{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Notebook for generating the module `numerical_methods`\n",
    "\n",
    "**Author: Brenton LeMesurier**, lemesurierb@cofc.edu\n",
    "\n",
    "A collection of functions implementing numerical algorithms from the Jupyter book\n",
    "*Introduction to Numerical Methods and Analysis with Python*,\n",
    "derived from material for the course *Elementary Numerical Analysis* at the University of Northern Colorado in Spring 2021.\n",
    "\n",
    "**Last updated on November 21, 2022**\n",
    "\n",
    "Recent additions; most recent first:\n",
    "- fitpolynomial, evaluatepolynomial, showpolynomial\n",
    "- a function `inverse` for computing the inverse of a matrix (but use this sparingly!)\n",
    "- versions of Euler's Method and the Classical Runge-Kutta Method for systems."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Index\n",
    "\n",
    "The three main sections (so far) are\n",
    "\n",
    "- [Zero Finding](#Zero-Finding)\n",
    "- [Linear Algebra](#Linear-Algebra)\n",
    "- [Solving Initial Value Problems for Ordinary Differential Equations](#ODE-IVPs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name=\"Zero-Finding\"></a>\n",
    "## Zero Finding: solving $f(x) = 0$ or $g(x) = x$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def bisection1(f, a, b, N, demoMode=False):\n",
    "    '''Approximately solve equation f(x) = 0 in the interval [a, b] with N iterations of the Bisection Method.\n",
    "    By the way, a triple-quoted multi-line comment like this provides covenient documentation about what a function does,\n",
    "    so I encourage adding them. Try the commmand `help(bisection1)`\n",
    "    '''\n",
    "    c = (a + b)/2\n",
    "    for iteration in range(N):\n",
    "        if demoMode: print(f\"\\nIteration {iteration+1}:\")\n",
    "        if f(a) * f(c) < 0:\n",
    "            b = c\n",
    "        else:\n",
    "            a = c\n",
    "        c = (a + b)/2\n",
    "        if demoMode:\n",
    "            print(f\"The root is in interval [{a}, {b}]\")\n",
    "            print(f\"The new approximation is {c}, with backward error {np.abs(f(c)):0.3}\")\n",
    "        root = c             \n",
    "        errorBound = (c-a)\n",
    "    return (c, errorBound)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Solving by the Bisection Method.\n",
      "\n",
      "Iteration 1:\n",
      "The root is in interval [0.0, 1]\n",
      "The new approximation is 0.5, with backward error 0.378\n",
      "\n",
      "Iteration 2:\n",
      "The root is in interval [0.5, 1]\n",
      "The new approximation is 0.75, with backward error 0.0183\n",
      "\n",
      "Iteration 3:\n",
      "The root is in interval [0.5, 0.75]\n",
      "The new approximation is 0.625, with backward error 0.186\n",
      "\n",
      "Iteration 4:\n",
      "The root is in interval [0.625, 0.75]\n",
      "The new approximation is 0.6875, with backward error 0.0853\n",
      "\n",
      "Iteration 5:\n",
      "The root is in interval [0.6875, 0.75]\n",
      "The new approximation is 0.71875, with backward error 0.0339\n",
      "\n",
      "Iteration 6:\n",
      "The root is in interval [0.71875, 0.75]\n",
      "The new approximation is 0.734375, with backward error 0.00787\n",
      "\n",
      "Iteration 7:\n",
      "The root is in interval [0.734375, 0.75]\n",
      "The new approximation is 0.7421875, with backward error 0.0052\n",
      "\n",
      "Iteration 8:\n",
      "The root is in interval [0.734375, 0.7421875]\n",
      "The new approximation is 0.73828125, with backward error 0.00135\n",
      "\n",
      "Iteration 9:\n",
      "The root is in interval [0.73828125, 0.7421875]\n",
      "The new approximation is 0.740234375, with backward error 0.00192\n",
      "\n",
      "Iteration 10:\n",
      "The root is in interval [0.73828125, 0.740234375]\n",
      "The new approximation is 0.7392578125, with backward error 0.000289\n",
      "\n",
      "root=0.7392578125, backward error 0.000289\n"
     ]
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it\n",
    "    def f(x): return x - np.cos(x)\n",
    "    print(\"Solving by the Bisection Method.\")\n",
    "    (root, errorBound) = bisection1(f, a=-1, b=1, N=10, demoMode=True)\n",
    "    print(f\"\\n{root=}, backward error {np.abs(f(root)):0.3}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fpi(g, x_0, errorTolerance=1e-6, maxIterations=20, demoMode=False):\n",
    "    \"\"\"Fixed point iteration for approximately solving x = f(x),\n",
    "    x_0: the initial value\n",
    "    \"\"\"\n",
    "    x = x_0\n",
    "    for iteration in range(maxIterations):\n",
    "        x_new = g(x)\n",
    "        errorEstimate = np.abs(x_new - x)\n",
    "        x = x_new\n",
    "        if demoMode: print(f\"x_{iteration} = {x}, {errorEstimate=:0.3}\")\n",
    "        if errorEstimate <= errorTolerance: break\n",
    "    return (x, errorEstimate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fixed point iteration.\n",
      "x_0 = 1.0, errorEstimate=1.0\n",
      "x_1 = 0.5403023058681398, errorEstimate=0.46\n",
      "x_2 = 0.8575532158463934, errorEstimate=0.317\n",
      "x_3 = 0.6542897904977791, errorEstimate=0.203\n",
      "x_4 = 0.7934803587425656, errorEstimate=0.139\n",
      "x_5 = 0.7013687736227565, errorEstimate=0.0921\n",
      "x_6 = 0.7639596829006542, errorEstimate=0.0626\n",
      "x_7 = 0.7221024250267079, errorEstimate=0.0419\n",
      "x_8 = 0.7504177617637604, errorEstimate=0.0283\n",
      "x_9 = 0.7314040424225099, errorEstimate=0.019\n",
      "x_10 = 0.7442373549005569, errorEstimate=0.0128\n",
      "x_11 = 0.7356047404363473, errorEstimate=0.00863\n",
      "x_12 = 0.7414250866101093, errorEstimate=0.00582\n",
      "x_13 = 0.7375068905132427, errorEstimate=0.00392\n",
      "x_14 = 0.7401473355678758, errorEstimate=0.00264\n",
      "x_15 = 0.7383692041223231, errorEstimate=0.00178\n",
      "x_16 = 0.7395672022122561, errorEstimate=0.0012\n",
      "x_17 = 0.7387603198742112, errorEstimate=0.000807\n",
      "x_18 = 0.739303892396906, errorEstimate=0.000544\n",
      "x_19 = 0.7389377567153443, errorEstimate=0.000366\n",
      "\n",
      "root=0.7389377567153443, errorEstimate=0.0003661356815616301\n"
     ]
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it\n",
    "    def g(x): return np.cos(x)\n",
    "    print(\"Fixed point iteration.\")\n",
    "    (root, errorEstimate) = fpi(g, 0, demoMode=True)\n",
    "    print(f\"\\n{root=}, {errorEstimate=}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def newton_method(f, Df, x0, errorTolerance=1e-15, maxIterations=20, demoMode=False):\n",
    "    \"\"\"Basic usage is:\n",
    "    (rootApproximation, errorEstimate, iterations) = newton(f, Df, x0, errorTolerance)\n",
    "    There is an optional input parameter \"demoMode\" which controls whether to\n",
    "    - print intermediate results (for \"study\" purposes), or to\n",
    "    - work silently (for \"production\" use).\n",
    "    The default is silence.\n",
    "\n",
    "    \"\"\"\n",
    "    x = x0\n",
    "    for k in range(1, maxIterations+1):\n",
    "        fx = f(x)\n",
    "        Dfx = Df(x)\n",
    "        # Note: a careful, robust code would check for the possibility of division by zero here,\n",
    "        # but for now I just want a simple presentation of the basic mathematical idea.\n",
    "        dx = fx/Dfx\n",
    "        x -= dx  # Aside: this is shorthand for \"x = x - dx\"\n",
    "        errorEstimate = abs(dx)\n",
    "        if demoMode:\n",
    "            print(f\"At iteration {k} x = {x} with estimated error {errorEstimate:0.3}, backward error {abs(f(x)):0.3}\")\n",
    "        if errorEstimate <= errorTolerance:\n",
    "            iterations = k\n",
    "            return (x, errorEstimate, iterations)\n",
    "    # If we get here, it did not achieve the accuracy target:\n",
    "    iterations = k\n",
    "    return (x, errorEstimate, iterations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Solving by Newton's Method.\n",
      "At iteration 1 x = 1.0 with estimated error 1.0, backward error 0.46\n",
      "At iteration 2 x = 0.7503638678402439 with estimated error 0.25, backward error 0.0189\n",
      "At iteration 3 x = 0.7391128909113617 with estimated error 0.0113, backward error 4.65e-05\n",
      "At iteration 4 x = 0.7390851333852839 with estimated error 2.78e-05, backward error 2.85e-10\n",
      "At iteration 5 x = 0.7390851332151606 with estimated error 1.7e-10, backward error 1.11e-16\n",
      "\n",
      "The root is approximately 0.7390851332151606\n",
