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@quantgirluk
Created May 24, 2020 19:06
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Twopiece Library Demo\n",
"\n",
"@QuantGirl\n",
"\n",
"This notebooks illustrates the main functionality of the **[twopiece 1.2.0](https://github.com/quantgirluk/twopiece)** Python library which provides a Python implementation of the family of Two Piece distributions.\n",
"\n",
"- **Download:** https://pypi.org/project/twopiece/\n",
"- **Source Code:** https://github.com/quantgirluk/twopiece"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. Installing *twopiece*\n",
"We recommend using [pip](https://pip.pypa.io/en/stable/) to install **twopiece**\n",
"```\n",
"pip install twopiece\n",
"\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Importing *twopiece*\n",
"We start by importing the three families of two-piece distributions.\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from twopiece.scale import *\n",
"from twopiece.shape import *\n",
"from twopiece.double import *"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In addition, we import a couple of libraries and set the configurations for our plots."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import seaborn as sns\n",
"import numpy as np\n",
"import random\n",
"import matplotlib.pyplot as plt\n",
"%config InlineBackend.figure_format ='retina'\n",
"random.seed(12345)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Creating an Instance\n",
"\n",
"The **twopiece** library supports 13 distributions. We can create an instance by simply definign the parameters.\n",
"\n",
"\n",
"#### Two-Piece Scale\n",
"\n",
"| Name | Function | Parameters |\n",
"|-------------|-------------|----------|\n",
"| [Two-Piece Normal](https://quantgirl.blog/two-piece-normal/) | tpnorm | loc, sigma1, sigma2 |\n",
"| Two-Piece Laplace | tplaplace | loc, sigma1, sigma2 |\n",
"| Two-Piece Cauchy | tpcauchy | loc, sigma1, sigma2 |\n",
"| Two-Piece Logistic | tplogistic | loc, sigma1, sigma2 |\n",
"| Two-Piece Student-t | tpstudent | loc, sigma1, sigma2, shape |\n",
"| Two-Piece Exponential Power | tpgennorm | loc, sigma1, sigma2, shape |\n",
"| Two-Piece SinhArcSinh | tpsas |loc, sigma1, sigma2, shape |\n",
"\n",
"#### Two-Piece Shape\n",
"\n",
"| Name | Function | Parameters |\n",
"|-------------|-------------|----------|\n",
"| Two-Piece Shape Student-t | tpshastudent | loc, sigma, shape1, shape2 |\n",
"| Two-Piece Shape Exponential Power | tpshagennorm | loc, sigma, shape1, shape2 |\n",
"| Two-Piece Shape SinhArcSinh | tpshasas |loc, sigma, shape1, shape2 |\n",
"\n",
"\n",
"\n",
"#### Double Two-Piece\n",
"\n",
"| Name | Function | Parameters |\n",
"|-------------|-------------|-------------|\n",
"| Double Two-Piece Student-t | dtpstudent | loc, sigma1, sigma2, shape1, shape2 |\n",
"| Double Two-Piece Exponential Power | dtpgennorm | loc, sigma1, sigma2, shape1, shape2 |\n",
"| Double Two-Piece SinhArcSinh | dtpsinhasinh | loc, sigma1, sigma2, shape1, shape2 |\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Example Two-piece Normal: **_tpnorm_**\n",
"\n",
"Let us start by creating an instance of the Two-Piece Normal which belongs to the Two-Piece-Scale family.\n",
"For this, we need to specify:\n",
"- one location parameter\n",
"- two scale parameters"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"dist = tpnorm(loc=0.0, sigma1=1.0, sigma2=1.5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The function **display_dist** plots:\n",
"\n",
" - The probability density function of our instance 'dist'\n",
" - A histogram made with a random sample (of size 1000) from our instance 'dist"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 375,
"width": 547
}
},
"output_type": "display_data"
}
],
"source": [
"display_dist(dist);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also visualise the pdf, cdf, and ppf on isolation by simply using the parameter 'show' from *dist_plot*. \n",
"Let's take a look at the cdf."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 375,
"width": 541
}
},
"output_type": "display_data"
}
],
"source": [
"display_dist(dist, show='cdf', color='hotpink')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you can see, we can choose our favorito colours to make the plots 😀"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Example Two-Piece-Shape Student t: **tpshastudent**\n",
"\n",
"Now, let's create an instance from Two-Piece-Shape which belongs to the the Two-Piece Shape family. For this, we need to specify:\n",
"- one location parameter\n",
"- one scale parameter\n",
"- two shape parameters"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"dist = tpshastudent(loc=1.0, sigma=0.5, shape1=3.0, shape2=10.0)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 375,
"width": 541
}
},
"output_type": "display_data"
}
],
"source": [
"display_dist(dist);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Example Double Two-Piece SinhArcSinh: **dtpsas**\n",
"\n",
"Finally, let's create an instance from the Double-Two-Piece Sinh-arcsinh distribution which belongs to the Double-Two-Piece family. For this, we need to specify:\n",
"- one location parameter\n",
"- two scale parameters\n",
"- two shape parameters"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"dist = dtpsas(loc=1.0, sigma1=5.0, sigma2=4.0, shape1=2.0, shape2=10.0)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 375,
"width": 547
}
},
"output_type": "display_data"
}
],
"source": [
"display_dist(dist, color='gold');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4. Methods\n",
"\n",
"We provide the following methods for all supported distributions\n",
"\n",
"- probability density function **pdf**\n",
"- cumulative distribution function **cdf**\n",
"- quantile function **ppf**\n",
"- random generation **random_sample**\n",
"\n",
"We can evaluate **pdf, cdf, ppf** on a single value or an array type object."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Example Two-piece normal: **tpnorm**"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.22796701737224725"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dist = tpnorm(loc=0.0, sigma1=2.0, sigma2=1.5)\n",
"dist.pdf(0)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.22796702, 0.22482269, 0.21564756])"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dist.pdf([0.0,0.25,0.5])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 360,
"width": 547
}
},
"output_type": "display_data"
}
],
"source": [
"x = np.linspace(-5, 5)\n",
"y = dist.pdf(x)\n",
"plt.plot(x, y)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.57142857, 0.78357782, 0.92181895])"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dist.cdf([0, 1,2])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"-0.3146213692203414"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dist.ppf(0.5)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-0.69111616, -0.48087281, 0.33018741, -2.02641877, 1.90914138,\n",
" -1.66315502, 0.54974156, 0.61864003, 0.29562645, 0.7003285 ])"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dist.random_sample(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5. Display Functions\n",
"\n",
"The **twopiece** library offers three visualisation functions which dislay plots for the three families of supported distributions.\n",
"\n",
"- **display_tpscale()**\n",
"- **display_tpshape()**\n",
"- **display_dtp()**\n",
"\n",
"You need to pass the following parameters (as appropriate).\n",
"\n",
"- ***loc***: location parameters \n",
"- ***sigma1***: left scale parameters \n",
"- ***sigma2***: location parameters \n",
"- ***shape1***: shape parameters \n",
"- ***shape2***: shape parameters\n",
"- ***show***: string 'pdf', 'cdf', 'ppf', 'random_sample', 'All' (to show all).\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 375,
"width": 547
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 375,
"width": 547
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 375,
"width": 547
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 375,
"width": 547
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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2NlYvvPCCW1VTSkqKpkyZUmqVpNjYWA0YMEBLliwp814VfR5vg4qyfj+lku+8vOoox77CwkJnc+Sy2O12ZWdnl6oUAgBcvghTAACoIk9TFaSSP8KioqLc/iCPi4vTjBkzZLPZ9MMPP+j777/Xhg0btGvXLq1atUq5ubl66623Kn3/ssKIS8flmNohFS+X6+kPe0+fxTENZsKECWX+y7yZ7du3TyNGjJDNZtOtt96qBx54QPHx8YqLi1NUVJQOHTpUbpjijYYNG+rnn38uc/qMp+/XER6U9we9I6SqieDEk+DgYA0dOlRDhw7VTz/9pO+//16bNm3S+vXrlZGRoSeffFIfffSR2rdvr1OnTunxxx/X2bNn1bZtWz388MO64YYbFBcXp0aNGslms5Ubpvib63Ljl3J8556qXRwc37nVatWqVav8OzgAQJ1HzxQAAKrIddqCK0czzDZt2kgq/lfr9PR0bdu2TVLxNIMuXbroqaee0vLly53L1K5Zs6ZSvSwc/T9sNlupfefPny/1h3t4eLiaNm0qqXjpWk8OHjxY6j1H01THdB9Pdu/erT179vi1/4m//OMf/5DNZlPXrl21cOFCDRw4UDfffLOzeuD48eN+u5ejj0pZjVA9fb+Oc8p6JpKcFTWuzX9rSlZWlnbs2KGMjAxJxU2HBwwYoJkzZ2r9+vWyWq0qKirSZ599JklatmyZzp49q7i4OC1evFjDhg3Trbfe6gwsPDWdrU5l/dzm5+dXOC1LKvn5T09P9/i7JkmZmZn697//XeOfDQBQ+whTAADwwLUXRFkVIJ988kmpfYZhaOnSpZLknP5w6tQp9e7dW7/61a88/tF1++23O7cdvSTKu79j+oKnPiVr1671OFZHI05PlQE5OTn64osvSr3fo0cPSdJXX32l06dPl9p/4cIFJSUl6cEHH9Tq1as93tcbjmkc/pr+4wgB4uPjPTagdTwnSSoqKvLpXo7vd9myZaX6gdjtdn3yySelznF8vxs2bHCO1VVWVpY+/vhjSZ6br1a3//3f/9Ujjzyiv/71r6X2NWjQwNmTxPF5HZ+hdevWHhv3+vP7row9e/Z4DLdWrlyp/Px8tW7dWq1bty7z/DZt2ig2Nla5ubken58kzZw5U0OGDNHvf/97v40bAFA3EKYAAOCB67SKY8eOeTxm165deuWVV5wrwdhsNr366qvavn27YmJinE1bmzRpoi5dushut+uZZ55xC1Sys7P1+uuvSypegtYxBae8+3fq1EmStGjRIrd/fd+8ebOmTp3qcawjR45UZGSk1qxZo1mzZjlXEzp//ryefvppZ4NaV7fddps6d+6s8+fP6ze/+Y0OHz7s3HfixAmNHTtW586dU0xMjO677z6P9/WG4zOX9X17q1WrVpKkzz//3G3s586d05QpU/Tpp5863/O0mo83Bg4cqCZNmmjXrl166aWXnNVB+fn5euWVVzxWn9x666267bbbZLPZ9Nvf/tbtWZ44cUJPPPGETpw4oRYtWuiRRx7xaXxV4XimS5cuLRUcbtu2zRnA3XnnnZJKvu9NmzZpx44dzmNzc3P1t7/9TW+//bbzPV+/78r63e9+5xY6bty40fk78tRTT5V7rsVi0dixYyUVL7HsqMCRivuozJ8/X8uXL5ekOjkNDgDgG3qmAADgQXR0tK655hodP35cQ4cOVYsWLfTaa6/p+uuvdx5z/fXX65///Kc+//xztWzZUkeOHNG5c+d0xRVX6M9//rNbM8rJkyfr4Ycf1rZt23TXXXfp2muvVWhoqI4cOaKcnBxFR0frT3/6U6Xun5SUpFWrVikzM1P333+/2rRpo6ysLB09elSdOnVS/fr1nUv1OjRr1kzTpk3T+PHj9dZbb+mf//ynmjZtqoMHDyo3N1c9evTwuPzuzJkzNXLkSO3YsUN9+/ZVmzZtFBQUpIMHD6qgoEBRUVF6++23PVYieCs+Pl7/+c9/9PTTT6t169b6/e9/71NFxvDhw7Vq1SqdPHlS/fr1c1YhpKWlyWazqW3btjp+/LjOnj2rkydPlrsiUEWioqL0xhtv6De/+Y2WLl2qr776Si1bttThw4d1/vx59ezZ022pbIeZM2dqxIgR2rdvn+69917FxcUpNDRU+/fvV2FhoWJjYzVnzpxaaWzauXNnDR8+XO+++66ee+45TZs2TU2bNtWZM2ecVSiDBg3SL37xC0nSI488ovfff18ZGRkaOHCgWrVqpYiICB0+fFg5OTmKjY1VUFCQ0tPTK2xo7A8xMTE6ffq0+vXrJ6vVqry8POf0nhEjRuh//ud/KrzGww8/rP3792vBggV6+umnNXXqVDVp0kRHjx7V2bNnJRWv1OVpaXEAwOWNyhQAAMowa9YsdejQQXl5eUpPT3db6liSHn30Uc2cOVOxsbHat2+f6tevr0GDBmn58uW69dZb3Y5t0aKFli1bpkcffVTNmjVTenq60tLS1KRJEyUlJenTTz91C2rKu3/z5s21dOlSPfTQQ2rUqJEOHDigkJAQJScna+HChWWubNOnTx8tXrxYffv2lcVi0YEDBxQfH6+3337bOeXkUk2aNNGSJUv07LPPql27dsrIyNDBgwd19dVXa9CgQfrkk0/KXdrXG1OmTNFtt90mwzCUlpbmVk1SFS1atNDHH3+shx56SE2bNtWhQ4f0008/qW3btpo4caKWLFniDAI8BR3euuWWW7R8+XINGDBAkZGR2rdvn2JjYzVjxgwNHjzY4zkxMTH66KOP9Oyzz+rGG2/UsWPHdPjwYcXFxempp57SihUrPC6rXFMmTJig1157TV26dFFRUZH27t2rnJwc3XHHHZo1a5YmTZrkPLZhw4ZaunSphg0bplatWikjI0OHDx9Wy5YtNW7cOH3yySe65557JPnn+67I1VdfrSVLlujuu+9WRkaGTp8+ra5du2revHmaMGFCpa8zceJEvfPOO+rVq5fsdrtz6lC3bt30l7/8RU8++WR1fQQAgIlZDH+uSwgAQAAYNmyYtm3bppdeeklDhw6t7eEAcLF8+XJNnDhR7dq1c07DAQDA36hMAQAAAAAA8AJhCgAAAAAAgBcIUwAAAAAAALxAmAIAAAAAAOAFGtACAAAAAAB4gcoUAAAAAAAALxCmAAAAAAAAeIEwBQAAAAAAwAuEKQAAAAAAAF4gTAEAAAAAAPBCSG0P4HK2e/du5efnKzg4WOHh4bU9HAAAAAAAcFF+fr6KiooUHh6uG2+80atzCVOqUX5+vux2u+x2uwoKCmp7OAAAAAAA4BL5+flen0OYUo2Cg4Nlt9sVFBSkyMjI2h6OU05OjiSZakyoHjzrwMBzDhw868DAcw4MPOfAwbMODDznuiknJ0d2u13BwcFen0uYUo3Cw8NVUFCgyMhIxcfH1/ZwnFJSUiTJVGNC9eBZBwaec+DgWQcGnnNg4DkHDp51YOA5100pKSnKysqqUlsOGtACAAAAAAB4gTAFAAAAAADAC4QpAAAAAAAAXiBMAQAAAAAA8AJhCgAAAAAAgBcIUwAAAAAAALxAmAIAAAAAAOAFwhQAAAAAAAAvEKYAAAAAAAB4gTAFAAAAAADAC4QpAAAAAAAAXiBMAQAAAAAA8AJhCgAAAAAAgBcIUwAAAAAAALxAmAIAAAAAAOAFwhQAAAAAAAAvEKYAAAAAAAB4gTAFAAAAAADAC4QpAAAAAAAAXiBMAQAAAAAA8AJhCgAAAAAAgBcIUwAAAAAAALxAmAIAAAAAAOAFwhQAAAAAAAAvEKYAAAAAAAB4gTAFAAAAAADAC4QpAADUdYWZkj2ntkcBAAAQMAhTAACoq4wi6dhQKTVG2t9Y+nmqZBi1PSoAAIDLHmEKAAB11dm50vn3i7eNPOnUC9KZ2bU7JgAAgABAmAIAQF1kGNKZt0q/f2qiVJBR8+MBAAAIIIQpAADURbYUybb34otQKTSueNPIKZ7uAwAAgGpDmAIAQF2Us6FkO6qf1MSlSuX8QqnoQs2PCQAAIEAQpgAAUBflbizZjrxTqt9HCmtb/Np+QcpaXjvjAgAACACEKQAA1EW5W0q2690pWSzSFUkl711YVuNDAgAACBSEKQAA1DX2HKng0MUXwVJ4h+LNBr8sOSb7K6b6AAAAVBPCFAAA6hrbHklG8XZYGykovGTbEawY+VLuBo+nAwAAwDeEKQAA1DX5u0q2w9q576vfp2Q7e23NjAcAACDAEKYAAFDXuIYp4Te674u8q2Q755uaGQ8AAECAIUwBAKCuse0t2S4VptwhKaR4O3+HVJhZY8MCAAAIFIQpAADUNQVpJduhbdz3BUVJ9TqXvM7bWiNDAgAACCSEKQAA1CWGcUmY0qr0MRG3lWznEqYAAAD4G2EKAAB1SJDOS/bzxS8skVLwVaUPqtelZJvKFAAAAL8jTAEAoA4JVYbLi1aSxVL6oAiXMCV3W3E1CwAAAPyGMAUAgDrEPUxpWcZBraXgxsXb9rNSwf7qHxgAAEAAIUwBAKAOKVWZ4onFIkW4NqH9v2odEwAAQKAhTAEAoA6pVJgiSeE3l2zn76y28QAAAAQiwhQAAOqQEP1U8qKsaT6SFN6hZDt/R/UNCAAAIAARpgAAUIeE6JTLi2ZlHxh+U8k2lSkAAAB+RZgCAEAd4h6mNC37wPB4SSHF2wVpUtG56hwWAABAQCFMAQCgrjAMBVc2TLGESeE3lLzO/7H6xgUAABBgQvx1oc2bN2vevHlKSUlRQUGB2rVrp9GjR+uOO+6o0vUOHjyoBx54QGPGjNHYsWPd9s2ePVtz5syp8BpdunTRP/7xD+frF154QcuWLSvz+HfffVe33357lcYLAEB1C9JZBang4osGUlD98k8I71AyxSd/pxT5i+odIAAAQIDwS5iyfPlyTZw4UWFhYUpMTJTdbtfWrVs1atQoTZo0SYMGDfLqeqdPn9a4ceNks9k87o+Pj9d9991X5vlr1qxRbm6ubrjhBrf39+zZI4vFov79+3s8LyYmxqtxAgBQkyo9xcchvH3Jtm2P/wcEAAAQoHwOU06ePKmXX35ZDRo00AcffCCr1SpJ2rFjh4YPH67JkyerR48eatKkSaWut2/fPiUnJystLa3MY/r06aM+ffp43Ld06VKtWrVKN998s5599lnn+wUFBdq/f7+uvfZazZgxo/IfEAAAk3ALU4IrEaaExZds21L8PyAAAIAA5XPPlEWLFslmsykpKckZpEjSTTfdpFGjRik/P1+LFy+u8Dq5ubmaM2eOBg4cqLS0NDVv3tzrsaSlpWny5MmKiIjQ9OnTFRoa6tyXmprqnH4EAEBd5HVlCmEKAABAtfA5TPn2228lSXfffXepfb1795Ykbdy4scLrrF69WrNnz1ZUVJTmzJmjBx980OuxTJ06VTk5ORozZoxatmzptm/37t2SRJgCAKizvA5TQtvI+X/1BYcle261jAsAACDQ+BSmGIah1NRUBQUFqXXr1qX2t2rVSkFBQUpNTZVhGOVeKzo6WsnJyfryyy+dIYw3vv32W61fv16xsbEaPnx4qf179hTPFbfb