zTfS+D0RETkG8C0CUiD77TKm1a4MvF8mF+JVX6v+fPavUuXNK7dgh/8f74olTbKd4SUuzV77vv4//PorH5PSNtnZTsnmzPI5nUCKQUNbz9NP6/yNGhP5632n0aO+yTJ/uv8yGDU5/EygvMP62+lakrlsnx96IEc5/10aNkm2cO6fUpk0xf9tksHGj/+ezcKH/ctnZ8jca597Fi823F+g1ffrIMq+/bn87d91lPr9ly9DKO2NGVD+SkIUSRAk01a1r/dy5c7Kt48elUk9bdtQoOXeEui2323+edo+xYkXw17tc0TkWw50eeUSpokWVql7dmfWVLRv5OgLp3l1frnlzCfjYEc62wzk+wpneeiv+xwEn+5NZsOzoUe9z/9ixoR13gL6uVau85zdsaO8YJyKKF44RQeTDtxtlly4yIJqv339PzFQhTZrIeACNG8e7JGRXgQKS+iMtTQbITJQ8r8Zy5NaxIfKqjz8GnnjC/Ll77gG+/z625dHcdZf3tj0e/7QLxpzIRMEoFb+0BC6XHMOUGKx+W3NyzNO75ORYj+8VCe3O68ABYOdOGb9p82ZJHWXndZMne4/Zs3+/pHrq319PJ+aEP/+MTfrIUAS7PsrIkM/M44nOZ+e0s2eBEiXiXYrE9sILwLJlwMKF5s8HqsnIyACKFrW/rdRU/fOwey1utv3Nm4GLLgJq17ZO/RUO40DhjRpJ6jDyN2AAMHRovEvhTSmgbl1g+3bz58+ckd+h4sWDr+vhh4FPPpHllTL//ZoxI37jtxARBcOMcZQ03G6pqD13DvjhB8nnmZPj/E3+t996P5482f9iVKn4BCH+/VdyqlvxeIBVq2RsCaUCj1tBiSMnR26UzjtPKszmzw98YxWOzMzIblgYhEgMJ07IX7MblSJFgNOnZQrmySfl77Bhcn5LTZVBNH/4QfKB79+vL6sNdh0Lkyd7P86XT27ONEWKODNINuUdTpxLGzYM73Vvvx35tsk548ebzy9QwPxaskAB7/anTjCOUfHpp1LRv3KlfxDikUdk7AWjsWPlb5cu3uM+VK0qv9Ha70Ok2rSR/ZFoQQg7xo+XSrlQghDnzun70jhWUSz4Vkrecktst58Ipk6VfZ+aKvd6vkaMsA5CtG5tvd6cnNAb9pQsKa85dUrKpI1DEYhZALFBA3m9VaWzpkoV/f/164Nvy3geYhDC3IABMraOUnIee/zxeJdIuFzex8NDD8nYfdq5p2RJ4MUXg69HKQlCFCwo18hWY6TceqsjxSYiio54d8kgsivULo9GK1b4d2PVZGV5p0kKNFWoEP/uncEmLaVAsK7+nJJjcsq4caGvc9Eipd57T6kmTaL3/laujP8+zg3Tp5/qn5uT67399ti/l6VLAx+/QOTfB8pbtONm82Z5vHq1PN6/X64B5s5V6p13rI9J3+PPznTTTXF9yxSA2ee1aFHg10SScmXkSEnPk5Livc69ewO/7vTpwM87lRrHakpUTr9P31RtM2fG7vdu1y75e+yYvv3Ro2XeypXm6QnjPU2Y4Pw6L7rI3mdcurT38XnHHebHbIMGkZfJivb+Q2GVSikzU1/mxInwy7p3r4xtFu9jI57T4MHejx980Px46tjRme2df350ji9N376Rl/HZZ0M7TomIYsXGaZAoetLT7S138qT1j+xjj+nLeTxKXXGFUlWr6gPBTZwY/4sj4xRsMGon8otecolSv/yiP77gAskLnJIS//fPyXpKT1fq44/952tWr5abDSvazXROTvBtaeuxO+hkvL9Hv/3m/bhTp/h/Xoky+dq1S6mLL45fea6+2rn3lJMjA4P6DuJ56pS945ZIq+gDlDpyRKlffw39eAx1MMm5c+P9rikQq89tzRrr12hj+9idnnpKqQ8+CNxQxthgJBq/aVOmmI9PYGfq29f5/e60ypVDe0/t28vfSZMCr/eJJ5z/LIJNI0fKtbqZKVOUevvt2Jcp1pPv9a02VseFF4a2ng4dIi9LoHNBpDIy/Oc5sf8WL47/Z5hoU7lysdlO9+7eY0vm5JgHPB5/PLRjZd268MozYYJSu3fL+Z+IKBFxjAiKCo8neE5mrbtsv37S7favvyR3YrFiknrD2J3W7ZYu8r7ef19SzvTvb69cSsUu/36/fsC773rPa9pUuuAH4vFIV+DmzYHVq50t065dwLFjwFVXObteipxvjurdu4ELLzRf1u32XvaCC4A9e8Lftp1fgXiOWzFhAtC9u/c8pYC9e+W952XHjklKLzOx/szGjgV69Qpv29rxv2SJ/A5UqADMmeOfpuK11+S5p56KX95/Si7ffgvcf7/+uEULYOnS0NbRpg2wYIH18263TIUKyePp04HOnUMsKMWUUv7nkN27zX9TfJft08c7xZLR6dP208dF4xx99dV6GhulgIMHJXVTqLZulXNxoopk/I5EvuYJVLZvvpG0XLFQoIDs42goWVLSMGl27gRq1vTe57//Lul4b7vNmc+ie3e5lrTLqdqRkydl7DdjGXx/H06dAsqW1R///DPQoUPo2+rfX9IB/vmn/GbZMX8+0LZt6Nsia8ZjZ9QoGQMIkHuW6tVDX9+ePfL9CGf7REQJK96REEo+WVneUfdly/TnvvlGqeuu059r00ZvcR2oRXXVqubzt2yR1y5d6kyLBU0sW2O0bOk/77rrlNqxw7/3w/z55vs8lG7izz4b2/fHKfIpXz7v7tmaHTsiX++ZM0rNmBF4uSefDP6937Yt/vtJm44f18s1bVr8yxOvKSNDT+EwapT0HPM1fHj0yzF/vlI9eyrVtatSs2frLbCys5X66KPgr3/oIetWW2bL5yZ//y3v6YMP4l2S3KdbN+/jxuWK3nfgww/j/W4pmnx75Wot6n2vhwE5B86fb6+3Yf780TsmN26UbWzfHtrr9uyJ2m6MmMej1IYNSh09Gvn+qV5d1rl8uaTEOXvWe1vR/t20moIJZV1ffKHUrFnhlyVWPUOysrw/Yyd6hptNH3/s/7tgNk2apNQPP0jP8lBp63jssfgdQ3amtWsDpyNMpKls2fiXwe40ZIj1uSsSdrZ9+HBk20gW2vudOTN4SkUiSlyIdwEo+ezcGfoP8+zZ9pcdMED//5FHZJv//OO9jNH119tb708/yfLxzrd66JB1BbNZRaJS/sv9+69SNWuGX4b33ovvPuDkPfnKyYn8OG3XTiqq7aZl+PFHPX/1v//qF3fr18d///hOvmkVXnkl/mWKxfTWW8FTuyXKpJRSL7xgf3ltbBszwca7SWbG93HihPkyP/0kz3/2WWzLlqycqMRyu5W69FL7y0+bFu93TdHWokV4x1Lv3vL3ttuie8699Vb9/4MH9XKXKhX4dVbXGn/8Ia8/dcr+uTraov279d131ttu1iz62wfivw/iNXk80igm1tsNtl/vuMPesWlMAZgMU6VKcp0f73LktungQWm49cUXkhrJKb7bSU/3DtAEGyszt7C6viOi5MOvLoXE7VaqcOHwfpzDaXlx5Ij/vBYtlKpTR/435k70HbDMd7rvPnsDr77xRnwuXgLJylLqpZekFZhRONvRxuVwoiV569bx2Ve5aTLLQ/vXX/EvFxD+MRaLSWu9uGlT/MvCKfIpWOVWsGCTFrRONl26hLaf1q+Pd4kT27FjsT1uN22SilqrRgSUu1gdB1rO948/lp7Aa9b4L9OjR2TH2lVXRfb6tDQpY2qqveWtBnT1vQ6NJavxXTZvDn2g3oIF9f/Ll/d+btcuqaT1bRF//Hj0ziXG/PKBGF+zapV8rh6PUitWyDw7vRDtToMGRd4zN9bTBRcEX+aDD/T/zfZrWppcY2qPv/lGKnobNpT1z5ypvy5QYx3tuibe+8Tu9Mcf8S9DbpsiGaMhI0OpJk38B+HOy4I1rhs6NN4lJCK78vjpjEKVnh6bH+5Fi5S68krveVo6llhdPIwbFzh4UrSos9sLh/Za34sUq2niRKXGjJFB7wINAG5n2rgxdp9Fok2+AydHMhm76544IekC4v3+tCkzM/5lsDOF0nKZU2JNVr0AzHg8SjVuLKn63G6pHDCuKxmlpipVsqT/fhkyxHx/LV4s+8H423TggPRUpPgeyyNHxvvdU7RlZekpQ7W0anZSboTSO8xq0oJdl1+uz6tSxXuZv//2bjE6a5akZvLVqpX1dhYulPRMVs/fcotjuzNkzz/vXRazlHZnztjbn5s2+b92717zZX/5JXjPPDuTWTBKS6Fll8cjQYuXX/Z/7ty5+J4Dk23q0UP2m/bYl3HZAgW8H6elmTeW850eeki+h7NnSwOwWF/jFysW+PnSpb0bOPTsGf/PJbdML71k/R3WGgUGMmiQ+Xrzon379H0WKFVXhw7xLScR2cfBqilkTg3gNmQI8Mor9pf/6ScZnPqPP/yfu+kmGdxrxgygRw/g+HFnymgmLQ0YNEgG2HZSJN/EadOAO++0fn7pUhn82onPbtky4MorZeDG9HSgePHI15lspkwB7rkn8vWcPeu9/+I5IDSF5ttvgfvuc2ZdJ04AtWrJgIV5TXa2DIoJyDkw1O+Acflkv5oxvhffwTzt6NRJfgPzqi1bgAYN4rf9334DbrghftunxORyyfWSxxP5upw+x7nd+vk33mUJJjMTKFLEf37ZsvIbumoV0KiRDGBtHCDW6H//Ax59VH9s9h5ifR3mxH5UCnjySWDcuMjXldscPQpUrGh/+f379cHdT50CrrtO9muzZrKffQe4TwZnz0q5ixXznj9kCNC3rwxoX6+ePn/ECODFF2NbRqf99RdwzTXx236ZMjJQOSDn/po1gX37/Jfr0gWYNMl8HVbnok2b4nutE2tW+2H9evlONmokdSA//BDbchFRZJLw55TiaezYyF7/xRf6RXcoQQgAuO028yAEIEEIALj1Vql095WVBfz9t/1tDRpkPr9NG7mQu+oq7/m+F3d2ud1ATk5kNyJKATfeGLhStEUL+SGfMCH87WiaNwe2bZP/ixUDtm4F2reXx2fORL7+ZOBEEALwD+L8+68z66Xou/de4NCh4JVL5coFX1e5ctEPQlSvLn8//RRo1y6627KrYkUJ7Kak6JV1LhcwdKhU6rpcMnXsKOdJTZ8++nNGgwfHtvxOmjbN+3GoQQgA+PFHR4qStOrXl+9RixZA4cLez2VlAR9+CNxyC/Dmm9br6NgR2LFDKmiUAlaskGN0+HDgtdesX/fhh1JRRWTGiSDEnj2Rr8PXli3hv9blkkpaJ96blV9+0c/1ZkEIQCr7Pv4YuOIKoFAh4MAB72CD5sknpaFSRgZQuzYwf77+3PTp5r8piU4L3ufLxyCElVCCEID3MVCmDLB6tX5uP++80Nb16KPAkiXyv/YXkAYY2nYaNrSuMG/aNLTtWSlRwvw+9ZVXpNFD/fpSnrVr5Vrr8ced2W68bN8OXH2188HSjh2Bhx/2n1+nDnDunPe8Pn0kOOpyAfnzmwchAGDyZKBVK/lfK+/x44HPRXkpCBHIJZdIEAIApk5N/sZIRHkNe0RQSNq0Af78M/zXP/CAdeQ/XC++KJUEGo8H+PproGtX8+UT5Ubjjz9kf0bK+H4KFgQWLwYqVQI2bABuvjny9Zvp1g348kv/+ceOARUqRGebuYlVy9m1a4HGjWNeHApR0aLSG0jz3nvA88/Hrzx53X33SQ+VNWuAyy6Ld2nC48TvkseTOL9v8aYU8M47wEsv2X/NhRdKkD1//sDLvfiieY/IiROBhx4KrZyU+znxnfz0U/PK9XDs368Hpp0SrTvJzz4L/X1XrgwcPuw/P5wed7Hgu+8OHpTGRRs2AKNHAwsXSi9cANi9G7jgAn3ZVaskAEPeOnYEZs0K77UZGf6BbCDyYyctTVrpnz4t90p9+kS2PgouPd26oaDHI8ED7flIPt9mzYDly8N/vR2jRwO9e0d3G7GWliZBMk3LlsCwYRK0e/ll/ZrW7mezbx9QrVp0ykpEzmMggkLidgOzZwOvvy6VPqE4dEhupgYOlMdXXy0X2JGaMgW4+277yw8cGLhFZCxUq2bdOiJUZ84ApUs7s65gdu2SyhozSkl30YYNY1OWZPbnn/4toMaOlRZ7iWThQvmekjmlpOVV3brxLknuduCAtHo6cUIer1kjAbuUFHs9TpLBvn1AjRrhvZZXcYEpJd32N20CNm/2fu788yX4UKyYXN9kZUmg0Y4mTayvg/iZkObZZyWtaKiidQzde69ese2EaB7r114rlbeRKF5ceu5q6XYSiVnwOFhwoUQJSbVDkpb3l18iX49V8MHI+DnNnw98/33kWQIovurVk2uC4sX9ezRYGTVKzumx1K4d8Pvvsd1mtHk8wRt9hOLdd9kgjCjZMBBBYbGbJ/PHH6WiPCtLukTHojVSTo6e4sPIiR+9558HRo6MbB2A8zduGRl65YkxwPPSS5LmBIh+XlNtqKgjR+Rzf+KJ6G4vmb39NtC/v/e8RGypR9YaN5b8pMaUQRq3W9JFDBkiNy0aViCYM54Pc3KkZ5dRbmrpn5oKlCqlP964Uc7XvqkQUlMlZYLR7t2SZ1hz7px1uhIyV7aseRq0DRuAiy/WH190keSY922NnZ0t6V+CadMGmDlTPsPDh6Wyo359aa1NeUs4566cHGcraXw5eT698EJg507n1mcm3PJqvx2+LW/jbd06SSti5vhx6fVg7HUZqcmTJfikpe8LdYy+ROR2y+9kmTL6vDfeAAYMkM9cKTmv2+1lHM59WTjH5apVwOWXh/46yluefhr44AOpP/G9Js4N7NYjTZgAdO8eeJkvvgi+DBElHo4RQWGxajlQrJhcGGZkSHT65pslVUGPHvL8vn3ShXHPntDGbAhFgQJAz57+8524qQsnCFGrll5Jr01OK1JEX/dff+n/DxvmfN5bq3EMJk2S7VSuDPTqxRahgYSSLiQUc+dGZ73kb80a8yDEjz/KxXX58t5BCIBBCDt8B069+OLcE4QA/NMENGzoH4R44gnz8R4mT/Z+/NFHjhYtT9AGjwSk67/GGIQApPdEz57+LdntBCEAYMECPZBUubIEJqpUCbGwlCsoJdfExiBiIBdfLNfHGzdG75pRKUlf44Rdu/Q83dHi25PJykMPSQ9Fj8c7FVMiBSEA67RBLpekN9WCEMOGyfvwHU/Myvr15vNbt5ZxMLQgbLIHIQDzVFuvvy6BhwIFpPJWC0L88IPcd/brF3h9oQonHU92duivcYJvpe/339t73eLFzpclt9q6Va77zVIo3XGH/fWsXi3XHkrlziAEoH93L7008HIdOwYfh+jhh53JsEFEMaaIwnT2rFKjRyu1datS27eH9lr/qnlnp+xspQYPlv//+kvfrsejVJ060d324MFKHT5sb/8ZXzdpUmj7MFSpqc6+z5wcWW9mpjz+8EP/bUb7c07m6fRp733Vrl1k67v44vi/J07e0xdfxL8MyTL5cruVWrtWzi+5TaD98PXXSp08aW+fVayo1MiR8X43yeuZZ7z3p3atkJKiz3v/ffk7a5Y8F8kx7vHE771SYtm2Lbxj6Lbbgq/b7ZZljxzxnv/VV0pdeGFox6vd60btejAWfN+XUkqNGOFfpr595Tmz8h4+rNT+/dbvZ9Ys/f+//1Zq8mSlXnhBqSVLnPm969FDqWPH9PKfPq3UnDnWv40ej3Pnnffec+Y9xHu68EKlZs92Zl2R+PTT0LalfT8BpV57TakNG2K3z/r2VapbN6UyMuL/+XGynvIKu/tDq2fgPiPKXfjVpbjw/QGJdnAgntO+ffb2Qax+UNet07ezbJnM275dbrCysuyX0aysy5bFf38n02R04ED8y8MpOp9xvMuQ6NPvv/ufpwCl6tVz5pyXiObO1d//449LxYAm1P1XooRSt9xi/lxaWvzeYzJauTLwd1mpyM4FREopVbly+MeRbyMGzTvv+C/71lvSMEepwOvs00eppUulkjQjQ6ndu73XrQXkzKYtW7yXzcyU7cbKlCn29tvdd9tb7rbblLrzTvl//nzvbf3+u3O/e999p6+3Qwfr5dxupU6dCm8b6enW+61s2fDWN368c/vAzjRhglK33mr9/MKF3u/r+eftrbdlS6WeflqpHTucOQ7tvh9jYCgtLbb7ElCqUaPYb5OT/alVK2eOx0R14kT0g2+33hrvd0lEdiDeBaDc7+RJpe69V/+B6NfP/0dDKXsXxSdOyEVjJD9QmzbF/sLijz+U6t9fAi4nTgRfvkGDeH5i3oKVVbspzsmJ78Vbsk0XXui9nx98MP5l4hT5dPiw/7xffol/ueI17dxpf9mSJf3POz//HLtzXSylpSn17rvmzzn9GZB9gVqKGrndShUvzs+AwhdJZcy11+rrMbawtjPVrCl/O3WSv0OH2i/z11+br9PudyEaxo6VdWsB7UOHJLBi3O7UqfryN99sf19Nm+a9rWiem0N53YEDSv30U+T7fMsWpWrUsL/d9HSlfvxRGi+dPetsYCbcyTdoFsq+/OYbeU+R9FbLzlbq3Dmlhg+3t82jR+V1x48nxv6L5qR9N7Vp1Kj4lyncaelS+durlz7v5ElpwAco9cgjka0/N4vH52XscRaus2eVuvpqpVavjnxdROSPg1VT1OWm/N5O+vpr4IEHJA/wxx/75/v2/WYa9+ORI0DFitEvo+92NVdeCcyYwZzXoUpPB9q3l1yWCxdK3l6Ntp9btACWLo1P+Yji7ddfJZd6/fr+z8XyvBdPR48ClSrZW/bVVyX38OWXy7gkKSn+y/Aqz592vvXdNx6P/3hSwfZfTg5QuDDw2GPyd8YMyZuv2bhRBr8m8rV2rZ7HvkgRGUvCjvnzgeuuk/9DOV/4+u474J57gi/3++/ADTeEtw3NH3/IWCnxZNzfVkqVAs6cATp0AObMMV9GKRlvpnz58Mty663ATz/pj91u/zGSzGzYIGMLGT30kNxTWJU1kDFjgD59gm8XkN/m3bvtLeuU8eP9x1Ey0gYkNwrnvnP/fqBqVfvLP/OMDCbsa98+WY/vmAzr1wPVq8vxlRfui8eOlfEC9+6VwdeN3n0XeP55/XEy7I9vvwXuvVd/rFTgcitlbzDmbduAOnUiL18ii8fnG8kg35s3+1+z8TqaKAriHQmh3O/0aWn5Ge/WDIkwffmlveWeecZ7HxYqZN564o03lPr88+h9dr7jWACSk1WTkqLUggXS42XfPkn7pFT893MiToEsWhT/8nHilChTmTLm82+/PXrnunjKzpYWmR9+qFThwvJex45V6v77ndmfZuNsXHKJPHfmjF6GMmVi+75jZfHiwPtHKWn57Du/TRtpbU4UC3a+y4sWmb/Wd7wTu9OLLwYv165dkZ+DtFbgiSCUcv/0k/V66tYNf3+MHeu/vkC9irXfBUCpiRPNy6P1AvEdx8LMv/9Kj5xBg/y3ZXeMomhP+/fr5d25U9LmGffVtGnmPRn++iu87ZUrZ/1Z+8rOtl7PxInSQyLe+y/Rp5QU8x7EiT6dPWv/ODHzwANKde2aN8aMKlJE9tmkSdH5LNatk16sVr0Cr7givHJPnuy/rubNQxsP9dy5vPEZE0WCPSIoZgJFxO+9V1pmxcuNNwL9+wPt2sljO61+Ro+234oo2p54AhgxAihe3Nn1mn1m+fJJy61AZs8GOnZ0tiyJbv9+6eFQv7606vY1fTpw++2xLxfFjvHX1E7LSwpNJC2cEtXSpUDLls6u8+KLpdWslS1bvHucfPMNcP/93svMmAF06uRsuWJNKXstEoP55BOgZ8/I10MUSN26wPbtQNOmwMqV5ssoBaxbB1x6aWTbqlZNrnl797a3vBMtWhPpbvOTTwK3sjeyKrf2eYXDbJ2nTgFly/rPP34cOO88/bHHA8ycCTRrJq3rixb1Xt7jkfNedrb0sPD97PbskXucRPDnn8C115o/F87xEslxumIFcNVV+uPLLwf++cd82VB6IQ0fLt81yh207xVZO30aKFMmutu46ipg8WI53+3aBTRoYL5cuL87VueSw4etv/tZWdI7bcoUZ8pAlNsxEEEx06CBVICYqVMH2LlTflA0V10lF4ZO6NcPePBBexWDzz8v3UZXrQKuuMJ6uZ07gVq1nCnf2LHAyJH6Tc3SpZKiJxJz5kjX8ki88gowdKj//EBnjV27nNsvuVnlynKTs2pV8lf4Ud72wAPApEnR3cbGjUC9ev5pc5Ld1q3maagSQenSckOZkSEph5KNkzfDx49HloaFyC67KXo0JUoAZ8+Gvh27d3+ZmZI2KhINGwYOjsaDsaJp1SqpeDZjtp9q1JAUPKH48kuga9fAy1SoIOeaUOTkyDHz5ZdSVmOAZdcu/6CDWfq5RGO2z3ftknPw8uXA3LnS+GrxYqBVK3k+M9P536mcHODHH4E779TnHTgggTwSZ84AqakSUAo3MJcszNKAkb9E2kehpsY8dw4oVsz6+UWLvNMqB1O2LHDihP3lifISBiIoZs6cAQ4dkjyzoV7AJ7uSJeVCTeNEntWdOyWwEyjYcOiQVHiHIydHb318//3SalajFHDsmH6TY8zbnpHh30KLzCklAaNbbol3SSi3qVRJxlSIhb17Jffx449LS9NoCueKxfgdGzkSeO45Z8sUiUS6YQskMxMoVCjepQhdJPu3cWOpcJwxQ35r69XTn1MqeT47Si52jquKFb3P7//H3llHW1G9ffw5NIggJQiSChKiAv5ElBARBVGwwC7sQMTCQkBBkEYUBQEVQRAQEKW7u7u7+xY3z37/+K55J870zKl7n89ae917JvbsqT17P3npEoSwRgKUypVh+KBncW/F0KFE77zjfD8tFy4QFS8u//7nH+RJCBd2PKIGDkSsfyXa669nAZuUhHG9E1JSrMfGRvc+GISXjNJi3w4TJxI98YR62dGj6NeIYrsfO3cO85wrV4gaN/bezl27jK2mnbBpE7zQ16yx9g7P7ujlfTG6TzfdZGyMGE+w1MwaL95ifvL660QDBtiLFpGRgX72ySfVuXu8wM8Kw5jjg9M6w9ijSBEMRKIZzuiDD2BxFGkSE9XRBg8etD+x27sXf7WeCRUqELVoYWxlVru2eyUEkdo7RamEIMJA89pr4RpeujQmwUREc+bElxIiTx51ErXLlyN7/EAgeykhzpyJdgsYiUgpIYjQF5UuHX4lRPny6n6JCGGInnkGVopKocDx43CR1r5jH36IZYEA0aJF6LvsJojNqXTvjr8//4zr1q8f0YgR0W2THbyGKty0CUqI9PRQJUSuXLgW06fjmXRjkc4wWuw+R5IgWeKaazD20ka2DgYhAD9wwJ0SgggKZj+STCuVEEREbdrIfXEgoO9965bLl62VEF9+SdSpE4794INEffroC1HLlCF69VXU9/LLRH/+STR/PgTkTjhxwny9maD90CHnSogbbghVQhCpDYdiVQlBhHBUd9wBS/tatWAc5QVJCfG//+F9cMttt8FrPScrIaT+Ra9f0PY/0v9bttiv/6GHiHr3hlemHvffL9cfST76KLLHi1c6dYp2C8Dw4fAYPHbMfLukJBjaFCjgnxKCCP3rpk3+1ccw2Y5oJqhgmJQUITp2FGLYsOgnoPK72CEYFGL+fP39d+wQ4sIFe/UMHKhfx/ffy8c5e1aIr78W4vhxe3Vmx2Rrr7yiTjS2cGH028SFCxd35b///Ktr5Ej0ecq+uWNHIbp3l5eNGoVtN28W4uhRIS5dEmL2bOcJ6caPj/61c1KSkszXX7rk7PwjxTvv+HsdSpY0X88wXgkG7T2L0eL4cbkNZ84IUaaMv++YX+zcaX4cq+t87bX+96Nm/eRdd4Wv/z58GAlyzbZp2tS/4+3b5/85fP45rpNf9eXOrb+8Ro3Q59EoEW52Lps349zT00PXXXedu3fy5pvV9VSooL7OTtuYkiJEnTrhuwaff67+XasWngXGmrS06D/D2vLvv8btDfex77kncteeYeIJinYDGEYiuwz2UlKEOHBAiK1b7Z/73r1CdOkSWpddgkEhMjLwv5022iEWBxJuy+DBoc/YK69Ev11cuOSEUrw4+sRot2PPHiHq1tVf17evv8cyI9rXIVxl3Tqc35UrsnKmYkWsmzrV/vfMisqVUaeRYC8YFOK77yJ77s2b+3d+DCMExmBjxghRtqz8nP30U2TbcOGCLHzT69969RJiwQJ/3qFevfxr95gx6rqTkoRo2FD+XbIkjIAKFDBv02uvWbdb6o+k62Km5GjcGH8ffVSIlSvl9jq9Vtu2CbFpU/T7/JxQLlyIfhv8KpmZQixfHrpcmj8qlQMpKVh28qS8zAsXLuA72bmzcfvOnvXvXJXvu90yaZIQM2d6O08GRPtZ15ZSpYQ4dgxt694dSkfJ+MhKce21bNoUvfvAMLGMx88Kw/jLgw/62/l/9VV0P3wPPCAPbuzy229C5Mvn/hqatWfECP/qIoKlVbQHF3bL449Hvw1mpXNn+9edS2yWc+dw/4JBITZujH57slO54QYhjhxR908XL0a/XUbFisxMWElFu51+l3btjNedPQsr6r/+su/tZ/VN2r8/dBs9pX607zfDxBtTppg/823b+vf+3H67v22fMcP+sX/+Wf1bKYy1W1q2hPHR5MlyGzIznfUbRtvoKUv++0/eb8KEyPd30Sr584f/GEWKCLF9e/TP1Y9y8aL++yGtl1iyRJ6vSiWc1v+ZmUKsXx/aXm37XnjB/rm2bOn9eq1aFb5zjhTHj+vfu0uXhLh8ObJt2b/f/b146aXwvx/VqkXGCJZhGH04WTUTdhITkR9CYuVKojvv1N+2Zk2inTsj0y4vfPMNUZcu8u/vvyd67z3j7efNI2rWLPztInIW81UvCZ+SCxeISpSQf2/dikR39eohUZ9RYkTGPs8+SzR2LFH79kQjR2LZhx8iwRYTX0hf00WLiJo2jWpT4oIZM4hatpR/S9+KatWI9uzBsoMHicqVI8qbN3T/U6eIrrsuMm11wt13Ey1bZr1dLMfndsqOHUQ1ajg7p+XLie66y/72qan6OYhq1lTnSpo5EzHfibC901judvngA+S9atoUyRkZJjsRqf4pIwP5uvzErO0ZGfrfEyfs2aPOG6NEb1at157jx4nKljXfZudO5LXbutU4T8f588inEGsMH45ksfHESy8hv8iUKdFuiXeMpDu5chmvU/Lll5jrhpMzZ+Q5qDSGkBBCfieM3ufff0eept9+w7feS59Vpw7R+vXxPS5Ttv38efzds4eoQQN5ebFiRBcvInn7TTf534asLKLcueXf0rNmlbNHj6QkOdfXlSvxKXO4dMk41wnD5HRYEcGEHe1HvVw5JHx6/33rbeMFIYw/klZv2KlTEJw8+igSDnpth9OPvdseQAgkdWrQgOi//zC5e+stJGa67TZ5uw8/JOrf390xcgrKwZZEvL0Ljz9O9Pff0W5F9PnvPyTaY+zz7bdEnTur+y7l8792LdHtt6v3qVPHOAncxo1Yb4ZykmtFgwZEK1YQ7duH59xO0sUDB4gqV7be7tw5CJpiicWLiRo3JkpORoJPq0R/btmyhah2bXvbBoPqya0eym/Z4sVEN98MRbry2/zeexB6elH08qiZyQlEagxSqhQEkn5y8iQSjxol6HZ7bkIQffIJUd++oetatMA4eN680HWZmTA6qVcPY2K9vmzzZnnsnJiIJKt22uNGwMeoGT8ez0rbtkQJCdFujTvsKPZPnlQrv/QoWZJo3TqiihX9a5sXsrLMFZXK77H0XkvLlO/544/j3a1fX71/OBShkea552DQ5pRg0Hs/b7T/G28Q/fyz+TZWFC8OhUrfvrh38YIySbvVuJVhcjTRdchgcgJGrmrjxmF9SooQbdqE3zUuXOXbb3EeZm6EenTqZLz9U0+pty1fXr1einMoEQwinrDZ9dYrUlxQPzCKsS6EOsFhuMrdd0f/WfBSlElxJZRurb/9JkSVKvLvhQuFuOOO2MnlUaRI9NsQK8VuwlEu6iKEEM89p162bFloMujRo90fY8AAuZ5Ll4SYO9feflKfO2KE/XOxIlZDS0Uq9rj0zTp5Uog5c+TlZ86gvzt+3Fm/YnadO3fGc3TsmPdrwzDZmUh+v+6/37gN27apl2VlIeRhZqb7c0tNDf85rVsnxJo13tppRnYJGxRLZcMG9e+pU8N3rEmThPj7byGuv97/uqWk3kZkZgrRvr3+vsePh+d59Yqd8/7sM3W/lZUlxNGj+tveeiv6lpEjI9P+77/HcY2QxreHDwvxyy/O6y9e3L/n54MPkEftk0/wu3p1IU6fRj4dSV5w/jyKnfoOH/b+PSleHPfXaP3w4cbrnngifO+xWWEYxh78ujC+IX1Md+4U4n//QwJmOzFSBw2KzofCj7J9O85x4EDjbfRiTr78svH206bJ/5cp4619Q4car/N7EGZ1H7t1i9x9cRJXNJbKb7+FXte0NCFmzQoVxgohRGKiPGCMZhk9OjaSEcdC+fbb8AlyateO/vmFq6xcKcTBg/JvswnZiRPO6x85EpN/PezsX7MmhEtW2yljd5vh9jqtWIFvSrTvl7L8+af+8p491b/r1QtfG775xlix7tcxIp0omGGigdHz//rr/r6z77yDvkNJQgIEX1dfrd52/PjQ/e1iNg4OZ3nmGQid58zRH7+5xSrBtlTefjs65x3LpXlz/D1xQm08dvp0ZNvRvz/GzEKEN0a9EqfbxxKlSzs7bykpvFF5773wtjcjQ/+4FSoI8eKLQqxda30OR49aH2fJksg9s8nJOKbT/YJBGJtcc437Y0tylHfecbafNu9JtIre3J5hGMGKCMY7V10V/U4+WkWb5E4qkydDIKVNripEZNrVt29osqqOHdXb7Nrl73PAVlr+FIn0dHnZNdfIy5OS7Nd1++3RP5+cVAYOVL8T0Ujm7mcC0WiVoUPt9TlOJvBWeG3zli322mz3eJKHV79+8BjUE7KH+z6kpQnx7rv2t9+8Ge0aO9bd8Zo2xd+EBG/n98Yb8jWqXNn7dfBTiMgwsU6ePKHvgJVR0axZ3t4xN/OIL75QtzsYFKJYMawbOVJ+b2+6yf++UTk+c1L8JhKJVrNTqV0b101v3alT0WlTcnLosqZN5TmcH8dYuTJ02blzeK+VHqZ+esmHC6XBitsyY0Z42ta7t73jf/yxELly4X+z80lJgRfmvn36x7v22ui/U2blvvvc7ffdd6HLYsX7321hGCYUfjUY1+gNxI3CXHzxhfp3s2bR/yhEukyaJMSQIdH74AWDsgVOOLDj/cLFvDzwgHw9Cxb0Xp9bgaCb4kQA/umn0b/W4Sovv4xwQhKRPPZbb8VuuB8npVw5e32O3uRar3TrZl2X1nrfTfn+e4QVcsKuXeo63ITz8LPvVeJ036lTsV+LFubbnThh77y8nEe/fv5cj08+cX4/GCZe+ecf+dk/fFheHo3vgFWpUkXddrfKAaelb1/ja6Kd62hLuJSaRmO9woWjf5+iXT7/XP17587ot0lZEhPl/3v3Dr23fiibhBBi+nQhfvwx9hTrSUlok1TMePppb9fh7NnwnovV8XftEmL1avU+KSn276GSrVsj83y+9Zaz7f2Yu2oN7ho3Ng9nHctFe78ZhpHR6doYxh5G8Re5CHHXXfrLe/VyX2f+/Pa2k9wn/SYhQbbQ0Xp6zJqFv7/8Ev1rL5WMDLSzUKHot8VO0RKPeQYk9uzB32i3Jxauhdk2b7zhvn6la7ceTl2YY6088USoV5eWX38N3S93bn139dWrzSe5fltbGREMIh713r3yexIMQjlnFd/ZDL/aL+VtEML5vpUqGe9npWBR3msv7X/xRfzdscP7tahc2f39YJh4ont3IebNk5/9vXvlddq+JT0dfdbmzd7fsdRU5LoyWl+rFuKU2+1zR470px98+GEYFCjH0+np6mum3UeyJv/1V3vt0OZ684OsrNCx41df+XNNzIpVKBxlueGG8LdHWy5fNg6XE63y2GNC5MsnROvW+uvz5kUoRjshIY3K/fcL8eqr/j9nXlC2r0OH0DabceFC6PanT8vrU1MxBtS7FomJ/rRf+Rxp8zla9YlGY9Dz5+2Fn9Li1RPNThHCmfJOiNBl116LvvTNN6P/3kW6MAxjDL8ijGeMrPzjXRAWa0Wy5EhIkJdpPUuWLRNi6VIMdi5cQLJjK2GeXaJ9/k5Lnjyy62usl9y5cZ+UyeKi3SYnxcid+9NPZWuQaLcxkqV8eZzzhx+ab3funP/HXrhQtjgPZ0z+SBcj/v0X35oFC9TCM6P3aPNm5BPQJrHzs6/o2RPHnjoVVohCYLJcqZL983JDly7e2t2pk7q+4sWFuPlm5/V88AH+Dh4Maz8r/LRkVqIntHBafvklfElnGSYW0AquH31UXqf1sCtbVr1vnz7u361160I9wryUQ4f8q4tIiCtXzK+blFdg9OjQdf/+67y/8gs/zv3661HX4sXW2+bL5+91z45F6WlkVtzkv5JKo0by/7VqhefZ8oId46qDB+3Vpbdv9erqY0ns3WvfC9Nr+6tUMV63aJFx3fv2WdddoIC96+B3cXo8IYS45ZbIv2NffRXZ6+Lm+jEMo4ZfEcYzbi23Dx0SonPn6H8kwl3q1vVex2OPhVpSpKZigDVzphAbN9qr5557kAzbDZcvR/9aZteitOD+6y9c72i3yUmx00dEI19CtIuVN87114cnxnPnztkvdrQboulV9PLL8v9Hjhhv17Spu3PTw007b7lFiOHDYXlpxA8/uKvbSQgIP699QgL6USPLSKfl0iXv94ZhYhntOFVK6qstH3+sv7/b8HDK2OcPPeT+Ha1YUYgmTdztO2aMviXzmDHOr2MwKET79up6Zs40zu0VDv77z/11vHxZXdelS3g2Fi70t4/2q+gpshYtCu8xn3vOex1KBc/06Xh/zp0T4u+/3df5yivheZ78xKz9RYrYr8doPhouzpzxfs+tqFnTeN+CBfX3CedzPn++u+P50b4FC6AI1sufoixGRiKxFqI2NdX6/jNMTiSM3TaTkxkxQt0JS9Y1SiZMiP7HwY8yeDASX7VogY+N0/2/+w4fXLNtPvkEVrYXLoTGOzUqBQoYr3PLpUvY3y8BTziKNrlq0aLRb5ObcuqUEOvXC1GmTPTbolcuXrR+XmbPjn47Y7m0bBm6TEpSrJ2UHD8e/gl2LBavVKsW/XMwK0ovKC0JCfAoWrhQnnARwfNBKeTXhgJs0UKI5cvtt2HUKOfX1Yk3jxWvvx79+xCOZ49h4okzZ4SoWhVezhkZ6jwru3ZZKxYfeghK19tvxz7KUE9W75g0tvS7LF4sH0Py3jbLlZaVBaVBQoK7a2g0Ph80SIjff1cv81vBKSk7xozx3tedP6/2vo61ogyTZbbdH39Yb2NWLl2ShdBKYaKX+Pzr18v/a8MFzZwZuv3bb1sbm91yC0KoHTkCzwgrb55IkZEh54w6dgz5VZw8h1YcOoTwSLNn+992iZMn7d9bM+MjZQgpOyhDQL32mnpdVpY3T6QxY/QVaqVKqY1olGXvXiG2bLGuW8mYMUK89JK87ssv7bfxzjudHUtCqwiOlcIwTCj8ajBhY8AAuQPWSxDlJHTTvn1yIqtof0yUMbSVOKnjf/+DC+p//8mTOzvCGLMk39LkT1tq1FD/XrJEv/12Nfb//SdEw4bhubYPPhi++/boo9F/drRFcu03KwMGxHYicKP3wek74bScOydEIBD98/ezVKhg/f5Fu43hLpcvY5IvhD/5bqJ9PnbKjh3WbX/nndBlZiGNnChgNmwI7/WN9D06c0aI/v2N19tVpDORga957HLokPt99cbrDRrg75w5odsbvX9ZWeoQo05yK0UqMW9SkhA9ekSvXzl/3n1/qQyfd/iwEDfe6H+fHK7y/ffw0rG61pmZaoGoUUlPR9F7PrV07eq9/Vr0FFnLlsnrjx+3X/cvv7h+nHzh7Fnv1yMWUOZjsyrNmwsxd67+O/Tii86OG055x3vv4Rh2t3/mGVk5GwzCY0Fad+KEOv+lksxMeKdmZUGhM2wYtqlTB++u1/PQenAJgT7s1lvDd+2k8t9/SC5v1/ucYZhQ+NVgwsrevdYTAStvgHAXuwKbNWsg4DDCyTGlJKVa3LpUB4OYiDz/POLuatuTlITcEePHq++HXjxSM8GykaVEPJUiRaLfBidF4q23ot8WvTJhgvn7rX0WmzSBt8fOnc4SrRnFXjULexMvxYqUFCG+/VaIbdu8CRxivXTvbn0tnBALimttuftuIX78EfdSWtaqlfH7IhU/Yqm//XZ4LCXNjmnm8SGRkSHEpk32FLNmypfu3f2/X34owxhztNfcr6SiTPRR3lerucDMmeYh4iTmzHH2DkeCwYOj25bevfWPN3So/etkJljfvz/0PGI93KbWqyUrCx4/EyeGbtu/vz0vXyVly7pr144d+DtkSGidyjGLUX6ljAzzuZgyIkEksfP9NisXLrg77p49yMd26pS/5yORni7E2LH+PJNJSc6Pn5jo/7tRrhz+DhyIY6SmWisG7GIVTsnPov2m2A3JdNtt7o+5bJnzfaS8gQzDqInwZ4ph9InUR8uPorTMspNgSlv0BP0//ohY4U7qycgQonBh/XVr1yKUk9HHWsLsmHoJiONBCPrWW7Asj3Y7/CgSaWnRb4tVG72+98nJod47Utm2LXR7r8VNEt5IFL13VRvSwe/jzZ8vRIcOkT3Pc+fUz3ckMFPmlShhvO7HH7G/0vKpSxeE/UhKEmLKFCzr3ds82eTu3XJb9NbXqiXETTeF75qvXy8fXytYUoa6cIJROEKvCo9ixeS6hEBYh//+01dECBE+pVOkLKpzIk6MUHbt0rd+ZGIH6d2cMkVelpISnhwrTsIP+ZGoVmLzZjlMiiTQ3r4dv0ePxvcgTx752KtXR06ZqRfWJzsWo3mPVPr3j8z1dhOKl8g4z4oTzAxwKlaU/z9wAAL+cH7HnIRptFMKFbJ/7D/+CN1fGq+Fg+ef935+TomVfG9K2