      "The estimated absolute error is 1.7012334067709158e-10\n",
      "The backward error is 1.11e-16\n",
      "This required 5 iterations\n"
     ]
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it\n",
    "    def f(x): return x - np.cos(x)\n",
    "    def Df(x): return 1. + np.sin(x)\n",
    "    print(\"Solving by Newton's Method.\")\n",
    "    (root, errorEstimate, iterations) = newton_method(f, Df, x0=0.,\n",
    "                                               errorTolerance=1e-8, demoMode=True)\n",
    "    print()\n",
    "    print(f\"The root is approximately {root}\")\n",
    "    print(f\"The estimated absolute error is {errorEstimate}\")\n",
    "    print(f\"The backward error is {abs(f(root)):0.3}\")\n",
    "    print(f\"This required {iterations} iterations\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def false_position(f, a, b, errorTolerance=1e-15, maxIterations=15, demoMode=False):\n",
    "    \"\"\"Solve f(x)=0 in the interval [a, b] by the Method of False Position.\n",
    "    This code also illustrates a few ideas that I encourage, such as:\n",
    "    - Avoiding infinite loops, by using for loops sand break\n",
    "    - Avoiding repeated evaluation of the same quantity\n",
    "    - Use of descriptive variable names\n",
    "    - Use of \"camelCase\" to turn descriptive phrases into valid Python variable names\n",
    "    - An optional \"demonstration mode\" to display intermediate results.\n",
    "    \"\"\"\n",
    "    fa = f(a)\n",
    "    fb = f(b)\n",
    "    for iteration in range(1, maxIterations+1):\n",
    "        if demoMode: print(f\"\\nIteration {iteration}:\")\n",
    "        c = (a * fb - fa * b)/(fb - fa)\n",
    "        fc = f(c)\n",
    "        if fa * fc < 0:\n",
    "            b = c\n",
    "            fb = fc  # N.B. When b is updated, so must be fb = f(b)\n",
    "        else:\n",
    "            a = c\n",
    "            fa = fc\n",
    "        errorBound = b - a\n",
    "        if demoMode:\n",
    "            print(f\"The root is in interval [{a}, {b}]\")\n",
    "            print(f\"The new approximation is {c}, with error bound {errorBound:0.3}, backward error {abs(fc):0.3}\")\n",
    "        if errorBound < errorTolerance:\n",
    "            break\n",
    "    # Whether we got here due to accuracy of running out of iterations,\n",
    "    # return the information we have, including an error bound:\n",
    "    root = c  # the newest value is probably the most accurate\n",
    "    return (root, errorBound)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Solving by the Method of False Position.\n",
      "\n",
      "Iteration 1:\n",
      "The root is in interval [0.5403023058681398, 1]\n",
      "The new approximation is 0.5403023058681398, with error bound 0.46, backward error 0.317\n",
      "\n",
      "Iteration 2:\n",
      "The root is in interval [0.7280103614676172, 1]\n",
      "The new approximation is 0.7280103614676172, with error bound 0.272, backward error 0.0185\n",
      "\n",
      "Iteration 3:\n",
      "The root is in interval [0.7385270062423998, 1]\n",
      "The new approximation is 0.7385270062423998, with error bound 0.261, backward error 0.000934\n",
      "\n",
      "Iteration 4:\n",
      "The root is in interval [0.7390571666782676, 1]\n",
      "The new approximation is 0.7390571666782676, with error bound 0.261, backward error 4.68e-05\n",
      "\n",
      "Iteration 5:\n",
      "The root is in interval [0.7390837322783136, 1]\n",
      "The new approximation is 0.7390837322783136, with error bound 0.261, backward error 2.34e-06\n",
      "\n",
      "Iteration 6:\n",
      "The root is in interval [0.7390850630385933, 1]\n",
      "The new approximation is 0.7390850630385933, with error bound 0.261, backward error 1.17e-07\n",
      "\n",
      "Iteration 7:\n",
      "The root is in interval [0.7390851296998365, 1]\n",
      "The new approximation is 0.7390851296998365, with error bound 0.261, backward error 5.88e-09\n",
      "\n",
      "Iteration 8:\n",
      "The root is in interval [0.7390851330390691, 1]\n",
      "The new approximation is 0.7390851330390691, with error bound 0.261, backward error 2.95e-10\n",
      "\n",
      "Iteration 9:\n",
      "The root is in interval [0.7390851332063397, 1]\n",
      "The new approximation is 0.7390851332063397, with error bound 0.261, backward error 1.48e-11\n",
      "\n",
      "Iteration 10:\n",
      "The root is in interval [0.7390851332147188, 1]\n",
      "The new approximation is 0.7390851332147188, with error bound 0.261, backward error 7.39e-13\n",
      "\n",
      "Iteration 11:\n",
      "The root is in interval [0.7390851332151385, 1]\n",
      "The new approximation is 0.7390851332151385, with error bound 0.261, backward error 3.71e-14\n",
      "\n",
      "Iteration 12:\n",
      "The root is in interval [0.7390851332151596, 1]\n",
      "The new approximation is 0.7390851332151596, with error bound 0.261, backward error 1.78e-15\n",
      "\n",
      "Iteration 13:\n",
      "The root is in interval [0.7390851332151606, 1]\n",
      "The new approximation is 0.7390851332151606, with error bound 0.261, backward error 1.11e-16\n",
      "\n",
      "Iteration 14:\n",
      "The root is in interval [0.7390851332151607, 1]\n",
      "The new approximation is 0.7390851332151607, with error bound 0.261, backward error 0.0\n",
      "\n",
      "Iteration 15:\n",
      "The root is in interval [0.7390851332151607, 1]\n",
      "The new approximation is 0.7390851332151607, with error bound 0.261, backward error 0.0\n",
      "\n",
      "The Method of False Position gave approximate root is 0.7390851332151607,\n",
      "with estimate error 0.261, backward error 0.0\n"
     ]
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it\n",
    "    def f(x): return x - np.cos(x)\n",
    "    print(\"Solving by the Method of False Position.\")\n",
    "    (root, errorBound) = false_position(f, a=-1, b=1, demoMode=True)\n",
    "    print(f\"\\nThe Method of False Position gave approximate root is {root},\")\n",
    "    print(f\"with estimate error {errorBound:0.3}, backward error {abs(f(root)):0.3}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def secant_method(f, a, b, errorTolerance=1e-15, maxIterations=15, demoMode=False):\n",
    "    \"\"\"Solve f(x)=0 in the interval [a, b] by the Secant Method.\"\"\"\n",
    "    # Some more descriptive names\n",
    "    x_older = a\n",
    "    x_more_recent = b\n",
    "    f_x_older = f(x_older)\n",
    "    f_x_more_recent = f(x_more_recent)\n",
    "    for iteration in range(1, maxIterations+1):\n",
    "        if demoMode: print(f\"\\nIteration {iteration}:\")\n",
    "        x_new = (x_older * f_x_more_recent - f_x_older * x_more_recent)/(f_x_more_recent - f_x_older)\n",
    "        f_x_new = f(x_new)\n",
    "        (x_older, x_more_recent) = (x_more_recent, x_new)\n",
    "        (f_x_older, f_x_more_recent) = (f_x_more_recent, f_x_new)\n",
    "        errorEstimate = abs(x_older - x_more_recent)\n",
    "        if demoMode:\n",
    "            print(f\"The latest pair of approximations are {x_older} and {x_more_recent},\")\n",
    "            print(f\"where the function's values are {f_x_older:0.3} and {f_x_more_recent:0.3} respectively.\")\n",
    "            print(f\"The new approximation is {x_new}, with estimated error {errorEstimate:0.3}, backward error {abs(f_x_new):0.3}\")\n",
    "        if errorEstimate < errorTolerance:\n",
    "            break\n",
    "    # Whether we got here due to accuracy of running out of iterations,\n",
    "    # return the information we have, including an error estimate:\n",
    "    return (x_new, errorEstimate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Solving by the Secant Method.\n",
      "\n",
      "Iteration 1:\n",
      "The latest pair of approximations are 1 and 0.5403023058681398,\n",
      "where the function's values are 0.46 and -0.317 respectively.\n",
      "The new approximation is 0.5403023058681398, with estimated error 0.46, backward error 0.317\n",
      "\n",
      "Iteration 2:\n",
      "The latest pair of approximations are 0.5403023058681398 and 0.7280103614676172,\n",
      "where the function's values are -0.317 and -0.0185 respectively.\n",
      "The new approximation is 0.7280103614676172, with estimated error 0.188, backward error 0.0185\n",
      "\n",
      "Iteration 3:\n",
      "The latest pair of approximations are 0.7280103614676172 and 0.7396270126307336,\n",
      "where the function's values are -0.0185 and 0.000907 respectively.\n",
