{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Simulations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial, we explore\n",
    "\n",
    "- The mathematical representations of the simulations\n",
    "- Plots showing each simulation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mathematical Equations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Simulations for the power curves were generated using the following equations:\n",
    "\n",
    "- Linear$\\left( X, Y \\right) \\in \\mathbb{R}^p \\times \\mathbb{R}$:\n",
    "\n",
    "$$X \\sim {\\mathcal{U} \\left( -1, 1 \\right)}^p,$$\n",
    "\n",
    "$$Y = w ^T X + \\kappa \\epsilon.$$\n",
    "\n",
    "- Exponential$\\left( X, Y \\right) \\in \\mathbb{R}^p \\times \\mathbb{R}$:\n",
    "\n",
    "$$X \\sim {\\mathcal{U} \\left( 0, 3 \\right)}^p,$$\n",
    "\n",
    "$$Y = \\exp \\left( w ^T X \\right) + 10 \\kappa \\epsilon.$$\n",
    "\n",
    "- Cubic$\\left( X, Y \\right) \\in \\mathbb{R}^p \\times \\mathbb{R}$:\n",
    "\n",
    "$$X \\sim {\\mathcal{U} \\left( -1, 1 \\right)}^p,$$\n",
    "\n",
    "$$Y = 128 {\\left( w ^T X - \\frac{1}{3} \\right)}^3 + 48 {\\left( w ^T X - \\frac{1}{3} \\right)}^2 - 12 \\left( w ^T X - \\frac{1}{3} \\right) + 80 \\kappa \\epsilon.$$\n",
    "\n",
    "- Joint Normal$\\left ( X, Y \\right) \\in \\mathbb{R}^p \\times \\mathbb{R}^p$: Let $\\rho = 1/2 p$, $I_p$ be the identity matrix of size $p \\times p$, $J_p$ be the matrix of ones of size $p \\times p$, and \n",
    "$\\Sigma =\n",
    "\\begin{bmatrix}\n",
    "    I_p & \\rho J_p \\\\\n",
    "    \\rho J_p & \\left(1 + 0.5 \\kappa \\right) I_p\\\\\n",
    "\\end{bmatrix}$.\n",
    "Then,\n",
    "\n",
    "$$\\left( X, Y \\right) \\sim \\mathcal{N} \\left( 0, \\Sigma \\right).$$\n",
    "\n",
    "- Step Function$\\left( X, Y \\right) \\in \\mathbb{R}^p \\times \\mathbb{R}$:\n",
    "\n",
    "$$X \\sim {\\mathcal{U} \\left( -1, 1 \\right)}^p,$$\n",
    "\n",
    "$$Y = \\mathcal{I} \\left( w ^T X > 0 \\right) + \\epsilon,$$\n",
    "\n",
    "where $\\mathcal{I}$ is the indicator function, that is $\\mathcal{I} \\left( z \\right)$ is unity whenever $z$ is true, and $0$ otherwise.\n",
    "\n",
    "- Quadratic$\\left( X, Y \\right) \\in \\mathbb{R}^p \\times \\mathbb{R}$:\n",
    "\n",
    "$$X \\sim {\\mathcal{U} \\left( -1, 1 \\right)}^p,$$\n",
    "\n",
    "$$Y = {\\left( w ^T X \\right)}^2 + 0.5 \\kappa \\epsilon.$$\n",
    "\n",
    "- W-Shape$\\left( X, Y \\right) \\in \\mathbb{R}^p \\times \\mathbb{R}$: For $U \\sim {\\mathcal{U} \\left( -1, 1 \\right)}^p$,\n",
    "\n",
    "$$X \\sim {\\mathcal{U} \\left( -1, 1 \\right)}^p,$$\n",
    "\n",
    "$$Y = 4 \\left[ {\\left( {\\left( w ^T X \\right)}^2 - \\frac{1}{2} \\right)}^2 + \\frac{w ^T U}{500} \\right] + 0.5 \\kappa \\epsilon.$$\n",
    "\n",
    "- Spiral$\\left( X, Y \\right) \\in \\mathbb{R}^p \\times \\mathbb{R}$: For $U \\sim \\mathcal{U} \\left( 0, 5 \\right)$, $\\epsilon \\sim \\mathcal{N} \\left( 0, 1 \\right)$,\n",
    "\n",
    "$$X_{\\left| d \\right|} = U \\sin \\left(\\pi U \\right) \\cos^d \\left(\\pi U \\right)\\ \\mathrm{for}\\ d = 1, ..., p - 1,$$\n",
    "\n",
    "$$X_{\\left| p \\right|} = U \\cos^p \\left(\\pi U \\right),$$\n",
    "\n",
    "$$Y = U \\sin \\left( \\pi U \\right) + 0.4 p \\epsilon.$$\n",
    "\n",
    "- Uncorrelated Bernoulli$\\left( X, Y \\right) \\in \\mathbb{R}^p \\times \\mathbb{R}$: For $U \\sim \\mathcal{B} \\left( 0.5 \\right)$, $\\epsilon_1 \\sim \\mathcal{N} \\left( 0, I_p \\right)$, $\\epsilon_2 \\sim \\mathcal{N} \\left( 0, 1 \\right)$,\n",
    "\n",
    "$$X \\sim {\\mathcal{B} \\left( 0.5 \\right)}^p + 0.5 \\epsilon_1,$$\n",
    "\n",
    "$$Y = \\left( 2 U - 1 \\right) w ^T X + 0.5 \\epsilon_2.$$\n",
    "\n",
    "- Logarithmic$\\left( X, Y \\right) \\in \\mathbb{R}^p \\times \\mathbb{R}^p$: For $\\epsilon \\sim \\mathcal{N} \\left( 0, I_p \\right)$,\n",
    "\n",
    "$$X \\sim \\mathcal{N} \\left( 0, I_p \\right),$$\n",
    "\n",
    "$$Y_{\\left| d \\right|} = 2 \\log_2 \\left( \\left| X_{\\left| d \\right|} \\right| \\right) + 3 \\kappa \\epsilon_{\\left| d \\right|}\\ \\mathrm{for}\\ d = 1, ..., p.$$\n",
    "\n",
    "- Fourth\\ Root$\\left( X, Y \\right) \\in \\mathbb{R}^p \\times \\mathbb{R}$:\n",
    "\n",
    "$$X \\sim {\\mathcal{U} \\left( -1, 1 \\right)}^p,$$\n",
    "\n",
    "$$Y = {\\left| w ^T X \\right|}^{1/4} + \\frac{\\kappa}{4} \\epsilon.$$\n",
    "\n",
    "- Sine\\ Period 4$\\pi$ $\\left( X, Y \\right) \\in \\mathbb{R}^p \\times \\mathbb{R}^p$: For $U \\sim \\mathcal{U} \\left( -1, 1 \\right)$, $V \\sim {\\mathcal{N} \\left( 0, 1 \\right)}^p$, $\\theta = 4 \\pi$,\n",
    "\n",
    "$$X_{\\left| d \\right|} = U + 0.02 p V_{\\left| d \\right|}\\ \\mathrm{for}\\ d = 1, ..., p,$$\n",
    "\n",
    "$$Y=\\sin(\\theta X)+\\kappa \\epsilon.$$\n",
    "\n",
    "- Sine\\ Period 16$\\pi$ $\\left( X, Y \\right) \\in \\mathbb{R}^p \\times \\mathbb{R}^p$: Same as above except $\\theta = 16 \\pi$ and the noise on $Y$ is changed to $0.5 \\kappa \\epsilon$.\n",
    "\n",
    "- Square$\\left( X, Y \\right) \\in \\mathbb{R}^p \\times \\mathbb{R}^p$: For $U \\sim \\mathcal{U} \\left( -1, 1 \\right)$, $V \\sim \\mathcal{U} \\left( -1, 1 \\right)$, $\\epsilon \\sim {\\mathcal{N} \\left( 0, 1 \\right)}^p$, $\\theta = -\\frac{\\pi}{8}$,\n",
    "\n",