YfR8+TVe/+qq6yvnV57nF7/lBTv16NuXSGmTpV/63nq3XKL8/vNMDkJF10iw/hLtD+ukS56sWft7Jc3r/tjpqZC2JcrlxB//ikvT09HojS9ffbvl9sXba8VbZk7191+v/4a/bY7KRKxEqtXKxD//HP3771dwaESI6vw5s3tCeu5/4mdEgvYbavTSbydOqyO+f77QkyaBE+88+dhbWgVn9eJh5Ff98ToPb7uOnf16XHsWHSe0QED/DsHRsar0oiJHazupV5I1Xz5jJOMWmGk6K1WTYhx48LzvNjNBzB8uLfvhh8cPOhvH/jCC7A0v3IFivRgEEZK48ZBwG23nnAq2J3c72bN0HYh4OE+ebK36200f9IrKSmwbj91CoYffnh+zZ8v129HiBsOwpXI3Mo4wuuz4JQLF4Ro29b7eZ0/L8S998q/Z8zAcyQEPMUj9Z7EYxECsgzJOM3Js+B3yZ079BlReomtXOnv88cw2RGfu2mGcU60P2zRKLVrI759UpKzmJ9Oi9ISy+m+WVnGibcyM92HkfKjmMX/jsdiRkaGEJ99Fvk2KSdJDz1kHE4snO/9iBHG+2/aJF+77dvtn5cdReCmTXL9boqVxV44ipTkOpbLQw/5+wyFgy1bkPDeC488gvPt1k0/987AgfI16dJF7b02aJB1/dpns3RpIY4ehfu33nW3Y7m5apW3c9Z6m8yc6a0+idWro/OsMuFDGV/aaalaVa6H71d0USZTdVr++8/dMZcuDa2rf//whfOyez4//6z+rRd2J1osXgxPjnD0hVlZssdLRoYQBQv61weXKaM+lpNv2733ClGvnnp/s2+JG5ycixRmSWsxvnq1u2NLSImvn3nGug1KC3IvrF0LJc7nn4d/3KnFaZgiyVvJLbFmhGenXHutEI0bO1OSOSn79qlDi3otUt+tXX7PPerfP/1kfJ+MQnY++yzWK8OxffcdEnXPmgVF3qlT8ro2bULrWLbM3AiIYRj38CvERJ1YTCIca0UI52GgFi9GElJp8Kk3gFOGZtKzburXL3RZnjyoT+mSaLfccEP0r2UslrFjjd+Po0ej06a2bcP73kuWklYWlbffLj/D06cjDrzSmtKpMMQoMa/0rEtI78uoUfIyLwK0WC9G/fAff+Dc7VqFbt+OScG5c+hfcmJom48+kq9HQoIsJPjoIyFatpTXuSU52bjPmDfP+b1v1859W7QcOYJcFH7x3XfReR+OHfPvHBgZv+5P5cqhy9zGGGfsMXt2bLxj6emy98HRo/6eo1JQ7CR8h19CXj9ISUHibG3IwxkznN8jtwplv8JJfvABPGFnz5aF7uEobhgwwFn9RuvOnnV3fCVWAno/xmF6QtpwFy1u6tAzPrJLvXqRP2cnZe5cKB6IkHskORmhqYjkPBB+lmnT7F87q7qGDpWfy2gnfFYeY8MG82PfeWdk2sQwOQF+hZioY/bReestIa65Jjwf8GgnMr1yBZr2/Pmtt7XKzdC7N85n7Vr99fPnw41QucxqUnLokPl65aRg5Up756x0tU1MVLsV2y3SBPTee4Xo2ze699Cv8uWXxu+HWXLWcJZIYqc92pi4jRrJ1uaRPK8ZM9Qxp1NT5QR0dhOl2Sm1akX/udS7Xq1a2d93yRLv1ztesXuNvEySjbAbyuirr/DXbZiUSODnd3rUKPP1KSn47s2e7Y9wiFHz7LPe+h4pyatZ2btXnX+G8QezmPRuS6lS0T4rNUbjZzslVvoLbe4ft8UoUbIdDh+GgYifVtNE8BacPNn/57B1a+fnqPddSkoSYuNG/X7Mqt1+YKYo8KqIiFaeAi2XL+tvt2cPwrMZ1aM0KHJCtOUEVkXKB/LBB5E53ltvubuOUgLrH3+Ep8OhQ/IzmZkJz2DlcbZuheevRGKitz7JDO051qxpfg3C1Q6GyYnodPMME3nMrG379AnfAMfOdjfeqI4V7cextcKnAweEuO02rHNjdW00yOza1X0bf/7ZfGBnVbSu4Foka3jlAOq778wHvC+8oK7j8mVnVknhLk7DbJ0/b52oN9rnFG6L9kifT6Q5dkweuF6+jOe7V6/o31c7pWvX0PMJBo0ng3olHsIxhYvUVLzjKSl4z42EEeE6NpFsFTd7tqwwize0k9RwlPr1rXPxSLHFGXco42K77aeV2zgREjHu8RKm0Kxs3BjtMwulY0f77e/dW4i//xaiaNHY8Yjw697s2xe+NtSvD2tos22WLHHe5hIl3J/v0qX2z+/dd53VbXe85BXJY6lAAf36vT6j4egDnBQzA4vx4zG+MdvfbdL4rCyEovI7/0q8Fr+pUyf8x9Bj3Tp1VAi7pWXLyLSPYXICASGEIIaJIQKByB0rMZGocGHzYy9aRNSkif06r7+e6Phx822CQfPzXLeOaMcOohdftHdMvbdYCKL0dKLRo4lef11ePnEiUdu29uq1wxdfEN13H1HTpsbbHD5MVKGC/Dslheiqq5wdp29fovbtiYoXVy//5x+iRx5xVlc4SU0lyp/f/P7u2EFUo4a9+iL5PuiRJw9RZqb1M2sXIYhy5SLau5foxhvt19msGdH8+d6OrX3fo8HRo+p3IdpkZBDNnUv04IOh61JSiAoWDF0+dCjRO+/YP8alS0RFi7puYrZC+7zzCMycixdD+3y/aNiQaNkyZ/vw/XKH1O8XKIBvpJ3ttfTpQ9S5sz/tadWK6L///Kkru7BmDVH9+vLvZ58lGjMG/4djHDJlSmyM3VJTiQ4eJMqbl2j6dKL333e2f6z0CUlJRFdf7b2ey5eJihRxv/+MGXi/9DC6VlbfRSGITpwgKlcOYxYhiPLlI8rKwvxm1CiMU/Pkcd9uO/dx3DiiZ55xfwwj9uwhqlrVv/r02qmdh7lh7VqiO+6Qf992G9GmTd7qdEvhwkR16hAtWYLfdvqoF18k6tQJ7Say/+5Gex6mR40aRDt36q8LBMLXL23fTlSzpj91Ka/rtm1E+/cT3Xtv+OZpZ84QlS8P2YgX5s3DnJRhGI9EWxPCMFoi6QKqF1PYq1Y+IUGIl1/2x6rATvx7ZbgjvXPo1s2fa/XNN/hbsCAswbSW/Eb7/fyz9TZmxchDZOpU1HnxIly2I/XMWJWDB9XXZeVKxJx85BFY7TixSvKrTc89519dw4frW1ZL1qm1ahmfjzZswIMPRvbeSInLooWdNgqBZ2TyZITDEAKWXF4Sg5qVmjWRADbc156RCQbRbzHWfPyx8TO1Zk1k+w8ieL0xzrGb46p0aWPPHb/vZaRCLBw/rk5QHyvW81rOnAm9Rl9/jXXS71Kl/I2bHgtkh3OQyMhA8tUDB/Cd2bNH/bylpZmfywcf+NeWYBDh1KTccOvXG2+blYWQl0T6cxo7nDzp/h42aWJcr/aalSvnb8geKcSo3xgdz6uXs5TA+e+//e+TnZTLl+U2jRljvX0gEJr3xe61iOZ56pVGjYR4//3oHX/QIOtrFgwK8c47yL/Xq5c6pK20XjqHl16y//y54dw5e+fVv795Ymrl9WcYxjsU7QYwjBZlsrhwlWXLwn8ewSAG1Dt36rfBbhzj667T33/dOiEWLsRAPykJcVn1BLt+Cen//NO8na+8or/fzp1Y/8gjoeu2b8d12r1bXqZM9EokRI0a0RtseS1eiUabO3WynmS99hral5yM56t8+dD8CO+/j2306powwTg/yIQJ7tt+6lR474dX7CQeN+oXlO9IPJYrVyJ7rZnsQ0ICBFVS3pSJE9V5Ldatk79zRt9LvwrjDrt5S8J1v/TW7dhh3ubWreVt3QjvMjOFKFw49LhmAlk7SPU0bgzlgV84uaZ6y7VGCJmZQqxYgf8XL47M+5SWhnG3NB45cgTCR2WIV60ycdgw98/XqlX+n0M4kEKgvvqq8blkh9wqUr662bPx22rcJIS14sPvXBfa4rciolOn8H/DvBgMJidD8OymL8/KUiuQjRLKC2EdqsnutYj1PBHRKlbceGPoPsq+V1pWsaK9++AVv89/3brItJthsjM2u2GGiTzBoFq4Xbx4ZD+iscTSpUJUqCDEE08IkSuXEFOmxM6go0kTIapUsd7XykvEr8H+li14dsJlQe6kmE1w3n1XiB49jNdbJQsPV1m0CDGhDx4Uom5dIYoUCd0mKwteHnaeme3b1cskTxYhhLjjDn/bPnKkeuIZaxw+bO88Bg/W33/Xrug/0+F4FxjGT0aMgCV3/frmOXi0z+jjj2O5Nr+Rshw9GplzyI68915k+5wNG9THDwbhoWknHryUXFOvtGoV6t13993IB6PEqn1KpVm+fPa/W9p6EhPt3wMjZszQb+OLL+IdKlUKsbElhcyePfj/yhUhVq+GAYEZ2vFYUpI6GakfGAkl9Urduv48Y8OG+XsO4cBKIFuxohBPPRXtVoaPYBDecy++KBvA2OXAAW/PRyBgvU1Ghr/n+8IL6vr13gs3BINCXHUVlD1m/aNUpHZMmxZal9PrOGKEcbtmztTf59tv9Zcrc2go2bcP8x2t0jkSHsPhKMOHh69uO0mrjfY1Swb9ww/W9XrB6FkZPz40B4gUBcKsWH33tEhKLaU3D8PkZMh6E4aJDZYvx2RJCCHWrvX+IY1XbbbyHK5cEWLSJH8HGNI1njAB9a9ZIx97zhx8yCXmzTOuZ/lyZ8dVDsad7Dd1KizvFi/GANnoWhmV997D4EBvYK1EL2yBVTGyuPzsM/3tpSTmTibUUnniCX2vE6+lT5/Q9kuu2Vbl4Yfxt2VL9fJrr8VfyVvGjqeAXpEs+CSlTawLuzMzhahc2d65mXHsGAayc+f6f7/DUbZti8z1ZRgh0J+88gqU9lJYEG3RhpdJSFAns0xPh1J24cLQfStV8h7eIqdz9qz8f1ISPC6J5HCZZv3J008br3vhBe9tu+oqd/1c3rzqerz0mXoYCZRz5/Z+zsEgFOVG4xyv6NXp9zsU6e9avGA2Xtu1K9qti23cPhvt29sLX+u3EsJum4WAt5DdBM56dbRta1y/XuhJ5fvu9HoaeevYnYuYlbNnkXA+0v1HvJdjx/Tvyd691p7tVasiUfT334d+zyPB/ffLx6tbF8tq13Z3Hd56C387doQxApG+4az2GWMYRrAigolv9D4K7dsLcdtt9j4g8YZ2krhoEazR7Jyr1jpk4EAMQoNBOZbrxo04jh2XVm154AG1lt+uR4JywPLTT/L/deoY7yNZ2hhZI7gdUHz4oVyHVSxdqzJ3rn7bmjXzVi+REC1ayP8XLx56DK/1a8vateGt30uJVy5d8n5eyvcllgvDRBIvz+rZs6F9LD/b0UErqL7zTlzzXLnUYzyl1fGxY7Bs3bYNSo1Fi6xDzkQj9MaNNyJ303336a/XC2VnVJffOSf0wigFg8gN5lTZf+RIZN+fHj1CjyFZ7xq1wY3Ve7wpIpct0z8PNhIwx8s73r9/9Not5aSxkzcjGIQQVRvDX8JM2K/sW7XhVqV+9a+/5GUffqh+951cTyHg/SX9Pn3an77YKMLAr7/6U3+8F62yTHuPd+2S+0OzepTfqcxMIbZuVa/v0iXUqzAShOu6SWNJIkRq0HqoxLrhHMNEAop2AxjGLXqxPyUGD7b3oYg3Ll/27yNpxHffRXaQ49TtVc9F10qo66S0bm3P7dhpGyWksFHSwC093Xn9P/8s/9+1a+gxlAMgv8rdd6NuOzlc/Eo4b0cY+O+/xhMoKfkhESygY42CBfXPSUpSbcUnn/h/n/0oEyfKcf0ZJtIEg0L8/rt/z7MUd7xNG/XySpWifaY5j4cecncPt2+X65CMDHLlwvfMzOghmkWLUghnta1XtCEVlaVGDXt12DlHvSSibjFKSNqlC9Zb5ZDyen/iAa2wWBu+jFGjnFu4+ab880902794McLi7tuH3127On+mzQzTJJReza+9Zu/a9O3r/H3zO0RzTilecmdt3y7n4NLmAvSjtG1rL/m130ihBd22W8q706gR/k6ejEgbBw/Kx0hMNJ8zM0xOh18DJm7RcyEPBoXo3t3+hyTe8CJwv+ceOcmXkTVXuXLhHxBJx//vP3sDIAm9exYOgbsfxa61nFNLzOHD7dWrjXVpVDp1MrbI9HJ/hcD9lUIzea3PSGCvLfv2Oav7vfeiaxEYDMIt+d57EYPbTpgEP1zRnRajWLtWzwDDRBMnFo133x26LCXFPMcEE3n+/tv6XkoCgmiUw4f18115CaMnKXStQhjeeqt/yl+j5NJO+nilIYDd0quX+zbfcotxvSNH6u/j9p7Mm+e+ndHml19wnaWwpox9nD4nW7ZEp51aK//Che17ea9YERpaya5yQSrff+9fnyqFuP3xR//qzO7lzTcxfrnmmsgf204uvJEj5f8jTXIyEsS7Obe9eyF7ctJvGs3z9cIeM0xOIwpdAMP4h5ePZby5VksYWSS8+SY+rtIgoGZNKB/snueaNc6vod2cBGPHIsGjMi+H0sqmY0f5/+PHQ9umdMFVhk+yc+w//jC3JJSKUyG2UXnpJWf3MzUVuTcOHrRWIDjBb+s/u0WZF8NsO20s8CZN1Ot/+QX3zmgQ17+/f22OJ9x40LgpLVpA2LJrFyY0DRrY24+9IJhYwc1zP2AAQkkkJUW79YweVsK0gwehrP3uO2zrp7ekm1K9Op6lO+6wl7hWr+zZg3P38j1LSHD+3TM7xvr18v9G4TTcnGsgEFpfRgbCWEk5tIy4cMG8bqOY5tocVlYlGta7TGxg9WxI4W2jiVOlgVm5fNncw/nvv9XrFy1CG9yGx9UrTz6JOpVJprnETlHmNNQLFSxx++3R88DyknS+QgX95U44cULOJeG2DobJjvBrwGQLtML5lBQhGjdG6dULy3bvxrZEQjz4YFSb6xm/P2b33mv+Ib7tNiSfdtImZZkyRb2tXU+AV1/1R/BqFEtf6aYs5XSQnhcvZcECCEPcWpvpXZ+hQ53XY9XOmjWttzl+3Pn5C6FWhIwbp1ayvPGG/XMwS4juR4lXwXk4r4kfhS3JmWijVHbPno2QjR9/rHaVHzUK28ZrP5BTadZMHaIwFsrzz+NvpUqyV0bt2vZzllmVDh2QWNOOV8gTTyCX1rRpxtscOwbLVLNxSvv2clgOZSlVSv17yhS10Ysd4w+zItGzp/E6LXZDQhp9m+x42DKMEHhnOnXCM1Gvnv2kz5FA77ldv944T4hZmT0bBkF665Tv+969EPYKYc/b3U6R5mdKBaIf9XJxVszCMc2ZA+WTlKRZW6yUx5Hit9+8XYMbbtBfPmuWEDNn4hgbNliPI7X7M0xOJyCEEMQwTFyxeTPR+fNEt91GVKwYUSDgrp7du4mqV7feLimJ6KqrrLc7eJCoShX9dVJPs3kz2h1pVq4katBAf93AgUTvvy//dns99XDbwy5bRtSokbf6/DwPJ0yYQNSunf66f/4hat3aXj2ReFYuXMA7FG+E495u305Uqxbqlp6zDz8k6t8f/5vdVy3z5hE1a+Z/GxmGYaL1bTNC+V2OtbbZ4coVogIFjNcLgW9l0aJEefLon+M33xB16qQeKw4YgG+IkkmTiG69lahqVfXymjWJduzA/xcv4nvUsGHocQYNIurY0bid+/YRbd2Ktu7ZQ/T22+ptJk4keuIJ/f0TE4muvhr/650jz5iZWObKFaJChSJzLKN3wY/+7+mnicaNk3/ffjvRunXe67VDyZJEo0YRtWhBlC9fZI4Zi5w7R1SihHrZxInyHOCXX4hee81eXampRPnz+9u+ixeJ/vqL6I031M/csWNEvXsTtWxJ9OCD8rpIzCf/+IPouefMt8nKwjdUgr8pTE4mV7QbwDCMc269lejee4mKF/c26EtM1F9+883y/9262VNCEBFVroyP6rJl6uVLlsj/16hBdMstRJ995qipnvj1V2MlBJFaCeGVOXPk6/rbb+4HGXfdpb88ECBavNh6/xdecHdcPzATVi9fjrYlJGBAZsSxY5FRWElCh3gjKUn9O3duojJl3Nd37hwEQUIQBYOyzU6/fvL/bdsSLVxI9N131vXdd59x/8IwDOMFIYiOHyfq2VNeppzce+XAARxj0SLrbb//3r/jRovjx4nOnIHASMvChUS5chEVKSJf4wsXQrfr0oXo8mX8f/gwUUYGUcWK6m1atoQSQKuEIJKVEEQwDtBTQkh1GxEIoO7HHoMi/K23iKZOVW9z6RK2CwSIHn9cPUZTjgeuXJH/v/56FhgxsU/BgnhOr7nGfDshiB5+2H69LVuG2oOb1S2EbMDiBqUSgihySggijIVbt0af98ADkTtuLCFEqBKCSK3AtauEIDJXcruleHH077lyyf15IEBUvjzRjz8SPfSQel0k5pNDhlhvkzu3+vett4anLQwTD7BHBMPkcIwUGTt3Ev38M7wFiCCc1H5Atfz1F9FTT4UuX72a6I47zPcdO9baksANTz0lD2qnTiV69FH1+oMHiSpVCt3v1Cmi0aPhSaGdyOohBITDJ09i0L5/v3qdHklJRIULm9erd39GjyZ6/nn8P3MmPCeU9Zw+bS6UDgaJjh6FRYlfgzMhIHguUsTdvlp27YLSKtzE6xfwxAmiwYOJ+vTxXped95PIudLz+++JOnRw1yaGYRgnbN8Or62vv3a2X8GCstD5/vuJZs8O3ea334heftm4jtGjYX1ZsqSzY8cCS5fqe1/GIv37E33wgbN97Hy3Ll40Ft7Ong3FutX4l2FihfHj4VWgZexYLA8EiOrVI9qwwV59mZnunv/0dNm4JVKeGow37M6JnM4HihQhatoU82lpX6ce6Z98QtS3r7PjSvTtS/Txx+72tUswGHpdMjOJ8ubV337nTkSRyMmeN0zOhhURDJOD2bkTVtB2seotDhwguuGG0OWbNtnT+n/5pdrCMRLY7QHdCtk3bYIHSHo6UUoKlAQ33QRLDSV64QK++47o00/xf8+eRJ9/rl6vHPAoz0MIomeewcRh7FjnbXbCbbcRbdyI/7t3hweNE374geidd0KXRyq8xbBhRK+/Hplj+Un+/Him/ODYMaJy5cy36dYN99cu27c761sYhmHcYDTu0GP6dKJWrdTLHn0UioRVqyBw1iMewy1ZUbo0jCZ++y267ejVy9pD9oEHIEiqXdtZ3UYhLiVeeAFWtXfe6axehok3AgFYuffvj7mBZMykpUULolmz5N92Q/NasX49Ud26mMt06eK9PgmlInnPHvRrRYvid5kyMCpjnGFH8ZSWRvTee0TDh7s/zu7dRDfeGDofNsLJd7hDB2NvxQMH4DF36JD9+uxy8qTaENCozSx9ZRgOzcQwORqnAth77lH/DgSgzZdcH42EAVZW/xI9euDj/NJL1tvqeV44JSPD/rZuQ/jcdhsGWQUKwJW0Rg19YX3bturf334rKyGIiL74Qu1+qh3cjBtH1LUrPDzGjsXkwY6Vu5aMDOQfMaN0adQvhKyEuHjRWgmhfT6E0FdCRBI/JljRQBk2wi5Nmsj/z5gB650TJ6yVEElJzj1n/vvPcfMYhmEMycyEdfqePfKyO+4wV0Jov5N6/ebkyRijGCkhiBBSUGL+fHvt9QMpzMkrr8jLgkH3+XeGD0cYpqwsCOjcKCEmTHB3bCWlSuFvSgrGOaVL64di2rYN5z9rlnMlBBHR3Xcbr+valej331kJwWR/gkH8PX8e8ysjJcT11+NdVOLXGLlePcTQd6uEePll/Tmrsk+vVk09nnWjhKhenejaaxHCLR6NlPxAL0Sflvz5YchlhB1B+003QeGxb5+9dmVm4q9V6DEihElas0Z/XZUqmCtr22g2BrCLUgkhtVeLXU8khsnusEcEwzB0/DgGoBLp6bIrYVISBiXSxNEp//6LWI1uMLIkuOEG9cDFrbWi0wRaTz7pbRI+cCAEtEaCDGVvXLs2JuHhpnt3oq++QtvMQh4sW4aJRP78xkkcraxazp61H7qiUSPErB4zxp1CxQ5bt6rzocQTly45c2m+806EGXOK0bvVpw/Rs89i0jd5Mia6TzyB+/Xss86PwzAMY4ayL1qwAGEezL79H3wA61+z0AhuQ47s2gVr0IEDw/sN0c7QNm2C8qB5c3fjqhdfhBL67Fk/WueOyZNDQ2Q+9BC8VfTwY5Zq5NGql5CVyXlkZvqbYyYWsTtPmjJFfj/9ePdefZVo5Ejv9USKxEQIqQsXhsA6p+G3VPD114lGjEBewPXrQw0aiWAAlycPjp2WZi+nhN3n2cn53H030YoV+uuqViXau9f+Ma2MvKZMIXrkEfttY5jsCCsiGIaxhRNh/7x5sCxwO8mXGDcOIYa+/x6u+TfcoF9fcrJ9rwslbnq/SZNCvRckcuWSLY+IYKlTsGDodt98gwGuVmC7eDFR48bqZUePIiTTmDH227h3LwZ9L70EYbuSX3+FZVFiovqa6V3DVauI6te3f9x164j+9z/j9X/9ZZ7I2oxwhMaI56+f1fWQ7q90jm6un15Yi06dEIPdzfvGMAzjhowMdRzlF15AOCUlyiSq6emykUHDhmqPBi3ab6ET3njDXWiKbt1gkS/Ru7d+eKL09PiLHy0EQm7kzq2flFrJ2bNQEJgZhAQC6nGVG5SGFjfeSPTRR0Rvvqk2umFyJuvXE91+u/x72zaiWrWi155wk5lJdOQIPB9Wr9b3rvJzbKwde+bODY8sPfr0QR4AJYsXq715mfDx3ntQHJ07B0W/X9hVLijp0kU/35PTuUzTpjBcsMJMGe6UYBBz4fXrrbc9fJioQgV/jssw8QYrIhiGsWTFCnMXdz0i2bOcORPqTmwHL2187jn/8y+YTYCcDL7KloU1hhFm571rFybqbq3DMjKw/5EjoevMEkJaEa4Y3fH6BTxyhKhiRfUyyUrYD5TX+4svUPSUagzDMJFg7Vpj77h69aAI1zJ2LL7VZtSsiZw2brDjCahl4cJQq1Cn9ezbh+9srPHPP0StW8u/mzYlWrTIW50NGyKhth3++w9jwauvRogVCel7ds01GIcwDBFCt+gZ27gdF37xBcLGugkjFi20Y+uxY2EAFq76zWjXDgZLGRlQWOTKlT3z88QDu3cj1JVTKlWCcL1HDyggvvnGe1uqV8fc1A1250Vz5xLdf7+7Y2jZtQthp26+GWMLIYjuukvtlT5rFsYtJUrwM87kXDhHBMMwlljFkNeSkhKedhhx7bXOtt+40bsA+oUXvO2vRLLkNLPCEgJWFqtX46/ZNdYqIV55BR4SRNaDwurVvbmo582LQejmzUTvv49EyNL5uVVCEMl1ZGUhLJHSmtQLVvkwYpUKFdTXRAh/LZiUfPopKyEYhokO/ftjoq5UQly5Ao+IYBA5I/SUEERqS2cioltvRf6lFSuwrxDulRBEaJdRHOg33tBfriekdGLxn5Rkf1s/qFsXXqnJyfI3R6kYyMyUr6VSCUEEpYtd+vSBh4I2H9eyZfBoGDrUfP/0dKKHH8ZzUqOGfj6t99+33x4me6J8LvSUEHpW2Hbr/PZboltuQS6EeOHMGYSc7dED77kfSohjx+T/hbCf00wKfZs3r6yYlTzOtN7dTHix8mbTkpWFd+DwYfz+8kt/lBBE+koIPe97vXwmdudFzZvDM9EPqlfHtZDGFoEAvDInTZK3adECSjdWQjA5GfaIYBjGNgcOhCaGDAbVlnzR6FGUYRjs4lc7N28m2r8fk+RZs2ARWKOGrFS4+mooAbKy9AX8XtqxbRvRxx/juHqsXYv7Vbw40U8/IRRBdsLrAK5OHU4aZoSUD+WLLzBBZRiGiQbbt8t5GObOhYW80zAP4eLvv5Ebxw5W33ozr4g1a2RFzLPPwnLzxRftt9Mpy5Y594I1olcvhJc0Qxkiyey7PmgQUceO8u+nnyYaPx7XxMpDVbJSZXImr72GWPVGSPnSnGI0ti9cGBb+8ZQfwSvKd/f0adlITNu3rV+PvvPrrxEudtcuolat7AmNt22LL4+TWKVdO/Och2lp9sICCoEQwkoP7cuXEXLPLyH7PfeoPeukb+m8eVAgfPYZlIASyuPOmYNt7PDll0Q9e3ptrT7Dh+M7tX8/lJVK9u/PmflIGIYVEQzDOOL55+V8BdWqwfJHsipavx7Wc+Fm3Tq1pWPp0rDqccPevf6HOFi5Em6YSrT5IuwO8pzwyCNQhBgxbRosBrMLL74YGifcDvfcg8Hm3XdjEvTSS363LP5RDuSPHlUns2cYhvGbI0cgaB44EL9PnYJXQe3aocrQWJi5SMpaIzp2hGDtkUfgwdetm3l9V64QFSoUurx1a3zXtXkkfvstvN8uP67xxo3+jwmV7QpHwlImPMydC8H0rbdG7phZWUTDhhG98471tm6fEatxt2SMpMe//6q9iOL5OU1IICpaVL1s5kx4TymFxF7OMSVF3+rdC0olbzjInx/zvUiyciVRgwahy5OSEPaqaFH0nR99BI9DM6zul14fHAzqL8/MdJeTp1o1op07nYUvzMoimjwZidftevmH2zthzRp4cuiFaXrggfAem2FiEVZEMAzjmJ07Mei880718nD3JlddJYckWrlSPr7RBN4uKSnOQs8IAUu8N97Qt+CxGsz4HYPV7rH//RcJubILfg8aU1JgaRvvrrJpaRiEO30nLl6E94wePFJgGCZcOOlzN28OtSiMJImJsPa0w/33wwDArsem8jp07w6PtNy5I/9NGjKE6N13vdcTjnavW4fY2sOHG4e/0qL8fp05A+EwhxsMPxcu4NqXLKleHqnxhJPnTwgISm+4AYYXCxfCWGjfvtAwNa1a2U9sO2IElBXaa6Bl5Eii9u3ttzdWcNIfEnm791u2+K/IktrjVki+dClRo0bG673kNyCC0uDyZfNtPvkE3wulp6DVvPjCBaJixcxzI1SsSHTokPxbCGxfty5RqVLGdc+fT3TvvaHLjbyH7BDJOci99zoLK2iXzEx8z6VrPnEiFBDacIQMk1PgHBEMwzimRg14QUjxgqUSLnbtwoRCmRehQQOiHTuIpk7FZN0LhQqFxhI2I1cuxHa8997QfTIyrPffsiW8yZeDQaLXXw9d9/DDRJ07h+e42YFChZwnHo0lJCukAgWgtJOeaSur2RtuwHZ6SoisLBSGYZhwMW6cve2EiK4Sggj9q10h/Zw5zsJIKcdTX30FoUU06NAB34Thw/H3/feJUlOd1yOdSzDoX8iL229HAnKtEqJhQ/n/06fxV8qlJBEIwINWOeaz841k7LN2LbyjAwEkYtUK4P0K+WWFEFBY2SUQgCD6yBHkkMmfH8v0YuXbVUIQEb36qrUSggi53AIBooMH0XbJ8zzWMevf5s1DDp8zZ/yZJ95yi1yP1vvCDcr25MkDJedzz9nf/6qrzJUQRN6UEEREP/6o/n399aHheL/7TjaiCgQg5LYyRJLG+0pvkCJF5Hw/QiBiwNKl8GwJBDA/euABcyUEkbHXSu7cqFep3IhFlDlOjHDj6VesGOZTUk6otm1xjRkmp8IeEQzDxDRdukQ+Rn3z5kSzZ2PQNX48QjAQIVTEdde5r3fRIoQFUmLkwuoH99xDtHhx6PLs0uvbvW6nT0NIYXfAF6/Xx+71+OILKPJatbLeL16vBcMw8YdVHxar/dGxY0Tly8u/t25FvOl//lHnP3DLnj3+5jdITISALCkJYSKUyWGt8HIPIuHZ0bcvQo5oSU5G3H47RNvrJt4wy29ito/ffPwxUb9+/tcbDurUQegyK86dg0Inlhk2TD8H3V9/IRdBODhxgqhcOXf7/vQTvFTKlNFfP2QI0XvvuW6ab5QpQ7R6Nb4tkjfB2rVq5UFWFt69YNBYcf3XXxB6nziBOiWFgFF/bNZPFyliHGpM4r33iAYPNt/GybcgGiF0I+WFKHlJMExOhBURDMPENLEQJkfqJcPpxRAOtDFbV68ObyzUSBOO+/Hzz/bDPcQa4bgePEJgGCacJCXBavivv4jOnjW2tjx8GBbuscqvvxI9/rizMCVOmTPHn1jShQqpPUyJiJYvR7jLvXsRTsQML9+F6dPDGyLy4kWia65RLzMKuyIJgaZMIXrssdD1ZueZmkr055+wZK9ZE8+vlFTdDleuEB0/DsvkxER4asRKEnanmAlBlXz9NdGnn2Jbv71P9cY/AwbAm2fjRmfeEbFILI/F2rYlmjRJf124233lCo6RkGBtKObE8GvhQv3wQtFAeQ3PncM87uBBZ/vZxez6VKyI96lTJ3t1rVol55B0chwtf/6JXCpnzhBVrmx/P68sXw4jtr//Vn8f/Jpr3XUXjsEwORVWRDAME9OcPElUtmx0jj1kCJLcSYOOeFJEfPUV0TffyL/nzkVILbcWRH6xbBlcmV9+GZZS994LAYGbaxuO+3HffbhW8cjo0UjgbcbKlXgu1qzBhMaMceOInnrKv/YxDJMzuHgRiu8FCxCm4bPPEG9dIisL34A//rBX344d+H7ldPz+5j3xhLEA0YhwzRqVOcDcMmcOUbNmspA7OVkWXuldO8maWIleHPpjxzB2ysrC+espNaSk4nrs2EFUq5Zc1/LlsqetkniekWuTqevh1/kJASHnF19Aqdarl74HS7iNiPxECITYue02hNZRPpdmz1YsECtetXbv85Ur5kq/YBDj49Kl/WmXVzIy1LkV9PKWEPljXf/dd1AW+sXRowgnpcXtOxkLfeSmTfBo0pKcrB+WKpyRDxgmnmFFBMMwcYdd6yuvSMm8iEIHEXfeiYmQGx5/HBYW+/YhPn84uHRJbruSrCwod8KtkAgGUfLkgWXR+PGIN21Et25wGS5blqhxY6IDB4iuvRbWgkZJJbX3pFEjxDM146abUKZNi40BbbjIyFAL/iS055yUJIerEAJxvLt0wSSYc0MwDGNGVhaEH8pkzH37Inmmln79EBLOSYz4vHnlvEt6QuOcgh8GGcOHE73wgn9W91WrImSUV7ShRrxy5gy8aqxCt/zwAwxNtNSsSbRzp3rZP/9AEVatmvXxP/sMHg5DhuC30yS4R46ow3zFMrt2Ee3ejTA3dujYEePBzZu9HddKqPfWW/BslRRKTz5JNGGCt2NKfP01DH38ZvZsddJgIbwl940k8RBST9tGszbFotBYT5gdDPr/TaxSxZ63hRWlSiH866+/6q+vUwcCfSckJ1vnvogEZu9l+/YwsJDGLSkpxnNYhsnpsCKCYZi4pGpVCPLjjVdeIRoxIrzH0IZk0qNePSRmCxfhHMhv2oQJ5qefwnpHIjUVArGkJKKrr5aX58Sv3IULyEny+OPq5TnxWjAM4y/p6WrlQ716UDbPmwchoBPMYlWnpeFvrlzxIZDzg8xMJMtt3Fhe5vV7qlTiPPUUwgilp+srq53ghwWuHU8+PyhVCqG/HnwQ38Unn9S3Xq1YEcoACekcjeLgSzz/vNrDRwiMScyEUPXrw3jikUeIZsxQ7xvr6D2T+/YRvf46Ql0dOgRjGL1waitXwpjHLadPG8f3f/llolGj9Nf973/hHff6QTzcey3586M/MSIWzkn5zbrqKswTJA4fxndr5szotM2K994jGjQoMgoSN8fYtAmePBLvvScn0CYi2rABhnv33gvDp+uvd38uTzxBNHGiu339ZP9+ohtvRH/TokWoh9v998ND7913ZaU0wzBqWBHBMExcEosWK2YkJtpLlFi/Pgbta9ZYb9u5M1GfPoiHvHcvUcmSSE6tTYitR1qadyGEEefPoy1mnDyJiaSRi7EZ0lcrGEQYpWXLYMEzbJgsWMjKyrkJwMzejc6dEUKBYRjGLc2bQ+kQbnLKDMVNsl+vx7t4EULyNm0gMHGDVYgTIgj1H38cwqnnn1evC8c4btYsfPsrVDBO8P3ff7DW1aNPH3wnvWCmXLNDejq8DWrX9taOcHLPPRhvuuHAAXex3g8fJqpUCf8XL47xsp7w2Kjf2LbN2zVdskStIHzsMaLJk633e/ppeCO1bUv09ttEn38emsdEIt76vIceQt4XK6J5XllZ8H4aNgzPULly8aXYPn8e8zU7c0ivKCMOvP46hOhKowOJ0aPxTJshhP63TQh4ALVo4bx927bJYe5iBWVfP3AgcmgUKABFNIdlYhhjWBHBMExcYvVhv+EGorp14Y4t5SWIBk7dMvXOy6iX9jK4KVYMVvN+kpKib2Gox+TJRI8+ahxCyAz+apmzebPaOkkLXz+GYbwQiYl1TpvA+3muQ4ciZv7KlUQffwyL+6lT9bdt0wZ5Il57jei33/w5vvLeac/rrbfQvtRUCLJWr1Z7IDjhgw+QkFiLVW4AvYTWEmPGhCpMosnbbxP9+GO0WxHK++8TDR7srQ5t7HsJpVfv448TnTqFcbyddyRvXnPrfCIkv332WWdtNQpFlpmJsW/hws6UicnJsmC5Vi2ExNTLGxLLXLwIhZAdojnu/PJLhB2NFaRwhk7Dnw4ZAgv7SHPqFLwa+vdH3iciol9+IXr1Vfn/11+3V9fbb6P/V9atzMVh5x2PlTnMkSMIIayc48dK+CiGiQdYEcEwTNxw9Cji0V6+DPdMM7RCjGgINNasgUWeNKEqUgRtN8KsjUuXIrb2ww9jYrZjB2Juu0Ub57ZdOyT+O3cO3gxnz8LSrH9/eZu//4YFmBGJiThHJyQnY/JmV1nzzDNEY8c6O0ZOQApHNXEirO60LFwoK+NyqqcIwzDeuXCBqEQJf+s8eFDfQlqK959TmDcP3iZWNG4M62y/WLeO6Pbb5d+vvEI0cqT+tgkJzr/zdvjf/5AvwikVK8LKWeLVVyEYk5gzh+iBB+TfpUtD+GWGm2d88GA8qxcv6ueecEqXLkTffIP/Y3Gm7teYeu1a9bPntW473sdG9Z85g3wgr70mL2vXDgZNCxYQNW3qvl1mbQinh7JfuPEmmTIF73W4c9JZMWQIPLLimYIF4e2l9MiJNaTwVy++iD73mWeMt/32W3xnrr02dJ1VbpRY6A9jJUE7w8QzrIhgGCZu8JIQLVKhJOxw9izOxSp8kZaCBREKIVpUqmSdxMzpBFLK60BE9NFHasWHhBC4ZtKAlb9aoRw7Zp7gcuBAWDBK2+bKBYvQQoWgtNu3z14iToZhcjbRsC7NKX3+qlVI6B1J6tUjWr/e2T7TpxuHNtJy+XJozqrx45Grwg++/RYJosNNq1ZIxF62LJQfCQlY3q0blP81a8Iy/t9/ofgfNsz9sf76C8Yi27fjd6w+//v2QfFiJ9n41q24RnqGELt2EVWvDmOb5cvdt8fudVKOU4cMIerQAf/bDaHqFaU3BFHkvb/0wuXs2wdPcqkdgwahX+jUCXMVvVwfEhkZUIw2a4bf+/cj6XGskJVF9PPP8CZ47z2i77+Pdovck5CgzoEXDyxZgvmFUV4XPfTeh3LlMPaIRE4hK/7+G54dkodIy5bwLMzKir/7wzDRghURDMPEDdoEmUSY9LVqZT6Ib9sWAwQt7dtjUqS0notVXnrJv7AJdvnxR1w7pcWKlCjaiNatcU/sYJToUrqX+fIhBrGU1FB7j3Na6A4ztNchf34oeSTGjTO3TpLgEQHD5CwOHIAASuLoUSSTNCIafW5O6pemTYPn5yefhPc4993nzjijb18YDRAZPwtLlxI1bGiehHz1an+se6P9bLz5pjelgx2ifY5mPPYYEm1LieUltm2DV82sWVCoKJ+Fbt2IunfH/2++iTBib7/trR3TpsFjOJZRxt/XEimFGhHR/Pl4/73Svr2x51SsYnYPIolbz7JY7gvCwenTyIHYsGG0W8IwjN+wIoJhmGyPHcHJG29A8N65s75Vfk5FL9ZyrlzGsU3tCqmcfnn0lFArV8pKipzOhQsI1dWrl/s6KlRQh7hgGCZ7M3SofhiZX3+FgHHPHoR9W7QIiuOePWGpXbIk0YMPyolj3SIEBNIjR5obBOS0mcqHH+rnPrDDF1/Y81gZPtxeXG8p4aiU3NosjKLZ93/9enhfWCkpnGKUZ8BPpk0juu46hBAKBHA9evYk2rkT+Qa88PTTMBQgIvrjj9D8FLFucGHUtldeIRoxQr1MO46TEru6IR77hMGDZc9UPSJxTsr8G0TIpSd5ROndy/PnMa7UhoK9+WZ4ucQj4XifBgxAzhoioh9+sM7lEAzCWMhpPoFY7w8YhmHswooIhmGyNZcvGyclJMIAvG5d9bJ//kFyx5zMggVE996L/4Ug6tMHShoJoy/H+PGYWJth5AlhxqlTEARIFC+OCRITyvr1oTGXlbRujRjI992HBIzHjmF5PMQpZhjGP86cUSeKjCTHjyPMDZG3sIva7bKLkGb2bKIWLYzXnzmDPFQPPSQvK1wY4WXS0ogKFPDehquvlkMQ2cFIsdWwIZINSxglk16wAF4SJUsSXbpk/7jhnskq25mYCGWMX8qP4sVhSCART7Py1FS1Yqp2bQinp0wJHUP7+V5euEBUrJh/9UWSJUuImjTRX7dsGcJc5c0bvuPnyqV+xpKSiK66Cp4rLVs6q0sZWjXe0AtP5WRfo/2PHVPnxEhNhcJSOc/MyIDnoZvwVfHUPzAMw5jhsgtmGIaJD4oWxUT60iVMkrVolRBERL17y/9v2GA/FnJ2oFo1xMuVlBBEmEAqlRBGZGVZKyGInCshRo9WKyGIiE6edFZHTqJePXj3GCGFMMifH5MhaVLFSgiGyVlcey3e/UiHNGnSBP1PIIC48GZIgpdg0Hibnj1RV65c+HvXXUj2+9tv+K0s8YIywbIe115LdNNN+F9K9J2UhHP0QwlB5EwJQflmIAQAAQAASURBVBQaXqduXYToWboU91HywAgEcG+KF1dv37AhvvdOlBBSiJ9IcfXV7gWYely4IN/HeCMpSf1bspB/9FH5XQvHe1e8OO5DNHOmabl4EUoqMzIzEZbKiIYNMQ4bNcrXpqlISVH//vVXeKo4UUIUK0b07LPq8J/xQHIy7hMREpDbVQQIQTR1qvV2+/eHJuYuUICoTh2iLVvkZXnzwkjOCQMGsBKCYZjsBXtEMAyTo6hdGxNjiddek0NCSJb6+/cT3XhjdNoXL+h9OcIVlkmqt0wZoho15ORgjD6ZmfYt6ngEwDA5Gy+WoV6OOX262prfDgsXEt1zT+hyJ4LON98k+ukn/J+VJQtTe/SAdffXXztrUziZNw9x2I8e1V+v7L+7dvW/7W68F4mQfLhy5VBraaP7NHcuck9ddRWKHSL57dJ7R8aMIXruOXf15c6tH94yUsmS/UR7TwsVkoXda9bYS2St5dtviT7/3N62X38NpWM00c4rJAoVQtjXgQOd1ffUU3K4rnAwfDjaZcQNN2AepKV6dRhmdekSmoA+ltHmQdKyaBE8rDMyoOBNTzf3RitUCM99crJ6+alT5h6GernctLlViJAzZelSrI9XjxOGYRgrWBHBMEyO4uLFUCu8225DEmaJo0dhkTd/vnk815yMU0XEwIFEDRoQ1a9v/xh690ri8GGiihXx/4MPQqjFIFxHqVKwOF661Hr7vXsRnqlHD6Ivv9Tf5rrriE6c8LedDMPEDjNm+Of5d9VVoQIaLU2bIoHtmTPO6v74Y4QJVGKkSMnMJHriCX1L1uPHQy1XrVi+HIkzH3kk8p4V11yjb0Gr9x3WhsuxYulSfGubNoU35G+/yevcxiMXAtbqn36Kb0vhwrhHkoeqF0qVcv7ceEWb4Nbse6nk5EkYUJw4IT9vyrBCV64Q7duHePvx5K2jhxQWzcwQ4sIF4zGdRL9+cjJ0vWPcfDOUVsrcHNGUZDgx/LDi00+hhFE+C8EgUceO6FcffdTZGNqK9HQI1d9+G9dd8orVexbjWVpk591KS0O/Ur688/qTk9W5Hv78Ex4jSubMIbr/fuu69u93F7KJYRgm3mBFBMMwOY4ePWQLqvnzEYZo4kT8btcOf5csQaxiJhSjgbJ2sP/440R//eXOonLcOKJ164wTdv75J9Ezz8i/z5+3nuBmd+zk51By8KAc0sMOytHCu+/CErFYMXuTPGlfPyftDMP4i9W7nJaGcIV33onfmZkQMGdlye+1E884rYDXDhMnQsFABI9GbUJcKwoXDg0p4wRJ2RtpNm/GtbrpJiiODh40N5SYNImobVtvx3Q7Q9y6FVa9St58E5bezZvD8jjSbXJLVhYs/IsUcbf/9u1EtWrh/w0bEKYlJzByJNGrr+L/NWtg8HDNNc7zwdhRrJUoAQv2MWNcN9cx27ZBIWIWMs4Js2aFhmPTy3HXu7e9UKl2ePxxosmT7W0bz0mSw91u7Xvt5Xja5//mm9GHNGsGz7F4vQcMwzBaWBHBMAxDPLhTok0EeOECJnpEcmI7PYyuYbt2UEjYxW2okNOn4VadU7n2WqKzZ+1tu2MHUc2a6mU9exJ98YX5fuvWQcClzKNiNYr4/ntY9Em8/HJ4YyAbkZ0S2TJMONG+J8uWWedykJgyBQoKq5xBQkAgXbKkMyv5lBRZMOnmfc7M9JZoOD09fpSpV64Q9e2LsE1OmDQJ1tdeQnb53dcuXYoY+pHg/Hk8l37DM26EBBo+3Hj9pk0Q8EsYKSv1xiurV7sLBeUUvw0qatZEDgHtefbpo690MFIKnDoF5WNqKsZqEuPGqfviK1egzHXiSRzPz264x33akIF2j6f0HpS+S1pF08yZ8PqWkHK8GSEpLho1Ipo9W63E27sXYYd5HMwwTCzAyaoZhsmRnDlD9M476pBMRIglahVWwg7796OeDRsgeI1FHngAIaiEwMRFSlqsVEIQwdNAWmcWv/nkSaLff4fiQsmECXLCwvXrrdvldpBcurR9667siJkS4qab8GxLKJUQHTrgr5USgojo9tvVSojjx633UbqsEyE5YiBA9N9/1vv6CU++GMYeSsWAEPaVEEQQYLdtC+v3YJDom2/0twsEEArEiRLiwAFnYYck3npL/l/7fXKKFL4kFsjKIqpXD8LXm24KTcxdqJBxvqvt2+X/pe+7VB5/3L0SIiPDe1+r540aKSUEkbESQisA/PBD2bNHef2CQbUwcfny+BbkeiE5GeGGSpTAczF8ODySld9/5ZizWjX1/srncOVK+fp+/jn6GiII2p95JnJJv3PlInrhhdDlO3a4q2/7dn1lyyefEL33nv7xExLQtwYCmMfs3IkwmsuWqZUQRKEK4YIFnYcz5fETOHIEz+CpU/iWCKFWQkjJsO2gnGtKyvFPP1X34UolBBG8xI3G+jfdJPfrS5fKY+8dO1BXtWp4dpT1MwzDRAv2iGAYJkcybBhCBWiResRp04jatPF+HMl60ygBdp8+iHsdjYShRAhNVbu2v6EmpHNZtUoO4SFx4gQmS1Z4GSCvWwfhTE5Eum61amHClJhIdOyYHJ/6yBFM2Jcvx++NG3H/nVgI//STLNhTxsaV4uJK1npCIJeHUfgnu88CwzDxidt+/Lbb4HmgFewpZyxu627XDspxLUJAuFewoGztnJZGVKCAfj3FinlXarjFrF1aTp5EWKE33yT64w95+blzsqejXX75hej119XLgkF8Z/Lmxfd+yxb9fXv0kJXdmZlEH3xANGSIveP+/ru+4DdcaJ8t5XO3aZM6DAvPoo35+mt73jjxdg2XLg1/6Na0NFnpaZVc2i5DhyIfhFvmzMFc4dZb/RFi79wJo5h8+ZBL5cgR9Xq/notLl+C18NhjCBtXu7a3+ozatWoVcu2kpnqr3wlLlsBQQDl/1N6bzz4j6tXLuI7UVPl78vjjCH/ISgqGYcINKyIYhslxbNigL6j+9Veil16C27LWitsKs+SFCQlEV19tPLATApaNXsJF+IHXkBMnTxKVLWu8fsUKJKy2wg+ljBD2EiMywEms9oEDiTp1sq5vyhRMarSsXg1LvmnTeLLDMNkZq/f733/Nw0wkJ5t74fmJ3mwoJcXe8e++G/1dyZKh3y4pYbGfDBwIQb4dGjZEeI+rr9Zf72QW6Ed/nZEhj3UqVCA6etR8+z//dJb7yA+2bVMLK5s1wzWMl5BcsYLe89K2rZyTjQg52ubPj1yb/EA5Rh06FMrL55/HGGryZP1xj1OUYVCfe45o7FjvdfqJV+lRRoa5d9mpU/ByDgdCoF957jn3dbz/Pvphiauv9pZ7yCv//ot+6v33Q0OfnTxJ9MoryC1kF06azTBMuOHQTAzD5Dj0lBBCQAlBRJQ/v/M6jZQQRLIAwCjk06lTmJg/+aT5MSpUgGW7H5McPaZN87a/UgnxxRehIZ7uuis0dIRUlNalq1Z5awcR6nRq7ZmTMVL8rFgBpUNiohx2wixBqrI+5XOqTE5avz7RDz/I1mn9++N+6YUg6NZNfkZOndI/FptTMExsog35o034+/DD6FuefTZ03wsXYBAQDBKtXRu63u8Y/npCU7sGCcuXI0ePnsIhHF5fnTrZt7pdtsxYCbFzp/X+ly/7G8ajYkX5f+0YQcvRo5FXQhCFjh3mzyf655/ItyPeOXYsdNmECeo+Id6UEETqd+Htt+GFe+kSBNF+eFITERUujITvgYCxEuLkSfSPZvOPcDN8ONqYlIRwT1Jf8fzz8jZSfi5lMVNC9O/vrxJCCKJKlWRvrf37vSkhiIgGDVKfTzSVEET4lhYqpJ9/5brrnCkhiIhuuMG/ROwMwzB6sEcEwzDZjr59EVtViWTdkZyMAb4WbU/oV6ikzExjS/MzZyBMEcKeN8SVK+pwDGfPysmZd+3CYHP7dgj8jVi7FnH+iaA4OHlSXuf1a6CcnFWuTHTwoHr9vfcSLVhgvP+zz0IZ07q1t3Yo8XpOXbsivABRfCUpdYsUeuOOO+C5YMSuXUQ1ahBdcw0m4ES41snJeE5vvx1hmTp2lCdsXmnShGjRIu/1MAzjD5s3y2GUpL7RKin8fffJwseffkLIIOW3jEgOWahHOL2olN8Lo7GCG6pVI9q925+6tAwYgFwFTnjrLVhyW+H3ta5WDcpnSQg5YwZRq1ah223cSFS1auS8YfS4dElfUZITxgFeCQaJXnuN6KOPIABWKvSyg9TBbWimXbswD/n4Y6LBg53vf/48QlrefHPounD0i/Xq2cvrZsaNNxLt2+dsH7+ekZYtiWbN8qeunMSmTURffcXKV4ZhwgsrIhiGyXYYDcgrVoRwVIlVDygEBOQFCxKNGmW+nV54pVtugbDGDgsWEM2bhzBP589D8CpZLD74oP3kclYTkmXLQhM/+hE+4vvvIXgmQg6Opk0hzKlTB1Zwbduaty9XLrUFzl9/yV4iy5Yh/EVGBtqqtKo0Y/t2KINuucXe9lLMWiMaNoQQLZYSlsYy6emw1uvb1996p02DAIsT7jFM5MnIgDB75Ej8VuaNIYIVvdb7wYzLl6HUVNKgATyytNxwA5JW+412LOB3v7JvH9ruJ3nz4vvmBjuzP7+vgTLuvdn6WOrTa9SAAFkJz5zNMbt/mzfbH4/FKlbjRD2efdZ9eKWDBzHmtXov7IaSs8OTTxKNH4//w/U+Fiumn9x52DDMGebN81Z/pPqR8+dlL6o8edz3yU753//0vQWNWLMGhgNW85eZM2E4NmMGUfPm0VUIMwyTfWFFBMMw2QInA87atTHAuv5698d76y2i06eJ7rmHqEMH9fGzsmDlOWIEfke6lz12jKh8efzfsCG8LqZOtd5PSjIcSY4c0VcqNG8OxUb16qHrjNr48ssQUPXoQdSokXrd/PkYWBtx6JBxUmUj+OtpjtmzpGc1ffYsJjyS9aQQSDBodt+k7RiGCT/Kb4sd3LybUr+wcSOEJmZ1++G1KNWlpUkTJAL9/HOib7/1fowZM2Ch6wdW+ZicoszboMRJLgojUlOJ9uzBtzxePQm0z9quXUQ33RS99sQ6VuPI48f9fX6jhTZxebjJnx/KOj2UfZiRN48dNmzQPycpobGe0jhc9OyJ/tctes/hQw8h4favv7qv14q9e+HRFS2qV4cS6dZbkaTayzV89FHkPWEYhvEbzhHBMEy2wEk4n61b3Q/SJX76CYOz996TB7uLFuH/PHlkJURiorfjuOH66+X4u0uXEv3xR+g2bdogWZuSd96JTPuUHDqkv3zWLLUS4q+/oPzRm1icOwcLJOmaa5UQRHK82QsXEKZrwAB1fFenSggiCM4ZNR99hESUypBfeowZI1s1b9+OZ7VkSXgeSc8uEbxqpN+9eoXWk57ub/sZhjHGad4dN/kRpPfdTAlB5G//+8wzocsWL4Ylsh9KCCJ4NQYC+Ca7Yd06+XvlVYj70EPq33nzytdACKJHHsFxvCohiFBv7drxq4QggnW2kurVY8trI94oVy7aLfAHqz7Kb4yUEER4HvfuRX6FlSvhsfHIIxj/K3NyvPGG+TH0FM1Ll8IgZPNmhJodNQqeQmYcOWJ5Oqbkz0/02Wfe6tAjd25/lBB68wyJaCoh0tPhsXPrrZijelFCEMGwjmEYJhywRwTDMHHHqVNqAYeedXWfPrAI2bBBv46HH4Yg3msMaOm4r7wih6kgImrWjGju3NiZrCpjMd9wgxyzNT1dTs59+DASYkeL4sXVbtpSfNpffkG8YSUdOhANGRLZ9mnJyvLPIjdeGTYMIbeKF8dvvef9/Hk8Y9p3rW9fdRx4vbAd1atjEpw/P1HRoup1PHphmMhy4gQ8z+bMsbd9+fLeBVJGXLwo9zt+8MwzoaFTJK8IiTNniHbsgCekW3bvRq4Ep1y5Yj95thHHjkEI7HZcUq0avBuUNGyI0Ila+vZFnqHRo6Fgjneefx4KdCXR8CKNB4JBGH0ULYr/lbnNJEaOJGrfPvJt85to3n8n3lqZmbgXdsOKtm6NfHOffuq+fW5xO7ZLTMSYXAollJqKc05P9258Fsvkzo35iPbb4sezaeWZyDAM4xZWRDAME3cYDa7GjSN6+ml3dVarhhwNTiy1evZE/Hsr3n8fIQ5yOnoKo4ED4abfv7+9Or7/HkoICclaZ+dOxCS//npMRKRjjR5N9OKL+nV16QIFUqVK+uvvvpto+XL9dc8+GyqUyO60aYPcDKNHI5RHIGAtSOjQAfdMwioE1m23YeJDhEmlUZx5Kfk8wzD+kpAApbQ2jrueQtgKt0J3LdJ3I18+KEGaNFEv94M9e2RL1kWL4I1lxubNsDp1g5OZl5/nKCnPvcaSb98eHohS26Rvg0R2FtAXKgSlEBGexebNo9ueeOHcOYTEUbJ0aWi+sngjLQ3hQHv0iNwxtf2Hn7kh9Fi0yJvylYjok09gIEYEz7rz50O3KVECz4ldlCHTzp5VP1/BIJTGxYrJ8zpJYB9N3nkH3nbbtoXvGNI4+q+/iJ56Sl7esiXR0KHWHuA334z2nTvn3AuSYRjGNoJhGCaOuHhR6WQcWvbvF+LoUfNtjEq3bvbacOSIEFu22K939+6wXpKYJiND/5ocOCDE7787uz89egiRleW8DWPGYP8XXhBi1y78n5Qkr8/KEuLGG+XjXLggxDvvGLcjGLR33A0bhChfHvts2BC6/t135TonTBDi2DH8jSXOnBFi69bQa1CggBB33ilfywoV1OsXLRKiXj0hJk/G79dek9d9/bW791NZdu2K9pVhmOyH1/dSWQ4ejF6bMjOFmD1bf12VKkJcuqRe9s47WL5ggRBXrsjLlf2W13LqlP1vh8SyZf7eEz9KSoo/9zWeOX1afU2aNMGYMCcQDOKc33/f+b6nTwtRrpx83SZP9r994ebSJSHefFOIBx8U4ttvhShWLPzvXJUqQnTtiv83bQpt06ZNzvvHBg1Q7/nzxtvddhv6w8GD3bf9wgW5ndL4PRgU4qmnjPdZssTevVi4MPr9YawWMzIz1dtWqmR/X4ZhGL/g7oZhmLjASgHhpfz1F4TcmZnmbbj7bnv1Vawo/9+6dSSuTmwhnXuVKv7ep7//Dk97//zT/LiJiRAipafbP3ejMm0atjtxwngbpdJix47ITQ769ROibl0hJk7E8fQUEE2bCvHPP6H7jh+P9VeuyMu0+9ati781a8oKinBMshiGccfhw/5/X6tXFyIhQYgff5SXvfaadVuuXIGgT+/dP3VKiOXLhdi8OXR9hw5yHR06hK7/6iusGzgQv/PlM257lSpCHD8uRPfu7s69Zk0hZs6EQt4pjz7q3z14+WX3+15zjRDjxgmxapW6f8/pbN0qxEMP5bzvkt4z0qGDEMOGQdB87JgQY8cKsW6d/v5Kwb1TxVws4Hf/6LRYXTOr/Xv0kLdNS4tMm5UYGSdpix2FZ7t20b8f4SwlSoQqze0UPWWV3WclMdHevgzDMF7h0EwMw8Q8GRn245raRZkPQUqaaxbq5cAB5FawQ3Iyklj/8kv2DU9ghBDe8ybs3k10003G9TslGESdRYsiprgUr3jHDqKvviL6+2/z/cePJ3rySevj2L3XVnF9f/wRoS4SE0MTAh46RFSxor3jOMWq/U6v/bhx+klgvbJmDdH//ud/vQzDqDl7Fknkpb7BzxAgev1JVhZySrz+OsK6tWmjXn/qFFHp0qH7paebjxHWrCGqX99dO/fuRXnwQef7egltcfgwwgZ+8gnyWR075q4eCSGcjaXy5CF69NHQRM05GSEQpmbnToRY0SMjA9cuO+JmPNunD1HHjvK4sG1boqlT8f8ddyCPSKxz7hzCcB04gJCefnLokHF4UCUvvUQ0fDj+N0v8LvUbRmzaJIeU82O8bgdlX2+3D0pPR7Lt/v0xHwgEUE9yMp6nUaNwLvGUv+DAAfTnkybZ237VKv3v1vLl5iHNnIzVU1KItmwhqlWL6Oqr7e/HMAzjFVZEMAwTF3z1FdE333iro04dOf48UWjcU7PeMD0dg+EJExA/0yppZHq6+WQhu+K34kUrtH/7bQjqnVCnDiYsZvzxB5JR6nHihDo5uh6dO8vxb/W4805MKrRs3owJQMuWSG5uRThjb+fLh0miEU5GC34kVh07FolxDx8m6tdPziOil9SaYZjIEI6cBRLHjyPPjxFbt+L765bmzYnmzXO/vxPuuss4x5Ab3F73MWOQ04gIyviEBOt9XnqJ6Icfwht3Pp44elQ2XLEiISF7CvRmzcI4xQ+6diXq3h3/x4MUIhYNisyu26VL+smZtfts3+6tP7WL9rhurudvv6FfyimY5Rb87js5ifiqVZhfSMTD+8QwDENEFAE9OMMwjHe+/lp2Hk1P19+mRQvj/TdsQBFCThKmTb52+rTx/vnyER08CEvsggVRz+jRxtunpRmvy87YTTptl7Vr1b+HDsV9sEvPnuZKCOmZeu45/D15kmjGDFi/BYNYZqWECAZDlRDnz+M5zchAHStXYvmQIertatTAeskrx4xOnWCZV7u2vlLDLWlpRElJ5koIp8/z+PHe2nTyJLwp0tKIypSBIkK6V6yEYJjoIb2HO3d6ryszE55pgQCKVgkhHSsYRLn5ZlkZGwjAQtiJ4MWpIPWnn+xvu3o1rEulNvuphCBCnXYSuUrW5hLPPSd7tdhRQmRkEP36KyshlNhRQnToQLRkSfZUQhDBe8EvJCXEmTP+1RkunCRPjjQJCeh3AgHZ0zdvXn0lBJHcb0rnpFRCvP56eNuqRK9vNJrXSdhRQkyYID9b8cS776p/FytmrIQgguHT+vX4/8oVdXAlhmGYeIEVEQzDxB1586oHXrt3Y/nMmRDS6lG3LtELL0CIUasW9ktLUw9+y5TB+smTMUAPBIgqV8bfatWw/Zo1RM2aYdkLL8j7Xr6MAeGlS6i7cOGwnX5M88EHRA884F99el4CVarg+hcqBI8CJevWYV358vj75Zfm9WsH7mXKQFjVvLl9qy3lds8+izqLF8dzqgzRIAQmHEIgxMivv8rb7Nunf90uXSK69lr8P3Ag/t+2jahBA3lSqW3nqlUQ7lnx5pvyBNZKeOLUu+ell+y7n+tx3XVQCDEME5tYCY7skD8/vscSw4bJnml16sjLAwGi/fvxN3duefkbb8hCt2BQ/xijRsn95Icf2mvXq68iLNWrr+J35cpETz9NVKqU8T7168NIIZyUKGFuAEFE1Lp16Hft/Hn7x8ibV/+7klM4doyoVSv5OrRubb1PMEj0/fdEjRqFv33RYN8+6+fOCfPnYwxk9j5Fm8WLcf9jsY1XruCdLlpUtoZPS0N7MzOt9//lF/wVgmjhQvwvhX367z+iFSv8aWfPnvrC8fLlQ5f5YWCSkABvm3jjhx/k/x97jOjCBet96tXD36ZNw9MmhmGYcMOKCIZh4p5q1eTBrlm82T/+QCgIiXz5IMhQkjs30eOPw2WZCPFbiRAjukABCBsWLFDvc+4cUZEiWF+0qKdTyRY0aRKZ41y5gviwSoG8lDvAKJ72vn0Q5H/1FSz87FiIWiFZ5hIhnJAdAU7p0qEWXrNm4TnOykIRAs/T6dP4PzGR6OefjdtAhP0aNIBwT9o2KUm+PvfcA6FJQoK1okASXuXPb35OehPNQMA854odWrXytj/DMP5z5gxyB0hxxv1g0yb0yY89BoGnEPBglAgEiKpWxf/PPafe9/JlWUEhxRFX7vfKK/rHFEIOb6GlVi0IICUF7MGDyHlz9qz5eYRTeC95g+7aFbpO8vYUQm7D11/7c8zsyujR6rHDuHE43/LloQSXBLr//qu//+HDEKYrr3m8s3Qpcl9MmwaDDOnaVK0Kj0y/aNYMRh+xnB+icmXvdXzzjdpoyg/lbYcOmGuUKEH00Ufy8jlzoMhVcuutCGk0aZI8lyFCngWJe+6Bx6nEQw8hrJwXJIWvkYFL+fL+hflSIimO45GWLTFvscpZRxTbXjoMwzB24RwRDMNkG+xOBrWCCjP69ME2H3+sXt6yJVtsG6G9plrhUDQZOpTorbf8rzczU+01MGAA0Y03Et17r38hLuzkuvCDEiUwGTJTKDkVvtx+O1zJmzRBbhYJbR3KpLNSolyGYWKHSAldpVB5ZcuGrlu1CkrnXLmM2/PFF7DI1aNCBQiSidyfz5o1UMo89FBou/2kYUPzME8nT0KoqyUYJLp40Vsf+tln6hxN2Qkvz/Hp07KnYnYhPR1GB2645Raif/6B4Ll4cfsJkLU5YmINt8/I2bMQ9leoINfx4YcYF3rh0CGiihXl3zt3EtWsif/t9DstWuC5/f13/XNbssSbIZGTvi+cibJvvTXUWzqWSUrSnyecOxfqkdOjh9rTO7vmpGEYJvsTw59/hmEY++gNqrdssd4vKwsT9sRECC7WrJGt0oWAAuKjj/B/r17ygG/kSH/bnx14+WX9+xArSggi44TUSvr1U1tKSuX99+0f54MPENKhcGEIkvzASgkxYQLCQ1hRtKi+6/dvvxE98QQmP0aTUeleOp2gr1uHfZVKCCIIP44dky0GlWHXWAnBMLFHVhY8BJcsIRoxInz9eyAQGpf+f/9DWJf69WUhlhBE06cT9e2r3tZICUGE74DUr3fuTNSmDdHGjc7ad/PNshKiSRMoo42uxZkzGEsEAkRPPeXsOI0bG68bNEhfCUGE61OihPxb8hY0QsrFoaRXL1tNjCuWL/emhLj99uynhCByr4Qgwli7cmV8s7/6ytiL5MUXZe/ROXNiWwlBpPYccEKpUlAYSM/ZqlXGSogPPjCvS+lRoVRCEKk9sKX+zKw/njVL9gTSo3FjCMUl7N6f+fOdfwektvrpLSJhpoSwCjMajWdSLz9hZqb+ckkJ0a4d+mtWQjAME6+wRwTDMNkCuxPLzp2JevcOb1tyIs2ahYasikWEwITwww/h4i4J7k+fhvXogQPmIYFatUIMXSOMnkM/vrRmz/i11zpP/GjXGtGt8oFhmOzJhQtqIXekGDIkNLGnkowMCFT96G+rVoXCxYylSxFib/9+GDMY5YbS9p2jR5srxdPT5RwFWVnqXENaChRAmEIjhECuISmXxrp1oUqJOXOQF4kI38HixfG/kaVuPNOzp3XuKCIk/W7TJuzNiTrheJdPnQpVkD39NNGff/p7nEgwYgTRa6852+fUKYTflPAydlq2jOimm2TLeG3fNnUqQuVp8VO6o23/118TdeniX/0Sf/3lXFHrlaFDoYCpVYvo6FF7ienDzfvvQ8lsBkvvGIaJd1gRwTBMtmHPHqIff7S2Cj9wQD9+fc+eCEXAAldnRHLwPm2aveSRSsaMCY0rLpGSAtdmI6tSLTNmGMe2vXyZ6JprjPcdOhTJTAMBWAa6xWji6QazEUB2in3NMIx/LFgA5XM42bIFIV+02J21nD6NePd3321tdazlhhugXGjaVE7m6oRvvpGF3RkZ+olYg0H9/vX55/HNssvEifBkc0IwqE76nVNngjt2IBdSo0ZIcivl1ahTR52jJDsiBASwy5Z5r6ttWxhCzJ6N33fcEeqRHM/PmNk46OGH9T1A6tWDp4DkteDXWEqv37AbVsvtPUhMRC6+U6fw+8IFWbHpF6dP2x+HM4DDMjEME8+wIoJhmGzFpk2YRBJhgJaY6Gz/lBQIixn7rFmDUBmxglJ4dOaMbElmdyI4eTKSppqhfbby5kWIIaUVnB2MhFFmrF+P8BBe6d8fSjtlEkOGYRg7JCcbewD4xe7d+B6XKWMdUsOKJ56wlwjUL6TZVUqKsVfBoEFEHTvKv8+cQTgkK2tYJW6+IUTqfdzWkR3o0IHohx/k3999R/TJJ9FrTyQ4eFDfGMcN2pj1RsSztMHs3ahZk2j7dqLjx4muvz78bencGc/oihVEDRqo19l5h808t8xQ1h2OHCl+Gth4oVgxeIXFAqtWIZ/Hb7/hmhcpol4fz+8UwzAMKyIYhol7tmxB/OU5c+zvc/vtRPPm6VuwZ2aqrQUZ+3z2WfRDX1l91YxCESiFQp07I1G5EaVL68dvdYrb0BcpKXhON282jyFuh127IIiqXj3nCqMYhnFGJPqKI0eIypf3r75I9W+5ciGk0uLFRPfcY7396dNEhQq5s251O4sz8tTwUmc8ceoUlFzKMeCVK7gX2lj82Y3MTO+KPbukpcnP2aFD8J61CgnZrh08fZKT8V5Em5o1kRhaDynEZWpq9I2YhIBXSosW1ts5Rdl3rloVHuOjaI8/+/fHs5qV5SwnnBcKF1bn5dCivVfsqcwwTHYhxtNEMQzDmHP6NNGttzpTQhBhsJ6Wpr+uc2fv7cqpRCu5ZVYWvGHsTLCKF5cTkh8+jGXjx6stUyUvCiNOn4aQTEpW6gYh3MffLlQI1lGNGjl/9rVUr46Jdq5c6uTc//2HCSfDMIwZw4aFLvPDurVCBfRFEyeif3eLEAgt4gdZWcgNYYYUKsmOEoIIim07SogzZ9QJXr0oDPLmNb4mx465rzeWmT1b/r5dd12oIUrBgkSVKkWjZf4jBDwfAgEYLJw9C4ODp5+OnBKCCCGDpGteubI9I5+JE/G3b9/YUIrt2GGc00VSqhQoQHTyJFG5cpFrl5ZAwFoJYZfERPV4UEk4QijFwn2Wcse9+aa97a+7zvsxzZQQRKG531gJwTBMdoEVEQzDxDWlSyM3hFNKlDAOo9O/v7c25QSSktSTlEAAFoaZmZGdUKSm4ni5ckEh5YRcuSDoEoLoySfV6/QE8J9+qv5doQJiA0vKDC21ahHNnKletnIlEpX6eY2aN/culNLj4Yfh+p+S4m+9DMPEP0ph+Ouvh66fMSN0WTDoLslpu3YIuejWOyJXLuvE01pKldL/ppw7BwWwlkKF4GVJBCWxXYHR1q32thPCWkFuhwULiE6cwLdrz57QMIRffhmZEDORYP9+9RhFK6Q9dAjJz6dPl5eVLBnRJromPR1GCMrv/tSp8rnmyiWHX7rtNoTSyZ0bRhfRJhjUX6YVenfrhvMYNiz6gurRo4kWLQpdHgggdA4RBNPHj0eyVe4wS25PhHPShgGSECI8HkOBAOr+8Uf/67ZC288XKGBvv5Mn/W+Llrlzw38MhmGYaMChmRiGyXZIE5nKlWERZkRaGtGQIURvv41J+WOPEY0YQfT44/5M+LMzmzdjchtt3IY2ssKOEOnll4lGjcL/ly6FJu+Lxtf1tdfwDPvNunVIvsgwDKPl/Hl7Atxg0Dosix0uXtQPq2iEUyvS1FRYckvtdWuFGgwifnzt2u72lxgzhui55+TfTr8to0cTvfii8fq33iL66Sf8X726cRiaWMcs3JSSYBDjP7sCx1ji8mX1s//rr0QvvYRzqlSJ6OjRyLXluuvgqZSSQlS2LDwtJkwgeuopeZs//yR65pnQfStUgHLw8mVn+Qainc8kni3Sr7oK4a4yMojy5FGvS0qyHxounGPbs2fVz8PNNxNt2xa+47mhdm37CmSvzJ1LdN99kTkWwzBMJGGPCIZhsh2ZmZisHDhg7GZftiwmrB9+CHf8du0wMH/zTVZC2MGpEqJvX1gfnjtHtGSJf+3IzPSvLiuUk38hZCWEtE4IuLOHwzvBLr/8QtS6Nf7/5BP/wpGULetPPQzDZD9KlDDviyXL7X79QtfVry/3nUqqVkU+Hz2KFnXWPqf98cWLEDjmzu1N8JgrlzMlRPHi+suVSgg3mCkhiNQhBuNVCUEkW6YbcemSHGM9HpUQK1aEKuBefhl/q1SJrBKCCBbhpUvD6Cd/fjzv0vssFa23qcSRI9jHadLjaCsCDh2K7vG9kJSEe6JVQhDBKMsOSiVTOJCeBykMXawpIYjC/wx89x2M6BISoOT75x953dmzUCaxGTHDMPEOe0QwDJOtCQYRF7hly2i3JHuRkYFEnM2bm293991wtfbTe2LHDqIaNfyrT49x4/St+CSkZKTxgNuJ+7hxuL96ib0ZhmGUnDgRGh+9TBmErpOs1I8dU4dXunLFWiC8dSvRgAFEU6bAenrMGKJnn3XXxubN5fBJ8cjYsYjx77RPr1GDaNcue9vWqgVFz4oV+L13L9GNN9rbV0rYm5lpLxeA31hdl3if8W7Y4M0zMU+e8BtvaJ+X9HQo0qS8D16J1j0sWzYyoXjCzfnz+grPjz/WVxRffTX63XPncC/Llo2sMujIETw/yrw8Dz8M46YlS9C+ffugZMxpYXVXrED4VIZhmHiEFREMwzCMa8wmJCtXErVpE5psTaJSJfuWRU5DcXglOZmocGH836sX8kOkp8OCj4jojTeIfv45cu3xgptJ4+zZRPff739bGIbJvly+DCXB9OmIp96kSeg2kjXnmTNyDPtwM3gw0fvv29v2xx8RrjHaltdazp61Dn9VpQosad97D+csoXcuJ04gVIsT7xKrGeOiRURNm8q/9ULAhAs74SLN2n/nnUSrV+MZ1ouPL11DKb9BVlbkzk3i66+JunZ1tk9ycnjCV+rxzz+yR6YWKZeXxO+/Q6j900/IAWHmiRwMwlOnZk1/22uHK1eQ/yW7cOYMwpINGIAcHAkJeJZTUxGWTcuff0L5GU5OniRavhz5g7x4ZPXuTfTZZ/61K1yULIn5Rbg8K159Fd7RDMMwsQwrIhiGYRjHaAUbI0Ygx4ZkaZWRgXjBRmRlyZPS9euJbr/d+pg33xy5uKxEyIvwv//h//79EbZr40aihg2xLN6+nmaCtZMnIQh48kkIYZRhpxiGYeKF4cMhaHv3XQgwL13SF+DPm4fEssEgUd26SFiqtRa+dAnC5hIloIg2IyuL6J13/FFQnzyJ+PtKSpSAVbIZyj7+zBnjsDfKb5dThcvIkUSvvKJvWa1X1+zZRI0bhycUkuS5eNttyFWgRDrHXbsgIO/c2bievn0RylDLd9/h2bDy/IzGWMDOfdu9G15KklFFuBk0iKhjR/11eoob7XUzOqdo5oW46iqEx8lJRPJ51ruv5cvjealenWj+fHn55csYm77/fuh+mZnmc454ZOtWdWg/KaycFfny4RvoBKneW2+FMkcZUu3cOXs5oBiGYZzAigiGYRjGEXYTk4aLadPgmh1uDh82zjESyXb4TcGCsH5TMmMGhy9jGCb+cSOwHDfOXuzzlBR963Ivgn0hIGgNBtWCWr16brkFlv9G2Dn2mTNq63MhYJl+6pT9Niv3JULbrUIxHTxo/j11g/Z827ZVhwCyM8MdMgQeJETIS7J2rb735T//wMNTD+1xUlLQtoIFrY9PRHT6NJRGbp5ds31y5SJq3x6GIk65806iP/7ANTGjY0e19w0RUYsWRDNnmre1bVsktlYiBLxq6tWTc719/TXR9987b79f/P030RNPRO/4XnAbiuvEiVBFaLhwEk6tUSOiZctClxNFz2PGCzfcAI8lvb532TKEtpU4dw5KCTv9tFG/50RZI3nK7N8vG4qxxJBhGD/hZNUMwzCMI0qUgLfA3Ln+1vvEE7A6PXvWfLvWreXwCOGkYkVZSKRHvCY1v3JFnUxSCFZCMAyTPRBCLcCxg93QI4UKEf3wg/XxnSYNzpULQsNmzSCYMxLObdmCeOh6WAn0LlxA27TfrUAAuTvMOHNGX+keCCCnhJ18EJUrW2/jFK2QVZuHIBCw9iKRlBBEyG+gp4T47LPQkEPJyRivSMK5jAz53l11FZ4V6XcgoF6/e7e6jWXK4Bmw014tZsLBYNCdEoKIaNUqfSWENjeWVglBRDRrFjxkAwF4zezaRdSzp3obvRA8gQBCexUpgv1KloyuEoJIP1xRvOBECaH0+pDyQAQC4cu7kJAAYx8tmzYhHKqSQAD9h6SEkEhMhELr1CnZU1niq698bW5Y2L9fX7GQkRH6DStVylwJsXw50TffGPcHgYAzj5EiRYiKFVN7q3/yif49YxiGcQMrIhiGYRjH1KtnHa7ACc8+SzRpElyK7Qj4Fy3y79hWBAJEkydDAfPZZ5jcZ2XBYpBhGIaJLZYt81dZLQnlnn4awmqj9YEA0fjxSKDqhgULzNeXKwcrWjdoE9EeOYLY/IGAda6Da68l+vdf/XU7dtg7fjisaY0ErVu34hu9cye+22akpUHwZ8a338rJuyXmzlUL9v77z7yOH3+U/69eHXHc9ZRH9evLz5LdPE3dutnbziu//67O+9KqlXr9oUOy18iUKfh78SKSpX/5pbxdMBjZMJtuEQIhQbM7UpL57t1D1x086O+xEhPxbBctqu8hlSsX0dCh8m/pHdHmUwgEICyfNAneGxcuqNd//bWfrQ4/yr4gb15zhTQR8mGsXAnlQEYG0V13qd8xLTfd5L2Nffv679XGMEzOhUMzMQzDMI64fNnfxNF9+ujHZzaDv1wMwzCMEVlZEE4Z5UmQKF8eHgzPPku0bRtyFuXO7T4Z8bffQmGdnk6UP7/5tsrEyAMHEn3wgXp91aqy4sMqTr6dsD7Sd/Pdd9WC8XATru91crI6/8Hu3bCctmv5a+ceGZErF+6JFFbpwQf1wxH5wcmT8JqQOH6c6Prr1dskJeG5/fhjojlziPbs8XbMn34ieustb3XYoVgx3LdY9TA9fBhC82LFot2S8PHuu0SffgpFJ5E66bPf7260cn3EOklJ+rlcXnyR6Lff7H+PRo8muu8+/dBaq1d7M6BasQL78z1kGMYPWBHBMAzDOMLPQejhwxAE5XLgn6eXJJNhGIZhJKIlLFHOqoQw/7Zt3oy8D3ptffVVol9+sX/c8ePNQ0yNHYvEzkRQblSrJq+bMweCK2Vi1KuugqBfycqVRA0a4P8vviDq0cP8OhcogFCA4eDSJX3h8MqV9oRtbdogz5NXcueGENFuPgg/eOklCCfDyRNPwNo80sSqVCLaudEixaFD6AskBV24FRFCQOFqFHIuJzBmDHIU6SkafviB6J138P/ff0MhUaQI0cKFMOIyQu+++fFN/Pproi5dvNfDMAzDigiGYRjGMYMHE73/vr1tx40LFZAMHowkh27hLxfDMEz2Y8sW5Alq1kx//bFjRFOnEnXoAOvPxx5TJ5AWAmFhHn88Is1VIQSsi598EjHLrcJrCEG0dClR48bG662w8lC0I5CqWhVW6XptlZaZtaVaNf2QVUQI++LW68CMvHn1QzNpk7wqOXkS8e+Z2OWVV9zntQg3JUqEhgDK7qSk+KtkC7eCeOhQorffDu8x/KBECSi3li0LzW+RNy8ShufLJ3vMaZk/H54PRrRqJYeLO3FC9nbxSiQTmRMZPy+nTsGL6vz52PWmYhjGHM4RwTAMwzimY0c50bEVHTqELlPmeGjRAn/vuy80NAXDMAyTvRCCaN06WVDfsSOS1AYCRLfeim+BMu+CspQvL39TXngB4SwCAaI//sCyzp2jo4QgQjt+/BGKBckTQoqxXrEiQvlI303p29moEUIEtW0bWp9VnouMDGMlxB9/2FfY790rJ0sOBIhGjZLX6X3njx1DzPFXX8X9MlJClC8fHiUEkVoJkZAgt1NPCZGejlBD8a6EUHpwdO4cvXaEk3r1ot0CY3KaEoJInXRdmThc2y8PHy7/f+KEuo5Ll+Q+RNv/+c22beGp12/On8dfSQmh7CfT0+F9Y6SEICJ67z3z+qdPx71YtoyoUydvbZV46aXIKSGslPhlysAbzSr0IsMwsQt7RDAMwzCesQpBQUQ0cSLc/c0oUwYxl/XYto2oVi137WMYhmFiAy9WsR98QDRggP66SZOsvzGR4pdfIKi3S0ICYtErsZqh6V3HmTOJWraUf7/0EtGvv4Zu99JLSD5shNGxneSI6tuX6KOP7G3rBilXwpdfImFz7tz620UqTFdyMsJNdu9O9Ndf4T9e794If2XXOzUesMqFEk2WLYPikHHHpEmykvjCBetE8k755huEN5LyW8QbduZIRJF/P/yQFF68iHsjGQ5omTAB+TCOHnXn4cDSTIaJP1gRwTAMw3gmGDQWAhAhyZkUW9oMI3fjhx4i+ucfZ7kkGIZhmNjCqxBlxAiil182/9645aabEHvfzrfKiGnTsL+bePLDhxO98Yb8+59/iFq3Nt5+40ainTsRymrxYoSkskKa9WVlYd+rr4ZwSNleq5nh5Mn6Xic33BDZWO9GIUeU7R8xgui118LbjjVriOrUgaDtjTdwH7U0aoQwXIwxd91FtHx5tFuhj1kINcY+qalE+/fbNyo6cyY+rd47dCAaMsT5fm6Uz+Hg1Cmi0qW91/Phh/qGAwcPElWq5P/5sFSTYeIHFukwDMMwnsmVCwPAyZORLPK332DVUr48Uf/+9gU7WiXEp5+i3n//ZSUEwzBMTufVV82VEGfPysk027XD90gKiVSxovF+depAcHTnne6EGVK4kYcfdp/U9tVXiVatkn+3aSOHqDh6VL/NzzyD0FaTJyMxdEYG2mEU1mnvXgj3Ro0iuvlmXBOlh8Ps2dbtfOwx1L9hA2LIS+zfj7Z++63xvvPn+5cDoGxZovr1Q5crQ8aEWwlBhAS/UqJZZcJvIgjW09Jw3jVrejvO0qVy3Pdoc+iQP/WsXYvnNSsrdpUQROZhchj7FCjgzLN51qz4vPZulBBE8PKyy7Jl4fMS9+OaDxigr4To3RtKCDvfGicMG+ZvfQzDhBf2iGAYhmGiysWLRIMGEX39tbxsxAgkLWQYhmGyD+++izwKSjIzZUGuF5KTEdPcbH3hwuplZrOgtDQIzoy2T09HQlEhvFt2ZmUhvFCPHvrrL1wgKlbMWZ1u2+RmZtitG9GePUTjxqmXjxtH9NRT+P/oUaIKFeR1LVsSzZghH/P0aVg/uzU6iGZIn08/JerVy3j9+vVEt98eufbEKyVL4lopn5NoI3nqBoNsEJMTaNUKORYiwbx5oQZY995LNGeOPa+/2bPlPHvhYMkS++HI7rgDikUzpCTd4WDp0tDE3wzDxC78OWUYhmEiTkICXHOzsoiKF1crIYhgGcpqcoZhmOyFNmFwr17+KCGI4IlnRGKiWglx3XXWyaDz58d36Nw5/B4/Xr0+Xz789UMAfvy4sRKCCN/Jhx+G14FdEhPdtWXGDNmjwChnk5IXXkBeBK0Sgojo6aflurTC5Zkzid56C+ty5cI9ee01/NaOCaywupdO6dXL2Rikd2+irl2N19erB6+V7I5XD5Rz58w9lyLNsWOyoFhSQgwZAgEt440vv4QH17Fj1ttevgzvaj85dYrojz9Cl0cyvJxeKNoFC+DdZocHHghvAvDGjdEfb9miXl6smNrz7NQpYyVE27by/2ZKiLvvtm7PsGEwENCDlRAME1+wRwTDMAwTEYyS073