      "The new approximation is 0.7396270126307336, with estimated error 0.0116, backward error 0.000907\n",
      "\n",
      "Iteration 4:\n",
      "The latest pair of approximations are 0.7396270126307336 and 0.7390838007832722,\n",
      "where the function's values are 0.000907 and -2.23e-06 respectively.\n",
      "The new approximation is 0.7390838007832722, with estimated error 0.000543, backward error 2.23e-06\n",
      "\n",
      "Iteration 5:\n",
      "The latest pair of approximations are 0.7390838007832722 and 0.7390851330557805,\n",
      "where the function's values are -2.23e-06 and -2.67e-10 respectively.\n",
      "The new approximation is 0.7390851330557805, with estimated error 1.33e-06, backward error 2.67e-10\n",
      "\n",
      "Iteration 6:\n",
      "The latest pair of approximations are 0.7390851330557805 and 0.7390851332151607,\n",
      "where the function's values are -2.67e-10 and 0.0 respectively.\n",
      "The new approximation is 0.7390851332151607, with estimated error 1.59e-10, backward error 0.0\n",
      "\n",
      "Iteration 7:\n",
      "The latest pair of approximations are 0.7390851332151607 and 0.7390851332151607,\n",
      "where the function's values are 0.0 and 0.0 respectively.\n",
      "The new approximation is 0.7390851332151607, with estimated error 0.0, backward error 0.0\n",
      "\n",
      "The Secant Method gave approximate root is 0.7390851332151607,\n",
      "with estimated error 0.0, backward error 0.0\n"
     ]
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it\n",
    "    def f(x): return x - np.cos(x)\n",
    "    print(f\"Solving by the Secant Method.\")        \n",
    "    (root, errorEstimate) = secant_method(f, a=-1, b=1, demoMode=True)\n",
    "    print(f\"\\nThe Secant Method gave approximate root is {root},\")\n",
    "    print(f\"with estimated error {errorEstimate:0.3}, backward error {abs(f(root)):0.3}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name=\"Linear-Algebra\"></a>\n",
    "## Linear Algebra"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basic row reduction elimination and backward substitution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rowreduce(A, b):\n",
    "    \"\"\"To avoid modifying the matrix and vector specified as input,\n",
    "    they are copyied to new arrays, with the method .copy()\n",
    "    Warning: it does not work to say \"U = A\" and \"c = b\";\n",
    "    this makes these names synonyms, referring to the same stored data.\n",
    "    Also: this doe not modify the vlaue of U belwo th main diagonal,\n",
    "    since they are know to be zero, an wil bever be used;\n",
    "    to clean this up, use function zeros_below_diagonal.\n",
    "    \"\"\"    \n",
    "    U = A.copy()\n",
    "    c = b.copy()\n",
    "    n = len(b)\n",
    "    # The function zeros_like() is used to create L with the same size and shape as A,\n",
    "    # and with all its elements zero initially.\n",
    "    L = np.zeros_like(A)\n",
    "    for k in range(n-1):\n",
    "        for i in range(k+1, n):\n",
    "            L[i,k] = U[i,k] / U[k,k]\n",
    "            for j in range(k+1, n):\n",
    "                U[i,j] = U[i,j] - L[i,k] * U[k,j]\n",
    "            c[i]= c[i] - L[i,k] * c[k]\n",
    "    return (U, c)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Immediately updated to the following, but I leave the first version for reference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rowreduce(A, b):\n",
    "    \"\"\"To avoid modifying the matrix and vector specified as input,\n",
    "    they are copied to new arrays, with the method .copy()\n",
    "    Warning: it does not work to say \"U = A\" and \"c = b\";\n",
    "    this makes these names synonyms, referring to the same stored data.\n",
    "    This code leaves \"garbage values\" below the main diagonal.\n",
    "    \"\"\"    \n",
    "    U = A.copy()\n",
    "    c = b.copy()\n",
    "    n = len(b)\n",
    "    # The function zeros_like() is used to create L with the same size and shape as A,\n",
    "    # and with all its elements zero initially.\n",
    "    L = np.zeros_like(A)\n",
    "    for k in range(n-1):\n",
    "        # compute all the L values for column k:\n",
    "        L[k+1:n,k] = U[k+1:n,k] / U[k,k]  # Beware the case where U[k,k] is 0\n",
    "        for i in range(k+1, n):\n",
    "            U[i,k+1:n] -= L[i,k] * U[k,k+1:n]  # Update row i\n",
    "        c[k+1:n] -= L[k+1:n,k] * c[k]  # update c values\n",
    "    return (U, c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rowreduce(A, b, demoMode=False):\n",
    "    \"\"\"To avoid modifying the matrix and vector specified as input,\n",
    "    they are copied to new arrays, with the method .copy()\n",
    "    Warning: it does not work to say \"U = A\" and \"c = b\";\n",
    "    this makes these names synonyms, referring to the same stored data.\n",
    "    This code leaves \"garbage values\" below the main diagonal.\n",
    "    \"\"\"    \n",
    "    U = A.copy()\n",
    "    c = b.copy()\n",
    "    n = len(b)\n",
    "    # The function zeros_like() is used to create L with the same size and shape as A,\n",
    "    # and with all its elements zero initially.\n",
    "    L = np.zeros_like(A)\n",
    "    for k in range(n-1):\n",
    "        if demoMode: print(f\"Step {k=}\")\n",
    "        # compute all the L values for column k:\n",
    "        L[k+1:,k] = U[k+1:n,k] / U[k,k]  # Beware the case where U[k,k] is 0\n",
    "        if demoMode:\n",
    "            print(f\"The multipliers in column {k+1} are {L[k+1:,k]}\")\n",
    "        for i in range(k+1, n):\n",
    "            U[i,k+1:n] -= L[i,k] * U[k,k+1:n]  # Update row i\n",
    "        c[k+1:n] -= L[k+1:n,k] * c[k]  # update c values\n",
    "        if demoMode:\n",
    "            # insert zeros in U:\n",
    "            U[k+1:, k] = 0.\n",
    "            print(f\"The updated matrix is\\n{U}\")\n",
    "            print(f\"The updated right-hand side is\\n{c}\")\n",
    "    return (U, c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A =\n",
      "[[  1.  -3.  15.]\n",
      " [  5. 200.   7.]\n",
      " [  4.  11.  -6.]]\n",
      "b = [4. 3. 2.]\n",
      "Step k=0\n",
      "The multipliers in column 1 are [5. 4.]\n",
      "The updated matrix is\n",
      "[[  1.  -3.  15.]\n",
      " [  0. 215. -68.]\n",
      " [  0.  23. -66.]]\n",
      "The updated right-hand side is\n",
      "[  4. -17. -14.]\n",
      "Step k=1\n",
      "The multipliers in column 2 are [0.10697674]\n",
      "The updated matrix is\n",
      "[[  1.         -3.         15.       ]\n",
      " [  0.        215.        -68.       ]\n",
      " [  0.          0.        -58.7255814]]\n",
      "The updated right-hand side is\n",
      "[  4.         -17.         -12.18139535]\n",
      "U =\n",
      "[[  1.         -3.         15.       ]\n",
      " [  0.        215.        -68.       ]\n",
      " [  0.          0.        -58.7255814]]\n",
      "c = [  4.         -17.         -12.18139535]\n"
     ]
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it\n",
    "#    A = np.array([[4. , 235. , 7.], [3. , 5. , -6.],[1. , -3. , 22.]])\n",
    "    A = np.array([[1. , -3. , 15.], [5. , 200. , 7.], [4. , 11. , -6.]])\n",
    "    print(f\"A =\\n{A}\")\n",
    "#    b = np.array([2. , 3. , 4.])\n",
    "    b = np.array([4. , 3. , 2.])\n",
    "    print(f\"b = {b}\")\n",
    "    \n",
    "    (U, c) = rowreduce(A, b, demoMode=True)\n",
    "    #zeros_below_diagonal(U)\n",
    "    print(f\"U =\\n{U}\")\n",
    "    print(f\"c = {c}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def backwardsubstitution(U, c, demoMode=False):\n",
    "    \"\"\"Solve U x = c for b.\n",
    "    \n",
    "    2021-03-07: aded a demonstration mode.\n",
    "    \"\"\"\n",
    "    n = len(c)\n",
    "    x = np.zeros(n)\n",
    "    x[-1] = c[-1]/U[-1,-1]\n",
    "    if demoMode: print(f\"x_{n} = {x[-1]}\")\n",
    "    for i in range(2, n+1):\n",
    "        x[-i] = (c[-i] - sum(U[-i,1-i:] * x[1-i:])) / U[-i,-i]\n",
    "        if demoMode: print(f\"x_{n-i+1} = {x[-i]}\")\n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def solvelinearsystem(A, b): return backwardsubstitution(*rowreduce(A, b));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_3 = 0.20742911452558213\n",
      "x_2 = -0.013464280057025185\n",
      "x_1 = 0.8481704419451925\n",
      "\n",
      "x = [ 0.84817044 -0.01346428  0.20742911]\n",
      "The residual b - Ax = [ 0.0000000e+00 -8.8817842e-16 -4.4408921e-16],\n",
      "with maximum norm 8.88e-16.\n"
     ]
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it\n",