7UpOTla3bt3UsWNHDRw4UKtWrfL6fgAA1LRKr+TjEBQuhba6+MKQbKnVMSwAAICA41OYcu7cOdlsNkVHRyssLKzU/pCQEDVq1Ei5ubnKzs4u91q9evXSuHHjVL9+BSsTlGH27NmSpFGjRik8PLzUfkdlysyZM7Vnzx516tRJrVu31s6dO/XMM89oypQpVbovAAA1xevKFEkKa1uyzVQfAAAAv/CpAW1ubnG5cL169co8JiIiQpKUnZ2tqKgoX25Xpu3bt+u///2vrrrqKv3yl78std8wDO3du1eS9Nxzz2nEiBGyWCySpC1btmjcuHF67733lJiYqF69evl9fDk5OUpJMc9/wObk5EiSqcaE6sGzDgw858DRrOiEFFy8nf5ToXKOV/zMY4wYXXlx+9SxTTr9U4fqGyD8gt/pwMBzDhw868DAc66bHM+tKnyqTAkKqvj0iqb3+MPChQslSUOHDvVYlWKxWLRhwwZ9/vnnGjlypDNIkaTExEQlJydLkt5///1qHysAAFUVYjnj3C5U40qdY9N1zu0wHfL7mAAAAAKRT5UpkZGRkqT8/Pwyj3HsK696xSaFR98AACAASURBVBe5ublav369JOn+++8v87gGDRqoQYMGHvf16tVLU6ZM0a5du6pjiIqMjFR8fHzFB9YQR1pqpjGhevCsAwPPOXAU7j3n3L6uTWcp5JqKT8ruLqUXb14R8ZOuaMXPidnxOx0YeM6Bg2cdGHjOdVNKSoqysrKqdK5PlSlRUVGKjIzUmTNnVFhYWGp/YWGhzpw5o/DwcDVs2NCXW5Vp48aNysvLU8eOHRUbG1ula1x11VWSpLy8PH8ODQAA/zHsCtbZktfBlatMUdj1JdsFB/07JgAAgADlU5hisVjUpk0bFRUVKS0trdT+Q4cOyW63y2q1+nKbcm3YsEGSyl0BaPfu3Xr++ef1+uuve9x/9OhRSVKTJk38P0AAAPzBfkYW2Yu3g66QLKGVOy+kqWS5OAW2KFMqOl894wMAAAggPoUpknTHHXdIktasWVNqn+O97t27+3qbMu3YsUOSlJCQUOYxwcHBWrFihf7xj394LOH5+OOPJZV8FgAATKcws2Q7+KrKn2cJclkeWVIBfVMAAAB85XOYMmDAAIWHh+vtt9/Wjz/+6Hx/586dmj9/viIiIjR48GDn+0eOHNGBAwd04cIFX2+tnJwcHTx4UCEhIWrXrl2Zx8XHx6tTp07KycnRiy++6NbjZePGjVq4cKHq1aunpKQkn8cEAEC1KHINU2K8Oze0dck2U30AAAB85lMDWklq3ry5JkyYoEmTJunRRx9VYmKiDMPQ1q1bVVhYqGnTpqlx45J53UlJScrIyNDUqVM1YMAAn+79008/qaioSE2bNvW4io+r1157TUOHDtXq1au1fft23XTTTfr555/1f//3fwoJCdHMmTPVvHlzn8YDAEC1KTpVsu1NZYp0SZhCZQoAAICvfA5TJGnIkCFq1qyZ5s+fr+3btyssLEwJCQkaM2aMunbt6o9beHT69GlJ0jXXVLyaQatWrbRixQrNnTtX69at04YNG9SgQQP17dtXY8eOVdu2battnAAAeCVnY+n3cje7vCj0fIyryDtLtsNcwhQblSkAAAC+8kuYIkk9e/ZUz549Kzxu7dq1lbpecnKykpOTyz2mc+fOziWoKiMmJkZ/+MMf9Ic//KHS5wAAUCvOv+/+Ou+Hku3CY6X3u2o4xP116HUl20zzAQAA8JnPPVMAAEANMPJKti0R3p1LzxQAAAC/IkwBAKAusOeWbHsdprhWphySDLt/xgQAABCgCFMAAKgLXCtTgrwMU4IbljStNWxS4U/+GxcAAEAAIkwBAKAu8GWaj0TfFAAAAD8iTAEAoC5wC1PqeX++a98U2wHfxwMAABDACFMAAKgL7L5WprQq2S484vNwAAAAAhlhCgAAZmcUSSoo3pRFsoR5f43Qa0u2C9L9My4AAIAARZgCAIDZuUzxMRQmWSzeX8M1TKEyBQAAwCeEKQAAmJ2RX7KpKlSlSFKIa2UKYQoAAIAvCFMAADA7f4QpoS1KtguOSIbh46AAAAACF2EKAABm548wJShaCoq6eJEcyX7aDwMDAAAITIQpAACYnWEr2VRo1a5hsTDVBwAAwE8IUwAAMDu7HypTJFb0AQAA8BPCFAAAzM4f03wkKcSlbwor+gAAAFQZYQoAAGbnFqZUcZqPdEllCmEKAABAVRGmAABgdv6qTCFMAQAA8AvCFAAAzM6lAa3dp2k+LmEK03wAAACqjDAFAACz81tlikvPFBrQAgAAVBlhCgAAZuevnikhzUu2C49JRoEPgwIAAAhchCkAAJidvypTgsKl4GsuvrAXByoAAADwGmEKAABm59IzxacwRZJCY0u2CzJ8uxYAAECAIkwBAMDMjEJJRcWbCpIU7Nv1QlzClELCFAAAgKogTAEAwMxK9Uux+HY9tzCFaT4AAABVQZgCAICZ+atfigOVKQAAAD4jTAEAwMz82S9FkkKalWwTpgAAAFQJYQoAAGbmr2WRHWhACwAA4DPCFAAAzKxap/nQMwUAAKAqCFMAADAzf1emXDrNxzB8vyYAAECAIUwBAMDM7H6uTAmKliz1Ll4wR7Kf8/2aAAAAAYYwBQAAM/N3A1qLhak+AAAAPiJMAQDAzPw9zUdiRR8AAAAfEaYAAGBm/m5AK7GiDwAAgI8IUwAAMDOjoGTTX2EK03wAAAB8QpgCAICZufVM8dc0H9cwhcoUAAAAbxGmAABgaq5hSoh/LknPFAAAAJ8QpgAAYGZUpgAAAJgOYQoAAGZlGDUQptAzBQAAwFuEKQAAmFahJOPidvDF//lBSFOXWxyXjEL/XBcAACBAEKYAAGBWLlUpsvhpJR9JCgqXgq+6+MIuFZ7037UBAAACAGEKAABm5bIssl/DFMm9OqXouH+vDQAAcJkjTAEAwKyqqzJFkoKvKdku/Mm/1wYAALjMEaYAAGBWbmGKn5rPOoS4hilUpgAAAHiDMAUAALOqzsqUS5vQAgAAoNIIUwAAMKtqDVOY5gMAAFBVhCkAAJiVa5iiagxTaEALAADgFcIUAADMqlob0DLNBwAAoKoIUwAAMC2m+QAAAJgRYQoAAGZVkw1oDcO/1wcAALiMEaYAAGBW1bk0clBDyRJx8T45kj3Lv9cHAAC4jBGmAABgVkZByba/K1MsFprQAgAAVBFhCgAAZlWd03ykS6b60DcFAACgsghTAAAwq+oOU4Jdm9BSmQIAAFBZhCkAAJhVtVemEKYAAABUBWEKAABmxTQfAAAAUyJMAQDAjAy7pKKLLyySQvx/DxrQAgAAVAlhCgAAZnTpssgWi//vQc8UAACAKiFMAQDAjFzDFFXDFB+JaT4AAABVRJgCAIAZVXe/FIkGtAAAAFVEmAIAgCnVRJhydcl20SnJKCr7WAAAADgRpgAAYEY1UZliCZOCr7r4wi4Vnaye+wAAAFxmCFMAADCjmghTJKb6AAAAVAFhCgAAZnTpaj7VhRV9AAAAvEaYAgCAGRkFJdvVWpnCij4AAADeIkwBAMCMamyaT5OS7aIT1XcfAACAywhhCgAAZlRTYUqwS5hSSANaAACAyiBMAQDAjGqsMsV1eWQqUwAAACqDMAUAADNy65lSnQ1oqUwBAADwFmEKAABm5BqmiMoUAAAAMwnx14U2b96sefPmKSUlRQUFBWrXrp1Gjx6tO+64o0rXO3jwoB544AGNGTNGY8eO9XjM3XffrfT09DKvsWvXLoWElHzEvLw8vffee1q5cqWOHj2qBg0aqEePHnryySd19dVXl3kdAABqXk0tjUxlCgAAgLf8EqYsX75cEydOVFhYmBITE2W327V161aNGjVKkyZN0qBBg7y63unTpzVu3DjZbLYyj7lw4YKOHj2qq666Sl27dvV4TFBQSeFNQUGBxo4dq02bNqlp06bq3r27Dh48qCVLlmj9+vX66KOP1KxZM6/GCQBAtampaT4hMSXbRZmSUSRZgqvvfgAAAJcBn8OUkydP6uWXX1aDBg30wQcfyGq1SpJ27Nih4cOHa/LkyerRo4eaNGlSwZWK7du3T8nJyUpLSyv3uD179sgwDPXs2VOvvvpqhdddtGiRNm3apB49emj27NkKCysumX7jjTc0b948TZo0SfPmzavUGAEAqHY1FaZYQqWgKyX7aUl2qehn96k/AAAAKMXnnimLFi2SzWZTUlKSM0iRpJtuukmjRo1Sfn6+Fi9eXOF1cnNzNWfOHA0cOFBpaWlq3rx5ucfv3r1bktSuXbsKr20Yht59911ZLBa99NJLziBFkp566ildd911WrduXblThgAAqFE1FaZI7uFJIX1TAAAAKuJzmPLtt99KKu5fcqnevXtLkjZu3FjhdVavXq3Zs2crKipKc+bM0YMPPlju8Xv27JFUuTAlJSVFJ06cUNu2bUuFNEFBQerVq1elxwkAQLUziiQVurxRzWGKa9+UIvqmAAAAVMSnMMUwDKWmpiooKEitW7cutb9Vq1YKCgpSamqqDMMo91rR0dFKTk7Wl19+6QxhyrN7924FBwfr0KFDGjJkiG699VZ17txZv/3tb7Vjxw63Y1NTUyVJ119/vcdrOca+b9++Cu8LAEC1M3JdXoRKFkv13o/KFAAAAK/4FKacO3dONptN0dHRblNnHEJCQtSoUSPl5uYqOzu73Gv16tVL48aNU/369Su8r81m08GDB1VUVKTnnntO+fn5uu2229SoUSOtW7dOgwcP1hdffOE8/tSpU5KkmJgYj9dzvP/zzz9XeG8AAKqdPadku7qn+EhUpgAAAHjJpwa0ubnF/3JWr169Mo+JiIiQJGVnZysqKsqX2zmlpKSosLBQ9evX11tvveW2ms+CBQs0depUTZw4UbfccotiYmKUk5NT7jgdY3Qc5285OTlKSUmplmtXheNzmmlMqB4868DAc768NGnSRJEF5+T4J4oiI0gXzp6VJBUWFk/9OXvxdVnqhduUazurEycqV2XS2AjSVRe3fz65W5mn+FmqTfxOBwaec+DgWQcGnnPd5EsG4FNliuvSw2WpaHpPVXTo0EHfffedVq1aVWpZ5KSkJN19993KycnRihUr3MZpKaNM2jHG6hgrAABec5nmY1R3vxRJhWrs3A7W6Wq/HwAAQF3nU2VKZGSkJCk/P7/MYxz7yqteqYqypuxIUs+ePbVmzRr9+OOPkkrGmZeXV6NjdIiMjFR8fHy1XLsqHGmpmcaE6sGzDgw858vQ6ZKVfEKCIxTdIFpSSUVKdHR0+eeHhyk8Mrri4xwu3CRlFG9G189TdAt+lmoTv9OBgeccOHjWgYHnXDelpKQoKyurSuf6VJkSFRWlyMhInTlzxll67KqwsFBnzpxReHi4GjZs6MutvOIIWhzhydVXFzfWy8zM9Hh8RT1VAACoUXaXBrQ10TMlhJ4pAAAA3vApTLFYLGrTpo2KioqUlpZWav+hQ4dkt9tltVp9uU0pn3/+ucaPH69Vq1Z53H/06FFJ0jXXXCNJzvs7VvW51IEDB9yOAwCgVhk13YCW1XwAAAC84VOYIkl33HGHJGnNmjWl9jne6969u6+3cfPzzz/r008/1Ycfflhqn2EYWrlypSSpW7dukqS4uDjFxsZq9+7d+umnn9yOt9vtWrt2rSwWi/OzAABQq2p6NZ9LK1PoIQYAAFAun8OUAQMGKDw8XG+//bazR4kk7dy5U/Pnz1dERIQGDx7sfP/IkSM6cOCALly4UOV73nvvvYqKitL27du1YMEC5/uGYeitt97SDz/8IKvVql69ejn3PfrooyoqKtL/+3//z61j75tvvqm0tDT17t1b1157bZXHBACA37hVpoSVfZy/WOpLlot9w4w8yV71/48GAAAIBD41oJWk5s2ba8KECZo0aZIeffRRJSYmyjAMbd26VYWFhZo2bZoaNy5ZJSApKUkZGRmaOnWqBgwYUKV7XnnllZoyZYrGjx+vqVOnaunSpWrdurVSUlKUlpammJgYzZ49WyEhJR8vKSlJ69ev16ZNm9SnTx8lJCTo0KFD2rdvn5o1a6aXXnrJ168CAAD/qOmeKRZLcXVKQVrx66KTUnDN9ToDAACoa3yuTJGkIUOGaN68ebr55pu1fft2/fjjj0pISNC7776rBx54wB+3KKVv37765z//qT59+igzM1Nr165VQUGBhg0bppUrV6pVq1Zux4eFhemdd97R2LFjVa9ePa1bt07Z2dkaNGiQFi9e7GxSCwBArXOtTKmBpZEl0TcFAADACz5Xpjj07NlTPXv2rPC4tWvXVup6ycnJSk5OLveY9u3ba/bs2ZW6nlS89PFTTz2lp556qtLnAABQ42q6Z4rEij4AAABe8EtlCgAA8KOaXs1HojIFAADAC4QpAACYjb2GG9BKVKYAAAB4gTAFAACzMWq4Aa1EZQoAAIAXCFMAADAbey00oKUyBQAAoNIIUwAAMJvaaEBLZQoAAEClEaYAAGA2tdGAlsoUAACASiNMAQDAbOyuPVNqqAEtlSkAAACVRpgCAICZGAWSbBdfWCQF18x9gxvL+Z8F9rOSYSv3cAAAgEBGmAIAgJnYL7i8CJUslpq5ryVICo4peV3IVB8AAICyEKYAAGAmrmFKTfVLcaBvCgAAQKUQpgAAYCb+CFNCr6/aefRNAQAAqJSQ2h4AAABw4a/KlJyNVTjJZUpRzrdS1D1Vvz8AAMBljDAFAAAzcQtTfFzJ5/z73h1f9JPLOM76dm8AAIDLGNN8AAAwk6Ja7JliqecyjjM1e28AAIA6hDAFAAAzuXQ1n5rkGqZQmQIAAFAmwhQAAMykNlfzCYoo2S46V7P3BgAAqEMIUwAAMJPaDFMsLmGKnWk+AAAAZSFMAQDATGo1THHtmcI0HwAAgLIQpgAAYCb+XM3HW0GuPVOY5gMAAFAWwhQAAMykNhvQKlTO/zQwciV7Tg3fHwAAoG4gTAEAwExqdZqP5ZKpPqdq9v4AAAB1BGEKAABmUpthiuS+ok8hYQoAAIAnhCkAAJhJbYcpriv6UJkCAADgEWEKAABmUuthius0n5M1f38AAIA6gDAFAAAzsWe5vGCaDwAAgBkRpgAAYCa1uTSyRANaAACASiBMAQDALAyDaT4AAAB1AGEKAABmYeRLKrz4IkiyBNf8GJjmAwAAUCHCFAAAzKK2q1IkVvMBAACoBMIUAADMwjVMqY3msxLTfAAAACqBMAUAALMwQ2VKkEuYwjQfAAAAjwhTAAAwi9peyUdScUXMxf88MLIle04tjQMAAMC8CFMAADALM1SmWCwsjwwAAFABwhQAAMzCDGGKxIo+AAAAFSBMAQDALMwSprCiDwAAQLkIUwAAMAszrOYjsaIPAABABQhTAAAwC7NUpjDNBwAAoFyEKQAAmIUpVvMRDWgBAAAqQJgCAIBZmKUyhWk+AAAA5SJMAQDALMwSpjDNBwAAoFyEKQAAmIVpGtCymg8AAEB5CFMAADALs1SmMM0HAACgXIQpAACYhVka0Aa5hClM8wEAACiFMAUAALMwS2WKQiWFFG8a2ZI9pxbHAgAAYD6EKQAAmIVZwhSLRQqOLnlN3xQAAAA3hCkAAJiFWRrQSlKQS5jCVB8AAAA3hCkAAJiBYUj2rJLXtTrNR1SmAAAAlIMwBQAAMzCyJRnF25ZwyVLL/xftWpnCij4AAABuCFMAADADt34pkbU3DofgRiXbTPMBAABwQ5gCAIAZuIYpQSYIU4KuKNlmmg8AAIAbwhQAAMzArTKlXu2Nw4GeKQAAAGUiTAEAwAyKzFaZ4jrNh54pAAAArghTAAAwA9P1TKEyBQAAoCyEKQAAmIHpeqYQpgAAAJSFMAUAADMwc88UpvkAAAC4IUwBAMAM7Fkl22aoTLHUlxRavG1kS/bcWh0OAACAmRCmAABgBmarTLFYpJCYktdM9QEAAHAiTAEAwAzM1jNFkoKvLtlmqg8AAIATYQoAAGZgttV8JCmYyhQAAABPCFMAADADM1amMM0HAADAI8IUAADMwJSVKUzzAQAA8IQwBQAAM3CrTDFBA1qJaT4AAABlIEwBAMAMzFiZwjQfAAAAjwhTAAAwAzP2TGGaDwAAgEeEKQAAmIEZK1OY5gMAAOARYQoAAGZgxsoUpvkAAAB4RJgCAEBtM4okI6fktSWi9sbiimk+AAAAHoX460KbN2/WvHnzlJKSooKCArVr106jR4/WHXfcUaXrHTx4UA888IDGjBmjsWPHejwmNTVVf/3rX7V161adPn1aUVFRSkhI0OjRo9WxY8dSx//qV7/Sli1byrznV199pZYtW1ZpvAAAVJk9q2Q7KEqymOTfOoIaSgqVVCAZ2ZI91zwrDQEAANQiv4Qpy5cv18SJExUWFqbExETZ7XZt3bpVo0aN0qRJkzRo0CCvrnf69GmNGzdONputzGO2bt2qX//618rPz1dcXJw6dOigo0eP6ptvvtGGDRs0ffp09evXz+2cvXv3KjIyUnfddZfHa9avX9+rcQIA4BduU3wa1N44LmWxFE/1KTxW/LropBTEPzoAAAD4HKacPHlSL7/8sho0aKAPPvhAVqtVkrRjxw4NHz5ckydPVo8ePdSkSZNKXW/fvn1KTk5WWlpamccUFBTo+eefV35+vl566SUNHTrUuW/lypV67rnn9OKLLyoxMVFXXnmlJCkjI0Nnz57V7bffrhkzZlT9AwMA4G9mDVOk4qk+jjCl8JQUSpgCAADgcx3xokWLZLPZlJSU5AxSJOmmm27SqFGjlJ+fr8WLF1d4ndzcXM2ZM0cDBw5UWlqamjdvXuaxW7Zs0bFjx3Trrbe6BSmSdP/99+uuu+5Sdna2NmzY4Hx/z549kqR27dp5+xEBAKhepg5TaEILAABwKZ/DlG+//VaSdPfdd5fa17t3b0nSxo0bK7zO6tWrNXv2bEVFRWnOnDl68MEHyzw2Ly9P7du3L7MfS6tWrSQVV8047N69WxJhCgDAhMwcpoS4NKEtogktAACA5OM0H8MwlJqaqqCgILVu3brU/latWikoKEipqakyDEMWi6XMa0VHRys5OVnDhw9X/fr1tXfv3jKP7d27tzOo8WTnzp2S5Da1yBGmnDt3TiNHjtSuXbuUn5+v9u3b+9QoFwAAn5k5THGtTCmkMgUAAEDysTLl3Llzstlsio6OVlhYWKn9ISEhatSokXJzc5WdnV3utXr16qVx48b53AT2+++/19atWxUREaE777zT+b5jms/LL7+skydPqnPnzmrevLm2bdumUaNG6b333vPpvgAAVJmZwxQqUwAAAErxqTIlNzdXklSvXtnLJEZEREiSsrOzFRUV5cvtKnT06FE9++yzkqTRo0c7m8+ePn1ax48fV0hIiKZNm6b+/fs7z/n888/17LPPatq0aerSpYtuuOEGv48rJydHKSkpfr9uVeXk5EiSqcaE6sGzDgw857ov2kiVo5YyvyBMyrcp9+zZUscVFhZKks562OeqQaMiqahIFyo4rjz1wm3KtZ1V3qkiXXPxvXOnU3X8DD9n1Y3f6cDAcw4cPOvAwHOumxzPrSp8qkwJCqr4dMMwfLlFpR05ckSPP/64Tp06pR49emjMmDHOfVdeeaW+//57ffbZZ25BiiT169dPQ4YMUVFRkT788MMaGSsAAK6CVFK9aViq9x8evFWoxs7tYJ2uxZEAAACYh0+VKZGRkZKk/Pz8Mo9x7CuvesVXO3bs0JgxY5SZmalu3bpp1qxZpYKeK6+80lmpcqmePXvqvffe065du6plfJGRkYqPj6+Wa1eFIy0105hQPXjWgYHnfBk4FSH9XLwZERkjhYcpPDq61GGOipRoD/vcBAVLwcEVH1ee8DCFR0YrOryjdLj4raiIHMW34uesuvE7HRh4zoGDZx0YeM51U0pKirKysqp0rk+VKVFRUYqMjNSZM2ecpceuCgsLdebMGYWHh6thw4a+3KpM33zzjR5//HFlZmaqX79+mjt3rsLDw726RkxMcXO9vLy86hgiAADlM3PPlGCXnimF9EwBAACQfAxTLBaL2rRpo6KiIqWlpZXaf+jQIdntdlmtVl9uU6Zly5YpOTlZubm5Gj58uF5//XWPjXA3b96sZ599VgsWLPB4naNHj0qSrrnmGo/7AQCoVqYOU1xW8yliNR8AAADJxzBFknNJ4TVr1pTa53ive/fuvt7G47VffPFF2e12Pf/883r++efLXHo5Ly9PK1eu1MKFCz1W0Hz88ceSpG7duvl9nAAAVMjMYUpQA8lyseLTyJHs5a/OBwAAEAh8DlMGDBig8PBwvf322/rxxx+d7+/cuVPz589XRESEBg8e7Hz/yJEjOnDggC5cuODpcpVy6tQpTZw4UXa7XU8//bSGDx9e7vHdunVTbGysMjIyNH36dBUVFTn3LVu2TKtXr1ZMTIwefvjhKo8JAIAqM3OYYrG4V6cUUp0CAADgUwNaSWrevLkmTJigSZMm6dFHH1ViYqIMw9DWrVtVWFioadOmqXHjkpUAkpKSlJGRoalTp2rAgAFVuud7772n8+fPKzQ0VCkpKXrmmWc8HtenTx/16dNHYWFhmjFjhkaOHKkFCxZo7dq1atu2rdLT07Vnzx5FRkZq9uzZatDAZP8BCwAIDKXClJpZCa/Sgq+WCounxKropKRWtTkaAACAWudzmCJJQ4YMUbNmzTR//nxt375dYWFhSkhI0JgxY9S1a1d/3MLNtm3bJEkFBQX69NNPyzyuZcuW6tOnjyQpISFBK1as0Ny5c7Vp0yatW7dOjRo10oABAzR27Fi1aNHC7+MEAKBSLg1T7OdrbyyehMRIjoX76JsCAADgnzBFKl5euGfPnhUet3bt2kpdLzk5WcnJyR73ffTRR16NzaFVq1aaNm1alc4FAKDamD1MYUUfAAAANz73TAEAAD4yc88UiRV9AAAALkGYAgBAbTN7mBLiUplSRGUKAAAAYQoAALXJsBX/T5IULFkianU4HrGaDwAAgBvCFAAAapM9q2Q7KKp4KWKzcatMIUwBAAAgTAEAoDaZfYqPdEnPFKb5AAAAEKYAAFCb6kSY4rqaD5UpAAAAhCkAANSmuhCmhFxSmWIYtTcWAAAAEyBMAQCgNrmFKQ1rbxzlsdSXLPWKt408yciu3fEAAADUMsIUAABqU9H5km2zVqZYLJes6EPfFAAAENgIUwAAqE11YZqPxIo+AAAALghTAACoTXUlTKEyBQAAwIkwBQCA2lQXwxQqUwAAQIAjTAEAoDbVlTDFbZoPlSkAACCwEaYAAFCb6kqY4jbNh8oUAAAQ2AhTAACoTXUmTKEyBQAAwIEwBQCA2lRXwpQQeqb8f/buPEqq+s7//+tWVVd3Fw00uwIiIqCBgBEUISNBHJDzTWYGwjHCQIzNT05GnTjGeCI6kSHgCCExOQbiBAcSjBqjQjQjJo4GIdFB05pWoiy2NossLiy90Wtt9/dHdW3dXb3VcrvqPh//+Ll1b3363V1ybF+8P58PAABAGGEKAABWig1TnL04TIntTOE0HwAAyLL6JAAAIABJREFUYHOEKQAAWClbOlM4zQcAACCCMAUAACtlS5gSt8znlGSa1tUCAABgMcIUAACslC1hiqOPZHhCY9MbXzcAAIDNEKYAAGClbAlTJMnFiT4AAAASYQoAANYxzewKU9g3BQAAQBJhCgAA1jEbJQVDYyNfMvIsLadTnOgDAAAgiTAFAADrZFNXitRqE1o6UwAAgH0RpgAAYJVsC1PoTAEAAJBEmAIAgHXiwpR+1tXRVeyZAgAAIIkwBQAA6wRro+Ns6EzhNB8AAABJhCkAAFgn65b5xHSm+OlMAQAA9kWYAgCAVbItTKEzBQAAQBJhCgAA1sm2MIU9UwAAACQRpgAAYJ1AFocp/tOSaVpXCwAAgIUIUwAAsEq2daY4CiVHUcuFTwrWWFoOAACAVQhTAACwSraFKZLkZN8UAAAAwhQAAKySlWEKJ/oAAAAQpgAAYJVsDFM40QcAAIAwBQAAy2RjmMKJPgAAAIQpAABYJivDlJjOFD+dKQAAwJ4IUwAAsEo2hikuOlMAAAAIUwAAsEo2hil0pgAAABCmAABgmd4cpuSNa/919kwBAACQy+oCAACwrd4cpkhSw6ttX/Mfj459R9p/pjXPl1JXEwAAQC9AmAIAgBXMgGQ2RK8dfayrpSO1v46/DtZFx/5P2t5vrd/S1NcEAABgMZb5AABghdhQwlEkGVnyn2SjMDo2myTTtK4WAAAAi2TJb24AAOSYuCU+/ayro7sMp6S8lgtTMputrAYAAMAShCkAAFghWBsd98b9UjriaNWdAgAAYDOEKQAAWKG3bz7bkbilPo3W1QEAAGARwhQAAKyQ1WFKQXQcJEwBAAD2Q5gCAIAVsjlMYZkPAACwOcIUAACskM1hSmxnCst8AACADRGmAABghawOU2I6U4J0pgAAAPshTAEAwArZHKY42IAWAADYG2EKAABWyOYwJW6ZD50pAADAfghTAACwQjaHKbGdKZzmAwAAbIgwBQAAK2RzmEJnCgAAsDnCFAAArJBLYYppWlcLAACABQhTAACwQlaHKU7JcLdcmJLZbGk5AAAAmUaYAgCAFbI5TJHij0fmRB8AAGAzhCkAAFgh68OUmKU+bEILAABshjAFAAArBLI8THHQmQIAAOyLMAUAACtkfWcKYQoAALAvwhQAADLNNHMrTGGZDwAAsBnCFAAAMs1sluRruciTjHwrq+kZhyc6pjMFAADYDGEKAACZ1rorxTCsq6Wn4jpTGqyrAwAAwAKEKQAAZFq2L/GR2IAWAADYGmEKAACZFhumOLM0TGHPFAAAYGOEKQAAZFoudqaYpnW1AAAAZBhhCgAAmZYLYYryJDlbxgFFN9QFAADIfYQpAABkWi6EKYYRf6IPS30AAICNpCxMef311/WNb3xDV111laZMmaIbb7xRr732Wo/nO3z4sCZNmqT/+q//SvhMbW2tfvSjH2nevHmaPHmyrr32Wv3gBz9QXV1du883NTXpkUce0Ve+8hVddtlluvrqq3Xffffp1KlTPa4TAIBuy4UwRZKMguiYTWgBAICNpCRMefbZZ7Vs2TK98847mjx5si6//HK98847Wr58uZ5++uluz1dZWalvfetb8nq9CZ+pq6vT17/+dW3ZskWGYeiaa66RYRjaunWrFi1apHPnzsU97/P5dNttt+knP/mJ6uvrNWvWLBUXF2vbtm1auHChPv74427XCQBAjwRro2NHf+vqSBab0AIAAJtKOkw5deqUVq1apb59++q3v/2tNm/erF/84hd68sknVVRUpAceeECfffZZl+f74IMP9M///M86dOhQh8899NBDKi8v1w033KA//OEP2rBhg1566SXNnz9fFRUVeuihh+Kef+KJJ7Rnzx5dc801evnll7Vhwwa98MILuuWWW3T69GmtWbOmR98/AADdFhem9LOujmTFLvOhMwUAANhI0mHKE088Ia/Xq5KSEo0fPz7y+uTJk7V8+XI1Nzd3qTulsbFRP/vZz3TDDTfo6NGjGjlyZMJna2trtW3bNhUVFWnFihVyOELfhsvl0qpVq9S/f39t375dDQ0NkiTTNLV161YZhqGVK1fK7XZH5rrjjjt00UUXaffu3Tp+/HhPfwwAAHRdIEfClLjOlAbr6gAAAMiwpMOU8L4oc+bMaXNv7ty5kqRXX32103lefPFFbdy4UUVFRfrZz36mBQsWJHz2