/PjwitPDXiWEYJvsgeQ5kZhLlzQtL4169YBXqJ0rr9CNHQgWbEyaohSOxxNChRO+8Y77NvHkQbNtJGr1jh/fwHVbf4n37iKpW9XYMPTZsQPgpozZJCiDpefKLEiVk5ZPV/Rg/Xvb4IEIS8C1bkKz6xhv19/nhB8SQz04cOoTE4V6VirEw7tPmamG8IwmPJeWtlr17kftn+HD0JdJ2RvnlgkGEKWvTJjxtzZ/f/3qVlCwp9zES5crZU8qY8f33CNVHRPTRR0T9+nmrT8ljj0HZnC+fe+V706ZECxeab7NkCbwm//ordN2ePfK3pnFjOe9O69bIqcQwTPzAigiGYRgmbJw6BStHM+6/H27IZtSqRbR9O/4/d05focEwDMPELtddh2+ChHYG0rMnrGSt2LmTqHp1KLePHoW3gNba/rrriE6eDN03MzM8ia79Qk9xQgRhuDakVdmySNhctCjR1q3IyaTH4MFQ+EtkZeE+6CV6NiNfPoSjIkIuC738DJs2GSsPjHjvPQjQtFx3HTxFgkFYTm/dCktcSRCVlQUrdb9DMi1aRHTPPcbrr79eFhhKz7BeG7p3J/rqK+N69Pbp14/op5+ceb7EAj162Ht369VD6CU90tP9VSi5IRj0t3947DGiv//GuLVUKf/qjTeeeYZo7Fj/6/Xz3S9aFDmG8uaNXJi3AgXg/XDuHI7v9fnfs4foppv8aZsRZn2eW0aNknMiaUMQpqTgOumFRduxA/PBQoWIrr7av/YwDBN+WBHBMAzDhI1t20KTN3qFv1oMwzDxiVJ48dZbsA6XBAxZWUS//26dH8joG2AkGAkGo5s/wA1CQLlSuDCELVL7jc5jxgzkXNAjIwPKiLZtoayQQiF54Ysv5FBSQkQvdv62bUR9++K5iRRlyiAu+/ffy8Ivq+frzBl9QbS0n5Qfg4iofXuiX3/1r73xwAMPIDFxtPGzn7jjDqI1a4jq1iUqXRqhyIzIyIA3ybZteBaaNg2Pks0JM2ZAMP/ii+7r6NLFeZg1pwwbRvTmm97rkb4rCQlQCnit6+BBoipVIEjfuDE09JCkSPWTTp30Pcz9JC0NHofdullvK13TrCzkA1T2gTyXY5icDSsiGIZhmLDit5Bi/HiiJ5/0rz6GYRgm/Lj5Fkixr3v3Jvr8cyzbt4/ohhuM91m/Hlb5WVnRt7B2i1MB5Lp1sDb3UvegQWrPCTvohRhxwnXXwatDEiZOnkz00EPGIVw+/hiKh2jx00/GQk/ldc3MJJo6leiJJ/D7gQcg2NU+/1pjjS1biG65xdcmxzTFisE7x+h+R5qkJP8tq3PnhlLx4EHjbay8QV5/neiXX/xtlxWShOjyZXth4LSEQ9BuhJv+8tw5ojFjUPbuRSg1s2+UVV93xx1E1apBiZg7N/IhlCwprz95El5oS5ao8xl89x2U78pt3WDnGjRrhpCIfnDgAFHBglDMZmSo3+E77yRauVJ/n2AQXn/x+m1mGMYfOFk1wzAM4yuLF8OiSMJvi67q1f2tj2EYhgk/gQBi7jvdJxCARanEjTdC8GFEvXoQJsWzoMMqjraW22+Xr9WkSebbSlap5csjxvaVKxDAdeyon3CaCILSiRNDlysFc26u9+TJaLMk3H/sMbVAKyVFnYy1Tx/nx/CLY8fMLa+TkjD2kcL7KBNoz56NZYEAruXPP0NQGwhAOCeR3ZUQuXIhfNfo0bg+Fy7EjhKCCB5IfptoZmWZKyGIzN+dSZMiq4RITVU/u0WL4pps20b09ttENWoQXbpkXsevv0bWS2r6dGfb3347vJrat8fvqlWNPcW6dcP5nz1rnmx5zRooNfLmRT2lShFddRXqLVUKSlcpt0UgQPTNN/j76afqbQMBGFzZJTPTeJ4l5VCQWLDAe3Lrq69GSMTKlaE8CQRC3+FWrfT3rVIF3+94/jYzDOMPrIhgGIZhfOWeezBxkQbUZ864H/AuXox9BwzA77//Jrr1Vt+ayjA5DvaDZaLJ7t3O9xGC6JNP1MtiSXgZDu65h2jkyNDldeta77tokfl66Zu8ZQtRo0awapW+1w8/rM5P8OGH2DZvXlj3S0J2vftophwywso6t2DB0GVJSc6P4wdWOTWuugpCOkko2LYtrtfjj6u3u+suhCXLk4fo5pshnIs3pk1zF7KnUCGM4Z5/PnbCpR09ivdt3z60qXv3yBy3Xj0Ir5VCfz36949Me5KTiZYv14/Hn5WFZ3XoUOToMfOQSEpC0vZI8uCDzvc5f57o0UdDl588qRbWd+0qryteXL+ugQP1l6ek4O+5c3If+913WKbNH5OcLP9///3mbc/MJHruOfTVZkL9Ro3k/5cuDX3WhLB+/iTuvBPKk4QE5MkhUh/7yy/xbAhhL18MwzA5Gw7NxDAMw/iKdnLZpg1i3q5a5aye1FSi/Pn9axfD5HTMwg7waJCJFJcuISTL4MGwwjfjs8+Ivv029LvyySeyQCc7k5UFQfWRI/rrBwwg+uAD+XfVqkhYasYddxCtXWvv+CVK6IcjOXMGce8jgV7fdOCAeXguv7l8mahIEff7N2mC5OJjx8LC/bXX1J6jOYGWLYkmTIDXQbTZsiX6Ri29exN17mx/+7p11Z5h4ebxx2XvKquwesEgPKvy5YOCLdIsWICwQ14xGgeNGIF3Vss//xA1aACPBqd94l13QfFDhGTeSm+0d94heuMNhIx69NHQ79/Rowj3pSUYRNHeg0GDrL+1VopB5bURgqh+/dDvCI8jGYaxCysiGIZhGF+ZMMF7DodDhxBDlGEYfzl7Vk6KqkckkksyjIQbq+irr87+Qtxly4iGD4ciJjkZAq6ePZFLQcmBA6EW9Q0aEK1YYVy302uunSmmpcFqOlIIAQvgYcOI3n03csdV8sgjRFOmuN9//36EJCGCID4xEcqNzz93Hq4sXom2xCEtDYLyQABx+ps0Md72yhVYe0+ZAivwli3xV2kB7tWjw+n1OHQI4XCiRVoa0datCGuk5cIFKJcjTatWyL3iFzt2IPSUErP7fP687CVhNwfS6dNqhcW6dfrXVInes2KkmHL7ntl5nrdsIWrXjmjXrtB1gwcTvfeeu2MzDJPz4NBMDMMwjK+0aKH+vWSJ/P+994Zu/+yzGDhfuCBvW6kSElgyDOMvpUqZu81/842xq74UWoBhvOL2Wdq1K76UEKNHQ4gpne/q1ebbCwEBdaNGRH/8QVSzJtH//gfrV60Sgkg/rM/KlcbXNivLWfsnTAhd5kUJUb06Qt+cPWtuwVy/PqyQ09NxLnnzRk8JQYRQQm6ZP19WQhAhdE0ggPA2OUUJQUR0/Hh0jiu9e1LIITuW3wUKIATZE08Qbd4M7wVJCXH0KMJwETm3wncTn//iRbQ5UkoII6F4/vzG64oXRx6Mhx8m+uij8LVNi9/HqllTfl6svlFCqEM1PfWUvWNovSaslBBEUEJJz4wQ+P3cc/54yNgNzUSEHDYJCVCkKsM67d3LSgiGYZzBigiGYZgciHKQXbUqJvtnz0IZYIeMDLgSawfss2aFhi9o3Fj+/+LF0LrGjMHfPXvU25YrhxwRDMP4yzffmK+XkqoqJ+LffiuvDwSib93K5EyqV492C+wTCCCO/qxZ8rI771QnJD15Uv2u5cplHn/dLspkp08+KdfvNGxK27bq32lp3tq1axfyI5QsiTwDRixfDsGnUS6QtWvRBw0dimSvSpYtg8Llsce8tVWJNs/Dn3/K1/ToUfN9T5/2rx3Ron595FHwwvbtvjTFEY88og5dJmHmDTF1qnxvH3lEXn7wIJZVqCDH/rfKcSKRkOD+mxnpUFYNGljnQ9GjShUkYu7fP3Ljg6ZNcaxohINSKilGjdJX2vpF5cr4NtSti7+VKyN/T506coi6f/+F55hd0tJwDtJ4zw4dOkChKD2T0lhQqWhlGIaxA4dmYhiGyYFUrGgcc/qHH4jeflt/YNq3b2jSUCsWLMBkgUhOdOmUYJAtsRnGCilkStmyEPZ16YLlmZnq987pu5Q7t7EldXIyEpAyjFMuXEAOAif89pu7JLnRIJrfLOU3s3ZtWKzaVSJs2yZbBhPBSOH554lmz5a3WbJEToT699+wHLfLuXO472YhnrZvJ6pVS3+dtj8zokcPuQ/0yvz5sH6vUQP93fr1odsoZ9RSHpScQDAI45S8eYmuu05WvDz/PLx6lERa6hDNd3DUKPRVdsL12GH7diSMjgfy50eet0hhNyxSOPn2W4RaixS//orny80znpUFpcaWLc72e/55ePkxDMN4hRURDMMwORCrRH2LFoVajB0+jJBJbti6VZ5AnT1LtHChszwSiYkQpFSqlHMm9wzjlGgJXXgkybilc2eiPn3sb3/woPvvUDSIxjv5009Eb77pri3adzkrK9TaWLuNldD97FkIqsuWlZdt3gxL3rVrEVv86FG1cF8I8/ZmZVkLHk+ckC27pTAibgwhvNK6tbn3Rzyzdm1oaJnhw6GYksLWTJiAe/XII9GxXL/rLoQrs8uGDRDSuiWc38NI9CdNmkDZNnOm/vq2bYkmTrSux8476iders3IkThfKTm3Gy5cgKdAQgI8vsJFMIgQf3XrGnuMmZGcHOplc/gwPH369AlNoL5gAfKK9ehB9MsvsZFsnmGY+IcVEQzDMDkQPeGCEqU1pV1Lo9GjoWwwm8CdPEn00EP61oR2+OEHonfecbcvw2RHEhNDw6FFmoQEJBBmGDesWoVwIEY88wxC+MWjV1y02qx9JxcuDM3RNGIE0SuvmNcTDMLSXRkLfPRo5DkYMCB0e+35VqkCj8iRI42PIc1Eb70VRhLS74sXZWH2u+/i+6/kk0+IvvvOvP1KMjLcCe4YY2JVinD2LISnTtm0Cc+hG28tJRs2IGyOHwiB5NkFC+L9yp8f4VTDSf361vls7LB4MTynItUPKo/TuDE8t7RKzf79iTp1Ct1eyb59CFsbCfr1s5frwk5/bYfLl52H/4vV95xhmPiFFREMwzA5kOnToRAwY8sWJCaLBb78kuirr+RkgQyTk0hKIqpXD3lUiMxDJUWDe+6BoJNh3KAUBim/O8rwP/GKVtClVKbv3Uv088/Ypn9/eRsrbwAlLVsiDNv580iWWrCgs/b17o1k2HffDQEnEUKq5M9P9MYbsIA1Y8IEonbtnB1TolQpot9/J2rRwjoprFni2MuXrZWxQsAD4+BB/fVz5xI1b26v3YxMrEgRTp6EpbakfHMq+N66FaHAjh2Doq1JE/d9T926ROvWqdugNOhp355oxQrkS7G6fufO4T3R0r07Udeu7toXLWLlWXGC3wqJ8eOJDhxA3hKpvyXC87txI1GrVub7+3ENv/7a2bPTqZO+0plhGMYLrIhgGIbJwbi1GvPC7bdjkmaXSLt3eyU1FRPirCzESo709WWyH1ZClbffJvrxR/wvBISHb7xhvH2BArCYzpXL2DNKenbbt0csYiVHjhBdfz0EgAsXEj36qP1zYRgtQhDt2KHOS5Bd+P13opdewv+7dhHddJP+dsqwQU4UEQMG6CfjjSY33ggBnh5lyyJkkpZJk0ITQhuh9dIcP9461KNyn2uvhXJXSjjMuCcWpAjffANDFSucvFda7ruPaN48/H/NNQhHpuWrr/AMaw14rAx/6taFtbvSgyK79YNEsfGs2CUz05vhk/JcpXs5dSpRmzbm+6WkwOBk4kQoTbt3998zY/hw8/FhYiL66KJF4ZHGBmAMw4QDVkQwDMMwlJ6uts4JB0IQvf8+4kHbZf58OZzEiBFEr72GCWDRos6PHQzKQlcprrGUaNfppO/11yHsVQqW9u+HAEbLqVNEpUs7q59hJBISjJ/3Vq0gwNMmfDWKhZ6Y6Cy+r9578csvRK++ar8OhmHsYyQszciAB8UPP0DoXqECwh6Fm0aNiJYutbetZDSwciXi8lsxdSoSaT/1FL7JREhgbSd8khBQiFaoYP/7LW03ciTRyy+r95s7l+j+++3Vk5N54QUo17wI9f3mzz+Jnn02um1QhjPV8uCDxvkWlKSkyB5Ndq/tqFEwFohl9u2DN1K8oXcP+vcnGjQIOW301v3+O0JaacdkscTy5UQNG8q/y5YlOn48eu1hGCZnwooIhmEYhojcTSoPHQpNHHrLLZgYHjoEK7CqVRH6YexY58cIBiHcP3BAvfzaa2GxTQThx7ZtiCG9bJm8jSQUsRsX2u7X8NgxovLl5d9z5pgLMJKSiK66yl7dTPyTmQmvmE2bkLDz9Gm1gMEJdkKoBYNEXboQ9eyJ3wcOEFWuLMeI9yIs0tuXR40MExs8/zxyZ4STP/5AslKtV5RE9er4/n3/vb/H9bOfmTkTwmAtn31G9O231qGfmFAyMyF0feUVok8/xfhu40ZveRW8YpTPbPp0os8/R4J0L3zzDeoJBDC+nDoViZvPnrVOTqzMd2KEnhV9duL8eetrEGtow2tpl1evjrFeuA25/GTKFKLHHpN/N2xoX9nMMAzjF6yIYBiGYf6f+fMxsbp40d72TZtax4bXDt4HDIC1dseO7tsZDux+DX/7DdaUdpkwAdc0liwImfBw+HCoYo4IiS+LFXNe31tvIYa8G9yM7mbOlL2EjGIVx6MwgWGyE2fPwhMgNTV+vivXXANvrGPH5GWdOhENHKi/fefO6DPfeAMeYVbnqFxfvTrRzp3y70WLMFZh/MPsuYumZCExEQqCF14w3ubiRYRQWrBAXla/PnLSOBUop6dbh645cIBo2DCiPn301+fPT/TTT0hwrU3IrkQZ6tPLOz9rFtHQoUTTprmv4++/IczWtuPeezGPqFgRHkta4l3qtHgx8vJcuSIvi/dzYhiGiQasiGAYhmFU+J2cTWL/foSSCJfQpGdPCC+ysiDscOsK3qIFJmpEmKy99ZZ6fVKSnBDRKbfeCuup119HzOHHHjOO0c/EH+fPh1pG9uwJK0o3BIMII/L66873tSMg0WLn3eRRI8NEjzNncnaoP73+p1o1hK3S0q4dPBYvXoSC9bnnIKTODkgen1274vtw/fWRPf65c/peAN26eU+i7JdyTQiEAu3UyXtdEoGA+hk0CskkBN7VMmX8O7bk7RgpxWPt2kjircdXXyF/gRVCINdBjRoI2Va3rr9tjCTr1yOkq5IiRZAri2EYhnEGKyIYhmEYXZxOdlasMI8L/dZbsPoKB3qTwcaNnbkbV6igb8FFhNBS3boZW4n36IHwFOvWYfJWowauxZ499o/fsiXRjBn2t2dii65dib7+Wn/d1KmYgJcogRBNTt6tjz5C7GEnjB6NsC1E8rFSU9XWnto2lCqFOOm33WZeN+eIYJjoYBR6Jp74+2/7San1EAJC8HHjoFgoViw+PEL8Rm/2XrkyQmJGk4wM98YVmzYhab0234PyXC9ehCGI3jFWrSJq0MDdsf1i9Wp48WzaFN12mGGkRNKivJfTp0Mp8cEH9kKdxjvKPmXxYqImTYy3ZUkawzCMc1gRwTAMwxiiHIxLIVm6dbNnCaVl6VIkvvQbs6+YEIhfXKMGEnzu24ccFkbbuhVoLF8eqoRJSZFzQ9SuTfTFF0jKKTFyJOIrKyldGsmtmfjCzXNjd/SlV3dCAhQCH37o/LheMUvKyTBM+KhaFd+wnE63bigS9erBWjknofx+JCTAMtuLt6ZfTJtG1Lo10b//Wuc3UnL0KIxBcjp3343xZDhYswZGNUTevuFuQ03GE06uT79+0RmLMQzDxDOsiGAYhmEc44cgMiMDVuSHDuH/iRPV6/PkQULEQoWI3nsPuSjq1w9Niun2K3bDDXIS7MWL4UEh/V+iBNHNNxNt2QJPj759QxNmK7ErnN23D8ocbYz9d95BGCgiHK9BA4Sy6tMHsYWzspBXg/GPRo2QvDIhwf4+V67AIvPkSQi/Ll0iOnECeRyGDHF2fCfPbY0aRLt24f/MTONn4ZtvEDJBy+XLEPTcfLOzNhLh/axY0fl+DMP4TyCAb0StWhA+h8tLYvdu5Df67DMOHxgPzJ5N9MAD0W6FmhMniK67znq74cPhReA3Bw/CSySSLFqEXCjaED5nzsDrUCIpCYYq0rhx61ai48cRGjRc4VGJ5HGHX8YEbkJAxgNOrk92vQYMwzDhhBURDMMwjGN69CDq0kW9bPp049BFRESvvQYrbgm9r8/ZsxCqlCiB3+EUwG/dCu+IWbPsTeD37kUs6kaNkN9hzRrZXd1KwKu9XmfPwjX+449xvt99Zz3xOXyYqHx5tkbXQwhcYz0hvHIb5f+S8O7qqyE0WLjQWKF06RLCLhklVnXbZr/ZvRuJWpUcO0ZUrpz6uN26GYeRUjJtGtHDD/vaRIZhfODYMXwPwkmFCvjupKYipJxfHD+OOt3mcYoGQuA7ofS8eO45ojFjotcmO4wdSzR5MkJiWSEEysWL8hjMCzt3hn6PtGS38YwQGN/ddx8MWZTL7XL2rJyUmgjjkubNkQTaKyNHErVv7891v/9+KMCyI1beZ/fcg/wzrIBgGIZxBysiGIZhGNdcvkx0zTX4XxLiZmVh0rRwIZbPnYv4qnnzypOfnPblKVwYyTKV9O6NsFFEsDrt1Ute17gx0ZIl+nXlBLd4pygn1fXrI06zEZKwxciKuEwZJJfu0EG/fj/Yu5foxhud7+fVmrF1aySMPHfOettffyV66SV3x2EYJrwcPEhUpUr4jzNiRHhywmRmevO0OHnSnrW9H9SurRYqa4lVYfqBA/Bms2PMISmdJNaswbfUK8pwQHrE6rVzypUr8FRq1kx/vZRc3AohYPgg5cHYsQPeT1patiSaOdNTkz1x6RJR0aLRO344ue8+a6UPh6hkGIbxRpynPGMYhmGiSdGismBXGpTnzk20YIG8/L77ZKshaVlO4/jx0BjWkhKCCEqI6dPx/6VLCA9llKC4eHFca2UJBsPS7Lhh+3b5//Xr5edMKqdPy+sDAViyGXHqFEKBKbnvPn/b61QJkZKCdufKheI2J8W//9pTQgwcyEoIhollvIScycqCIsAO4UpM7zXcU6SUEETwenzgAYxtli2L3HG9Mm6cuRLi3XchPM/KUishiPxRQhAR3XGH8bp4E+QuWYLr9Prr6uVC4BttpIQgggeQFXv34vtevDjGzN266SshiCKnhNAbhw4Zkn2VEET2PE/uuSfszWAYhsnWsCKCYRiGYcLExYv4W7QoUd265qF9HnwQE1ppgvfBB/aPk5bmvo3ZgZo1ZQVXZibCYKWny8uUsZmJEIdZQk94kJKi/j13rn9t1QsDNm8ehDL9+kHIoVUsPfJI6D5OFXqBALwc7MDhBhgmtvGiIAgEIKAWIjQ3U06gTBmijh2dCVPnzEG/3KiRevmRI+7aEA6jDG2dX3yhXl++PO77oEE4lyFDkI9Kz1JfqisYVAvDlUYmeihzJW3cmD0MT266CX8bN4aHyfDh+N2wIfKbCWEdyuqqq8zXZ2TAS1ZJ9+7u2usnekmYn3468u2IJD16WG+zZEn8KdIYhmFiCVZEMAzDMIxHhCC6885QT4XixYnatJEn43fdZVxHMAgr0fHj5WVW1ustWqBuP+N3xyvffCP/36MHUf78sveAWUgErfWb0fX87Tdv7Rs0CHXPmhW6rnlz/P34Y+RRyZdPvV5PESKdm7IYceUK1r/8sr22vvuuvRwSDMNEh1On5P9vvdXZvsr+sG3b0PX33uuuTX5SqJB/dZUtK/8/ahSSKA8ahNCSTvnnH/n/tLTQpMRWbNkCD0kJScjtlREjrLc5ehQhIjt2tC9EDQSItm3D+GTnTqKmTfE9MtpfCmkoBNFtt5nXff68vTZEm927Q5etWEG0dCnGbHrfdCtef1397c6XD89mJNF6js6bJ6+TvEA7d5aVLVLxI39ILCOFm2UYhmHCBysiGIZhGMYBR45gYiaRng7BjlFegmnTZKGxWbiD3LkRIuHpp2HhHwggobWS8ePVE8JoxgiONd5+G9euWjX3dZw4AWGN1iOCiOjFF+FtMW6cOtSTFZ98gnvVsaPxNtr4499+C4u7pk2dWd0ZbetGqNe1KxQYDMPEHv/9J38HNm1Cv+WE9u3xVwh1mEAi9HFZWcYhSn74wXFzQ5g4ER5gRmjD43nhzBkoDYSAMjYQIPrqK3d1tWmD/W+8kahAASQWdkK1amrFyK5d/vSzr7wSukwpUO3RA+efP7+7+gMBOfH0/fdbb2/07CxfjvCTWVkw1PDqGfLEE+73dUP79hjzNWggL2vZErkwrNi1S1Y8/PKL9faS50U40BsnNWsm34+5c/G3d2/vYdTiiWAQhhhE6j7oyhWM/w4flj2pnIwDGYZhGDWcrJphGIZhTFi71jjOcTAIoYye0OTUKYSA8Bv+apuTno4wV2ZxfitWJBo5kqhGDaJy5fS3MbvOwaC9BKASly8TFSkSWn+DBuaJtd2SkUGUkABF1RNPQGDmtp6cJIRgmHjm5pvV+XKM2LcPOSbsJM8lguW6VinultmzofB9/nmiJ58k+vtv423T0+UwcZKStXlz96HyXnyR6Pff3e3rJxUqEB06hP/PnSO69lp39Zw4oZ8r49gxfN+6dsU1lDzsJk2CB8z27TB2kFi+HGGGChfGd8NK+a0dE23fjvukFW6vWIF71bWreX1LliDsUbzw3HNEf/yhXhbtMD0//wwvi5MnMSYdPFjfoIJI/V4xalavhnezlqQk6/BaDMMwjH1YEcEwDMMwJridYCq/rn5PUsePhxCHkdm4EXk4zAgGQ+9F795En30Wum1qqrH1qJv7GQxCAFC+vHMr2kgwYgSsapXnxiNEhokf9uyxF+rnr7+I2rVzVve77xL9+COUk23aEM2Y4a6Na9cS/e9/zvaZMwdW+EeOQKitl+tmyxaEAtLm18mOuO2Xt2+HssqKH34gmjAB99iJ8PW33+yH/1Ny4QK8IyJB8eI4nltSU6HY0Y4BpN+LF0OpIoR9RZ8RHTrAWOLtt623ff55otGjQ5dLz8pff8FjdPdub16j2ZXkZHj8HDsWui4z05nhCcMwDGMNKyIYhmEYRofUVPu5F8aOhWXiXXfpT1KVCEHUvz/yAXghK8v7RDc78fbbRD/9FLrcaJTz4ov6E/cVK+BBUKkSUbFi+vt6USyVLGmd+yMa5MmDCbcSHiEyTPyQkSFbv7/8snlyejvvdmIiFKfduhF16kS0fj3RLbewNXW0+ecfotat8b8ytJHVeMDNd+uff4juuQdKiaefhsLnllvk9efPhyoR7CrE4hGn38S0NKK9ezGeaNCAqFUrou++M95+zx6iqlXVxxNCDukUDMKQQettu2ABQjky9vniC4TBNGLaNOTLYU8IhmEY/2ERBsMwDMNoSElxlgD62WcxYSlQQD+JsFIA0KiRPSXEmDHm69lCi2jlSvn66ikh8uaFF4KSf//F9npKCCIok+rWhXBFqluZuLlvX/39LlyAwEBb75498v/JyRAixIoiIl8+otq1ibp0CVVCEBE9/jjCiAQCCOfCMEzskjcv+ph588xj0Eux/q3Yswdh5Tp1wu969fxVQrAi3R1t2hBt2ADr9ly5MBbIndta0fD44+6OVbQolBBEaiUEERIXS8mcpe9ldlVC7N/vfJ/8+eGFUrgw0dat8MAUAqF+qlSBsvDsWRQh1EoIIlxPaUxJhP9Ll8a2n3yCfCOZmayEcEOVKubrDx5kJQTDMEy4YI8IhmEYhtFw6BBiaPtJo0awZlu+3N72uXIRTZlC1KKFcYggoxjROQW7Fp5CIDZ5pUqhQriaNXGdnQpPnnwS4Q4kkpPtJ4X2I2yDH0gjwMxMouuvt06+yCNGJjuj917G2zN/yy0QeFph57zc9FNS/HmrPDpTp6IvtqsUYZxx7BiSI993H34PHWovxA8RBN0nTuDer1oFb4iPPkKeI0kx/9ln2d8z5vRp5O+QQjpGOw8E4y9795qHqYq3vp9hGCaeiIFpMMMwDMPEFpUqyS7xTicjepblRERLl9pXQhBh8tumjXHCQSKiUqWctS07oRfLV4/mzSFAaNFCX+iVnm5fmfPEE4hxLgTydCifETMlRFYWvGYkYUYsKCGOHpX/nzHDWgmhtdRkmOyG3nsZCCA5bbwIpQoX9l6H035q4kS5H8ybl6hXL1kJcdttRB07wgJc4vRpWImzEiJ8XH+9rIQgsq+EIIKCPVcuolOnEE7om2/gFSEJ4vv1y/5KCCI5ibjSI4GJfy5e1E+uToQxuptxP8MwDOOMGJgKMwzDMEzsMHgwJp1m8bWNOHcOAhilpbyWP/5wlmhaylMwdy6UE0rhd548ztsY7yQnE331FWKX22HuXON1Z84glnqRItb1nDkDgdvtt9s7rkQggPv055/O9gsnx45BUCXx4IP62x0/jr8LF6pDTDFMdiAjA+/njz+aJ5AfO5bogw8i1y43PP88zmXlSv31+/fDuj0cQra2bWXlxSuvEH3+ubxu0yYobdPSiAYMwLLSpYluvNHfNjD2uOEGos2bzbdp0AB/9RT0efIQTZqEZ2jpUv/bFyu0aBHtFjBuef99dVjU5GR4BxHhuW3USN9gKBhEaE6GYRgm/HBoJoZhGCZHkpICpcMnn8jWmxUrEh05ot7u44/lvABPPw2Bz733EtWogRiyv/4KYTYRrO/ffZfozjthTWdlRSd9gfPnJ1q0CEUpxNHbNqdjdE03bYLAvEwZOZ61FQUKICm5FZs2Ed16q90WqklKIhoyBILOgQPd1eEX27cjFJUeWVlQNijX8zPHxCN6YYGGDEHffOEC+v7rr0eOlIwM6/rq1IGlrJO8QZHE6jszbx5Rs2b+1snEBy1aEM2aZb1dv37w2jPyDty7F8qjpUuhlJs+nejqq4kSEqCwrliRqGRJf9seLfbvt84fwMQeQmD8XqmS/vo77iBas8Z8f4ZhGCYysCKCYRiGyXFcvkx0zTXO9rlwQfZOkDAT1txzDxQLZuh9gTdsIFq3juiNN1DefhsJhVkwBOxch48+gmBFyZw5RPff7+6YS5cSNWyo35bSpRHCwg7p6UT//EPUrp27drjlwQcRfklCinmtx9KluH6rV0embQzjlv37oUxQekc1bWrd77pByn2QlYX/Y0kpYfQuJyRAWOyGX39FuLmnnnK3f0ZGzgjfo0fv3lD8PPaYOgRerDF1KtEjj1hvt2IFvCTmzCF64AH1OuUY5s03iYYN87OF0YElI/FDerqcQ61ChVBDIonDh6F8DgSIFi9GWNObb8a6P/7A+M5IgcEwDMP4DysiGIZhmBzH9u3yJMQpGRlySKQLF4hKlAjdZu5ceEdYMXo00Qsv4H8nyY7T0yGAy6k4VcooRzpjxyLmezAIoWIwiPs5fTrR5MlEv/2mX0dqKgRM3brZO44Z+/fHRmiStLSc/Rwx8Y2yHxgwgKhTJyjdZs709zhCoN/XvitbtsCDyCwpc6Q4fRreetpQdG5neV4U31u3Qjholgg2u/LFFzj/TZuMhaKxwsCBMHS47jqiUaOQk8oKvefiwAGiK1eIatXyv43hpFGj0PBSn39O1LNndNrDOEMId/m27r2XaP58/9vDMAzD2IcVEQzDMEy2YNw4omeeMd9GimvcuLE/xzx9GrH/O3VSLz98GKEKnHLxorWnRmpqqDXulSsIM5RTMBKSvfYaBAn58hGVKycvdzrS8SKEGz/eWQ4QIty7tDT9dZ07E333nfn+XbsSde/u7JhE8Ayykx+DYWIJo/czPV2OC+5H/px164jq1dNXQugRTQHXyZNEZcuGLr/+enyfpHCCkvWwFeyBl/1Zu9Z+zqO0NKLdu4neeovoxAmiQ4ewPH9+42+Xlj17oICvUQN1xRpr1+J952c/9nn3XeT2cQtLvxiGYaILKyIYhmGYbEHPnkRffqm/7sknzRNI62E3f4ATatYk2rZNPdFNS0Popb17Q7ffvx8KjfPn0Z68eYkKF4YVv5ac9DWfP5/ovvtClyuvwdmzUOq4CQ9iFrrrxAm49QeDcOdfu9a8HXaJhvBDCjfDMPHCunVE//ufs32UCje99+yvv5DEVymU/f13ohdfdN9OIqIFCxAqKtzYzXUxYQISS1vBgtj4pFw55GuwQ+nSCGFWvbq97d94g2j4cNdNIyKiY8dkA4FYesbMQhUysYmRN7IeiYkYNy9ejJCpRHzPGYZhoo0LhzaGYRiGiT02bNBfLgSs1J0IhD791H8lBBHRjh1E69erl+XPr6+EIIJwLE8eCA2KFkXoJj0lhMR//8kWwcpi1+oxXtBTQmgpVcq9kP3dd43XlS2LevPnVyshfvgBirCkJGfHyspCMtxoULduzlJgRZuqVfE+Tp+O35mZEM4x1rzzDq6dUglRoYK9fYsWJerRA95rejz5ZGgfqaeEePllopUr8c4Eg4gtbsa996LNiYn22umUU6dQv5USIhhEm+0oIZo08adtTOSxUkIIAeUzEbw5a9Qg+vZb4+2VYwivSggiOUb/33+bb6f0PsqXD89v797ej29E0aJE586FLj9+HN/1K1fUy7OyYCTCRI/ixfE8//47vqfp6Qgx9tJL8jaZmdimcGH8VobhuuMO8zCbDMMwTHhhjwiGYRgmW6C1blKGOcrKwoTk5ZeJxoyxruvqq+0Jj+64g2jNmtDlSmurhx+GgkCJ9st74AAm2j//DOvdYsUwWX/iCes2KOt84QV94VihQshBYYc6dRDfevFi/0JYEWGiX7Kk/FtKMnjpEkJN5cuHNpYpEyrMHz4ciT9LlECooj59Quv3ezSjZ3EXDCKPxK23Qqjs9dhukqY75ZFHkJTUiG3b4i+2d7i4dInozBk8q1Wq4Fn0QkYG0c6deF601KwJxSQRBCaxkGcgVsmTB324V556CkKpESPsbV++PN7Ry5eNt0lLsw6L98UXUIT4ye+/q4VudrDqp7Ky/AlpxcQeb75J9NNP+L9fP4yPJCWEMu8VEXJo5clj31vCKd99R/TJJ/Lvb7/FO0KkzpslIbVv0iR7yjQvvPMOjFCaNkUuKTMaNEAibyZ+OHFCHbazXTt4ikmwVIxhGCYysCKCYRiGyRZohSjKr5sbF+w//0TOiXPnkMRx+XL1eqn+YBCT148/hvBSSUICrO20HDxIVKmSelnVqkT79hENHkzUvr1sxeWH+7jdL71WuJWV5S4ZoMSsWUQtW8q/9+zB32bNiI4edV7f7NlEDzygvy4rC9cqMxOhm5o1C2/YISGIliyBlecNN7irI9qhAd55R46zXLQoBPE5lTvuUHu4NGqE+2uXhg3RR0jCqcREd/k3ypcn2rjROOzEqVPeFSTxQuvWRP/+G/njHj+un2/BCDvvsd+zrQMHnPc72jZI3nVSH//DD0QdOnhvGxM9EhOJJk6EwLVoUaIhQ4imTSO66abQbZXP7YULsDK3w6lT6OMeecTd+ED5HF68iON+8gkMDNq3R+JsJcnJMKbQtjkWEAJjjkOH8D46aV9aGsZ8bAgQHY4dw/dWS1qavZxADMMwjHtYEcEwDMNkG7STwD591JZ34eTDD2FpqNcOJUOGhIb+SU6WFQ8S112H0B5jx/rbzk2b9C20iWApduJE6HKngjkiKB20wo+zZxEyScl99xHdcgvRgAH26s2VC0KQO++03vbSJSgo7ApYwkk8WBvn1BGhEPoCNavrISkf3HDjjRBCGTFlCkJn6SW9HzQIVst+hEuJJYoUCV8YIyX16xOtXm283ul70LIllK733Uc0d656XUZGeBSiRkI0JZmZ+BYNG0aUkoJvlJJYE+oy3jl50lhRKT2Ly5ZB0eoHQjj37HvtNTyLVh4X2vfw88+JevUK3e6663DescDx4xBkJybC4OThhzG+27QJ71uRIlDkKA0qdu8mqlYtak3OsezYoa8EUiq+GIZhmPDAigiGYRgmWxFN4cqbbyK8khF33SULLqPZzunTiZo3RwiCq64i+u03hK0qVsw8DInEwIFE779vvs2+ferwRUQIv9CzJ/5fuFBOHEiExJnhTuwazRGP1f1+5RWikSPNt3nvPaLvv/evTVpy6ogwGDQOjXTxIt4RSYmkvI92rdJfeAEhR9zSpAlCpWmZNIno8cfd1xtLGCmDooHyPRg6FJ5DN90EgeEbb6j7+N271QLVjh3xzAwZ4s4jxgmjRkGJa5S8WxtyR4vbb1D37hCk2lEGZ1fshm+MNK++itBj06dDQSbd43C9X2fPIuTioEFEnTr5W7fyPdT2tdpn+9y5UCOHeKFkSTlHxU8/YRzJhJfSpRGG0YrUVHg7f/BBqBczwzAM454YGfIzDMMwjD8IIcdef+EFxAU/cACC3nBjpoQggiX/nDnRU0JI8ZVbtYLreZEiEMC+8gqsKO0oIYggcAgEzBMz33hjaGJtSQlBhFAGSsKthIg2VkqGTz8l+uor4/ULFyJslxIprrYQzmPo6yUwX7nSWR3Zhd27jdcVK4Z3JVeuUEGemUcDEbyLsrLM76sZAwfi3o4bp7/+iSfwHkrJk2+7DWFZDh92dzwGNGwo/y+FkJOekWHD1NsuWqT+PXgwlE56Ifn8pn17hAIjgvDy+eeRe+fhhxHGLjOTaNcurM/MDN1fCJT58+VldoRzXbvmbCUEUWwqIYjk/CetWqm9KVNSwnO8P/5AH+S3EoJIHo8EAmolhBCyEuKpp7A+NVXuB+MNZaLsH36IXjuyM4sXw/jmwAH8ttPPESH/z5AhRJUrh69tDMMwORH2iGAYhmFyDDktFEXfvrDmChd2RhBTpxI9+qj8+8knicaPD92ueXMI1itUsLYyf/RRxKd++WW14GHHDiQB9tLeSJCZCUHK+fMQbhcrpl6vtF4dNw7CFiUZGYjl3q+fv7lEcmJIAiEgRNMqefT47z/kgalZk2jdOoROWrQIIdT0OHjQvQCjSBEI4q5ccXdP9u1zn7skGmRmIhzVypVQwESbS5f0w80Eg+p3LRgkevBBCP6VnD8f/pBwQkCJ/Ouv9vdZskQ/LE8wiPpy50bomOuus1/n/fdDwc5Elx9+CA37SES0Zo3sNeN3iECrEHNeUX7Tjx5FTiYifW+0nTvhnfTll2qjByv08lJEgwsXQscCjD8o++zHHkNYw5Il7e9fqhSMRTp2NPaeZBiGYezDigiGYRgmR7FqlWxF6icrV4anXjs89BBCiFSoENnj2h1BKCeBgQDRhg2w3jZi9GiiF1+Uf0+ZAmHHxIkIk/LIIxDUBoPwrNi+HRPFO+9Em66/Xs518eCDCFORlRWfE0ghIIwmikzCzkgIUGMNL9dz8GAIJ/SYOVOdrN0pTsK/SInlU1IQSkpJUlLosljh5ZcRGs4PBg2SQ8alpuJ9P30a+W0CAf/em0qVoGTSoq1fuifhwu35dOqEHBmpqeiLpbxFM2eiv3TC6dNE114L5cayZe7aw8g88IBaqTV+PITun3/urd7ffoNCO39+98+NVEelSlBW+UWPHkQFC4bmMFHy3ntqZfHevaF5Ffbtg2Ik3mjdGmH2wpFLhoFS6ssvQ5cfOADDArdcuYJvjPK+paXhG8wKJYZhGHNYEcEwDMPkKKpU0Rci6fH555jEBIOYyFStCoH/unX+t6tgQSRR1Yb6sIPySx5Jrw/puC+8gBANUhx1JaNHI9SJdsLHow97KO9nZqZ+iCA/ueoqCK737SPasgU5CLp2JerWLXzHjAXy5tUPX+MFIWLDC+ueexDaK9b4/ntjJY5bSpUyDruh9C7ZvRv9lRtOnAj1GNDe5w0biOrUcVe/FZMmyWH2/KJAASgmmOiSNy883sJFSgos78eMgYW3FWbfaau+TfL88wttW/z27ogWPBYKL3a8CsuVw32QDFjcoPQO4nvKMAxjDueIYBiGYXIUw4fb33blSlmYuH49XLrXroUl1RNPIF64X7GRr1xxp4QgUltNS3G/hUB7w4lkZfzHH/itF2v/hRfMrc62bg1P27xw/Li/FtRuSU9X/86Tx1oJIeWNIIIiwWnuiORknHfVqnIi5O7dndUR62RmhgoK/FZCSCHD2rXD3w4drC1eS5eW/1d6BJnRqxfRxo3ISdCiBVGXLngP+/dHG4JBogULnLc/EoTDavTsWaIjR/TXFSwo943Vqsn/O6VMGfXv9u3Vv4UInxIiEAhVQlSujPfWCRs2qOthJYS/bNlinNvFDEkJES7vvUKF4DFoNyeT2TfwpZeM1/XujXPQe7+CQYwLjLj6antty50bdT3wgL3tI41drxGn32jGPoGAvdCGx497U0IQhTdEGcMwTHaDPSIYhmGYHMO//8INXsu33xL9+SfRtm3WdQweDKVBp05IYksE5cQdd/jbVrekpiL8AlH0BelmnDoFoekvv8jLojUiycyUhcTPPy8rVrSkpcn3PFyY3bPbbw+PN44V48cjt0d2Qev9cPYsLOn9RAgkCq5QQRaEXLxoHvZKm6ND+SxIOR+WL1cnU9Z7Z86ehYW7XYFetFHmRPHCf/8R3Xef3P9Z4bZ/nDsXxyFS39Nwh2IigsBMipPPxC7Su5wdrPbNvssbNhDVq+esvi1biG6+GX3apUvy2El5nNRUhFSsW9c8z06sjXEefBD3vkkToq+/trdPLIfOi2fOnkXYuGjA0jWGYRhzWBHBMAzD5BhWr0YeAYnjxyGAVFoqu00OG4s89xzRM884j/sdTZRCvkjx44/6ST71mD0byYn9Fi4plSFKli1D2IB9+zC5bdwYQuZIok3QG+8cOUJUsWJ46s6fHwort2hH5crwTm7uwe23Q1Ea62zcCM+uJk1C1ymVq35idD2le3D5sn7CaiKiEiWIVqwIDe+0Zw88L/xWFiQny4npmdjl+HHkJMnICL/SOpJYSQv0kkcbceWKf9+waH2XPvwQXmcSPXuiv+jTJ3Tbo0fhUbtzJ9EttxDVqGGuXGH8IRrPxvTp8TXeZhiGiRYcmolhGIbJMdSvrw5dVLZsqPC3YEFYUg0fDivwo0eJTp6UQ60Q6QvLYpExY+JvUtS8eeSPWauW/W0