    "    x = backwardsubstitution(U, c, demoMode=True)\n",
    "    print(\"\")\n",
    "    print(f\"x = {x}\")\n",
    "    r = b - A@x\n",
    "    print(f\"The residual b - Ax = {r},\")\n",
    "    print(f\"with maximum norm {max(abs(r)):.3}.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### LU factorization ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def lu_factorize(A, demoMode=False):\n",
    "    \"\"\"Compute the Doolittle LU factorization of A.\n",
    "    Sums like $\\sum_{s=1}^{k-1} l_{k,s} u_{s,j}$ are done as matrix products;\n",
    "    in the above case, row matrix L[k, 1:k-1] by column matrix U[1:k-1,j] gives the sum for a give j,\n",
    "    and row matrix L[k, 1:k-1] by matrix U[1:k-1,k:n] gives the relevant row vector.\n",
    "    \"\"\"\n",
    "    n = len(A)  # len() gives the number of rows in a 2D array.\n",
    "    # Initialize U as the zero matrix;\n",
    "    # correct below the main diagonal, with the other entries to be computed below.\n",
    "    U = np.zeros_like(A)\n",
    "    # Initialize L as the identity matrix;\n",
    "    # correct on and above the main diagonal, with the other entries to be computed below.\n",
    "    L = np.identity(n)\n",
    "   # Column and row 1 (i.e Python index 0) are special:\n",
    "    U[0,:] = A[0,:]\n",
    "    L[1:,0] = A[1:,0]/U[0,0]\n",
    "    if demoMode:\n",
    "        print(f\"After step k=0\")\n",
    "        print(f\"U=\\n{U}\")\n",
    "        print(f\"L=\\n{L}\")\n",
    "    for k in range(1, n-1):\n",
    "        U[k,k:] = A[k,k:] - L[k,:k] @ U[:k,k:]\n",
    "        L[k+1:,k] = (A[k+1:,k] - L[k+1:,:k] @ U[:k,k])/U[k,k]\n",
    "        if demoMode:\n",
    "            print(f\"After step {k=}\")\n",
    "            print(f\"U=\\n{U}\")\n",
    "            print(f\"L=\\n{L}\")\n",
    "    # The last row (index \"-1\") is special: nothing to do for L\n",
    "    U[-1,-1] = A[-1,-1] - sum(L[-1,:-1]*U[:-1,-1])\n",
    "    if demoMode:\n",
    "        print(f\"After the final step, k={n-1}\")\n",
    "        print(f\"U=\\n{U}\")\n",
    "    return (L, U)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A =\n",
      "[[  1.  -3.  15.]\n",
      " [  5. 200.   7.]\n",
      " [  4.  11.  -6.]]\n",
      "b = [4. 3. 2.]\n",
      "After step k=0\n",
      "U=\n",
      "[[ 1. -3. 15.]\n",
      " [ 0.  0.  0.]\n",
      " [ 0.  0.  0.]]\n",
      "L=\n",
      "[[1. 0. 0.]\n",
      " [5. 1. 0.]\n",
      " [4. 0. 1.]]\n",
      "After step k=1\n",
      "U=\n",
      "[[  1.  -3.  15.]\n",
      " [  0. 215. -68.]\n",
      " [  0.   0.   0.]]\n",
      "L=\n",
      "[[1.         0.         0.        ]\n",
      " [5.         1.         0.        ]\n",
      " [4.         0.10697674 1.        ]]\n",
      "After the final step, k=2\n",
      "U=\n",
      "[[  1.         -3.         15.       ]\n",
      " [  0.        215.        -68.       ]\n",
      " [  0.          0.        -58.7255814]]\n",
      "A=\n",
      "[[  1.  -3.  15.]\n",
      " [  5. 200.   7.]\n",
      " [  4.  11.  -6.]]\n",
      "L=\n",
      "[[1.         0.         0.        ]\n",
      " [5.         1.         0.        ]\n",
      " [4.         0.10697674 1.        ]]\n",
      "U=\n",
      "[[  1.         -3.         15.       ]\n",
      " [  0.        215.        -68.       ]\n",
      " [  0.          0.        -58.7255814]]\n",
      "L times U is \n",
      "[[  1.  -3.  15.]\n",
      " [  5. 200.   7.]\n",
      " [  4.  11.  -6.]]\n",
      "The 'residual' A - LU is \n",
      "[[0. 0. 0.]\n",
      " [0. 0. 0.]\n",
      " [0. 0. 0.]]\n"
     ]
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it\n",
    "#    A = np.array([[4. , 235. , 7.], [3. , 5. , -6.],[1. , -3. , 22.]])\n",
    "    A = np.array([[1. , -3. , 15.], [5. , 200. , 7.], [4. , 11. , -6.]])\n",
    "    print(f\"A =\\n{A}\")\n",
    "#    b = np.array([2. , 3. , 4.])\n",
    "    b = np.array([4. , 3. , 2.])\n",
    "    print(f\"b = {b}\")\n",
    "\n",
    "    (L, U) = lu_factorize(A, demoMode=True)\n",
    "\n",
    "    print(f\"A=\\n{A}\")\n",
    "    print(f\"L=\\n{L}\")\n",
    "    print(f\"U=\\n{U}\")\n",
    "    print(f\"L times U is \\n{L@U}\")\n",
    "    print(f\"The 'residual' A - LU is \\n{A - L@U}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name=\"forwardsubstitution\"></a>\n",
    "### ... and forward substitution ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def forwardsubstitution(L, b, demoMode=False):\n",
    "    \"\"\"Solve L c = b for c.\n",
    "    \"\"\"\n",
    "    n = len(b)\n",
    "    c = np.zeros(n)\n",
    "    c[0] = b[0]\n",
    "    if demoMode: print(f\"c_1 = {c[0]}\")\n",
    "    for i in range(1, n):\n",
    "        c[i] = b[i] - L[i,:i] @ c[:i]\n",
    "        # Note: the above uses a row-by-column matrix multiplication to do the same as\n",
    "        #c[i] = b[i] - sum(L[i,:i] * c[:i])\n",
    "        if demoMode: print(f\"c_{i+1} = {c[i]}\")\n",
    "    return c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "c_1 = 4.0\n",
      "c_2 = -17.0\n",
      "c_3 = -12.18139534883721\n",
      "\n",
      "c = [  4.         -17.         -12.18139535]\n"
     ]
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it\n",
    "    c = forwardsubstitution(L, b, demoMode=True)\n",
    "    print(\"\")\n",
    "    print(f\"c = {c}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ... and finally backward substitution again, to complete the LU factorization method example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_3 = 0.20742911452558213\n",
      "x_2 = -0.013464280057025185\n",
      "x_1 = 0.8481704419451925\n",
      "\n",
      "The residual c - Ux for the backward substitution step is [0. 0. 0.]\n",
      "\t with maximum norm 0.0\n",
      "The residual b - Ax for the whole solving process is [ 0.0000000e+00 -8.8817842e-16 -4.4408921e-16]\n",
      "\t with maximum norm 8.88e-16\n"
     ]
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it\n",
    "    x = backwardsubstitution(U, c, demoMode=True)\n",
    "    print(\"\")\n",
    "    print(f\"The residual c - Ux for the backward substitution step is {c - U@x}\")\n",
    "    print(f\"\\t with maximum norm {np.max(np.abs(c - U@x)):0.3}\")\n",
    "    print(f\"The residual b - Ax for the whole solving process is {b - A@x}\")\n",
    "    print(f\"\\t with maximum norm {np.max(np.abs(b - A@x)):0.3}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rowreducemaximalmlementmivoting(A, b, demoMode=False):\n",
    "    \"\"\"Solve Ax=b by maximl element partial pivoting.\n",
    "    This version actually swaps rows rather than keeping track of pivot row indices.\n",
    "    \"\"\"    \n",
    "    U = A.copy()\n",
    "    c = b.copy()\n",
    "    n = len(b)\n",
    "    # The function zeros_like() is used to create L with the same size and shape as A,\n",
    "    # and with all its elements zero initially.\n",
    "    L = np.zeros_like(A)\n",
    "    for k in range(n-1):\n",
    "        if demoMode: print(f\"Step {k=}\")\n",
    "        # Swap rows if necessary\n",
    "        pivot_row = k\n",
    "        size_U_pivot_row_k = abs(U[k,k])\n",
    "        for i in range(k+1,n):\n",
    "            size_U_i_k = abs(U[i,k])\n",
    "            if size_U_i_k > size_U_pivot_row_k:\n",
    "                pivot_row = i\n",
    "                size_U_pivot_row_k = size_U_i_k\n",
    "        # swap rows?\n",
    "        if pivot_row > k:\n",
    "            if demoMode:\n",
    "                print(f\"swap row {k} with row {pivot_row}\")\n",
    "            row_temp = U[pivot_row].copy()\n",
    "            U[pivot_row] = U[k].copy()\n",
    "            U[k] = row_temp.copy()\n",
    "            #( U[k,:], U[pivot_row,:] ) = ( U[pivot_row,:], U[k,:] )\n",
    "            ( c[k], c[pivot_row] ) = ( c[pivot_row], c[k] )\n",
    "            if demoMode:\n",
    "                print(f\"After this row swap, the matrix is\\n{U}\")\n",
    "                print(f\"and the right-hand side is\\n{c}\")\n",
    "        # compute all the L values for column k:\n",
    "        L[k+1:,k] = U[k+1:n,k] / U[k,k]\n",
    "        if demoMode:\n",
    "            print(f\"The multipliers in column {k+1} are {L[k+1:,k]}\")\n",
    "        for i in range(k+1, n):\n",
    "            U[i,k+1:n] -= L[i,k] * U[k,k+1:n]  # Update row i\n",
    "        c[k+1:n] -= L[k+1:n,k] * c[k]  # update c values\n",
    "        if demoMode:\n",
    "            # insert zeros in U:\n",
    "            U[k+1:, k] = 0.\n",
    "            print(f\"The updated matrix is\\n{U}\")\n",