    "$$X_{\\left| d \\right|} = U \\cos \\left( \\theta \\right) + V \\sin \\left( \\theta \\right) + 0.05 p \\epsilon_{\\left| d \\right|},$$\n",
    "\n",
    "$$Y_{\\left| d \\right|} = -U \\sin \\left( \\theta \\right) + V \\cos \\left( \\theta \\right).$$\n",
    "\n",
    "- Diamond$\\left( X, Y \\right) \\in \\mathbb{R}^p \\times \\mathbb{R}^p$: Same as above except $\\theta = \\pi/4$.\n",
    "\n",
    "- Two\\ Parabolas$\\left( X, Y \\right) \\in \\mathbb{R}^p \\times \\mathbb{R}$: For $\\epsilon \\sim \\mathcal{U} \\left( 0, 1 \\right)$, $U \\sim \\mathcal{B} \\left( 0.5 \\right)$,\n",
    "\n",
    "$$X \\sim {\\mathcal{U} \\left( -1, 1 \\right)}^p,$$\n",
    "\n",
    "$$Y = \\left( {\\left( w ^T X \\right)}^2 + 2 \\kappa \\epsilon \\right) \\cdot \\left(U - \\frac{1}{2} \\right).$$\n",
    "\n",
    "- Circle$\\left( X, Y \\right) \\in \\mathbb{R}^p \\times \\mathbb{R}$: For $U \\sim {\\mathcal{U} \\left( -1, 1 \\right)}^p$, $\\epsilon \\sim \\mathcal{N} \\left( 0, I_p \\right)$, $r = 1$,\n",
    "\n",
    "$$X_{\\left| d \\right|} = r \\left( \\sin \\left( \\pi U_{\\left| d + 1 \\right|} \\right) \\prod \\limits_{j = 1}^d \\cos \\left( \\pi U_{\\left| j \\right|} \\right) + 0.4 \\epsilon_{\\left| d \\right|} \\right)\\ \\mathrm{for}\\ d = 1, ..., p-1,$$\n",
    "\n",
    "$$X_{\\left| d \\right|} = r \\left( \\prod \\limits_{j = 1}^p \\cos \\left(\\pi U_{\\left| j \\right|} \\right) + 0.4 \\epsilon_{\\left| p \\right|} \\right),$$\n",
    "\n",
    "$$Y_{\\left| d \\right|} = \\sin \\left(\\pi U_{\\left| 1 \\right|} \\right).$$\n",
    "\n",
    "- Ellipse$\\left( X, Y \\right) \\in \\mathbb{R}^p \\times \\mathbb{R}^p$: Same as above except $r = 5$.\n",
    "\n",
    "- Multiplicative Noise$\\left( x, y \\right) \\in \\mathbb{R}^p \\times \\mathbb{R}^p$: $u \\sim \\mathcal{N} \\left( 0, I_p \\right)$,\n",
    "\n",
    "$$x \\sim \\mathcal{N} \\left( 0, I_p \\right),$$\n",
    "\n",
    "$$y_{\\left| d \\right|} = u_{\\left| d \\right|} x_{\\left| d \\right|}\\ \\mathrm{for}\\ d = 1, ..., p.$$\n",
    "\n",
    "- Multimodal Independence$\\left( X, Y \\right) \\in \\mathbb{R}^p \\times \\mathbb{R}$: For $U \\sim \\mathcal{N} \\left( 0, I_p \\right)$, $V \\sim \\mathcal{N} \\left( 0, I_p \\right)$, $U' \\sim {\\mathcal{B} \\left( 0.5 \\right)}^p$, $V' \\sim {\\mathcal{B} \\left( 0.5 \\right)}^p$,\n",
    "\n",
    "$$X = U/3 + 2U' - 1,$$\n",
    "\n",
    "$$Y = V/3 + 2V' - 1.$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's import some useful packages and create a function that plots our simulated 1D data, to ensure consistency in these examples, we set the seed:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt; plt.style.use('classic')\n",
    "import seaborn as sns; sns.set(style=\"white\")\n",
    "\n",
    "from mgcpy.benchmarks.simulations import *\n",
    "\n",
    "np.random.seed(12345678)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_sims(sim_name, sim_func):\n",
    "    \"\"\"\n",
    "    Plots all of the simulations\n",
    "    \"\"\"\n",
    "    if sim_name == 'Sine (16$\\pi$)':\n",
    "        x, y = sim_func(num_samp=1000, num_dim=1, noise=0, period=16*np.pi)\n",
    "    elif sim_name == 'Ellipse':\n",
    "        x, y = sim_func(num_samp=1000, num_dim=1, noise=0, radius=5)\n",
    "    elif sim_name == 'Diamond':\n",
    "        x, y = sim_func(num_samp=1000, num_dim=1, noise=0, period=-np.pi/4)\n",
    "    elif sim_name == 'Multiplicative Noise' or sim_name == 'Multimodal Independence':\n",
    "        x, y = sim_func(num_samp=1000, num_dim=1)\n",
    "    else:\n",
    "        x, y = sim_func(num_samp=1000, num_dim=1, noise=0)\n",
    "        \n",
    "    # Normalize\n",
    "    x = x / np.max(x)\n",
    "    y = y / np.max(y)\n",
    "    \n",
    "    fig = plt.figure(figsize=(8,8))\n",
    "    fig.suptitle(sim_name + \" Simulation\", fontsize=17)\n",
    "    ax = sns.scatterplot(x=x[:,0], y=y[:,0])\n",
    "    ax.set_xlabel('Simulated X', fontsize=15)\n",
    "    ax.set_ylabel('Simulated Y', fontsize=15)\n",
    "    plt.axis('equal')\n",
    "    plt.xticks(fontsize=15)\n",
    "    plt.yticks(fontsize=15)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Simultions are randomly generated with an $x$ which is $(n \\times d)$ and $y$ which is $(n \\times 1)$ that have 2 required parameters: `num_samp` or the number of samples, and `num_dim` or the number of dimensions. Optional parameters can be set based on the documentation. Visualizations of are shown below with and without the noise. Here are all the simulations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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53I5YM/FoEz6fr+J6e8ytDsy+1hkL4fF4Kq51t4VJpt1fd7WFKTklWiPBinu62sKMjGfIF5yKmAaHk3S3h7lm+z1cd8la+mb9mTZfto5YSxNP7Ruhuy2Mz+dl34i7hBJvUWIhciyWQxLxI+AtxhiPtbZUvnY+8OM5zZYiK9Z0hWEilSUaDrJvNE13exivh5mqwpruKG+/sLKaMDCc4lknxmdeuCfTOXo7oxUv5L0dESYzOQJ+L1v6zqvoiYg0B/B6PTPXp1+0s/kC2/s3VPZEtDTNXJvuifjnt517oCcikaE91jzzXJHmALfc9Suu/OvnQ4mKmHo6o+wbcQuRQ+OZgyoc2XyB//jGQwyMpNh8+Tq++5M/8PpXPJvfPj5Mb2eUeLQJv1992SJHs+SSCGNMELdhctRam8PdCvp/gVuNMduAlwNvAF5ZvyhFGsdUrkA6U2B0YopoOFBRadjSdx7JtPsCu3coSeecakJ3W5jPf/dhtvatZ99Y2u2J8HvY1r++oifixnech8fjoaM15CYAs7QHfAAHXQfojIcAt4ox9xpAZyx84HlaD7Q4dcXDjE9mueQvnkNnrBmnBFv6zqvoiYiGAzPPPffPFGtp4ok9Y+SKMDSW5vWveDabth1YovnoNeeTLzoMj6fpagvTFPDSElaVQmSuJZdEAOcAd+NWG3ZYa/cZY16