feAAKHr/ZvFl/ecOGEFo0b050//2RV0IQwcrbyEvEDz7+GKHOpHBY4RYgVKiA93/JEn/rDQS8KSGIEL9dWyeRWhA4YoR9i8t4SSBcpw6UbEIgx8NPP8n9dDiUEERy/adP668vWhTrg0EIEZWcP6+fY6JaNaLy5fXD1HnBTjx/p1SoAKWv15AkDPrH5GQojQOBUCXEgAHy/3XrEn3zTWTb54Xjx623qVIF4yazUJVSSDw/v2FCECUkIKzl5cv4PXcu1s2c6d9xtCiVEEQIiZgrF/oKIYh+/11et349UZs2eIcffJCVEJHAqZlthQqhyc/d0KUL96cMwzB2YEUEwzAMw2goWZLotdcQkub66xETPBCQBVeLFnlPbMcYo5xEvvkm0dKl/tT788+yoPv334kGDcL/duNlS7Rs6a0depPkevWwvFy50HXhUCaVLYs43kREq1ZZb//uu2pFwdChsFTPykL+A+U6rZBGySOPqLdt1IioXz+iv/9Wb6fcJhy+u8nJREOG+FunH+00Ct2kVM6UKgWLfDMGDIASNVxC/HBSqhTe+0hx7bVqBbWWQICoenX79/fhh+1bhxPBE2T5cvwvBJRZ//4LAau07Icf7NdnlyNHiObNQ1+Q3Yi098gjjxBNmWK8/oMP8LdUKYQz6tLF3XGUOYAihZ3nQwic28CBxtuEK+/F1VfDOKRIEfyWPCq9fqf/+8/edpIhQ+/ecq6VZ5+V1z/ySHje3+xMcjLR3r1E8+e72z8QwNhkxAj99VoP2CNHiLZvx3MsjYvcsGEDxnArVrivg2EYJifAoZkYhmEYxiPduxN16xbtVmQvvvoqNMby6dPqmL/nz2Pif801cImvXRsJcLXJZIkgHP/oI+/t2rSJ6NZb3e07bx6SC2uTB1+6BOtrInjflC2L8E8LFsh5KdyGZpGSn0qhpDIzIRDSeh0kJXnLKfDTT0RvvaVe9vbbUFhIFC0Kq1U3+D1aXbIktj2b+vVD+A+3oZnKlSM6diw8bcvJ2In5v2cPkr0rSUxEyL/UVPV7HAxa55XYsYOoZk137TXjqqucJ7mOJ8aNI3r6afUyL32QFdOm6eegile++Ybo88/t5z3R658eeyxUyRwJohUaS/udUl6Tv/5C3/HXXwjldOONkW1bvPDQQxjPSRw8CC8avXGdHex+N1u0IJo1y90xiIjOncMYat8+hN/KTuEsGYZh/IYVEQzDMAzjExcuWFsqM6GMGkXUvr397YsUka2FrahVC5ZudunRAwLq//3PPITEkSMIwWKHWbPsWWeeOEF03XVEW7ciljQR0T33EC1ciP/dTGxvuw3x98146SV1KAmnrF+PcCMffqgOQeInGzfiXNygTUYtBFHbttERkEWKQYOIOnaMdiuyH6dO4R2VCAZhCf/44+rtJAUiC6OigzS7bdYsVPHrBzfdhPBbL76o7jtXr0YIyFhgwgSidu3Uy65cITp8GB4+Vugp1MyoWBHfxTvuIJozR1auRwNtPrBwM348+gC9PE9GZAcJTHq6vtddgwYIC2hXiSXRuzfRZ5/pr/NyvW6+2dk40C7XXINn3osRB8MwTE6EQzMxDMMwjE8UL6625GLs4UQJcc01oUqI0aMhEHzlldDtrSafSg8LIqIvv8TE2iqOtZOJp54SQu+cy5aF4FJSQhDJSghljhInbNqEOo8cMd7GixKCCEqIQMC7EqJfP2NhQ506ctgLu0ihna69Vv5/504IzGJFCeFX7P+JE4n69sX/TZqwEsIvUlPVYcKUSggiCNq0SggiKL9YCRE9AgGiLVsQ2kUKuXX4sH9KgkcfxV9t31mgQGwImLt2hbL14EG151eBAvq5TfSoVk1+7s+cMd5O2kb6xqxZE10lBBHRunWRPd5TTzlTQthRBMUyWVkYW82Zo79+5Up4Xv4fe+cdJTX5vfFnlt6kSlEERQFBsCEqIoqKDbCDSlEREBHRr13siqAo2LAAggiCIEhRmoj0KiBFepXeOwvbd/L74zn5JZlJZpJMpu3ezzl7diaTvHkndXKf9z7X7HeLlQUewPuh1cAJ9ZxziqKY/w7UZy+1auX8vF25EjhxQkQIQRAEN0hGhCAIgiB4yNat3hS9izcFCvBhM5EoWZIWJ1a4sWMoWZK2RE7JzbU32s+OlYsZanYE4M2o3qFDgSefDJ5+ySXA9u18XbFi6IBTvLHzi/Wpp6x9od2s69gx1oxJdNT+mgW/H3mEI3YF5xw5EixWCsnBli28vu3eDSxfzmAjwHNl7Vr3FnsAl69fP3j66tXuM7e8onJl3j9CCWFuRLKCBXmP3baNxanT0syDsC+9FLpOULRJFAFQUYCPPtLqemRn869Ysfj2yw1+P0U3J4NGVE6f5nGiKMG/mbKyeFylpNCSafJkTrfah5s3O/99bbZe/Wd6duxgnRM79aN69KDVpiAIguAcyYgQBEEQBA95/vl498AbcnNZ7DYnJ9490ThzRht9aUahQlrRVydtusFusMNNgU69CJGV5Y21iFkAoX17TYQAEluECFUIVj0mdu0KLULoCxJ/8knw59nZwaM1y5fXpi1dGlnwMlqMGhX68zFjWDxThh4559xzgQUL4t0LwQ21ajEAeeGFzA7Q11qpXx/YtMl5m1Om8DyqV48iZSCRiBBOri39+vG49Pu165N6/TpwwPz+5PeHvn8CFDH8fvNBCDk5XLZmTd7XrEaCR8uezyuc2E255Y47+P/NN7X9U7Ag7+VPPsmR9PFAtZLLynK2XIEC7kQIgFaaPp+5GFC4sDZ9yhTz47NXL+213WwePT6feWZGYKbqa69RYAsnQqj7U0QIQRAE90hGhCAIgiB4TKKMyIuUw4cZiEvE76MGVVRiXTB80yZ7D8VuikDv20ebJpWvvgJeeME4j5qR4WTfnDhBayuVRNyvhQuHD5Kcdx630e7dtFmySzR+8WZnM0Dz5ZeaaGHXF/vXXxkgtYvfz23z1lvGEce5uaxJULw4633MnQvs3Gnehvzqd04inieCO/THf06OZqfz1Vf27MzMzh8n57yXOD2Xwx3HX3wBPPecJp5v3Ehx1059Iz3XXgs0bhw/QSIzk3aNXbrEZ/0qr70G/PWXtdVQLK7FJ09SiAss0F6tGn8v6cWFUP354w+geXNv+nT11WyvUiXny86fDzRp4n7dmZnBNS3cXN+nTXN+XgiCIAgakhEhCIIgCB5iFgCsXp0PeTk5DD4mC6q3/osvxrsnRh5+2Pjw6PM5FyHcPATrufRS4M8/OUo+FG4yLs4/n9+pVy/+DxQhAAaLsrKAo0fttxtY98LvNwoeiUAoEaJdO/5XbUeciBBuM1/CUagQMGKEVqQ+MOBjhaJovtSKYsxMsSIlhfsw0Pbk9dcpQgDAsGHWIsScOYlntyYIsUQdce33Gz39VRHiwQcZ7Ay1fCB6r3mvSE2lTUwonAayH3kk9Ocvvsjvr1K3rrtg67JlFDXWrnW+rBcUKUKLvt27gR9+4DUvloWrVT79lCLEoEHmn69ZE/0+PPmk+T1p9+7gDIfAY1tRgAYNON0rEQLg8VGxIi2+VLp2tbfsihWRrTtQhHBr4+jl9hAEQciPSEaEIAiCIHhIvXrmhfH0d9t4jaDMS9SpwxGbTsjMDF1Dwu3I56++Cm3JVa5cdKwYUlNp92DHc7prV2DAAOO0FSuAa67xvl9eU6sW/d6dsH07bRZizf79FJICeecdoGfP0MvaOf7q1GHwpHFjvs/Kcl4X5eefgbZtnS2T30hNBe67jwHqG29kMDNS8VLIOyxaBNxwA197nTFTrBiLTffoQbF14UIKBMuXh15u0yZg4EBmZwXSv3/oe1SHDhQxT52ilQ7A4L0qtBcs6Nym8bXXNAs8/TYKzGaMFevXAw0bAunpsV93KNQaCtHixhvtW1ZOngzcc4/9tnfuZMZFODp1ol3VVVeFtsZKT9dEdTP0x6cXOD0O33mH4s6FF0qmnCAIQiRIGEQQBEEQPGTduuCRioH+tDIqOXL0IsTPP2uvJ0/WRpkHeoCHGhUfbvRpKLp1C/358ePA3r3A00/z/XPPAVOnul+fSqlSoUUI/UjMs2eNn+XkaCLEvn0sMFqlSmIKE05ECHXfx0OEAIwZJn//rfUnnAgBhA/0bd8ObNjAAKja7uuvO+9ju3as/+JF7ZG8SufOzCC5/34WK4+nCNGsGa9x8Rphnh8ZOzZ04L9xY56LXlO5MotAq7UmLrkEqFqVo8iffDL0spdeai5CAOFrVw0bBrzxhhbk9fmM2X45OcwAdFK4/dNPzT3/41V36rLLuG3Nanuo6K0LveTzzykanz4dfC0xE6695JdftNc9evC4zc7WhDQ9dkSIcuW02iRqtm84fviBGTlmhaYPHQIOHuTrYsWssx6GDjUXIRSFYp2bobVOB4hceilw0UUiQgiCIESKZEQIgiAIQhyYOxe45ZZ49yIx6N4d+OYb98urv2TUkYXqQ6LfbywWrda8MMPug2XFivQ3njaNo+NU9AWmnRCtB9rZs0MfX/ptk5oKlCzJ1489BowcGZ0+xYJbbkmMALuiuN+3//0HXHyxJmCqxWPNMh/CraNkSeCZZ4C+fa37KQSzcSOtaeJJ5crcv3v3ahl0S5fGx2ZGcEbt2sDmzZG3M3CgJmCr14VkJxGuObEMJF97Lc/b1FTzQLpa7ynWhMs+COTff4HLLw+ebpUFaMYrrxjvRVlZwXZJVhQpAmRkaO8Dr9ErVrD+hJ4HH2Rx7p07NSvHAwcoflx1lb31mrF8eWIO2hAEQUgWJCNCEARBEOKAkyK1eZFjx1hIcfVqeyLE7bfzf716xulqTQGfDyhdWivg7PMZRYi9e61FCIABn1C88gozKg4d4sOuXoQA3NdaCGe34RazuhIqGRkcZa1SqhQf0n2+xAjiR8KcOdr+NxuNGy2+/NK4vkjWW6OGJmSox3HhwhwV/fHHxu8Wzp7szBlrEULtp8+XGMHBRKJOHW6T/v2BJUtYdDbWHDzIoFlKCkcU+3wiQiQL4QrqPvQQs9TWrLGudVO1qiZCANp1QU+fPsCPPwIXXMD3+/czmycSzEatO2HAAAamt241Tn/wwfxznfnnHy1rbelSig1mIsTy5bEXIdR7ixMRAgj+7QXw2nj++UC/fuGX9/uN96IffrAvQgC01lTvV6dOBQvFaj0Ln4+iCUARAtCslFq35m+1SEQIABgzJrLlBUEQ8juSESEIgiAIceD0aQaVnNY5yCv4/e4ewAsUcGdtZefXztmzWmYAAEyfDtx2G9cZGFiuUcNo5/Ttt+EtmqyI1ijnjRsZVEpJYUDr+++9X0cy4PaX7mefcd+biTrp6cCoUUDv3sG2Xhs2MJAdCW+8wUKxN93EQtjHj0fWXiiuuIKCoJeo9isFC3rbbryIlxVHtWrArl0M6kYaIBYSg+bNg6359CPD580Dbr6ZgsKQIbS0UQOffj8Dsqol38aNkV9r9FxzjSaO792rCRyRULEiBfxExsvz2+x+8/zzwNdf83VgVkCsOX6c9xQ3lCtHsatIEVpMOs1kPXyY2cD33cci73/+6a4fR4/SMk9Pr168944axYEB//sf8Oij0RMN1P2sKBxUU7ZsdNYjCIKQFxEhQhAEQRBizL59HO0YKypW5ANgIvHgg8CECbFZl5e/dNLTgV9/ZcFF1WM50vZnzADuvDPyvlkRiU1QsqMoDFiovuB299XixVpB6AkTGDjx+4GZMykQhCNcQdY332R2A8AgXcWKrAFxySX2+qfywAPATz+xxsfgwc6WBWhlNWcObYB69gS6dAFGjADat3felsrEiTy/VQ4f5j5I5mNQUYAFCxggjge1a9MOLjeXo+31gd2tW0MXgBUSh06dKC7oSU831vpZu9bcAieabN5sLXQ5sc/Rc9ttvF4mC4cO8ToYCdnZRvFVUTgQYORI4zU1J8eYsRlr/H4OgDCrE+EV994LTJpknNawYfSyQJcsAerXNw4miRY+H9CoEX8n6LntNmD8eGabnD7tXvARBEHI64g1kyAIgiCEYPNmPnRkZnrX5vnn8yHFSx591PqzRBMhAE2EsDvi8q233K9r4UL3y3bvrhW9VhQ+YD7xhPEBPtIA6x13eFf49I03jO/VQpWffeZN+3b56y/NmiKeQ158PmNxUp+PVibhUEUIgEH1U6e4De2IEAADUmbccgv7oIoQAIuXTp1K//dwQZT161m8W92uEyYAo0c7FyGGDmUwSh2le/AgRQiAdUL0Xtxm/PtvsAXWli20R9OLEABFlnh4oHuJz8fsFHW7jxplb7mhQ7Vl7rvP3bo7duQ1qEYNCg4HDxrPrUsuyT+WN8nM+PE8t1T8flp/FS9uPI9iLUIAFLqsKFxYG/WtKMzQsUMyiRAAr8OKYsw+69TJOM/atdxvgUWd1XMxMANMve4FCrsFC3Jfe5nN4oSUFAbSx42LTvuNG5vbH0VLhAD4fWIhQgDc14EiBADMmsWC54ULJ7/4LgiCEE0kI0IQBEEQLAgsdgzQ/7hrV/dtqg8mzZp5+6DeqBHbNns4csrGjXyYclN8ORGZMUOrMWGXwAfIW2/l6LZffzWf3+mvqUgeUBcuBG680TitWjVg9+7geU+dYnA4HgRuk9zcxLDqMbNG0eN037z9Nm0hVPr3p21FJG0G8vHHQI8ewdOdjJ6eM4fzlitnnJ6dTYuNl14yTrc6pgcMcGdDlhefOE6e5DFdsiTPv0C//1WrgCuv1N77fLyuHjgQvu158+htXq1a+Hkl4JVYHD/O626dOhTo9OTkACtXsoixGQ88AAwfzhHeTjLlOnak8OWWcOdnZiZQtKj99l55Bfj00+Q9NjMztUwQReF1snBh7XP1e5llv+XkcN/Zqbnk81H41bcdK9q2pZDtNdHMfEgUrrhCq0URjpUrI69LIQiCkJdI8vFJgiAIghA9UlIYaNKzfbu9ZfUjHHv2DC6c60aEMCsWqLJkiTciBMDgSV4RIQBmHDhh3rzgabNnB4sQmZnxGfF/zjnA5Ml8Xbo0A/zbtgXP5/fzYdkMM9HCawJHzMdThHj2We6nQ4docaP2KdAezG7QTB9gUkWIo0e5Dr0IoSjAb78FL3/NNQxQvvwysGiRNr1tW6NwtHMnsGKFuQgB2AtSA7RduekmihCBx+zy5cEiBGAtugUWCbVDYB2NvEKZMtoo3GrVtO364498rRchAE7bv5//T5zgNh4+nMfnH38Y583ONt+/+sLZ11yTvIHeROGBB7xvc9s2/n7YvDn4s40bgffes1524kQeU+npztYZiQhhJ8PHaaC8Xz8gLc1dfxIBvR2Vzxf8/dXrqP78GzaM7wsVsidCqO0UKRL789jni44IsXAhsGwZv1duLtCmjffrSATsihAAcPXV3N52BGhBEIT8gGRECIIgCIIFp04x0BTI1KkcVR0KCQ4lHj16AH36MAgfyhLK7r7z4hfUjh20XLFLqHVGUoQyEejZE3jnHXfnzhNPMKDrFqd1NEaMYAFwfaDt5Zd5fOkFl8AC6Cp163KUpBvv9UDs9Puyy2jrFMh99wG//269XODxlpFh9LO3w1tvMfBaqJCz5RIN/Xb2+ylqtWhBAdiL/QiwaP3SpcB557GWUCBDhgBPPeXNuoTos38/96We1FSOmA9V3LZXL543a9ZoYvLp00CpUu6KBIfizBmgRAlnyygKi2lbiR/HjgVnXuUH9NeI2bM1Kz67xDIqE83fqKpI8/ffHDhRuXJwcem8iN9PO8/vvgs93+DBPH9++YWitdui3YIgCMmKZEQIgiAIggkLFpiLEADw4ovayLdatRgc0D9AiggRGdEard+nD/+HqplhNxCg9/iPhBMnnM2vjoCeMSP4s7JleWwmKp9/Dsydy1GSigJMmcKRuOvX8/0773A+vx944QX77Y4YYa/ug5c89ljwaN+BAxlsV7OgAOsA34YN4W1OFIUBC5+PgfzADJPALKtQmIkQgCZCWJ1zgetyKkIcPMigarKKEKdOMaMqcDunpDBrbOVK435UA3A5OfbXMX68tn2XLuW0/fv5/sgR9kH9XESI5OK883iO7dgB3HUXp5UqFVqEALjfAaPgcM45/P/FF8yg8Qr1mHOCzwf88AOP9TlzjJ+tX+9chMjI0I7xESOc9ydR+P571gADaOe4dq2z5X0+ZmR6XZfMDLMsNa8KaFetymvkDTcwkzc/iBAAv3M4EQLgddznY7bIjBl8bfW7VH9umGVV5HULLEEQ8iaSESEIgiAIAbRu7a6In9NR1QIpUIDBaZWlS4HrruPrEiUYiCtQwP22veoqerXrycw0Wi2cPBk+OKRnxw76t0eKWR2SSEjkY9DpL87UVNoXXXNNdPrjNYrC2i+zZmnTUlMZeLSiWzfg22+Dp8diHy5fTsFEtfmyolo1Fkt+4glru6ZwjB4NPPqou2XjSST74brrOCI4HN98E1xTJBzt2wMjRwKTJnH/OS1W3rmzJnLFi5kzgaZN2Qe1qO/Gje6sv6JB164UF73g77+Z7WKHnBxrGzt1lHmjRt70C7C+BlmhHjMvvQR89pnxGKpUiZk8Tu9pVsfhpEnBhaGTBS/OrWhHafbuDZ0dKsSWtDSj2H/0KHDuucHzqVlM6jG2eLG31wRBEIRoIxkRgiAIghCAGxFCDdCNHettX4C8/4ChFyFGjtRECIDWNmpQw+1DeaAIAWhWKuooMyciBOCNCAFwxLiXRDOwOGoUg2SxqotxzjnWIsTIkdFfv1OysxlcXbdOmxZKhAAYVFy/3ujV7fdHp3+BNGwYXoQAmC1RrJiza1vDhsb3bdrQriWZ2LMnsuWXLtWuL82a8f/q1cHzde/uvG31+L/nHo7Ctip8rOfMGeCff3i9VYULtVZFv37O+xApzZox4J6iexpduTL2/dDzyy/aa69ECCC8CJGaqt0Hw9XSMasHtGkTkJXlrm92RnCb1UP4/PPg+82hQ/bqTQRiFQy/916uY9o0LZNO8I7KlY3vb7gheB6r2mTvvqvVyYpn/ae8RGDG4dGj5vOVLGk89y69NHp9EgRBiAYiRAiCIAhCAIoCtGzpbJlWrfi/dWumTnv5wLxkiXdtJTr6B+NrrmFwV48aENmzB3jySU5zUjRQTyRBezWVPtL9HOgfnsi0bcuAgxpc1QtIVmzb5l64mDrV+rP27c2nWz24R5v0dODmm7ldQhWVD2TlSs7ftq22Xb3MkPGKcDZQWVk8V9WC3WYFuv/6i9lNyYLdQuDLloWfR82Sueoqbkd1O1x+eWTXoa1b+X/p0vDn2O+/8zsVLqztzwYNaEH48suxExhDsWBBfNf/yCPx2QalSjEDIxTqvbB9e/bx88+5348cAWrXBr780tk6v/pKe+3zGQXUV1812sGkpBgFI5UvvwQ6djROmzfPWT8Aip2hbIxatAgWrRKdY8eA7dtDz/Phh8CuXdaC+9mz3vdLj/5Y79TJmM0HAPPnG48LPddeqx2TqiChKBQ7BecE/tYFaNEHAL17c4CClZhvZSMrCIKQqIg1kyAIgiBYsGULH/DDYVXsMVEtchKV7GxmQ+hHxSoKH8DUAITfD6xYYW8EcKyZO5fBaBV1BOfgwRwpP2EC+x94XKjWLPfeSyuKZGDGDOD227X3oY71pUsZgNVbYZmxbBlw9dWsKdCuHVC/Pv2RVWbPZpBev40TgUmTWFC2evV49yS2qAU2J07kqGr9MWB1PNSta12vItGYOdN4jAMM0LZu7c3158orzTMknJKe7rx2h57AJ8ErrmCR5Fhh9iQ6bx6zDJ1YBsWaFi1Y5+bFF81FgFOnWGC6aFFmPkViMZSVpdVZ8fvpuW9VX2j+fOCmm9yvy0umTQPuvts47eRJCpaFC2tiX0YGa0N06RK6vR9+CBY+EpnmzYE//jD/rEABrZZMZibFqMBg9N69Ws2JaNGkCbBwofZ+3TpnYroQOWbXwMDsowoVgMcft26jUyeeH4EsWADceGPkfRQEQfAURRAEQRAES/btU8d5Kcrdd2uv1b9QBM4b6u+HH5zN7/Tv+++j236kf198EbzNfvnF+Xa0+qtTJzbfo0MHRRk6VFEOHbKexwq/n5//73/x3x9Wf927G/fJyJF8P2cO348fH931t2ypKO3axX87xPrv5Zfj3wezv0BWrlSU8uWd79MvvlCUuXN5DiQS8d6+4f5Gj1aUtDTtfe/ezttQr7Mqfr+ifP116GUeeURR7rsv/Hx2j6G0NB7jjz+u9WPEiPhu2yef5P+JExXlsceCP69Vi/087zxFeeAB42fqcez3K8r777vvQ+D5cPy4ovTtq30+Y4aijBmjKFOmaNMefjg626N5c+fLPPec8TvUrOls+fnz+X/JEi/P6uizfn347/bYY9bLZ2crSm5ubPp67Fjofg4eHN/zMC/+7d2rKAUKKMottyhKTo5xf5jNryiKcvasotSo4W59giAIiYZkRAiCIAiCTc6cCfZ8D3cXlayI8LRuTXsCOxYnKoGjgOfM4Uj6QGsBgAUACxTgCMxdu7yr7xAJgcdNVhZHRQZ6/6rzJoolxT//ANOnA2+/rU1bvNjoLf3ww9b1BBSFI4mnTYtuP5OZ//4DatSIdy/soR7H6jFbuLB7r3oAqFmTmWiJQl69fm/bRiucBx5glse2bcxsscOqVczmCOSPPzgC3Ck33mgckf3++8yiatGCxY+bNAn2so8FGzYwu+Dpp4PvG9nZWoZCICNGaNZxY8ZYF2nfu5dZEmY1jFT0mRD79xtHxx88yO2j0q0bMGBA2K/lGn1mYizIyNBqOSUL2dk8n06dAoYNM5/nggtoRZVIbN/OTJUGDfj+2DEed6VLx7VbeY7zztPslvTntp7Ae86YMfxNZYad+9Onn/KYFARBSCREiBAEQRAEm1j96K9Th0ELs/mnT6e3cbNm0e1bXqVWLa0QZ2BQYvRoeus7YcIE4MEHveufGxo2BJYvp8WQlZ+22a+zWAZF776blkNWwTantGpFcSJcrQGB9RXuvz/evQiP3oqsaFEKaSpmx++GDcBll1m3t3w5A2GJcHwkQh+8RlFYFLl4cQqz4b7jrl3262QAeXOb6XnsMdrsFSlC0fy666znzc6mfV2LFtbzKArwzDPGoti9ewNvvRV5X/fvB3r0AH76ydlyzz9Pe7wnnjD/fNMm/t5xS6lSPAZD0a0b8OOPHGywYwfw0ku8byc6L70EfPFF6HkSPeqiKLRlMxMaBW/Zvx+oUiV4uqLQmnL0aG3axx8DHToAFStqYqDb662ZPaggCEKsESFCEARBEGxg54e7+gO/d2/jiHGVNm2AUaM40i8ST+/8wtSp5iNs/X4Wd1y1inUYErG4rxeov9AUhV7SBQq4/645OTw2N20KHQyOFnqv8M2bgUsvjX0fkgVFARo3ZqZJInP55SwUv3MncNFFwZ+3a8fR4du2UVAEeN1LTzdv7/Tp4IyzeGE3UPP660CfPubLHTsGlC/vbb8iRb2m5OSEFxmdjkjPy8GtlStZ50Zl716ObDfj+HGgbFng3HNZC8EO+iyKoUPp9+6UatV4run366FDxmwSdf9Xr24+Kj8zM3wtH7/f3X0oPZ2CpdlxUrQocOAAg6/duoVvKxGjF/rv1a0b65uo095/H3jvvej34b33WG+qQgV3y+flczhRSU1lJqye3bvNa0698Qbw0UeRZckGZlIJgiDEgwRJ9BcEQRCE5OS88/i/YUM+GPh85iIEwPRqn8+5CBFYMNUrSpQAWraMTttOaNVKswbQ06IFt1dgwOyvvzQ7C7OASKlSwKJFUelqVAkMrqjZAykpDA4VKBAcPDpwgMuFs8MZOJDt1K2rTVuyxDjPHXe473vJkrTGUhk3jqNqmzble72gVLu25l7s97tfZzjatIle217QqROFtJ07gz9btMjo8pyILF/O/1ZBr59/5jGnihCAtQgBAOecQxE3EVAUBn3C8cknwcupf+XK8f/Zs9rn4YrxRpMpU4DOnSmO2Ml0SDZbnGjy1Vf8f/Ikr8lWIoTfTxECAI4cCb6+PfQQM030ZGVpIoTP506EePxxtht4rwx8r95T9PcR/TEbToQAeE4rCnDvvc76WKwYhRIzUlOBMmXsiRCJiLr/VNTjRd2usRAh9u8HevakAOZmO27d6n2fhGCOHDG+L1rU+P7MGU2E8Pt5/Myfz/cff6z9JnSLiBCCICQCkhEhCIIgCDYwGwF5/DiDTQAwZAiDPIJ76tQBNm7kQ9dNNxk/W7CAgsWhQ+HbSU3lw51XtkJuqVgROHzY3ry5uZqQZcX06Qz4P/ccsG4d7T8AjiItVIiBw3vuibzf0SLUL87Jk4MDW4GjczMy6B1fvjxQv350+hgP7riD+/bkSS2IGUiijlT9919mRnjZP7XNeHDyJK/rF18cfl71nA1Houy7sWOtvcatsPIx1xM46t4r3n6b4mbz5sC77zKTK1EyZvQsW0Y7mw4dzIXxPXs04efUKQpuu3cHi0FbtlCkdUuo4/HkSa5z5kzg5ZeNn1WuTEHbDh9/DLz5pvs+qrz1FrME1GPL76dgF27/DhzImh2JxnffAc8+q72/6SZr28VoEHiNadSIAw3C2fDk5PCY+++/4M+OHWNWXosWiVOjKi9y9KiWOffcc8A33xg/V5To3ENeeQXo29f7dgVBEOwgQoQgCIIgOOCBB+jhLiQejz6qjcIGGJgpWDD2/Rg8GHjtNeDECfvLmP0as2Of4oY+fegfbsY//9CnXx2JF277FSzIfoZi+HCO2A3HzTdrI/9UbrkFmD3bOG37duCSS8K3l6yYHQunT1N8atw49v0Jh9rfMmUYaA3kgQcY/LzxRnvt2bGHiRZ2Az5Onp7OnEnMALod1q0LbeV2/Lh39lOKAqxYQds9/TSVRBF0AjGzVgnk0CEK06G+g53vN3Jk8Oj7tDRnWZaKwqC5vrC13eO5XDln97VQnHOO8XoR7rp+3nnAvn3erNsu2dnAl1+GLvZbtap5v+yIeJHwyivAZ58Bd94J/Pln6HnHjOFI+J49tfvpqFH2a2z17EkxUIged9zBujJ6WrTg/vrwQwqyLVsCn3/Oe0rgdcANnTpxEJUgCEKsESFCEARBEBySne0sUNa3b+gH2fxO167Ggp1O2LWLaexjxwKtWxs/s/LZjRY+n71CgHffDfzxh/lnffvSw/ezz7zvXziOHdMyfAYPDm8jox+Bq//Oc+ZQQFBZuxaoV89eHwLFF7U2hsqXXwIvvmivrWRl506O+p02zTgSVb9tTp7kiNv77uP73Fzug2++YcHZWKIKB4HHfb16DCyr18pPP2VNhXDE68lEP3JdRQ0ge4HXgXS1psaxY+494VVCjbp95BHgl1+Cp3sl9F55Ja32NmxgRtyiRRRL//hDK9q+ZAktTZzaAXmNarWjnpdeimZjx3JbW7F6NXDFFd6sC+D15MYbOerd7oj33Fxez/X1MlQuuID7L5woo+exx4wFtcOdI7G4Nlhl+GzebLSZAzia/dxztfexunadPetsOwuCnnvuYRaqRAEFQYgXIkQIgiAIgkMSdWSmHcwsIZKZcIF/N/tKURjs/vJL58vu2GFeuFdFHYHmtthgpUr27KmcMGhQsOgQbrv17h1s0eGVhYCiUOwrVMjYXpMmwMKF4Ze/8ELzugvJwH33Ab//ztfvv88RkfoR4qGI53UpK4t/anDs4Yc5CjeQnBx+NnGidVs//kibm1ixdy8FHLN6D17i5f5RC/8CzCK6+WbnbQwcyPNe7Ve4/plda5P5XhgJU6dyRL/dLB+7WG3PHTt4XYsndopUqxlso0axWL2X9OwJvPOOt22a0bu3dZ0vRaFgdu+9zOAI/CxWXHyxuZ2SEzIygusTCHmXcNltgiAIsUQc/wRBEATBIbfeaj69RQvj+7lzGXi7886od8k2VkU2k5WUFOvgiNvAQG4uLTDcYCZCfPut9lpNg9fbYthh2TJ+nx9+cNcvKyZPNs98yMmh4KEoHH2/fbtm16Qo5j7hXgUlfT7zEfbhRAi/nzU5duwA1q+ncFGgALBypTf9igWqCAFQiGjY0FjsOFEpXBgoUUJ7b+XjXrAgMGGCdhwdOxY8z5NPRqePVlxwQbAIsXevt+uIxPtfz/ffc7vpA4huRAiA+0h/jpllPehJSQm+9yXKcLYHH2SAOFaULOm9CAEwuJyby/Pi9GntPIm3CAEwkGlFSgqzclSBsWlT8/kGDmQtDDeYZWGE4tgxrTi3zwdMmhR+GUWxFiEAtnPZZZoIMWeOdl9U11OmTPBy2dm01DG73rlhyxb2Iy2N61YLoOvv0cOGhW5DRIjEZ9Qob9qZNk1ECEEQEgvJiBAEQRAEF4wcyR/2V1+tTVPvqCdOAKVL8+F8+PDYju7NryxcaO6f7zY4HulowfffB957z/rzjz5iwU4r1GPpzBlaxtSpw4Ki553nvk+B3H57sCdxImNnXy5YEBwgjFYx3VgRaE9lhaLQJsSrYJcT7PYxkI4dmQEB0JasXj3grru87Vso0tOB4sWN07x+MhoyBHjqKfvzT5oEtGrFIvQPPRR6XjVzyA16W6GMDGd1BvQj9APPyylTeL2yU/A7mclvT9B2rr9utomddg8fNlogWXHgAIXbmjXNP1f7t38/xerbb9c+a9DAO9G6TRtjEPm++zQhpEIFivtqbaXMTJ7D/fsDL7ygLTN1Kq+FbgtFV6gQ2b1ArSW1ciUtLg8csG+xGC+6dmVNokQa/OOWTz5hPbolSyJvS7XxEwRBSBQkI0IQBEEQXNC+PUfo/f0332dna5+VLas9PMYyqJafmTzZfLqiANOnO2+vSBF3/ejdm//DWUiYZRSoZGdrAZOSJRnUA2jLNGGCu36ZUb++d23FAkXhiM+PP7aep0mT4Glej/zMzQUuvdTbNkNRurS9+Xw++uh7wbhx3N6LFwPduhk/u/JK7bU6+taNCAFoIgTAOjr662V6Ou2erOqpRIrPFyxCjB2rvZ40yTiiWg2Y7t7N1+PHB7f50UfavPfdx+3iRIQAaPuSlRVehPj2WxY4dUuRIlpf7YgQ+v7oM78Cg8+KAtSooR0beZFJkxjE9vvj3ZPYkJZmb76XXnLetp1jRK3TsmgRj1crweC884wixJIlxkytnBwG588/n+fOL7/wftu2rbeZc6NHa+dWjx7GbIyjRzURAuB5mJJiFCEAZtgWKMA27NaM0rd79Kjr7gNgPR9F4e/csmXtiRD6gTnxYODA6IkQ6vUsK4uijJn1oFfMns3t74UIcfCgiBCCICQekhEhCIIgCFHm+HGgfPnI23nsMWDEiMjbyYu89RbwxRe0Srj22uDPnWZGKAqLX48bZ/55VpZ1kVInv6xGj2YQpE4dFvq0olQpBtS9CjSrJPOvwFD7VPWzj4aHvaKEz2iJxjrDsW6dd+JS4PrMtuOYMaz3EAmBRVdPnNCsTfTrXLHC+yCX1bFRoAAzrBo1Ct+GfjtNnhy7Ysq//aYVcnbLv//S6klvHaeSmkrBpXhxjoZW6wP4/QyqXnaZMeCblcUi6Y89ZsxMi3YNiRIl4m9dlszXULvs2wdUrWp//iNHnBdQX7OGRXR37w4/76xZRpuwv/6KTJSLBV99xUD5xo2aqH7okL0sx5tvptVnIDk5zKa47DJmeERKSgr3w6WXGsXlEyeAcuUibz8vkJ4OnDqVPFmWS5ea/yYWBEGIJ5IRIQiCIAhRplw5pt9nZETWjogQ1vTuzVGb110XPIrZTTDs4EFrEQJgloVZAOrPP52tp00b4J9/GFTJyrKeLzWVozj/+Ucbmaf+5eaG7msoknlEr99vXTMjJYX7/fXXrZevXJltPPUUrWas6hoAwDPPMECWm8v3b77Jbb9pk/v+22HvXvuBzo8+Cp42eDDPi1On2M7Uqdpnffvyf8eOtG6YPZuBLbP1mY16j1SEAIyjlQGOvDU7Zxs04LRmzfi/QgXa3qn4/bRbUV+vWcN5Qgl3GzcC3bsHn7O5ufZEiED0Ni9esWyZUaD8+28eq3oRYtAg7bi0y8MPA5dfziLd6nXE79cy+0qV4vnx5588l379ldNTUrjucuWYKePz8bgrXJhB1kB7vEBxNZLrTXo6+6m3olJFCCtR2C3FivEYCkeo60te4vzznc2vH5lvl8svDxYhvviC9zyVzz5j24G1SrzMFPSCXr201wUK8Lh9/nnWMVGvpSkpQJUq5kLa1Kmcb+xY2oCaiRCAdi54IUIAPD8rVeJvEbWf//wjIoSeYsUSQ4S44gr+NxP8rr+e9w6Av4kFQRASDcmIEARBEIQok5vLIq1C3qJePY7C/PxzbVrVqsDateYFK62oUYPBRTOuu47WDcOGmRfC1nPkCDNv3NjkJPOvwcxMBmitCqTq+e8/bu9KlSg2ASzkGFhoPhSffkp7ottvp3d5pUpuem2fU6eAc84JP196OrfBsmW83uzY4WwUsx1mz2ZtgBo1vGvT6fbXoyjhR0NffjlH/+uXceu7rqdDB6O1lJej/8Odj+npPOZLl9YyRbKyKAToA7d219G2LbOz7Mx/5oy51cfQocGFxgO3SeHCHAVetqy9PqqoGU6Ad/fTUqUo8FqhKECnTvxeVritjZIsqOfKyy9r9kADBvDYt7Lzat+ewXP9ebd9O8UMdZkDB8yDuYHHi937kpqxE46hQym8OqFwYYq5bo+5K68EVq2y/nzMGODRR43T7H7vFi14/YwVhw6xMPyiRbFbZ37lxRd5zlWpwu0eiCocqzaiN97IwU5m1/9k/n0nCELeRIQIQRAEQYgib74Z2tM+r9K9O0fb5le6dOFIZbuYBTEjCXJdeimwebO9eV96yb4HdaLiJAj8++8s0v3ttwzmXn+98fNp04DmzY3Txo1jAL5nTwoPgwdz+pVXAqtXR9Bxm+TVX+uqtYgbzp6ldVC4ff/BB8DPPwNbtgR/duutFFfccOaMMaNDzXorVcr8vL3gAhaeD8Utt7jvT6DNlV0uuQTYts3evGrR05Ytjdk1Kupx6pUoc+QIA8CbNwefp9HmzBlg505zb3xV9I229VS8ifb3a9aMmQKBlmYZGc7rNG3eHL3aPT6fls3jZpuEun5v3cqsomHDtGl2inPH+tjLzc3boluyUasWM0LVuliqWJuby9oSr70G/PQTr++CIAiJhggRgiAIguCQffsYrKxZk57sR44wdT3aI6OTmZtuAubPj3cvYsu6dfRutkNqqjbqvVYtBsqrV/euL3v2sH7GqlXAl18aP9OPNk5W2rRh4VEzTpxwNgL7wguZTTBuHOuE9O8PPPecN9vozjud23cBeVeIAJxv1wceYKFon492dY8/7m69amCxVSvN2qVlS2DKFGPfrrkGWL7cuGy4/XHsWLBlxqWXhrfyimQ/f/AB8P777pe3w6xZ3B5mBdQ/+AB4911mawQWAXdDdrZ7kcoLJkzgsXbyJEfwL10KtGsX3z7FErUmSLzo25eZGHavD6+/zmy1aFKsGLMjTp4MfU8pUID3jfnz2adq1Tj96FFNYLj9dmZzBZKWZq94fKzv2YoSfp2LFgXbswnec/Qor8EFCwLvvEMrsO+/p82kIAhCUqAIgiAIgmCbjAxFeffdQJf+yP+qVFGUP/5QlOrVvW9b/rz7u+oq58sE8umnirJxo/Z+6lTrZa++WlFycznfrl2KkpkZ+THcvLmivPwy2//558jbSxRmzFCUgweN2+/wYeM8fj//FEVRXnvNeruXLh3/Yy2/4Pcryvffh94WJUtqr9X9N3euve148CDn//JL4/SsLPP+5OQoyt69irJpE99nZhqXu/56e9/r0Uc5f//+7POOHYoybVr4/mZnO9+GGRnxP14HDGBfXn899HyXX258f/752utduxRl+vTQ18Ro/5UtGzxtzhzn+yTZWbIk/sfUK6/Y728s+2V2HnfuHHm7X31l//v6/fE9T9S/WrX4/+KL7e+La66Jf7+j+VetmvF9To7368jK4nVJP00QBCFZkIwIQRAEQbBJso8aFyInklG6x49rxXgjQf3lduIEM3GGDwfuvpsjLffsYSHtwJFxw4fT1/ubb4Bnn41s/YnO2LEcKZiWRr/yUOj3xfXX06opEXj6aRb/zY+o+2TfPqBixeDzTT3+x49nNkMgq1fTMmvbNuDiiyPvT2YmULSo9v7332kl89BDtL+wKgbq9jw/csS8AGkowo3Qjjb16rE2DsBsonA1RA4c0Ar1WmVPqNe3RCG/PTFH8/fO2LHADTdY17Dp2JH1HHJz7dVzURRv6r7EgiFDmMVVuDDraPz2W/j6T+Gw2leFC3P0vJ0aQyply/Le88gj4ef99Vdeg5csYa0a1U4rXN2eWNOrF63W/vkHmDmT1oqxyh7Izgb273eW4frww6wd4vS4Tk833qsEQRASFREiBEEQBMEGubnAhg18cFR56y0+4Kgk08OwEB/uvhvYuJHe42544gl6SdsNEpUqRQsI1XpGj/wCDCZwu1apwiBCNIJyhQoxSBGIVSHX/IrfTzurwLodZhw7Ru9+lcBC1U5YsICWcgADbY0aUdjo0IF2GFaULMmglxVPP03rlu++06alp7Oe0GefuTvW7r+fAkk8mDGD1xiV2bOB226zv3yo61CiiP+DBrHuT34iXtvezX0pK8t+TYnWrRlAD8WZMxTIvPg9l5nJ77R7N/361e3600/ACy/wHqC/Xri5/ufmsn2A1oJ16mg1oi67jIL8G2/Ya2vgQNqO2jmHQ+2rmjXt156JNvp+7t/PwuluKVKE+9Qufj/w6qvRr8Mlv+cEQUgmJFwiCIIgCDY4csQoQiiKUYQA6CnvBP2DSYsWfGBJSwPq1nXfz0RmzBg+LIcrwpho/PGHlvweaTbB5MnuRQiAmQ1XXml//tRUcxFCMEfdzzk5wK5dPF5HjozOusxECIBZAIJGSoo9EQIwihAAsGYNA39O63IMH66JEABFCADYvj20CAFYixD3