    "            print(f\"The updated right-hand side is\\n{c}\")\n",
    "    return (U, c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A =\n",
      "[[  1.  -3.  15.]\n",
      " [  5. 200.   7.]\n",
      " [  4.  11.  -6.]]\n",
      "b = [4. 3. 2.]\n",
      "Step k=0\n",
      "swap row 0 with row 1\n",
      "After this row swap, the matrix is\n",
      "[[  5. 200.   7.]\n",
      " [  1.  -3.  15.]\n",
      " [  4.  11.  -6.]]\n",
      "and the right-hand side is\n",
      "[3. 4. 2.]\n",
      "The multipliers in column 1 are [0.2 0.8]\n",
      "The updated matrix is\n",
      "[[   5.   200.     7. ]\n",
      " [   0.   -43.    13.6]\n",
      " [   0.  -149.   -11.6]]\n",
      "The updated right-hand side is\n",
      "[ 3.   3.4 -0.4]\n",
      "Step k=1\n",
      "swap row 1 with row 2\n",
      "After this row swap, the matrix is\n",
      "[[   5.   200.     7. ]\n",
      " [   0.  -149.   -11.6]\n",
      " [   0.   -43.    13.6]]\n",
      "and the right-hand side is\n",
      "[ 3.  -0.4  3.4]\n",
      "The multipliers in column 2 are [0.2885906]\n",
      "The updated matrix is\n",
      "[[   5.          200.            7.        ]\n",
      " [   0.         -149.          -11.6       ]\n",
      " [   0.            0.           16.94765101]]\n",
      "The updated right-hand side is\n",
      "[ 3.         -0.4         3.51543624]\n",
      "U =\n",
      "[[   5.          200.            7.        ]\n",
      " [   0.         -149.          -11.6       ]\n",
      " [   0.            0.           16.94765101]]\n",
      "c = [ 3.         -0.4         3.51543624]\n"
     ]
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it\n",
    "    A = np.array([[1. , -3. , 15.], [5. , 200. , 7.], [4. , 11. , -6.]])\n",
    "    print(f\"A =\\n{A}\")\n",
    "    b = np.array([4. , 3. , 2.])\n",
    "    print(f\"b = {b}\")\n",
    "\n",
    "    (U, c) = rowreducemaximalmlementmivoting(A, b, demoMode=True)\n",
    "    #zeros_below_diagonal(U)\n",
    "    print(f\"U =\\n{U}\")\n",
    "    print(f\"c = {c}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def inverse(A):\n",
    "    \"\"\"Use sparingly; there is usually a way to avoid computing inverses that is faster and with less rounding error!\"\"\"\n",
    "    n = len(A)\n",
    "    A_inverse = np.zeros_like(A)\n",
    "    (L, U) = lu_factorize(A)\n",
    "    for i in range(n):\n",
    "        b = np.zeros(n)\n",
    "        b[i] = 1.0\n",
    "        c = forwardsubstitution(L, b)\n",
    "        A_inverse[:,i] = backwardsubstitution(U, c)\n",
    "    return A_inverse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Hilbert matrix H_2 is\n",
      "[[1.         0.5       ]\n",
      " [0.5        0.33333333]]\n",
      "and its inverse is\n",
      "[[ 4. -6.]\n",
      " [-6. 12.]]\n",
      "to verify, their product is\n",
      "[[1. 0.]\n",
      " [0. 1.]]\n",
      "\n",
      "The Hilbert matrix H_3 is\n",
      "[[1.         0.5        0.33333333]\n",
      " [0.5        0.33333333 0.25      ]\n",
      " [0.33333333 0.25       0.2       ]]\n",
      "and its inverse is\n",
      "[[   9.  -36.   30.]\n",
      " [ -36.  192. -180.]\n",
      " [  30. -180.  180.]]\n",
      "to verify, their product is\n",
      "[[1. 0. 0.]\n",
      " [0. 1. 0.]\n",
      " [0. 0. 1.]]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it\n",
    "\n",
    "    def hilbert(n):\n",
    "        H = np.zeros([n,n])\n",
    "        for i in range(n):\n",
    "            for j in range(n):\n",
    "                H[i,j] = 1.0/(1.0 + i + j)\n",
    "        return H\n",
    "\n",
    "    for n in range(2,4):\n",
    "        H_n = hilbert(n)\n",
    "        print(f\"The Hilbert matrix H_{n} is\")\n",
    "        print(H_n)\n",
    "        H_n_inverse = inverse(H_n)\n",
    "        print(\"and its inverse is\")\n",
    "        print(H_n_inverse)\n",
    "        print(\"to verify, their product is\")\n",
    "        print(H_n @ H_n_inverse)\n",
    "        print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name=\"polynomialfitting\"></a>\n",
    "## Polynomial Collocation and Approximation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fitpolynomial(x, y):\n",
    "    \"\"\"Compute the coefficients c_i of the polynomial of lowest degree that collocates the points (x[i], y[i]).\n",
    "    These are returned in an array c of the same length as x and y, even if the degree is less than the normal length(x)-1,\n",
    "    in which case the array has some trailing zeroes.\n",
    "    The polynomial is thus p(x) = c[0] + c[1]x + ... c[d] x^d where n =length(x)-1, the nominal degree.\n",
    "    \"\"\"\n",
    "    nnodes = len(x)\n",
    "    n = nnodes - 1\n",
    "    V = np.zeros([nnodes, nnodes])\n",
    "    for i in range(nnodes):\n",
    "        for j in range(nnodes):\n",
    "             V[i,j] = x[i]**j\n",
    "    (U, z) = rowreduce(V, y)\n",
    "    c = backwardsubstitution(U, z)\n",
    "    return c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def evaluatepolynomial(x, coeffs):\n",
    "    # Evaluate the polynomial with coefficients in coeffs  at the points in x.\n",
    "    npoints = len(x)\n",
    "    ncoeffs = len(coeffs)\n",
    "    n = ncoeffs - 1\n",
    "    powers = np.linspace(0, n, n+1)\n",
    "    y = np.zeros_like(x)\n",
    "    for i in range(npoints):\n",
    "        y[i] = sum(coeffs * x[i]**powers)\n",
    "    return y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "def showpolynomial(c):\n",
    "    print(\"P(x) = \", end=\"\")\n",
    "    n = len(c)-1\n",
    "    print(f\"{c[0]:.4}\", end=\"\")\n",
    "    if n > 0:\n",
    "        coeff = c[1]\n",
    "        if coeff > 0:\n",
    "            print(f\" + {coeff:.4}x\", end=\"\")\n",
    "        elif coeff < 0:\n",
    "            print(f\" - {-coeff:.4}x\", end=\"\")\n",
    "    if n > 1:\n",
    "        for j in range(2, len(c)):\n",
    "            coeff = c[j]\n",
    "            if coeff > 0:\n",
    "                print(f\" + {coeff:.4}x^{j}\", end=\"\")\n",
    "            elif coeff < 0:\n",
    "                print(f\" - {-coeff:.4}x^{j}\", end=\"\")\n",
    "    print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name=\"ODE-IVPs\"></a>\n",
    "## Solving Initial Value Problems for Ordinary Differential Equations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basic implementations of some basic methods\n",
    "\n",
    "(More to come.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def eulermethod(f, a, b, u_0, n=100):\n",
    "    \"\"\"Use Euler's Method to solve du/dt = f(t, u) for t in [a, b], with initial value u(a) = u_0\"\"\"\n",
    "    h = (b-a)/n\n",
    "    t = np.linspace(a, b, n+1)  # Note: \"n\" counts steps, so there are n+1 values for t.\n",
    "\n",
    "    # Only the following two lines will need to change for the systems version\n",
    "    U = np.empty_like(t)\n",
    "    U[0] = u_0\n",
    "    \n",
    "    for i in range(n):\n",
    "        U[i+1] = U[i] + f(t[i], U[i])*h\n",
    "    return (t, U)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it.\n",
    "    \n",
    "    def f_1(t, u):\n",
    "        \"\"\"The simplest \"genuine\" ODE, (not just integration)\n",
    "        The solution is u(t) = u(t; a, u_0) = u_0 exp(t-a)\n",
    "        \"\"\"\n",
    "        return K*u\n",
    "    def u_1(t): return u_0 * np.exp(K*(t-a))\n",
    " \n",
    "    a = 1.\n",
    "    b = 3.\n",
    "    u_0 = 2.\n",
    "    K = 0.5\n",
    "    n = 10\n",
    "\n",
    "    (t, U) = eulermethod(f_1, a, b, u_0, n)\n",
    "    h = (b-a)/n\n",
    "    plt.figure(figsize=[12,6])\n",
    "    plt.title(f\"Solving du/dt = Ku, {a=}, {u_0=} — by Euler's method with {n} steps\")\n",
    "    plt.plot(t, u_1(t), 'g', label=\"Exact solution\")\n",
    "    plt.plot(t, U, 'b:', label=f\"Euler's answer with h={h:0.3}\")\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "\n",
    "    plt.figure(figsize=[12,4])\n",
    "    plt.title(f\"Error\")\n",
    "    plt.plot(t, U - u_1(t))\n",
    "    plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "def euler_system(f, a, b, u_0, n=100):\n",
    "    \"\"\"Use Euler's Method to solve du/dt = f(t, u) for t in [a, b], with initial value u(a) = u_0\n",
    "    Modified from function euler to handle systems.\"\"\"\n",
    "    h = (b-a)/n\n",
    "    t = np.linspace(a, b, n+1)  # Note: \"n\" counts steps, so there are n+1 values for t.\n",
    "    \n",
    "    # Only the following three lines change for the systems version\n",
    "    n_unknowns = len(u_0)\n",
    "    U = np.zeros([n+1, n_unknowns])\n",