rbfeUlNTk6ZPn66ioqK4e3369NGMGTPU1NSkt956S5JUXl6uzz77TJdeemmbkMbhcOjaa6/tcp0AACQttjPFmcVhSuvjkQEAAGwiqTDFNE1VVFTI4XBozJgxbe6PHj1aDodDFRUVMk2zw7mKi4t1++2366WXXoqEMIlUVFRIksaNG9fu/XAt5eXl3Xr+gw8+6PDrAgCQErmyzMcgTAEAAPbkSubNNTU18nq9GjhwYNzSmcjkLpcGDBigs2fPqr6+vk0XSaxrr7020iHSmdOnT0uShgwZ0u798Otnz57t0fMAAKRVroQpDjagBQAA9pRUmNLYGPrFqbCwMOEzBQWhYxM7C1O6I7wXSqKvG/6a4ee6+3yqNTQ0RLpkeoPw99mbakJ68FnbA59z9hllfqbwf5GOnahWoxH97IYNG6ZC06vG6uo27/P7/ZKk6nbuxeo7ICAFAjrXyXPJzuGQX+EoKBCob/fZwnyvGr3V3dqM3u74M20PfM72wWdtD3zO2SmZDCCpZT7hjV870tnynmS+rmEYHX7N8D+7+zwAAOnkUF1kHFRq/qLBCqYKImOHmiysBAAAILOS6kzxeEJHIjY3Nyd8Jnyvo+6Vnn7dpqb2f3Fr/TW7+3yqeTweXXLJJWmZuyfCaWlvqgnpwWdtD3zOWaiiWQo1mWj0mMmSe3T8/Qa38ouL27wt3JFS3M69OA6n5HR2/lyyc5imVOOQFJQhv4r7F0lGq18t8t3K9xQnV4vN8GfaHvic7YPP2h74nLNTeXm56urqOn+wHUl1phQVFcnj8aiqqirSehzL7/erqqpK+fn56tcvdWvChw4dKkk6c+ZMu/db75HS3ecBAEirYE10nM2n+RgGxyMDAABbSipMMQxDY8eOVSAQ0NGjR9vcP3LkiILBoMaPH5/Ml2kjfCpP+JSe1g4dOiQpmgqGv35nz6e6TgAA2jDN3NmAVuJ4ZAAAYEtJhSmSNHPmTEnSzp0729wLvzZr1qxkv0ycK6+8UgUFBXrjjTfabBhTX1+vN954Qx6PR1OnTpUkXXzxxRoxYoQOHDigTz75JO75YDCoXbt2yTCMyPcCAEDamPWSWvboMjxtl8VkG45HBgAANpR0mLJw4ULl5+dr8+bN2rdvX+T19957T1u2bFFBQYGWLFkSef3YsWM6dOiQzp071+Ov6fF4tGDBAtXU1Gj16tWRJUZ+v19r1qxRbW2tFi1aFHd60OLFixUIBPS9730vLoD56U9/qqNHj2ru3LkaNWpUj2sCAKBLAjnUlSJxPDIAALClpP86bOTIkVqxYoXWrFmjxYsXa/r06TJNU6WlpfL7/Vq/fr0GDRoUeb6kpEQnT57UunXrtHDhwh5/3TvvvFOlpaX63e9+p7KyMk2YMEEHDhzQ8ePHNWHCBN1+++1xz5eUlOhPf/qT9uzZo+uuu05TpkzRkSNH9MEHH2j48OFauXJlj2sBAKDLYpf4ZPN+KWF0pgAAABtKujNFkpYuXapNmzbpsssuU1lZmfbt26cpU6Zo69atmj9/fiq+RBvFxcV66qmndOONN8rv92v37t1yOBxavny5HnvsMfXp0yfuebfbrV/84he67bbbVFhYqN27d6u+vl6LFi3S008/HdmkFgCAtMql/VKkVhvQEqYAAAB7SNlC7dmzZ2v27NmdPrdr164uzXf77be36S5prbi4WPfdd5/uu+++Ls1ZWFioO+64Q3fccUeXngcAIOVyLUxxeKJjOlMAAIBNpKQzBQAAdFGuhSl0pgAAABsiTAEAIJNyeQNasyHxcwAAADmEMAUAgEzK5c4UlvkAAACbIEwBACCTcu40nwJJRmhseiUzYGk5AAAAmUCYAgBAJuVcZ4rREqi0oDsFAADYAGEKAACZlGthiiQZMSf6sAktAACwAcIUAAAyKRfDFAedKQAAwF4IUwAAyKRcO81HanU8Mif6AACA3EeYAgBAJuXaBrSS5IhZ5mM2WVcHAABAhhCmAACQSXHLfPpbV0cqxR2PTGcKAADIfYQpAABkUk7umRK7zIc9UwAAQO4jTAEAIJNyMUyJ60whTAEAALmPMAUAgEwxTSlQE7129LWullRycDQyAACwF8IUAAAyxWyS5A+NjXzJkW9pOSnDnikAAMBmCFMAAMiUXFziI0lGgSQjNDabJTNgaTkAAADpRpgCAECm5GyY4qA7BQAA2AphCgAAmZKrYYrEvikAAMBWXFYXAABATml4NfG9prdjLsz2n80bl/KSMiK2MyVIZwoAAMhthCkAAKRa7a/bf913NDoOVLb/3KDvp6Oi9IvtTGGZDwAAyHEs8wEAIFNMb3RsuK2rIx2M2GU+hCkAACC3EaYAAJAppi86zrUwhc4UAABgI4QpAABkSlxnSp51daQDnSkAAMBGCFMAAMgU23SmcJoPAADIbYQpAABkSk7vmcJpPgAAwD4IUwAAyJRcXubTes8U07SuFgAAgDQjTAEAIFNyeZmP4ZIU/p5MyWyyshoAAIC0IkwBACBjYjpTlGNhisS+KQAAwDYIUwAAyJRcXuYjxYcp7JsCAAByGGEKAACZkssb0Erxm9CahCkAACB3EaYAAJApuR6m0JkCAABsgjAFAIBMMM3cD1MMwhQAAGAPhCkAAGSEX1L4uGCnZDitLCY9Wh+PDAAAkKMIUwAAyIRc70qRWnWmcJoPAADIXYQpAABkQlyYkm9dHenkYANaAABgD4QpAABkgu06UwhTAABA7iJMAQAgE8zm6Dhnw5R8RX+18Emmz8pqAAAA0oYwBQCATLBFZ4rBvikAAMAWCFMAAMgEO4QpEif6AAAAWyBMAQAgE+wYprBvCgAAyFGEKQAAZIJdwhSDE30AAEDuI0wBACAT7BKm0JkCAABsgDAFAIBMiAtT8q2rI90M9kwBAAC5jzAFAIBMsGVnCqf5AACA3ESYAgBAJpjN0XEuhykGy3wAAEDuI0wBACATbNOZwga0AAAg9xGmAACQCXYJU+L2TGmUTL91tQAAAKQJYQoAAJlgmw1oHfHHIwcqrasFAAAgTQhTAABINzMoyRfzQp5VlWRG7Ca0gTPW1QEAAJAmhCkAAKSb2SpIMQzLSskIo090TJgCAAByEGEKAADpZpclPmF0pgAAgBxHmAIAQLrZ5VjkMAedKQAAILcRpgAAkHY2OcknjGU+AAAgxxGmAACQbnY5FjksdpmPnzAFAADkHsIUAADSzXZhCp0pAAAgtxGmAACQbnYLU1jmAwAAchxhCgAA6Wa7MCVfkV8xzHopWGdpOQAAAKlGmAIAQLrZLkwx4pf6+D+2rhYAAIA0IEwBACDd4sKUfOvqyCQjZhNa30nr6gAAAEgDwhQAANLNbI6O7dCZItGZAgAAchphCgAA6Wa3ZT5Sq+OR6UwBAAC5hTAFAIB0s2OYEnuiD2EKAADIMYQpAACkmx3DFJb5AACAHEaYAgBAutlxA1qW+QAAgBxGmAIAQLrZsTMldpmPj84UAACQWwhTAABIJ9MvKdBy4ZDktLCYDGq9zMcMWlcLAABAihGmAACQTq2X+BiGdbVkkuGK6cLxSYEzlpYDAACQSoQpAACkk9kcHdtliU+YwSa0AAAgN7lSNdHrr7+uTZs2qby8XD6fTxMnTtQ3v/lNzZw5s8tzHDlyRBs3blRZWZmqq6s1atQoLVq0SEuWLJHDEc197rnnHj333HOdzvfVr35VP/jBDyLXN910k/7yl78kfP7ll1/WhRde2OV6AQDoVFyYYpPNZ8McHilYFRr7T0r6gqXlAAAApEpKwpRnn31W9957r9xut6ZPn65gMKjS0lItX75ca9as0aJFizqd4/3339fSpUtVV1enKVOmaNKkSSotLdX999+vvXv36sEHH4w8e/nll8vv97c7TzAY1IsvvqhgMKjPfe5zbb6Gx+PR3//937f73j59+rT7OgAAPWbnMIXOFAAAkKOSDlNOnTqlVatWqW/fvnryySc1fvx4SdK7776rZcuW6YEHHtA111yjYcOGJZzDNE3dfffdqqur0w9/+EPNnz9fklRZWamSkhLt2LFDc+fO1bx58yRJixYtShjQ/PSnP1UwGNR1112nm266KfL6yZMnVV1drS9+8YtxwQwAAGll5zAl9nhkH8cjAwCA3JH0nilPPPGEvF6vSkpKIkGKJE2ePFnLly9Xc3Oznn766Q7n2LNnj8rLyzVt2rRIkCJJAwcO1KpVqyRJjz/+eKe1/PWvf9WmTZs0ePBg3X///XH3Dh48KEmaOHFil783AACSZsdjkcPiTvQhTAEAALkj6TDltddekyTNmTOnzb25c+dKkl599dUezzF16lQNGjRIZWVlqqurSzhHMBjUmjVrFAwGdc8996i4uDju/oEDByQRpgAAMszOnSks8wEAADkqqTDFNE1VVFTI4XBozJgxbe6PHj1aDodDFRUVMk0z4TwVFRWSFNfZEuuiiy5SMBjUoUOHEs7xzDPPqLy8XJdddpn+8R//sc39cJhSU1Ojm2++WdOnT9fll1+uG2+8MRLmAACQckEbhymxy3zoTAEAADkkqTClpqZGXq9XxcXFcrvbti67XC4NGDBAjY2Nqq+vTzjPqVOnJElDhgxp93749TNnzrR73+/36+c//7kk6V//9V/bfSa8zGfVqlU6deqUrrzySo0cOVJvvvmmli9frl/96lcJ6wMAoMfs3JnCMh8AAJCjktqAtrGxUZJUWFiY8JmCggJJUn19vYqKijqcJ/xsojkaGhravf+HP/xBn376qS699FLNmjWrzf3Kykp9+umncrlcWr9+vf7hH/4h7r3f/e53tX79ek2bNq3NCUCp0NDQoPLy8pTP21Phn2NvqgnpwWdtD3zOvcewYcNUaHrVWF0dea2P6pXXMq5v9MvXWN3+m1v0HRCQAgGdq277XPgku+p27nV1jq5KxRxSUP3lkKGgFDijD97/m0yj/f/WI4o/0/bA52wffNb2wOecnRJlDF2RVGeKw9H52zta3tN6HsMwOpwj0VyPPfaYJOnmm29u9/7AgQP1xhtv6Pe//31ckCJJX/7yl7V06VIFAgH95je/6bRWAAC6w1B0A9pgJFaxC4fkGBS5culTC2sBAABInaQ6Uzye0Fro5ubmhM+E73XUvRKep6mpqcM5ws/FOn78uN577z15PJ7IhrftGThwoAYOHNjuvdmzZ+tXv/qV9u/fn/D9yfB4PLrkkkvSMndPhNPS3lQT0oPP2h74nHuZBrfyYzdBrw1IwdCwb99BkrO4/feFOZyS09lmI3Up2pHS3r2uztFlqZhDkhqGSd7TkqQxF7ilPvx72hn+TNsDn7N98FnbA59zdiovL+/woJuOJNWZUlRUJI/Ho6qqqkjrcSy/36+qqirl5+erX79+CecZOnSopMR7opw+HfolrL09Vf74xz9KCgUiHQU2HQnPmyjMAQCgx+y8Z4okuYZGx/7j1tUBAACQQkmFKYZhaOzYsQoEAjp69Gib+0eOHFEwGEx4Sk/YuHHjJEVP9YllmqYOHz4sp9Opiy++uM39P//5z5LUYVfK66+/ru9+97t69NFH271/4sQJSdJ5553XYZ0AAHSb3cMUZ0yY4iNMAQAAuSGpMEWSZs6cKUnauXNnm3vh19rbFLa9OV555ZU2995++21VVlZq6tSpbTawNU1T+/btkyRNmTIl4fxNTU16/vnn9dhjj7XbQfO73/1OknT11Vd3WCcAAN1iBiQFWi4MJbm6Nju5YrpK6UwBAAA5IukwZeHChcrPz9fmzZsjwYYkvffee9qyZYsKCgq0ZMmSyOvHjh3ToUOHdO7cuchr06ZN07hx47Rnzx4988wzkdcrKyu1evVqSdKyZcvafO3Dhw+rrq5Ow4YN07BhwxLWePXVV2vEiBE6efKkfvSjHykQCETu/fa3v9WLL76oIUOG6Prrr+/ZDwEAgPa07kpJsNF6TqMzBQAA5KCk/4ps5MiRWrFihdasWaPFixdr+vTpMk1TpaWl8vv9Wr9+vQYNiu7kX1JSopMnT2rdunVauHChpNBpPmvXrtVNN92klStXavv27Ro6dKjefPNN1dTU6IYbbtC1117b5muHl+dccMEFHdbodrv14IMP6uabb9ajjz6qXbt26dJLL9Xx48d18OBBeTwebdy4UX379k32xwEAQJTdl/hI8WEKnSkAACBHpKTfeOnSpRo+fLi2bNmisrIyud1uTZkyRbfeeqtmzJjRpTkmT56sbdu2acOGDSotLdWHH36oCy+8UN/5znf0ta99rd33VFVVSeraXidTpkzRc889p5///Ofas2ePdu/erQEDBmjhwoW67bbbOg1kAADoNsKU+A1o6UwBAAA5ImWLt2fPnq3Zs2d3+tyuXbsS3hs7dqw2bNjQ5a+5YMECLViwoMvPjx49WuvXr+/y8wAAJMX0Rsd2DVMcxZLhDv0sgtVSsE5yFHX+PgAAgF4s6T1TAABAAnGdKW7r6rCS4ZBcI6LXdKcAAIAcQJgCAEC6sMwnxBWzlJZ9UwAAQA4gTAEAIF0IU0LyYsIU3wnr6gAAAEgRwhQAANKFMCWEzhQAAJBjCFMAAEiXYOwGtDbdM0Vq1ZlCmAIAALIfYQoAAOlCZ0oInSkAACDHEKYAAJAuhCkhdKYAAIAcQ5gCAEC6xIYpDsIUSaHOFNO0rhYAAIAUIEwBACBdzNg9U2wcpjgGSkZhaBysk4I11tYDAACQJMIUAADSJW6Zj403oDUMlvoAAICcQpgCAEA6mAFJ/pYLQ1KehcX0AmxCCwAAcghhCgAA6dB681nDsK6W3oDOFAAAkEMIUwAASAdO8onnGhkd05kCAACyHGEKAADpYDZFx0aBdXX0FnGdKSesqwMAACAFCFMAAEiHIJ0pceL2TDlmXR0AAAApQJgCAEA60JkSL+/C6Nj3kXV1AAAApABhCgAA6RAbpjjoTIkPU461nHYEAACQnQhTAABIh7gNaOlMkaOP5BzScuGX/J9YWg4AAEAyCFMAAEgHTvNpK6475ahlZQAAACSLMAUAgHRgz5S28kZHx+ybAgAAshhhCgAA6RBkmU8bdKYAAIAcQZgCAEA6sAFtW3SmAACAHEGYAgBAOsQt8yFMkSS56EwBAAC5gTAFAIBUM01O82lPbGeKn84UAACQvQhTAABIOZ+kYMvYKRkuK4vpPeL2TPlIMoOJnwUAAOjFCFMAAEg1Np9tn7Of5BgQGpvNUuAza+sBAADoIcIUAABSjWORE2MTWgAAkAMIUwAASLXY/VI4yScexyMDAIAcQJgCAECq0ZmSGJ0pAAAgBxCmAACQanEn+dCZEofOFAAAkAMIUwAASDU6UxKjMwUAAOQAwhQAAFItSGdKQnSmAACAHECYAgBAqsV2pjjoTInTujPFNC0rBQAAoKcIUwAASDX2TEnMUSw5+obGZoMUOGNtPQAAAD1AmAIAQKqxZ0pihsG+KQAAIOsRpgAAkGpxYQqdKW3EhSlHraoCAACgxwhTAABItbhlPnSmtOGK3YT2iHV1AAAA9BBhCgAAqWT6JdMbvTbc1tXSW7nHRMe+w9bVAQAA0EOEKQAApFLwXHRs5EsG/6ltI+/i6JgwBQAAZCF+wwMAIJUC1dGxUWhdHb1ZbGeK95B1dQAAAPQQYQoAAKkUjA1T2C+lXXmxy3w+Ci2NAgAAyCKEKQAApFKgKjp2EKa0y+GRnOe1XPgl33FLywEAAOguwhQAAFIpWBMds8wnMXfsviks9QEAANmFMAUAgFQKsMynS/I40QcAAGQvwhQAAFIpds8UB50pCcV2prAJLQAAyDKEKQAApBIb0HYNnSkAACCLEaYAAJBKLPPpmjw6UwAAQPYiTAEAIJViN6BlmU9i7tjOlEOSaVpXCwAAQDcRpgAAkEp0pnSNc5hkeELjYK0UrLS2HgAAgG4gTAEAIFXMYCgYCCNMScww4rtTvOybAgAAsgdhCgAAqRKskhRouXBLhtPKanq/2H1TfOybAgAAsgdhCgAAqeI/HR076ErpVB6dKQAAIDsRpgAAkCqBU9GxweaznXLTmQIAALITYQoAAKkS25nCfimdi+1M8dGZAgAAsgdhCgAAqRKIXeZDZ0qnYjtTvHSmAACA7EGYAgBAqgToTOkW14WK/CriPyEFmywtBwAAoKsIUwAASBXClO5x5Et5o1ouTJb6AACArEGYAgBAqvhZ5tNt7vHRsfcD6+oAAADoBsIUAABShc6U7ssjTAEAANmHMAUAgFSJC1PoTJEk5Y3r+D6dKQAAIAu5rC4AAICcEXeaD50pEQ2vJr5nNkfHTX9N/KznS6mtCQAAIAmEKQAApIJpSv4z0WuW+cSr/XX7rwdqo2PvB+0/129pemoCAADoIZb5AACQCsEqSb6WizzJ4O8rusRRpMivI2ajZHotLQcAAKArCFMAAEgF/6fRscNjXR3ZxnBIjn7R60CNdbUAAAB0EWEKAACp4P8sOmbz2e5x9I+Og4QpAACg9yNMAQAgFQJ0pvSYkzAFAABkF8IUAABSIXaZD50p3RPbmcIyHwAAkAUIUwAASIXYZT4OwpRuoTMFAABkmZQeNfD6669r06ZNKi8vl8/n08SJE/XNb35TM2fO7PIcR44c0caNG1VWVqbq6mqNGjVKixYt0pIlS+RwxGc/fr9fl19+ubze9nf+HzZsmF599dW412pra/XII49o586d+uSTTzR48GBdd911+ta3vqWioqLuf9MAAEitOlNY5tMtjuLoOFgTOmbaMKyrBwAAoBMpC1Oeffb60kfPAAAgAElEQVRZ3XvvvXK73Zo+fbqCwaBKS0u1fPlyrVmzRosWLep0jvfff19Lly5VXV2dpkyZokmTJqm0tFT333+/9u7dqwcffDDu+YqKCnm9Xo0aNUqXXXZZm/mKi4vjruvq6vT1r39d5eXluuiii3TNNddo//792rp1q1577TU99dRT6tu3b3I/CACAPcXtmUJnSrcYhZLyJPlCRyObTSyVAgAAvVpKwpRTp05p1apV6tu3r5588kmNHz9ekvTuu+9q2bJleuCBB3TNNddo2LBhCecwTVN333236urq9MMf/lDz58+XJFVWVqqkpEQ7duzQ3LlzNW/evMh7Dh48KElauHChbr311k7rfOihh1ReXq4bbrhBq1evlsPhkN/v17//+7/rf/7nf/TQQw9p5cqVyfwoAAB2FXeaD50p3WIYkrOfFDgbug7WEEgBAIBeLSV7pjzxxBPyer0qKSmJBCmSNHnyZC1fvlzNzc16+umnO5xjz549Ki8v17Rp0yJBiiQNHDhQq1atkiQ9/vjjce85cOCAJGnixImd1lhbW6tt27apqKhIK1asiCwZcrlcWrVqlfr376/t27eroaGha980AACx/HSmJIVNaAEAQBZJSZjy2muvSZLmzJnT5t7cuXMlqc3eJd2ZY+rUqRo0aJDKyspUV1cXeT3cmdKVMOWtt95SU1OTpk+f3mZvlD59+mjGjBlqamrSW2+91elcAADEMQNS4FT0miUq3dd63xQAAIBeLOkwxTRNVVRUyOFwaMyYMW3ujx49Wg6HQxUVFTJNM+E8FRUVkhTX2RLroosuUjAY1KFDhyJf9+DBgxoyZIh27dql66+/XpdffrmmT5+u73znOzp8+HC7848bN67d+cO1l5eXd/IdAwDQSuCspGBo7OgnGU5Ly8lKcSf6VFtXBwAAQBckHabU1NTI6/WquLhYbre7zX2Xy6UBAwaosbFR9fX1Cec5dSr0N3pDhgxp93749TNnzkiSjh8/rrq6Op0+fVr/8R//ofz8fF111VXKz8/X73//e11//fUqKyuLvP/06dNdmv/s2bOdfcsAAMSLXeLjHGhdHdnMMSA6DlRZVwcAAEAXJL0BbWNjoySpsDBxS3NBQYEkqb6+PuHxw+F5ws8mmiO8p0l4v5Rhw4bpkUce0ec+9zlJoeOSf/zjH+uXv/yl7rzzTv3xj39Ufn5+5H2J6mw9fyo1NDT0qo6X8PfYm2pCevBZ2wOfs/U85l91Qcs4qGLVVve8s6LvgIAUCOhcO3P4/X5JUnUn83c0RyrqSNc84YU+ZrBWNdVnJYU6fArzvWr0Vuuzzz5L+N5cwp9pe+Bztg8+a3vgc85Oyfz/f9KdKeGNXDvS0fKe1vMYhtHhHOF/zps3T3/605+0bdu2SJAihTphvvvd72rixIn67LPPtHPnzh7NDwBAV7l0JjI2nQM6eBKJuRRQH0mSIVMO1XXyPAAAgHWS7kzxeELHPzY3Nyd8Jnyvo+6V8DxNTU0dzhF+zjAMnX/++e0+63A4NGvWLO3fv1/79u3TV77ylS7P31GNPeXxeHTJJZekfN6eCqelvakmpAeftT3wOfcCZw0ptJpUzrzBKi4o7vj5jjicktOp4uK2c4Q7Utq719U5UlFH2uapGyj5Q0uC+3kCkrvlPflu5XuKk68lS/Bn2h74nO2Dz9oe+JyzU3l5edwhN92RdGdKUVGRPB6PqqqqIu3Hsfx+v6qqqpSfn69+/folnGfo0KGSonuitNbZnietDR48WFI0PEn1/AAARARilp+wZ0rPxXb1BNk3BQAA9F5JhymGYWjs2LEKBAI6evRom/tHjhxRMBhMeEpPWPiUnfCpO7FM09Thw4fldDp18cUXS5J+/etf69vf/rZef/31duc7ceKEJOm8887rdH5JkVOCSBIBAN0WuwGtgzClx2KPR2YTWgAA0IslHaZI0syZMyUpsj9JrPBrs2bN6tIcr7zySpt7b7/9tiorKzV16tTIBrbHjx/Xiy++qOeee67N883NzXrppZckSX/3d38nSbryyitVUFCgN954o80mM/X19XrjjTfk8Xg0derUDusEAKANTvNJjdjOlADHIwMAgN4rJWHKwoULlZ+fr82bN2vfvn2R19977z1t2bJFBQUFWrJkSeT1Y8eO6dChQzp37lzktWnTpmncuHHas2ePnnnmmcjrlZWVWr16tSRp2bJlkdevv/56OZ1O7dixIxKcSJLP59P999+vkydP6ktf+pI+//nPSwrtW7JgwQLV1NRo9erVkSVJfr9fa9asUW1trRYtWpTwtCEAABKKW+bDBrQ9FtuZEqyRzKB1tQAAAHQg6Q1oJWnkyJFasWKF1qxZo8WLF2v69OkyTVOlpaXy+/1av369Bg0aFHm+pKREJ0+e1Lp167Rw4UJJoU1j165dq5tuukkrV67U9u3bNXToUL355puqqanRDTfcoGuvvTYyx9ixY3XPPfdo7dq1+rd/+zdNmjRJw4cP19/+9jd9+umnGjNmjH7wgx/E1XnnnXeqtLRUv/vd71RWVqYJEybowIEDOn78uCZMmKDbb789FT8OAIDd+E5Gx85BiZ9Dxxz5klEomY2SAlLwnOTsb3VVAAAAbaSkM0WSli5dqk2bNumyyy5TWVmZ9u3bpylTpmjr1q2aP39+l+aYPHmytm3bpnnz5umjjz7Snj17NHz4cK1evVrf//732zz/jW98Q1u3btXVV1+tjz76SLt371ZBQYFuueUWbd++PS7AkUKnHzz11FO68cYb5ff7tXv3bjkcDi1fvlyPPfaY+vTpk4ofBQDAToKNMZuluuK7K9B9cZvQstQHAAD0TinpTAmbPXu2Zs+e3elzu3btSnhv7Nix2rBhQ5e/5owZMzRjxowuP19cXKz77rtP9913X5ffAwBAQv6Po2PX+ZKRsr+nsCdHsaSWn2mgSsq70NJyAAAA2sNvfAAAJCMuTBlhXR25gk1oAQBAFiBMAQAgGf6Y/VJcw62rI1c4Ypf5cDwyAADonQhTAABIRmxnSh6dKUlzxuw5E6iWTNO6WgAAABIgTAEAIBk+OlNSyiiUjPyWC59k1llaDgAAQHsIUwAASEbcnimEKUkzDMkxMHodqLSuFgAAgAQIUwAASEbcniks80kJJ2EKAADo3QhTAABIBp0pqUeYAgAAejnCFAAAeso06UxJB8IUAADQyxGmAADQU8FqyWwKjY0+kqOvtfXkitgwJVgtmV7ragEAAGgHYQoAAD0V25WSNyK0eSqSZ+TFBFOm5DtmaTkAAACtEaYAANBT7JeSPrEn+vgOWVcHAABAOwhTAADoKR/7paSNc1B07D1sXR0AAADtIEwBAKCn6ExJn9h9U3yEKQAAoHchTAEAoKfiTvIhTEkpwhQAANCLEaYAANBTHIucPo5+kpyhceCMFDhraTkAAACxCFMAAOgp3/HoOO8C6+rIRYZDcg6IXje9Z10tAAAArRCmAADQU/6YI3tdo6yrI1fFLvVpfte6OgAAAFohTAEAoCeCDTFLT/Ik13mWlpOTHDEn+jTvta4OAACAVghTAADoibglPiNDy1KQWq7B0XHT29bVAQAA0Aq/+QEA0BNxS3zYLyUtnLGdKfulYJN1tQAAAMQgTAEAoCd8MWFKHvulpIXhlhz9Wy78UvM+S8sBAAAII0wBAKAnCFMyI647haU+AACgdyBMAQCgJ/wxe6Zwkk/6OGP3TXnHujoAAABiEKYAANATcZ0p7JmSNk42oQUAAL0PYQoAAD3BMp/MiA1Tmv8mmT7ragEAAGhBmAIAQHeZJst8MsVRIDmHhcZms9T8vrX1AAAAiDAFAIDuC5yRzJZjeh39JWc/a+vJde5x0TGb0AIAgF6AMAUAgO7ys8Qno9zjo2P2TQEAAL0AYQoAAN0Vu1+Ki81n0y62M4UTfQAAQC9AmAIAQHf5YvZLoTMl/fJadaaYAetqAQAAEGEKAADd5zsaHROmpJ9rsOQaERqb9VLzAWvrAQAAtkeYAgBAd/mORMd5F1lXh50UTIuOm0qtqwMAAECEKQAAdJ/vcHScN8a6Ouyk8KrouJEwBQAAWIswBQCA7jDNVp0phCkZURATptCZAgAALEaYAgBAdwTOSsFzobGjSHIOsrYeuyi8QpFfW5r3S8E6S8sBAAD2RpgCAEB3tF7iYxjW1WInjiIpf2LLRVBq/Kul5QAAAHsjTAEAoDvYfNY6LPUBAAC9BGEKAADdweaz1imMOdGHTWgBAICFCFMAAOgOL50plqEzBQAA9BKEKQAAdEdsZ4qbzpSMyp8oGX1CY//Hku+EtfUAAADbIkwBAKA74pb50JmSUYZTKrgiet34F+tqAQAAtkaYAgBAV5l+yXcsep032rJSbKtwRnTcuMe6OgAAgK0RpgAA0FW+45ICobHrfMnhsbQcW/JcHR03/p91dQAAAFsjTAEAoKs4Ftl6hV+UZITGTe9IwTpLywEAAPZEmAIAQFf5KqJjjkW2hnOAlP/5losA+6YAAABLEKYAANBV3g+jY/d46+qwu8KZ0XHDa9bVAQAAbIswBQCArvJ+EB27x1lXh92xbwoAALAYYQoAAF0VF6bQmWKZwtgw5S+S6bOuFgAAYEuEKQAAdIXpl7yHotd5dKZYJu8CyXVhaGw2hDaiBQAAyCDCFAAAusL3kaSWDgjX+ZKzr6Xl2F7sUh/2TQEAABlGmAIAQFfELvHJY4mP5WI3oW0kTAEAAJlFmAIAQFewX4p12ltS5Yk90edVyQxmrh4AAGB7LqsLAAAgK3AssrUaXo2/Nk3JMVAKVkrBKqnml51/Lp4vpa8+AABgK4QpAAB0BZ0p1qv9dfy1c0AoTJGk6i1SwWWJ39tvafrqAgAAtsMyHwAAuiIuTOEkn17BNSI69n9sXR0AAMB2CFMAAOhMsFHyH2u5cEh5YywtBy1cw6Nj/yeSGbCuFgAAYCuEKQAAdMZbIckMjfMulBz5lpaDFs5+kiN8RLVfCpy2tBwAAGAfhCkAAHTGeyA6dn/OujrQVlx3yknr6gAAALZCmAIAQGea90fH+ROtqwNtxe6b4iNMAQAAmcFpPgAASG2P3o279+eYC1fiZ/PYmDbjYjtTAqck0ycZedbVAwAAbIEwBQCAsNZH74Y1/y069r4v1Z5t/7lB3095SeiEwyM5BkjBKknB0Ea0eaOsrgoAAOQ4lvkAANARMyAFa6PXzmLrakH78kZGx77j1tUBAABsgzAFAICOBGsUOcnH0ZclJL2R64Lo2E+YAgAA0o8wBQCAjgQqo2PHAOvqQGKu8xVZuRyslQI1lpYDAAByH2EKAAAdCVRFx07ClF7JcMaf6kN3CgAASDPCFAAAOhIkTMkKeTFLfXzHrKsDAADYAmEKAAAdie1MYZlP7xUbpvg/kUy/dbUAAICcl9KjkV9//XVt2rRJ5eXl8vl8mjhxor75zW9q5syZXZ7jyJEj2rhxo8rKylRdXa1Ro0Zp0aJFWrJkiRyOttnP3r17tXnzZr3zzjuqra1VcXGxrrrqKt122226+OKL2zw/Z84cHT+euP13//79crk4MRoAoND/kMed5EOY0ms5+sYckRyQ/B9zRDIAAEiblKUGzz77rO6991653W5Nnz5dwWBQpaWlWr58udasWaNFixZ1Osf777+vpUuXqq6uTlOmTNGkSZNUWlqq+++/X3v37tWDDz4Y9/zzzz+ve+65R4FAQBMmTNDll1+uiooKvfDCC3rllVe0efNmXXnllZHnz507pxMnTmjw4MGaMWNGuzW0F9gAAGwqUKXoST79JYOwvVfLu0Bqbukk8h0jTAEAAGmTkt8KT506pVWrVqlv37568sknNX78eEnSu+++q2XLlumBBx7QNddco2HDhiWcwzRN3X333aqrq9MPf/hDzZ8/X5JUWVmpkpIS7dixQ3PnztW8efMir3//+9+XaZp6+OGHNWfOnMg8//3f/62f/OQnuvvuu/Xyyy8rLy90jOXBgwdlmqZmz56t//zP/0zFtw4AyGWBs9Gxc5B1daBrXKOk5ndDY99Hkvl3kmFYWxMAAMhJKWnDeOKJJ+T1elVSUhIJUiRp8uTJWr58uZqbm/X00093OMeePXtUXl6uadOmRYIUSRo4cKBWrVolSXr88ccjr7/88suqr6/XP/3TP0WCFEkyDEP/8i//ogkTJujjjz/WO++8E7l34MABSdLEiROT+4YBAPYQOBMdE6b0fq7zJCM/NDbrpcBpa+sBAAA5KyVhymuvvSZJcaFG2Ny5cyVJr776ao/nmDp1qgYNGqSysjLV1dVJkoLBoCZMmKDp06e3O9+FF14oKdQ1E3bw4EFJhCkAgC6iMyW7GA7JdWH02nfUslIAAEBuSzpMMU1TFRUVcjgcGjNmTJv7o0ePlsPhUEVFhUzTTDhPRUWFJMV1tsS66KKLFAwGdejQIUnSkiVL9Nxzz+mrX/1qm2eDwaD2798vSTrvvPMirx84cEBOp1NHjhzR0qVLdcUVV+jKK6/ULbfconfffbfr3zQAIPeZZqswZbB1taDr3KOjY8IUAACQJkmHKTU1NfJ6vSouLpbb7W5z3+VyacCAAWpsbFR9fX3CecIdJEOGDGn3fvj1M2fOtHs/1rPPPqtjx45p6NCh+sIXviBJ8nq9Onz4sAKBgO6++241Nzfrqquu0oABA7R7924tWbJE//u//9vp3AAAmwjWSmo5XtcolBweS8tBF7lGKrIlXLA6/mhrAACAFEl6A9rGxkZJUmFhYcJnCgoKJEn19fUqKirqcJ7ws4nmaGho6LCeffv26YEHHpAk3XXXXZFjjsvLy+X3+9WnTx89/PDDcaf5PProo1q3bp3uvfdeTZ06NWGg01MNDQ0qLy9P6ZzJCP8Me1NNSA8+a3vgc07esGHDVGh61VhdHXktT8fVp2XsM/urPuZeIn0HBKRAQOe68GxP5vD7Q+FOdSfzp7uOTM/T3Tk8Gia3TkqSGs8dVLMmqDDfq0ZvtT777LMe15Ep/Jm2Bz5n++Cztgc+5+zUWb7QkaQ7U7pylHBHy3taz2Mk2HU/PEdHc7377ru6+eab1dDQoMWLF2vBggWRe5MmTdL//d//aceOHW2ORS4pKdGcOXPU0NCg5557rtNaAQC5z6loR0NAxRZWgu7yaWRknNcSqgAAAKRS0p0pHk+o7bm5uTnhM+F7HXWvhOdpamrqcI7wc639+c9/1re//W01NDRo4cKFkROAYnXUcTJ79mzt3LlT+/btS/hMT3k8Hl1yySUpn7enwmlpb6oJ6cFnbQ98zinS4FZ+cUxoUlcfWeVT4BmuAncXAhWHU3I6VVycRPjSwRzhjpRO509zHRmfp7tzBAul2jclmXKpSsX9nFK+W/me4uS/nwzgz7Q98DnbB5+1PfA5Z6fy8vLIITfdlXRnSlFRkTwej6qqqiLtx7H8fr+qqqqUn5+vfv36JZxn6NChkhLviXL6dOh4w/YCkaeeekq33nqrGhoatGzZMq1du7ZLHTOxwvMmCnMAADZimq2ORWbz2aziyJdcI6LX3kPW1QIAAHJS0mGKYRgaO3asAoGAjh492ub+kSNHFAwGE57SEzZu3DhJ0VN9YpmmqcOHD8vpdOriiy+Ou/ezn/1Mq1atkmmauvfee3XPPfe0u1ToD3/4g+666y7t2LGj3a9/4sQJSfGn/wAAbCpYJ5mNLRduydHf0nLQA+6x0bGPMAUAAKRW0mGKJM2cOVOStHPnzjb3wq/NmjWrS3O88sorbe69/fbbqqys1NSpU+M2sH388ce1ceNG5eXl6cc//rFKSkoSzn/27Fm98MIL+s1vftPmnmmaev755yVJV199dYd1AgBsIHAqOnYNkRLs54VeLG+0JGdoHDjLMckAACClUhKmLFy4UPn5+dq8eXPcniPvvfeetmzZooKCAi1ZsiTy+rFjx3To0CGdO3cu8tq0adM0btw47dmzR88880zk9crKSq1evVqStGzZssjr5eXlWr9+vSRp/fr1+vKXv9xhjV/5yldUVFSksrIyPfroo5HXTdPUww8/rL1792r8+PG69tpre/ZDAADkjtgwxTnUujrQc4ZbyhsVva5v+5c1AAAAPZX0BrSSNHLkSK1YsUJr1qzR4sWLNX36dJmmqdLSUvn9fq1fv16DBg2KPF9SUqKTJ09q3bp1WrhwoaTQaT5r167VTTfdpJUrV2r79u0aOnSo3nzzTdXU1OiGG26ICzo2bdokn8+nfv36affu3dq9e3e7tS1evFhXXHGFBg4cqLVr1+quu+7SunXrtH37do0ZM0bl5eU6evSohgwZoo0bN0aOUgYA2Ji/VWcKslPeWMl3JDRueCW0Fw5dRgAAIAVSlhwsXbpUw4cP15YtW1RWVia3260pU6bo1ltvbXMUcSKTJ0/Wtm3btGHDBpWWlurDDz/UhRdeqO985zv62te+Fvfsm2++KUmqra1NuA+KJH3xi1/UFVdcIUmaN2+eRowYoUceeURvvfWWjh49qqFDh+rGG2/UbbfdpoEDB/bwuwcA5Awz2GrzWTpTslbeBZLyJPkk/0mp6a9S4ZVWVwUAAHJAStswZs+erdmzZ3f63K5duxLeGzt2rDZs2NDpHHv27OlWbWGf//zntXHjxh69FwBgA4FKSYHQ2CiSHB5Ly0ESDJfkvkjyfhC6rn2CMAUAAKRESvZMAQAgZ8RtPktXStbLiznVp+YJKdhsXS0AACBnEKYAABCLzWdzi2tEqMNIkoKVUt3z1tYDAAByAmEKAACx/J9Gx3SmZD/DkNzjo9c1v7CuFgAAkDMIUwAACAvWS8Halgun5OQkn5yQf4mkllN86l+WfMcsLQcAAGQ/whQAAMJad6UYTutqQeo4+koFU1suTKnmV5aWAwAAsh9hCgAAYf5PomPn+dbVgdTr8+XouOaXoSOwAQAAeogwBQCAsNgwxUWYklM8V0uOAaGx76hU/6Kl5QAAgOxGmAIAgCQFaqRgVcuFweazucbIl4r/v+h11UbragEAAFmPMAUAAElqfi86dg6RjDzrakF6FN+m6Ea0L0nN5ZaWAwAAshdhCgAAktS8Nzp2nWddHUgf9xip6B+i19UPW1cLAADIaoQpAABIUtNb0bFrhHV1IL0G3B4d1zwqBc5ZVgoAAMhehCkAAPhOhDYllSQ52Hw2l3nmSO5LQuPgOalmq7X1AACArESYAgBA/R+jY9f5kuGyrhakl2HEd6dU/lgyfdbVAwAAshJhCgAA9S9HxyzxyX39l0nOwaGx/5hU+5S19QAAgKxDmAIAsDczKDXsjF67RlpXCzLD4ZEG3BG9Prs+9O8BAABAFxGmAADsrXmvFDgTGhuFknOQtfUgMwb8q+QoCo29+6W631tbDwAAyCqEKQAAe6t7ITp2jQjtqYHc5xwgFd8Sva5cJ5mmdfUAAICsQpgCALC3c/8THeeNsq4OZN6AOyXDHRo3vhG/dw4AAEAHOK4AAJD9Gl7t2fv8p6Tmt1suXIQpdpM3XOq/XKr+r9D1me9Jfa6jOwkAAHSKMAUAkBtqf9399zTvj44LvhDtUoB9DPqeVPNLyWySmsqkuuekvgutrgoAAPRyLPMBANiX72h0XHi1ZWXAQnnDpQHfil6fXimZAevqAQAAWYEwBQBgT6ZX8n8SvS78onW1wFoDV0iOvqGx94BU+6S19QAAgF6PMAUAYE++o5KCobH785JrmJXVwEquwaHNaMNO/7sUrLeuHgAA0OsRpgAA7Ml7KDou+ifr6kDvMPAuyTk0NPafkM7+yNp6AABAr0aYAgCwn2Bj6H+Yw4oWWFcLMiNvXMf3nf2kIWuj15XrJd+x9NYEAACyFqf5AADsx3dYkhkaO4dJeSMl34eWloQM6OwI7bwxodDF92HodJ9PlkmDV7V9zvOl9NQHAACyBmEKAMB+Ypf4uC+2rg5kXmdHaOdfGg3WGnZJZwulvBHR+/2Wpq82AACQNVjmAwCwl0CtFPi05cIIdSMAYa7z4/+daHxNMv3W1QMAAHolwhQAgL1434+OXSMlh8e6WtA7FX5Rkjs0DtZKTW9bWg4AAOh9CFMAAPZhBiXvB9Fr9+esqwW9l8MjFV4VvW7+mxQ4a109AACg1yFMAQDYh/+YZDaExkahlDfK2nrQe7kvlZznt1yYUsOfJDNgZUUAAKAXIUwBANhHc8wSH/d4yeA/g0jAMCTPTEnO0HXgrNT0V0tLAgAAvQe/RQIA7CFQE+pMCXNfal0tyA7OYqlwWvS6+W9S0zvW1QMAAHoNwhQAgD0074uOXRdIzv7W1YLs4f58aKPisLNrpUCVdfUAAIBegTAFAJD7gs2Stzx6nT/JulqQXQxD8sySjPzQdeCU9MlNoc2MAQCAbRGmAAByn/egJH9o7BgguUZYWg6yjKOPVPil6HXdDunsOuvqAQAAliNMAQDkNtMfv8Qnf1Ko2wDoDvdFUv7k6PWZlVL9y9bVAwAALEWYAgDIbd73Y45D9kjusdbWg+xVME3K/0LLhSmd/GfJ+6GlJQEAAGsQpgAAcpfpl5r2Rq8LviAZLuvqQXYzHNLgVZJreOg6WCkd/3+S/7S1dQEAgIwjTAEA5K42XSkch4wkOQdKI56TjMLQte+QdHK+FGz8/9u78+ioq/v/48+ZLJMMYQsQQBZZBxuWCCkIXxcsFanHIpYelkIR8CBFre0PsbRFLZvUg7WVgktVbH9fARXrQSlHa38FFGhAoKCACFFCWAQCIZCEZJJMZubz++MzM8mQyUY2ZvJ6nPM5M5/7uZ+bO7nnfmbmPfdzb9PWS0RERBqVgikiIhKZDBcU7y/b16gUqS/xw+CGdYBv7p2iXXB2qjkSSkRERJoFBVNERCQyFe8Ho9h8bknQqBSpXy1/BEl/KtsveB/OzQDD02RVEhERkcajYIqIiEQeT37wCj7xwzQqRepf4v+BtnPL9vPXQdbPwPA2XZ1ERESkUclrZyoAACAASURBVCiYIiIikcUwoGgn4PtCG9URYno3aZUkgiX9Edr8rGw/7w04/4gCKiIiIhFOwRQREYkspcfBfapsP34EWCxNVx+JbBYLdHwZWs8oS8t91TeHiqvJqiUiIiINS8EUERGJHN5i36gUn9jvQHRS09VHmgeLFTqthlZTy9KuvAPf3g9eZ9PVS0RERBqMgikiIhI5inaB4Vui1mKH+Fuatj4SeWL6hk63REHnN6HNo2Vphf+EU98D97nGqZuIiIg0Gs3GJyIikcH1DZR+U7Zvvw0ssU1XH4lczu2VH2s5AbxXIP9Nc794D2SmQIffQ6yjLJ/9joato4iIiDQoBVNERCT8lX4Lzv+U7cf0hZgeTVYdaQby11V+zBoH8bf6bjkzwJMNWXPAfifE9g6+HUhERETCkm7zERGR8OYthIuLgFJz39raHJUi0pRs/aHFPYB/dJQHnFvAuQO8JU1ZMxEREakHCqaIiEj4Mrxwbka523usYP8+WGKaslYippiu0PJ+M8Dn5zoC5x+GkqNNVy8RERGpMwVTREQkfF1cDFfeK9uPvxWi2zddfUSuFtUGWv4IYnqVpZVmwInBcOlPYHiarm4iIiJyzRRMERGR8HT5JchZUrYfOwBs32m6+ohUxhJrjpiKvw2IMtOMYrgwD07eBiVHmrR6IiIiUnsKpoiISPjJ+184//Oy/bjvQvzwpquPSHUsFrAlm7f9xPQpSy/+DE7cDNlPmfP/iIiISFhQMEVERMJL3v/CuQfL9uNugfZLwaK3NAkDUe2g06vQfjHgm9vHcEHOMjjeD/LfAcNo0iqKiIhI9fTJU0REwselP5kTzuI1920p0O2fYLU3Za1Eaif2O9D+d9BjH8QNLUt3n4GzP6F3zAN0aZPedPUTERGRakU3dQVERESqZbjhwny4/EJZmi0Fuv0/iGrbdPUSuVbO7eZjh+eg8GPIfQ28lwGILt1LwuVx4BwMbWaBbUDF82P6llvFqg7sd9S9DBERkWZIwRQREbm+eXLgzGRwbi5Li78Num4yV0oRCVf568qetxwHxfug5DCBkVcln8P5RyH6BrANguhu5twrAO0WVSyjtlpNvfZzRUREmjkFU0RE5Prl3AFnp4H7ZFlawv1wwzrd2iORxRIL8SPANoCS/M+I5QQWfHOnuM+am7Ut2AZCbJ+qyxIREZEGp2CKiIhcfwwXZC+ES8uBcpNxtl8E7Z7WZLMSuawtKWIoJdxEq5hvoDSDQB/wXoai7VC8G7D4lloWERGRpqBgioiIXF8Kt5rLHruOlKVZ20Dnv5nLyoo0A15aQotR4B0KJV9CyVGg1DxolEDeG+YWlQSx/SCmJ1jjmrTOIiIizYmCKSIi0rT8E3G6z5mTcDq3Bh+3pUK730BUYlne8mL6NnwdRZqKtaXv9p8h4DoKrq/Ae6XsuOcCFF2Aov9AdBeI6Q0xPcBqa7Iqi4iINAcKpoiISNNyZ8PF35lfFP0TbwIQA/FDIbY/OP9d+fn+iThFIpnVBnEp5kS07jNAFBT+E3D7Mhjg/tbcinZAdGeI7g4x3SGqdRNWXEREJDIpmCIiIk2j5DBcXgl5/9ecI6W8mD4QfwtYWzRJ1USuWxYLxHQ1g4jFe815hVwZ4DlfLpPXDLi4z0DxLrC2hphuEN0VojuZk92CRnWJiIjUgYIpIiLSeLwlUPgRXH4l9GiTqE7maJTozo1fN5FwE9UGbAPMzXsFXMfNCWs9F4PzefOgJM+cewULRLUzl1su/Ld5+1xUq7rXxX5H3csQEREJIwqmiIhIwzIMc/WRvDWQ/w54L1XME9UB4r5r/nJusTR+HUXCnbWleRtQXAp4C6D0FJSe9t0S5C6X0TCDLZ6LkDXdd24rcyLb6A7mY1Q7sNTiI2KrqfX5SkRERMKCgikiIlL/vEXmRLIFm8zNfTZEJisk3A/2O6HkkIIoIvXFmgC2ZHMz3Obkzu4zZj/05BC03DiAN9/cSo/5EixgbesbteJ/TARLgvqpiIiIj4IpIiJSd94Sc/4G5zZwfgpFaWAUhc4b3R1a/xRaz4LYnuYKPa4vG7W6Is2GJdqcLyWmm7lvuMCd5QtwWn23/rivOskwR5B5LwVWYzbFmMEVa2tzUlurb/M6G+WliIiIXE/qNZiyc+dO/vKXv5Cenk5paSn9+/dn9uzZ3H777TUuIzMzk1WrVrFv3z5yc3Pp3r07kyZNYsqUKVit1gr5z58/z0svvURaWhrZ2dl07tyZ++67j4ceeojY2NgK+fPz83n11VfZvHkz586do3379tx99938/Oc/JyEhoU6vX0SkWTA84Poa8teZj66vzZV4jJLKz7G2hvhbocUYczUSixXcp8ES13j1FhFz8tkY3yo/7RaB6zBcfslcYtmdDZ5s8OZWcnKpmc9zITjIUrABojpCbF9zWeaY7mUrCcV0M5/Xx7wsNRFq+fTa0vwvIiJSA/UWTNmwYQO//e1viY2NZfjw4Xi9Xnbv3s2sWbNYsmQJkyZNqraMo0ePMnXqVAoKChgyZAgDBw5k9+7dLF26lC+++ILnn38+KH9WVhaTJk0iKyuL5ORk+vfvz/79+1m5ciWfffYZf/3rX4mJiQnkLygo4Kc//Snp6en07NmTO++8k8OHD/O3v/2NHTt28M4779CyZcv6+peIiIQ3ww2lx6HkqBks8W/FB8EorP58a2uIudHcojqaARTXYXPz07LGIk3LEgvRSeZm86UZLvBcKrddNkepVBUw9ZyHovNQ9J/Qx69eUSiqo/kY3dGceDrat29tW/dbifLXXfu5mv9FRERqqF6CKRcuXGDhwoW0bNmSt956C4fDAcDBgweZOXMmy5Yt484776Rjx46VlmEYBvPnz6egoIDnnnuOcePGAXDp0iVmzJjBpk2bGD16NGPGjAmcs2jRIrKysvjlL3/JI488AoDT6eTRRx9l586drFmzhgcffDCQf8WKFaSnpzNx4kQWL16M1WrF7XazYMECNm7cyIoVK3j66afr418iInL98xaZQ/1LT5qTVbp9j6Uny7bgMf5Vs7YyV+GJ7myuFGLVaD+RsGSJ9QU6OpWlGQYYTl9gJd9cIciT53teSLXXiqAVhaoS4wuwtPNtvvlarL7H8mmB9NZgsWs+FxERaVT1EkxZu3YtLpeLn/3sZ4FACsCgQYOYNWsWK1asYP369fziF7+otIy0tDTS09MZNmxYIJACkJiYyMKFC5kyZQpr1qwJBFOOHz/Op59+Svfu3ZkzZ04gv91uZ9myZdx1112sXbs2EEzJz8/n73//OwkJCfz6178O3DIUHR3NwoUL+fTTT3nvvfeYN28edru9Pv4tIiIVNdQQdMMF7gvm8HxPru/xsrlih/u8bwj/VY/eK9deh6hOENPT/KU6ur25Go+1xbWXJyLXN4sFLC1C9/PEp6E4DUq/LXeNOe+7bei8eW3CVcM/VArub82tVqzmikYWGxilYIkxg0KWGHMjNnjfEgNEgyXKt3JRtPnoPmfW32IHa3ztVjUSEZFmpV7eIXbs2AHAXXfdVeHY6NGjWbFiBdu3b68ymFJVGampqbRr1459+/ZRUFBAQkIC//nPfzAMg+9973sV5lK54YYbSE5O5tChQxw7dow+ffqwd+9eiouLueuuuyrMjdKiRQtGjBjBxx9/zN69exk5cmSt/wciIpUyDMBtBjy8V8zlgfGac4/gMW+nMdxAaSXPfY9GKcT2g5xnfb8Km0ETh5GLhSI4VlUlrlF0V4i9ydxs/sdkc/SJc3vdhtOLSGSwRPmuCVvNfasNrL45U8A3qqXYXLLZcJqj4gynOXGtUWTuW6LN69o1B3m95vl1deW94H1LrC+wYgdLfNmjxXbVFms+WitJD5G/S+tS83nhGV+Axx/U8T/3PQYCPyH2sWpEThioanS+iISvOgdTDMPg2LFjWK1WevXqVeF4jx49sFqtHDt2DMMwsFRywT92zPwWUH5kS3k9e/YkJyeHjIwMUlJSAvn79u0bMn+vXr04dOgQX3/9NX369KlRfoD09HQFUxpDffw6D7WbJM4ovxRkbZ9ftV+nsq4qt97KqlhulHHZfO7Orn1ZhuFL8/r2fY8h0yrZr688tfrbnuAgRWWPNckTKMttrn5heAgOgpQSCJL4gx2h0iit2D7XqvSbCknX/jE62lyZI7oTRCVd9djRHGpvDTFSz/VNvb0cEWkGLBZfICK+8jytpprv6V6nOTLEW37OlpzgOVy8V6V5881gTUMwXL5AeGWT8l67wE97l+takm+EDf5RNuUerfHme5YlCrACFt9zi7lf/jlRvsBMJc+jOpWV4/975Z9b/Hmjyp13dZr/71rK/V3fc4u1+jTLVccDZYU6p/x5odIs11YnKAtgFX9Rlhb0bhycz+7yrZiVG1Mxf9x3y/YtV5dlqZg/qOz6yH/VeZYalFXbugblL6+yTzA1zVvDtBr/7Tqm+T/T+x/rM9DZFN+dpFp1Dqbk5eXhcrlITEwMuXpOdHQ0bdu2JScnh8LCwkpXzLlw4QIAHTp0CHncn37x4sWg/ElJSTXKn52dXaPyc3JyQh5vNlwn4Nw0KDlULrEGX75rHRDwfyENdYwapEPZhayKoEcz18f/pCFGLMh1xcCCJfALqP8xxvwC4/8S439s+wQYV+DKxopv9EYhlGaYW1U0cayINASr3VwynZ61O88oNUe1FP7bHF3iD4L4g9yGC3PEnz+t/Ki/cs8tcYDHN2rGSXh8pvC/BipW11MhszSBit+QJBL18z9Jv5azaxK0qc31KFR5USECPPUcVIpLhS7rzdGKzUCdgylFRUUAxMdX/mtDXJy59GVVwRR/Of68lZXhdDqvKb//sbJ6Xp2/PpSUmLPeFxQU8Pnnn9dbuXXl9XoBQtYphnPEMK2xqyTSTJT/Naz8ZgWsGBZr4Ln5K1nFfYslDgM3GOavgQblfx2sWS0sV+xg2DCMB6vPXFkZl7N9Zcy85jLqq5zrpYzGrMu5auL+zfF/0hhlNHZdqmrnSPufkANYjwQ+o1wLq9UK3huBeddeDwBr63L18Jqb4cWCFzM64Q0xytJ/3BwpabFQLhjjH+1ZfpSlb98wsAS+IBlXbZbgcwIjRsvnFRG5jjjBdekgbrKauiY15r/e+7+710adgylXz1cSimFUf7H3l1PZbUD+MvyPDZ2/Png8ZT8H1OXDQUMJVacSOlKC7usUiWyl1P3yXx9lXE910etpmDKup7ro9TRMGfVZTn38oBVTD2VUVQ9/ALsmEuuhLiIi4ej6++5bnfLf3Wuqzu98/pVvqork+I9VNXrFX05xceh7Xv1l+PPVNL//b9Y2f32w2WyUlJQQFRWFzWart3JFREREREREpG5KSkrweDzX9H29zsGUhIQE7HY7ly9fxu12Ex0dXKTb7eby5cvYbDZatWpVaTlJSUkcOXKEixcv0rt37wrHr57zxD9Xin9OlMry+/PVNH9lc6pci+Tk5HorS0RERERERESuD9Xfo1MNi8VCnz598Hg8nDhxosLxzMxMvF5vpav0+PlX2fGvulOeYRgcP36cqKioQKClqvwAGRnm5In+v1vT/P369Qt5XEREREREREQE6iGYAnD77bcDsHnz5grH/GnVLTfsL2PLli0Vju3fv59Lly6RmpoamMDWn3/r1q0V5v44e/YsR44coUuXLvTpY65nMnToUOLi4ti1a1eFSWYLCwvZtWsXdrud1NTUal+viIiIiIiIiDRf9RJMGT9+PDabjddff50vv/wykH7o0CFWr15NXFwcU6ZMCaSfOnWKjIwMrly5EkgbNmwYffv2JS0tjXfffTeQfunSJRYvXgzAzJlls8R369aN22+/nczMTP785z8H0p1OJ0899RQejycov91u5/777ycvL4/FixfjdptLyLndbpYsWUJ+fj6TJk2qdLUhEREREREREREAi1FPy9esW7eOJUuWEBMTw/DhwzEMg927d+N2u1m+fDnjxo0L5B01ahRnzpzh2WefZfz48YH0gwcPMn36dJxOJykpKSQlJbFnzx7y8vKYOHEiS5cuDfqbp0+f5ic/+QnZ2dk4HA569uzJ/v37yc7O5o477uCVV14JmsMlNzeXyZMnk5mZSbdu3UhOTuarr77i9OnTJCcns3btWlq0aFEf/w4RERERERERiVD1FkwB+OSTT1i9ejVfffUVsbGx9OvXj4cffpgRI0YE5assmALmnCYrV65k9+7duFwubrzxRiZPnsyECROIiqq4FN25c+dYuXIl27dv58qVK3Tr1o1x48Yxffr0kDPy5ubm8uKLL7J582ZycnLo3Lkzo0ePZs6cObRs2bK+/hUiIiIiIiIiEqHqNZgiIiIiIiIiIhLp6mXOFBERERERERGR5kLBFBERERERERGRWlAwRURERERERESkFhRMERERERERERGpBQVTRERERERERERqQcEUEREREREREZFaUDBFRERERERERKQWFEwREREREREREakFBVNERERERERERGpBwRQRERERERERkVpQMKWZKC4u5sUXX2TMmDEMGDCA4cOH88gjj7B///5Kzzl06BBz5szh1ltvZfDgwUyYMIFNmzY1Yq2ltoqLi3n55ZcZO3YsKSkp3HzzzYwfP541a9bg9XpDnrNz504eeOABbrnlFoYMGcK0adPYsWNHI9dc6mrVqlX069ePrKysSvOoT4cv9dPItWHDBvr168d///vfkMczMzN5/PHHGTlyJCkpKYwdO5a1a9dWek2X64fH42Ht2rX8+Mc/ZvDgwQwaNIh7772Xl156iZKSkgr5dY0OXx6PhzfffJP77ruPgQMHMmzYMB588EE+/fTTkPnVr8Nfbm4ut912G/369Qt5XG3cPEQtWrRoUVNXQhqW2+3moYceYsOGDVitVoYNG0aLFi3YuXMnGzZsoEuXLnznO98JOictLY0ZM2Zw4sQJBg4cSI8ePThw4AAfffQRbrebESNGNNGrkcoUFhYybdo0Nm3ahMfjYfDgwXTo0IGjR4+ydetWjh49yg9+8AOs1rIY6oYNG3jsscfIzs4mNTWVTp068d///pcPPviApKQkBgwY0ISvSGpq8+bNPPPMM3i9XmbOnElCQkKFPOrT4Uv9NHJ9/vnnzJs3j9LSUn784x9zww03BB0/evQokydP5vDhwzgcDm666SbS09P597//zalTp7j77rubqOZSHY/HwyOPPMKbb75JQUEBKSkpdOvWjePHj7N9+3Z27tzJD3/4Q2JiYgBdo8Pdb37zG15//XVKSkoYNmwY7dq1Y+/evWzcuDHw2dtP/Toy/Pa3v+XAgQMAPPbYY0HH1MbNiCER77XXXjMcDocxdepU48qVK4H0Xbt2Gf379zduvvlmIy8vL5BeVFRkjBgxwujfv7+xa9euQPrJkyeNO+64w3A4HMahQ4ca9TVI9Z5//nnD4XAY06dPD2rP06dPG3fffbfhcDiMt99+O5B+/vx5Y8CAAUZqaqqRnp4eSD9w4IAxZMgQY+DAgUZWVlajvgapvbVr1xr9+/c3HA6H4XA4jHPnzlXIoz4dvtRPI9e//vUvY/DgwYG+u3fv3qDjXq/XGDt2rOFwOIwPPvggkJ6TkxNI//jjjxu72lJDb7/9tuFwOIyxY8cG9dGcnBxj0qRJhsPhMJ5//nnDMHSNDncffvih4XA4jDFjxhjZ2dmB9K+//tpITU01brrpJiMzM9MwDPXrSLFp06bAtdvhcAQdUxs3L7rNpxn4xz/+AcCTTz4Z9Iv18OHD+Z//