389ja+BAFkpXA0cPPshRrJ9/7j74W7iwu+W8QO9nrygsAO4En8/4d/75Wm0CRdEGASxfDuzd612/nfD004kjisQK9VqYkQE0bepNm48+Gvrzbt3cteukNsqHH/L/K6/wOm8WwC1Z0rkIoSg8bjdtYpbD+vXAf//x3CxShIF5/TH0xBPM+gm8XlSpwlpOKrm5rEk2ZEjwOtPSGBQvUIBZFRddxHVs2qRlWaxfH1qEKFRI2wY33MBjXa1p0aoVf9f6/eYGQaHYuhUYNSr0PF5hJ7vh4EHt+hIJTkQIgMfRihWaIHX6NHDffc7XG6ruzv79ztsTBEGIJ5IRIQiCIAgOsApGqHfTzz9ngUWAgafffgvd3ssvA/36GadlZ8c3sJSf+e8/ZhGEskZxE5AaOZKFTt0u7zXy688ZaWkMBITbd9OnM5hTqhTQowfwySfu1hfKsiY/8sYbQJ8+fN2rF/D2286WHzWKBc3tEo1z9N13WdDZa0aPBtq2peD44IPetx8P9u7VAoaXXqqN7o43+fG6mZtLy7obb4ysncqVOdpfpXNn4IcfjPPceSeD7k5FgJ9/Dm/Dt3ixJigGkppqbV80diytcsIxdap9wRQIfY3ZuZOZDU5Yu5bfITubmVv6wth2iOaxHe562qABg/XRYNo0ij5HjkSnfSeYbWMv7jVjxtg7RgVBEBIFyYgQBEEQBAcoCjBrVvD0337jA4UqQqjTwhGYVQFwhFqTJhQjNm1iIECIHocPayP8LrrIexECYJDE56N1zLp1zpcfMcL4vk8fe6MSzXBimyIQVRRQFOuMlsxMBtJKleJ7dR9lZTkPEiSCWJVIfPyxdry/9Ra3aSCh7JCciBDRoEOH6IgQY8dShADCixB9+0a+PtV//IsvIm/Liocf5gjyLl14TsVThKhZM37rThQKFoxchACCPfIDRQiAmUsFCrDWkV18vvAixIYNDEhbZQeWKsVryz//MANAP+q/dWt7/bBbE+HEifDXd6ciBADUr89tfMklQPfu/B0zebKzNl56iX2zOr/VrAL1r0QJe+2q2/K//4zTt2zh9OXLgWXLaFGnZqkoijNhx4zzz2cbiSBCALTi0v9mi/Q+7/fzOePeeyNrRxAEIdaIECEIgiAIDrn11uCg1wMPOG9HUawLy82fzyBM7docHag+mEUalIm37UvJkok3ajfcqMEPPtAevO3y/PPBD90ARaZ69Zz1DwAee0x7/fffwOuv87XeZ94us2aZB3IFe1SvzgBAYBCmfn3z+QsV0gpPLlgQuu30dM6nt7sRglHtRAoW1KaVLGmc55tv3It1774bWf/0TJ4M/Pijd+3psevBXr8+rWjckpvL7XjoEN+H89iPhLFjeU0ePJjv4+kzv3Ur/9epkz+zIbzk77+N76dPt55XtQYCvBmIUbcuB33MnBl6vgYNWITeDj16GN/Pnm18//nnLGSvnjMnTzJrIhYF2EuX5n8nNkJ6AUIVJHw+BvHV11WqGJdZudJZv/RFuS+6SBP6fD6gYUP+Hi5QQJtn6tTI7DD37XO/bDT46iv+nj961NlyZmLYmTPcbvfdJwWqBUFIPkSIEARBEAQXlCjBoGEkLF5sPj0nh3UJVFavBu65h0VXa9d2v77PPuNDcaT9doIatPX7GVBITWXhPjd49bB13XWhP09Lo4jg8wGPPx7af7p5c34vvTClKHzgvOiiYE9lp/7CgRQvbuy/24d0sf6KjNRU2ifpsVPb5cYbOSoykOLFQwuTgjnZ2UCnTuafDRrkvt0PPvAm8KwoQMuWkbdjxZtv2pvvm2+A885z1na7dtp1S7XKUcUeq3uX1xQtyhHe0SQwoGzGxo3AsGHR7UeioihaXSKzOgH682T6dPPR9GY1Wu68U1ve7HeNGvwuWNB8IIDTwQEAMGCAu1Hox44Z3ysKBxuo/PKLMSOibVtmxy5bRksqnw8oWza61wI9L7/MdbZqFXlbVoNXevd293vUKjvCim++sTdfkSJGkefsWWafBHLBBfbaiybnnuvsOGzSJPics5uNIgiCkIhIjQhBEARB8IAjR8wf2BTF+oFDLQRYuTJT3t1SqxYfhK++2nqe334zL5C3dauxiOJHH9kPbp06pY28c8ILLwBffulsmcceC7YncsI331AcUEe4AhQFzALy4R4QR4wIbwVhhj6g55YFCzSbDCcPskeP0q7h229jMyIzPxC4/ffvDx4xasbevcHBkDNnJLDgFkXhNfTwYRYCVb3eT52y9n23i1vrjNtuCz/62ivC9fHXX5mxp88escOECczAe+MNoEULbuN58+KboTB5MkX5WNOhQ/SyWvIifj+z7o4fp4gTzg4wK4uB5HDooxbVqwO7d7vrn9voh1q8u1gxfkf96P2MDF7b9cLZ00/TNmfzZmYZRMJbbxmtPKNl37d6tSY8heOii+wLCl7gxXfOydHsv/SZN4mMROsEQchriBAhCIIgCFFm82YW3IwW48czy2DUKOD667Xp991nr05FICdPcvReOBYtYlB+4EDzz+fPB266yfn6166lRUK07YOuuYbexIGEeti9917g99/dr9OLB+lQ4pYVQ4cCTz4Z+boFDf0+2LQpsmwlITExK6hrh1g+XYW6FgT2Q1/0Oz9w3nkUCCNBnpSjj537mdl+2LKFtUTmzbO/rm+/Bbp1sz+/GZmZDGjr7eAC78stWvB3WdOmka3L6vjbtctYS0JfVDvSgRtOiMX5ceoUUKZM5O288w7Qs6f15wsWcGCOnQEFsaJv38hs9QRBEBIRsWYSBEEQhChTu7aWTm01qnLePKZrh7IBsuKhhzgqTS9CAAyY6wsL2g3s2xmZCACNG2sixOOPB39eqpT56NVPPrFuc/Fi1lBYvdpeHyIh0LPaDpMmcSSkyuHDtOkZNCi05zXgTaD6wgvte2ZXqsT/2dkiQkQDvU2CiBDRoW5dXrsUBRgyhAGpWKDawZiJEEeOADt2mC/XtCkDlLEkVGHfwCDhxx9Hrx9e1tWIlLff5nVSP4LcLVb7WvAGO3aFgcWb09K4f2vWpO2TWoh9717tmvzll0DVqsDll1Ow+OUXTnciQmRkcPmFC3k9ePFFoFkzWoYFihAA0L+/Nm3q1NAihN/P5fS/J5xQvbr2Xf1+iuEqXooQVpm2OTnOiopHwsiRzuZXbb9WrDBO//BDYN067tdAcnM5cCZcHadY1zjr2DG26xMEQYgFkhEhCIIgCDFAHSnXti0zFyKhVi1mWcyfD9x8s/PlV6wIbeNk1yZBz86dFFH0Ptrz59Pbtl278N85JSU4wO5F9sC2bcDFF/O1ojCgUL9+6NF1dkbf3XILMGeO9edHjwLly2vvo2WjoEf9RTd8OAMw4ewwBCGRyM4G5s41eq2bMX06A03RItByxYzjx60tzrKzndsgRcrMmcDttxunlS8PbNjAUdLt2nHkeH5i7VqK2noivQ7LU7P3KArrXxUowKC/Gf/8wyzJhx82L5TesCHrMXjNJZcA27dbf/7zzzzvihVjpoWdeiMqr70WelCGE2Lx+8KKvXuB88839sPK9tINdn/nbt/Oa++QIbSiK1QIuPZa6/lzczWrzOPHjb/XEoWrr+axH8/9KwiCEA1EiBAEQRCEKBIuqP3BB8B77zlvV717W9WmsLu8GU4eehYs4Ei8p56yt56DB83T3r/8Evjf/4Knjxhhnm0Rikh/2WzdSrFHpWJFFvk+ccJZfYUVKxg8iRW9e1MgKVwYqFOHBZAFIVmINNgybx5HTkfi++1FwKdKlcjtgNzw/PPA118zi+TVV2nPEmtBJNEIvBc88IA7u0IVffBSiBy759uRI0CFCtbzv/++u99R4fjjD6B58+Dp+/ez/kyJEpFdMyL5raIoHGTRuTPrR6gcOEBhZ9Mm1uNyQ4EC9jMvzQg32MUOgweHFk//+4+1lgoV4vvNm42/29q3p1DkNRs2UEAaPtz7tvU0aEARQhAEIS8iQoQgCIIgRJFo14ewS9WqHLlmhf7XgJejr8IVbVXXG26dU6bYL1LarRsfYNesoYXDU095EzyK1qi0OnVY0BNgBsdffwHPPBN5u127AgMGRN6OIMQC/fk1aBD/P/2083YiebLx4hw3G4kfD95+m+JkfmfZMo6YV5TI7wPy1Oyc7Gyex40aGQcs/PMP94sZubkctFC+PIX1kSPtDUioWxdYv96bfgP8/VCiBF8vWxY8wj4tzb3g7/dHdr35+29u00CqVaMoe9FF7tuOFLUgdCTot81771Fs8vt5Dqem0vozcL6dO2lZBQBPPAH89JP79Vv9Zv7wQ15b/X6KEvXru1/H6tXAvn2sJ2LF5MlAy5bu1yEIgpCIiBAhCIIgCDHg3Xf5AJOoqL8G7riDgXCvSU+nr3IknD1r9GV2SqS/eJ59FvjuO74+eRIoXZojI5cu5ci8uXM5EjlR2LOHD9OCkGxY2SP98Qdw993B0y+8kEGoxx/3bqSqWR9KlOB1yIpEeao6fFirERNt1OBgIrNpE2swObFf6dyZ1/s9ezR7v337GEBv2TLxv3MicOAAC4brURSeox06mC9jZuuzfHlomx09O3bQAnPfPmDMmODaWU6JxgAEL64TH34Yvi5LqVKsidChQ2grSa84ccKbotJAsHA4cSJw//18/euvHOCTmRksZtkd3BKOEyeAsmWtP//mG/4mnD1bs8Fs2pTXilOngBkzgNOnOX3HDqB7d1oKPvecsZ3cXKBfP2tbr0S5pwiCIHiJCBGCIAiCECMaNABWrgw/X4UKrDEQa6K93j596PHsZqTezJksjD1+fPh5Cxc2L8wdi188anBg2zbW2ahUiaMmS5fmSGkrD2wz+vYFXnmFr2+5hUKHnl9/BVq35nZVH2IHD2ZxQwmSCXmRe+/lCFE9sajJYDeolShPVbt3ayODo8WNN7LmTjJw/fUcQf7gg7w//PJL5G0G1gESgklNpYWRl/z+O7d9p0725j99Whs974Zjx/jbKBJq1GDQfN067wL127axWLfKJ59QJPv1Vw6QMLPAjGWtgcxMZg706WP/94j+ePH7GaRXrZfuuouCyqOPhm5DUVg03MzqMxylSrEPKi++CHzxhfX86enAtGnAQw+FbrdFC2b1mnHrraFFon37gsU8QRCEZEeECEEQBEGIIVJ0jt7Bs2aFfyDv189ZhoHPx4fQ1q2NBS29HCUdCVIoVRAiw8peR81QihZ2zt0zZzQbl0RgxQrgmmvi3Yv4sWMHcNllFILffBP46CPts48/png7bx5HMbtFrsnh6dMHeOMNb9p64w3uRyf1mpycl2bHw6hRzLBwg2q7uHAh0LixuzZCoSgM+NvJNjUryHzsGOsqHDvmfd9Ufv+dArIdatTgeavyzDOavWQ4e9HevXmeA9wu27bRNuvXXykoJBKB1w2rWiRly3J7RPPeJgiCEA9EiBAEQRCEGJKRARQrZn/+jh2BoUOj15948eOP1tYMgLuRlO+9x6KNubnm2zjawcpw5OZGNnLbC99lQUh2rESBq66yl3Hmhn37Qtuc9e8fbLkRL777jpYhKp07A0OGxK8/iciOHbTzAnhN9ftDzz94MD3q9+3TpnXuzOmCfcaN40ABt2zcyOC+GXXr0rNfZd064JJLmJlol4suosWbV9x8MzMhjx/nyP79+5ldsW0bR9/Hyj4tFLEeHBMq8hSNwRqffaZlliYKZv0MFNkPHAAqV45dnwRBEGKJJO4LgiAIQgxxWifBCxEiXCp7PAglQgB8SFcUWowcP85p//4bepkPPqDthpXQU6YMrTnixZEjzpfJyeGfoogIIQhffWX92apV/P/55wxoNWlCf/9IOH6cbYWrtfL88/EfHe/z8U8vQgAiQpihihAAsHix+TzNmgGjR/P1U08ZRYgffhARwik+n1GEeOEF521YiRAArbcURfu77DJnIgQAbN/uvE+BqPVEAGZYqNkG2dmsU+Lz0VKpcmVgyxYtkzPapKXR4jFwXbEO0k+bxv+pqVpfDhyITIT46COKiX4/bddUYdHnSzwRQi2gfc012jXb5wvO9BMRQhCEvIwIEYIgCIIQYxSFD0pq0cZQBNYFcIMXftjhaNnS2fw+HwPs4bjgAqanKwqDP5EycWLkbbilcmWOCLXLqlUUH0SAEPIKn35qDL74fFoQyQ7duoX+vGlT4OWX+XrhQqBaNY5+1weRnVCuHIOJdvjkE3frUClShNvjvPOYYZGRYT1vdjaDdyppaYmTkZEMqGLNmTPWxYxnzgTatDH/LDeXGXZCeFq1Cg4yHzkCfPmlt+uJpA6ESkoKzyU39OvH/4FiRqgAe+3a/O92nU6oX5+/J1NStGvvvHmsRWUlhLi9boaiRQuu+5xztL44rYGQm2t8/+abbKdAAZ6zBQokrg2qKkSsWBF6vnbtot8XQRCEeCHWTIIgCIIQZ0I9MJ1/fnQeBrt1o4VHvOnXD7jvPo4M/OYbbbScysKF9Pjt3z/ydT3yCB8CCxeOvK1ICNzfqk/zvn3OR3AKQqLjxpLs8GGOHg7FgAGhhYnMTOvzqUIFChaPPEI7llBs306Ll3C8/LIWjLRL48YckX/ddcDSpc6WBYCBA7mdwhVLFYJRFOCGG4AlS8w/f/991pFo0gRYvty6nUDLPL/ffnHevI5ZTZfNm7UAvJfr8ZKxY3ltMCM3l/v7hRdYyPj774Gnn45sfX5/9APnTtvv0oXfTfCWVatoIxiKNWsoHAmCIORVRIgQBEEQhCixYgVwxx0c8dulS+yDE7Vr86H/8GEG8n/6iVZHiczZsyww6PdHngkwbRpw223xFx4EIT/i99On/d57gV27nC37668cSR2q7ZQUingVKgR/vm0bLVKOHKE3e9my1m39959RjFAUFthVC5+Go3hxXrecMGMGbVIaNQo/MjYU27cDCxaEt7qLJxs3UmhNpMyuZcuAhg1p3dWsGYXwGTN4v9YzcKAWZFYDuVdfHVyL5I8/OLJ89mzj9ObNgalTo/MdkgmnQXA12G+XaEYzsrONvyH063IrHrRrB4wcGVm/nGKnr7m5zMSqWNH5NS0ZKFYMeOABFiD3gldeASZP5u9sN+TmAn/+GVyoOi3NWS05QRCEZEPGawiCIAhCFNi0iR6wx48DXbu6L9A4erT7h2z14ahiRaBXL4oQgX7hiRTAKlyYwcWLL/YmaNW8OfD445G3IwiCfVTbjwIFgCuuMIoQXbow+KvWvrHywQ51vXzwQc16o1w583kqVuT/c89lbZjixfl+wgRtnh9+4LU1MCNCUcKLECVKaNY8qvXd2bMMZofj55+BO+/k9S6UCKH3u7fiwguBgwfDrzNe9OvH+5CXIsTff0fexrXX8vjZto33akUBbr+dApe+WHGXLgwKHjyoWQmaFUS/++5gEQKgGH74cOT9zesULMjtrh7vKSna69xc6/NAXcZLcnON1j+NGxs/V69vkRBrEQIA5s/n/w8+sJ4nJYXXynvuCf7ssceCp7VvH369iZTlmZ7unQgBaNc3N2zfzu19993Ga72iiAghCELeRzIiBEEQBCEKJKo/bSw4cACoVIkiSiL43BYvzpHRajBSEIToEem1z+rJpG5djq43o2DB4Jozfj9H965bxyK3JUtSLChZMvy61GyOK66w7qc6qrl1a2Ptl/R0oGhR82WOHwfKl7duMxDVoio7G6hRA9i71/h5nz78Dm+8Yb/NvEBWlveZbuqx8PDDzMixQ/Hi9vz91Uy//ErTpqFrrTiNRhw4YKwr4FU04++/maUE8Jw7fpy/Zczo3Rt46y3t/RVXMMsmVHH4V19lnZxEwOw63bQpMGeOJgSZkZGhiTGSbRoZEoUTBCG/IkKEIAiCIHjMxx+HHlH79dfmhUVr1gS2bo1ev2LFU0/RW/jMGW8KSHqF/OIRhOhy1120mogERQFWrw7vo+2U7Gz2b9as4PXZwYnAsn8/UKVK8HQzz3whMTh5Epg0ifZM55zjrXBw5Ii5hVh+IdS5U6IEkJpq//x69lnWt2rVyigATpnCQsjR6mc4zCybMjP5V7w4rTEffTR2o92vvpr1CA4d0jLE9ETyXYcOBZ58ku0eOeK+HYFkZdFCUBAEIb8gP4UFQRAEwWPC2Xo895z5KLstW4AXX/SmD9u2adYhsWbwYD7kRkuESEsLLmqtctddwIkTwZYBY8ZEpy+CIGhEKkIAvHbcfHPk7QRSqFCwCBGqCLGerCxn66pUydx2yeeLTBCdNo1WV4F2MfmRmTO9ba9MGVr5Va7sTIQIJSypVisiQlhz9iy3Yc2a4dv66SeKEIBRhACAli3d9U8l1Dl+7bWhl334YeN7db8XLszfQQUKMHAfS8ud0aP5v1IlihI7d7KmQagMnkGD7LXdsSP3qxMR4oEHws9z4gS3W0YGs9KSZfDIXXdFtvyZM970QxAEIVkQIUIQBEEQIuC117Q0dZ/PfsDq0CHj+/r1OYL2iy/c9yUtTXsAvvhiPgDb8fBNBNR+q37rAHDppcAjjwTPW7w4fXXNbJ+mT2dhWr3fbmZmcKBAEATvSE/nNcwrTp92Nr/fr9npPPgga0E89xzPfytBdvx41vGxg12f/zVr+L9AAbatvzeo9klORQ09zZsD1asDixa5byPZUW2vmjWznqdateB7rB1Wrw4/T9OmPK6ysnjc5ebS7/3wYb4XjLz9tr35AmudHDvGQvIAULUqz6EnnmDh802baMWmKMCVV2rL2C0wb4aVzdD33wNLlwIPPWT+ea1aiTfQITWVv59UVq1iLZzPPmMGis8H3HILt5/eRk4tzK6KPV4ycWL4ebKz+b9IEU3ASk/3vi9eM316+HluvZXWXytXsrbPkSPab9SyZaPeRUEQhIRCrJkEQRAEwSWHD1v7B7vlqqv40OiGUaOAtm2190uWANddx5FwU6ea20FFi8BfF888AwwcCKxfT7/2HTs4OrlLl+D5y5QBTp0Kv46JEzmKsl49bdqOHQxgNGgQ8VcQBCEMW7fyGli6tPNlb7pJK6AaTdLTGYQLDHT6/cGjtRcsYL/0vPiifYG4XDn6yoeiUSNemyOldWuKP+++G3lbyc6xYzwG9UWx//zTeqSy32/MZDhzhoJ1uXIMOg8cCAwbpn1+xRU8Lvr316bl5tKG8Z13rPtl9pStKKx1ctllob+T2fGZTDi1IfvoI02s69YNGDCAr5s04XmpbzeQSy6hGKRvw22fMzIobmzZwnoJTZvys6wsY+HlH35gZkAi4uS4ycw0fq/zzwf27fO+T044elSrpaNaTOUlbr4ZmDs33r0QBEGIHyJECIIgCIJLNm82jjoTNDZsoOAQCXYepjdupE9xuXKRrUsQBGckW72D9evNg7+KwtGqc+bEvk92CAzECtaY+fTbYfBg4IYbWBBdj1kb774L9OwZur2HH6ZAd9ttwOTJtKVxah20YAFw443OlkkU3FwbJk/mQIJHHtEGeFSqBHTvbhR7cnKMgpMQmt27mUXllIMHKe7F0k4qFCVL5j0LI4nCCYKQXxEhQhAEQRA8YMcOoEaNePciPlx7LbBsmXHaE08YR5S64cwZjkQ+coQFvlX69weef56v9SPnBEGILRkZ8Q9UNWnCDCrVFmnQIM1iJFZUrQrs3RtZG716hbexURTa1Rw8GHmdCEVhRko06nFEi5QUa/ujdu2AkSO19+GEiJQUFjeePNm7/qmULh06q099+l682Ho/bt+enL8pvBIofT4KDjk5zD7ZuBEYOxb44IPI285vrF7NbFsnqMdorDMS7GSV5QUqVnRnHycIgpAXECFCEARBEDxi61b6BScC119PP9p44fWvC0UB9uyh9zdAkaJkSW/XIQiCM5YsYfB89ux498RIWpqzgsPxJj2dXu0rVzL4XKoUULCg9rkafPc6A0W9TiezBZCeQ4eAc8/Vvs+RIwz4RYN9+4DzzuPrc86hL78VgffDr74CXniBQd6VK+0tk6gsW0YLyMaNgXnzeIxGI1MqWbZHNGncmMfciBHG2g7hyMx0Nj/A2jqlS7Potd7yU/CGBx5gdpW+xokgCEJ+IYkSqgVBEAQhsalZE9i2Ld69IPEUIVas8L5Nn08TIQARIQQh3qSm0s4mkUSIAgWA995jloaiOCseXKSIVvA6lowaxcwunw/49lsWLtWLEIBW8Npr3NT2SGQqVWIQXN1e0RIhAHrpq/sklAgBAI8+qr32+ylCAOYiRP/+yRV0V4sJL1rE4zYaIkSvXt63mWyMHMkMmnHjeH1Tj3E714UiRXhM5eby/6FDwIcfhr5GlinDtidN8vRr5DmuuYYZeDfc4Gy5iROZpeLzMbNQvz/VvzFjaCl44kT4a4wgCEIyIRkRgiAIguAxn38OvPyy+WcPP0x7Abu8+irwySfeBaJq1WIRRi+xU0xSEIS8RTKMon/nHQbcLruMAZ1YsHkzULu2+Wcvvwx8+ikL327ebH80bDQzF8aNA1q18r7dRGPMGNYfiCeBRbLNMLt//vUXCzJfdFF0+hUp0TguT54E+vWjCLF/P1ClivfrSBYaNQo/uMSr313ly+cPa6RIyM5mQftHHwUqVHB3/N98MzOInCC/rQVByCuIECEIgiAIUSISr+QePYCPP/amLYD2KS++SP/dWAQQH36YgR9BEPImiShEHD7sbhR84cIUB+JJlSr0Yq9cOfgzt0WY8zpqMLBMGe6/QoW4/48cCb9s6dLAgw8CP/7ofv0VKjCbpUYN1u5wwnXXAUuXBk9X9/WGDebF1QHg2DHeywPRHxtmT/g5OdxGKn5/5MfTP/8ADRtG1kYo8lukwu93V4zbq+2kZkkEZmUJ8Se/nQuCIORdxJpJEARBEEzw+ejfHAlDhgC33MLaEXr8fuCHH8yXeeAB/j9zxtiXSO0OevXiSLdYBbGcZH0IgpB8JFJQJD2d/bntNnfLeylC6Asm2+HwYaBvXxa7rlSJ3yPwT4/TgHeyk5ICfPYZ74nq9jh+nPfRp5+moKAoWoD98GFtvuzs4PbGjOGyJ08C994bWd+OHuV/N/tEFSE6djTf1zk51sezei+vXp0DDMwyJt98M3g5vQgBUOyIlE6dIm9D0HAjQgDe7Qe1SHj79t60J3hDIt1vBUEQIkUyIgRBEAQhgMAH+oMHGSAKpFQpBkcmTTIGNF57jfYbZqSl0d9XHe14+eUckdmwIUdxBo5yPHmSnuHJyM03A3PnxrsXgiBEk0Qaof/II/HPxFIUZ9sk8Eks3Kj2SAowN2gQnRo+scLtU6uicOR+mTKs5aSSCMfuDz9QjNBTu7a1hWK9esC6dfbazsnRAttbthgtw3bvBi64wHl/A1m+HLj2WqBnTxbfdcL48UCJEsBdd2nTvv4aeO45vs7NjU7NiUTkpZeAL76IrI1oRHXU+gXlywNnz3rffl7k44+BN96w/nzePKB1a2DHDh7/VkiUThCEvEo+ubULgiAIQmjS063rMOzYETxtwQItayFwVKWVCFGpEkUIAKhblw8Z//7LzIvVq80LMEejKHPLlsCePczYiCbPPBPd9gVBEPTEW4RQUQvDDh0KnDplPd+zzzIgbFV4dvNmCt45Odq0a691368KFdwv+9FH7pd1SpEi3rbn81Hs14sQO3bwPvj2296uywlr12oihFpI2OcLXcfJrggB0F5HPa5UEWLcOP6vVs1YFNcpigK0aaMdj05FCIDWWHfeacwI6d5de51fRIhTpyIXIaJF0aL8ExHCPqFEiO7dgZtuYsHw4sVZ5F2Pvqi4SnY2s8Cys1nzyKrAuCAIQrIgGRGCIAhCvufff0MXDXXiz92rFx8W3n+fmRRZWXzgtyIzE3j+eeD774PXl5YG1KnDQJWXhBqB6wZ11GJgO/ILQxDyB2bXENU/P5p07co6AV4zbBjQoYO7ZU+fpnig8ttvmuWeyt13A1Om8Lr511/AHXfYa7tvX2aaRSJGJAtXXw2sXKm99+p+cuiQeR2OWNGvH3DVVcCtt/J9LLMyvviCWRCBxcm/+87ZwIHAWhNOKVWKgy9q1HDfRl7C7jGQmmq8tpjhRd0PlbS00CP2BXc4uZZlZlII8qo9QRCERCCfjDMQBEEQBGsmTAj9udVo1TfeoK/3okV8MFcU4K23KEIADHaEEiEaN+YDhl6E0LNvn3ciRNWqwR7UkyYxqKVSrBjw8svh2xkxwjiCUR21qCjAr78CTzzBB2ZBEPIHq1cHT4u2CAE4FyHMagYAvE7rR/y6FSEA1i1QKVRIEyG6d6forSjAtGnadfP22xk8tDMy/9VX3YkQoYT2REUvQpgVdXZL+fLm09VsxWhRsCD3/csvayLElCnRXWcgL7wQLEIAtFWy+p1jRkoK0K1b8PSLLw6/bEYGxToRITRyc8PPU78+j9EXXww9X0qKd9fejz/2ph1BY/p07fX+/cCcORQbrOjTJ3R7Xl4bBUEQYoVkRAiCIAgCKCR8+ilwww0sMO2UOnXsF35cs4aZEpdfDjRqZAy4/PGH0S950SJ6ev/vf877BNATe8IEih6FC3Na587GYtkPPaTZNQDAzz+bFyo8dMi9N7kgCHmbPXtCC6+JjqJ4V5NHfbrSB3X37QPOO898/qNHgXPPdb++9HTjqNn161lLQM+ePfZrAtSrB8yfb6xZNHo0rXi8Rs0gURQWX96zx/j5rl3eH1d+v/uiwG75/HNjEPn224GZM43z5OSw2LbVcRIp6nHZtSswaFDoea++2l49Ef0x/tVX2m+VL76g8DF4MNClC6edc05oq7L8SDQyYl58kdlTgce4k6zVQGusihV5bHpBSkr+thcyq2U0d65xYJDKsWPhLfWeew7o39+z7gmCIEQdESIEQRAEIYDAoo52CRQRzBg7lg8hZpil1Hv1kLpkCUWPt9+mfZTKAw+YZ4R89x39ywNtRgRBEMywEzAJxZVXmmdWRJtduygCqCPie/YE3nvPOE+dOrx216/P9y1a0HKpbFmtVtCOHRzh3r27+XXb7hNXo0bA339ryzi5B6xdSxEh3kWY69dnX6zo0wfo0cP6/hML4iGcLV7MWhVTpgTbdQE8DtVg7/ffA7VquRsYYcabbwK9e2vv7RwjDRsCy5aZf2a1/Ny5/C3UqxezQITQPPkkreCKFAk9Mt4N6vVAxWyf7dnDTFc9p08DV1wB7NzpTT/GjeO51rAhsG2bsVaLoLFxI3DppXy9bBlw3XXhl1m1ioOa8ks9FUEQ8gYiRAiCIAiCCfoHtjVr+EPfDjk51iMts7K0IpwFCxoLkO7cydGggbRoQRuPaCK/BARBcMvnn7NQ7cyZDKK7Ye9eBvB/+43XyDNnIvOgd8P993P9dvH77QV/qlfnSPH77nPbM1r5zJkTfr5u3YDPPouOzVCrVsbMuXD078/6R3qWLk2s+hbxFmxUuncHvvkGmDiRx2EgenHKLoG/MYDge30o//kPP6TVpNk2Sk9noV0z/vzTfs0TQSNax6J+n9ety2B3qHmi0ZcDB7S6LIrCTJvixdmf//7jdXTSJPeZv3mJI0dYQwgA/vnH2bJqvTZBEIRER4QIQRAEQbBg797gkWJmbN3KkYtAsEWGHv3D3ejRwKOPGqcF3pGbNQNmzTJvq2JFWiW5zd4A6Oc8d6697ygIgqAnIyN6vvrvvsvR4c89F5323fLff8BNN/HeoBactmPx4+Rpa/FiWum54Y47gBkz3C0LsE7G1q3RqSmRiE+cTgKujRoxs9Atd9/N+37p0hyUcPo0ra9yc+2Jbk6Dw5MmAffeq703Ezn09jvDhvF3RfPm2udnzlgXK16/nqPcv/giOINo1arkrEsST44ft65fYpfAAu+pqUDJkvaOnWrVmB0GhP7t6YazZ62Fq4kTgQcf9G5d+RkvC5ULgiBEE9FMBUEQBMGCcAH6Y8f4w18VIQCgaVPjw//atcCmTRzlpKdNG+MDQ+DIRUAbFWWGau9UqxaDCaNGhe5roBc1wBR5ESEEQXBDNIv79uxpT4RwUlehY0f3/VGpUYMiBED7GTsihNOivGYixJ491oE8laefpoATCSVK2A8gnzgR2brizcGDoT9XLVIAIC0tMhEiK4uZjaVL833hwrQxS0mxn/mjKPx78kl78+t/hwwZYp5poc/0LFrUKEIADGKfPGne/mWX0bbx33/5Xn8uXnWVdWF4wZxy5bh/MzPd1U9QFGD5cgqlKqVK2Q9M796tFSv3QoSYPZv/x483v3bt28d1iQhhTqjr07BhzJCbPFm7Lji18RMEQYgnIkQIgiAIggsWLmQgITAQtXQpHw7UB7rLL6e/eLgiz2YBrRdesJ5ftXhSadOGDyI//WReULRZM+P7RBydKghC4qIozIJQPf3NAkhPPeWu7fr1gQ0buI7XXw/+fOVKWuQFEijwhmLoUHd9M6NwYXvznTkDbN9u/XnHjrxPqHUmAI6QD+SCC4Affwx93R40CLjxRr6uW9de/5ygBtEBFlotU4b3NiueeoqFidUgWbxR78nqX5UqoefftEl7HU4ECsUVV3hrMzZ0KLenPuAcjk6dzKfr60U9+qj5PGXLMhPIivbt+T/wXLSqLSGEpnBhdwFln4+/I+fP975Pbrj1VmbsPvRQ8Lnn88kgmFBceKFmZQXw2vvGG8wsSU0FnniCg55atoxXDwVBECJDhAhBEARBcIjPBzRp4k1bmzebB56A0KNtW7c2n/7YY/R2FgRBiJTcXFoF+XwcvV2sGANLp04Bv/5KGx/9iMxbb3W+jh9+YBaAKtZ+8onx80OHOMK6fn2ga9fIv5MXZGXZm2/0aPPpajDuxx/5Xh257PNxZLSKPuvkkUfsByg3bLA3XyCpqdYj7k+d0l43agQ0aGDuN69y4YXAOee460de4t9/ud9CFe92w7x5DEwGThs/Pnheq+P1uuuCBzWYcfHF1p+ZrQ8AunShdVnr1qwVIqO17WP3+pLo6LOFBfsEFgk/dYqi4bZtvFckgrArCIIQCVIjQhAEQRAcMmUKC0v++Wdk7VxwAdPhw/H33xyR2K6dcfrJk8ZRqnoUhSMnO3fm++nTgfPPZzBPfGQFQQjF4cNApUr25k1LY8A8Jyf8yO+dOxmgtkv9+sGZEKdOcTR+IqC3w3jlFaBfP/N5VH7/3dwiJ5Ho1g347jvt/bXXAn37Ag8/TFHIDjt2ONvPscDqnpeS4s4Kxw05OfbsvCLl2DHat7zyijYt1BO/um1+/pmjrDdvBho2NNaQqFDBPAPJ77f/nW64AVi0yN68AjB1KkW/cuXs/WabN4+ZMopCMcOqXpmQeKxcyRofblizhvdKQRCEZEEyIgRBEATBIS1bMrBvxoABHEWckcGCjaEYPNh8ek4Ol1XtOq6/HmjbVvMAVilThl7qlSoxjVvv7e3z0Y5BHal8551AvXriIysIQnj09h6PPGKdtQXQmmX9env2MykpDJLaxSyjoGRJ+8tHA30gVX8t7dePwd/sbI5e3bXLaLkERE+EuOsu79rSixAALXZuvtmeCHHwIO8xiSZCANYWUVlZnJ6T43yk8cGDPPbvv19rPzBLpGtX2jUCWlA/2pQvD/zvf3xds6ZW18QKte9t2zKLpWFDTvf5OP3GG4GjR4PtdQoVciasDBtm/dmZM9x2MkRSo0ULLUPqpZeMhcP/+08T0ObNM9p1+XzMdFGU2Ilsgn30QrpaoPzqq4ERI4CCBZ23p6/1IgiCkAxIRoQgCIIgRMBXX4Wu5WDF9OkUB/ToRx+qrFxJW5KsLI4EPnKERSKtkLu6IAiRkJnJoOzKlfZ86LOy7NdMcMJHH9EXO5BEF1LDZZzt3s3vNmgQ38+cGVzDxw333gtMmkT/8OHDI28vkCJFgPR0BqT1NY9uuQWYMYNilR2bn3ij3zdm98sbbzQftX/PPZqg8NBDHHRgViw9LQ14/31mkYRaT7Jw221a4WEv2LYt2Oppwwbj75oCBYBx47wX7o4c4e+1n382Ts/LAzTMflcKeY8zZ4xClVP27WPdjkqVKDyPHct7VdWqeffcEAQhfogQIQiCIAgueeIJFod2w65dDNqsW8cHfQA4flwbHeWUm28GvvzSmBUhCILgBDv2SrFEUYDTp5kFsW0bR3lbZaPZYcsWjhAfNsy6FoLT/gUGabKyuJ46dUIHANXAkd/vbhRsrMnOZj937ABq1DCfJ9GfKvX32P/+Ay66KHie0aOZGRCKRP+eXnL55Vp9i/btgZEjI2uvYEGKnKqVzNmz1llOZ8/aKxSuns+3307LTKvA6TPPAAMHmn/29NNAjx6Jmc0TKRJIzh9kZLgTg5cvpwWfFWbXO0XhPSEagxAEQcj7iD4uCIIgCGE4dSrYksDncy9CAED16rRT0o+EtWs5MmECi4rqi8TOnSsihCAIkZFoPtM+H+vgFCgA1K4dWoTIyGBQf+7c4M/uuYfXyZo1+b5DB+d9mTOHIkNurtHm59NPjfMVLkwbvHCWNSVL8vsVKGA+sj7RUMUSs+B9MuDzaSLE8OHW36NNG+DDDzlAQFGYIfToo9rn+UmEuOEGY5HtSEUIgGLn5Zdrv6NC/e4pUYKZJ2YcOsSMCZ9PExX/+os1tcxITbUWIQBmKF10EdC9u62vkfCsWaNtYyF/8OefwG+/MZNx/377y1nVmlNRbWQPHuTAgF27KLIXKUJbwKNH+flff/F427+fGU2KwnutehyKTZggCCqSESEIgiAIYYjmKOG9e1lEGgA2beIoWpX0dP4vVsy4jNy5BUGIFvfeSwuafv2Al1+OTiCrRg2OSPeCwOths2bArFnB86k2dyodOwI//miv/bVrg0WaoUNZhycUduwyWrUCxo8P3494YvY9li5l/SKVN96g5VSioR4f+uyURx4BRo0Sy5pwJEoQu1IlBjtzc4H33qP1lVXfzKzRVq4EGjRwvt5I7W5ihaKwXtjBg6zxkpICXHABsGdPvHsmxBO7zwr9+gGvvhrZun7/HbjvvtDz7N8PVKkS2XoEQcgbiBAhCIIgCGFw+jB+7Bhw8iRQoQJTnkP5f6sja80CIg0bGotTmy0rCIIQC6ZNY/FUM2bO5AjynTujN2L++uutRzurKAo9+s2Ch6tXA1dcYZwW7tq+Zw89ss0It+zw4cBjj4We78AB4LzzQreTCOTmmt+jTp4EihblX6Jh9769ezeDtkIwubmJYRt2/LhWtDkU/fpx9Hbt2qyXoqdHD6BPn+Blzp7lcawOCAlk+3ZrK7JEIVEEIyGxCPWMMGYM60Ds3csC9TNncvqUKUDLltHpz3nncX1yvAqCIONABEEQBCEEc+bYn3fPHv7wL1eOD67nnKPZO6h/+/Yx+KS39jhwwNjOPffwfygRAtDSnXfvtt9HQRAENzRvrl23OnQA+vfXPlPtUy68ENi6lfVqvCacCAHwevjVV9r7w4c5QlpRgkUIgAHIGTM4SnPKFOO1WlGsRQiAlj1Hj9Jb3qzdxx8PH3AxC+5v2RJ6mVizf7915kCZMokpQoRiwwbj+2rV4tOPZCCcvVissCNCAMArrwCbNweLEIC5CAFw/lD2UF27Aq+/bm/9sUCtS3P//cC779oP6qoDYnr21LJthbyNz8dM60DS02k3N2ECsGyZJkIA0RMhAN5LZsyIXvuCICQPkhEhCIIgCCGw+5BXsCALt7khcNSh309/1Ycfdt6W3NUFQYgVkY5sfPJJWhw5aWfCBNokrVsHPPAApzVuzAy033/X5uvQwZ71UqT07g28/bb15+Guyfrv3rcvg6nqcoECQP36DLK2bQssWeKuv05o3hyYOjX66wnH0aMUitRaAA0bAgsWhC/MmpISvP1//plBuMAg+/TpwNVXJ0e9jlizZQuzDAAWtV22LL79iZQWLYDnnwfuuEOb9sEHtHyyIlF+W6WmcpCLINhl2TJeM++4g3UcnFC1KrMYvKJwYYr4giDkb0SIEARBEAQL5swBbr01/HyffAK88AJ/YJuhjmAzY+5cBrLUEUkTJ3KkG8DRQ7170/PXLv/+y0KQgiAI0cbvDw7oXnQR0KgRAxiBhZzNSE/naN1Fi0LPd+AAg8Rmo7T/+INBc5Xp04E77wy/7kiwK56YWULpOXKE/W3fPrjNfftCZ2VEk59/puARb+66i0VYzQi1bTduBOrWdbauV1+1d8zmNxSFGVAvvBDvnkSGWl8iECdCqFXkJCODFlKxsFpT+ztyJK8bXlG7NjNEhLzF2bPmdoVDh7Ig/aWXer/ONm2YFXj33cGf+XwU1JKh/oogCNFBhAhBEARBsMDJw+lbbwG9evH19dfzh/2PP2r2SYB5EUX9+z/+YNDFSb/uvddoQ2D1oC0IghAtrDzc7Yq5Vhw4AFSuHHqe224DZs8Onv7ddxzJ/dlnHBm/Zg2thPbsAX79lcVr69Z1V8Q2sFCzHqsRpG6euC6/nIWyI6VZM2ZTvPYasGuXdd8DOX0aKFUq8vW7RV9QvGxZ4MSJ4HnMtuv//me0DrNDshQmjidr1oQW1ZKB+vV5HAWeo1dcwYEc4ahYkcH6MmUoom7ZAlx5pfm8XkZZTp3i+nbtAq67Lvjzli0TI3tJSCxOneI13MpeL55IFFIQ8i8iRAiCIAiCBXaFiC5dgO+/tzdv4F1Xv479++lVbpd16/hQHW4dgiAIscTMVsgNL7/MArT6dn0+juRs3JgjeL0ofNmxIwWLMmXsL/Pii85qYTi9Lp85460I0L49MGIEsH49UK9e+PmtClRHk6wsWk799BP3cTgCi4nPmqV54evRb3t9Fk+/fjzGBHvk5HB0tZPzJNFp04ZZSaplTUYGUKyYcZ7Zs4MF1ZtvBubNC922V7/FAq9xge0eOUKBRBAC+ekn4OBBitDxplYtrQbS2bNA8eLx7Y8gCPFDhAhBEARBCEOoQNeiRUxt1ltozJ7NIFmRIrRZatqU2RJHj4Zfl927ck4OUKhQ8PTvvweeespeG4IgCF5iZtXklhEjjLYjVtdhvz84YK5elwOXmTcPuOkm87bWrQMuu8x+//RC8KBBDKAPGxY83+HD7uoOjB7tvTXStGlGCyu7qPel06eB0qWN07ykUyd7AoSes2eZNfLttzxmzAjsa3o675/62kyCOV4IfclCejozTB95RJuWk8OaElb2YKGIlhChov7eu+km1kwRhFgTynrWbF5BEARAhAhBEARBsGTxYgoKoTCzW7LirbeAjz4KPY+Tu/LJkxzFO2QIRzxlZ0tgRRCE+JGW5q29TUYGA/l33AFs2mQ+j6IAO3YAPXsahYBOnVh8+MorKUro5w8ULlatok2TVZ0fKw4fBipVCj/fo48CP/zgfgRoNILBo0bZFzquvx74+2/jtAULgBtvdLfuEyeY/VCpEq1D/voLGDuWllleM2cOBwMIzvjzT57LTZrEuyfJiVcRllA2cIIQb6ZOpVBnF4k8CoIAiBAhCIIgCKaEGtn7118cOVesmLkNRCisAkrxsMEQBEHwkvnzaVnilLZtGRh3y4IF9gKmZ84ArVuzHo8VAwYANWvyWt2vn3Fev5//Dx+29moPhVux+MABbqPHH6eNlBfk5prf4+bMocAweTIFoJIlrduw+xTptUBlFycDBQQj+Xm7/fkns7GOHOGfm4wmL4699HT74uWkSawZpqduXWDDhsj6IAiRcNtttMwDaGM7aFB8+yMIQmIgQoQgCIIghODrr4Hnn+drLx4s9+wBqlXT3k+cSPsmQRCEZMbNtfH882lrl6yUKgUcOxZsk9e8ubnY4fapKzWVGQOdO4eez8ymSk9ODjPpypfX3qt9N+ublQUgwCyUCy8M1/PQbehJS+P/IkW8s/eSp1z35Gch4uRJzYLMyXYYPhx44gnjtKVLgWuvddePBQtouxSKyy+nnVn79lrW2MaNwKWX5u99mF/p2hUYODDevTBn1y7j848gCPkXGXspCIIgCCF47jkGM5z4oIYiM9P4XkQIQRDyAt9843wZVYR4/nlg925j4FgdRQkA1atH1rdokZpKO6fAe8O0adp948QJZh+o2RR2ufhi4PXX+Xro0PAiRLh71ObNDPCrIgQArFihvc7ONs5/+nRoAeGii8zXN3Agp3/2Gd/n5GifvfmmNsJ71iz62//8M98XL84/L0SIN9+UkeCRoiiacJXf0BfjnjYN6NDB3nKBIgTgPGtKxecLL0IAwJo1wDXXUIR4/HHggw+Y0SXkTxJVhAAk61sQBA3JiBAEQRCEGHPmDH+Qu/ULFwRBSETy8whcr56obr6ZFlcqJUqwIHMkWGXz2c1WCIX+e193HbBsmfHzxYu1Gh316rHINwCMHw889FBk67Zi82agVq3otJ3f2LsXuOACoHdvoF074JZbmA2T19m9m9/bq2uanevDnj0U8J57DrjkEmftt28fXKx99WrgqquctSMI0aBkSVoMHj1KEfu99yiaqXTqxDpKAHDnncD06dpnikIxf8YM4PbbI79nCYIQf0SIEARBEARBEAQhYgKDdkWLsuB0fsCrJyqvxRw79YcGDaKlhxn9+zOT79VXve1XtLj4YmDbtnj3Iu8werT9oub5jWLFWMfBDuGsPZ3Ug9Dz9ddA9+7h5/v+e7b/2GPO1yEIsUZRaNdXuzbFUD1pacxEPH2a97cKFeLTR0EQ3CMJUoIgCIIgCIIgRMzWrcb3eU2EsCqo3bevd+tITdWKzg4dGnreiRPDt2fHDiNUoPn55zURIjsbuO8+e1ZZgTaE0UK19FIUBntFhPAWs6yV118PDg7mR+yKEEDo8/Cvv9xnyN56q735unRh1kSfPu7WIwiRUqmS9b3yrbeM730+ZgOaXWeKFwcKFgTKlWMh+Ro1WKtJEITkQTIiBEEQBEEQBEHwhP/+46j0ZKdZM+CNN4Dbbgs93/ff08u9fHkGRQBg+3brGgp2yMoCfvsNeOQRd8urHD1qrAkRCrWvp0+zCLd+morZU+OJEwwIecXSpfZ99e++mx7+Ttiyhd+vShXnfcvPqAWcA4+J3bspTH31FfC//wUv98svwKOPxqSLCY/Z+bNrl72i7+HIyQlfX0VRxKc/mTl4EKhc2frzli2ByZP5ukcP4JNPYtOvUDRrBsycabTLW7yYmXZjxni7Lq+jmur5cvPNwJw5+dt6UhC8Rm5FgiAIgiAIgiB4gtcixIgRLMBZogTw77/Ad995274VM2eGFyEAjjS+9FJNhAC4DcyKdx8+bC9YcuON7kSIoUOBYcMYlFQU+yIEoGUVqCIEQN/uTz+lMBLY78aNGZjxUoQA6CVulz/+YB/s1tCYPJlWH+edx+VOnzZ+npVlLK4taJQpYx6Iq1aNx8bzz/P8DOTRR+1l7uQF7rrL+rOdO82nOxXSrChYkP83bw7eT2PGcJoUsU4uli837jO9CPHGG9o1W/1TRYgDBxJDhAB4HwUozqvccAMFSi8ZPNi7tnw+/qmi3bx5fB2rLD9ByA+IECEIgiAIgiAIQsQ8/LD3bT72GOsXdOsGXH458Mwzmg3Pvn3AgAEUAhKN558PDghWqsSAhs9HgUX1jb/vPgZxFYVBw+XLjcsVLRp+fR9+CDz5JPDEE+FHRttlyBDaMgUWB/31V45qjQaXXWY+Xc2S6N/fOP2eeyhS2SFQNFFH+Kt/RYrwu+qnAawFcPCgtr9GjtTayMhg4E88Bnh+Kgqwdq1x+gMP2Fs+M5P+78mKvsAuAPTsye2xdy+zHjZsCF7mmWe8C6L6fNq1ULXFUxQtI0UfDBYSn4wMZnDl5FD4VUlPBz76yHyZIkUotALA+vXAokXa+2jTooX1Z82bm2fYnThBQTlSmjbVXjdpwgELOTnAkSP2rs27d/NvwADreYoWpXWiIAiRI9ZMgiAIgiAIgiBETDStC66/HliyhK8vvpgWUMnA2bP0tDbbNh98ALz3nvfrtPt0N20agy9PPx1+3yWKLcXWrcAllzCompoKXHml8fODB9nXSpWs23jmGWbZRINwRYnzA0OHMpvGLWfOBGfGlCsHHD8eWb9izb//UpzZulWzpfnnH+Dqq43HyKFDoS137LB3L1C1amRtCJFTrx6wbl1kbaSmhs8MC7RK27cvNvu/cWOKG24xuzdlZhrF9o8/ZsZHNNi9G7jgguDpgdfs/fvNBZw+fVgjRxCEyBAhQhAEQRAEQRCEiFm9GrjqKuD88xkY8Zq5cxl4LlPG+7ajhd8PtG4NjB8fu3Xaebrbuzc4IKNmmnz5JUeYXn01p69apb2OBvv3AxUr0gpr9GiO5D17ljUgihSx14bfTxFCHzyaO5f+3oGULq3ZMjkJrHXpwpogdsjvT9iKwuC7m+LhubnMHDpxghkvkQQ+ExFVTAskvwtYgsZff7G+ghlz5tgvUp5IqOe1FV4e/7t2AR06cFsFEnhtzsoy3mcyM4HChUP3J79f3wUhUsSaSRAEQRAEQRCEiLnySs2KRPWtnjs38nZbt6a1SdOmySNCVKjAgOP+/czmiAatWzMA/+mn2rQJE8Ivl5trPSq0QAHg5ZeBBg34/uuvOYrbK1QfcxVFYeHoAgV4rFSpwgDcffdp9jJ2SEkJrquxaRMDdp07G+2W9LUhnAS57YoQAPDmm/bnzSvk5lLEUv3VP/2U1jJWqNeI0aON09Vg5TffBO8fdd+VLetZt6NOoJ3YCy+Yz7d3r1E4MztH7SCCRvJz++3A0aPGaVlZ3LfJKEIAoS0Dc3N57BcsSAHBKQ0a8P8vv/CaUq0aMHt2sC3ckSPaa70ln9pGTg5FiOxs43Jt2hjf6+8nTu5TgiAQyYgQBEEQBEEQBMEVfj//0tIYRChenNM3bmRQOSfHWMg5PzNsmLsgixVZWQxWValiPc+2bQxqrVmjFaJWlNAjU3fsAC66yPwz9cnx/feBqVOBZcvoSx8q4GxG6dLAsWNacConh0GkxYutfbp37qQglQzUqJH/PPkDRxabsXgxi9UCPHb1BdVPnjQKjUuWaPPmNexGYH77zbzGht+vncOjRzOIG6taAELsyciwVysoEbntNmDWLNZ7+ukn83l27waqV498Xbm5wKlTwfWA1Gw/9Zzp3h349lvz5dV5LrvMWNflssuYrWfG9OnAHXeICCgIdhEhQhAEQRAEQRDyMH4/H86PHKGHdeBoP8CZ1cD27ebWImo7yfgw/tRTLBp7003A/Pnx7o1zfvqJgR7AfPvfcINxdPmQIfzOerZvZwBdZcQI4PHHrdc5d66xSKgT9Mfb2LHB2QzRpm1bYNSo6LTdoIG3WSTJxvTpwP/+F16cCnfNufnm5DwX7WL3mqu/3n77LVC7NgsDZ2ZSDAxVJDgc+uCskFxcc01yXWdCHe8ffQS89VZ0179qFbM216/n7yA9OTk8D/T3zn//NdYg2rbN+nePHomuCkJ4RIgQBEEQBEEQhDzGpEnA0qXAE08wcBWO2bOB667jw3ejRtbzmY2mP3BAG5X/0kvA55+773e82LiRI/sBYPNmjuKMRp2LeKIWUk5P1zJXVKZNY00GNRDTvDlHYxcubJyvcmXWYoiE7t1p+QRwBOqVVxoLvPbqRUHoppv4/ttvGdjOyYlsvbFAnqxJdjbFT302VNu2QN++QIkSzIgJxZEjrBuSV9m7l7V07HL6NNCyJbBgQeTrbtUKGDeOGSyFCrHdqVOZzZKZGXn7ghDIiBFA+/bGaaoIlpnJY69ECWZWeknhwjzOzfjmG+CZZ5wLccuW8XfSnXeaZ3GcOcPvIgiCNSJECIIgCIIgCEIewO8HnnyStjn6ke1uUBQWnx4xgsJCbi4D2AUKAMWKGeetXZvB+0ioWZM1FeLFuecChw8nZzaHXXJyNCskJ9+zTBna5nhJ9+7MHHjySW/bjSenTgHnnBPvXiQW+uPMSdTBypIoL1CwoCaqpaUFX09Vzp4FSpbk68svp72aICQj+nPfjoVbtOnVy5sMjGPHWA9q+3bg4ou16XqxXRCEYESIEARBEARBEIQ8wLp1QP36kbfTpw/w+uv2g9UtWwK7dgFr10a23mS1dUomJkxggDcnh6Ohk4UpU3icJSpNmtBGaN26YNuP/Iz+fNb7r9th+XLg2msZ7NPXkkhkVqzQCuc6JTAqE+hRLwjJit17u6IA770H9Ozp7foXLWKNjerVo3ctCfx+EmUVBGvEEVAQBEEQBEEQ8gD16jErIlJ69HAmCKxfH7kIAdDvum/fyNtxw08/0QM6r/Pgg9y3ZiLEkiX22/FC8LLLsmWhRYhvvwVSU4EPPohdnwJZsIDbtX59/lf/zOqx5CcURftzaoHSsCGXK1fO/nVt1y7nfXRK6dLA778Dr74a/FmglZkT9MfNb79pIsSoURQ4Spemz726PXNzgZUrg9uJdBv06BHZ8oIQiPp7omrV0PPdfTfw9tvAjz9GntWpZ+tW4OqroyNC7NkDLFwIHD1qnO7zsci4IAjBSEaEIAiCIAiCIOQhRo+mH7vgjOXLWZcgPT3ePfGWRYsY3JkzJ/R8ubmadZOe774DunWLTt/0nHsuawPoqVUrfNHjWDNwINC1K22YTp8OPe/p00CpUrHpV37h+HH+XXxx/iy0PGIER43/959xeuvWLEK/bx9Qt27k6xk6lMd4q1aRtyUIZhQv7n1diB07gIsu0t7PmMHC3uXKcdCEF+eGSrgBG2PH8rwUBMGICBGCIAiCIAiCkMcQi6PkZ/Bg4KmnjNPq1TMWdo4Fdet6bxGjPoEm23Gak0N/8fffDz/vsGEsFi94y8aNzoOJTz7JUdZCeFq2pBWaIHjF4MG8dzVqZH+Zf/4BqlShGOZGzE1LY+HowKL3fr939x2zdq64gsWso7E+Qcgr5MMxBIIgCIIgCIIg5GeKFo13D8ypXh0YOZKvA0UIwHsR4pdfgLlzjRY6isLMhNxcvl6/nv/fecebdfburb1WlPBZBSqDB3P+2bODP2vUiHY20aZgQXsiBAB06MAA1N690exR/kFRWFDezYjmaIgQ2dnsU8eOzpcdPty7flx3HetojB/vTXsiQkTOBx8Yr6dZWcyiyi9kZBi/f8eOzkQIgAWfzz/ffUZZ8eLBIgTALCq9DVokGXcPPGB8X6AAsHo1s5IKFWLWkogQghCMZEQIgiAIgiAIQh5j/nzg5ptjt74CBRi4FtzRvz/w3HN87XXg4sAB2k2ZeW5nZABFijhrb9MmoE4d9/3580/gjjuCp+u/d04Oj6mff6atRs2aRhsen4+WG7ffrk07csQ88BRvZERs5Iwbl5gWJ4GRFDv7WT1uY31M7N0b3qPfSy66iDY5AAt4r1gRu3XHi+XLGYS+//549yT+6M+NG25gYP7XX4GXXuJ1PRbYsRUsX541X2bNApo35/0mFIpCC7QuXULP16wZMHMmX8s9QBCMSEaEIAiCIAiCIOQxLrggsuWnTAEuucTevLm5wMmTka0vkXjzzdgHDc47T3utKEDjxt61fcstwIQJQNmy2rTUVK7HqQgBAJdeGll/rLatPnCl1qpo1w6oXdsoQixfDpw4oYkQmZkccXzuuQz4jB0bWf/s8uyzPO7HjzcXVgAJQHlFOBHi1Cnz6RkZPDaihV4IA6yvg36/NjpcXeacc7zti1nhaj2xFCEATYQA8ocIAbDAuogQvG4DzBry+YAlSzg4olIl4K23vFlHy5bh57GThXLsGHDjjay70rAhRQkrfD7ei8KJEIAmQgCRF5AXhLyGCBGCIAiCIAiCkMe46CJg3jx78xYqxBHz+oBdy5bAtm32li9QIHoFeatVi067ofjoo+CRztGmUycG1M+e5funn/au7U2bgFde0ayNFAUoWdJ8XnX94dDbbkydGvzZnXdq7wP3oVXQXo9qm/H77/QK11tpXHstRZUvv+T7okUpqCxcyPcVKtj7DpHy1FNA6dLAgw8C06fzHGrf3jjP33/Hpi95Hb8/9Oc7d3KUsp7hw3lcFCrE5b/5xvt+zZzJY061BStdmse/389C60uX8r2ZGHXqFI+ZKlW86cvVV3vTjiC4Zdw4inGqvWDhwsHzeFUs2o6FmFUx+8D7XOnS2uvPPjNf5vBhe/0yo3p198sKQl5EhAhBEARBEARByEOoFklz59qbPzsbKFbMPGgQb3bvjv46tm93vkxKSvjg6Mcf22/v1CkG1EuW5HKPPx48TziLiXC0aqUF8wNFpl27OL1kSYpYv/xiv93mzY3CBMDAvPp+167gEaFqP8aMMU5XFNq4qNx/P0epmvHii8b3TZoAc+YAt95qv++RcOWVFD9mz2a/ixbVAnAq9erRJzwtLTZ9yqv4fKGzrq64Aujc2ThNnwHg8zGDJVo88IBRLEtJoff8dddp08aO5f+jR7XlNmywFgXzCoHXyfvu4/liVygXkodWrYAyZbjPza55rVsH11XwipYttXocVvZK6j0pUBg8dYqC4PLlzNxQ5507Vzt/K1XidLXWhTpgQRUeZ8wwrmf5cr7OypKsOEEIRGpECIIgCIIgCEIeYMoU4J574t2L/MHHHwM9elgHGKZMAVq0cBeAWL2aQW49l1wCbN2qve/Y0ZsCvO+/z+9hVry7a1dg4EC+9uKJsWlT6+Dj8eNG6yh1ner2a9YMWLaMllJ62rfnyPcZM4C77468j25ZswaoX58FUtPTgz+fPNmelYhgzdGjtN+yw+7dmj1dbi4FoU2bvOtLoUIUcOOFogB33cV6KwCL2F92mRYUTUnh+fv99/Hro8qpU8YR5wUKAGfOUPwW8h4FCzLj4KefmDUWik6dgH//ZdabW6zuTYoC/PCDsQ/vvAN8+GHo9mbMCJ21l5XF818QBPeIECEIgiAIgiAISY6iWNsQCO6pUYOjmkePNk5Xn6DS0uhDX64ci5S++y6wfr1mybN5M2sqjBvH0aJ2qV8fWLvWOK1XL6O/9qBB9jywvSA93VyscMILLwBffWX9uZ2nUkUB3n6bNTW6dTMKPS++SLumQB56iDUywrW/di0zQXr3Dt+PQMqWZd2KUMhTd+T4/Vr9kHiRmwu0bRuczaPn9GmtBkRWFrNiIq2tYkZmJgP9qkCTkyNBUiG+3HxzbLNdnFxXL72U92Q7VKpES8NXXwUmTqTl3xVXRM+GUhDyEyJECIIgCIIgCEIewOno+xtuABYvjk5fkoFatWifYsYNNzDAt3598Gepqc7sVLwMnuqf3CKxe3jwQQbnnZCTE9n3yMiwHgXdsiWzBiLh2WeB774z/2z+fOCmm4zT9u3jd4qFf7cXQk5eYMQIZvb07Om+jXjYnLRrx2vBihXxF0IC0V8TQl1rsrM5Wv2ddyhqxoN77rF3nptlhQmCGevXa3UnFAVYtYo1Y267jWJg8+a0CgQo5NsRmiVCKgjRRcZNCYIgCIIgCEKS8+WXQIcOoa04Ah/AzUSI++9ngDY/YCVCANw2ZiIEABw54mw9XgUu9d7ygGab5JRly5yLEACDmD4fR4e64aefgqft3s2gT6QiBAB8+23wNlJp0iR42iuvhBchXnnF+rMtW4y1MdQ/fdHgHTu0+hH5nVGjWPvkww+NgT7VTsiK7Gzg4EHj/KoXfDS47jpaoen5+WcGx0Ody7Vr05ImM5MCl1qHpWhRFliPFr16cRv5fOb969eP/9XaKYHbP5bYPc9FhBBUatUK/flll2mvU1JYY+ihh1irIiVFEyEAeyJEqFo0giB4g2RECIIgCIIgCEKSE26U8P330y+5fPmYdCchuf56zTLJLQcPakUr7ZCd7W0R8Hbtggsi+/30XD/nHI42Dxe48YK33w7vtR2I2WjtHj0YnK5Zk0KHl6jnhPq027s3++0VM2dy1K0ZJ06wXkSRIt6tL9nIyODxX6KEPTFu82bal82fTwFo0CDzY+Knn4DHHgMaN45/RpffDyxYQDuamjXNxc1IMjj69tXEsEOHgMqV3bcFMPNoypTI2rDLkiVaYV9BsMOuXSwyr7eZ3LkTuOii8MvazbYBeD3KzQ0/n0RKBSE6iBAhCIIgCIIgCElIbi4DngMGsDZBKDIzGRCPhq2Jme1NonDvvcCkSXy9dStw4YUcMdm1K0c5L1pkvezChQx2nj7NbXf6NFCxorP1R8Oz/X//M6+FoCewZohaTDnc/ldHpqvHS6gAstOnyHDrXriQo1jr1eP7YcOAJ55wto5wZGRwhLq+L40bA50703Lr+eetl1UU7n81I0aeoq3Zu1crFp3XueceFo4vXdpcOLn1VmDOHHdtq3ZKgcTDnsopzZpxNLrXAqMghGPQIODppyNr4+RJY5F1QRC8Q4QIQRAEQRAEQUhCPv0UeP318POpv/Y/+yy01UwyUb48cOxY+Pn27OEISxU7Abz69Rm494poBA3d1msI1ZfTp80LcdaqRRFHz3//2RulquK2mHpamnVdiWiyfr0miBw7xmLkgn3OnnVWRyURqVIFOHCAr2+/Hfjrr9Dzh4uqOLkOtGnDehpW5/gnnzCbKBFZvZrbqlMnCr333BPvHgn5icaNOdjgySeBq66ynk8/SCEQvz85xD5BSFakRoQgCIIgCIIgJCGvvWZ837Zt8DynTmmvX3rJua96olrL2BEhAAoKqkXMsmXBnz/zDDMj9Hgp1mRkeNeWHrfFfhXFetkSJcyn//OP8f2BA85ECIBBnXvuYSFR1eM/XC2S1avjI0IA9B1X+ykihHNKlKCIlMycPq0dAzNmsP7I7bdbz+/z8c/qGjtqVPh1/vILg6CjRoUWGl9/Hfjqq/DtWaH3zfeaK6+kxU65ciJCJBPZ2drxnpkZ375EMlR60SKgf39NhJg1y/h5hw4U8s1qQKm1fESEEIToIhkRgiAIgiAIgpDPCHzQXruWdQb0nt7qqMCsrMQVJCJFfRLSbw+vno6++w549llv2rIiWhkDvXszoLNwIS2LAAo5DRt6u565c1lr4bXXgO3bjYWeAVolFSjAbB4JDiUX3brRNi5ZGTQI6NIlePp//wEXX+y8vU8/DRaPDx4Ezj3XXbZQairrwjjl558pWufm8txavZo+/A884LwtIW9idl+MFfp7mtv1X3opsGmT9v7vv5klUbBgcHbeF19QPLv5ZrnHCEKskIwIQRAEQRAEQchnqCMf1b969VjMWT9NfSh3Umx55MhgG59o8uqr7pe98krt9f79/L9ypfv2hg/nNqtVi/8jFSHsBP2LF9fqOgC0m/D5WDtkyRIWpm3alJkZWVnAhg0c7aqO3v7tN/N2334b+OMPTYQAjNvLK5o2BXr1YkD1qquCfb3792egKCWFVjlC8tC/v/NlonGMuWHRomARYtEiWiY98QSwY4fzNvUixMSJvMZWquROhABoo6a/Xl9/ffA877xDgfn554EXXmDdFTVzLicHGD+e553XIsQnn2j9+uEH42f16vGapX6ene2sbad1egQjQ4dyu1tl7nhpSxiKG24wvs/NZb9UEWLFCvdt60UIgOfG+PG856nn21NPcX0vvMD7kIgQghA7JCNCEARBEARBEIQg1AdzvSihsmIFRxia8dRTwODB0e3bxRezSPb550fWzvTpwJ13Ol8uO1srQr1/f+T90LNiBQOyAwcGixlr1gCXXx68TOHCzm23VMyKcpoFZWLx1Ni7N0UQK+TJNblI5uBe48bA558D113HkdQ5OcHzTJkCtGzpvG2reixeoN/mq1aZiztpadZWbF7QoQMLeAf2J5A//6TdlVsxRnBGjx5Anz4U8Pv21aZbFUUHonMO16sHrFunvT9wAKhc2TjPiRPRt8XLzHQ20EIQBG+QS74gCIIgCIIgCJaYBSJ++42B7169WIfir7+A339noDjaIsTu3cC2bbQ0iRS953ubNvyuq1fTqsrnAw4fNs5frRqnFy6sZRV4KUJccw1wySUMDB0/Hvz5Sy+ZL/f887Q1eustYPlyYyYDEHrUcZky/B5qVki8+O230CKEkHwoinltlmRg0SKKEIAmQmzebJzHqQixfDmFgWiJEAC3+cmTzDqwyjAJtNrzupZDbq52fdTz6afGIuZ33mkuQpx/Pm2rPvsMePddb/uWrKSlaVkkqalA+fLm8513HjBhgvlnffrwv16EAIDnnuMxPmAA95m+vks0xF+9CAEAb7wBpKcbs/vKlnXXtprtoc+6UUWxQBYvdrcOQRAiQzIiBEEQBEEQBEEw4GYU5LnnAkeOcHS9vki219x4I7BgAYvHRipG6J+EQn1ndeRkdnZijqC86qrwtlKHD9MKxi1Ll2qBWUCrIRIpdmuQnDrlzhNfcMaGDSzWXaoUA55ejBpOxsyINm2ADz9kYXY1WP7qq0C/fpG1myjRlx9/BDp2jP16586lH/+6dUD9+pzWti3w3nsMoqemMttt+HDawwkM0quFlKtVA/bsif46y5bVxPADB7hvYsHy5bwGPf44i7a3a2d/2fXrgbp1rT/PzmbbV1wReT8FQXCPCBGCIAiCIAiCIPw/XhSn7tULePNNigXz5gFbtnC0vhdMnOidp/mIEUD79nx9+nSwRVEgy5d7X7DZK3LQ5tKyAACRcElEQVRznVucfPRRZPvFzToDOXOGdTUOHAg936xZ9PLOzzYue/ZwJHTx4iw6PHUq/3sV6C9dmudBIIpC4SmSbZ9sYoRVlCSS72FmQRNP1q7lSPgaNZgZJZiTkmIcrR9rpk0D7r6br7/4wjozzmsUhdl2X38dm/XpOXCAdlHnngsMGULR7McfgU6drJeRyKYgJAf5+GecIAiCIAiCIAiBFC6sBR7Llwf27TMPwlx5Ja020tM5SlPPtdcyYHfuuUCrVuGD3aNGAY0aWX8+bpz22svCqo89xqK0Pp8mQhw8yO+0cGHw/G5EiMaNI+ujHdLT3QWJJ04M/Xn79izMu3VrcJBn8mRvRIGSJWkLpSgcJT1kCHDoEEfiq4EwALjtNqBAAe6r3bvN2zp92ptC4YlAejq/y5w5rA3i8/E8u/VW4NdfuW9Gj+Y+aNLEWED5qaeA99/X7HFmzDC2rRZubdqUxVrV+cxECICfqdt+3z5O69FDWy5ckHbuXHfbIJ74fByVH0i9es7aWb9es4lJJBECYEbCVVeZ28AF8r//Rb8/iUo8RQgAaN5cO9diOZpfUYLtyGLF008DFSqwD5068bt37KjZLWVlaQWu1T9BEJIDyYgQBEEQBEEQBCEs6ekMVDq19wnMsDjvPI7EtfK4NsOsYHY0yMgIzgZZtYr1FxIZtzZJTz8NfP+99eeBT4qB6zhxInYjqVNTjdZMu3YZBbCMDAasRo0yLqfOpyhG4eSCCyho2N1usX5qDtWvzZuB2rWdtadmKa1ZY107wA7r11NoPHs2/Hx16yZfJkQgXboAgwYZp+3dS4Fx61aKZxUqANWrW7dRpUr8a7CEI9R+ysmhEKUotGgbPBgYOjR2ffOCatWsBcxko3Fj1jAJZORILcNPT4ECDNo7pXZtZ0KEepwA3pz3EqkUhLyJZEQIgiAIgiAIghCWYsXc1RgoXNhYOHLfPqBcOS3r4pJLjPPrC1lu3qwFIxSFo3KnT+eI7mhQtCj9yfVcdRUDMr/9Fp11RoKaNeA26DNoEJc3K266apXx/fDhmj2ISqR++U4oVYoj+FWqVwd++UV7f/x4sAihzufzBWdv7NnjbLuNHeuouxERrl9ORQiAhcBTUiITIQDaeYUTIQDWmYinCBFOHLCLmVBXtSoFrsKFKVJWq8YsHisOHGBh61BF4xMVv98YXL7++uQTIYC8I0IAFCH8ft4LN2/W7q933WU+f24u6504Ef8BZyKE/jgBjJkK993nbL2CIORtJCNCEARBEARBEISYceQIULGi+WfHjlGkCEe0A5z6JyR9gKV7d+Cbb6K7biuOHWNAqUgRoFAhCkNecuqUeXbDo48aA/4qf/9tLF4dC0aMYBHTWHLddcCLL1IEiaTYt10mTXIWuMvI4PFZqFD0+pRf+e8/FqvWoxYONrsGhbq2AcC2bcDFF3vbR6/w+1kw+qOPaIf2xRfGz1NTafk1d25o0SW/M20arZTyG34/8OCDtDt86CFv2rz99mBbOUEQkh/JiBAEQRAEQRAEIWaECtTpR2yec47mi60nLS06/bJC78ltV4SoXNk4OtQLypdnLYBJk2jBoTJnDrfRu+/yv9sgYenSwDvvBE9XRYjOnbnt1VGusRQhXn6Z3y1SEWLwYFqFPfMM8NxzrI/g92sjivUZFypLlwKPPBIbEQJg8M0J//0H/P47X1ep4mzZHj2czW+Xw4fD1x9JBmrU0K5B6l/x4sws2bkzeP5ffzVv57HHGKBOVBEC4Hf68EOKnaoI0bkzv/ONN/J6PGZMYogQdep43+ZFF3F/HzoUWU2IqlWBe+7xrl/JQkoKswa9EiEA4K+/vGtLEITEQTIiBEEQBEEQBEGIGb/8ArRpY/35kCFaccq8xPTp1tYZXrNsmbvC2gBw9CiLjB87xpHfxYtT7LjlFm/7aJfA2g5e8/bbrJ/w0EPhLb/OnAFKlIheXwD2xUwQsuL0aWPtDCdUqsTAa9GizKzIq3TtCkydSvFMX/g+UvSRlIULKRRa0bcvcP75rE1y/fVAwYLe9cNrMjK8z7hKZO6/P1g4UxSgUSMKkXmFnTspkhctan+Z//4DbrgBOHgQKFmS18BY0bOns2uhIAjJgQgRgiAIgiAIgiDEnNxcBuPuuAMYPdq5f3V+5OOPuc1q1Ag98tRt8epEZcYM4M47490L1ldYtiy6NkjHj7s/F+bMoQBVsqS3fUpGGjfmCP/jx43nymuvURQIx4YNLLZth5wcWpu52W+JeK4uXUqxxIrvvgO6dYtdf6woUwY4eTKyNszst4Dgmgd5genTtetoair3s90MrPPPZ32nSJgwgfZNobjuOqBmTS3rb/duineCIOQdRIgQBEEQBEEQBCHubN8OfPll/GowJCK33grMnm2cduIEA3AbN1oHShMxuOkFDz9sbX8TSzIyWKvDLYH7Zu1atjdpEvDKK+7a7N2btSzUkexqPQKz4yDcsTFqFAOWeUUcDIx47NhBMc+K2rWBBQto5fXWW9r07dujY6+0YQMLWV9+uXH6zp3MWmnZEvj6a57vJ05odXSefhoYOND7/kQ7CylR+Ppr4Nlnrc+H8uV5rt96KzBlSmz7Fmt++w1o25bbY8IEHuteE3geLl/Ouip33qllCCkKs7xKlw5ePitLauEIQl5AhAhBEARBEARBEOKKogDVqwN79sS7J8nPuHHe+nQnEokkrrh5ip4503kNCCd8/z0LCqukpgJlyzL76J13aHUSyEsvAR98wEBgoB1Pnz7AG29Er7/xYOtW4JJL+LpePWD9+vj2R8/AgcDddwPVqtk/1qNVND6RzjWvcXPu5uXtATBzqGxZvrb7Xdu1A37+2fyzbdu08wygiDZ2LM+5Nm14zalVC9i8mf/1HDpEC6lAqlaV3wiCkBfIBzq3IAiCIAiCIAiJjKIYAwynT3Nk5pIlwNmz8euXHerXj3cPNNLS8q4IAQBr1sS7B6RzZ+fL+HyaCPHHH8E+7X4/iwGH45prrD/r0kUrqrx8OWtH5Obysw8/5PTrrwcWL9aW+fxzoFQp85oAPXrw3Ny/n/2rWpXTY1W4Oxqo15PFi+2JEGvWAFu20AIoLS2qXUPXrhRkfT4GaO1w1VXR6cu//0anXRW97ZHfT9ufZctoK2YV3HaCVT0evQiRk8NsE/WcadFCO1/0HDwYeX8SnXLluA3uvdf+Mtddx+15/Lg27fRpnieBQsKGDRQhAFoxquJD7drMAps7l+vv2jX4+nL99cxIMSsQLwhC8iFChCAIgiAIgiAIcSUlBWjaFOjYkYGQc84Bvv2WxUKjXRy4Xj0GWN97z93ya9fyf3Y2gzLq348/etdHu3zySezXGUvq1+cI8HgzZEhky999N4U2lZEjga++Ah55JPRy11xD2yQ7XHut+fSlS1k/QR31PH48A8GhqFKF8+/Zw2N78mR7fUg0Nm8GrriC1kyNG9tbZuZMetaXLs3C7bGidm17833+uffrXrmS28ktU6YAdeoAI0ZYz6MG/IcO5bF13nmsb5KaCjRo4H7dKp9+anxfsSKv0XqRp1AhFjFXmTaNgtMffxiXPXbMfT8++MD9svHA7Ny+4AIKcmfOAPPmadOff577Ub0eZmYCR4/yPHFSp+azz4BbbuHrQYOCMzL+/ht49928V7NDEPIrYs0kCIIgCIIgCEJcmDOHQdlKlViUMh6cPs3AiepRHQm5uVqwJD3dfJS5U/79lwU+w3l2Hz4MnHtu5OtLdKxsOyKhXDnjqF47OH2K3rABuOwy889uuYXnQjxx8n0WLABuuomv09LcBehLlWLx7wULnC/rlNdfpzWVKmq++y4zRPT4fObb4Prr2ceUlMQMhJ45w755ca1R6d6dQrBbUlLYr08/pSChCmxmBY87ddIC2du3s+7FrFnu122XkiXZRysuvZR1ePTUqEERK7+hPy/+/Zfnbbz7IQhC8iJChCAIgiAIgiAIMaVpUwarIg2+FirEUa6RsHmz/dHHgdSpQ9sWMzsPL/jzT+COO4zT1Ke3Awc4iji/oCgMaMaiWHVgwHT4cFq4/PMPA/CBtkp2SHSPeTtRgaVLGZhPJpo3N456V0n0/REJkUZ4fvyR2WleoijJu80//5y1VLzg339ZWH7sWG/aizXvvmtea8YLbrjBaBv31lucVrUqcNFFFC8FQUh+xJpJEARBEARBEISYMm+eNyPAIxUhAIoQGzYAH33kfNmNG6MnQgDm9QBUP/P8JEIAwKlTzkSIunXdr0sVIYYN4/8nngAmTaJFjxsRAmAgduVK932yw8mTXM+ZM8CuXUBWlrVFUyDdu2te+Pv2cZS6eqypf4EixIQJwMSJtJ/JzIwsAH7wINC3b/D0SOuCWAXUVQu1vXu1aV98Yb/d+++PqFum1KnD/1u3sm+ZmbTs0rNxI4O1oayTMjJ4XcrOBk6cYBaRk33z5JO0THLKypXW18N+/Zy3lyi8/LKz+UPVuLjiCucixMUXO5s/mkRLhACMIgRAwaZFC+DCC0WEEIS8hGRECIIgCIIgCIIQcxJldOxTTwHff584/dFz8GByFwb2Ejv7p2hRBmG9QlEYkH/qKeP0OnWYHeAmOJaIx1m80UckIt0+iqJZ6IweDTz6qPW8odbVubN1LZDlyykSjhwJPPZYZP3VU7MmM6zsoCjMKtPTsWNoAeHoUaB8eXvte3mcDhkCtGkD3HknsHChd+0mM337skhzenpsa48kA7NmAbfdZpzm98u1UxDyCpIRIQiCIAiCIAhCzEmUAPvgwaFHsMaCkyeDRz4DrIVwzz0x707CYXcEcSQixNmzzCBYtQr45htO8/mCRQiAo9LPOSd8kWeA2QnDhmlZBUIwX3+tFTZWFNZkyMnhdCeogsZ//3FkvpUIcepU+H0xZIh1QWvVI799ex4DanbF7787628gW7cCr71mb97Tp4On6UWI22/n/3XrtGkVKti3XPIy06tzZwbbZ80CXn3Vu3aTEfV4eeUVvi9WjHWSBI2DB4Pt1NRsLUEQkh8RIgRBEARBEARBiCkzZ9IuJFFo3z6+6y9TBvjf/8w/y28WTGY0aWJ/3n//ZZA2M5Pb1I44oRYsL1wYuOoq2hR5QWYmsyaefDL4s6NHGZBs3dqbdUWCmUfCd99pr48eje76n38eePxxTaxp0oQB8+7d2besrPBtNG2qvc7OZrbAiRPcn4EWU2XK2OvXokX8/8ormtigKMbC9npB4557GHR3ir4Itpk9lRmlS4e2W/rkEwa969ThfCdOcPqPPzKom5PD/WolpqWk8LPXX9emqdZR4XjySVqD6fH5gCJFJOhuJoBNm8Z9tHp1zLsTN+rUYc0d/Xk1bhw/a9eOxcSfeYbvBw2iKC8IQt5ArJkEQRAEQRAEQYgp8+cDN98c714kDsWKAdWrAxdcAMyYAXz6KUfd//hjvHuWWHTrBgwYYJz21ltAr16hlws3+l19IrabsXDqFDMirMjNZVHrQM9zlY8+YoA3JSX+WRLffQfceCOwaRNFkWbNOHI9kNde43EZS9T98scfLDodSHY290WpUixc/7//Ac8+C1x6aXT7deKEUczIzHRfO0Rl82agVi3ny82eHWxjE8jJk/xvJcC4iQidPQscOwZUq0Yf/5tuAnr0cN6OE/79l+u89dboridS1O352Wda5kPgZ06I9zUiVqSlBdtUSbRSEPIeIkQIgiAIgiAIghAT0tI4yvmrr0IHchOBX34BHnlEe3/mTHQLZn7zDYOogjVW++C994B33jGOLNejD+T1788R+CrbtrEYaoECLNJctapx2fR0BrZvuUUrXh3Orzw7m9kVyYYaGZg1i4JEolCggLlV0Ny5mqAZy2DtqFHMonrxRRbsXrXKfpaFFYrCwtxVqwLlylnPN3gw0KVLZOsy44UXnBXrNqNVK2D8eE+6Y8kll/CcjTavv06Rxc01OVTNExEinHHwINCnD/D22/brmwiCkNiIECEIgiAIgiAIQlTJzQUefphBu1hSsiSD10556SWgRAngww8pRtx/P4utRhspyBmeSZOA++4D9u8Ptq0ye7LdsgWoXTt8u7m55kKG26dldT8+8AAwcaK7NmLJK69otkBHjgAVK8a3P4FkZPD82LKF2QdPPQVMnkyLIgB4+mkWnY8mGzYAdetGp+1p07Ssj3vvBX77LbgY9dmzvC5FkwsvZKHvSDDLXAIY1Pf5tBos0ebFF5kt0rKl82VLlOC9w+n1eMIEnvN+P/Dmm7TI0iNCBLnzTuDPP50to15LJYIpCMmNCBGCIAiCIAiCIESVeAZSypennUcy8O23DOIJkfPff6wPYFbUF2BGjtVnepYtAxo21N4rCjBmjHUhZJVy5TRffnW5jRsZfHv7bQaVE5GCBTnq3qyuRSwYNIj1Y959N/iz7Gz2z+9ndlWJEry2jB4NtG0b+756QVYWbaUSKdickcF6DpGQnk7ByOfjsZ+aypHtH3/Mz7Oyop81dOwYz0NFCRZ1vKJJExZXB/idlywJbR3lNvrm91tnfOU3Vq7ktV0QhOREilULgiAIgiAIghA1VDubeNCzJwPJX38dvz44oUOHePcg77B8ubnQcPgwA92nTtkLCqpWM1lZHJGbksLsGLXwsd4ySFG06YF+/z4fR9Nv2cKgbKKSkxM/EQJgZoOZCAGwtozPx4BsqVJacDlRRAg188XqPM7J4TEwZw4Dy4pCESKwsHO8ycmJvI1ixYziSunSmggxciS/94IFtLhSef/9yNerp3x5nrfREiEAfodly7gvixYNXWzcjvBpxsaNeV+EKFvW/rxVqhjfr19PYRKgSPHxx0YRWBCExEIyIgRBEARBEARBiBoNGjA4YIbfbx0kuvRSFtCNlJwcYPp0e/Ycn38O/PwzsGJF5Ot1gzyZ2cdslPPDD7NmQKtWtBaaO5e1HVT27aOt00svcd4CBYCFCzmqOdR66tSxPhZ79wamTOFI6GhyxRXA6tUM1n7wgfV8V18NLFrEQLAQOx5+mEH1e+7h+xEjgL//Zj2SSpVC15DIzmax+gMHYtJVW9x3H+2hAlHFhVGjaFtnJ8jvtE7CP/8AV17J7BfAWc2Vvn2Bjh15jvTvb2+ZSLntNmDmTO29VR0PN5kmiZQpk2zI/VQQEhMRIgRBEARBEARBiCpqMOX33xngUgn1JFKsGAM3seD779kv1Rc/1sGfr77if30RZSE0dvbR8OHAE084b3vbNhbFBViI+Nxzg4tYx5onnuD30eP3c8T3Bx9wFHBuLgPDyVosOy/gNrpSty5Hvicb6vdVFB53O3YE12R55x2gVy/t/cmTPHbLlWO9iHAFoXv3pp1ZOMaMoSAERPcanptLYfKyy/h+2DD72WxOjw8RItwjNZcEITERIUIQBEEQBEEQhJgxfDiLsZYpEzpIEOqzESOAZs040tjOiNyvvgL+9z/zz/RPQ3v2ABdcEHr9bgtgh6JJExZhDjVqWjAyZAgLFodi9uzQfu0AMG4cMyjyAllZzMw4e1YrfCzElkiiKydPOrOoSQRSU3lNDLxe6oPA27YBNWtat7FkCXDdddbXXDvB5OXLgWuu0d4fPsz7g9ecOMHrdGoq68zYZccOFgJ3g9N1CWTxYqBRo3j3QhCEQESIEARBEARBEAQh4QgVfJo6lYHWEyc4qjZScnODPbgPHAj2oo4Ff/wB3HVX7NebjBw4AJx3nvvl1ZoOgnNKlXJe66JgQW/qD0SLDRuYmRCOQ4esg9z9+gEvv+xu/VbH4k03sT5GsrFlC23C7NQc2biRdnyB5OSwnoSXFCrE7A23ZGRwX9m1WRo7Fmjd2vl69uwBqlVzvlwyUL06a6McOUIhKxZWckuXAtdeG/31CIIQGilWLQiCIAiCIAhCwqEo/Jsxwzi9SRNttHfZspoNyIED2jLq3+nTrE8ROF1RjMUszQqBxkOEALwPuuVlqlQBMjPdL59IIkRWFm2gcnMZvE10VBFi6lT7yySaCBEY/LSbRRJqpH3Xru7706KF+fRkFCEA4M8/gb177c1rJkIAFK8mT7Zezs35H0qEKF48/PJFi1KEePrp0PMNGcJ9+vDDvNZs3Wq/jxkZeVeEACi2KwpQoQK3p/7e7Pcz69FrrI4xQRBii2RECIIgCIIgCIKQsJw9yxGTgZw5A5Qoob13GlS+6ioGfm+/Hfjrr8j6GCnPPQe89x5Qvnx8+5FMmBWrTmb+/BO4807t/fTpkhmTbNipdxCKvXs1a7j8RMuWLPgOUDwuVSp4HrPr+/79LA6+YkV0+wcA9epREIokA+/4cfvWW4kkkkaLcJHI9HTWvvnwQ/ttlijB3wxmtGoF/Pqr/bYEQYgOIkQIgiAIgiAIgpAUBAZnVq9mwdBkzyI45xzg1Kl49yK5SLZAXenSzvbxuHHA0aPhR9gPGwa0bZvcxanPnjWKislEVpa3159u3YABA4zTKlemSFGwIPdzVlb4dt5+m0HXzZu961u0eeABYMIE68/157xaq8HsOnD8OEWKSpUoahQtat5emTKsyxGKzEwKngUL2uuXFU6ibslwbbvjjuBsRTtUrMgsxjFjnGcdKgowcCDPESv277e268vJMc9+FAQhtuShMSSCIAiCIAiCIORV/P7gaVde6SwI6NTT3i3DhplPb9cueNq334oI4ZRkCNQF4nQft2rFYtzp6cD551vP16FDZAWS40FamvF9sooQAPDFF9629913wLFjfK1eLw4e1ALhdkQIAOjVK7oixC+/eN/mxIk8t9U//Xc9dIhZQgDt+cqU4euff+b/9u21eWfPpghRtKi1CAEEixAZGcHzfPttaBECoFhRujRfP/SQ1i+/X7MbssO6dd5e2ypWtP4sUOxyihsRAgDmzmVmSSgRQlEoJuXmGqf7fMAzz2jb9OxZZjVOncr3R46wXb3F08KF2vIFC7KNp55y13dBELxBMiIEQRAEQRAEQUgK3ARpunQBvvqKvvsffgjMm+d9vyJh2TKgYcN49yJ58PutC4u/+y7Qs2d013/PPaE962PNhAnA4cOR1SYQIuOWW4CXXqLFUDQYPpyC008/MdOhSxfgrbco6Hz7LfDCC5ogm8giXW6u8xHpaj0fM0ukv/4C6tShUOf3U8TZuhXo399d/x5/nNs4FAMGBJ9ratA7ktH2R44AF18cXbF8wACKW6r1VbyOFbMI5O7dLGCt59tvQ2c/2GHZMtp+XXQR0LGjNj09PbRIJQhC9BAhQhAEQRAEQRCEhGbYMODJJ/laUYDrrweWLnVudxPI9u20mNi+3dlyO3cCF17ofr0q+/ZZ20gIxKpGSKypWRP4918WOPYigFe2LDB6NPDbb7QbyetUqsRR7Xb46CPgzTej259o4PcnhhCwa5d2fXrtNeDTT9218/rrwCefGKe1aOGsQLlKxYoUzKwYM4YWVB98wIwGlays8NZIbnAjiqjMmQNcfTWwZElwHRen0bVTp7TsjkhRFIpTDRoAmzaZf66SkxMfS0Or7bN0Ke/revbvd27fFEio81EioYIQH8SaSRAEQRAEQRCEhEYVIQAGFpYu5Ws3IsTSpRxhfPQoULWqcxECMC+m6oZwo28F+8FrgMWenVjl1K5tf96tWzka/Ztv7C8TihMnGMTMqyLE/PnGYOjBg6EDf/rC4336AD16RK9vXvD11/HugTXVq3NbL1nCa5zdgHP79qwroRZ/DhQhAI4uVxTnI/dDiRAA8MgjzAjQixAvvgj88090rOv0IoTTovC33EIR3Gw5n89+gPvHH4Evv3S2bj3duxvf5+bS5sxMhACAHTu01wULhrZuihaq7dY//7C+k/pevafriaQwuIrZvujSRUQIQYgnkhEhCIIgCIIgCELCEemIzezsyJafORNo1sz98nqaNqU3th2sns727zfWCti6Fbjkkkh7lrj88APQuXO8exE/fv0VaN06eHqxYgzy27Hzuvnm2FqRffgh8PzzLL6ukp3NrBZ11PeBA8YsoCFDgE6d+Pr99zkiPhlJxKhKly7A4MHh52vXTqu1oCjMQihSxHxeRWEA/ZtvgJUrveuryr59oWui2KVBA01QsUN2Ns+tnJzI1w1QYKxVi6JFIHv2ANWqebMelT/+YEZOixbW81x/PcUplcB7isrnn7NGjdd9tMu2bRSlIiVUNsTPPwNt20a+DkEQnCNChCAIgiAIgiAICYcTIeLkSfo9FynCQMy0aVHtWlQ5epQjQfXf/5dfgDZtjPMdP057n7xKrVoUWwSNr79mkPj88zmCfNUq1j7p3p0CgNtR+r17a1ZIbq2FnEQV9OtQBbWCBYOL0yYTiRpVKV0aOH063r1wz9KlQN26FAq8GCFvxd69zB7xmi5dgEGD+LpBA2/Fm1deAfr21d4XKEAxwozBgylsli7NzIgaNcK3P2eOuZASLVq1YpZgsWKRtWP3GnbHHcCff0a2LkEQnCNChCAIgiAIgiAICYmdgMIllwBbttAuqUEDjhaPBWlpQPHixmnNm0dHBHnoIWD8+ODpFSs6sy5KNrZtY20GPYsWATfckBhe/InCtGnMfDCz0rFDVhZHPx88SKsyN6ORL7yQAc60NNrDADwXmzQxn//IEQaZBwxgoHzhQnd9jxc1a1L8ueee4CK7iUIyniNNmgALFvD1338zuD5kCAuB16nD2gzJLKx4SWqqVj/n+HGgfPngeZo1Y1FvPXaOi6lTeT9btQrYsIG2XdHEq/oq+uuPyunTFDgCrawmT45egXlBEKwRIUIQBEEQBEEQhIQkM5MBkYceMv988GBg925awkSTvXvp6f/vv7QxsUMsgoCffgq8+mr01xNv0tMp+mRlaVkiVaowcP7eexzNX7gwpydj8DURGToUeOIJ4KabKP7Y4fffaRmlt166/35g4sTgeUeMAB5/XHvfvj2L0uu9+596ikHoRGXcOOtrU7ypUAE4dszdsrm5rNnRvr1m2RRLDh5k4WrBiFn9iXLluJ/79mVhcpU+fVhs3Iw1a4ArrjBO+/FHrRZTjRrBtZPMAvxesW+f8ZrhBqfX/VtvBWbNimydgiC4Q4QIQRAEQRAEQRASkhdeAL76iq+rVaPoEC+mTQPuvtvevJs2cfRuJAwfzkBwKE6dMvrxC8RuUOrWW1kLZO9eHmeffRbdfkUD9Wle7/f+xRcs9JsoqH1s1w4YNYr2NFdfbT6P2bI//QR06BA8vVkze8HESZO4fbp2ddz1kDz3HNC/v7dtesXPP0d/FLvXTJ7MDJNEZtu26NbmUTMD9NewQYNo8VSuHAXxQCKN6Pn9xmLxgURb3N2zJzJbrFOntBo04bjsMgqe11zjfn2CIESGCBGCIAiCIAiCICQsZcow0JAI2H1yys2l5/1vvwH33qsFeUqVAt56C+jRg+8LF+Yof6ccOcIRz4I5VoGztDT+VagA3HijZgGjcsMNxmKuisKglTpSONGYO5cFqc+e1SxaYs2DDwITJoSe5+OPKSIOGGA9T7hzy2yfXnstsGxZ+D4ePRpsWzN/PrddpCRDNOXKK5nNlaj078/+qdkvq1cDV11lPm+jRsDixRSnwgm1yYh6PPn9xuygf/8NzmJQWbWK+zhaRFuIyMkxflc72O1T9+4srK6nbdv4ZPoIgkBEiBAEQRAEQRAEIaHZty86hUSd4OVTk5vAzmuv0YYosC6FYI0+AOs2e6RtW2D0aE+75QlFiwIZGfHuhcbixRRyrOjTRxPgzAh3fp05QyHv/ff598039H5Xi2xbtXXgAG28zNCfh2qNC30boUaJAxSAkuF8PH2aRYoTFTNhNdQ1UrWOSnSBxYwpU1iX4PvveezcckuwLZGbwvNe3p82bWJdieef5/u2bZnJdPHFwZZNoZg7Fzh8GHj4Yet51q1jloJT7N5DFUWbd/t24NxzeR0RBCF+iBAhCIIgCIIgCEJCYxV0mD4duOsu7X2zZrTa8ZpQfttuuOsu4M8/vWkrM1OrjyBEh3BBr9xcigJqUHrTJuCZZxiIiybnnssgbjQIZ9dixoQJtFCbMoViwWOPsRZEKKZP53b6+GPrebKygCJF+LpnT+Ddd63njZVg6FVx3Vhw4gRtfRKB06dpi7Nli3H6L78AjzyivQ+1bfX7ONR8FSsyEB5NVq5kLZMVK+zNP2gQ8PTTwdNnzwbq1WOfnRCprZFKYM2WaHHppczemj07ckFgwwbWoNm6NfR8EvEUhMRChAhBEARBEARBEBKaadOAFi34ukMH2uWo2A1KueGxx2gX4ibQX7YscPKkt/2xQp7oEo/U1OjX75g+HbjzTr6+5RYG5V54Qfv8qadY0N0NubksAv/++/aXOXPGWNA2nHd7u3a0SDlyhIFpq4yKcOe1ar+yfDnfN2zI/61acSS3WuDcDWfOxM/2ykviKZps2gTUrq29f/ZZ4LvvzOfNzeXI9Ro1KIRZiWGqEKTPXOnaFRg4kMfUrbdyvw0eDLz0krt+16kDbNzobtlIadIk2DpOZcYM4PbbvV1fvI6PF17gfnr6ada4URQKk7fdxs/DCX7btgE1a4Zeh9wfBSGxECFCEARBEARBEISER1FYcPbMGY6qVFm0SAtgzprFrAgz2rcHRo7U3m/ezDoBoUaUr1gRXFTXLrEM7MgTXWIRj6BeuGNAUXisV6pknJ6eTkuifv2AoUPtrWvZMtZnMKNgQWZG3HADsxhKlqRAYDW/Gbm57GvVqvSPj4R27YBu3bRrhFkx4PxAvL7vs88aPfq97oeisNC8KsC98Qbw0UfB8z39NO2QnBDK1isSNm5kXYxQNVP0TJ5MO6doEFiLItHR23j5/bR9Gj8+9DJ//gnccUf0+yYIgj1EiBAEQRAEQRAEIeHIyjJmIti16gg3b+D8q1ZxRKWZTcTu3Qy6tmpFQaJmTWZI2Bkhre/DoEFAly7Wfdm40Z1PtjzJJR7xCvh6eSz89RcDd7t3A2vXatlIALOTTp8GHn3Uu/XFg2Q9d9LTGZhu1kyzW1q6FLj+euDYsfAWTKmp2rUuGsfqr78CrVvz9aFDwVZDXq+zRw9a5wGhix4rCgtcd+jg7frd8M47zGZSM3hCMWQI0KlT9PqSm0vx0Es2bmQ2SbRo0wbYu9c6Y8SM8eOBBx+MXp8EQbCPCBGCIAiCIAiCICQMOTnOrFSqVQN27TJO+/xzBlG/+IKjJn/7jVYfpUvTauann4zzBxamDVcI+J9/gAYNjNMWLWKGRSB2veQzM7leu7RsyYCkkFjEQ4hYtQq45JLoWggpCvDll8DChcx4MGPnThZ9ThQuuwxYvz54+qxZtO5JRgKPr0qVGPBXUQs5W/Hmm6HrcXhBYITpyy8pEHTrpgkFaWlGG69orDeQRMqCUZTwtYLq1OG5rdZH8ZouXdxbt117LUX6QE6cYHbK8OERdc1Tbr+ddlaCICQGIkQIgiAIgiAIgpAw3HKLvSK/WVnA0aPeWWc4DVIFPkXddJP5CE39qOBx44CxY+lbbzYKNSuLntd16wI33wzMn2/8vH9/4LnnnPVTiD2KQr/zAwfis+5oUK0aC+OGo39/4Pnno9MHPWPGGIsbOyUZoyALFvA6Ew6rzIhOnezbbznh4ouZRVOjBt9/+y2zx8zscLZv5/+XX6Yw0aABUL68cZ7LLgPWrQOysykep6eH70NWVngBe80a4IorwrcVa/76S7MUPHOGwkMkdU3sEuqe5/Ox0Pe552rTbrsN6NuX4tf559tbR9u2vN/FgsBrz4MPhrdtEgQh9ogQIQiCIAiCIAhCQmBXDLDyAY8URQHee4/2M48/Tm/zrVu1z7/+msG8YsWClw3s+8yZQKNGtJeaNYsBwLFjtc8DC7gGcuoU8Pbbmr/6tm0M+AnJQ7xGYNvNwnHCjh1aoDkvkIxREP0+rVnTeG0KxOz7xfJ4fPttoFcv7X2jRsCSJfaX/+wzWvCcd17o+QILpOuZNo3X6ltuAd56i0LaiBH2+xBtUlPjWwhdUYDVq4F33wWmTAn+/LrruG1nz+Z79bqSlRW9LA0vWbkSuOqqePdCEIRARIgQBEEQBEEQBCEhWLcOqF/f+vNt2zgyu2DBxLLZAMz788cfHJVpNaJXnsTyFwUKMJinUrMmLZX++MP7dc2YQUsSr9i82VgkPhn591/g8svj3Qt7BFq9tWwJrFihZdnMnMkR6gAD2jNmsJYNwFHoP/8c3Gasr5mqfU+xYvayGsJx003BWWJHj/I6Wry491ZPADB6NAWRaHDDDdzP8WTuXAo1ocjODs7gK1YstH1hPDh4EKhcma9btaLwn2i/EwRBAEK4BwqCIAiCIAiCIMSOevUYVLLyl774YlpWJGJwQVGMI4AB4O67vQnACcnNf//xmNWLEACD+9Om8djxWpTyugaCGuCzQ6Ic82lpQM+e2vtkESEUJbjezJQpRqsv/Yj0UqWMNkijRvF48/lo+6NvV/3LyDAecx984O13ALQaAurxoPb5sceM81WuzEy0KVNYeBtgraBA5s8HzjnHOK1CBdoHRUOEAKInQgDA4sXRa9suasZdKF58MXhaejqzUSpXZl2IaGQoAuyfWSZWZmawBdy+fdprESEEIXERIUIQBEEQBEEQhIRi8+b4rTuSgPBLL8VmPUJycPYsg2GBllrVqrFQbEoK7WIefNDboFmrVlpR4EjJymLfypSxN3/nziy6rhatvuAC/m/YMDqCCwA8+6z59OLFgXfeid56o0WoYtM1a/L/vHn8ryjcP4EBepU77tBEiXXrtOmqKKBum/fei7zf4cjM5Lp++omi3KFDLK594ADw/vtAixbMolAUHr/79/NzRQFOn2Yb6n/BG8aNA4YMMf/slVe4b77+2vzzEiX4eZkytEtU65c0bepd/9q0YV2RBQsoeKjH6969rAmhp0ED7bVXtaMEQfAeESIEQRAEQRAEQUgoOnemJYbKpZcCu3dHb32DBmnBupQU/u/fH9i40Vk7oQKIAEcIJ1tQVHBP8eLm03fvBr7/nq+rVQMmTvR2vePGsZizF4Q7pgGgXz/at/j9wODBnLZjB4/z3bv5Xx0dD9A6yEu+/ZYFmgHg00+NtVf0Ao/+mpLIdO1q/ZlaF+Ltt7ld7ewfFSvbu9697bcRKT4frYBSUlg4OlT/q1TRPi9Vit83MKvIDfXq2Z/XToF2O6SledOO10yezPutGffd5ywTat487qM5c7TzMVLKl6d91ZgxQNmyPH5q1QpfLymUxaMgCPFFakQIgiAIgiAIgpBQjBwZbN+hx+9n4LNwYVpEHDgAVK3K96qX/a23AlOncnS2GXv3aqO1Q5GbGzpY1ry5M4//48cZUBHyDzNmAHfeqb2/804KEatXM9jnhtRU4OqrQxcsVnn00ciC8C+9BHzxhfb+1CnrEfhOaNpUG9kfTQ4c4Gh8NUsDoM3PjTcmrn1LNPq1eDGLRpuRng7MmgXccw/fq4WJY7F9xo4FWrd2toyTgsn799Pi5/zzrbNnos2YMQyg64snt28f/+LZofZv7drApk2Rte9ULIuUCROYYRbuvi0IQvwQIUIQBEEQBEEQhITCq+DX558DTz7JItfXXGP8bNIkd0HgIUOAjh2B++9nG26QJzABiOw4P3vWmHGRns4CsgCPrzZtjFkRH31E+xS3mPX1q6+Abt0Y6K1WzXmbhw8DlSrZm/epp7RsCy955hl+j0KFvG87EqItAJw4Yc9ua9gwXkO9YvJkoE4dFmkP5ORJoHRp8+XUTLJjx4CKFe2vT73WXn01sGqV4+4aqF+fAvaJE5G1A/A7HDoUeTtu8fvt27e9+Sbw6qv27dkCsRL9N2+maLB+vflyFSvyGmEXrwRSQRCii2iEgiAIgiAIgiAkFOqo3Eh56SVmHzRsyMBeVhanr13rfiR6584caWklQqgBs9RU88+9sBYR8i4TJoSfp3fvYNsnVYQAeKyPGMHjXOXNNyMLbufksCiwnv/9jwH86tXdte0koPz995o1z7x59mzTfvpJez13LovrqsHsJk04fcAA60BovLCzLZ3YC5lRtqx2DdNnPwQGx70UIS67DGjZkrY6ZvZcAwaYL/fEE7zmFihg/5hZs4bX+w8/BB55hAXjI2XtWooQzzwTeVsHD0behlvU+1OoQtwnTlDsBChiqrZIbrZj1arAypV8/dJLmkVhrVrGuiWBHD4c+l6qsm0b5xMRQhCSA8mIEARBEARBEAQhoejZMzbFU71m+HDg8ce192YBRSdPX1lZtJsS8iZpaSz4GoqPPgJ+/ZUWYOXK0V//yivDB6utPvfq6T8a7c+aBfToAbz8MoOkV14J/PUXUKGC/fUDDEyqHvKqNcz8+Zr4AADjx7Oo93338bVXxb294IknjCJKIGlpFFXsBOUrVKDQop831LZbu9Yocpw8CezbBxQsSMu7SChQgIIWQOucggWNn48bxxHy8+cz+6V6deDpp/nfLhkZmmVTotpu6fsYa779Fuje3f78fj/3lZox1KIFMGWKs3XOmgU0a2b+2bnnUvBIS+M+b98eGDgQePFFbf0+H8/jiRN5LHfsyMyZkiWd9UMQhMRAhAhBEARBEARBEGKGagnxf+3ddZhUdfvH8c8u3S1SgpQKioGPgZgodiPWI3Z3d3dgYIHKo48KFuJjg4AoYqCCgoCIIN295NbM74/7Or8zPWd6dvf9uq69dubE93x3dmaV+z7f+45WRsHvl7p0kebOzc58DjxQ+u47e9y9e/J3R8+da8GlNm3cbX6/NGyY1dpeskQ64YT4dauPO856WzimTaPxZlXxxRcW6HMsW5ZYs9hAxx8fHDA8+2zrvZKqxx+34PBRR0mTJoXvz1Z0YcIEu8u6enXp6quD9/l8dsd58+bSxx8H9x94/XULrjuBTil/S6V9840lnkL5fNKqVbHLWsUqcxQoMDB9663SY4/Z46VLbfzQBM3s2cHNwBPx7ru2OiFTfQNeecVKeDnyJRFxySXSkCH2e8tl34JkXvfbb7cVCS+8EDyOF8uXW8Nxr8rK3Pdbrl+rZC1ZYgnjwBVqAIKRiAAAAACQcT/9ZE2dH3jAnr/0ktSrl/T889Z3QZKefTY4QJgNgf8a+vFHm1OvXtbY1fHss9J11wWf98IL0e8sXbUq8l3ckVx3ndWonzFD6tjRDWAccYTdDR7JpEnSPvt4Gx9VR3m5tHChvY8ice4uDrVmjQWuL7wwuHm0UxYlUsKwpMS9S/r7763xszOHTAQQi4vD7yKP9LMccogF8AOFfp4jqQhREefnnT/fAvqREkGBov2+A02ZIvXsGX3/xInSggVS//6W9MmX4H40gwZZYqp7d2nmTHf7rbdan6CHH7Ym8dkyc6b1xMgHf/2V+qqWESOkU0/1dmwq75VPPklficZU3XSTNHCgPW7QQCoqCj+mvNxWcj33nD1/9lkrXQcgHIkIAAAAABnxyit293Qm7LyzNGtWYueceqqVYQl0ySU2z0A332zNTU8/3Q2m3H67e7ew4/77pbFj3RUVjmjBCkdZWXqa4wbeQYqqa9s2afXqyA1hQ40cKZ18svt89Ghb3RDJpZfandzR9Osnvf++219ACi9Plqz//S94npJ93p278UNL+zzzTOwkpt8fXpbG+Rty3HHWRDlfrV8vHXZYcs2Wp06VevSIf5yXoLHfn/+JiFBPPGGrjLp1s+fZnr/X1z8b1q+3xPd//+vt+NmzbXViMiKV3gr19tv2NWpU5P35Eql86in7fwJH4Lxi/Zz5Mn8g35CIAAAAAJARFS1oFc2UKZaYSESsf2Wl63VZsSKxhr+ofDZvTqxW+q+/unfAJ3quF5nuQRHqr7+s6a1j61Zp6NDgck3Dh8duzJvv0vH3orQ0dmB42DCrz1+RZDsxcvrp0nvv2eqfoUPDS1S1bGl/kz/7TFq0yBJ5+fzfwFWrLAl/wQVWQmnLFlvBsffe3s5t1iz26qdZsyyRMWqUJfsC3XSTfSad/64GBvvvuMNWruSa329f0ZL9r7xiNzJE8uGH1u8EQDgSEQAAAAAyIlNBmB9+kHbcMbH604kYMsQCJP/6V2LnrV7t3mHetGnkY0pKkmtU6vNZUGTrVguMzJuXPyU/kFteP2cPPCDdfbf7vLhYql3bfd6wYeyVPPGsWyc1bpz8+aGilYVy/PSTtO++scfYti34Z6yIUv07esop4SvBJFtRNWOGtPvu0fsHLF4stW2b2vWz6csvpYMPtjJ7ffqkf/y+faWvvoq+/+23pbPOyu8ERKo++cSavEv236EOHaIf67U59po10pNPSldc4W1lV6al0sdk/Hh7D1bm9wCQigrY/gUAAABARTB5cmbGPeqozCUhJk60uxydu0K99npo2NCO/euv6EkISapZ04IcTmLBefzEE+4xoWVinDt/CwulevUssEoSAg7nfTR8uD3/6y8rGRJ6y+G4cbZdsrr/oQH6fv2sn0KymjSROndO/vxQDRrYz/Doo+H7fL7gJMTgwfYZuf324OMqehJCsp91ypTkzx82LHxbQYGVh9tjD/dvy9y54celMwnxxRfejvP5kl/pVbu2VLduZpIQUuwkhGSrSgoL7fNVWWzbZv1ISkrsuZOEkOyGgNLS6OcGNrmOpbDQPuf5kISQUutz89NPJCGAWEhEAAAAAMiIvfayMhXplspd2/EccID72O+3EhT33+99Tg88YEGITZtiH+8EKq66yoIet9zi7gts0nnggd7mDZx5pr1nu3Z1A2k+n7v/22+tPM+qVeF3MT/wgPSf/8Rv6hzqppukDRvcBrbvvJP09KOKFAx3Pj9Of4rLL7fnjz0W3LOiMigoSL6Els/nPRnTqVNy1/DqmGNsPrGaRd93n72fpkwJ78njxaGHJju79EpHD6Bc+vFH93NUp4603362ki/S5+rpp93Hfr+VWSookJYskf78U1q71n7vgX+LQjVpIv39d/p/jmSkWjNm113TMw+gsqI0EwAAAICMyteg4MKF0vbb2yoFxw03SAMHSi+9JF15ZfJjt28vzZ8f+5j16y0AEwv/WkOivv469h3hS5daomL77RMbt6Qk+LPiyOR79PnnpWuuSe7cyvbZ2brV7vZPhN8vff+9vYbNm7t39HfpEh743bLFvq9fL7VubStkRoxIedqSLNF1zz3pGSvbhgyxfg/JqIjvQb9fatTISqN5ccQR0siRtoIpkjlzpI4d7f8D/vrLmsTHunYulJZG/tsmWaP4r7/2Nk5F/H0D2caKCAAAAAAZ5ffbnf/t2uXXP9TbtbPmvYGeftoCJqkkISQLaqxZE7596VL3TtN4SYjrr09tDqia4pWladXKGut6/SyuWWPH1qhhDXtDBfadSLdkkxA//ZTeeeSDOnXcMlx+v/TWW/HP8futufKUKcFlhf7+O/zvS9269vXkk/Z38dlnbaXXs8+mNu8nn7T3yPr1qY2TbZ07WymzSy5xX3PHiBHSm2/GH+OjjzI3v0zYssWSlJGSEPfdF/mcMWOiJyEkex2dFVqxkhCZXpETzcKFkZMQ9epZia1x47yPVVBQOf/2AOnEiggAAAAAWRdrlUQqd6A6TjxR+vjj2MfMnx+70WY+4F9rSITX1Uf77GN13z/7zEqB3XefdNppUvfukY//88/wviRTp1qj4w0bYjeVTsXLL1sD20jGjLG7saWq+zmJ19A7H/TpY+XtDjhA+u476aCDvJ/bubPdUZ8rge+rdeti9/+Jd36+S2bFTSI++kg66aTof6Ny9VqtXi21aBF9f/v2yfX8aNvWmr2PHZu5niVARcSKCAAAAABZFS9YmmoSQpLuuiv4eWiQY9o0u+Mxny1enOsZoKKZMkV66KH4x/38s30Ojz9eOu88K5kSLQkh2d34oXr0sM9VJgPhl18evArgxx/dfYcfbtsy2TMmUePG2evapUt2rnfYYZkZ97zz7E5xv1/avNlW0CRr3DhblVFQYEmIRN4vs2cnf91UtGgR/t+MJk1sxcCSJd7GSKXBeC5E+ox74TXIfvLJ0f/bH6t/RKY1b26/623bIq9+WLDAXRWzdav3cZ3/fh9+uH2GQm3dKo0eLZWVJTdvoKIiEQEAAAAgqxKtTZ+Mt96ywMELL7gBpW++cff36BH7LshEpDuhUV5uc27TJr3jovLbc8/wJFw8b7wRv8l04MqhFi2khx9OdGbpsf/+7uNGjex7rLIw0SxaZEHRW26x72eckdq85s2zcQ4/3J7PmWOf40wLLS0XSyKlb954Q9phB/uZ7rtPWr7c+x3rgX9nIwlMHG3cGJxocpJNl11mSajCQuntt9P3t9qraD0B6tSx/hmzZsUfI5XkTUVQVGS/r7FjpWuv9X6e0zz9+uvd/9blQx+p2rUjJ1VeekkaPNiSJV9/bSvA/H77TFx+uVStWvyxly0Lfl5QYKtPjjrKSt7Vry8NGJCenwPId5RmAgAAAJB1a9dKzZplbvxx48LvFs5lsOOLL6RjjvF+7NFHZ3Y+qLzefVc680z3+bZtbvAvHTZtyt1qIr/frTf/1FPSjTdaD4tmzezzfcklVtot0COPSHfeGX/sOXMSr1N/443WVyaalSszG0S/7jrpuee8HduokQVRk1Febq97Ov+GRotERbvGLbdITzwRfTznrvrCNNxuW1wcvXmxJL3ySuSVe0VFySXG8k2rVhZoj2XePDdBuXy5nRPP4MHpWfGYCYm+t32+4PfaFVdY0iKSww+3UnKSvYdvvTXycRMmSAcemNg8gIqGRAQAAACAnAj9h/8553hrwBqofXtbYfH22245lJ13liZOdBMdgcHLiuCPP6Rdd831LFCZ+P3SXntJv/9uwcP582Mff8QRwc2NlyyxmueB4+VSrKBh375W8sTLsYFCfybnvGhB6cC/Kw8+GL1p9/r17uqNdCspkWrVyszYgXw+6fvv4wdJvSQ79t9f+uGHyPtGjUouCbtgga3gkCwZsHRpeE8TLz75RDruuPjvmfbtrXRVJLn+bKTT9ddbs/LzzpOuvtqSDbVqxe+VcfLJ0v/+F7491ddmyxa7vpdVCIkqLZV69Yq9yujbb6WDD3af33OP9MAD6Z/Lt99KK1ZY3x6gsiERAQAAACDrUk0ONG1qd0J7sWVL/veDCMW/0pBuX38dXnrk/vule++NfPzWrbaSYutWK2U0e7b1lNh7b+mXXzI/31hKSy3gXbNm5CD/pk1W7iTQu+/GLsEU+JkLDUR/+60bhN+yJXzseJwyTZs3W6KxV6/Ezo8lXtC8Y0fpn3/Sd71Idt/dmpd7FW2lyLZt9jonUnLq99/t+qFCk2ex7Lqr/V4CHXCAJUx8vuDX+O23LWkeyeLFlNRz/Phj+Pt80yb7m1K9uj3/6y+pa9f4Y/3zj7ta6ZBDpPHj0zrV/+fz2WrKvn3D9zl/HwLfC/vuK02alJm5OAKTbEBlQCICAAAAQE589pk19IwWCI1n9mzvTWGLi8PL07z0kpVTyEfr1kmNG7vPa9a04OuYMW4deiBRgUG0SIE1r/IpirD77pZkWbUq+l3wt90mPfZY+q89a5b119hzT0vSnHSS9OmniV87lXJXgb+/+vVtrHTq2VOaPDn2MZESP7HEev+sWiVtt533sWrUsJUhofbc05IUiXDK4kX7TIwfLx16aPC2wLI7CBf4WpaW2u8rnoEDLQn04YdWruigg4L3+/3Sn38mt+olmmRWF61caf8fc8EF6ZtHqNJSN3EDVAYkIgAAAADkzIYNwQH3WMaNC76j+5df7O5sryIFl/x+CySedZb3cbIpUiPPSZOkffbJzXxQcQXeIT5jht3V3bWr9OKLifVrcVZK5Bufz+6ajld2Kl0iBQhT6aEQKzLjjBt6zCmnSB99lNh1TjxR+vjjxM6JJ9GGw7F+1vJyb4HX776zhEWnTpFL9ST7uwj970wsoQljhAv8PRx4oP3eEnH11dLzz8c/LnTlSiKSXTW5bZut7IzVTySeAw+0FQ9PP22rhMrK7Of1+aSbbkp+XCBfVaBKqQAAAAAqg1GjLGBQUBA9iLPnnuHbQoNDThIi1VurzjzT7sKNZNMmuyMz1IoVkY9/4QXpgw9Sm0+gSIGV4cPTNz6qjsAyNd2722qkd98NTkL4fNK550ovv2yfK+eruNju+vb78zMJMWmSBaOTSULcc09y14wU/F67VurRQ/r888TGuuyy6PuefdZ97PzddL6GDnX31atn/RHiJSlHjJAuvDCx+cWTaAC4oMB6+URSrZq9z0JXloQ68EDp9dcj/x5OPDGx+QTaay/3fR/4frriiuDPhN9PEiIWv996TARKNAkheUtCSFYyK1nJJhK6drX/n0nEqafaa+P0w7rhBpv7dtvZ56JGDdsWmIQI/MwDFR0rIgAAAABklZd/TPt81hTSa+DCy79q1q2z3hJXXml3gUtWw/r77+1xWVl42Yjly6WWLe3xwoVWusEJGHgxdqw1/k2Xr78OLw0CeOG8/71I5e7iXAic64cf2kqBQH6/JV0+/NC+FiyQ2rWTpk2zgPjbb1vPmeuus7ujmzRxz9282ZIVAweGj+nV6adL778fvj1afwPJkqANGsQe95hjrJxQ4HwGD5Yuvzz6OWvX2s+XD7/fNWssedKhQ+T9XucYujrF57NVH6Hvg3iqV7fE8777hic4nNcN0aXa+ylVqZQxeustacCA1K5/7rmW1Hj11cj7y8q8N9p2Vhn95z/BicOZM9NbkiqewM9gRfvvAvITiQgAAAAAWRXvH7InnmgNKUPvpvSivDw4EPLttzbW7NnS3LlW/zvQ8OG2IiLS3ObNix4gS9T69ZbU2LzZAhG77GJJjUGDLNERq4muJD33nHTNNemZC6o2ny9+MOzLL6WjjsrOfNLF58tsELSgwFY7/P574sG4rVulunXDt8eKxqxc6SZBJSut1bq1Pd64Ubr7bunf/7bf1SWXBB8rRU5klJS4ydbbb09f34zq1S3IGs3UqdETLo6hQ231x4032n8DEgn6L1smbb99/OO2brX3SWgZnvnzpR13jH4eAVhvQl+joiJ7Dx54oDRxYuavf9NN0pNPus9nz7bm4V7KLp11lpVpjKVGDUt2RLNypdvfZOHC8CbTXqKvAwa4qyWi+e47qXfv+GOlauBAb+WhiCojESQiAAAAAOTM339beYNofvjBVi14NWuWW/KjbVtp8eLYx+fTv4aaNbO7bkOdf77dFQmkYupUq7ferp238l6hQT2krrTU7pg+4ojoDY6fftpKszhSSYgGBobffddWZgT65JPUyhjlg3T9DX/hBft87Lab9OuvVn6vXbv0jF1VfPih1K+f+zwwgePzWSK+YcP0XW+//aSffgre5qxi/Phjax7v2LJFqlMn8jhDh0oXXRS+3XlvbdggNWpkyapo5d9++03aY4/YCat479Vo5w4ZYnN3Vmw0aGBJnnT74gvp2GMTP69rV+mvv9I/H1ROJCIAAAAA5IVXX7U7e6XIDXG3bbM7b0PLJ23enFyjyXz9l1BgMCJbdz6icvvuO+mgg1IbI18/LxXFW29JPXtK3brZyq2FC6WOHd3948dHL7u2aFFwj490q2h3+19yifTKK/aY92V+efppW9XiWLpUatXKEhFr1rgrBjJl6lRbuRT6nm7SJHKiX3IThJEEJlPifU6c96Lfb8mQwN5T5eXuarQPPghOCtarZ/8fE2/swOsfe6z9LXniidjnefHTT9L++4dvr1vXEjjRnHOO9OabqV8fVQvNqgEAAADkhYsukv78M3pD3Nq1LRER2jC0bl3pX//K/nwzxWlAW15OEgKpKy+PnoRIpfH5qlXWePWuu5IfoyqYP98CiAMGWJPwggL7O7bjjnb3ttPjoU+f6GO0a5d8U+1Y/H5pzz3TP26mTJ0qrV5td4g7f/+RX264wZJqzzxjz1u3tvJh1aoll4SI13w91O67W6A/1Lp10i+/SKNH22fQee+UlcVuVr1smSUNIyUhnPfghg3Wd8ZRUGBlmgJLQRYW2k0UhYXhK5PiJSGcMQN9/rmtWHOaWM+aFd7QOrDJde/elhTy+6WRI93tW7ZYX5RI3nzTbgqJxvl/FSARrIgAAAAAUGl8/72tnOjc2epDH3WU3YUYiJIzqGr++MPuEk7WmjVuo+s337SmrIGIKkS3erXUokX49vHjrSny8OGRy8JEE9jnIVl33SU9/HBqY8RSp4715nGSLJL7HgkNlnrxv/9Z2Zv27dM0QWTFoEHStdcmf37jxtKkSdJOO0U/5pNPpNNOk4qLk79OLG++KR1+uNuf5cMPpZNP9vYedo759FPpuOMsYdG4sbvf77fk2h57RD6/fn3r9ZIMv98SxSNHJnd+4DglJdbTyhGrzJUj8PWZNs1KngESKyIAAAAAVCIHHGB3Frdvb3XYy8ulmTPtH87jxllSgiQEqprddgtOFjzySGLnN2vmPg5NQkjWPBmRBd7tXF5ufXEkK8NUt25iSQjJ7t5OJfHz++/pTUIE9q9ZsMB+xi1bgpMQUnIJCMdJJ1mfjIpWQqqqu+aa5N+rfr+tYmjbVrr44sjH7LOPJfkCkxArVti527bZf++XLnX3JbP6Z8AANwkhWXD/5ptjn3P77cHv1eOPt+ehKz0LCsKTEJ06uY+dJMS99wYf88sv0vXXW7P6SD77zL43b27fR42y1+Tll+08rxYssDJbtWpZ6SbnM123rvWuCVVebj/Tl18Gb+/Rw8rLARIrIgAAAAAAqLK8BnedBsv77mt3KQfq31967730z62y+Prr2KWXEvX337bqKxnDh0tnn52+uTg+/1w65hjvxxcVWQPgCy9MrMQLEayKye+3huDXXOPt+MDeDG+/bf0IIrnzzuDEWrINob164AFLNFSvHv2Y0lL7PMyY4b10XWgPiNB9kjWc79MndomrH35w+z0440VbRbV0qdSmjbf5hZo40W78CLyOo06d6CWd9txTuu0263GRTG8vVHwkIgAAAAAAqKJmz7byHbffHvu4mjUtoBXLPfdYoK5LF+mvv7iD3bFqVXqb9K5a5d7tnCy/X/rtN2ugnYzAAHCqUSWv75Px463kEyquV1+1ZuPxBJbySkS89+Irr0iXXprYmIleI1C0+U+YEN67Z8IE6ZZbpDfesBVAM2Yk//kcN85KVgU26C4uDu6HEVpyKRG9elm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},
"metadata": {}
}
]
},
{
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import requests\n",
"import zipfile\n",
"import os\n",
"\n",
"# Configuration\n",
"CONFIG = {\n",
" \"prime_url\": \"https://www.mersenne.org/primes/digits/M136279841.zip\",\n",
" \"chunk_size\": 1_000_000, # Number of digits to process at a time\n",
" \"output_file\": \"mersenne_prime_walk.png\",\n",
" \"canvas_size\": (20, 10), # Size in inches for matplotlib\n",
"}\n",
"\n",
"# ... (rest of your code remains the same) ...\n",
"\n",
"# Step 2: Draw the Prime Walk\n",
"def draw_prime_walk(file_path):\n",
" \"\"\"Visualize the walk over the prime digits.\"\"\"\n",
" # ... (your existing code) ...\n",
"\n",
" # Plot the results\n",
" plt.figure(figsize=CONFIG[\"canvas_size\"])\n",
"\n",
" # Increase the chunksize for the Agg backend\n",
" plt.rcParams['agg.path.chunksize'] = 10000 # Adjust as needed\n",
"\n",
" plt.plot(x, y, color=\"blue\", linewidth=0.5)\n",
" plt.axis(\"off\")\n",
" plt.title(\"Prime Number Walk\")\n",
" plt.savefig(CONFIG[\"output_file\"], dpi=300, bbox_inches=\"tight\")\n",
" plt.show()\n",
"\n",
"# ... (rest of your code remains the same) ..."
],
"cell_type": "code",
"metadata": {
"id": "bAM1YjSKEDZ6"
},
"execution_count": null,
"outputs": []
}
]
}
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