JO2Tql8AfgIuttT+oY4widVF0Skwms2QLDsPjGXo7wpRwd1Dc9Pmf88YLTqvsRRjP0NsZZc9Qkmg4iN/nZXv/BobG3BdPPPDyF52E1+uho6UJr8dDa/nFtCvuvsB3EjpCRLXh9XpojzXTHqvsnZ5OVBynRMmBLX3rmUhl2da/oaInYsfP/kCu6FYvVndFGRhJzfy9JNM58sUi/dvuOdBjsWk9j+8ZJ97SzNBYWksfImUNn0RYazfMebwD8My5dj/w4sWLSqQx5AsOiWSWsYkp2lqb2Teaoise5pa7fskDjwyzpjvKOy46k0KxxN6h5EHvyle1R7jhynUzPRE+n4doc3BONWDxk4Tj5fV6iLe4CUZ3m5vsdMVDFAoOE+kcLzlzDc8+uWNmeSXcHJj5e1ndFWV4zhLIY7vHWdUWrqjibOvfQMDnoTWiZEJWroZPIkTk0IpOiUQyS9/WHVx3ydqDtkz++tF72DuUpL21mcxUgWg4yK1fe5DNl60jmy/Q2xGdeTc9XVVY7vx+78yyyOzllULBYXv/BgaGk/R2Rslk8wc1cA6OpisSi71Dk/R2RvndkyN0xt0lDyUUstIoiRBZIuZuv5xM50hm8sDBzYPDiQzRcBCAYMBHwO+baUhsa22irSWmF7tZ/H4vnfEQnfEQjlNiIuVhS9/6mZ6IW+76JW985ekziUUsGqS3I8qmrbO2um5az+jEFEXHXUpa1R5Rg6Yse0oiRBrYVK5AKpNn75D7DnlutSEUdP8Jz12meOaJbbznzS+mtyNMbNa740M1N0ql2UshHa3NTKRzXPXaM5lM59jev4HH9yTojDXz5MBEReK2bzRNuMnP+z55YF7F9v4NtLdqqqYsX0oiRBqUO046z6O7xljVFubxPYmKF62h8Qzfvv8P3PiO8xhJZNjev4HBkRQ9He474Nk7HqQ6c5c/CgWHZ6yJMTCS4pQTYpX9JW0hHtudOCixwAMD5SRQlQlZbpREiDQId2BSdqbqMHvwUywaZMvG9ZXr9PEQj+8Zx+PxsLozSizaVNEQKQvP7/fSEQvREXOXPT56zQYGRtyZG5mpPN1t4crtpO1h+rbsIJHMceapnbzjorPZP5rSuR+ybCiJEKmz6QOscoUi+8cyREJB/u3rD/Kqlz595l1tIpljcCTJ9v4NPLE3wSmrY0ykstzcf762GtaJu800RHs5oZjweSg4jjuvYixDayTI+ESGRDKH1wMXX3A6fVt20NMR4a2veT4DIyl62iPEIkEC5VkaIkuNkgiROpreolkoOlyz/cBcgusvW3vQiOferhb8fg9PPyFGLKKqQyOZ7qNwnBKJ5BR+n5dQc4DmJj+tkSAeDwwnMiTTOa68dC3X3X7fTDIxPaFTSx2yFCmJEFlk2XyRyVSOwfKLx/tuu/egIVAjiSk64iG3z6G8GyPgOzDoSRqT1+uhrTVEW6tbnZhMu4OuBoeT9HRGWd0VZWj88MnE7G23IkuBkgiRRVR0SkymcmzcsgOPB6567RmHHAL1jDVxfB5oL287lKXH6/UQi7pNmfFIkMlMnusvWwt4DplMaIiVLEVKIkQW0UQyy2O7x5lIuevknbHQQUOgpqsOLeG5J9zLUhUI+GbOEMnni9xwxTkUis5MMlExHXPXmLsTpFjS9lBpeEoiRGpkut9hoFzK9vs87B1O0dHaPFN1uPNbD7G1bz37x9PEW5qIR1u1Lr7MBQI+YpEgyanpykTlCaSdsRCpdJ5YNMjQeJrh8Yx2c0jDUhIhssDcJYssBadE31Z3e9/0RMOueIiP3vVLbrjiHFJTebrbQgQCXk4/uUMvECtIIOCjrVyZcJwS2/s38OiuMTpjIT7z7Ye4+m/OZmwiW7HMsaVvPUG/u0Si7xVpFHrLI7KApnIFEpNZsvkigyMp3n/5OZx6UhsTqRwDwylGJtJcfeFZZHMF1nRF6YqH9Q5zhfN6PbS3NvPsp7WRKxR5+2vPZGg8zf6xyrM69o+leWx3gtGJKQoFp85Ri7hUiRBZQMl0nvHJyneQ11+6ls133E9vR4SJVA6/z8tpp3TUO1RpINO7OmLRZhLJLF3xMEGfr2KZIxT0c+0nfkw0rHHa0jiURIgcp2y+SDKdY+9QklUdYUYSUxXvIKdyBbb1b8Dr9dAZb6Y1ooZJOTQ3mWimUHDweT0zh6Z1xEL862d/jlNyv6cGRlIMj2fobgtrS6jUlZYzRKqULzgkJt2E4ZGnxmgO+rnlrgc4ZXUrrRH3BM3WSJATuqJ0xkK0tzQT19KFzMP0mR1d8TBruqP4fV4GR1IAM1WJf7zlh1x9091a3pC6UiVCpApFp0QimcUplSqOg77+0rUk0tmZd5A9HZGZEyFFjtX0rIlCwWF7/wYe2z3Oyb2tFVWJR3eNcepJbXTENE9EFp+SCJFjUHRKJCazDIykCDf52T9nj/9wIjPzA13HbstCma5MmJPayBWciqpEZyxEMpWjVIKBYffwNp3HIYtFSYTIPBWdEuOTU2wsn8p4qJM1n3ViG63hYL1DlWVoul9i7pbQz37nIa6+8OyZE1+np142BTxEQ+qXkNpSEiFyFLPPuuiKh/jgledw85d/xSNPjTEwkuT9l68jkyvQo0OUZBF4vR7i0SZOPamNvUNJNl50Nnv2JysqYoPDSYJ+Lx3xkr4npaaURIgcxvTEyaLj0L/twAmbmy9bx5Wvfh6b77ifno4oAZ+XU9QhL4vI7/fSEQvN9EE4TuXUy1XtEf71sz/jile7B3ut7owSi+p7VBaekgiRw5hMZ7nu9nv5u1eedtDQn1jU3auvQVHSCGIR9/tx73CS3s4In//2w1z+V8/j09/8LRdfcDoP/2GUZ53YptkSsuCURIjMMZUrkEznGRhOct0l68gVihXv8qb35iuBkEYRCPhob20m4IdcAR7+wxgvOr2Hiy84nev/7f6Z792br9mgXRyyoJREiMySLzgk0/mKJrWtm9bzwbeeQyqTpzMeIhjwEdMxzdJg3O2gIQoFhxuuOAen5PD73YnKXomRlJIIWVBKIkTKik6JyXSWvcPJg37wntAdoaO1iVBTUE1q0tD8fi+d8RCOU8Lj8VSeEBoPYZ8cobMtTCyihks5fkoiZMWbPfuhKeijpyNS8YO3tzNKyYGWVg2NkqXD6/Xg83p5/+Xr2DeaprstjN/nJdbSTKHo8PBTo/S0R2gNBwgG9VIg1dF3jqx4icksV99090zS8C9vfwlb+9azbzRFT2eUYMBDpEmzH2TpaQkFcJwS2VyBWEuQTLbAVLZYcUDc9v4NdCqJkCqpliUrVr7gMJLIsGdosmL5YtfgJNf/232c0B2lLdpELNKssq8sSYGAj854iNOf3onX42H/WOagI8YHR1P8ftcYo4kpHKdU54hlqdFPRlmxEsksG7fsoDnorzgw6xlr4nzginOJR5U8yPIRizRx0qoWutvCFd/v3fEw+8YyJJJZEqlsnaOUpUY1LFmxBoaTJJI5bv3ag1x/6VqmcgVO6GrR0cqyLE2fv+HzHThivLs9zFd/8Agve+HTGBxN0RINkEhO0RLWvwGZH73NkhWj6JQYSWT47eMj7BtNc0J3C62RII88NcbmO+5ndVeU9phmP8jy5fV6aGtpZlV7hOc8vZN9o2le9sKncee3HqIzFuLRp8bJ5h0SqayOF5d5USVCVoTpw7Pee9u97NmfJBoO8sErz2F7/4ZZJx821TtMkUXV2xHhkafGDhpKtaXvPMaLWU24lKNSJUKWvXzBYSKZpVB0eOtfn8HWTRvo6YiwdzjFaCLD857ZRWc8pP4HWXFaw0FOPamN4UTlkfa/353g2lvvZXRiiqmpQp2jlEamSoQsa9MjrAtFh2u2zzpE6/J1UIJ2zX6QFSwQ8NHW0uweYT9rNkpXPMTAcJJHd41x6kltNDfrpUIOTd8ZsmxNj7B+72338sYLKg/RyuYKrOmO0hLWEoasbNNHi2/v38C+0RRNAT+f+M9fEw0H6YyF2Deawuf10KpR73IISiJkWcrmiyTTOfYMJdk7lKQrHjroqORYVFUIETgwKru9tZnRiSle+0fPZHVHBL/fi98fZNf+JKs7Szp0Tg6iRWBZdopOiclUjo1bdhBu8hMNB7n1aw+y+bJ1/MtV57K9fwPxqCoQInN5vR6izYGZJYxMtsgtdz1Ac8DHI0+NMToxpV0bUkGVCFl2kuVDtGbPgEhnC8Rbmgj6m2lVBULksJqb/TQ3+3n4yVFGJ6YO2rmxvX+Ddm3IDFUiZFkpOiV270/R2xmtmAFxQncUv89DVD0QIvPS3RaityNy0M6NPUNJxiY1IltcqkTIslB0Skwks+wdTtEVD/Hgo/vYVp4BsbozSiwcJBDw1TtMkSUjXu5/iEaCFf1E4SY/G7fsYHv/BjpioXqHKXWmJEKWvKJTYmxiiif2JohHm/joXb/k6gvP4tGnxjj1aXHa1Qwmcsy8Xg/xlmYKBYft/RvYM5Qk3OTn1q89SCKZY3AkpSRCtJwhS99kMsv4ZJZ8wcHj8XDpXzyXx3aP8593P4YXrxIIkePg93sJ+D2c0B1h8x3388hTY7RGgnTGQ+wfTTOupY0VTZUIWbKKTolEcopC0eH6f7uPRNItt9608TyeeWKc97z5xcRb1AMhcrxawk2MJ7Nsvnwd6akCoaCfj3zm5wyOpNjat56JVJZ4ixqWVyJVImTJSqayFIol9o2kue6StZx6UhsTqRwjiQydsZAO0xJZIF6vh9ZwkHi0CZ8Hrtm+k0eeGnNHZO8ZJ6dtnyuWKhGyJBWdErliiU1bd840fF1/6Vo233E/vR0RJQ8iC8zv99IRC1EqQTR8oNGyMxZi/1ia7rZwvUOUOlASIUtOvuCQzGQZHE5WbD2byhXcQVIqq4rUzPSI7Ed3jdEZC3Hntx5i40Vn87snRljdFaElrPHYK4mWM2RJyRccEsksDz85Rk95FgRAayRIb2dUY3lFaszv9xKPNnHqSW1M5YpsvOhsHt89RmdbmD8MTjI6MUU+X6x3mLJIVImQJSWRzLJxyw4mUjnOPLWzYhZEPKp3QCKLYXppoyMW4ndPjHDKmjb6yv8up6dadsa1/XMlUCVClpSB4dTMEsYDjwzz2K4xTlwVpb21Gb9f384ii211V4SBOUuLA8PJOkcli0U/dWVJKDolRhNTdLeHK5YwnnViGy0hVSBE6qUl3MTqOUuL3e1hRhOaH7ESaDlDGt70RMqNW3bQ0xFh82XrmMoX6GmPEI82qQIhUkder4dYeQljcDRFc+DADAkd1rX86aevNLxkOstju8eZSOV45Kkxrtm+k6DPS2c8pARCpAEEAj464yGCPm/FDIlHd40xNqnjw5cz/QSWhpUvOAyPZ3hqcJJnrInzZ+c+DXD3qHfGtSddpNF0xsNEwweWNTpjIR7fkyCRytY5MqkVLWdIQ5reyrlxVtI4EXMAACAASURBVMf3tv4NnHvGGno7IhpnLdKA4i0HZkisao/g93lobvJTKDoUCo4qh8uQkghpSKlM7qCO78HhJJHmgNZYRRqU1+uhvbWZZ53URqHgcM32e5hI5YhF3Z6J1nCQQMBX7zBlASmJkIZUKDr0dERojRwYr9vTEcHv06mcIo3M6/UQ8HkYHM4wkcpx6kltXPnq57Fnf5JSV5RYRInEcqIkQhpK0SmRmMwyMJxizaoWtvatZ2AkRW9HhEDAS2tYyxgija4l3ERPR4lYNMhVrz2D9952rwZRLVNKIqShjE9O8Y6bDkykvPrCs3AcB4/XQ7Q5qCqEyBLg9XpmztgYGElVLEvuG01pa/Yyov+L0jCKTonBkcqJlPtGU7TFQgR8Hv3QEVlC/H4vreEgXfFQxSCqzniIRCqrbZ/LhCoR0jDGJ6doCvgr+iC628ME/T5aI1rGEFlqAgEfAb+PzZetYyQxxSmrW0mksvi8HjwetwlTljYlEdIQpqsQ//6Nh7j+0rUMjWd4+gkxggEfbTraW2TJag0HcZwSrdEA/dt2MpnKsboryvuvWIfjlLREucSpPiwNITGZJdwUYN9oinfefA93fvN3+HxeWkLBeocmIsdh+ujwobEMq9oj3PiO83jjBafhOCUSqazO11jiGrISYYzxAR8A3gy0AN8GrrLW7jvM/XcBr51z+fvW2pfXMk5ZGEWnRKHosH88w5aN6xkYSbKqPULQrz4IkeXA7/fS0xHhra95Ptfdft/McuXWTetJpLKqNi5hDZlEANcDbwIuBkaAjwNfBV5ymPufC7wL+PSsa5qzugRMT6bctG3nzA+W91++Dr/PS4u2c4osG20tzRWN0xOpHL/fPc4z1sTrHJkcj4ZLIowxQWAj8A5r7f+Ur70OeMIYc4619t5D3P9M4H+ttYOLHrBUreiUmEhl2TNUOZlyKlfkFE2lFFlWvF4PvXMGyHXGQuwbSRHweYlFm/RvfglqxFrxmbhLGDumL1hrnwSeBF56iPtPw02Gflf70GQhJSbdszHCTf6KLWC9HRH9MBFZhuItzWzv38B73vwirr90LXd+6yGag36uvuluxidVPF6KGq4SAawpf9wz5/pe4MRD3P9cIAdsNsZcAGSAu4APWGunahalHJd8wWFgJAnAbf/1INdfupZ0tsAJXVEdriWyTHm9HmKRIKee1MbeoSQXX3A6t37tQRJJdwhVe0y9EUtNIyYRYcCx1ubnXM8Ch/oOew7gASxwC/A8YAtuwvGmGsYpx2EylaOrLcxVrz2DzliIz3z7ITZedDaxiEqaIstZIOCjIxbC6/Fw9U13k0i6B3T1dETqHZpUoRGTiAzgNcb4rbWFWdebgNQh7r8WuNFaO1p+/KAxpgh80RjTb60dqXG8coyKToliyWHT1p0Vx3y3tagPQmSliEWbuLn/fMYnp2iNNjE4kqJUco8T18+BpaMRk4hd5Y+9s34NsJqDlziw1jrA6JzLD5Y/noi7u0MaRNEpMZHMMjiSrmim3D+aokuH8oisGF6vh/ZYMyVKM+flTB/Q1a7G6iWjERsrfwVMAuunLxhjTgZOBu6Ze7Mx5svGmK/NufxC3OWPx2oWpVQlkZwiXywSmtNMqVKmyMo09w3FvtEUqYyaLJeKhqtEWGuzxpiPAzcaY4aB/bhzInZaa+8vb+lsB0attTngK5SXLoCvA2cBN+IucSTr86eQQyk6JQqFEvtG07RGgtxwxTkMjqR4xpqYhs2IrFDTB3RNVyKaAn6m8iVa6h2YzEvDJRFl1wIB4LPlj98Grir/3jnA3cD5wA5r7ZeNMc3APwAfxE06tgMfWuyg5cgSk1n6t++ceXzdJWv5zLd+xw1XnKPSpcgK1dzkZUvfefx+d4KueIhP/Oev+ftXnU48EiQQ8NU7PDkKT6mkueXl5ZInvv/977NmzZqj3S5Venz3OEWnxNB4ptz/UKI9FiIWadJ4a5EVynFKjE5Mce2t9zIwnCQaDvL+K9YRizTRqT6pmtm9ezcve9nLAE4pz2KqSqNWImQZao02sXFLZQOVdmSIrGzTsyM2X76WJ/dOcsrqVgZGkrSEAzrlcwnQ2z9ZNENjlQ1UQ2Np/YAQEQIBH16vl662ELd85ZeEmwI8NZhkdGKKQsGpd3hyBEoipObyBYeRRIb2WHPFjoxV7dqRISKu5oCHTDbPZX/5fDweD7l8kfHJLBPpXL1DkyPQcobUVNEpkUhmeXTXGKvaI3zobecymc7R26Hx1iJyQCTURE9HiULR4V0f+9HMsueWvvMoFBz1TTUoJRFSU4nJLH1bd8w8vu6StXhAM/JFpILX66GtpZmHnhypXPYczxDwe2lvVZNlI1ISITU1NjnFdZesndmRkcnmOaFbO8BF5GBer4ee9gPHhceiQXrawwwMp5RENCglEVJTsUPsyIhFtIwhIocW8HvY1r+BsYkMba0hhsbTdLdHyOeLmhvRgLTIJDU1OJKqKE0OjqS0tikih9USbsLn9dAZC5OYzDI2kSUxmWUyM/dgZ2kEqkRITfV0RCpG2uqMDBE5Eq/XQzzaxNB4mutuv6+iwVJzIxqPkgipienTOidSWbb3b2BwJEVPR4R4VEsZInJkXq+H4fFMRRVzeDxDc9BHLKqm7EaiurIsuKJTYmxiisd2j1Mslrj5y7/ghK4onfGQljJEZF6mq5jgzpVpjQSZyhVxHB3V0EhUiZAFN5nMMj6ZJV9w8Hg8XPKq5zI4kqKtVe8gRGR+2lqa2dJ3Hk/snaAj1sy2Lz7Am//8dIJ+n36WNBAlEbLgsgWnYi3zpo3n0aodGSJyDLxeDz6vl0/990MzB3NFmgN6Q9JglETIghserzwjYySR4bSTO+oclYgsNfFoEx+48hwe2z1OR2sz//Hfv2HT615Q77BkFi1Qy4IqOiW62sIVa5ldbWF1VIvIMfP7vbS3NnPqSXFyBYe3X3gWXi/qi2ggqkTIghqfnGIqW2Dz5esYGkvT1RYmqGZKEamS1+uhVIKPfvmBmWWNj16zgfaYJlg2Av10lwU1OJJm+5ceoOSU8Hm9tISD6ocQkeMyOJJmz1ASp+QukQ6MpFSNaBBKImTBFJ0S3e1hBkdSvPPme/j3b/wWQEsZInJcOuOhiiXSzniIyXS2zlEJaDlDFlBiMsvNX/oF11+6luFEhmecECcYUJ4qIsenKeBl82Xr2D+WprvcY5UrlDTBsgEoiZAFs280xQOPDPPrR+8hGg7ynje/mNNObq93WCKyxLVGmsjmHfKFIgC3fPlX/H7PONv7N9Ch3oi6UhIhC6anI0IsGiSRdLd39nZE9C5BRI6b1+sh6PfQHPRRKJb4k7VPoyv+bMYmp5RE1JmSCDlu+YJDIpllcCTFtk0bmEhliUebibeooVJEFkYs2kzBKdG3ZefMILtt/evrHdaKpyRCjlsimWXjlh0z/7C392+gPaaJciKycLxeD/tHKwfZ7R9N09EaUsWzjtT1JsdtYDiJzwvxliDJdI6B4WS9QxKRZWhVe+WhXN3tESZS2qVRT6pEyHEpOiV6O6P8wxtfRFc8RC5fJBoO1jssEVmG4tEmtvVv4LFdY3TGQtz8pV/w9gvPqndYK5qSCDkuicnKpYzNl63TEBgRqQm/38u+0RS33PUrkukcTgmGxtOsag/XO7QVS8sZclwGR1OVa5RjafaPpuoclYgsVz3tEQCckrukMf1Y6kOVCDku3eXDtqYrEd1tYe3KEJGaiUeb2N6/gYHhFL2dEeJR/bypJyURUrWiU8Lj9fDBK89hMpOnKx4iEPDRGgrUOzQRWab8fi+d8RBtrc0kJrM8umuMVe0R4i1N2qVRB0oipGrJVJa9Q0k+8pmf4gWKJXj3m15Mx9M76h2aiCxzicksV99090wV9KPXnK+t5XVw2J4IY8xVixmILD1OyZ1S+ba/PoNr/34tp6xupbdDDU4iUnuDoymS6RyxqLu1fJ96seriSJWI7caYVwNvsdbuWqyAZOkoOM6c6XEbiLfonYCI1F5Pe4SbNq6fOZRLVYj6ONLujJcAq4DfGGMuWaR4ZIkoOiUGhyt3ZgwOJ7UmKSKLouA4XHf7fXzo0z/lutvvw3FK2l5eB4dNIqy19wNnAf8K3GKM+aYx5oRFi0waWjKVpbczWjE9rrczWueoRGSl2D9WOQL70V1jJJKaXrnYjthYaa0tAB8wxnwB2A48aIz5OJCec98/1y5EaURTeYcfPbCLbf0bGBhO0tsZJRhQFUJEFkdPeQT2RMrti1jVFmZwJEVbq5Y1FtN8d2fsBn4KvAL4e2B2ulcClESsMMPjGb6283G++J2HedrqNt7yqtM57WTtyhCRxTE9L2LP0CS9HVGe2jfJyb2tFAoOfr/mKC6WoyYRxpg/BT4GdACbrLUfq3lU0tCKTolV7WE2XnQW8WgTd37rIXo7IuqHEJFF4/d7GU9OsbozSt/WnRWnCHfGQ/UOb8U4bBJhjOkGbgYuBL4HXG6t/cNiBSaNazKZZXwyS77g4PF42PT6F2hqnIgsutZI8KDeiH2jKSURi+hIlYiHyx8vtdb+x2IEI0tDtuB2RU9n/lv61qsKISKLLhjw0RkPVYzeVwKxuI6UROwE3mqtHVysYGRpGB6vzPyHdYqeiNRBtDlI0cmx+bJ1M/Mi/H5fvcNaUQ6bRFhrX72YgcjScdChW0ogRKQO/H4v2VyeWEsT2Xyh/DEPaIfGYtHZGXLMvD4vmy9fx9BYmq62MF6vOqFFpD6Cfj+btu0g0hwkNZVja98GHKekJdZFoiRCjtne/ZNce+u9RMPuzPoPXHkOHdqbLSJ1sH8szfhkjvFJd4n10V1jPPtp7ZoXsUj0FlKOSTZfpLczyuquKMl0jmhYkypFpH6mh06Bu1ujMxZicESHcS0WVSLkmKTSeZLpHG977Rl0xUMEAz5aQoF6hyUiK1S8xR069eiuMTpjIe781kNsvOjseoe1YhxpTsQP5vsk1to/WphwpNHli0X+6dZ7Z23vPI9AQGVDEakPr9fDRCrrjr0eTXPxBaczkcpqq+ciOVIl4vezfh0GXo87+vp+IAe8EPekz9tqFp00nOHxDMm0O6t+MpVjeDzDqvZIvcMSkRUsHm1m49a7iYaCJDM5tm86v94hrRhH2uJ52fSvjTGfAT5srX337HuMMdcCL65deNJoejui3LRx/cye7PaYqhAiUl+tkSBb+w4cBjjdIyG1N9+eiFfjHgs+15eA9yxcONLIik6JQrFyWuXWvvX1DktEVriJVI6NW3ZUnJ/R3tqsbZ6LYL67M/YDLz3E9QuAXQsXjjSyiWSWofE0Hg94Pe4/3KHx9NE/UUSkhvaNpiqm6A6MpJhMZ4/yWbIQ5luJuAn4uDFmLfALwAOcA1wEvLk2oUmjSaZzdLdHePuFZ9LR2syd33qIng71Q4hIfa0qb/OcrkSEgn6mcg6xege2AswribDWfswYMwFcBbwBKAEPABdaa79ew/ikgYSaAweVDNta1BMhIvUVb2liS995/H53gp72MB//z1/z5j8/XWf6LIJ5z4mw1n4G+EwNY5EGNzinZDioI3dFpAF4vR4CPh+r2t1tnle++vlq+l4k804ijDHPBK4Bng38HfCXwEPW2h21CU0aTdecI3e7lECISINwSiXe98n7KiqlUnvzSiKMMf8H+AHwY9xeiCbgOcB2Y8yrrbX/XbsQpVEE/L6KI3cDOnJXRBrEwHCysrlyOKlK6SKY7+6MfwH+xVr7CtxBU1hrrwI+Alxfm9Ck0Xg8gAeagj7wlB+LiDSA2fMhWiM602exzHc542zgskNcvwPoW7hwpJFNJnO0hoNM5Qq0hoNMpnNqrBSRhhCPumdoTA+cikeb6h3SijDfJCIFdAOPzbl+KpBY0IikYYVCAfpm7c7YpjVHEWkQfr+XttZmfF4PQ2NpvB4P8ZYmDZyqsfkuZ3wB2GqMOQ13e2ezMeaPgFuAr9QqOGksg3PWHAeHk3WOSETkgIlklpHEFMOJKUYnpphIaeBUrc23EvFu3O2dvy0/frD88cvl35NlruiU6O2MsqY7yt6hJNGw1hxFpLHkCsWKsfxb+s6rd0jL3nyHTeWAi4wx/wScidtc+Vtr7e+P/JmyXCRTWZxSiasuPIOueIiA30drWIfciEjjGBrPVFRLh3TKcM3Nd4vn48ALrbWPMasvwhjTC/zKWttdo/ikQeSKJTZt3VnRD+H3z3c1TESk9nrmjL/uUQJRc4dNIowxfwq8sPzwZOBdxpi5i+CnHuk5qmWM8QEfwD2XowX4NnCVtXbfYe5/IbAd96TRPcAN1to7FzqulexQ/RAaNiUijcTn87C1bz2DIyl6OiL4fGqqrLUjJQBPANtwD9sCeC1QnPX7JWASuLoGcV0PvAm4GBgBPg58FXjJ3BuNMV3Ad4DPA5cAfwzcYYwZtNZ+twaxrUg95T3YMxm++iFEpMGUSu6bnELRYSKV0+jrRXDYJMJa+zvcSgPGmLuB11hrx2odkDEmCGwE3mGt/Z/ytdcBTxhjzrHW3jvnUy7F3Wa60VrrAA8bY84G3gkoiVgg6WyOrX3rGRhJ0dsRIZ3NAapEiEjj2DuU5J8+8WOi4SDJdI4PvvVc2luVSNTSvBa1rbXnHyqBMMYEjTHnLnBMZ+IuYeyY9fWfBJ4EXnqI+18K3FNOIKbtAM41xmjRfoFEmoJcc/NOPvHVX3PNzTuJNKmpUkQaS09HhJZIEI8HWiJBejrUE1Fr822sfAFwO/A8Dp14LOQhCmvKH/fMub4XOPEw9//yEPeGgXZgeAFjW7E8Hrju0nUMjaXpagtr5LWINJzWSJBtmw5MrYxF9Gan1ubbFLkdyACX4/YnbAROKX+8eIFjCgOOtTY/53oWOFRdKgxMHeJeDnO/VGFwJMV7Pn6gTPjPbzuXjpiWM0SkcUymc/Rt3THz+Ob+DbTr51RNzTeJOAs4z1r7c2PM5YC11n7SGLMXeCsLO7UyA3iNMX5rbWHW9Sbc8duHun/ukPTpx4e6X6rQ1RYmGp51DHhbuN4hiYhUGJuY4rpL1jI0nqErHmJ0ckpJRI3NN4nwAEPlXz+Ku6yxE/gGcN0Cx7Sr/LF31q8BVnPwEsf0/b1zrq0GkuhcjwUT9HvZumk9A8MpejsjBANqNxGRxhJraaJvy+x5NuvrHdKyN99Xgt8Af1r+9UPAdDPlKha2HwLgV7hbR2f+7xtjTsadVXHPIe7/EXCeMWb2Kv35wI/nNFvKccgVHPq37eQjn/kZ/dt2ksvrr1ZEGsv+0cqJlftHM3WOaPmbbyXiw8CXjDFF3MO4rjPG/BdwBnD3QgZkrc0aYz4O3GiMGQb24/Zh7LTW3l/eAtoOjJbHcd8B/F/gVmPMNuDlwBuAVy5kXCvd0FiGVDpHb1eUgaEkQ2MZurWkISINZFV7uGKezap2/YyqtfmenfFVY8xaIG+t/UN5muVbgW8C76tBXNcCAeCz5Y/fBq4q/945uInL+cAOa+0+Y8wrgZtxd2n8AbjYWvuDGsS1Yq3pinDbu/94Zk5EU1DLGSLSWLxeKubZeBe6Ti4H8ZRKpXrHUHfl5ZInvv/977NmzZqj3b4iDY9n2Lhlx0yGv71/A50aey0iDWTfaIp33nwP0VCQZCbHje84TwdwHcbu3bt52cteBnBKeRZTVY50dsa8pz1aa19RbQCyNAzMOTtjYDipJEJEGspkKsf7/v7A7ozJdE5JRI0daTnjUDshZIXqnXN2Rq/OzhCRBhNvaT6oYiq1daSzM96ymIFIY/P5PWzbtJ59Y2m64iG8Xg+FgqPjwEWkIeQLDgMjqcqK6UhKFdMam+/Y6zcc6fettZ9fmHCkUe0enGRVR4RbvvwrBoaTRMPqixCRxjGZytHTEak8bVhnZ9TcfLd4fvYw16eA3bjHcMsydkJ3lL3DKfYMJQE3y983qixfRBpFCa8HtvStZ2g8TU97hIBfh/zU2ny3eFbUrI0xPtxjwj8B3FaDuKTBtISCdMWdiixfCYSINIoSMDaRZWxiio54CI8Xwk2Beoe17M23ElHBWlsEfmeM6Qe+jDuASpaxQMBHwO+t2IPtDyjLF5HGMD2uIF90cJwSpVKJQECDImqtqiRilgLuORWyAjgO9G/fSankHg2+bdOGeockIgJA0Slx3e33zVRKt/SdV++QVoTjaaxsxT0a/CcLGpE0rH2jaRLJXMVjLWmISCMYHq88N2N4PKMZEYvgeBor88B9wNsWLhxpZD0d4Tmdz5pLLyKNYVV7ZM65GUogFkNVjZWyMnm9HjZfto79Y2m628J4veqJEJHGEPB72Nq3nsHRlHZmLKLj7YmQFWTvUJL3fPzHRMNBkukc//y2c2lraa53WCIijIxPUSyVyOUdEqksvoyHWFQ/n2ptvj0RLwBuAZ4LNM39fWttcIHjkgbUGQ8RDVdu8XSckioSIlJ3rdEm3nvbvewdOjAMT2pvvpWIfwNywD8AmdqFI43M7/dVLGf4/T4SySnaWtVcKSL1U3RKFB2HN15wGl3xELd+7UENw1sk800iDPAia+1vaxmMNLaAD2ItTeTyBWItTfi9MDSeVRIhInU1PjlF/7Z7Zqqkmy9bR0tEBfLFMN8k4hfASYCSiBUsGmoim5/iS997lN88tp/m5iDbVDIUkTobHElXbO/M5Ap0takfYjHMN4m4HPiaMeZFwOOAM/s3dQDXyuD1etg/muYXdj8AuVSO/aPuqZ4iIvXSGQ8ddPBWS/ig9j2pgfkmEa8BngVcf4jfK6EDuFaMVe3hOXuxNStCROorFPSyrX8DQ2MputoiNAU8avheJPNNIvqAa4Ft1tp0DeORBpfJ5ivOz8jk8oAqESJSP44DJadEqeR+dEpKIBbLfJMIH/AFJRASagrQt3WHzs8QkYaQLzgUSyUmUjkSyRxNAT9tfi1lLJZj2eJ5JfCPNYxFloChMff8DK8HWiJBhsZ0foaI1M9kOkuh6OjwrTqZbxIRAy42xrwe+D3uuRkzrLWvWOjApDGtao9w5qmdXHzB6YxMTNHVFiafL+rIXRGpi/GJLJlcQYdv1cl8k4gA8IVaBiJLQ7yliY0Xnc2mbTtoCQeZTOfY2rdB1QgRqYt4SzNRx9HhW3Uy3wO43lLrQGRp8Ho9pDM5bnrHgebKdDaHmitFpB7yxSKf+u/fcsMV69g/luEZa+LEo+qJWCyHTSKMMW8AvmKtzZV/fTgla62qFCtIKBSkb8uOmaxfA6dEpB6y+SI+r4c3/dlzGBrP0NMRJpGc0uyaRXSkSsRnge8B+8u/PpwSWupYUQaHkxXrj4PDSf2jFZFFN5nKMT6Zq2iq1MFbi+uwSYS11nuoX4v0dkYr1h97O6MUCg5+v75NRGTxDI2nGZvIVr6pGdHBW4tpvo2VM4wxfuD5wD5r7Z6FD0kaXayc7e8ZStLbEeErP7C89o+M/uGKyKJqbw0R8PkOGnkti+eISYQx5o3ARuA11tqnjDGnA98ETgRKxphPAVdYa4s1j1QaRiDgY2A4ySe++mv2jSQpOHDu809QEiEii6bolAj4vQQDXm7aeB5D4xl6OyJqqlxkh60/G2P+BvgU8BsgVb78GaAVeCVwDrAWdyS2rDC9nVEm0zkKDjNLGo5TqndYIrJCjE9OsfULPyebK7Jr3yQ9HWHGJjJaVl1kR6pEvAO41lr7IQBjzBnAWcAN1tr/KV97L3ADcFOtA5XGEo82HbSk8TcvezbtMR2/KyK1NziS5oFHhvn1o/cQDQd5+4VncOpJbfUOa8U5UhLxfODSWY9fjrsT4xuzrv0aeEYN4pIG5/d7GRpL84mv/pqh0SShUJD1Z52oJEJEFkV3e5hYNDjz+JknthGLaCljsR0pifACuVmPzwMSwM9nXQsBUzWIS5aAVe0RutqaueYNZ8+MwNYuDRFZDJmpPFs2zjpROJvXVvM6OFIS8VvgXOBxY0wr8DLgv621sxe+/xq3Z0JWoOkR2BtnDZ7a3q8R2CJSW/mCQ7g5wHtvu5e9Q0miYc2HqJcjJREfAz5qjHk+bjIRArYBGGO6gTcA7wKuqHWQ0pi8Xg/7RlMVe7T3jWqPtojUVmYqR9FxeOMFp9EVD3Hr1x7UicJ1cqRhU3caY5qBy4EicJG19v7yb1+H2y/xEWvtnbUPUxpVd3u4Yo92d3u43iGJyDKXLZTo33bPzM+dzZeto71V/Vj1cMQ5EdbaTwKfPMRvfQh4n7V2pCZRyZKRSGa54YpzSE2565EeD+qLEJGayRecg0bvT+ULxFvUVFkPxzyxEsBau3uhA5GlqTXSxEQyx8fu+hUDwwfWJlVWFJFaSCSzrGqPHHT0t9frqXdoK1JVSYTItOagl/35AnuGkoD7rmBgOKkkQkRqYmwiQzgUZEufO6Wypz1Cc0AJRL2o5izHJRpqoqf8rgCoOJBLRGQh5QsO8dYQTw1OMJHM8Y0fPk4JCIe0lFEvqkTIcfF6PWRyebb1b+CxXWN0xkJs/9Iv2HjR2apGiMiCSiSz9M3aUn79pWvZP5rWfIg6UhIhx60lFOQPg5PcctevSGdyRMJBLWmIyIIbHKncUj6RyvH0E1rrHNXKpiRCjltrpIkTuko8/YRWLr7gdIYTGXo7o+TzRQIBX73DE5FlIF9w6OmobKh8Wm8rsai2dtaTkgg5bl6vh3hU0ytFpHZSmRx4SjPHfkeaA4xNZPQzps6URMiC8Pu9DMzZu60lDRFZKLm8w6ZtO0mmc/R2Rnnn376Atlb9fKk37c6QBdPbGT1ol0Y+X6xzVCKyHAyN///t3Xl8XGd97/HPjGZGmk0z2izLsZ2Q7cneBJLeOEDsUG5uw3JvQwst5EXg0mwU0ihK6KUX0sQ0F9oCXpK27A2EtCWFwL1lLVzAYQ2kN4SkWR47IYkdW7I12mckzXbO/ePMKBottjyWrJHm+3698hrrzJnRMydHM995zu95nnFGMzkcF/b3FGTZegAAIABJREFUp8nmCyRjGpWx3NQTIYtmIpdnZ88W9ven6WqL8pUfWP7gNUa9ESJyTPIFh/ZkuKIeoj0Z1sy4NUAhQhZNcyTEvkNpPvHAYxwcSFNw4FXnr1eIEJFjMpbJEQg0TNVDxMNBggEVbdcChQhZNPFIIx3JImPjXpfj+jUxjd8WkWNSdFyKrkP3x1+qh/jLGy4hHg4ud9MEhQhZRH6/j1CwgY+8+5WEQg30D0/Q4PfjOK7mtReRqoykJ3n+wCjp8ZfqIQ4NZvQFpUYoRMiiSkQbKRbdWUM9W5ubFCRE5KgUHZd8waWpMcDHb9rMJ776GH0DGda2RZe7aVKiECGLyu/30T80XjHUc8++Ic44sUXDsUTkqIyMZenZ8eDUF5KP33QpDQ1+WuKaYKpWqLRVFl3njAW52hNhDqTGl7lVIrLSHBysnOY6NTxBKOBTr2YNUU+ELLpkvLFiQa4HfriH//7Gc5a7WSKyghQdl46WSMWwzrVtUeIRzQ1RSxQiZNH5/T6CDT42rIkTCPh5/atOpsHvU4GliCxI0XEZGp3kQP8Y27s383zvKCefkFBtVQ1SiJAl0RxtpKACSxGpwshYlu7tuwDw+WDrNZvoHxrXnDM1SCFClsR8BZanb2yhJa4gISLzGxqb5PY/vpj+4Qk6kmHGswVO6Igtd7NkDgoRsmTKBZZT09QmwuzeO8QZJ7bS0qzqahGZWyLWOKsXM6F1MmqSQoQsGa/AcjPP7BumPRHm3m8/ydVXnEXfQEYhQkTmlC84s0Zl9A5kdCmjRmmIpywZv99Hg9/PqeuTpEYmuPqKs3jgh3voaIngOO5yN09EakzRcRlJZ2kMBipXBNbkUjVLPRGypJojIUbHc5gTW8nli7z+VSczPpkn0OAjqQljRGSa8YksBwcz/MPXn+SOa7yaiFPWJ0iUAoXUHvVEyJIKBPy0NjeRLzj83VcepSnYwP7+NPmiQz5fXO7miUiNKDouk3mXxmCAvoEMt971I+791lM0+P0Eg1qxs1apJ0KOi/7hca6+4izu+OxDFcVSus4pIgCjmUn6Umk+/82nKnohkiqorGk1FyKMMWuAvwUuB3LAPcAHrLWFwzzmENAxY/Nt1to7l6yhclS62qLs3jtUUSzVN5jRvBEiQtFxOdCfobMtOtUL0dUe484bLiEQUId5Lau5EAE8ALjAZuAE4PNAAfjAXDsbYzrxAsSlwJ5pd40taSvlqCSijZy2oaViyGdTMMDg6KSChEgdKzouI2NZ1rZF6E2Ns6NnC32pNGvbY+qFWAFqKkQYYzYBrwJOttY+B/zaGPM+4G5jzIestdk5HnYOXsj4hbU2dxybK0chEPCTiIbY1r2ZZ18cpiMZ5hNffYx3vuEsggEfiZiKLEXq0fhElqLr0pvK0NUe40eP7GXzKzbQ4PepF2IFqKkQAbwaeKEUIMp2AXHgfOAXczzmHOBZBYjaFww2EGzwc++3nqI3lSYW8YZuFTXaU6Qu5QsO2bxL97SJpXb0bKFvIMMZG1uXu3myALUWItYD+2dsO1C63cD8IaJgjPkGcGHp8TustV9cslZK1ZLxRv7yhkvY2zvKxq5mBkYnaG0OUyg4+tYhUmfSE1l6U+nKiaVSaTZ0xvR+sEIc1xBhjDkJeG6eu7PAfcDk9I3W2rwxxgXm6+8+G2gDbsOrm7gCuMcYE7DW3rMY7ZbF4/f76Eul2bg2zs3bdzGS1uJcIvWqN5VhbXusolaqqz1GPKxaiJXiePdE7AfOnOc+B7gRqDh7jDFBwAdk5nncZUDIWlsupPy1MeZEoAdvZIfUmBPWxNh3MM1IunKkRiDgoznSqCAhUifWtERxXIcdPVvoTaXpao/RGFQtxEpyXEOEtTYPPD3f/caYfcDrZmxeV7qdeZmj/JxZvF6M6R4H3lplM2WJNUcaOaGDWSM1cjmHUTermSxF6kQy1sjoeI58oUisKYDfBzH1QqwotVYT8RPgr40xG6y1+0rbLsMbrvnozJ2NMQG8yyPbrLXbp911IfDEUjdWqhMI+EnGGtnWfSnPvjhCRzLMJ7/6GO/6b2fT2RpZ7uaJyBLK5ouMlWofutpjJKIhgsEmaNX6GCtRrYWInwMPAfcbY94LdAJ/jRcScgDGmBgQs9b2WWsLxpivAx80xjwLPAn8HvB24PXL8gpkQQIB/9RIjVgkyA1vOo+JXAHHAcdxdUlDZJUay+T4my8+zJ69Q0TCmrl2paupEGGtdY0xVwKfAH6M1wPxOeBD03a7Fbgdr04C4GZgCLgL6MK7XPIWa+13j1e7pTrJeBNbr7sY14Vbdv6oYjpsFVmKrD7ZfBEXl6t+90y62qL803efpjeVVohYwWoqRABYa/uAKw9z/x3AHdN+zuKNyphzRkupXX6/j1DAj907XDHEa8++Ic44sZWWZtVGiKwWRcdlLJOje9uDU18Ytndv1peFFU4lsLKsErEmTl2fpLm01G9zNER7IkzfwHyDcURkJRpNZ9mzr3L9nIODGS3zvcLVXE+E1Be/30drcxM7e7awZ98Q7Ykw9377Sd775gsYHJkkGdeQT5HVoG8gQ2dLhEQsNDU/TFd7TMt8r3AKEbLsykHijBNbOZDK8I7Xnc3ffPHf6RvIcPctl9Ga0GUNkZWs6Lh0tET4zf4Rtt20mb6BNOs64uqFWAUUIqQm+P0+Wpqb6B8a55adD+K4EPDD0OiEQoTICjcyluWmaetjqHh69VCIkJrSnowQi4S46KxO3vZfzuDgQIbU8ATJWKNmsRNZgYqOS+9ApqIWon9oXCMyVgmFCKkpyXgjd99yGUW3cmU/jSUXWZlGxrI0BhsqZqjt1MRSq4ZChNQUv99Ha6KJx5/pn1XFre5PkZXn4GCGz/7rE9xxzcX0D09wyvokybimtl4t1D8sNam8sh+Uhn0mwwyNTVIoOMvcMhE5kmy+SGp4gsef6aejJUKkqYFb7/oR937rKYINfn0ZWEXUEyE1qTHoY1v3paSGJ4iHQ2QmChwczHDahpbSXPsaFiZSi8qTSs0spOwfGqezNapeiFVGIUJqUizcSKE4iYv3reaOzz5U8YakQkuR2pSZyHJwsLKQsjeV5txTO5a5ZbIU9C4sNcnv95GMNdHVFiU1MlHxhtQ3mGEkk8Vx3GVupYhMl80XyeVd2hLhisuRXe2xZW6ZLBX1REjN8vt9JKKNnLohWVHZ3Z4I89f3Psz7r/5tzSEhUiOKjkt6PEf39l10tkbZeu0mJnIF1rSENanUKqaeCKlpgYCfBr+fD123iT9/x0VsvXYTwYCf39t8Kvmio94IkRqQLzgMjU6yvz/N7X98MQC37HyQyWyBUMCvGqZVTD0RUvOaIyEcxyVfKNIcDbHjS4/w6O4UiZhXH5GIqj5CZLkUHZeRdOWMlHdcczFbP/cQL1uXIBFTb+FqphAhNS8Q8NPa3ERj0Mfeg2ke3Z3i9I0t3HDlubx4KI3bgeaQEFkmmYks+/vTFXVLE7kCO3u20BwJ6e9ylVOIkBXB7/cRjzbR1QaJWIgbrjxXIzZEllG+4DCSzjIwMs66jlhF3dK69hgtcQX7eqAQIStKMt7Ijp4t7D9U+c1nz74hTt/YQltCU2OLLLWi45IZz+E4LpM5B1yXv/2zy9jbO8YJHTGSsUYFiDqhECErit/vI+D30dUenTVi40AqoxAhchyMZbLkHYebdzw49Te4o2czL+uKE4soQNQThQhZcZqjjQyns+y4eTPPvDhMeyLMvd9+kve++XwGRiZUaCmyhPIFh6Lr0peqnFCqL5XRhFJ1SO+0suJ4E1F5QeGU9QlyhSJ//MZzmMwW2L13iOG0JqISWSoj6Szd27y5IDShlKgnQlak8kRUo5ksPrxvRzMLLTViQ2Tx9abSDI/l+KfvPs327s0cHMzQ1e7VQUj9UU+ErFh+v49kvInOOabG3rNviNFMdplbKLL6dJVW2P3+w/u45a4HOWFNjPZkWJcQ65R6ImTFS0QbOW1DS0Wh5SknJNl3cAzH8UZ0qEdCZHEkY43s7NlCbyrtBYqIeiDqmUKErHjlyah29mxhz74hTjkhyd1f/hWP7k6RjJfnkNClDZGjVZ4LohwYyrVI7ckw7UmNhBKFCFkl/H4frc1NnHlSK/sOjvHo7hS/c9EG3nb5Gbx4KO31SGgyKpEFKweI6dNZ7+zZovAgFRQiZNUo10h4lzBCvO3yMyrGsWtWS5GFKTouo5lsqbbopVqj3lRaIUIq6N1UVp1k3Ltm2zdYOY59f3+a0XEN/xSZT9FxGRyZZHBkgt17h2hPhDWMUw5LPRGy6njzSHg9EtOLLbvaouw7mMbng0RUNRIi0xUdl5GxLCPpLKPjualJ3O645mJSIxOctqFFwzhlFoUIWZXKE1Lt7NnC/v40XW1RvrprN7//GsO+g2mK7ZCIhggGG5a7qSI1YTSdJVcoctunf8btf3wx9377Sa6+4ixSIxOcvrFFM8HKnBQiZNUKBPylhYBg38E0v/8aw133P8Kju1MkYiG2dV9KsMFPQiM3ROgfGidbcBhJ5/jk1x7nhivPZTJX4IwTW0loQS2Zh2KlrGpekGhi49oYvak0j+5OcfrGFj503SUcGpogm3c0TbYI0J6MEA8HaY6G2L13iK2fe4h1HTFaNPOrHIZ6ImTV86bIbvIuYcRC3HDludz2qZ9N1UpsvXYTjuNqmmypK/mCw1gmR75YJDU8wdq2KC3NjWzr3kxqeJzO1iiJqGog5PAUIqQueEHCG+Z5oD9dMWrj0NA4Q2OT+HzQEleQkNWvPAfE8FiW2z/z86lAffctl9HZGqGzNbLcTZQVQiFC6kYw2EBLvAnXrRy1saYlguu67O/3Rm7Ewyq4lNUrX3AYzWR57sBI6d8vBeqDgxlaE03L3EJZSRQipK5MH7VxcDBDWyJMNlfgs//6BDe+5QL292dY0+LQFGogHlExmawuRcdlbDzLi4fSJGON+Hy+ikDd2Rpd7ibKCqMQIXWnPPd/a3MTQ2OTHBrKceObL+Duf/kV45NF3v2m8zg0NMG6dlfD2mRVKM8BcWhonGS8kfVrYuz40iNc81/P4eM3XcrAiFcTkYyrBkKOjt4dpW75/T5a4k2sXxPjNwdGeGxPihuuPJcvfOsJmoIN7N47xHA6S6HgLHdTRY5JejzL4Ogkg6OTpMfzFAoON775AobTOYIBP2ZjK22JsHre5KipJ0Lqmt/vIx4Ocer6JOs6YvQPT3D1FWdxx2cf0pobsqJNZAtkswXyjkNfKsPatijf+OlvePjJg2zrvpQX+kY5ZX2C5ojObameQoTUvWCwgdbmJv7XDZdQcByefXGkothsz74hTtvYQsDvozmqOglZGTITeRzHrViEbnv3Zh78f/voH57g9I1J1f3IMVP8FKG0lHgiTGOwgVM3tFQsOtSeCPObF0coOC5P/CZFanhClzikZuULDiOZCQZGxukdqFyErncgwynrW1jbGtVMrbIo1BMhMk080sjYeJadPVvYs29oahGiG998Ad3bdjGSztGaKF/i0JLIUntG0lluvXsXH71xC67jVoy+WNcR5f3vuEgLacmiUYgQmcbv95GINVEoOJy+sYXde4d4x+vPpm8gzUg6x3vefB6vOGMt+/rSFNqhORIkFNKfkSyv8uRRvak0a9ujnH9aJ8/sG+SMl7Wxo2czfakMXe0xLToni07vfiJzCAT8tMSbOOPEFg6kxunqiNOaCPGKM9bSvW1XZdGl36/CNFk2RcdlJJ3lpmnn5fbuzVz/ke+RaA6xrXszG9fGVf8gS0IhQmQefr+PluYwLc1hCgWHnT1b2NdXOWV2byrN0OgELc1hGoM+omG9UcvxUe59cHE40D8+a+bJv3rPq2hLRmgOa/SFLB2dWSIL4K0GGqarPVZRdNnZGuXbP38ex3F5vneMwdFJFV3Kkio6LoMjkwyns9z2qZ+xZ+8IXW3RivOyqz2GOamN9mRYAUKWlHoiRI5CcyToLeKVStPVHuWfv/M0f3T5GRXD6Hb2bKE9qaJLWRojY1n+6t5fctXvnsmB/jQdyTBf3bWb7d2b6R3IcEJHTIWTctwoRIgchVAoQNLvp6EBsjmHF/vTs4fRpdKMjE3S0hwmGdflDTl2+YLD2HiW/YfSrG2Psb4jRldblFgkxCe/9jjvftN59A+Ps6EzRlJDN+U4UogQOUqBgJ9YUwjIc8tVr8Dvn72I0fUf+R6RsNcroYp4ORaTuQLp8Tz7+9N0tUV54AeWP7r8DL70vafZ3r2Zg4MZEvFGGgNNxFQ8KceZQoRIFYLBBlpKwaBcdOkNr4vxj995ioIDb3jVSbjA0y8MsrY9RijoIxwMaEioHFHRcRlNZ+kbyNDREpk18uLgYIbXX/IyAg1+zj65XcFBlo3ezUSOUXlV0PZkmMGRSR5+8iChBnjtb59UMRx0R88W8vm8hoTKvIqOSzqTJVd0eWbfECd0xDiQSs+adXJDZ4zWZtXdyPJTiBBZRMl4Izt7ttA3kKZv5pt/Kk1TqAG/H30AyCxFx2VodJK+gQxNoQBf+cEz9A9n+PhNWyoul53QEaM5osJJqQ0KESKLyO/3kYiG8PliOC4Vb/5d7TH8gOO4HBwcJzU8QVdbhGRchXD1qui4jGYmOdCfYU1rtKLn6o5rLubWu35EZiI7dbmsqz1GcySoniypGQoRIossGGygLREmlytU1EqEAj5GMzmyOYfbP/PzqQ+Lbd2X0uD3qwCzjmTzRSYn8+SKLgf6veHCB2eM8ukfnqCrPUYs3Ehrc5OGDUtNUogQWSKhUID2UIBkrJHR8Sz7+9P4fT4GR7MVHxa/2T/CF775FHfecAn9Q+N0tkY1NHQVKzouY5kcruvSvf3BipqZRCzESNr7+ZT1ST787kvUUyU1TSFCZIkFAn5am8O0NnuFl4GGhorLHO2JML2pNPv703zigccYG8+xrftSAg1+ElFNWbzSlUdajI3niDQF6RvMEA+HGElnZ9XMbL95M30D43S1RWltVniQ2qcQIXIceT0MsK17M6nhcaJNQe7+8q+JRUJ0tUU5OJDm5PUt+H0+HMdlYHSiVDsR1TfSFai8vsWefUOcuqFlaqhmMh5iW/eWWTUzPh9s7IxpsSxZMRQiRI4jv99HMt6E47hEGv1M5l2uft2ZrOuI8cAPLI4L737TeYykvW+olbUTmwk2+HWpY4WYvrpmIhbi+ivPm+p5GB7LMTg6zvabN3NwwFumOxlTr5OsPAoRIsvA7/cRjzYRdVyCDT4GRyf5g9cYtrx8I7likUwmT77ozKidGOYL33yKrddtUpioMUXHZXhskr6BcdqTYRqDfvx+2N/vDfMdn8hNLZJVDoXJWBO4cOLauGaalBVLIUJkGZV7JpLxJgCSsUaG01mGG7IAc9ZO9KbStCXC9A6kaU+GCQYaiIeDGtmxjEbGsvzpx18anrn12k3Eo6GK4PDVXbvZ0bOFvmlDNTV7qax0OoNFaohXhNlEoMFHwXHZ1n0pqeGJqdqJeDTEuvZYxaqhW6/dhOO4jGaytMSbSMT0rXap5AsOE5M5ckWH3v7M1NDd4fRkRa/RoaFxCkWHh/7jwNQli/K+mqZaVhOFCJEaM71uYiSdJRoOEguHeNcbzyLSGOSFvtFZH1iTuQKdrRFe7E+TKzg0Bv00RxUmFkO5ODIzniMaCdE3mKEjGSbZ3MRd9z/CjW+5gOZoY8XwzDUtEVqbG/mvrz6Vg4MZNnTG9f9DViWFCJEa5ff7aGluoqXZu9TR2tzE8FiWSDhYcZljTUuE5mioYs6Brdduoui4+PDRN5hhTUuE0UyW1uYmfZgtQL7gMJbJkS8Wp3qCIuFgxUJYW6/dxNVXnEVvKkOsKcDdt2zhQOqlmojycW5NNC33yxFZMjUbIowxjcAvgY9aa+87wr5XAX8BbAR+DdxorX146VspcvyUP5Acx+WuW7bQN5ChLREmXyjO2TtRKDrs+NKv2N+f5vzT2/nTP3w5L/SNsWENuLgcGtTEVjC9KDJDV1sMx3UpOg5jmfzU6JgzT2rh7VecOesYh4INnNgVp8HnLwU+zSop9aUmQ4QxJg7cD5y3gH1fC/wDcCPwY6AH+K4x5nRrbf+SNlRkGfj9PtoSYVriTYykswyNTvKydYlZvRPxaIjeVBq/D66+4iy6t+0iPZ7j4zdtnjXtNkAw0EBzJLTqhxnO7GXobI2y8/5H+I9nUnzqz/8zt3/m57zrDWdXjI7Zs3eItTNGV6xpiZCINxIK+IhrQSypUzUXIkqh4FPA8AIf8j7gn621ny49/nrgNcC1wIeXpJEiNWD65Q7Hcbn7li30ThtiCBCLhPD5IDUywWgmRyIW4tDQeMU36mdfHOHebz3FX7zrP4FLxYerz+/ic1f2cNJyaPABBdehL+UVOX5t1x6++dMXvMWurr2YHV96hN6BDAf60yTjjfh8vqnQEAmH8Df4vBVaBzN0JCOqOxGhBkME8Dq8noWPAZOH29EY4wdeCby3vM1a6xhjfgS8eikbKVJLvEsdYVoTL3Wne8HiMg4OZugo1U2MZXJTNRTlb9QdyTD9g2mCQT+Do5MVvRQ7erYwMZkjX3RKwSLC0OgEyebw1Dfw5fwQLTouY+ksRdelUHRJDY/T0RIh0ODHdV36BjK0J8MEGvwUHJebp9WNbO/ezL/9/AVGMzkGR7KkM95cDrFIiE9+7XFu+sPzp0bHdLRECPh9xGONWghLZJqaCxHW2p7yv40xR9o9CUSB/TO2HwAuWtyWiaws5RqK1kQThYIztaJoa6LJ+/dAhnAowCe++hinbGihf3ic4bFcRS9FXypNIt5Iz7QhpXdcczE3b9/Ftps2g5ul6IDjOhQdl9TwBGvboiSijaTHc2QLTmlbhAa/j0LRAZjat7M1SjDgI5tz6B8en/rA9/t95PIOqeFxutpiFByH/qHxqXkxJnMFQoGGqYA0ms5VhJ+t120CF/7n3/+UWCTEh9/9SkYzM9aqGMjQ2RZjbDzHyesT/NnVFxEI+qeOU7gpSFPQx5kntam3QWQexzVEGGNOAp6b5+6stfZoy5gjpduZPRZZQCXRIiWBgJ/2ZHjqW7TjuAQD3gf1u954Fu3JMA1+P6FAYNZ6Drv3Ds1aotp1oXcgwwlrYgyPehNjTf8Q39mzheGxbMW27d2bp55nZm9Hz84Hp4ZHbr12E83RELfsfJCxzOwajq3XbiIRb6R7+y4AbvrDC8gXKmf37B8ap8HvJxbxXsv+/jSnbUhWvLZ1HTFufMtvTQWZ6WFBvQ0iC3O8eyL2A2fOc59TxfNNlG5nVjU1Apkqnk+kLvj9PhIxL2d3tHhZPJ8v4vf7prrwO1ujhIK+OS9/+HzQ1R7l0OA4mfHZU3T3DWQYnyzM2lYoukzmCrN6O1yXqZ8PDY0zmS/guhCPzq7hODQ0TrZ0f3o8RzJWWb/QHA15r6l0f7kIMhD0s6NnM30pb62KUNCH2di66gtJRZbScQ0R1to88PQiPuUgXljomrF9HbMvcYjIYQSDDbSWps7ubI0CXo+FkyyvOvpSTcT2m7cQCngBYzgwe4rutW1Rhseys7aV/12xvbR6Zfk5yqHF52POGo7yqAifDxwX7v32k3S/9eVTK6NOr4n48J+8kvZyEWSpfqMjGZnz9YvI0fO55a8ANcgY4wJvP9w8EcaY7wJ7rbXXlH72A3uAz1hr/2qBv+ck4Lnvf//7rF+//tgbLlInCgWH0fGcVxNRnFETMZEjm59WE9EwrSaiOK0mIugjm51RE9HgI5cr1US0xygUZ9RE5AuEGhqmZo9sDDVMhQQRObIXX3yR3/md3wF4mbX2+Wqfp+YKK4/EGBMDYtbavtKmbcDXjTG/An6AN09EAvjsMjVRpG6U1/ooK/dgAFOLinW2zv3Nf/q+RGHNHPtNf+yaltn3q3ZBZHmtxIuBtwK95R+std8BrgNuAR4BzgIut9amlqd5IiIi9aGmeyKstbP6Jq21dwB3zNh2D3DP8WmViIiIwMrsiRAREZEaoBAhIiIiVVGIEBERkaooRIiIiEhVFCJERESkKgoRIiIiUhWFCBEREamKQoSIiIhURSFCREREqqIQISIiIlVRiBAREZGqKESIiIhIVRQiREREpCoKESIiIlIVhQgRERGpikKEiIiIVEUhQkRERKqiECEiIiJVUYgQERGRqihEiIiISFUUIkRERKQqChEiIiJSFYUIERERqYpChIiIiFRFIUJERESqohAhIiIiVVGIEBERkaooRIiIiEhVFCJERESkKgoRIiIiUhWFCBEREamKQoSIiIhURSFCREREqqIQISIiIlVRiBAREZGqKESIiIhIVRQiREREpCoKESIiIlIVhQgRERGpikKEiIiIVEUhQkRERKqiECEiIiJVUYgQERGRqihEiIiISFUUIkRERKQqChEiIiJSFYUIERERqYpChIiIiFRFIUJERESqohAhIiIiVVGIEBERkaooRIiIiEhVFCJERESkKgoRIiIiUhWFCBEREamKQoSIiIhURSFCREREqqIQISIiIlVRiBAREZGqKESIiIhIVRQiREREpCoKESIiIlIVhQgRERGpSmC5GzAfY0wj8Evgo9ba+46w7yGgY8bm26y1dy5V+0REROpdTYYIY0wcuB84bwH7duIFiEuBPdPuGlua1omIiAjUYIgwxrwW+BQwvMCHnAMUgF9Ya3NL1jARERGpUIs1Ea8D/gG4ZIH7nwM8qwAhIiJyfNVcT4S1tqf8b2PMQh5yDlAwxnwDuBDYD+yw1n5xaVooIiIicJxDhDHmJOC5ee7OWmubqnjas4E24DbgA8AVwD3GmIC19p4FPkcDQF9fXxW/XkREZGWZ9nnXcCzPc7x7IvYDZ85zn1Plc14GhKy15ULKXxtjTgR6gIWGiC6Aq666qsomiIiIrEhdwLPVPvi4hghrbR54epGfMwtkZ2x+HHjrUTzNw8C2oDWWAAALk0lEQVSrgV6guEhNExERqVUNeAHi4WN5kpqriTgaxpgA3uWRbdba7dPuuhB4YqHPUwoiP1nk5omIiNSyqnsgylZciDDGxICYtbbPWlswxnwd+KAx5lngSeD3gLcDr1/OdoqIiKx2Ky5EALcCtwO+0s83A0PAXXhdM08Db7HWfnd5miciIlIffK7rLncbREREZAWqxcmmREREZAVQiBAREZGqKESIiIhIVRQiREREpCoKESIiIlKVlTjEc9EYYxqBXwIftdbed4R9DwEdMzbfZq29c6naVyuO8jhdBfwFsBH4NXCjtfaYZkRbCYwxa4C/BS4HcnhTrn/AWls4zGNW/TlljGkA7gTeCcSB7wDvsdYenGf/C4GdwAV40+T/pbX23uPT2uVVxbH6MvAHMzZ/31r72qVsZy0xxnwKaLDWXnOYfer2nCpb4HGq6nyq254IY0wc+Bpw3gL27cR7s78Uby6K8n/bD/e41eAoj9Nr8ZZx/zjwcrzpx79rjJn5QbkaPQCsBTbjfQj8d2DrfDvX0Tl1B/AO4Gq817oe71jNUjpP/g14BO/8uQv4nDHm8uPS0uV3Bws8ViXnAO+n8vx589I2sTYYY3zGmA8B1x1hv7o+pxZ6nEqqOp/qsiei9GH3KWB4gQ85BygAv7DW5pasYTWmiuP0PuCfrbWfLj3+euA1wLXAh5ekkTXAGLMJeBVwsrX2ObxF4N4H3G2M+VBpWvWZVv05ZYwJATcBf2qt/V5p2x8BzxljLrHW/mzGQ64BRoCbrLUO8LQx5uV4E8yt6snjjvZYlfY/Ffiltbaulh82xpwMfA7vb2jvEXav53NqwcfpWM6neu2JeB3eN+ZLFrj/OcCzq/XN/jAWfJyMMX7glcCu8rbSH+2P8BY3W81eDbxQChBlu/C6pM+f5zH1cE6dj3cMdpU3WGufB55n7nPi1cCPSudN2S7glaXzazU72mN1Jt6XwKeWvmk1ZxPwG+BcvLWTDqeez6mjOU5Vn0912RNhre0p/9sYs5CHnAMUjDHfwFvcaz+ww1r7xaVpYW04yuOUBKJ4x2a6A8BFi9uymrOeuV83wAbgF3M8ph7OqfWl27mOzYZ59v/VHPtGgFYgtaitqy1He6zOwau92WqMuQKYAL4M3GmtnVyyVtYAa+0/Av8IC3pfqttz6iiPU9Xn06oLEcaYk5g/dWWttU1VPO3ZQBtwG/AB4ArgHmNMwFp7T1UNXWZLcJwipduZJ1wWqOaY14wjHSvgPma8bmtt3hjjMv9rX3Xn1BwigGOtzc/YPt85EWHu84d59l9NjvZYnY23fpDFK+g9F9iGFzjesYTtXGnq+Zw6GlWfT6suROAl+TPnuc+ZZ/uRXAaErLVjpZ9/bYw5EejBq8JfiRb7OE2UbhtnbG8EMlU8Xy050rG6kRmv2xgTxPujnO+1r8ZzaqYJwF8KRtNHqcx3Tkww9/nDPPuvJkd7rD4IfMxaO1j6+XFjTBH4kjGmx1o7sMTtXSnq+Zw6GlWfT6suRJSS/NOL/JxZXkqvZY8Db13M33M8LcFxGsT7o+yasX0ds7toV5QjHStjzD68+pHp1pVu53ztq/GcmsO+0m3XtH/D/OfEPuY+f9J4xXGr2VEdq9I1/sEZmx8v3W4AFCI89XxOLdixnE+rvbDkmBljAsaYfcaYm2fcdSHwxHK0qRZZa13gZ3hDHIGpYstL8YorV7OfACcbY6Zfu74MGAMenblzHZ1Tv8Y7BtPPiZOAk5j7nPgJcKkxxjdt22XAT2cUxq1GR3WsjDH/Yoz52ozNF+IF02eWrJUrTz2fUwt2LOfTquuJWAzGmBgQs9b2WWsLxpivAx80xjwLPAn8HvB24PXL2c7lNv04lTZtA75ujPkV8AO8rvkE8NllauLx8nPgIeB+Y8x7gU7gr4Ft5dEX9XhOWWuzxpi/Bz5mjEkBh4C/Bx601j5UGlbWCgyWjtPngD8DPmmM2QG8Fngb8LvL8wqOnyqO1VcodTUD/wdvIqWP4XVJp5fnVSw/nVMLs5jnk3oi5nYr0Dvt55uBT+JNVPIE3pv9W6y1q3qc8QJUHCdr7XfwJjW5BW9yl7OAy621q7YCGqZ6Ya4EDgI/xqtp+BzwoWm71es59UG8CvH7gB8CL/DSrHiX4B2TSwBKMzP+Lt4b2K+A9wJXW2t/cJzbvFyO5lj9Cy9NavYfeBO87cSbLbae6ZxamEU7n3yu6y5ZK0VERGT1Uk+EiIiIVEUhQkRERKqiECEiIiJVUYgQERGRqihEiIiISFUUIkRERKQqChEiIiJSFc1YKVInjDFX4022czbewmGPAXdZa++fto8LvN1ae98SteHzwHpr7WsXuP9ZwMustd88ht/5WeBUa+2WOe47BW/K6fustTfMuO8NeLP3/Rdr7f+t9veLrGbqiRCpA8aY6/CW+P174LeA/wR8E/hnY8z0pX678KbArRX/B7hoqZ7cWvss3vTs1xtjphZRK62D8gXgbxQgROanngiR+nA98Blr7eenbXvSGGOAm/A+MJm2Dkqt8B15l2Njrf20MeaNwOeMMecCw8CXgD3AbUv9+0VWMoUIkfpQBF5pjElYa6cvgXwrEC3/MP1yRunSQx5vyeRrSs+xA/gq8Gng5YAFrrHW/vvMx8/1nDMbZYz5feD9wDmAi7e+Qbe19mFjzC7gFOB2Y8w7rbUnGWMagQ/jLaIULe3/P6y1D017zveUXldnqa0L6XG9Bm/p47uBp0rtOd9aW1jAY0Xqli5niNSHjwK/DRwwxvyrMeZWY8z51tp+a+3zh3nc1aXbVwDb8RYV+9/AR0rPlwP+rpoGGWMuAv4F+DxwJt4y2D7gM6Vd3gQ8j7cYUPmSxr14y8u/BW+p4h8APzTGnF56zrfjrSb7YbxFl14E3nqktpQWaroO+CO83ofrrbXPVfO6ROqJQoRIHbDWfhl4FV4dxKV4oeJXxphHjDFnH+ah/cD7SrUD20vb/sla+w1r7eN4K5aeU2Wz8sCfWGv/zlr7vLX2YbwAcW6pzYN4vR9pa22/MeZUvPDwTmvtj621u621W4Gf4K0cC17h6H3W2s9Yz/uBhxfYngeBIaAA/KzK1yRSV3Q5Q6ROWGt/BvzMGNOA17PwRuBG4NvGmFOttbk5HvZsaalzrLUZr4SCZ6fdPwE0VtmeR40xw8aYP8dbNv404Hzm/3JzQen2F6V2lDVOa8M5lOo7pnkIOG8BTfoMMID3vnivMeY11lpnAY8TqVsKESKrXGmkwZ8DH7LW9llri8AvgV8aY34M/Bveh+y/z/Hw/BzbFvzBaoyZ9z3GGHMZ8G28ERg/Bf4BOB345DwPKYecTXjhZbps6dZldjHmXOFoZluuB64EXoP3vvg9vN6Njx7psSL1TJczRFa/CbzCwbfNcd8w3gfvoUX6XXmgedrPpx1m3z8Bvmut/UNr7V3W2h8CJwEYY8pBwJ22/xOl205r7TPl/4Cbgf9Wuu9R4JIZv+fCwzXYGHMm3qWaj1lrH7TWfh+vwPJOY8xvHe6xIvVOPREiq5y1NmWM+RvgI8aYZuABvGBxLnAn8AVr7d5F+nU/B64zxvwUaMD7cM7Os28/8HpjzMXAQeANQHfpvkZgEhgDTjfGrLPWPmOMuR/4dGkExm7gXcANwOWlx30M+Iox5pd4vRxvwasF+clcDTDGNOEN57RUDud8f+k57zPGXGitne81iNQ19USI1AFr7Qfx5or4z3gfqE8A/wuvfuC6RfxV78YbEvoLvEmrPo03QmIuf4E3RPPfgP+HNxqjPPFVeTTGNuAK4DFjjB+vR+VbeAWd/1G6702l3gOstf8beCfwHrwZOS8utWE+H8W7hHLV9JoQa+0E8HbgDLyRKCIyB5/rukfeS0RERGQG9USIiIhIVRQiREREpCoKESIiIlIVhQgRERGpikKEiIiIVEUhQkRERKqiECEiIiJVUYgQERGRqvx/koHG08UBqIIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim_func = [linear_sim, exp_sim, cub_sim, joint_sim, step_sim, quad_sim, w_sim, spiral_sim, ubern_sim, log_sim, \n",
    "            root_sim, sin_sim, sin_sim, square_sim, two_parab_sim, circle_sim, circle_sim, square_sim, \n",
    "            multi_noise_sim, multi_indep_sim]\n",
    "sim_name = ['Linear', 'Exponential', 'Cubic', 'Joint Normal', 'Step', 'Quadratic', 'W-Shaped', 'Spiral', \n",
    "            'Uncorrelated Bernoulli', 'Logarithmic', 'Fourth Root', 'Sine (4$\\pi$)', 'Sine (16$\\pi$)', 'Square', \n",
    "            'Two Parabolas', 'Circle', 'Ellipse', 'Diamond', 'Multiplicative Noise', 'Multimodal Independence']\n",
    "\n",
    "for i in range(len(sim_func)):\n",
    "    plot_sims(sim_name[i], sim_func[i])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}