+R+cTmfQ7T4bN24kJyeHsWPHMnz48EB69+7dmTdvHgBr1qxppNpLTb3//vsALF26lFatWgXSu3btyq9+9SsAPvzww0D62rVrcblczJgxA4fDEUgfNGgQs2bNoqSkhPXr1zdS7aW2MjIymD17NkuWLCEhIYEWLVpUmld9Onypn0aerKws5s+fz2OPPYbX66V9+/Yh86WlpZGens6wYcMYN25cID0xMZGFCxcC6rfXM/978oIFC+jYsWMgPTExEf+gcP97sq7R4c3/OfuJJ54I6s99+/Zl7NixeL1e0tLSAPXrSHD+/HmWLl3K4MGDiYqKqnBcbdy8KJjSDLz77rt88MEHFW7lAfPWECDoYuC/D//73/9+hfyjRo0iKiqK7du3N1Bt5VoUFhbSo0cPBg0aRLdu3Soc79mzJwAXLlwIpPnb+a677qqQf/To0QBq5+vYokWL2LZtG7feeisbNmygTZs2leZVnw5f6qeRZ8WKFWzcuJEBAwawfv16evXqFTJfVW2fmppKu3bt2LdvHwUFBQ1aX7k2bdu2pVevXgwaNKjCsR49egBl78m6Roe3lStXsmnTJu64444Kx67+nK1+Hf6efPJJSkpKWL58ecjjauPmJbqpKyANLz4+vkIgxTAM3nvvPfbv30+nTp245ZZbAse++eYbgKBfQf0SEhJISkri3LlzXLx4sdJf1KRxtWjRgrVr11Z6/NChQwB06tQJMNv/2LFjWK3WkB/ke/TogdVq5dixYxiGgcViaZiKyzUbMGAAM2fOZNSoUdXmVZ8OT+qnkalXr14sX76c++67L2gOq6sdO3YMCN1vwQyS5+TkkJGRQUpKSoPUVa7dX/7yl0qPXf2erGt0eIuNjQ3Zdp988gkff/wxdrs98MVa/Tq8vfXWW+zYsYOnn36aG2+8MWQetXHzomBKM3P27FmWLVvG0aNH+fbbb+nbty8vvPACsbGxgTzZ2dkAdOjQIWQZHTp00Jt6GHG5XLzyyisAgQmv8vLycLlcJCYmBrW9X3R0NG3btiUnJ4fCwsKQE5pK0/r1r39d47zq0+FJ/TQyzZ49u0b5/KMWquq3ABcvXqyfikmjMAyDlStXAmXvybpGR47i4mLmz5/PsWPHyMjI4IYbbuC5554LtJv6dfg6deoUf/jDHxg+fDhTp06tNJ/auHlRMCUMzZs3j8OHD1ebb/To0YF7bf0yMjLYvHlzYN/r9fLNN9/Qt2/fQFpRUREAcXFxIcv1pzudzlrXXWquLu3sZxgGCxYs4MSJE/Tu3ZsJEyYAZW0cHx9fabn+dtaXtIZXH21dFfXp8KR+2ryp30amP/3pT+zZs4f27dsza9YsQG0dSc6ePcu//vWvoLT09HSGDh0KqK3DlcfjYf78+VgsFp599tkqR4KqjZsXBVPC0NmzZ8nMzKw2n/+XjvJSUlLYt28fJSUlbNmyheXLlzN37lwMw+Dee+8FzPs6qxoybhhG0KM0jLq0M5gX/qeeeopNmzbRunVrVq1aFfh1u6qh5X5q38ZT17aujvp0eFI/bd787a9+Gzn+/Oc/89prrxEbG8uKFStITEwEdI2OJJ06deKzzz7DarWyc+dOli1bxtKlS3E6ncyePVv9OkytXr2azz//nGeeeabCEvZXUxs3LwqmhKG33377ms/1r/KSkJDAxIkTSUhIYO7cuaxcuTIQTImPjyc/P5+SkhJsNluFMkpKSgCw2+3XXA+pXl3a2el08vjjj/PJJ5/Qpk0b3njjDXr37h047m87f1uG4j9W1a/iUj/q0tY1oT4dntRPmzd/+xcXF4c8rn4bPtxuN0uWLGH9+vXYbDZWrVoVGKkAukZHErvdHmine+65h86dOzN58mReffVVpk+frn4dho4ePcqqVasYOXJkYIR3VdTGzYuCKc3cmDFjsNlsnDhxAqfTid1uJykpifz8fLKzs+natWuFc6q7t1ea1sWLF5k9ezaHDx+mU6dOrF69Oug2LjCDaXa7ncuXL+N2u4mODr4UuN1uLl++jM1mC1pmWcKT+nR4Uj9t3pKSkjhy5AgXL14MCob7qd+Gh8LCQn75y1+yY8cOWrVqxcsvvxwUSAFdoyPZzTffTPfu3Tl58iSnT59Wvw5DL7zwAqWlpbjdbp544omgY16vFyCQvmDBArVxM6OlkSNcfn4+v//97/nd734X8rjVag18QPd4PACBL94ZGRkV8hcUFHDhwgUSExM1Cdp16MyZM0yaNInDhw/jcDhYv359hUAKmEMP+/Tpg8fj4cSJExWOZ2Zm4vV6K52JXMKL+nR4Uj9t3vz91r8yRHmGYXD8+HGioqJCfliX60NeXh7Tpk1jx44ddO7cmXXr1lUIpICu0eHMMAyee+455s6di9vtDpnHf4u12+1Wvw5D/rlN0tLS2LRpU9Dmv1XHv+90OtXGzYyCKREuLi6Ov//976xfvz5kp963bx+FhYV069aNli1bAnD77bcDBE1U67d161Y8Hg8jR45s2IpLreXm5jJz5ky+/fZbhg4dyltvvRVYdjGUqtrZn6Z2jgzq0+FL/bT58rf9li1bKhzbv38/ly5dIjU1VRMPX6dcLldglGifPn145513Kg186hodviwWC1u2bOGjjz4iLS2twvHTp0+TmZmJ3W6nZ8+e6tdhaM2aNaSnp4fcoqKiAAL7Xbt2VRs3MwqmRLjY2Fh+9KMfAfDkk0+Sm5sbOJaRkcGCBQsAePDBBwPpY8aMoV27drz//vts27YtkH769Gn++Mc/YrFYmDFjRuO8AKmxxYsXc/LkSZKTk1m9enUgOFaZ8ePHY7PZeP311/nyyy8D6YcOHWL16tXExcUxZcqUhq62NAL16fClftp8DRs2jL59+5KWlsa7774bSL906RKLFy8GYObMmU1VPanGypUr+eKLL+jcuTNr1qyp8scNXaPD28SJEwF45plnyMrKCqSfP3+exx9/HLfbzZQpU7DZbOrXzYDauHmxGJpKOOIVFBTwwAMPcPjwYVq3bs2QIUO4cuUKBw8exOVyMXHiRJYuXRp0zpYtW/jFL36Bx+Nh6NChtGjRgs8++4yioiLmzp3LnDlzmujVSCgZGRnce++9GIbB0KFDK/3QlpiYGAigAaxbt44lS5YQExPD8OHDMQyD3bt343a7Wb58OePGjWuslyB1NGrUKM6cOcO2bdtCiOTN0QAAAjhJREFUtr/6dPhSP41s06ZNY8+ePaxbt47vfve7QccOHjzI9OnTcTqdpKSkkJSUxJ49e8jLywv53i3Xh9zcXEaOHElxcTH9+/enV69eleZ9/vnnAV2jw1lpaSmPPvoo27Ztw263M2TIEDweDwcOHMDpdDJy5EhefPHFwO0+6teRIzk5GY/HQ3p6elC62rj5UDClmSguLuaNN97gww8/5NSpU9hsNpKTk5kyZQr33HNPyHP279/PSy+9xIEDBzAMgz59+jBjxoxK80vTefvtt1m0aFG1+bp06cLWrVuD0j755BNWr17NV199RWxsLP369ePhhx9mxIgRDVRbaQjVBVNAfTqcqZ9GrqqCKWDed79y5Up2796Ny+XixhtvZPLkyUyYMCEwxFyuL9u3b+ehhx6qUd7yX8J0jQ5fHo+Ht956iw0bNpCRkYHVasXhcDB+/HgmTpxYYal79evIUFkwBdTGzYWCKSIiIiIiIiIitaA5U0REREREREREakHBFBERERERERGRWlAwRURERERERESkFhRMERERERERERGpBQVTRERERERERERqQcEUEREREREREZFaUDBFRERERERERKQWFEwREREREREREakFBVNERERERERERGpBwRQRERERERERkVpQMEVEREREREREpBYUTBERERERERERqQUFU0REREREREREakHBFBERERERERGRWlAwRURERERERESkFhRMERERERERERGpBQVTRERERERERERq4f8DKpUvYHphCi8AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 375,
"width": 553
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 375,
"width": 547
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 375,
"width": 541
}
},
"output_type": "display_data"
}
],
"source": [
"display_tpscale(loc=0.5, sigma1=1.5, sigma2=2.5, shape=3.0, show='random_sample');"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 375,
"width": 547
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 375,
"width": 541
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 375,
"width": 541
}
},
"output_type": "display_data"
}
],
"source": [
"display_tpshape(loc= 0.0, sigma=1.0, shape1=2.5, shape2=10.0, show='pdf');"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ilJaWJrPZrAcffFD/+Mc/av3bzZgxQ/Pnz9fVV18tq9VauXxo+PDhevvttzV9+vRaP9sYv/vd75SUlFS5pW5tPUBqMmrUKM2fP1+JiYmV3+umm27S8uXLdd1111U7/7LLLtPKlSs1btw4hYeH6+DBg4qLi9M//vEPTZgwwSXfBwAAb2WyNWVhKwAA8BsrV67UjBkz1Ldv38qlJDDGk08+qVWrVumee+6pFkYBAICmYcYIAAAAAADwWwQjAAAAAADAbxGMAAAAAAAAv0UwAgAAAAAA/BbNVwEAAAAAgN9ixggAAAAAAPBbBCMAAAAAAMBvEYwAAAAAAAC/RTACAAAAAAD8FsEIAAAAAADwW4FGF+BNDhw4oJKSEgUEBCgkJMTocgAAAAAAgKSSkhKVl5crJCREffr0adRnCUYaoaSkRFarVVarVWVlZUaXAwAAAAAAnJSUlDT6MwQjjRAQECCr1Sqz2azw8HCjy2mwwsJCSfKqmlEdz9E38Bx9A8/RN/AcfQfP0jfwHH0Dz9E3eONzLCwslNVqVUBAQKM/SzDSCCEhISorK1N4eLgSExONLqfBUlNTJcmrakZ1PEffwHP0DTxH38Bz9B08S9/Ac/QNPEff4I3PMTU1Vfn5+U1qe0HzVQAAAAAA4LcIRgAAAAAAgN8iGAEAAAAAAH6LYAQAAAAAAPgtghEAAAAAAOC3CEYAAAAAAIDfIhgBAAAAAAB+i2AEAAAAAAD4LYIRAAAAAADgtwhGAAAAAACA3yIYAQAAAAAAfotgBAAAAAAA+C2CEQAAAAAA4LcIRgAAAAAAgN8iGAEAAAAAAH6LYAQAAAAAAPgtghEAAAAAAOC3CEYAAAAAAIDfIhgBAAAAAAB+i2AEAAAAAAD4LYIRAAAAAADgtwhGAAAAAACA3yIYAQAAAAAAfotgBAAAAAAA+C2CEQAAAAAA4LcCjS4AAADA3XIKpE+ORepEUZC65EodwqV+HaU+HaQQfh0BAOBXXPY//Vu3btW7776r1NRUlZWVqW/fvpoyZYpGjBjR4Gts3LhRH3zwgfbt26fCwkJFR0drxIgRmjZtmjp16lTlXIvFooEDB6q0tLTGa8XExCg5OblZ3wkAAPiexfuk5zZJhWUx9heOOt4LC5Su7SHd1kca0VUymQwpEQAAuJFLgpGVK1dqxowZCg4O1pAhQ2S1WrV9+3ZNnjxZzz77rH7/+9/Xe433339fL730ksxmswYMGKCoqCilpKRo6dKl+vLLL7Vo0SL17Nmz8vy0tDSVlpaqa9euuvTSS6tdLzIy0hVfDQAA+JC530l/31T7+0UW6ZOD9v8M6Cg9fpU0qpv76gMAAO7X7GDk1KlTmjVrllq3bq3FixcrISFBkrR3715NmjRJzz//vEaPHq2YmJhar5GWlqZXX31V4eHhWrBggQYOHChJKisr0wsvvKDFixdr5syZWrp0aeVnUlJSJEnjxo3T1KlTm/s1AACAj9ucLr2w2XHctVWJxsSeV9t20Tp2Tvr+pJR+zvH+3lPS3f+Rbk6QZo2Uolu5v2YAANDymt18ddGiRSotLVVSUlJlKCJJAwYM0OTJk1VSUlIl0KjJxx9/rPLyck2aNKkyFJGkoKAgzZw5U+3bt9fu3buVlZVV+d6BAwckSX379m3uVwAAAD6usEx6Yp1ktdmPr4iV3hh6TBN7ntVjQ6XXfyMl/4/02QTpfy6VQgIcn119ULp+sfRNpjG1AwCAltXsYGTTJvt81LFjx1Z779prr5Wkent9BAUFKTExUVdccUWN78XHx0uyz06pUDFjhGAEAADU591vpcw8+7hdqPT2DVJYoK3KOSaT1Ddaena0tClJGvcLx3s5hdKEldLCPW4qGAAAuE2zghGbzaa0tDSZzWb16NGj2vvdu3eX2WxWWlqabDZbDVewmz59uj755BMNHTq02nuFhYVKS0uTpMoGrDabTSkpKYqOjtb69es1fvx4DRw4UEOGDNGjjz6qw4cPN+drAQAAH3KuRFqw23E8Y7jUsZ5lMTER0ivXSR/cKkWF2V8rt0mzNkgvbZPq+FkDAAC8TLOCkXPnzqm0tFSRkZEKDg6u9n5gYKDatWunoqIiFRQUNOkec+fOVWFhofr376/OnTtLkjIyMpSfn6+cnBz95S9/UUhIiK688kqFhITo008/1fjx47Vr167mfDUAAOAjPtgj5V3YxK5nO2n8Lxv+2VHdpE/vlH7l1Crt9R32XW0IRwAA8A3Nar5aVFQkSQoLC6v1nNDQUElSQUGBIiIiGnX9jRs36r333pPZbNaf/vSnytcr+ovExMTovffe0y9/af+FY7FY9NJLL2nBggV65JFH9OWXXyokJKRR92yIwsJCpaamuvy6LaWwsFCSvKpmVMdz9A08R9/Ac/QepVaT5n7bQxU/ecbFn1DaT+clNe45/q2/SX8vj9XO0/bfMvO/l8ryTuv/9jrTMoWjUfjvpG/gOfoGnqNv8MbnWFFzUzRrxojZXP/H61pCU5cNGzbooYceUnl5uR555BFdeeWVle9dd9112rBhg5YtW1YZikj2GSp/+tOf1LdvX2VnZ2vdunVNujcAAPAN35xqpXNl9lAkOrRMYzqfb9J1wgJt+tugLA2Pyat87YO0DvrkWKRL6gQAAMZp1oyR8PBwSVJJSUmt51S8V9eskostX75cs2bNksVi0QMPPKApU6ZUed9kMlUuq7mY2WzWqFGjtH//fv3www+68cYbG3zfhgoPD1diYqLLr9tSKlI+b6oZ1fEcfQPP0TfwHL3H3w84xhMvDVLfXzqeWVOe44Le0r2rpU3p9uO3f4zRkMQYjejmknLRRPx30jfwHH0Dz9E3eONzTE1NVX5+fpM+26wZIxEREQoPD1dubq4sFku19y0Wi3JzcxUSEqI2bdo06JqvvvqqnnrqKZWXl2vGjBmaPn16o+vq0KGDJKm4uLjRnwUAAL4h87wjwDBJuq1P868ZEii9d6M00N4PXlab9MDnUvq55l8bAAAYo1nBiMlkUq9evVReXq6jR49We//IkSOyWq1KSEio91o2m01PPfWU3nnnHQUHB+vll19WUlJSjed++OGH+uMf/6itW7fW+H5mZqYkxy42AADA//z3oFSxoHdEVym+Yf8fTb1aBUvv3yTFXNjZ5lyJNHm1VFjmmusDAAD3alYwIkkjRoyQpBr7eVS8NmrUqHqv8+KLL2r58uWKiIjQ/PnzdcMNN9R6bkZGhj7//HOtWrWq2nslJSX64osvJEnDhg1r0HcAAAC+57M0x/gWF88E7tjKHo4EB9iPU89Iz29y7T0AAIB7NDsYGTdunEJCQjR37lz98MMPla/v27dP8+bNU2hoqCZMmFD5enp6ug4dOqS8PEfzsuTkZC1cuFCBgYF67733NHjw4DrvOX78eAUEBGj16tWVIYgklZWV6bnnnlNWVpZGjhypfv36NffrAQAAL5R1XtqTbR8HmqVre7j+Hr/qJD072nG8aJ/05WHX3wcAALSsZjVflaT4+Hg98cQTevbZZ3XHHXdoyJAhstls2r59uywWi+bMmaOoqKjK85OSkpSVlaXZs2dr3LhxkqQ333xTkhQVFaWPPvpIH330UY33mjp1qnr27KlevXrpySef1AsvvKDp06erf//+io2N1Z49e3Ty5En16NFDL774YnO/GgAA8FJrDjnGV8VLbUNb5j539JWSjzlmp/x5nbRmomOZDQAA8HzNDkYkaeLEiYqNjdW8efO0a9cuBQcHa9CgQZo6daqGDh1a52eLioq0b98+SVJ2drZWr15d67m33XabevbsKUm6++671bt3b82bN0979+5VamqqYmNjdf/992vKlClq1YpfJAAA+Ku1TjM3bujdcvcxmaTZ10jfnZRO5ktni6RnvrYvswEAAN7BJcGIJI0ZM0Zjxoyp97z169dXOQ4LC1NKSkqT7jl06NB6gxcAAOBfCkqlXccdx1df0rL3iwyVXrpWmnih9dkXh6TP06Tre7XsfQEAgGs0u8cIAACAJ/kmUyqz2se/7OCeZS3Du9qX1VT4ywb7bjUAAMDzEYwAAACfkpzuGI/o6r77zhwuRYfbx6cKpP+3xX33BgAATUcwAgAAfEryMcd4pBuDkbah0t9GO44X/yAdyHHf/QEAQNMQjAAAAJ+RcV46/LN9HBIgXRHn3vvf0Esa1c0+ttqkvyVLNpt7awAAAI1DMAIAAHzGZqdlNEPipVCXtZlvGJNJenqEFGCyH3+TaW/GCgAAPBfBCAAA8BlbMxzj4W5cRuMsIUr6vwMcx89vlkosxtQCAADqRzACAAB8xrdO2/QOcfMyGmePXCm1DbGP089JC/cYVwsAAKgbwQgAAPAJWeel4/n2cXiQ1CfauFrahUmPDHEcv/OtlMf2vQAAeCSCEQAA4BN2Os0WGdRJCjT4V87E/lJ8G/s4t1hasNvYegAAQM0IRgAAgE9wDkauiDWujgrBAfYlNRXmfif9XGxcPQAAoGYEIwAAwCc4ByOXe0AwIkm3/kLq2c4+ziuV3t9lbD0AAKA6ghEAAOD1zhVLqWfs4wCTNLCTsfVUCDRLjzr1GlmwW8opMK4eAABQHcEIAADwet+ecIz7dZRaBRtXy8Vu6C316WAfF1mk+d8bWw8AAKiKYAQAAHi93Scd48s6G1dHTcwm6WGnXiP/2iedY4caAAA8BsEIAADwenuyHeNLY4yroza/7in1am8f55dK/9pjbD0AAMCBYAQAAHg1m03a6+HBiNkkTb3Mcbxgt1RUZlw9AADAgWAEAAB4tYzzUu6FbXDbhEjdI42tpza3JEpxre3jM0XSR/uNrQcAANgRjAAAAK/mvIxmQEfJZDKulroEBUj3DXIcz/1OKis3rh4AAGBHMAIAALxalf4iHrJNb23u6CtFhdnHWXnSmkPG1gMAAAhGAACAl/P0/iLOwoKkuwY4jhfsNq4WAABgRzACAAC8VrlV2nfKcezpwYgkTewvBQfYx9+dqLrVMAAAcD+CEQAA4LUO5UqFF3Z36dhK6hRhbD0N0bGVdHOC45hZIwAAGItgBAAAeK39OY5x/47G1dFYk37lGH/6k3Qy37haAADwdwQjAADAax1wCkb6RBtXR2P17ygNjrWPLVbpX3uNrQcAAH9GMAIAALxWymnH+JcdjKujKe4Z6Bh/uE8qthhXCwAA/oxgBAAAeCWb7aIZI14WjPy6hxTf2j7OLZZWHzS2HgAA/BXBCAAA8EqnCqUzRfZxeJDULdLYehorwFx1697FPxhXCwAA/oxgBAAAeKUUp9kiv+ggmU3G1dJU4/tIQRd+jX13QvrxdN3nAwAA1yMYAQAAXsmbl9FU6BAuXdfTcfzhPuNqAQDAXxGMAAAAr+TceNWbdqS52IT+jvGqH6XCMuNqAQDAHxGMAAAAr7TfacaIt+1I4+yqeOmSC/1R8kppwgoAgLsRjAAAAK9TbJGO/Gwfm2TvMeKtTCbpzn6O48UspwEAwK0IRgAAgNdJPS1ZbfbxJZH2XWm82W19pOAA+3h3dtXZMAAAoGURjAAAAK9zwEf6i1RoHyb9xqkJ60ds3QsAgNsQjAAAAK/jvK2tNy+jcea8nOaTg1KJxbhaAADwJwQjAADA6/x01jFOiDKuDlcaEi/Ft7aPfy6WvjpibD0AAPgLghEAAOB1Dp5xjBPaG1eHK5lN0v/5peN4eYpxtQAA4E8IRgAAgFf5uVjKKbSPQwKkrm2NrceVnIORDUelUwWGlQIAgN8gGAEAAF7FebZIz/ZSgA/9mukWKQ2OtY/LbdJ/Uo2tBwAAf+BDPyUAAIA/8MVlNM7G93GMlx+QbDbjagEAwB8QjAAAAK/ii41Xnd3YWwoLtI9Tz0g/5BhbDwAAvo5gBAAAeJUqM0Z8MBiJCJau7+U4XnbAuFoAAPAHBCMAAMCrOM8Y6e2DS2mkqk1Y/3tQsliNqwUAAF9HMAIAALxGblHVHWm6tDG2npYyNF6KaWUfnymStmQYWw8AAL6MYAQAAHiNg06zRXr52I40zgLM0s0JjuOP2Z0GAIAW46M/JwAAgC/6ycf7izi7NdExXpMmFVuMqwUAAF9GMAIAALyG84wRX9yq11m/jlKPSPu4oEz66oix9QAA4KsIRgAAgI52AgIAACAASURBVNfw9R1pnJlM0i1Os0ZYTgMAQMsgGAEAAF7jUK5j3MvHZ4xI0m+dgpGvj0rnig0rBQAAn0UwAgAAvEJeiXSqwD4OMkvxProjjbMe7aT+He3j0nLp8zRj6wEAwBcRjAAAAK9w5GfHuHukFOgnv2JYTgMAQMvyk58UAADA26U5LaPp0c64Otzt5gTJdGG8LVPKzje0HAAAfA7BCAAA8AqHnYKRnn4UjHSKkIbE28c2SZ+xnAYAAJciGAEAAF7BX4MRyT5rpMKnPxlXBwAAvohgBAAAeIVDZx1jf1pKI0nX9ZTMF9bTfHuc5TQAALgSwQgAAPB4VlvV5qv+NmOkQ7g0JM4+tkn6/JCh5QAA4FMIRgAAgMfLypNKyu3jDmFS21Bj6zHCDb0d489YTgMAgMsQjAAAAI/nz8toKvzGaTnNjiwpu8DYegAA8BUEIwAAwOMd9tOtep1Ft5IGOy2nWcPuNAAAuATBCAAA8HiHCEYkSTf2cozZthcAANcgGAEAAB7PORjp5cfByG96SRdW02hHlpTDchoAAJqNYAQAAHg8ltLYdXRaTmO1SWvYnQYAgGYjGAEAAB4tv9TRaDTILHVpa2w9RnPeneZTdqcBAKDZCEYAAIBHc54t0i1SCvTzXy/XOy2n2Z4lnS0ytBwAALyen/+0AAAAns65v0hPP15GUyGmlTSos31stUlfHTG2HgAAvB3BCAAA8GhV+otEGleHJ7mup2O8lj4jAAA0C8EIAADwaEd/dowvYcaIJOnXPRzjjcekwjLjagEAwNsRjAAAAI/mHIx0Z8aIJHtAlBBlH5eUS8nHjK0HAABvRjACAAA8ls1GMFIb51kjaw8bVwcAAN6OYAQAAHis3GLpfKl9HB4kdQw3th5P4txnZN1hyWI1rhYAALwZwQgAAPBYVWaLtJVMptrP9Tf9O0qdIuzjcyX2rXsBAEDjEYwAAACP5RyMdGMZTRUm00XLadidBgCAJiEYAQAAHqvKjjQEI9VcvG2vzWZcLQAAeCuCEQAA4LGOnnOMu7U1rg5PdWWc1CbEPj6eL/2QY2w9AAB4I4IRAADgsdiRpm5BAdI1lziOWU4DAEDjEYwAAACPxVKa+jn3GfmCYAQAgEYjGAEAAB4pt8i+24okhQVKHVsZW4+nGtVNCgmwj1PPSMd+rvt8AABQFcEIAADwSM79RbpHslVvbVoFS8O6OI7XHzWsFAAAvBLBCAAA8EhVtuql8WqdnPuMfHXEuDoAAPBGBCMAAMAj0V+k4a52Cka+yZTyS42rBQAAb0MwAgAAPFKVGSMEI3WKbS316WAfl1ml5GPG1gMAgDchGAEAAB6JrXob5xqn3WnWs5wGAIAGIxgBAAAeybn5Kktp6ufcZ2T9UclqM6wUAAC8CsEIAADwOD8X2/8jSaFs1dsgl8ZIUWH28ZkiaU+2sfUAAOAtCEYAAIDHqbKMpq1kZqveeplN0tXdHcfsTgMAQMMQjAAAAI9D49Wmcd6d5qvDxtUBAIA3IRgBAAAeh616m2ZkNynowq+7A6el43nG1gMAgDcgGAEAAB7HufEqO9I0XESwNCTecczuNAAA1I9gBAAAeJxjTsFI17bG1eGNnHenoc8IAAD1IxgBAAAeJ4NgpMmcg5EtGVJRmXG1AADgDQhGAACARykqk3IK7eNAs9Q5wth6vE3XtlLv9vZxSbk9HAEAALUjGAEAAB4l47xjHNvaHo6gcVhOAwBAw/FTAwAAeBTnYKRLG+Pq8GbO2/ZuOCrZbIaVAgCAxyMYAQAAHiWd/iLNNqiT1DrYPj6eL/101th6AADwZAQjAADAozBjpPmCAqThXR3HXx81rBQAADwewQgAAPAomQQjLjG6m2O84ahhZQAA4PEIRgAAgEdhKY1rjO7uGO88LhWUGlYKAAAejWAEAAB4DJuNpTSu0ilC+kWUfVxmlbZmGlsPAACeimAEAAB4jNxiKf/CzIbwIKl9mLH1eDvnWSMspwEAoGYEIwAAwGNkOC+jaSOZTMbV4gsuDkbYthcAgOoCXXWhrVu36t1331VqaqrKysrUt29fTZkyRSNGjGjwNTZu3KgPPvhA+/btU2FhoaKjozVixAhNmzZNnTp1qnZ+dna23nrrLW3ZskU5OTnq3Lmzfvvb3+q+++5TcHCwq74aAABwkyrLaOgv0myXd5Yigu2zcDLzpLRcqXd7o6sCAMCzuGTGyMqVKzVp0iR9//33GjBggAYOHKjvv/9ekydP1tKlSxt0jffff19TpkzR1q1bdckll2jkyJGSpKVLl+p3v/udDh06VOX8kydP6vbbb9fSpUvVpk0bjR49WgUFBXr99dd17733qqyszBVfDQAAuJFz41X6izRfUIA0rIvjeONRw0oBAMBjNTsYOXXqlGbNmqXWrVtrxYoVmjt3rubPn6/FixcrIiJCzz//vLKzs+u8Rlpaml599VWFh4dr8eLFWrp0qd5++22tXbtWEyZM0NmzZzVz5swqn/nrX/+qkydP6uGHH9aqVav0+uuva+3atbrqqqu0Y8cO/etf/2ruVwMAAG7mPGOEHWlco8q2vceMqwMAAE/V7GBk0aJFKi0tVVJSkhISEipfHzBggCZPnqySkpJ6Z418/PHHKi8v16RJkzRw4MDK14OCgjRz5ky1b99eu3fvVlZWliTp8OHD2rBhg7p27ar777+/8vzw8HA9//zzCggI0KJFi5r71QAAgJuxI43rOfcZ2Z4lFTKpFgCAKpodjGzatEmSNHbs2GrvXXvttZKk5OTkOq8RFBSkxMREXXHFFTW+Fx8fL8k+O0WSNm/eLJvNpjFjxshsrvoVYmNj1adPH2VlZSktLa3xXwgAABiGpTSuF9taSriwbW9pubQtw9h6AADwNM0KRmw2m9LS0mQ2m9WjR49q73fv3l1ms1lpaWmy1dEGffr06frkk080dOjQau8VFhZWBhwVDVgrjnv37l3j9SpqOXjwYOO+EAAAMEy5VTqe5zim+arrsJwGAIDaNSsYOXfunEpLSxUZGVnjLjCBgYFq166dioqKVFBQ0KR7zJ07V4WFherfv786d+4syTFzpGPHjjV+Jjo6WpJ0+vTpJt0TAAC438l8qcxqH3cIk8KDjK3Hl1TZtvcY2/YCAOCsWdv1FhUVSZLCwsJqPSc0NFSSVFBQoIiIiEZdf+PGjXrvvfdkNpv1pz/9qdp9K65d2z0LCwsbdb+GKiwsVGpqaotcuyVU/B28qWZUx3P0DTxH38BzbBl7zoRJ6ipJig4uUmpqeovez5+eY1urFBrQW8XlZqWfk9Z/f1jxrXyn2Yg/PUtfxnP0DTxH3+CNz7E5//7frBkjF/f3qEldS2jqsmHDBj300EMqLy/XI488oiuvvLLafU0mU533bOq9AQCA+50sckwR6RTuO//S7gmCzNLAKMfs3Z05rQysBgAAz9KsGSPh4eGSpJKSklrPqXivrlklF1u+fLlmzZoli8WiBx54QFOmTKnxvsXFxS67Z2OEh4crMTGxRa7dEipSPm+qGdXxHH0Dz9E38Bxbxn/POsZ94tsoMbFlu6/623O8qUTaZl+NrANFMXoyMcbYglzI356lr+I5+gaeo2/wxueYmpqq/Pz8Jn22WcFIRESEwsPDlZubK4vFosDAqpezWCzKzc1VSEiI2rRp2I+bV199Ve+8845MJpNmzJihpKSkaudU9BaprYdITk5OlfMAAIDnc96Rpis70rjcqO6O8fYsqcQihTTrlyAAAL6hWUtpTCaTevXqpfLych09erTa+0eOHJHValVCQkK917LZbHrqqaf0zjvvKDg4WC+//HKNoYjk2I2mtu14Dx06JEkNui8AAPAMGecdY3akcb0ubaRLIu3jYov07Qlj6wEAwFM0KxiRpBEjRkiS1q1bV+29itdGjRpV73VefPFFLV++XBEREZo/f75uuOGGeu+5fv16Wa3WKu8dP35cKSkpiouLU69evRr8PQAAgLGqBCPMGGkRI7o6xpvYthcAAEkuCEbGjRunkJAQzZ07Vz/88EPl6/v27dO8efMUGhqqCRMmVL6enp6uQ4cOKS8vr/K15ORkLVy4UIGBgXrvvfc0ePDgOu/ZpUsXjRgxQkeOHNFrr71W+XphYaGefvpplZeXa9KkSc39agAAwE2KLdKpC71BA0xSbGtj6/FVI7s5xsktu+kPAABeo9krS+Pj4/XEE0/o2Wef1R133KEhQ4bIZrNp+/btslgsmjNnjqKioirPT0pKUlZWlmbPnq1x48ZJkt58801JUlRUlD766CN99NFHNd5r6tSp6tmzpyRp1qxZuvPOO/Xuu+9q/fr1uuSSS/Tdd98pJydHI0eO1J133tncrwYAANzEebZIbGspsNn/1w1qMiTO/re1WKX9OdLpQqlDuNFVAQBgLJe03Jo4caJiY2M1b9487dq1S8HBwRo0aJCmTp2qoUOH1vnZoqIi7du3T5KUnZ2t1atX13rubbfdVhmMdOnSRcuWLdPrr7+u5ORkHTt2TF26dNHdd9+t//mf/6nWCBYAAHiuDKfGqyyjaTmtQ6RBnaQdx+3Hm9OlW39hbE0AABjNZenBmDFjNGbMmHrPW79+fZXjsLAwpaSkNOmenTt31uzZs5v0WQAA4DnSnWaMdKXxaosa0c0RjGwiGAEAoPk9RgAAAJqLGSPuM9KpAWtyumSzGVcLAACegGAEAAAYjq163ad/R6ltiH18qkA6eMbYegAAMBrBCAAAMJzzjBGW0rSsALM0/KJZIwAA+DOCEQAAYCib7aIZIyylaXEjnIKRTQQjAAA/RzACAAAMda5Eyiu1j8MCpagwY+vxB87ByDeZUrHFuFoAADAawQgAADBU+kXLaEwm42rxF/FtpJ7t7OOScunb48bWAwCAkQhGAACAoVhGY4wR9BkBAEASwQgAADDYxTNG4B7O2/ZuOmZcHQAAGI1gBAAAGMp5RxpmjLjPkHgp6MIvwQOn7Vv3AgDgjwhGAACAoaospWHGiNu0CpYu6+w43pxhXC0AABiJYAQAABiqylIaZoy41QiW0wAAQDACAACMU26VsvIcx/EEI241sptjvCldstmMqwUAAKMQjAAAAMNkF0hlVvs4Ksy+vAPu0zdaahdqH+cUSj+eNrYeAACMQDACAAAMw440xgowS8PZthcA4OcIRgAAgGGqNF5lGY0hnPuMbCYYAQD4IYIRAABgGLbqNd7wLo7xjuNSicW4WgAAMALBCAAAMEw6W/UaLq6NdEmkfVxskb47aWw9AAC4G8EIAAAwDDNGPMMwp1kjLKcBAPgbghEAAGAY5x4jNF81jnMwsiXDuDoAADACwQgAADBEscW+Xa8kBZikzhHG1uPPruoimS6M92RL50sMLQcAALciGAEAAIbIdJot0rm1FBRgXC3+LjJU6t/RPrbapG8yja0HAAB3IhgBAACGYKtez8JyGgCAvyIYAQAAhkh3arxKfxHjDe/qGG8mGAEA+BGCEQAAYAhmjHiWy2OlkAvLmdLOSifzja0HAAB3IRgBAACGYKtezxIaKF3W2XG8lVkjAAA/QTACAAAMkc5WvR6H5TQAAH9EMAIAAAyRyYwRjzPcqQHr5nTJZjOuFgAA3IVgBAAAuN25Yul8qX0cFih1CDe2Htj16yi1CbGPswuktFxj6wEAwB0IRgAAgNs570jTpa1kMhlXCxwCzNLQeMcx2/YCAPwBwQgAAHC7dHak8VjOy2m2pBtXBwAA7kIwAgAA3C6Dxqsea5hTA9ZtmZLFalwtAAC4A8EIAABwO7bq9Vw9IqXOEfZxXqm075Sx9QAA0NIIRgAAgNtlsJTGY5lM1XenAQDAlxGMAAAAt3NuvspSGs9zldNyms00YAUA+DiCEQAA4FZWm5SV5zhmxojnGeY0Y+S7E1JRmXG1AADQ0ghGAACAW2XnS6Xl9nH7MKlVsLH1oLqYVlJClH1cWi7tPG5sPQAAtCSCEQAA4FbOW/V2ZbaIx3KeNcJyGgCALyMYAQAAblVlRxr6i3gsGrACAPwFwQgAAHArdqTxDlfGSQEm+/hAjnS2yNh6AABoKQQjAADArdiRxju0DpEu7WQf2yRtyzS0HAAAWgzBCAAAcCtmjHgPltMAAPwBwQgAAHArghHvMbyrY0wDVgCAryIYAQAAblNskU7m28dmkxTb2th6ULeBnaSwQPs4/VzVUAsAAF9BMAIAANwmK88xjo2QggKMqwX1Cw6QBsc5jrcxawQA4IMIRgAAgNuwVa/3uSreMd5KA1YAgA8iGAEAAG7jvCMN/UW8w1VODVi3Zkg2m3G1AADQEghGAACA21RpvMqMEa/QN1pqE2wfZxdIh3KNrQcAAFcjGAEAAG7jHIx0ZcaIVwgwS0Ocl9PQZwQA4GMIRgAAgNuk02PEK1VZTkOfEQCAjyEYAQAAblNlKQ0zRrzGMKdgZFumZKXPCADAhxCMAAAAtzhXLJ0vsY9DA6XocGPrQcP1bi91CLOPfy6WUk4bWw8AAK5EMAIAANwi/aLZIiaTcbWgcUymqstpttBnBADgQwhGAACAW2SwVa9Xu3jbXgAAfAXBCAAAcIsqO9LQeNXrOPcZ2ZEllZUbVwsAAK5EMAIAANwinRkjXq1LGym+tX1cUCbtPWVsPQAAuArBCAAAcIsqO9IwY8TrmEzSUJbTAAB8EMEIAABwi0znpTTMGPFKNGAFAPgighEAANDirDZmjPiCYfGO8XcnpGKLcbUAAOAqBCMAAKDFnSqQSi8062wXKkUEG1sPmiYmQurZzj4uKZd2nTC2HgAAXIFgBAAAtDjnxqvsSOPd2LYXAOBrCEYAAECLq7KMhv4iXu0qp+U0WzONqwMAAFchGAEAAC0ug616fcbQeMl0YbznpJRXYmg5AAA0G8EIAABocenOO9KwlMartQuT+kTbx+U2acdxY+sBAKC5CEYAAECLY8aIb6HPCADAlxCMAACAFpfBjBGfQp8RAIAvIRgBAAAtqsQincy3j80mKba1sfWg+QbHSQEXGo0cyJHOFhlbDwAAzUEwAgAAWlRWnmS7MO4cIQUFGFoOXCAiWLq0k+N4G7NGAABejGAEAAC0qCpb9bKMxmcMo88IAMBHEIwAAIAWlU7jVZ/k3GeEGSMAAG9GMAIAAFpUlRkjBCM+Y1BnKeTCsqhDuY4+MgAAeBuCEQAA0KKct+plRxrfERooXdbZccxyGgCAtyIYAQAALSqdGSM+iz4jAABfQDACAABalPOMEZqv+parnIORTMlmq/1cAAA8FcEIAABoMedK7P+R7P0oOoYbWw9ca0CMfeteyb4ts3OjXQAAvAXBCAAAaDEXzxYxmYyrBa4XaJYGxzqOt7I7DQDACxGMAACAFsOONL7PeTnNFvqMAAC8EMEIAABoMQQjvu/iBqz0GQEAeBuCEQAA0GKce050o/GqT/pFB6ldqH18pkg6eMbYegAAaCyCEQAA0GKcg5GuBCM+yWyShsY7jukzAgDwNgQjAACgxVRpvspSGp911UXLaQAA8CYEIwAAoEVYbVJmnuO4CzNGfJZzMPJNpmSxGlcLAACNRTACAABaRHa+VFpuH0eFSRHBxtaDltMjUuoUYR+fL5X2nzK2HgAAGoNgBAAAtIh0px1p6C/i20wm6Sr6jAAAvBTBCAAAaBHp9BfxK/QZAQB4K4IRAADQIqoEI8wY8XnOM0Z2HJdKLMbVAgBAYxCMAACAFpHhvJSGGSM+L66N1P1CAFZskXZnG1sPAAANRTACAABahPOMEXqM+AeW0wAAvBHBCAAAaBEEI/6HYAQA4I0IRgAAgMsVlUk5hfZxoFnqHGFsPXCPIXGO8fcnpcIy42oBAKChCEYAAIDLOfcXiWstBfCLwy9Et5ISo+zjMqu087ix9QAA0BD8TAEAAC6XwTIavzWM5TQAAC9DMAIAAFwunR1p/JZzn5EtBCMAAC9AMAIAAFzOufFqF2aM+JXBcZLZZB//cEo6V2xsPQAA1IdgBAAAuBw70vivtiHSgI72sU3StkxDywEAoF4EIwAAwOVYSuPfhrGcBgDgRQhGAACAS9lsNF/1d/QZAQB4E4IRAADgUqcLpSKLfdwmRGobamw9cL/LY6WQAPv4UK6UnW9sPQAA1IVgBAAAuJTzMpouLKPxS6GB0qDOjuMt9BkBAHgwghEAAOBSNF6FVLXPyNZ04+oAAKA+BCMAAMClCEYgVW/AarMZVwsAAHUhGAEAAC6VwY40kDQgRooIto+P50tHfza2HgAAahPoqgtt3bpV7777rlJTU1VWVqa+fftqypQpGjFiRJOud/jwYd1yyy2aOnWqpk2bVuM5Y8eOVUZG7a3O9+/fr8BAl31FAADQAOxIA0kKNEtXxklfHbEfb82ULmlnbE0AANTEJanBypUrNWPGDAUHB2vIkCGyWq3avn27Jk+erGeffVa///3vG3W9s2fP6sEHH1RpaWmt5+Tl5SkzM1MdOnTQ0KFDazzHbGZCDAAA7ua8lIbmq/5tWBdHMLIlQ5rY39h6AACoSbODkVOnTmnWrFlq3bq1Fi9erISEBEnS3r17NWnSJD3//PMaPXq0YmJiGnS9gwcP6qGHHtLRo0frPC8lJUU2m01jxozR3//+9+Z+DQAA4AIlFunEha1ZTZLiCEb8WpUGrBmS1SaZTcbVAwBATZo9pWLRokUqLS1VUlJSZSgiSQMGDNDkyZNVUlKipUuX1nudoqIivfnmm7r99tt19OhRxcfH13n+gQMHJEl9+/Zt3hcAAAAuk5UnVfTYjG0tBQcYWg4MlhglRYXZx7nFUsppY+sBAKAmzQ5GNm3aJMne7+Ni1157rSQpOTm53ut8/vnneuONNxQREaE333xTt956a53np6SkSCIYAQDAkzg3Xu1CfxG/ZzJJV120Ow0AAJ6mWcGIzWZTWlqazGazevToUe397t27y2w2Ky0tTbZ69miLjIzUQw89pC+++KIyUKnLgQMHFBAQoCNHjmjixIm6/PLLdcUVV+j+++/X3r17m/ydAABA09FfBBe7eDkNAACeplnByLlz51RaWqrIyEgFBwdXez8wMFDt2rVTUVGRCgoK6rzW1VdfrQcffFCtWrWq976lpaU6fPiwysvL9ec//1klJSW68sor1a5dO3399deaMGGC1qxZ0+TvBQAAmiadHWlwEedgZEeWVFZuXC0AANSkWc1Xi4qKJElhYWG1nhMaGipJKigoUERERHNuVyk1NVUWi0WtWrXSW2+9VWVXmoULF2r27NmaMWOGLrvsMkVHR7vkns4KCwuVmprq8uu2lMLCQknyqppRHc/RN/AcfQPPsXYHsmIltZYkBRUcV2pqnrEF1YHn6D4xYZcouyhYBWXS6p3p6tuuyKXX51n6Bp6jb+A5+gZvfI4VNTdFs2aMNGQ73PqW0DRF//79tXnzZq1evbraVr1JSUkaO3asCgsLtWrVKpffGwAA1O5EYVDluHN4mYGVwJMMjHL8WP3+TLiBlQAAUF2zZoyEh9v/h62kpKTWcyreq2tWSVPUNRNkzJgxWrdunX744QeX3rNCeHi4EhMTW+TaLaEi5fOmmlEdz9E38Bx9A8+xZjabdGq943h4/27q4MH/DsxzdJ/rbdKaTPs4taiDEhM7uPT6PEvfwHP0DTxH3+CNzzE1NVX5+flN+myzZoxEREQoPDxcubm5slgs1d63WCzKzc1VSEiI2rRxXwe2itCkuLjYbfcEAMDfnSuR8krt47BAxzatgPPONN+dkIqYTAQA8CDNCkZMJpN69eql8vJyHT16tNr7R44ckdVqVUJCQnNuU81nn32mxx57TKtXr67x/cxM+/8l0alTJ5feFwAA1O7ixqsmk3G1wLN0bCUlRNnHZVZp53Fj6wEAwFmzghFJGjFihCRp3bp11d6reG3UqFHNvU0VZ86c0X//+18tWbKk2ns2m02ffPKJJGn48OEuvS8AAKgdO9KgLs6702xh214AgAdpdjAybtw4hYSEaO7cuVV6euzbt0/z5s1TaGioJkyYUPl6enq6Dh06pLy8pnepv/HGGxUREaFdu3Zp4cKFla/bbDa99dZb2r17txISEnT11Vc3+R4AAKBxnIORLu5bQQsvQTACAPBUzWq+Kknx8fF64okn9Oyzz+qOO+7QkCFDZLPZtH37dlksFs2ZM0dRUVGV5yclJSkrK0uzZ8/WuHHjmnTP9u3b64UXXtBjjz2m2bNna/ny5erRo4dSU1N19OhRRUdH64033lBgYLO/HgAAaKCjTsFIt0jj6oBnGhwnmU2S1Sb9cEr6uViKDDW6KgAAXBCMSNLEiRMVGxurefPmadeuXQoODtagQYM0derUatvpusp1112nuLg4vffee9q5c6eOHj2qjh076q677tK0adPUvn37FrkvAACo2THnYISlNLhI2xBpQEdpd7Zkk/RNpvSbXkZXBQCAi4IRyb5F7pgxY+o9b/369fWeI0kPPfSQHnrooTrP6devn954440GXQ8AALSs9J8d4+4EI6jBsC72YESyL6chGAEAeIJm9xgBAAAotkgn8u1js0mKo8cIanAVfUYAAB6IYAQAADRbxnn78ghJim0t/X/27jw86vJe//g92clGWJKwBAi7ggEJsgkoIIintmKpgoJabKm1Vbue1vo71vWotduxants3U7dWje0WncUBUEWWWQPJCRhh4SEhOzb/P54Er4TQiDJJHlmeb+ua658npnJzGccMMOdZ4kItdoOfNQFfaTI+j8bWYXS4RK7/QAAIBGMAACAdpDLMhq0QFSYlN7bGa9i1ggAwAcQjAAAAK+x8SpayvPYXoIRAIAvIBgBAABey+WoXrTQ5FP2GXG7m78vAACdgWAEAAB4LcdjKQ0zRnAmo5KluAhTHyxp/GcHAAAbCEYAAIDX9rKUBi0UFiJN6OuMOZ0GAGAbwQgAAPBKTZ05laYBS2lwNp7H9q7ab68PAAAkghEAV27EcAAAIABJREFUAOClgydMOCJJidFSdLjdfuD7Tt2AtY59RgAAFhGMAAAAr3guo0lltghaYHgPqWcXUxdWSDvy7fYDAAhuBCMAAMArbLyK1nK5Gi+nYZ8RAIBNBCMAAMArHNWLtmgUjOy11wcAAAQjAADAK7mcSIM28NxnZO1BqbrWXi8AgOBGMAIAALySy1IatEH/rlJKvKnLqqVNR+z2AwAIXgQjAACgzdzuxjNG2HwVrXHq6TQAANhAMAIAANrsaJlUXmPq+EgpIcpuP/Avk9mAFQDgAwhGAABAm+31WEaTyjIatNKkFKfecMgsqQEAoLMRjAAAgDbL4UQaeCEpRhrWw9TVddLaA3b7AQAEJ4IRAADQZp77i/RnxgjaYKrHcpoVHNsLALCAYAQAALRZLktp4KUp/Z2afUYAADYQjAAAgDbLZSkNvDShrxRe/4l0R76UV2q3HwBA8CEYAQAAbdboqF5mjKANYiKk9N7O+HNmjQAAOhnBCAAAaJOiCul4hamjwsxGmkBbeC6n+Zx9RgAAnYxgBAAAtMmpG6+6XPZ6gX+b6hGMrNgrud32egEABB+CEQAA0CY5bLyKdjIqSYqPMPWRUimz0G4/AIDgQjACAADahKN60V5CQ6RJHsf2spwGANCZCEYAAECbNJoxwok08NKpy2kAAOgsBCMAAKBNsj2CkYEEI/CSZzCyer9UXWuvFwBAcCEYAQAAbZJDMIJ2NKCrlBJv6tJqaeNhu/0AAIIHwQgAAGi1okrpWLmpI0Ol3nF2+4H/c7lYTgMAsINgBAAAtFqOx6khAxKkEI7qRTuY4rkB6z57fQAAggvBCAAAaDX2F0FHmNxPasjYvjosFVdabQcAECQIRgAAQKsRjKAjdOsinZdk6lq39MV+u/0AAIIDwQgAAGg1ghF0FPYZAQB0NoIRAADQao1OpOlmrw8EnikewcjnBCMAgE5AMAIAAFrF7ZayPTZfTWXGCNrR2N7mpCPJzEzaX2y3HwBA4CMYAQAArVJQLhVXmTomXEqKttsPAktUmDShrzNm1ggAoKMRjAAAgFbx3F8kNUFycVQv2lmj5TQc2wsA6GAEIwAAoFXYeBUdzXMD1pX7pDq3vV4AAIGPYAQAALRKNhuvooOd01Pq2cXUBeXStjy7/QAAAhvBCAAAaJUcZoygg4W4pAv7OWP2GQEAdCSCEQAA0CqcSIPOMJVjewEAnYRgBAAAtJjbLeUUOeNBBCPoIJ7ByLqDUkWNvV4AAIGNYAQAALTY0VKprNrUXSOlbl3s9oPA1TtOGly/h01lrbTugN1+AACBi2AEAAC02B72F0En8pw1spzlNACADkIwAgAAWiyHE2nQiS7yDEZy7fUBAAhsBCMAAKDF9nhsvMqMEXS0iSlSeP2n1Z3HpCMldvsBAAQmghEAANBiHNWLzhQTIV3Qxxl/xqwRAEAHIBgBAAAtlk0wgk42bYBTs88IAKAjEIwAAIAWqa2Tcj2O6k0lGEEnuMgjGFmx1/w5BACgPRGMAACAFjlYIlXVmjoxWoqLtNsPgsO5Pc2fN0k6XiFtOWq3HwBA4CEYAQAALZLtsfEqs0XQWVyuxrNG2GcEANDeCEYAAECLZHkEI4M5qhedyPPYXoIRAEB7IxgBAAAtklng1IO72+sDwWdqf8lVX286LBVVWm0HABBgCEYAAECL7PGcMcJSGnSiHtFSWpKpa93SSk6nAQC0I4IRAADQIo2W0jBjBJ3sIo7tBQB0EIIRAABwVicqpSOlpo4IlVLi7faD4HOxZzCSK7nd9noBAAQWghEAAHBW2cedekBXKYxPEOhkY3pJsRGmPnCi8QwmAAC8wccaAABwVpmcSAPLwkOlyf2cMafTAADaC8EIAAA4qyxOpIEP8FxOQzACAGgvBCMAAOCs9jBjBD7AcwPWNQekihp7vQAAAgfBCAAAOKssghH4gH7x0qD6o6IraqR1B+z2AwAIDAQjAADgjGrrpByPzVcHEYzAIs9ZI59xbC8AoB0QjAAAgDM6cEKqrDV1YrQUH2m3HwQ39hkBALQ3ghEAAHBGmWy8Ch8yMUWKCDX1rmPSoRN2+wEA+D+CEQAAcEaNNl5NsNcHIEnR4dK4Ps54OctpAABeIhgBAABn1GjjVWaMwAd47jOynOU0AAAvEYwAAIAz4kQa+JppnsHIXrNBMAAAbUUwAgAAzshzKQ0n0sAXDO8h9Yo1dXGltLOoi92GAAB+jWAEAAA0q6hCyiszdWSo1DfObj+AJLlc0vRUZ7w2L8ZWKwCAAEAwAgAAmpV1ymyRUD45wEdMT3VqghEAgDf4eAMAAJrFMhr4qsn9pPD6T7JZJ6KUXxFmtyEAgN8iGAEAAM1i41X4qtgIaXxfZ7wun1kjAIC2IRgBAADNIhiBL5ue6tTrWE4DAGgjghEAANCszAKnJhiBr5me6tQb8qNVVWurEwCAPyMYAQAAp1VVK+UWOWP2GIGvGdxN6hdv6rLaUH150G4/AAD/RDACAABOK+e4VFNn6pQ4KSbCbj/AqU49tndZjqVGAAB+jWAEAACc1m6PZTRDe9jrAziT6alOTTACAGgLghEAAHBau4859dDu9voAzmRSihQRYqY27S6Q9hVbbggA4HcIRgAAwGk1mjFCMAIf1SVcGt297OT40xx7vQAA/BPBCAAAOC2W0sBfjE8sPVmznAYA0FoEIwAAoInqWmlPoTMewok08GGewcjKfVJFjcVmAAB+h2AEAAA0kVskVdefSNMnVoqLtNsPcCa9o6uVElMpyYQiaw5YbggA4FcIRgAAQBMso4G/Gd+T5TQAgLYhGAEAAE14BiND2HgVfqDRPiPZFhsBAPgdghEAANAER/XC35zXvVzR4abOKZKyC898fwAAGhCMAACAJjiqF/4mIsStKf2cMctpAAAtRTACAAAaqalrfCINe4zAX0xPdepPciw1AQDwOwQjAACgkX1FUmWtqZNjpK6cSAM/MT3VqdcckEqqbHUCAPAnBCMAAKCRXSyjgZ/qHSeNSDR1Va20PNduPwAA/0AwAgAAGmm08SrLaOBnZg506o85nQYA0AIEIwAAoBHPjVeHMWMEfsYzGPkkR6qts9YKAMBPEIwAAIBGOJEG/iwtWUqMNnVBubThsN1+AAC+j2AEAACcVFsnZXmcSDOEYAR+JsQlXeK5nGaPvV4AAP6BYAQAAJy0t0iqqDF1YrTUrYvdfoC2mDnIqZeyzwgA4CwIRgAAwEk7PTZeHc7Gq/BTU/pJkaGm3l1gAj8AAJpDMAIAAE7KyHfq4T3t9QF4o0u4NLmfM17KchoAwBkQjAAAgJM8Z4ycw4wR+DGW0wAAWopgBAAAnOQ5Y+QcZozAj3luwLrmgFRcaa8XAIBvIxgBAACSzKarOfV7MbjEUb3wb71ipbQkU9fUSctz7fYDAPBd7RaMrFq1SjfccIMmTJig9PR0XX/99VqxYkWbH2/Pnj1KS0vTX/7yl2bvU1xcrN/97neaPXu2Ro0apRkzZug3v/mNSkpK2vy8AAAEq93HpDq3qVMTzD4NgD+b6TFrhOU0AIDmtEswsmTJEt14443auHGjRo0apTFjxmjjxo1avHixXn755VY/XkFBgW699VZVVVU1e5+SkhJdd911euqpp+RyuTRt2jS5XC49++yzmj9/vk6cOOHNSwIAIOhwIg0CzSUe+4wsyzEzRwAAOJXXwcjRo0d19913Ky4uTq+//rqefPJJPf3003rppZcUGxurBx54QEeOHGnx4+3atUvXXnutsrKyzni/Rx55RBkZGZo3b57effddPfroo/rggw80Z84cZWZm6pFHHvH2pQEAEFR2sr8IAsx5iWZJjSQdr5DWH7LbDwDAN3kdjLzwwguqqqrSokWLNGzYsJPXjxo1SosXL1ZlZWWLZo2Ul5fr8ccf17x585STk6OUlJRm71tcXKxXX31VsbGxuv322xUSYl5GWFiY7r77bnXt2lWvvfaaysrKvH15AAAEjQxmjCDAuFzSJanOmGN7AQCn43Uw0rCPyMyZM5vcNmvWLEnS8uXLz/o47733nh577DHFxsbq8ccf15VXXtnsfdetW6eKigpNnDhRsbGxjW6LiYnRpEmTVFFRoXXr1rXmpQAAENSYMYJA5Lmc5mP2GQEAnIZXwYjb7VZmZqZCQkI0aNCgJrenpqYqJCREmZmZcrvdZ3yshIQE3Xbbbfrggw9OBirNyczMlCQNHTr0tLc39JKRkdGSlwEAQNArKJfy6idaRoVJA7ra7QdoL5P7mT/TkpRVKGUX2u0HAOB7vApGioqKVFVVpYSEBEVERDS5PSwsTN26dVN5eblKS0vP+FgzZszQrbfeqpiYmLM+b15eniQpMTHxtLc3XH/s2LHT3g4AABrznC0ytLsU2m7n1gF2RYVJU/s74w9YTgMAOEWYN99cXl4uSerSpUuz94mKipIklZaWNln20lYNe4c097wNz9lRe4yUlZX51WyUhv8O/tQzmuJ9DAy8j4EhEN/H5TkJkpIlSb3Di5SRcdhuQ50gEN/HYHW293JUdLw+Um9J0r+2lmt67N5O6w0tx9/JwMD7GBj88X305t//Xv0+qGHT0zM52xIab57X5XKd8Tk74rkBAAhEOSWRJ+vU2EqLnQDtb2JSqUJkPhfuOB6lgspQyx0BAHyJVzNGoqOjJUmVlc1/gGq47UyzStr6vBUVFZ32nKc+//DhwzvksTtCQ8rnTz2jKd7HwMD7GBgC8X08vMmpLzo3ScMHJNlrppME4vsYrFryXo7fJa3eL7nlUrZriCbxtvsc/k4GBt7HwOCP72NGRoZKSkra9L1ezRiJjY1VdHS0CgsLVVNT0+T2mpoaFRYWKjIyUvHx8d48VSNJSebDWn5+/mlvP9seJAAAwFHnPuWoXk6kQQCa7XFOwPtZ9voAAPger4IRl8ulIUOGqLa2Vjk5OU1uz87OVl1dnYYNG+bN0zTRcBpNw+k0p8rKMj/t/CndAgDAlv3FUlm1qbt3kRKj7fYDdIRLBzv1qn1SMSvGAAD1vN5zfurUqZKkpUuXNrmt4bqLL77Y26dpZNy4cYqKitIXX3zRZIOV0tJSffHFF4qOjtbYsWPb9XkBAAhEOzwmYA7vITWzhRfg11LipZH1k4mr66RPc6y2AwDwIV4HI3PnzlVkZKSefPJJbd269eT1W7Zs0VNPPaWoqCgtWLDg5PV79+5VVlaWTpw40ebnjI6O1pVXXqmioiLde++9J5fx1NTU6L777lNxcbHmz5/fbqfgAAAQyLbnOfUIVqEigM32mDXyActpAAD1vNp8VZJSUlJ0++2367777tM111yjiRMnyu12a82aNaqpqdHDDz+sHj16nLz/okWLdODAAT300EOaO3dum5/3pz/9qdasWaM333xT69ev14gRI7R9+3bt27dPI0aM0G233ebtSwMAICh4BiMjCUYQwC4bLP1xtamX5UiVNVKk15+GAQD+zusZI5K0cOFCPfHEExo9erTWr1+vrVu3Kj09Xc8++6zmzJnTHk/RREJCgv75z3/q+uuvV01NjZYtW6aQkBAtXrxYzz33nGJiYjrkeQEACDSNZoyw8SoC2LAe0oCupi6tllbus9sPAMA3tFtGPn36dE2fPv2s9/vkk09a9Hi33XbbWWd9JCQk6M4779Sdd97ZoscEAACNFVVI++tXt0aESoO72+0H6Egul1lO87cNZvxBljRjoN2eAAD2tcuMEQAA4J+2ecwWGdrdhCNAIPM8nWbpHqm2zl4vAADfQDACAEAQY38RBJuxvZ0jqfPLpQ2H7PYDALCPYAQAgCC23eOoXk6kQTAIcUmzBjnj9zmdBgCCHsEIAABBjBkjCEaey2k+3CO53fZ6AQDYRzACAECQqqyRdhc443M4kQZB4sIUKTbC1HuLpJ35Z74/ACCwEYwAABCkdhdINfUbT/bvKsVH2u0H6CyRYdKMVGf84R5rrQAAfADBCAAAQYplNAhmnstp3su01wcAwD6CEQAAgpTnUb1svIpgMz1Viqw/nnpHvpRdaLMbAIBNBCMAAASpRjNG2F8EQSY2Qrp4gDN+l1kjABC0CEYAAAhCdW6O6gW+NtSp39ltrw8AgF0EIwAABKH9xVJJlam7RUm9Yu32A9hwyUApon45zbY8Kfe43X4AAHYQjAAAEIRO3V/E5bLXC2BLfKQ0tb8zZjkNAAQnghEAAILQ1qNOzTIaBLPLPZbTvMtyGgAISgQjAAAEoS0ewcioJHt9ALbNHCSF138i3nxU2ltktx8AQOcjGAEAIMi43Y2DkTSCEQSxrpHSFI/lNO+xnAYAgg7BCAAAQebACamg3NTxEdKABLv9ALZ9bYhTs5wGAIIPwQgAAEFm8xGnPi9JCmHjVQS5SwdLYfWfijcdMac2AQCCB8EIAABBxnPj1bRke30AviIhSprczxmznAYAggvBCAAAQWYzG68CTTRaTkMwAgBBhWAEAIAg4nY3XkozihkjgCSznCa0flnZhkPSwRN2+wEAdB6CEQAAgsi+Yqmo0tRdI6V+8Xb7AXxF9y7ShR7Lad5n1ggABA2CEQAAgsipx/S62HgVOMlzOc2/OZ0GAIIGwQgAAEGEZTRA82Z7LKdZf4jTaQAgWBCMAAAQRE49qheAo0e0NKW/M/73Lnu9AAA6D8EIAABBwu1ufFQvM0aApq4Y5tT/IhgBgKBAMAIAQJDILZKKq0zdLUpKibPbD+CLLh0sRYaaenuelFlgtx8AQMcjGAEAIEh4LqNh41Xg9OIjpWmpzvhtZo0AQMAjGAEAIEg0OpGGZTRAs+YMd+q3MswyNABA4CIYAQAgSHzleSING68CzZqRKsWEm3rPcWlbntV2AAAdjGAEAIAgUFPXOBgZ08teL4Cv6xIuzRrkjN9iOQ0ABDSCEQAAgsDOfKmixtR9YqXkWLv9AL7uCo/lNG9nSHUspwGAgEUwAgBAENh02KnH9LbXB+AvpvaXukaa+mCJtP6Q3X4AAB2HYAQAgCCw0TMYYRkNcFYRodLXhjrjtzLs9QIA6FgEIwAABAHPYOR8ghGgRa4Y5tTv7jZ79QAAAg/BCAAAAa6oQsoqNHVYiJTGiTRAi0zoKyXFmDq/XPpin91+AAAdg2AEAIAAt8njNJoRPaWoMHu9AP4kNET6usdymn9xOg0ABCSCEQAAAtxGj00jWUYDtI7n6TTvZzqnOwEAAgfBCAAAAW4jJ9IAbXZ+spTa1dQnqqSP9tjtBwDQ/ghGAAAIYG5342AknRkjQKu4XNLcc53xkh32egEAdAyCEQAAAlj2camo0tTdoqQBXe32A/ijb57j1J/lSnml9noBALQ/ghEAAALYplOO6XW57PUC+Kv+XaUL6peh1bqlt9mEFQACCsEIAAABbIPn/iIsowHa7Fuey2l22usDAND+CEYAAAhg7C8CtI/Lh0oRoabeclTaXWC3HwBA+yEYAQAgQJVUSdvzTO2SNJpgBGizrlHSJQOd8RtswgoAAYNgBACAALXxkFTnNvW5PaX4SLv9AP5urscmrG/sdP5+AQD8G8EIAAABat1Bp76gj70+gEAxLdWc7iRJB0uk1futtgMAaCcEIwAABCjPYGQcwQjgtYhQ6RvDnDGbsAJAYCAYAQAgAFXXNt54lWAEaB9zPU6neS9TKq+21wsAoH0QjAAAEIC250nlNaZOiZN6x9ntBwgU5ydLAxNMXVIlfZBltx8AgPcIRgAACEDsLwJ0DJdL+pbHrJFXt9vrBQDQPghGAAAIQOwvAnScb51rjsCWpJX7pP3FVtsBAHiJYAQAgADjdktfegQj4/va6wUIRH3ipIsGmNot6fUdVtsBAHiJYAQAgACTfVzKLzd110hpSHe7/QCBaN4Ip35lu1TnttcLAMA7BCMAAASYU/cXCXE1f18AbTNrkJQQZer9xdIX++32AwBoO4IRAAACDPuLAB0vMky6crgzfmWbvV4AAN4hGAEAIMB8yYk0QKeYN9Kp38uUiirt9QIAaDuCEQAAAsjRUrPHiCRFhEppSXb7AQLZyERzkaTKWuntDLv9AADahmAEAIAA4rnPQXovKSrMXi9AMPCcNfLKdnt9AADajmAEAIAA4hmMTEqx1wcQLK4cbmZnSdJXR6Sd+Xb7AQC0HsEIAAAB5It9Tj2pn70+gGCRECXNHuyMmTUCAP6HYAQAgABx6ISUU2TqyFDp/GS7/QDBYt4Ip16yQ6qssdcLAKD1CEYAAAgQnstoLuhjjhMF0PEm95P6xpm6sEJ6P8tuPwCA1iEYAQAgQKxifxHAitAQ6ZrznPFLW+z1AgBoPYIRAAACBBuvAvbMHyGFuky9+oC0u8BuPwCAliMYAQAgAOwrlvYXmzo6XBrN/iJAp0qOlWYOcsb/YNYIAPgNghEAAAKA52k04/pI4aH2egGC1cI0p35th1TBJqwA4BcIRgAACACey2guZBkNYMXU/lK/eFMXVUrv7rbbDwCgZQhGAADwc243+4sAviDEJS3w2IT1BZbTAIBfIBgBAMDP5RyXDpWYOi5CGplktx8gmF09Qgqr/4S9/pCUkW+3HwDA2RGMAADg51bsderxfZ1/lAHofIkx0uzBzvjFrfZ6AQC0DB+dAADwc57ByEUD7PUBwPBcTrNkh1RWba8XAMDZEYwAAODHqmulVR77i1zU314vAIwL+0kDE0x9okp6K8NuPwCAMyMYAQDAj208LJVUmTolzvnHGAB7QlzStR6zRv6+2WySDADwTQQjAAD4seWnLKNxuez1AsAxf6QUFWbq7XnSlwft9gMAaB7BCAAAfmxFrlNPZRkN4DMSoqQrhzvj//vKXi8AgDMjGAEAwE8VlktfHTF1iEua3M9uPwAaWzTaqd/LlA6X2OsFANA8ghEAAPzUyn1Sw7YF5/eSukZZbQfAKc5NlCb0NXWtW3phi91+AACnRzACAICf+sxjGQ2n0QC+yXPWyD+2SJU19noBAJwewQgAAH7I7ZZWnLLxKgDfc+lgqU+sqfPLpXd22+0HANAUwQgAAH4os1A6VL9fQXyENDrZbj8ATi8sRLpulDNmE1YA8D0EIwAA+KHPcpz6wn7mH18AfNO150mRoab+6oi08bDdfgAAjfExCgAAP/RxtlNPS7XWBoAW6N5FumKYM/6/TfZ6AQA0RTACAICfKa6U1h50xjMG2usFQMt8+3ynfme3dISjewHAZxCMAADgZ5bnSjV1ph6VJCXH2O0HwNmlJUnj+pi6uo69RgDAlxCMAADgZ5Z6LKO5hNkigN/4XrpTv7BFKq2y1wsAwEEwAgCAH6mtk5blOONLBllrBUArzRwopXY1dXGl9Mp2u/0AAAyCEQAA/MiGQ9LxClMnx0jnJdrtB0DLhYZIiz1mjTy90VkWBwCwh2AEAAA/4nkazYyBkstlrxcArXfVuVK3KFPvK5Y+yLLbDwCAYAQAAL/iub/ITPYXAfxOl3Dp+lHO+G/rJbfbXj8AAIIRAAD8xt4iaXeBqSNDpcn97PYDoG1uGGX+DkvSpiPSlwfPfH8AQMciGAEAwE94LqOZ3M/85hmA/0mMkb55jjN+cqO9XgAABCMAAPgNz70IZrCMBvBrnpuwfpgl7Sm01wsABDuCEQAA/MCxMmnNAWd8Kcf0An5taHdpRqqp3ZKe3GCzGwAIbgQjAAD4gQ/3SHX1GzSO7S0lx9rtB4D3bhrr1K/tkI6U2OsFAIIZwQgAAH7gvUyn/o8h9voA0H4m9pXG9DJ1Va30N2aNAIAVBCMAAPi4okpp1T5nfBnBCBAQXC7ptnHO+MUtUkG5vX4AIFgRjAAA4OM+zpaq60ydliT1i7fbD4D2M2OgdG5PU5fXSM9ustsPAAQjghEAAHzc+yyjAQKWyyXd4jFr5P++kk5U2usHAIIRwQgAAD6stEr6NMcZE4wAgedrQ6SBCaYurpRe2GK3HwAINgQjAAD4sE9zpcpaUw/vIQ3qZrcfAO0vNET6wQXO+KkNUkWNvX4AINiEtdcDrVq1Sk888YQyMjJUXV2tkSNH6qabbtLUqVNb/BjZ2dl67LHHtH79eh0/flz9+/fX/PnztWDBAoWENM5wampqNGbMGFVVVZ32sZKTk7V8+XKvXhMAALZxGg0QHL55jvTIaulgiZRfLv1jq3Tj+ba7AoDg0C7ByJIlS3THHXcoIiJCEydOVF1dndasWaPFixfrvvvu0/z588/6GDt37tTChQtVUlKi9PR0paWlac2aNbr//vu1adMm/f73v290/8zMTFVVVal///4aPXp0k8dLSEhoj5cGAIA1ZdXS0j3OmGAECFwRodJNY6V7PjPjv62XFqaZ6wEAHcvrYOTo0aO6++67FRcXp5deeknDhg2TJG3evFk33nijHnjgAU2bNk3JycnNPobb7dYvf/lLlZSU6Le//a3mzJkjSSooKNCiRYv09ttva9asWZo9e/bJ79mxY4ckae7cufrBD37g7csAAMDnfLTHnFIhScN6mKU0AALXtedJj681M0YOlkivbZcWpNnuCgACn9d7jLzwwguqqqrSokWLToYikjRq1CgtXrxYlZWVevnll8/4GCtXrlRGRobGjx9/MhSRpO7du+vuu++WJD3//PONvmf79u2SpJEjR3r7EgAA8En/ynDqOcPM6RUAAldUmPS9sc74sbVSJXuNAECH8zoYWbFihSRp5syZTW6bNWuWJJ11r48zPcbYsWPVo0cPrV+/XiUlJSevb5gxQjACAAhEheXSZ7nO+Irh9noB0HluGCX17GLqgyXSy9vs9gMAwcCrYMTtdiszM1MhISEaNGhQk9tTU1MVEhKizMxMud3uZh8nM9PsLOc548TTwIEDVVdXp6ysrJPPu2PHDiUmJuqTTz7RVVddpTFjxmjixIn62c9+pj179pz2cQAA8BfvZko1daZO7y3172q3HwCdIzq88Qk1j6/jhBoA6GheBSNFRUWqqqpSQkKCIiIimtzhj3lIAAAgAElEQVQeFhambt26qby8XKWlpc0+ztGjRyVJiYmJp7294fr8/HxJ0r59+1RSUqK8vDzdddddioyM1IQJExQZGal33nlHV111ldavX+/NSwMAwKo3dzr1HGaLAEHlulFSYrSpj5SaE2oAAB3Hq81Xy8vLJUldunRp9j5RUVGSpNLSUsXGxp7xcRru29xjlJWVSXL2F0lOTtZf//pXnXvuuZLMEb5/+MMf9Mwzz+inP/2pPvroI0VGRrb2ZZ1VWVmZMjIyzn5HH9Hw382fekZTvI+BgfcxMHT0+3i0PExrDw6WJIW43DrHlaWMjNoOea5gxt/HwBGI7+VV/RP0vzvN4QWPrq5ResQeRYU2PwM7EATi+xiMeB8Dgz++jw09t4VXM0ZCQs7+7WdaQnPq47ia2VWu4TEavs6ePVuffvqpXn311ZOhiGRmqPziF7/QyJEjdeTIES1duvSszw0AgK/59FD8yTq9R5m6RRKKAMHm8n5F6hFZLUkqqAzTv/cmWO4IAAKXVzNGoqPNHL/Kyspm79Nw25lmlTQ8TkVFxRkfo+F+LpdLvXv3Pu19Q0JCdPHFF2vbtm3aunWrLr/88rO8itaLjo7W8OH+M6+5IeXzp57RFO9jYOB9DAwd/T6u+tKpF6TH8Oelg/D3MXAE6nv5k2rp15+a+vW9SfrpJUmKDrfaUocK1Pcx2PA+BgZ/fB8zMjIaHdjSGl7NGImNjVV0dLQKCwtVU9N0V6iamhoVFhYqMjJS8fHxp3kEIykpSZKzh8ip8vLyJDW/B8mpevbsKan5oAUAAF+1LU/aXv/jMDJUurTp3uYAgsT8kVKf+pXox8qlZzba7QcAApVXwYjL5dKQIUNUW1urnJycJrdnZ2errq6u2dNmGgwdOlSSczqNJ7fbrT179ig0NFSDB5v11i+++KJ+8pOfaNWqVad9vP3790uSevXq1ZqXAwCAda9ud+rZg6W49t8qC4CfiAyTfjTBGT+x3hzlDQBoX14FI5I0depUSTrtfh4N11188cUteoyPP/64yW0bNmxQQUGBxo4de3Lz1n379um9997TG2+80eT+lZWV+uCDDyRJkydPbsUrAQDArsoa6Q2P02jmj7TXCwDfcPUIaXA3U5+oMsf3AgDal9fByNy5cxUZGaknn3xSW7c6Z4lt2bJFTz31lKKiorRgwYKT1+/du1dZWVk6ceLEyevGjx+voUOHauXKlXrllVdOXl9QUKB7771XknTjjTeevP6qq65SaGio3n777ZMhiCRVV1fr/vvv14EDB3TRRRfpvPPO8/blAQDQaZZmS8frV4H2jZMu7Ge3HwD2hYVIv7jQGT+3WdpfbK8fAAhEXm2+KkkpKSm6/fbbdd999+maa67RxIkT5Xa7tWbNGtXU1Ojhhx9Wjx49Tt5/0aJFOnDggB566CHNnTtXktkw9cEHH9S3v/1t/frXv9Zrr72mpKQkrV27VkVFRZo3b55mzJhx8jGGDBmiX/3qV3rwwQf1ox/9SGlpaerTp4+++uorHT58WIMGDdJvfvMbb18aAACd6uVtTn31CCnk9Ie1AQgylw2WxvSSNh6Wqmql/1kt/eFS210BQODwesaIJC1cuFBPPPGERo8erfXr12vr1q1KT0/Xs88+qzlz5rToMUaNGqVXX31Vs2fPVm5urlauXKk+ffro3nvv1T333NPk/jfccIOeffZZTZkyRbm5uVq2bJmioqJ0880367XXXmsUxgAA4OsOnpCW5zrjq0bY6wWAb3G5pF95rBB/fYe08/RnFgAA2sDrGSMNpk+frunTp5/1fp988kmztw0ZMkSPPvpoi59z0qRJmjRpUovvDwCAr3p9h+Suryf3k/o1f5gbgCA0MUWaniotyzH/r/jtKumZK+z2BACBol1mjAAAgLarc0uveJxGM4/ZIgBO4/YLpYYVdh9nS6v3W20HAAIGwQgAAJat3i/tLTJ1fIR02RC7/QDwTecmSt88xxnfv8IEqwAA7xCMAABg2XObnfrKc6SodlvoCiDQ/OckKTLU1FuPmmV4AADvEIwAAGDR4RLpwyxnfP0oe70A8H1946Xvj3XGD6+USqvs9QMAgYBgBAAAi17aItXWT4WfmCIN41A1AGdx81gpOcbUeWXSX7602w8A+DuCEQAALKmulV7a6oxvYLYIgBaIiZBu9zi+98kN0v5ie/0AgL8jGAEAwJIPssxveyUpKUa6dJDdfgD4j2+eI41KMnVlrVlSAwBoG4IRAAAsed5j09UF50nhofZ6AeBfQlzSXRc547d2SesO2usHAPwZwQgAABbsOiatPmDqUJcJRgCgNcb1lb4+1Bnf9alUU2etHQDwWwQjAABY8PRGp549WEqOtdcLAP91xxTniO/teY1nogEAWoZgBACATna0VFqy0xl/53x7vQDwbynx0m3jnPEfvjD/jwEAtBzBCAAAney5zVJVranH9JIu6GO3HwD+7Xvp0qAEU5+okh783G4/AOBvCEYAAOhE5dWNp7p/L11yuez1A8D/RYZJ901zxm/slNYcsNUNAPgfghEAADrRq9ul4xWm7hcvXTbYbj8AAsPUAdLlHhux3rlMqq611w8A+BOCEQAAOkltnfSUx6ar3x0jhfKTGEA7+fVUKTrc1LuOSU9vstsPAPgLPo4BANBJPtwj5RaZumukNG+E3X4ABJbecdKPJzjj/1kt7S2y1w8A+AuCEQAAOoHbLf15nTO+Lk2KibDXD4DA9N3zpXN7mrqiRrrjY/P/HwBA8whGAADoBMtypC1HTR0ZKi3iiF4AHSA8VHr4EimkflPnz/dJr+2w2xMA+DqCEQAAOpjbLT261hkvTJOSYuz1AyCwje4lfccjfL1/uZRXaq8fAPB1BCMAAHSwFXuljYdNHREqfX+s3X4ABL6fTzInX0lSUaV0z2d2+wEAX0YwAgBAB3K7pT+tccbzR0q9Yu31AyA4RIdLv7nEGf97t/TRHnv9AIAvIxgBAKADfbFf+vKQqcNDpB8wWwRAJ5nSX7r6XGd8x8dSYbm9fgDAVxGMAADQQdxuc1xmg6tHSH3j7fUDIPjceZGUGG3qvDLp159abQcAfBLBCAAAHWRZjrT2oKnDQqQfXGC1HQBBKCHKnFLT4O1d5gIAcBCMAADQAerc0m9XOeNrz5P6d7XXD4Dgdckgad4IZ3znMukIp9QAwEkEIwAAdIA3M6Qd+abuEib9aLzdfgAEt7suklLiTH28Qrp9qVnuBwAgGAEAoN1V1Up/+MIZL06XkmLs9QMAcZHS7y91xstypH9us9YOAPgUghEAANrZi1uk/cWm7hYl3ZRutx8AkKRJKdJ3z3fG934mZRXa6wcAfAXBCAAA7aioUnpsrTO+ZZwUH2mvHwDw9MvJ0pDupi6vkW59T6qssdsTANhGMAIAQDv60xrpWLmp+8ZJ14+y2w8AeIoKkx67TIoMNePtedJDK+32BAC2EYwAANBOdhdIf//KGd8xxfwjBAB8yYhE6f9NdcbPbpKW7rHXDwDYRjACAEA7cLul+5dLNXVmPKGv9PWhdnsCgOZ8e5Q0a5Az/s+PpMMl9voBAJsIRgAAaAefZEuf5Zo6xCXdfbHkctntCQCa43JJv5sp9Yo148IK6cfvO+EuAAQTghEAALxUWSPdt9wZXztSGplorx8AaIluXaQ/zZYaMtzVB6TfrbLaEgBYQTACAICX/vKllFNk6vhI6eeT7PYDAC01MUX66URn/MR66f1Me/0AgA0EIwAAeCGzwAQjDX4+SeoRba8fAGit28ZL01Od8c8/kvYU2uoGADofwQgAAG1U55bu+FiqqjXjMb2k69Ps9gQArRXikh6ZLaXEm3FJlXTzO1JZtd2+AKCzEIwAANBGL2+T1h40dViI9NAMKZSfrAD8UEKU9MTlUmSoGWcck25fak7cAoBAx8c3AADaoKAyVA9+7oxvSpfOZcNVAH4sLUm6f7ozfmuX2XMEAAIdwQgAAK3kdkuPbO2l4koz7t9V+vEEuz0BQHuYP1JacJ4zfnil9NEee/0AQGcgGAEAoJU+PBCv1XmxJ8cPzZCiwiw2BADt6N5p0vg+pnZL+vH70s58mx0BQMciGAEAoBX2F0v/uyPp5PiGUdKU/hYbAoB2FhFq9htp2Iy1tFr67lvSsTK7fQFARyEYAQCgherc0n9+JJXVmt0JByZId0yx3BQAdIAe0dIz35Biws14/wnp++9IFTV2+wKAjkAwAgBACz2zUfpiv6lD5NYfL5Wiw+32BAAdZXhP6bHLJFf9eN1B6ecfmpAYAAIJwQgAAC3w1WHpNyud8fxBBUrvba8fAOgMlwxqPDPu37ul/15hrx8A6AgEIwAAnEVRpXTLe1J1nRkPiy/XdUPYiRBAcLgpXVo02hk/vVF6aoO9fgCgvRGMAABwBm639Kul0r5iM46LkP7r/EMK5ycogCDhckl3XSRdNti57v4V0tu77PUEAO2Jj3UAAJzB85uldzOd8cMzpd7R1fYaAgALQkOkP10mXeCxhPBnH0orcu31BADthWAEAIBmrDsg3bvcGV8/Srp8qL1+AMCmqDDp6Sukwd3MuKpW+t6/zf8rAcCfEYwAAHAah05IN78j1dTvK3JeknTnVLs9AYBtCVHSc1dKfWLNuLxGuvEtacsRu30BgDcIRgAAOEVFjXTTv6X8cjPu0UX62+Xmt6UAEOxS4qUX50qJ0WZ8okq6/k1p1zG7fQFAWxGMAADgwe2WfvWxtPmoGYe6pL98Teobb7cvAPAlg7pJL3zTzCCRpMIKacESaU+h3b4AoC0IRgAA8PDH1dIbO53xXRdLE1Ps9QMAvuqcntJzc6TYCDPOK5PmvSbtLrDbFwC0FsEIAAD1/rFVenStM75mpPTtUfb6AQBfN7qX9MwVUpf6pYZ5ZdL816Sd+Xb7AoDWIBgBAEDSshzpvz5xxhcPkP57uuRyWWsJAPzChL5mQ9aYcDM+Vi5d87q0Lc9uXwDQUgQjAICgt+WI9MN3pVq3GY9MNPuKhIfa7QsA/MX4vtLz35Ti6pfVFFZI174ubea0GgB+gGAEABDUMvKl696UyqrNuG+c9KzHmnkAQMuM7W02ZI2PNOOiSunaJdLKfXb7AoCzIRgBAAStrEJp4RvS8Qoz7hop/d8cKTnGbl8A4K/O7yW9NNc5raakSlr0L+md3Xb7AoAzIRgBAASlvUXmaMm8MjOOi5Cev1Ia1sNuXwDg79KSpFevknrFmnFVrXTLu9Lfv7LbFwA0h2AEABB09haZ6d2HS8y4S5hZPjO6l92+ACBQDOshLblaGtzNjN2S7vpU+v0XktttszMAaIpgBAAQVDILpKtfk/YXm3FkqPT0FdK4Pnb7AoBA0zdeeu1qaYxH6PzYWulnH0qVNfb6AoBTEYwAAILGtjxp3mvOTJHIUOmvX5cm97PbFwAEqu5dzJ4j0wY41y3ZaWbt5ZfZ6wsAPBGMAACCwoZD0jWvS8fKzTg63CyfmZ5qsysACHzR4dJT35Dmj3SuW39ImvNPaWe+vb4AoAHBCAAg4L2faX47WVxpxvER5khJZooAQOcID5UevkT69VTJVX/d/hPS3Fekj/dYbQ0ACEYAAIHt6Y3Sze9IFfXr2Xt0kf55lTS2t92+ACDYuFzS4nSzr1NMuLmutFr67tvSH7+QatmUFYAlBCMAgIBUWyfd85l033JzGoIkDehqNgIcmWi1NQAIapcMlN6YJ6XEmbFb0p/WSnd+maKiqlCrvQEITgQjAICAc7xCuvEt6dlNznXpvc0H8UHd7PUFADCG95Teukaa4rGkcf2xGP1w1QBtOmyvLwDBiWAEABBQtudJX/+H9Fmuc93lQ6V/zJV6RNvrCwDQWI9o6bkrpVvHOdflVYTrqlfNMsg6ltYA6CQEIwCAgPGvDOmbr0j7ip3rbh0nPf4fUlSYvb4AAKcXGiL94kLpmW9IsWG1kqTqOrMMctG/pKOllhsEEBQIRgAAfq+sWrp9qfSj951NVmPCpb9ebj5wh7jO/P0AALsuGST9+cJcDYmvOHndZ7nSZS9yag2AjkcwAgDwaw1LZ/65zblucDfpX9dIlw2x1xcAoHV6R1frkYl7dVO6c92xcuk7b0t3LpNKq+z1BiCwEYwAAPxSnVt6ZqM052Upq9C5/oph0pvzpaHd7fUGAGibiBC3/muq9OI3peQY5/rnN0uzX5RW7rPXG4DARTACAPA7Ocela1+X7l0uVZkl6YoOl34/S3r0Mik+0m5/AADvTOkvfbBQmj3YuW5fsbRgifT/PpZOVNrrDUDgIRgBAPiN2jrpqQ3mt4arDzjXn5ckvXOtdPUIycV+IgAQELp1MXtF/fHSxoH3i1ulS19g7xEA7YdgBADgF7bnSd96Vbp/hbPBaqhLuuUCacnV0qBudvsDALQ/l0v61rnS0usbzx45WGL2HvnuW9LeInv9AQgMHF4IAPBpRZXSH74w68vr3M715/aUfjdLSkuy1xsAoHMkx5jZI2/vku76VCqsP7xmaba0Yq9063jp++lSJP+6AdAGzBgBAPikOrf0yjZp+t+lv3/lhCLhIdLPJkpvXUMoAgDBxOWSrhgufXKDNH+kc31lrQnQG5bXuN3NPwYAnA7BCADA5yzPlS7/h/SLpeaoxgZT+knvL5R+PEGKCLXXHwDAnu5dpN/OlN6YJ41MdK7PKTLLa65ZIm05Yq8/AP6HyWYAAJ+x5Yj0m5XS56ccx9gnVrrzIulrQ9hcFQBgpPeW3r5Gen6L9IdVUnGVuX71funr/5SuHC794kIpJd5unwB8H8EIAMC6nfnSY2ulf+9ufH1UmLR4jHTLOHMcLwAAnkJDpEWjpa8PlR5ZI720RaqtX0rzZob0XqZ0XZp08wVSUozdXgH4LoIRAIA1m4+YQOTDU45cDHWZ9eM/mSAlx9rpDQDgP3pGS/893YQkD690fq5U1kpPbzJH/F6XJt08VkokIAFwCoIRAECncruldQelx9dJn+U2vX32YOmXF0pDund+bwAA/zaku/TkN6Q1B6QHV0ib6vcaqaiRntoovbBFumGUdFM6AQkAB8EIAKBTVNaYpTJPb5S25TW9ffZg6bZxUlpy5/cGAAgsE/pKb843x/n+z2rn505FjfS3Dea0s7nnSt9LlwZ3s9srAPsIRgAAHepoqfTiFnPJK2t8m0vSN4ZJt46Thve00h4AIEC5XNKsQdLMgWZpzSOrpe355rbKWukfW6V/bjX3uWmsNK6P3X4B2EMwAgBodzV10mc50svbpaV7nI3wGkSG8ps6AEDncLnMrMRZg6QPs6S/fCl9Vb/Exi0Tmny4RxrTS7phtDkBLYp/JQFBhb/yAIB2k3vchCGvbZeOlDa9vVesWdt97XlS9y6d3x8AIHiFuKTLhpiQZM0B6a/rpU9ynNs3HjaX+5dL80dIC9Kk/l2ttQugExGMAAC8cqREeme39NYu84HydMb1MYHIfwyRwkM7tz8AADy5XNLEFHPZdUx6coM52req1txeUC7973rpifXStFRzStolA6UIfn4BAYtgBADQagXl0nuZJgxZs99MRT5Vzy7St0ZI80ZwwgwAwDcN6yH9bpY5De2V7WY/rAMnzG1uSctyzKVblHTFcOmqc6W0JBOuAAgcBCMAgBbJLpQ+ypY+3mOO2z113xBJCguRLuovXXOeNCOV2SEAAP+QGCPdMk66eawJQp7bLC3PdYL/wgpzks3fv5KGdjcBydeHSSnxNrsG0F4IRgAAp1VdK204LH2cbTZQzSo8/f1ckialmN+kXTZY6sbeIQAAPxUaIs0cZC65x6VXd0hLdjizSCRpd4H00EpzOT9Z+tpQ6fKhhCSAPyMYAQBIktxu82Hv873Sir1mY7rS6tPf1yUpvbc5avdrQ6XkmE5tFQCADjcgQfrPSdLPJkpf7Jde32GWkZZ5/GzcdMRcHvxcGl0fklw6SBrEiWuAXyEYAYAg5XZLe45LXx40Icjne09/kkyDqDCzTOaSgdKMgVISYQgAIAiEuKTJ/czl/mnOHlsr95nj6Rt8dcRcHvpcSu3q/Lwc35eNWwFfRzACAEGiqlbaelT68pAJQ748KB0rP/P3pMRJFw2QZg6UJvc34QgAAMEqJkK6aoS5HK+QPsgyJ7OdGpLkFElPbzKX2Ahpan/p4gEmXOEIYMD38BEXAAJQnVvaUyhtPiptOSJtOSptPiJV1p75++IjpQtTzAe4Kf2lAV3ZeR8AgNNJiDJH+c4faUKSD7OkpdlmOarncpuSKjPL5L1MM+4XL11YPwPlwhSz8SsAuwhGAMDPVddK2cel7XkmANly1MwMaW5/EE9dI6UL+kgX9DYf0tKSzMZzAACg5RKipHkjzaWixixR/STbBCX7ixvfd1+x9PI2c5HMkcHj+0hj638e94vnlxJAZyMYAQA/Uec2H652HZN25ksZx0ydVShV1539+yXzYWtcH3O5oI80pLtZOw0AANpHVJhZNnPxAOmei83G5stypFX7pLUHG88mkczP8l3HpBe2mHFitDS2t/k5Pba3NDJRiuRfbUCH4q8YAPiYE5VSznGzMWp2ofM1q7Bls0AaJEabGSBpSdKoZCktmdNjAADoTC6XmREyrIf0/bFmv6+vDkur9pt9STYcavrLjbwy6f0sc5Gk8BDz/eclOT/Xz+nJvl9Ae+KvEwB0sjq3Of1lf7F0oNh8zSky4Uf2cfOBqLX6xjkfmkbVByHJMUzFBQDAl0SESuP6msuPJ5jZIxsOSevrLxsOSSeqGn9PdZ20Lc9cGpbfhLqcn/vn9JCG14cvSfzsB9qEYAQA2llljXS0TDpc4gQf+0+Yr9n5A3WkIqzFS19O1S1KGt7TfAA6p4fzW6j4yPZ9DQAAoONFh5vNzqf0N+PaOrP0piEoWX/Q/PLkVLVuaUe+uXiKj5SGdTefE4bWf0YY0o3ABDgbghEAaKHaOnO87ZFS6UiJ+Xq4pPH4SKlUcMYjcCPO+jwRoeY0mIEJ0sBu5uug+q+J0XywAQAgUIWGmGUy5/SUFqaZ64oqpW0em6tvPWqW2Z5OcaX05SFz8RQdLqV2lVITnMvABGlAgpTEZwuAYARA8KpzS0UVUn65CTPyy6RjZfV1/XXHykwYcqxcKiyX3O303AlRUkq8WQKTEm82RW0IP/rGcTIMAAAwukaak+Mu7Odcd6JS2p5vApNdBWZD9t3Hmi7DaVBWbe6/Pb/pbTHh5nNI3/rPJX3jGteJMWzUjsDXbsHIqlWr9MQTTygjI0PV1dUaOXKkbrrpJk2dOrXFj5Gdna3HHntM69ev1/Hjx9W/f3/Nnz9fCxYsUEhI038lHDlyRH/+85+1cuVK5eXlqXfv3rriiiv0ve99TxERZ/+tLAD/53abY/GOV5jfqBRV1tcVHnWlM/a8vrjSTEVtbyEuM7MjOcZ8sEipv/SLk6oLspXUpUbpI4e2/xMDAICgEBcpTehrLg3cbulQSf0pNwXSrnzzNfu4+czTnNJqaecxczmdiFCpd6zUJ07qFWuW5SRFm6/JsU4dwz+/4MfaJRhZsmSJ7rjjDkVERGjixImqq6vTmjVrtHjxYt13332aP3/+WR9j586dWrhwoUpKSpSenq60tDStWbNG999/vzZt2qTf//73je5/+PBhzZ8/X4cPH9aIESM0cuRIbdiwQY8++qhWr16tZ555RuHh4e3x8gC0M7fbbCRWXm1+s1FaZb6WVJkfzicqPeqG66uaqavNDu+dpVuU86EgOcbUyfUfDHrFSEmxUs8uzc/4yKhu5lc5AAAAXnC5THjRJ06alupc73ZLhRUmIMk9br7meHxtbpZJg6paKbfIXM4kNsKEJLGufuoWWaMBB6UeXaRuXaTuDZcoqXu0+TwVEer1SwbajdfByNGjR3X33XcrLi5OL730koYNGyZJ2rx5s2688UY98MADmjZtmpKTk5t9DLfbrV/+8pcqKSnRb3/7W82ZM0eSVFBQoEWLFuntt9/WrFmzNHv27JPfc8899+jw4cP68Y9/rB/+8IeSpLKyMt1yyy1atWqVnn/+eX3nO9/x9uUBQaXObX74VdZIFbVOXVlfl1dL5TXO17L6rxXVUllN09s9vzbcXlH/fR0xU6Mt4iOkHtHmh3XPaPMDvKHu3sWMG+ruXaQwlrgAAAA/4nI5n2PG9m58m9ttlg43bBR/4IR08ITZPP5A/fh4Rcuep6T+l1ZStLni8P9v786jmrryOIB/k7AGVAQ3UKhSjC0oVBDF46jVVlvbYxcHpdUKOsNYnLZOaxet1bGKtXWOnSrU0ba4VHEs4tF6nI51RBQVLSpuiBZlURE3CgqFCIHkzR/hRZCsEATJ93NOTpJ777u8eP3lJb+8d6/x9h0c7u9XJ0ftxLEdHRs+1ve8gyOTKmR9zU6MJCYmQqVS4c0339QlRQAgMDAQ0dHRWLFiBZKSkjBr1iyDfaSnpyMnJweDBw/WJUUAwN3dHQsXLsTkyZOxadMmXWIkPz8fBw4cgI+PD2JiYnTt5XI5PvvsMzz77LNITExkYoTaHDHxUKsBatTasybqP64R6zT3n4ttrtx0Ra1GgnOa+33Uahr2V10vkSE+Vul7rAZU9dqJCZCmrpTS2hxk2oNmJyftvdsD952c7tc9WM4DKxEREdkqiUT7A5GHHAjqob9NhUqbLLn+u3aS+dv1brcqgeJK7Wp8lp7B+3vdGcCmzkTRx9lOe4aKq4N2YlkXe+297rmhcrHMQduHkx3gKNPeO9lxjjdb1uzEyKFDhwAAzz77bKO6MWPGYMWKFTh48KDRxIixPkJCQuDh4YHMzExUVFTA1dUVhw8fhiAIGDVqVKO5R7y8vODv74+srCzk5ubCz8+vOS+PHiAI2i/3GkH7i3/950ZvADSaeo8FA8+hf3uh7u/VL1NrtGW1dffqukSBRmh436Bd/bZ1f7P2gb4e3E7sVy2Y3l5sq0t0PPBc06yzJBu5wxsAACAASURBVOouIj3b3FFsG+ykgNxOe+ByNXazN1HvoD2gcTZ1IiIiIutzddAu+6vwMNxGELRzuN2qADJzCnFXJYOTmxdKq4BSJbT3dRPb37mnfd6cz8X3arW3YmXT+9DHXno/SeJoV+9xveSJ7lZXZi/T3hxkgIO07rn0fpnucf2y+m3r2tRvay/VJmnspJz49mFpVmJEEATk5uZCKpXC19e3UX3v3r0hlUqRm5sLQRAgMfDNJTc3FwAanHFSX58+fVBSUoK8vDwEBQXp2vftq3/yQl9fX2RlZeHixYs2nxg5dRNYeMwbJdUy2B29n3ion2gQkxv6nj+YCKH2TQLtm7Jj3QHAsd5jBxngZK/NrjvbabPuTnaAs702weFc91wutnng/sFye56pQURERNQuSCTaM3LdnKBd0g9Av36G22sE7YSwpXUr/5VXAWUqbZk5t5b6XlKjAWpUpuddeZgk0CZIxESJTFLvuaReed1zqYFy8fmDfcgk2uSLTApIod1eJgEqyroirFsFjAxju9KsxEhZWRlUKhXc3d31rgJjZ2eHzp07o6SkBJWVlXB1ddXbz+3btwEAXbt21Vsvlv/2228N2nfr1s2s9rZsxS/AmVJ5a+8G1SNmg+2k97PCdnVZYrt6WeL69fZSoEr5O+wkAtzdOjZsI2aXpQ2TGPoeP5joePCxvZRnXhARERFRy5LWS6T4drZsW0HQzldXXq2dw05ZNxl/ZY12gv7KGm19Zc39OmWN9pIgZb12VXVz6lXX1j2uBdri78AC7p+J/nC5Y/uVzhgxQLvIQHvXrMTIvXv3AADOzs4G2zg5OQGA0cSI2I/Y1lAfSqWySe2tTalUIicnp0X6trb+cjccRDdoYL1vu1IIkEi091IJdI8lddlGvY8BSCRCXZn+xxIAUolQV1b/cf16bbkEgEwi1GU46983LJPVbSuTCJBJtf3Vv5fV7aM2W3q/rW6bBo8b9mvsb9pJBdhJBG1Wtt5z8d+rKcT/z3K5hYkuDQA9WW9V3e33pu0ONZE4jo/Kewjpx3FsHziO7QfHsn3gOLYPD3scHepuuvyKfd3NQoIA1AgSqNQSVKslUGmkUGnuP9beS1CtlkIlPtZIUauRoEYjQa0A3WPtc0m9Ou1jlUZ7X6uRoEao/xio0Ujr5hqUai/RFyRQC637i6UMAq4U5OGuw0NcArIZmvP9v1mJkQfn99BHEEzn3cR+DF1qI/Yh3lva3pa99NhdDOp0GxW1MsidnRokIMTkguSBpIOYjNDW1yUmAF2yg4iIiIiIqD2RSAAHiQAHqQBXewBo/WSAUG8+RjFRop3bUNKwTE+9WKavnXa+Rm3CRjttgrZOgEQ3jYKqpgbBncvRyUZWKmhWYkT85bq6utpgG7HO2FklYj9VVfrXghL7ENuZ297Y32wOuVyOfsYummtr6rK1/fo1ngeGHh05unF8hP7vUSMcx/aB49g+cBzbD45l+8BxbB84ju2Ddhxlj9Q45uTkoKKioknbNmtBIldXV8jlcty5cwe1tbWN6mtra3Hnzh04OjqiY8eOBvsR5woxNCdIcXExgPtzh5jb3tAcJEREREREREREQDMTIxKJBH5+flCr1bh8+XKj+oKCAmg0GoOrzYjE1WXE1WbqEwQB+fn5kMlkePzxx022B4C8vDwAhle5ISIiIiIiIiICmpkYAYDhw4cDAFJSUhrViWUjR440q499+/Y1qjt58iRKS0sREhKim7xVbJ+amgqNpuH0vNevX8eFCxfQs2dPm1+ql4iIiIiIiIiMa3ZiZMKECXB0dMR3332Hc+fO6cqzsrKQkJAAJycnTJ48WVd+9epV5OXl4fff76+FMXjwYPTt2xfp6enYunWrrry0tBSLFi0CAEyfPl1X7u3tjeHDh6OgoAArV67UlSuVSsyfPx9qtbpBeyIiIiIiIiIifZo1+SoA9OrVC3PmzMHixYvx2muvISwsDIIgICMjA7W1tVi2bBk8PDx07adNm4aioiJ8/vnnmDBhAgDtKjNLly5FVFQUFixYgG3btqFbt244duwYysrKMGnSJIwePbrB3124cCFef/11rFmzBqmpqejTpw9OnjyJ4uJijBgxAq+//npzXxoRERERERERtXPNTowAwJQpU+Dl5YWEhARkZmbCwcEBwcHBmDlzJoYOHWpWH4GBgUhOTkZcXBwyMjJw6dIlPPbYY5g9ezYmTpzYqL23t7eu/cGDB3HlyhV4e3sjMjISUVFRsLOzyksjIiIiIiIionbMatmDUaNGYdSoUSbbpaamGqzz8/NDXFyc2X/T09MTn3/+udntiYiIiIiIiIjqa/YcI0REREREREREjyomRoiIiIiIiIjIZjExQkREREREREQ2i4kRIiIiIiIiIrJZTIwQERERERERkc1iYoSIiIiIiIiIbBYTI0RERERERERks5gYISIiIiIiIiKbxcQIEREREREREdksJkaIiIiIiIiIyGYxMUJERERERERENouJESIiIiIiIiKyWUyMEBEREREREZHNYmKEiIiIiIiIiGwWEyNEREREREREZLOYGCEiIiIiIiIim8XECBERERERERHZLCZGiIiIiIiIiMhmMTFCRERERERERDZLIgiC0No78ag4e/YsampqIJVKIZfLW3t3zKZUKgHgkdpnaozj2D5wHNsHjmP7wHFsPziW7QPHsX3gOLYPj+I4KpVKaDQa2NvbIzAw0KJtmRixwKlTp6DRaFp7N4iIiIiIiIhID6lUioEDB1q0jV0L7Uu75OjoiOrqashkMjg6Orb27hARERERERERgOrqaqjV6iZ9V+cZI0RERERERERkszj5KhERERERERHZLCZGiIiIiIiIiMhmMTFCRERERERERDaLiREiIiIiIiIisllMjBARERERERGRzWJihIiIiIiIiIhsFhMjRERERERERGSzmBghIiIiIiIiIpvFxAgRERERERER2SwmRoiIiIiIiIjIZjExQkREREREREQ2i4kRIiIiIiIiIrJZTIwQERERERERkc1iYoSIiIiIiIiIbBYTI0RERERERERks5gYISIiIiIiIiKbZdfaO0DNEx8fj6+//hppaWno0aOH3jZZWVlYtWoVsrKyoFQq4efnh8jISIwfP96iv3Xr1i2sWrUK6enpKC4uhqenJ1566SX85S9/gYODgzVejs26du0annnmGbPa7tu3D7169TLa5saNG3j66acN1gcHB2PLli2W7CJZaNWqVYiLizNYv2TJEkycONGsvqwVw2S5qqoqrFu3Drt378bVq1chkUjg6+uLV199FVOmTIFUat7vCydOnMCUKVMM1o8fPx7Lly+31m7bvCNHjmDNmjXIyclBTU0NAgICMGPGDAwfPtzsPgoKChAfH4/MzEzcvXsXPj4+iIiIwOTJk80ed2o6tVqNLVu2YMeOHcjPz4darYa3tzdeeOEFREdHw9HR0WQfPBa2DT/++CPmzJljsD4mJgbvvfeeyX4Yk62jX79+ZrXbuHEjhgwZYrRNbW0tBg4cCJVKpbe+e/fuOHjwoMX7SMZt374dH3/8MTZv3oxBgwY1qrdWbJWXl+Obb75BSkoKbty4gS5dumDs2LF4++234erqas2X1CKYGHmEpaSkYM2aNUbbpKen480334RGo0FoaCicnZ1x9OhRfPDBB8jNzTXrQAQAN2/eREREBG7evAl/f38EBATg5MmTiIuLwy+//IJ169bB3t7eGi/LJsnlcqNfcnNycnDx4kV4enqic+fOJvs7f/48AO3BTKFQNKrv06dP03eWzHLhwgUAwJgxY+Dk5NSo3sfHx6x+rBXDZLnKykpERkbi3LlzcHNzQ2hoKGpqanDmzBksWbIER48eRXx8PGQymcm+xJgcOHCg3sRmcHCw1fffVokfAB0cHBAWFgaNRoOMjAxER0dj8eLFiIiIMNnHr7/+iilTpqCiogLBwcEYMGAAMjIyEBsbi9OnTzOJ1cLUajX++te/4sCBA5DL5QgKCoKdnR3OnDmDuLg4pKWl4fvvv4ezs7PRfngsbBvE4+GwYcPg7u7eqP7JJ5802QdjsvUY+3xaWFiI06dPw9XVFd7e3ib7ys3NhUqlgo+PD4KCghrVu7m5NWtfqbFTp04hNjbWYL21YquiogJvvPEGcnJy0KdPHzz99NPIzs7G+vXrcejQIfzwww/o0KGDtV5WyxDokZSYmCgEBAQICoVCUCgUwo0bNxq1uXfvnjB06FAhICBAOHr0qK78ypUrwogRIwSFQiFkZWWZ9ffefPNNQaFQCKtWrdKVVVZWCtOmTRMUCoWwdu3a5r8o0uv27du6cTR3vOLj4wWFQiHs3LmzhfeODBk1apQwYMAAoaampsl9WDOGyXLLly8XFAqFEBUVJZSVlenKCwsLhbFjxwoKhULYsmWLWX3NnTtXUCgUwokTJ1pqd0kQhFu3bgn9+/cXQkJChJycHF35mTNnhODgYGHAgAHCzZs3jfah0WiE8ePHCwqFQvjxxx915SUlJbryn3/+ucVeAwnCli1bBIVCIYwfP77BeJWUlAgRERGCQqEQli9fbrIfHgvbhjfeeENQKBQmY88QxmTbpFQqhXHjxgkKhUJISUkxa5vt27cLCoVC+Ne//tXCe0eCIAh79uwRBg4cqPu+ePz48Qb11oyt2NhYQaFQCPPnzxfUarUgCIJQU1MjfPjhh4JCoRAWL15svRfWQnje2SMmLy8PM2bMwOLFi+Hq6goXFxeDbXfu3ImSkhKMHz8eYWFhunIfHx+8//77AIBNmzaZ/Jv5+fk4cOAAfHx8EBMToyuXy+X47LPPIJPJkJiY2IxXRcbMnTsXJSUlePvtt9G/f3+zthF/JQsICGjJXSMDysvLUVRUhCeeeAJ2dk0/Mc9aMUxNs2PHDgBAbGwsOnbsqCvv1asXPvzwQwDATz/9ZFZf58+fh1QqNeuXUWq6xMREqFQqTJs2rcEZAoGBgYiOjkZ1dTWSkpKM9pGeno6cnBwMHjwYL7/8sq7c3d0dCxcuBMC4a2li7M2bNw/du3fXlbu7u+PTTz8FYF7s8VjYNvz666/o0qVLg7G0BGOybVq6dCny8vIwadIksy8HZ0w+HDdv3sRHH32Ed955BxqNBl26dNHbzlqxVV5ejuTkZLi6umLOnDm6y2/s7OywcOFCdOrUCdu2bYNSqbTCq2s5TIw8Yj799FOkpaVh2LBh2L59u9FTzg4dOgQAet+sRo8eDZlMZtZ1fIcPH4YgCBg1alSj68y8vLzg7++PoqIi5ObmWvhqyJSff/4Zhw8fhp+fH/785z+bvd2FCxcgl8t5mnArsdaB31oxTJarrKxE7969ERgYqPf0YDG2bt++bbIvlUqFvLw8+Pr6Qi6XW31f6T4xZp599tlGdWPGjAEAkzFjrI+QkBB4eHggMzMTFRUVzd1dMqBz587w9fVFYGBgo7revXsDMC/2eCxsfYWFhSgvL2/W8ZAx2facPXsWycnJ8PDw0P1QYA7xsiomRlrWihUrsHPnTvTv3x9JSUnw9fXV285asXX8+HFUVVUhLCys0VwiLi4uGDp0KKqqqnD8+PEmvqKHg4mRR0z//v2xevVqrFu3Dl5eXkbbXrp0CQD0Xlfr6uqKbt26obS0FL/99pvRfsSER9++ffXWi8F28eJFk/tP5lOpVPjHP/4BAJgzZ47Zc7jcvXsX169fR58+fbB+/Xq89NJLCAoKwh/+8AcsWLAAt27dasndJtw/8Ds7O2POnDkYNWoUAgMD8dJLL2HTpk3QaDRm9WOtGCbLubi4IDExEcnJyXrrs7KyAMDgpNf1Xbp0CTU1NejZsye++uorjBs3DoGBgRg9ejSWLVuG8vJyq+67rRIEAbm5uZBKpXo/BPbu3RtSqRS5ubkQBMFgP+IxT1/cAdqkmEajQV5ennV2nBpZs2YNdu/erTeRaG7s8VjYNojHQw8PD8TGxmLMmDEYMGAAnnvuOaxatQrV1dUm+2BMtj1Lly6FIAh45513GpxRaYwgCLhw4QK6du2K1NRUhIeHY+DAgQgLC8Ps2bORn5/fwnttO3x9fbFs2TIkJycbnTzXWrFl7nfFnJwck/vempgYecTMmTMHo0ePNqttcXExAKBr165668VyU1+qxF9lunXr1qx+yDLbtm1DUVERAgMDMWLECLO3Ez+EZGdn46uvvoKHhweGDBkCtVqNrVu34o9//CMPPi1MPGNk7dq1OHLkCAICAvDkk08iPz8fS5Yswd/+9jezkiPWimGyLpVKhdWrVwMAxo4da7K9+P8hLS0NGzduhLe3N0JCQlBeXo5169Zh4sSJKC0tbdF9tgVlZWVQqVRwc3PTu1KanZ0dOnfujHv37qGystJgP+Ixj3HX9giCoFvty1Ts8VjYNojvf9u3b8euXbvg5+eHoKAg3Lp1C3FxcYiKikJVVZXRPhiTbUtaWhpOnTqFHj16IDw83OztCgsLUVFRgeLiYvz973+Ho6MjhgwZAkdHR/z0008IDw9HZmZmC+657ZgxYwZeeeUVkyvKWCu2zP28WlJSYrSf1sZVaVrR+++/j+zsbJPtxowZo5tPwBL37t0DAL0rYtQvN3W9l7X6sTXNGV9BEPD9998D0L65WUL8ENK3b1+sXr1adxmAUqnEggUL8J///AcffPABtm/fblG/tszSsRQ/kEdGRuKjjz7Sne3z66+/YubMmfjf//6HzZs3Y+rUqUb7Y+xZlzXecwVBwLx583D58mU8/vjjZi25LP5/GDx4MFauXKlblaG0tBSzZ8/G0aNHsXDhQsTHx1vwauhBYrwYW6lEjJnKykqDSwcy7tquf/7znzh27Bi6dOmC6Ohoo215LGwbxPe/cePGYenSpbqzgK5du4a33noLp06dwooVKzB37lyDfTAm25YNGzYAAKZPn27RipRiTHbv3h3ffPONbs6t2tpafPnll1i3bh3ee+897N2716zluKn5rBVbYr2h4++jEqNMjLSi69evo6CgwGQ7MQtnKZlMBkEQIJFI9NaLpxIbO6UYgC7b2Nx+bE1zxvfgwYO4fPkyevfurfe6P2OmTZuGsWPHwsXFpcGyeHK5HEuWLMHx48eRnZ2N06dP46mnnrKob1tl6Vhu3boV165dQ9++fRvEzRNPPIFPPvkEb731llmJEWvFMGk19z1XrVZj/vz52LVrFzp16oT4+Hi9ZyY86OOPP8bUqVPRtWvXBl/G3d3dsWzZMjz//PPYu3cvbt++bfDMPDLN1C9jgHmxwmNe27Ry5Up8++23cHBwwIoVK/Qu+1ofj4VtQ1xcHAoLC+Hj49Pg/bJXr1744osv8OqrryIpKQnvv/++wS/ZjMm2Izc3F0eOHEGHDh0wadIki7Z97rnncODAAUil0gYT8drZ2eHDDz9ERkYGsrOzkZKSghdffNHau056WCu22kuMMjHSirZs2dKi/Ts7O6O8vBzV1dV6M6/idZ2mJgMU6w2d6ij2Y+xXOlvUnPH973//C0C7dryhNxlDZDKZwbXknZ2dERYWhp07dyI7O5sfBs1k6VjK5XKD12uOHDkSMpkMBQUFUCqVRuPPWjFMWs2JSaVSidmzZ2P//v1wc3PD2rVr8fjjj5u1rb29vcHJH7t37w5/f3+cOHEC58+fZ2KkGcQ4MDZngTnHK3OPeYy7h6O2thaLFy9GUlISHB0dER8fj9DQUJPb8VjYNjg6OsLPz09v3ZNPPokePXrgxo0buHz5ssH5CRiTbYf4+XTMmDEW/3tLJBJ4enrqrZNKpRg5ciSys7Nx7tw5JkYeEmvFVnv5rsg5Rtox8QO2oV8/TV0P9mA/hq4vE/vhB3rrqK2txf79+wFoTz21NnHJLvH0OXq47O3t0alTJwCGDyAia8UwNc9vv/2GN954A/v370ePHj2QmJho9tLZ5mBMWoerqyvkcjnu3LmD2traRvW1tbW4c+cOHB0djU4WaO4xj3HX8iorKxETE4OkpCR07NgRa9euxciRI63SN+OubTBnHBiTbcfevXsBAC+88ILV+xb/L5j6bETWY63Yai8xysRIOyZm3vXNJFxRUYHbt2/D3d3d4NrWD/ZjaDlesX9Dv5CTZU6fPo2ysjL4+fmZ/Yt0fV9//TVmzZplcObna9euATBvNQ2yXFFREebNm4f58+frra+srERpaSmcnJx0CRJDrBXD1HRFRUWIiIhAdnY2FAoFkpKSDP6qaciSJUvw1ltvGZx0jDFpHRKJBH5+flCr1bh8+XKj+oKCAmg0GpPHKmPHPEEQkJ+fD5lM1qT3ZzJfWVkZpk6dikOHDsHT0xObN28260wREY+Fra+iogILFizArFmz9CYrgfvjUP/SigcxJtuGGzdu4OLFi+jQoQOGDh1q8fabN2/Gu+++iyNHjuitZ0w+fNaKLXO/KxpbIactYGKkHRs+fDgAICUlpVFdamoq1Gq1Wb+8iP2kpqY2Wknj+vXruHDhAnr27GnwVEmyzJkzZwAAwcHBTdo+JycHe/bswe7duxvVlZSUID09Hfb29hgyZEiz9pP0c3V1xc6dO5GcnIwrV640qt+5cycAYOjQoZDJZEb7slYMU9PcvXsX06dPx7Vr1xAaGop///vfTfrAdvLkSaSkpCA1NbVR3cWLF3HhwgW4ubkhICDAGrtt04zFjFhmKmbEPvbt29eo7uTJkygtLUVISIjByVup+VQqFWbMmIHs7Gz4+fnhhx9+sPjHFx4LW5+Liwv27t2LPXv24Pjx443qDx48iDt37kChUBhNjDAm2wbx82lgYCDs7CyfjaGwsBC7d+/Gjh07GtVVV1djz549AIBhw4Y1b0fJbNaKrdDQUDg5OeHo0aONJlitrKzE0aNHIZfLERISYr2dbwFMjLRjzz33HDw8PLBjxw6kpaXpygsLC/Hll19CIpFg2rRpDba5fv068vLyGiwd6e3tjeHDh6OgoAArV67UlSuVSsyfPx9qtRrTp09v8ddjK86dOwdAe+Ax5erVq8jLy8Pvv/+uK4uIiAAArF+/vsGyZ5WVlZg3bx4qKioQHh7e5k9ne1R16tQJzz//PADgk08+QXl5ua7u3LlzWLlyJaRSKWJiYhpsl5eXh7y8vAanEzclhsl6Fi1ahCtXrsDf3x8JCQno0KGDyW30jaMYk1999VWDs39KS0vx8ccfQ61WIzo62qyJXMm4CRMmwNHREd99953uvRQAsrKykJCQACcnJ0yePFlXru89dPDgwejbty/S09OxdetWXXlpaSkWLVoEADzmtbC4uDicPn0anp6e2LRpk8mEJI+FbZNEItFN0BkbG4tbt27p6q5evaqLp5kzZzYoZ0y2TeJ76oABA0y21fd9Ijw8HDKZDLt27dIlQQCgpqYGsbGxKCoqwogRI6x6qSoZ15TYun37NvLy8nRL/QLaOUZeeeUVlJWVYdGiRbozxMQ5osrLyxEREdHmk5cSoa1PD0tGjR49GkVFRUhLS9P7wWHfvn2YNWsW1Go1QkND4eLigl9++QX37t3De++91+jL2dSpU3Hs2DG8/fbbeOedd3TlhYWFeP3111FcXAyFQoE+ffrg5MmTKC4uxogRI7B69eomZY+psYkTJ+Ls2bPYsGGDyVMVxfH//PPPMWHCBF35F198gfXr10MqlSI4OBidO3fGiRMncOfOHQwaNAgJCQltfgKkR1lpaSkmT56MgoICuLm5YeDAgVAqlThx4gQ0Gg3mzZuHyMjIBtuIpxdu3LixwS+YlsYwWUdeXh5efPFFCIKA0NBQg1/M3N3dMW/ePN1zfeOo0Wjw7rvvYs+ePbC3t8egQYPg7OyMjIwMVFZWYty4cfjyyy9NnkFE5tm8eTMWL14Me3t7hIWFQRAEZGRkoLa2FsuWLcPLL7+sa2voPfTs2bOIioqCUqlEUFAQunXrhmPHjqGsrAyTJk1CbGxsa7w0m3D37l2MHDkSVVVVCAgIgK+vr8G2y5cvB8BjYVtWVVWFP/3pT8jMzGzwi3FGRgZUKhWmT5/eYKlexmTb9e6772L37t347LPPEB4ebrStoe8TGzduxNKlSyEIAgYMGAAvLy+cOXMGN2/ehK+vLxITE+Hh4dHSL8XmiOOxefNmDBo0qEGdpbE1d+5c7NixA6+++iq++OILXfndu3fx2muvoaCgAN7e3vD398f58+dRWFgIf39/JCYmwsXF5aG83qbiN9l27plnnsGmTZuwatUqnDlzBoIgoF+/fpg2bZpFE3t6e3sjOTkZcXFxOHjwIK5cuQJvb29ERkYiKiqKSRErErPrzbnGcu7cuQgKCkJiYiLOnz8PjUYDHx8fREdHIyoqyqJ158ly7u7u2LZtG7799lvs2bMHhw8fhlwux7BhwxAdHW3RqdvWimGyzLFjx3TLyuk7BVzUs2fPBokRfaRSKVauXImkpCQkJyfj1KlTkEql8PPzw6RJkxAeHm7x6lNk2JQpU+Dl5YWEhARkZmbCwcEBwcHBmDlzptnXxQcGBuqOeRkZGbh06RIee+wxzJ49GxMnTmzhV2Dbzp49q5t8MTs7G9nZ2QbbiokRQ3gsbH1OTk7YsGEDNmzYgF27diEjIwMODg546qmnMHXqVIwdO9asfhiTrc8an08jIyPRt29fJCQk4OzZs8jJyYGXlxdiYmIwY8aMNv/FuT2yVmy5ubnhhx9+wNdff42UlBTs378fnp6eiI6ORkxMzCMxtjxjhIiIiIiIiIhsFucYISIiIiIiIiKbxcQIEREREREREdksJkaIiIiIiIiIyGYxMUJERERERERENouJESIiIiIiIiKyWUyMEBEREREREZHNYmKEiIiIiIiIiGwWEyNEREREREREZLOYGCEiIiIiIiIim8XECBERERERERHZLCZGiIiIiIiIiMhmMTFCRERERERERDaLiREiIiIiIiIisllMjBARERERERGRzWJihIiIiIiIiIhsFhMjRERERERE036tpQAAABRJREFURGSzmBghIiIiIiIiIpv1f5IJIy071V5nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 375,
"width": 547
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 375,
"width": 541
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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