    "    U[0] = np.array(u_0)\n",
    "\n",
    "    for i in range(n):\n",
    "        U[i+1] = U[i] + f(t[i], U[i])*h\n",
    "    return (t, U)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it.\n",
    "    \n",
    "    def f(t, u):\n",
    "        return np.array([ u[1], -(k/M)*u[0] - (D/M)*u[1]])\n",
    "\n",
    "    M = 1.0\n",
    "    k = 1.0\n",
    "    D = 0.1\n",
    "    u_0 = [1.0, 0.0]\n",
    "    a = 0.0\n",
    "    b = 8 * np.pi # Four periods\n",
    "\n",
    "    n=10000\n",
    "    (t, U) = euler_system(f, a, b, u_0, n)\n",
    "    y = U[:,0]\n",
    "    Dy = U[:,1]\n",
    "\n",
    "    plt.figure(figsize=[12,6])\n",
    "    plt.title(f\"U_0, = y with {k=}, {D=} — by Euler with {n} steps\")\n",
    "    plt.plot(t, y)\n",
    "    plt.xlabel('t')\n",
    "    plt.ylabel('y')\n",
    "    plt.grid(True)\n",
    "\n",
    "    plt.figure(figsize=[12,6])\n",
    "    plt.title(f\"U_1, = dy/dt with {k=}, {D=} — by Euler with {n} steps\")\n",
    "    plt.plot(t, Dy)\n",
    "    plt.xlabel('t')\n",
    "    plt.ylabel('dy/dt')\n",
    "    plt.grid(True)\n",
    "\n",
    "    plt.figure(figsize=[12,6])\n",
    "    plt.title(f\"U_0=y and U_1=dy/dt with {k=}, {D=} — by Euler with {n} steps\")\n",
    "    plt.plot(t, U)\n",
    "    plt.xlabel('t')\n",
    "    plt.ylabel('y and dy/dt')\n",
    "    plt.grid(True)\n",
    "\n",
    "    plt.figure(figsize=[8,8])  # Make axes equal length; orbits should be circular or \"circular spirals\" \n",
    "    if D == 0.:\n",
    "        plt.title(f\"The orbits of the undamped mass-spring system, {k=} — by Euler with {n} steps\")\n",
    "    else:\n",
    "        plt.title(f\"The orbits of the damped mass-spring system, k={k}, D={D} — by Euler with {n} steps\")\n",
    "    plt.plot(y, Dy)\n",
    "    plt.xlabel('y')\n",
    "    plt.ylabel('dy/dt')\n",
    "    plt.plot(y[0], Dy[0], \"g*\", label=\"start\")\n",
    "    plt.plot(y[-1], Dy[-1], \"r*\", label=\"end\")\n",
    "    plt.legend()\n",
    "    plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "def explicittrapezoid(f, a, b, u_0, n=100):\n",
    "    \"\"\"Use the Explict Trapezoid Method (a.k.a Improved Euler)\n",
    "    to solve du/dt = f(t, u) for t in [a, b], with initial value u(a) = u_0\"\"\"\n",
    "    h = (b-a)/n\n",
    "    t = np.linspace(a, b, n+1)  # Note: \"n\" counts steps, so there are n+1 values for t.\n",
    "\n",
    "    # Only the following two lines will need to change for the systems version\n",
    "    U = np.empty_like(t)\n",
    "    U[0] = u_0\n",
    "\n",
    "    for i in range(n):\n",
    "        K_1 = f(t[i], U[i])*h\n",
    "        K_2 = f(t[i]+h, U[i]+K_1)*h\n",
    "        U[i+1] = U[i] + (K_1 + K_2)/2.\n",
    "    return (t, U)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it.\n",
    "  \n",
    "    a = 1.\n",
    "    b = 3.\n",
    "    u_0 = 2.\n",
    "    K = 1.\n",
    "    n = 10\n",
    "\n",
    "    (t, U) = explicittrapezoid(f_1, a, b, u_0, n)\n",
    "    h = (b-a)/n\n",
    "    plt.figure(figsize=[12,6])\n",
    "    plt.title(f\"Solving du/dt = Ku, {a=}, {u_0=} — by the Explicit Trapezoid Method with {n} steps\")\n",
    "    plt.plot(t, u_1(t), 'g', label=\"Exact solution\")\n",
    "    plt.plot(t, U, 'b:', label=f\"Solution with h={h:0.3}\")\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "\n",
    "    plt.figure(figsize=[12,4])\n",
    "    plt.title(f\"Error\")\n",
    "    plt.plot(t, U - u_1(t))\n",
    "    plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it.\n",
    "    \n",
    "    def f_2(t, u):\n",
    "        \"\"\"A simple more \"generic\" test case, with f(t, u) depending on both variables.\n",
    "        The solution for a=0 is u(t) = u(t; 0, u_0) = cos t + (u_0 - 1) e^(-Kt)\n",
    "        The solution in general is u(t) = u(t; a, u_0) = cos t + C e^(-K t), C = (u_0 - cos(a)) exp(K a)\n",
    "        \"\"\"\n",
    "        return  K*(np.cos(t) - u) - np.sin(t)\n",
    "    def u_2(t): return np.cos(t) + C * np.exp(-K*t)\n",
    "\n",
    "    a = 1.\n",
    "    b = a + 4 * np.pi  # Two periods\n",
    "    u_0 = 2.\n",
    "    K = 2.\n",
    "    n = 50\n",
    "\n",
    "    (t, U) = explicittrapezoid(f_2, a, b, u_0, n)\n",
    "    C = (u_0 - np.cos(a)) * np.exp(K*a)\n",
    "    h = (b-a)/n\n",
    "    plt.figure(figsize=[12,6])\n",
    "    plt.title(f\"Solving du/dt = K(cos(t) - u) - sin(t), {K=}, {a=}, {u_0=} — by the Explicit Trapezoid Method with {n} steps\")\n",
    "    plt.plot(t, u_2(t), 'g', label=\"Exact solution\")\n",
    "    plt.plot(t, U, 'b:', label=f\"Solution with h={h:0.3}\")\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    \n",
    "    plt.figure(figsize=[12,4])\n",
    "    plt.title(f\"Error\")\n",
    "    plt.plot(t, U - u_2(t))\n",
    "    plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "def explicitmidpoint(f, a, b, u_0, n=100):\n",
    "    \"\"\"Use the Explicit Midpoint Method (a.k.a Modified Euler)\n",
    "    to solve du/dt = f(t, u) for t in [a, b], with initial value u(a) = u_0\"\"\"\n",
    "    h = (b-a)/n\n",
    "    t = np.linspace(a, b, n+1)  # Note: \"n\" counts steps, so there are n+1 values for t.\n",
    "\n",
    "    # Only the following two lines will need to change for the systems version\n",
    "    U = np.empty_like(t)\n",
    "    U[0] = u_0\n",
    "\n",
    "    for i in range(n):\n",
    "        K_1 = f(t[i], U[i])*h\n",
    "        K_2 = f(t[i]+h/2, U[i]+K_1/2)*h\n",
    "        U[i+1] = U[i] + K_2\n",
    "    return (t, U)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it.\n",
    "  \n",
    "    a = 1.\n",
    "    b = 3.\n",
    "    u_0 = 2.\n",
    "    K = 1.\n",
    "    n = 10\n",
    "\n",
    "    (t, U) = explicitmidpoint(f_1, a, b, u_0, n)\n",
    "    h = (b-a)/n\n",
    "    plt.figure(figsize=[12,6])\n",
    "    plt.title(f\"Solving du/dt = Ku, {a=}, {u_0=} — by the Explicit Midpoint Method with {n} steps\")\n",
    "    plt.plot(t, u_1(t), 'g', label=\"Exact solution\")\n",
    "    plt.plot(t, U, 'b:', label=f\"Solution with h={h:0.3}\")\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "\n",
    "    plt.figure(figsize=[12,4])\n",
    "    plt.title(f\"Error\")\n",
    "    plt.plot(t, U - u_1(t))\n",
    "    plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it.\n",
    "    \n",
    "    def f_2(t, u):\n",
    "        \"\"\"A simple more \"generic\" test case, with f(t, u) depending on both variables.\n",
    "        The solution for a=0 is u(t) = u(t; 0, u_0) = cos t + (u_0 - 1) e^(-Kt)\n",
    "        The solution in general is u(t) = u(t; a, u_0) = cos t + C e^(-K t), C = (u_0 - cos(a)) exp(K a)\n",
    "        \"\"\"\n",
    "        return  K*(np.cos(t) - u) - np.sin(t)\n",
    "    def u_2(t): return np.cos(t) + C * np.exp(-K*t)\n",
    "\n",
    "    a = 1.\n",
    "    b = a + 4 * np.pi  # Two periods\n",
    "    u_0 = 2.\n",
    "    K = 2.\n",
    "    n = 50\n",
    "\n",
    "    (t, U) = explicitmidpoint(f_2, a, b, u_0, n)\n",
    "    C = (u_0 - np.cos(a)) * np.exp(K*a)\n",
    "    h = (b-a)/n\n",
    "    plt.figure(figsize=[12,6])\n",
    "    plt.title(f\"Solving du/dt = K(cos(t) - u) - sin(t), {K=}, {a=}, {u_0=} — by the Explicit Midpoint Method with {n} steps\")\n",
    "    plt.plot(t, u_2(t), 'g', label=\"Exact solution\")\n",
    "    plt.plot(t, U, 'b:', label=f\"Solution with h={h:0.3}\")\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    \n",
    "    plt.figure(figsize=[12,4])\n",
    "    plt.title(f\"Error\")\n",
    "    plt.plot(t, U - u_2(t))\n",
    "    plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rungekutta(f, a, b, u_0, n=100):\n",
    "    \"\"\"Use the (classical) Runge-Kutta Method\n",
    "    to solve du/dt = f(t, u) for t in [a, b], with initial value u(a) = u_0\"\"\"\n",
    "    h = (b-a)/n\n",
    "    t = np.linspace(a, b, n+1)  # Note: \"n\" counts steps, so there are n+1 values for t.\n",
    "\n",
    "    # Only the following two lines will need to change for the systems version\n",
    "    U = np.empty_like(t)\n",
    "    U[0] = u_0\n",
    "\n",
    "    for i in range(n):\n",
    "        K_1 = f(t[i], U[i])*h\n",
    "        K_2 = f(t[i]+h/2, U[i]+K_1/2)*h\n",
    "        K_3 = f(t[i]+h/2, U[i]+K_2/2)*h\n",
    "        K_4 = f(t[i]+h, U[i]+K_3)*h\n",
    "        U[i+1] = U[i] + (K_1 + 2*K_2 + 2*K_3 + K_4)/6\n",
    "    return (t, U)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it.\n",
    "  \n",
    "    a = 1.\n",
    "    b = 3.\n",
    "    u_0 = 2.\n",
    "    K = 1.\n",
    "    n = 10\n",
    "\n",
    "    (t, U) = rungekutta(f_1, a, b, u_0, n)\n",
    "    h = (b-a)/n\n",
    "    plt.figure(figsize=[12,6])\n",
    "    plt.title(f\"Solving du/dt = Ku, {a=}, {u_0=} — by the Runge-Kutta Method with {n} steps\")\n",
    "    plt.plot(t, u_1(t), 'g', label=\"Exact solution\")\n",
    "    plt.plot(t, U, 'b:', label=f\"Solution with h={h:0.3}\")\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "\n",
    "    plt.figure(figsize=[12,4])\n",
    "    plt.title(f\"Error\")\n",
    "    plt.plot(t, U - u_1(t))\n",
    "    plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it.\n",
    "    \n",
    "    def f_2(t, u):\n",
    "        \"\"\"A simple more \"generic\" test case, with f(t, u) depending on both variables.\n",
    "        The solution for a=0 is u(t) = u(t; 0, u_0) = cos t + (u_0 - 1) e^(-Kt)\n",
    "        The solution in general is u(t) = u(t; a, u_0) = cos t + C e^(-K t), C = (u_0 - cos(a)) exp(K a)\n",
    "        \"\"\"\n",
    "        return  K*(np.cos(t) - u) - np.sin(t)\n",
    "    def u_2(t): return np.cos(t) + C * np.exp(-K*t)\n",
    "\n",
    "    a = 1.\n",
    "    b = a + 4 * np.pi  # Two periods\n",
    "    u_0 = 2.\n",
    "    K = 2.\n",
    "    n = 50\n",
    "\n",
    "    (t, U) = rungekutta(f_2, a, b, u_0, n)\n",
    "    C = (u_0 - np.cos(a)) * np.exp(K*a)\n",
    "    h = (b-a)/n\n",
    "    plt.figure(figsize=[12,6])\n",
    "    plt.title(f\"Solving du/dt = K(cos(t) - u) - sin(t), {K=}, {a=}, {u_0=} — by the Runge-Kutta Method with {n} steps\")\n",
    "    plt.plot(t, u_2(t), 'g', label=\"Exact solution\")\n",
    "    plt.plot(t, U, 'b:', label=f\"Solution with h={h:0.3}\")\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    \n",
    "    plt.figure(figsize=[12,4])\n",
    "    plt.title(f\"Error\")\n",
    "    plt.plot(t, U - u_2(t))\n",
    "    plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rungekutta_system(f, a, b, u_0, n=100):\n",
    "    \"\"\"Use the (classical) Runge-Kutta Method\n",
    "    to solve du/dt = f(t, u) for t in [a, b], with initial value u(a) = u_0\"\"\"\n",
    "    h = (b-a)/n\n",
    "    t = np.linspace(a, b, n+1)  # Note: \"n\" counts steps, so there are n+1 values for t.\n",
    "\n",
    "    # Only the following three lines change for the systems version — the same lines as for euler_system and so on.\n",
    "    n_unknowns = len(u_0)\n",
    "    U = np.zeros([n+1, n_unknowns])\n",
    "    U[0] = np.array(u_0)\n",
    "\n",
    "    for i in range(n):\n",
    "        K_1 = f(t[i], U[i])*h\n",
    "        K_2 = f(t[i]+h/2, U[i]+K_1/2)*h\n",
    "        K_3 = f(t[i]+h/2, U[i]+K_2/2)*h\n",
    "        K_4 = f(t[i]+h, U[i]+K_3)*h\n",
    "        U[i+1] = U[i] + (K_1 + 2*K_2 + 2*K_3 + K_4)/6\n",
    "    return (t, U)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it.\n",
    "\n",
    "    def f_mass_spring(t, u):\n",
    "        return np.array([ u[1], -(k/M)*u[0] - (D/M)*u[1]])\n",
    "    M = 1.0\n",
    "    k = 1.0\n",
    "    D = 0.1\n",
    "    u_0 = [1.0, 0.0]\n",
    "    a = 0.0\n",
    "    b = 8 * np.pi # Four periods\n",
    "    n = 100  # Should be enough now!\n",
    "\n",
    "    (t, U) = rungekutta_system(f_mass_spring, a, b, u_0, n)\n",
    "    y = U[:,0]\n",
    "    Dy = U[:,1]\n",
    "\n",
    "    plt.figure(figsize=[12,6])\n",
    "    plt.title(f\"U_0, = y with {k=}, {D=} — by Runge-Kutta with {n} steps\")\n",
    "    plt.plot(t, y)\n",
    "    plt.xlabel('t')\n",
    "    plt.ylabel('y')\n",
    "    plt.grid(True)\n",
    "\n",
    "    plt.figure(figsize=[12,6])\n",
    "    plt.title(f\"U_1, = dy/dt with {k=}, {D=} — by Runge-Kutta with {n} steps\")\n",
    "    plt.plot(t, Dy)\n",
    "    plt.xlabel('t')\n",
    "    plt.ylabel('dy/dt')\n",
    "    plt.grid(True)\n",
    "\n",
    "    plt.figure(figsize=[8,8])  # Make axes equal length; orbits should be circular or \"circular spirals\" \n",
    "    if D == 0.:\n",
    "        plt.title(f\"The orbits of the undamped mass-spring system, {k=} — by Runge-Kutta with {n} steps\")\n",
    "    else:\n",
    "        plt.title(f\"The orbits of the damped mass-spring system, k={k}, D={D} — by Runge-Kutta with {n} steps\")\n",
    "    plt.plot(y, Dy)\n",
    "    plt.xlabel('y')\n",
    "    plt.ylabel('dy/dt')\n",
    "    plt.plot(y[0], Dy[0], \"g*\", label=\"start\")\n",
    "    plt.plot(y[-1], Dy[-1], \"r*\", label=\"end\")\n",
    "    plt.legend()\n",
    "    plt.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### For the future: an attempt to use the IMPLICIT Midpoint Method\n",
    "\n",
    "Solving for now with a few fixed point iterations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "def FP_midpoint_system(f, a, b, u_0, n=100, iterations=1):\n",
    "    \"\"\"Use a few iterations of a fixed point method solution of the Implicit Midpoint Method\n",
    "    to solve du/dt = f(t, u) for t in [a, b], with initial value u(a) = u_0\n",
    "    Note:\n",
    "        - the default of iterations=1 gives the Explicit Midpoint Method\n",
    "        - iterations=0 gives Euler's Method\n",
    "        \"\"\"\n",
    "    h = (b-a)/n\n",
    "    t = np.linspace(a, b, n+1)  # Note: \"n\" counts steps, so there are n+1 values for t.\n",
    "\n",
    "    # Only the following three lines change for the systems version — the same lines as for euler_system and so on.\n",
    "    n_unknowns = len(u_0)\n",
    "    U = np.zeros([n+1, n_unknowns])\n",
    "    U[0] = np.array(u_0)\n",
    "\n",
    "    for i in range(n):\n",
    "        K = f(t[i], U[i])*h\n",
    "        # A few iterations of the fixed point method\n",
    "        for iteration in range(iterations):\n",
    "            K = f(t[i]+h/2, U[i]+K/2)*h\n",
    "        U[i+1] = U[i] + K\n",
    "    return (t, U)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/0AAAIhCAYAAAActNqAAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAADhE0lEQVR4nOzdeXxU1f0//tedNZmsZE8gJJCEJGyCICAWRVksuFXr0triBlqL/brw8Vel1brWvZVq3VoXrLhg61pFC6gsCirIJsqSAEkgZN/XWe/vj5l7k5CFLDNzl3k9Hw8fD5lMJmdm7rn3vs95n/cRRFEUQURERERERES6Y1C6AUREREREREQUGAz6iYiIiIiIiHSKQT8RERERERGRTjHoJyIiIiIiItIpBv1EREREREREOsWgn4iIiIiIiEinGPQTERERERER6RSDfiIiIiIiIiKdYtBPREREREREpFMM+on66d5774UgCKiuru7x5+PHj8fs2bMH/Lo7duzA3LlzERkZidjYWFxyySU4fPjwEFurXddccw0yMzO7PPbQQw/h/fff7/bclStXQhAEbN++fdB/KzIyclC/2x8fffQRrrrqKkyYMAFmsxmCIAz4Nd566y1MmjQJYWFhSEtLw6233orm5uZBt2n27NkQBAGCIMBgMCAqKgrZ2dm47LLL8J///Acej2fQr92Tobb/6aefRl5eHqxWK0aNGoX77rsPTqfTr20ciKEec/0lnW96+u/vf/+7/LwTfxYTE4PZs2fj448/Dmj7TrRhwwYIgoANGzac9Lk99XEl23Oi1tZW3HvvvYP63WB74403sGLFCqWb4TfBPP+/++67+OUvf4ns7GyEh4cjMzMTv/rVr1BQUNDj89evX4/TTz8dNpsNCQkJuOaaa1BZWdnteU6nE/fddx8yMzNhtVqRl5eHp59+elBt7IlWv3O3242//vWv+OlPf4oRI0bAZrMhPz8fd955J+rr6/v1GpmZmbjmmmvkfx8/fhz33nsvdu3aFZA291df7ZDO5USKE4moX+655x4RgFhVVdXjz8eNGyeeddZZA3rNffv2iVFRUeKsWbPEjz/+WHznnXfEcePGiWlpaWJlZaUfWq09hYWF4o4dO7o8FhERIV599dXdnvvKK6+IAMRt27YN6m9dffXVYkRExKB+tz+uu+46MScnR7z88svFKVOmiAM95a5atUoEIC5ZskT8/PPPxeeff16MiYkR582bN+g2nXXWWeLo0aPFrVu3ilu3bhXXr18v/vOf/xTPO+88EYA4a9Yssb6+ftCv78/2P/jgg6IgCOLy5cvFL774QnzsscdEi8UiXn/99X5p32AM9ZjrL+l88+mnn8rflfRfeXm5/DwA4qWXXipu3bpV/Oqrr8TXXntNzM3NFQVBED/66KOAtrGzhoYGcevWrWJDQ8NJn3v11VeLGRkZqmnPiaqqqkQA4j333OP/hvnZeeedF/DPMpiCef6fNm2aeOGFF4ovv/yyuGHDBvG1114T8/PzxcjISHHv3r1dnrthwwbRZDKJF110kbh27Vpx1apV4vDhw8Xx48eL7e3tXZ67ZMkS0Wq1io899pj4xRdfiHfeeacoCIL45z//eVDtPJFWv/OmpiYxKipKvOGGG8R///vf4hdffCH+5S9/EYcNGyaOHTtWbG1tPelr7NixQywsLJT/vW3bNhGA+MorrwSw5SfXVzuOHj0qbt26NfiNIjoBg36ifgpE0H/ZZZeJCQkJXW5Mi4qKRLPZLP7+978fSnN1RatBv9vtlv//pptuGlDQ73K5xNTUVHH+/PldHn/99ddFAOKaNWsG1aazzjpLHDduXI8/e/nll0UA4uWXXz6o1+5sqO2vrq4Ww8LCxBtuuKHL43/+859FQRDEH374YchtHIxgB/29nW8kAMSbbrqpy2OFhYUiAHHu3LmBbOKgBSPoHwoG/eoSqPN/RUVFt8dKS0tFs9ksLl68uMvjp512mjh27FjR6XTKj3311VciAPHZZ5+VH9u7d68oCIL40EMPdfn966+/XgwPDxdramoG1dbOtPqdu1wusbq6utvj//73v0UA4muvvTbg1wxU0N/a2ip6PB7F20HkT0zvJ1KIy+XCRx99hJ///OeIjo6WH8/IyMDZZ5+N9957T8HWAZs3b4YgCHjzzTe7/exf//oXBEHAtm3bevzdxsZGmEwmPP744/Jj1dXVMBgMiImJgcvlkh+/+eabkZiYCFEUAXRP7xQEAS0tLXj11VflFOYTl1E0NTXht7/9LRISEhAfH49LLrkEx48fH9T7/uqrr5CQkIDzzz8fLS0tg3oNicEw+FPs119/jbKyMlx77bVdHr/ssssQGRkZkOPj2muvxcKFC/Hvf/8bxcXFQ3qtobb/008/RXt7e7ffv/baayGKYo/pvsFUV1eHa6+9FnFxcYiIiMAFF1zQZVnOAw88AJPJhKNHj3b73euuuw7x8fFob28PSNuysrKQmJg4oO9QWuqyf/9+nHvuuYiIiEBqaioeeeQRAN7v8yc/+QkiIiIwZswYvPrqq11+v7d0+pUrVyI3NxdWqxX5+fn417/+1e1vFxUVQRAEPPbYY/jzn/+MkSNHIiwsDFOnTsVnn33W7flffvkl5syZg6ioKNhsNsycObPbcoae2iO9x8LCQixcuBCRkZFIT0/H//3f/8Fut8ttSUxMBADcd9998jmnc0rxyTz33HM45ZRTEBkZiaioKOTl5eEPf/iD/PomkwkPP/xwt9/btGkTBEHAv//9bwBAVVUVbrjhBqSnp8NqtSIxMRFnnHEG1q9fDwDyMo7i4uIuSzwkDocDDz74oLw8JjExEddeey2qqqq6/N3MzEycf/75+OijjzB58mSEh4cjPz8fH330EQDvd5ifn4+IiAhMmzbtpOn0Wjn/JyUldXssLS0NI0aM6NJvS0tLsW3bNixatAgmk0l+fObMmRgzZkyXc9n7778PURR7PG+1tbXh008/7bNNwf7O33vvPUycOBFhYWEYPXo0nnrqqS7P83g8ePDBB5Gbm4vw8HDExsZi4sSJ+Nvf/tbn++iJ0WhEfHx8t8enTZsGAD2eK0/UOb1/w4YNOO200wB4P1/ps7j33nvl52/fvh0XXngh4uLiEBYWhsmTJ+Ptt9/u8prSMpG1a9fiuuuuQ2JiImw2G+x2OwoLC3HttdciJycHNpsNw4cPxwUXXIDvv/9e/v2TtaOn9H6Px4PHHntM/p6SkpJw1VVX4dixY12eN3v2bIwfPx7btm3DrFmzYLPZMHr0aDzyyCNdluL583si/WLQT6SQQ4cOoa2tDRMnTuz2s4kTJ6KwsHBQQYEoinC5XP36ry+zZs3C5MmT8cwzz3T72d///necdtpp8oXuRNHR0TjttNPkGxUA+Oyzz2C1WtHU1IRvv/1Wfnz9+vU455xzel3ztnXrVoSHh2PhwoXYunUrtm7dimeffbbLc5YsWQKz2Yw33ngDjz32GDZs2IBf//rXfb6/nrz99tuYM2cOLr/8cnzwwQeIiIgA4L2g9ufzdLvdA/6bvdm7dy8AdDs+zGYz8vLy5J/724UXXghRFLF582b5Mbfb3a/33/kmZKjtl34+YcKELo+npqYiISEhYO+/vxYvXgyDwSCvr/32228xe/ZseW3qb37zG5hMJrzwwgtdfq+2thZvvfUWFi9ejLCwsJP+nRM/+/4cY3V1daipqZGD1/5yOp245JJLcN555+GDDz7AggULsHz5cvzhD3/A1Vdfjeuuuw7vvfcecnNzcc011+C7777r8/VWrlyJa6+9Fvn5+XjnnXdw11134YEHHsDnn3/e4/P//ve/49NPP8WKFSuwatUqGAwGLFiwAFu3bpWfs3HjRpxzzjloaGjASy+9hDfffBNRUVG44IILsHr16n69xwsvvBBz5szBBx98gOuuuw5PPvkkHn30UQDe40sKzBYvXiyfc+6+++5+fYZvvfUWli5dirPOOgvvvfce3n//fdx2223yAGJmZiYuvPBCPP/8892+y7///e9IS0vDxRdfDABYtGgR3n//ffzpT3/C2rVr8eKLL2Lu3LmoqakBADz77LM444wzkJKSIrdT+qw8Hg8uuugiPPLII7jyyivx8ccf45FHHsG6deswe/ZstLW1dfnbu3fvxvLly3HHHXfg3XffRUxMDC655BLcc889ePHFF/HQQw/h9ddfR0NDA84///xuv9+ZVs//AHD48GEUFxdj3Lhx8mO9ncukxzqfi/bu3YvExESkpKR0e17n1+pNML/zXbt24dZbb8Vtt92G9957DzNnzsQtt9yCJ554Qn7OY489hnvvvRe//OUv8fHHH2P16tVYvHhxv9fg94d0Puj8mffHqaeeildeeQUAcNddd8mfxZIlSwAAX3zxBc444wzU19fj+eefxwcffIBJkybhiiuuwMqVK7u93nXXXQez2YzXXnsN//nPf2A2m3H8+HHEx8fjkUcewaeffopnnnkGJpMJ06dPx4EDB/rVjp789re/xR133IF58+bhww8/xAMPPIBPP/0UM2fO7FY3qry8HL/61a/w61//Gh9++KF8Xl61apX8nGB8T6QDSqYZEGmJv9P7pdTAN998s9vPHnroIRGAePz48QG3U0p57M9//X2tnTt3yo99++23IgDx1Vdf7fN377rrLjE8PFxe77hkyRLxpz/9qThx4kTxvvvuE0XRm0oJQPzHP/4h/15Pqb8nS+9cunRpl8cfe+wxEYBYVlbWZxs7p/c/8sgjotFoFB999NEen9efz7Ov73+g6f1//vOfe30P8+fPF8eMGdPv1+qsr/R+URTFTz75RATQ5XM466yz+vX+O39HQ23/9ddfL1qt1h5/NmbMmG7LBoJFOuYuvvjiLo9L/fnBBx+UH7v66qvFpKQk0W63y489+uijosFgEI8cOdLn35HONyf+N3z48C7Pk45/p9MpOhwOcd++feKCBQtEAOIzzzzT7/clHePvvPOO/JjT6RQTExNFAF3WWdfU1IhGo1FctmyZ/NgXX3whAhC/+OILURS9S1vS0tLEU089tUuarLR8qXMfP3LkiAhATEtLE9va2uTHGxsbxbi4uC7LFGbMmCEmJSWJTU1N8mMul0scP368OGLECPlvndiezu/x7bff7vLeFy5cKObm5sr/Hkp6/+9+9zsxNja2z+dIbXvvvffkx0pLS0WTySSfG0VRFCMjI8Vbb721z9fqLdX7zTff7PZ9imJHGnLnlPSMjAwxPDxcPHbsmPzYrl27RABiamqq2NLSIj/+/vvviwDEDz/8sM92aeH8fyKn0ynOnj1bjI6OFktKSuTHpSVJPa3LvuGGG0SLxSL/e968eV2Opc4sFku35UonCuZ3LgiCuGvXri7PnTdvnhgdHS1/5+eff744adKkPtszFMeOHROTk5PFqVOndlkO15uMjIwux0JfafV5eXni5MmTuyzJEEXve0pNTZX/nnQcXXXVVSf9+y6XS3Q4HGJOTo5422239asd0rlcsm/fvh6P22+++UYEIP7hD3+QH5Ouvd98802X544dO1Y899xzu7ynQH5PpA+c6SdSWF9VXQdT8fWCCy7Atm3b+vXfyfzyl79EUlJSl9n+p59+GomJibjiiiv6/N05c+agra0NW7ZsAeCd0Zk3bx7mzp2LdevWyY8BwNy5cwf8Pju78MILu/xbmlXpT3qzKIr4zW9+g3vuuQdvvPEGfv/733d7zr333tuvz/PEWV1/6O0YCFQ1YNGXZtvZCy+80K/33zmt8mTt7E/7h9I3+pvtMtAMGMmvfvWrLv+eOXMmMjIy8MUXX8iP3XLLLaisrJTTtT0eD5577jmcd955/a5ev379+i6f8Zo1a7o959lnn4XZbIbFYkF+fj62bNmC+++/H0uXLu3X35AIgoCFCxfK/zaZTMjOzkZqaiomT54sPx4XF4ekpKQ++9eBAwdw/PhxXHnllV2+q4yMDMycObPH37nkkku6ZD9IM/ibNm2C2+1GS0sLvvnmG1x66aVddt0wGo1YtGgRjh07Js++9fUeL7jggi6PTZw4ccjLWSTTpk1DfX09fvnLX+KDDz7ocbeX2bNn45RTTulyXn3++echCAJuuOGGLq+1cuVKPPjgg/j6668HtGvFRx99hNjYWFxwwQVdju1JkyYhJSWl2zKMSZMmYfjw4fK/8/Pz5bbabLZuj5/s89LK+V8iiiIWL16MzZs341//+hfS09O7Pae/57KhnLeC+Z2PGzcOp5xySpfHrrzySjQ2NmLHjh1ye3bv3o2lS5fif//7HxobG/vdnpOpra3FwoULIYoiVq9ePaTlcCcqLCzE/v375fN0589j4cKFKCsr63au+PnPf97tdVwuFx566CGMHTsWFosFJpMJFosFBQUF2Ldv36DaJl0jTlwyNG3aNOTn53db0pSSkiIvgZCceM4K5PdE+mE6+VOICIC8lq+39FqXywWz2dzv15PWtklpe53V1tZCEATExsYOuJ1xcXGIiYkZ8O/1xGq14je/+Q3+8pe/4PHHH4fT6cTbb7+NZcuWwWq19vm7M2fOhM1mw/r165Geno6ioiLMmzcPx44dw9NPP43m5masX78eo0ePxqhRo4bUzhPXCUpt6ysFVeJwOLB69WqMGzcOCxYs6PE5I0eOxIgRI076Wv4MxDsfH8nJyV1+Vltbi7i4OL/9rc6kG4m0tDT5sezs7B4HA07U+aZtqO2X1ry3trZ2CTqk358yZUqfvz+Qvnii/rzXE9N3pcc69+fJkydj1qxZeOaZZ/CrX/0KH330EYqKigY0OHTKKacgISGhz+dcfvnl+P/+v/8PgiAgKioKWVlZMBqN/f4bEpvN1m3JgcVi6fG7slgsfS4/kj6H3j6noqKiHh/v6TGHw4Hm5mY0NTVBFEWkpqZ2e550vPZ0Pu2sp/dotVr9Vl9h0aJFcLlc+Oc//4mf//zn8Hg8OO200/Dggw9i3rx58vNuvvlmLFmyBAcOHMDo0aPxz3/+E5deemmXz2D16tV48MEH8eKLL+Luu+9GZGQkLr74Yjz22GM9fladVVRUoL6+HhaLpcefnzgYceJ3LP1eb4+f7PPSyvkf8Pb3JUuWYNWqVXj11Vdx0UUX9fj6vV2rO39G8fHxPW7b1tLSAofDcdLzXjC/8976G9DxXpcvX46IiAisWrUKzz//PIxGI84880w8+uijmDp1ap/t6UtdXR3mzZuH0tJSfP755xg9evSgX6snFRUVAIDbb78dt99+e4/POfHz6Om8smzZMjzzzDO44447cNZZZ2HYsGEwGAxYsmRJv4+vE0mfbW/nsRMHq3qqg2C1Wrv8/UB9T6QvDPqJ+kkKXEpLS7sFMaIooqysbEAn16ysLISHh3cpCCP5/vvvkZ2d3a81vyd69dVXuxUR6k1/gpvf/va3eOSRR/Dyyy+jvb0dLpcLN95440l/z2Kx4Cc/+QnWr1+PESNGICUlBRMmTJAv7hs2bMBnn32G888/v19tDRSr1YovvvgC5557LubOnYtPP/0Uw4YN6/Kc6667rlvhsp6cddZZftvbW1rL/v3332Ps2LHy4y6XC/v378cvf/lLv/ydE3344YcQBAFnnnmm/NicOXOwcePGk/7u1VdfLa+VHGr7O//+9OnT5cfLy8tRXV2N8ePH9/n7/clkGYry8vIeH8vOzu7y2M0334zLLrsMO3bswN///neMGTOmS/DnD4mJiaq7sZNuVHv7nHrS23MtFgsiIyNhMplgMBhQVlbW7XlS4baTDZAEw7XXXotrr70WLS0t2LRpE+655x6cf/75OHjwIDIyMgB4Z1TvuOMOPPPMM5gxYwbKy8tx0003dXmdhIQErFixAitWrEBJSQk+/PBD3HnnnaisrDxpQTipqF1vz4uKivLPm+2FVs7/UsD/yiuv4KWXXuqxFoB0rvn++++7ZMJIj3U+F02YMAFvvfUWysvLuwTV0nX+ZOetYH7nffVNqf+aTCYsW7YMy5YtQ319PdavX48//OEPOPfcc3H06NFuA7L9UVdXh7lz5+LIkSP47LPPeqyVMFTSeWD58uW45JJLenxObm5ul3/3NGi/atUqXHXVVXjooYe6PF5dXT2oSRmg47MtKyvrNplw/PjxQZ3DAvE9kf4w6CfqJ6nY0OrVq3Hqqad2+dmnn36KxsbGAaUpmkwmXHDBBXj33Xfx2GOPyRfkkpISfPHFF7jtttsG1U4pvd9fUlNTcdlll+HZZ5+Fw+HABRdcgJEjR/brd+fOnYvly5cjKipK/mwiIiIwY8YMPP300zh+/Hi/PrMTR7X9bfLkydi4cSPmzp2L2bNnY926dV0qO99777343e9+d9LX8eeN9PTp05GamoqVK1d2WUrxn//8B83Nzb3eyAzFK6+8gk8++QRXXnlll+/4hRdeQFNT00l/v/PNylDb/9Of/hRhYWFYuXJll6BfqrT8s5/9rM/fD3QQ/Prrr3dJB92yZQuKi4u7FW+6+OKLMXLkSPzf//0fNm7ciCeffDJgSzPUJDc3F6mpqXjzzTexbNky+T0XFxdjy5YtXTJJJO+++y4ef/xxebCzqakJ//3vfzFr1iwYjUZERERg+vTpePfdd/HEE08gPDwcgHfZxKpVqzBixAiMGTNmyG0f6ExxbyIiIrBgwQI4HA787Gc/ww8//CAH/WFhYbjhhhvw97//HVu2bMGkSZNwxhln9PpaI0eOxO9+9zt89tln+Oqrr7q0tad2nn/++Xjrrbfgdru79J9gUvv5XxRFXH/99XjllVfwwgsv9DpYPnz4cEybNg2rVq3C7bffLmfRfP311zhw4ABuvfVW+bkXXXQR7rrrLrz66qu444475MdXrlyJ8PBw/PSnP+13+wL9nf/www/YvXt3lxT/N954A1FRUd3ucQAgNjYWl156KUpLS3HrrbeiqKioy4Buf0gB/+HDh7Fu3bouy4YGo7e+mpubi5ycHOzevbtbwD4QgiB0y2r8+OOPUVpa2mWAdyDnjHPOOQeAd0ChczHkbdu2Yd++ffjjH/846PYC/vmeSJ8Y9BP1U1ZWFn73u9/h8ccfR319PRYuXIjw8HBs27YNjzzyCKZOnYorr7xyQK9533334bTTTsP555+PO++8E+3t7fjTn/6EhIQE/N///V+X586ePRsbN2486ex8fHx8j+lgQ3HLLbfINxFSldr+mDNnDtxuNz777LMuM+Vz587FPffcA0EQ5AtgXyZMmIANGzbgv//9L1JTUxEVFdVtlH6o8vPzsXnzZsydOxdnnnmmPEMFeCtu93cNdmfFxcXyAMyhQ4cAeINe6TWlwLS4uBhZWVm4+uqr8dJLLwHwrlN+7LHHsGjRIvzmN7/BL3/5SxQUFOD3v/895s2b1+3mURCEfmcatLW14euvv5b///Dhw3j//ffx0Ucf4ayzzsLzzz/f5fmD+awH0v6NGzdizpw5+NOf/oQ//elPALxpxXfddRfuvvtuxMXFYf78+XLdgCVLlih+E7N9+3YsWbIEl112GY4ePYo//vGPGD58eLd19EajETfddBPuuOMOREREDGjrNy0zGAx44IEHsGTJElx88cW4/vrrUV9fj3vvvbfXNGWj0Yh58+Zh2bJl8Hg8ePTRR9HY2Ij77rtPfs7DDz+MefPm4eyzz8btt98Oi8WCZ599Fnv37sWbb77plwGVqKgoZGRk4IMPPsCcOXMQFxeHhISEfp0Drr/+eoSHh+OMM85AamoqysvL8fDDDyMmJqbbbidLly7FY489hu+++w4vvvhil581NDTg7LPPxpVXXom8vDxERUVh27Zt+PTTT7sMmE2YMAHvvvsunnvuOUyZMgUGgwFTp07FL37xC7z++utYuHAhbrnlFkybNg1msxnHjh3DF198gYsuukjeJSBQ1H7+v/nmm/HSSy/huuuuw4QJE+RzIuAN4joHpI8++ijmzZuHyy67DEuXLkVlZSXuvPNOjB8/vstgwbhx47B48WLcc889MBqNOO2007B27Vr84x//wIMPPthnen+wv/O0tDRceOGFuPfee5GamopVq1Zh3bp1ePTRR+WZ4QsuuADjx4/H1KlT5W1AV6xYgYyMDOTk5Miv1Z/rT1tbG84991zs3LkTK1asgMvl6vKZJyYmIisr6yTfWldSxuTrr7+O/Px8REZGIi0tDWlpaXjhhRewYMECnHvuubjmmmswfPhw1NbWYt++fdixY4dca6Uv559/PlauXIm8vDxMnDgR3333HR5//PFuM/R9teNEubm5uOGGG/D000/LO5QUFRXh7rvvRnp6+qAmfPr7PVGIU6R8IJFGeTwe8bnnnhOnTp0q2mw20WKxiDk5OeIdd9zRpZr0QGzfvl2cM2eOaLPZxOjoaPFnP/uZWFhY2O15U6ZMEVNSUob6FgYtMzNTzM/PH9DveDweMSEhQQQglpaWyo9Llc5PPfXUbr/TU/XmXbt2iWeccYZos9m6VMmXqu5u27aty/N7qtzdk87V+yXHjh0T8/LyxMzMTPHQoUP9f7M96Gsnhc4ViKXq5T1VqH7jjTfEiRMnihaLRUxJSRFvvvnmbsdaU1OTCED8xS9+cdI2nViJPyIiQhw9erR46aWXiv/+97/7VUF5IPrTfun76qla+t/+9jdxzJgxosViEUeOHCnec889osPh8GsbB0L6TteuXSsuWrRIjI2NFcPDw8WFCxeKBQUFPf5OUVGRCEC88cYb+/13TrZbiASAeNNNNw3oPfSkp74gir3v9pCRkSGed9558r9763MvvviimJOTI1osFnHMmDHiyy+/3K2PS8f/o48+Kt53333iiBEjRIvFIk6ePFn83//+1+1vb968WTznnHPEiIgIMTw8XJwxY4b43//+t8tzeqve39N7PLG6tiiK4vr168XJkyeLVqu1177Zk1dffVU8++yzxeTkZNFisYhpaWni5ZdfLu7Zs6fH58+ePVuMi4sTW1tbuzze3t4u3njjjeLEiRPF6OhoMTw8XMzNzRXvueeeLtX0a2trxUsvvVSMjY0VBUHo8j6cTqf4xBNPiKeccooYFhYmRkZGinl5eeJvfvObLsfqid+lpKdjS/quHn/88ZN+Fmo//2dkZPR6fu6pOv7atWvFGTNmiGFhYWJcXJx41VVXiRUVFd2e53A4xHvuuUccOXKkfNw/9dRTfbZFFJX5zv/zn/+I48aNEy0Wi5iZmSn+9a9/7dKmv/zlL+LMmTPFhIQE+Ry8ePFisaioSH5Of68/0rHTn2tib06s3i+K3l0L8vLyRLPZ3O06snv3bvHyyy8Xk5KSRLPZLKakpIjnnHOO+Pzzz8vP6e04EkVRrKurExcvXiwmJSWJNptN/MlPfiJu3rxZPOuss7rt1tNbO3o6v7jdbvHRRx8Vx4wZI5rNZjEhIUH89a9/LR49erTL83o7/57YT/rzPREJotiPRb1EpKimpibExcVhxYoV3dZ9BsOePXvkatMDrQhOgbdmzRqcf/752L17d7d97Ul5Tz/9NG6++Wbs3bt3wHtRh4KioiKMGjUKjz/+eK9Ft/SosrISGRkZ+H//7//hscceU7o5FEIyMzMxfvx4fPTRR0N+LV5/iLSB6f1EGrBp0yYMHz4c119/fVD/7qFDh1BcXIw//OEPSE1NDZnUZK354osv8Itf/II3XCqzc+dOHDlyBPfffz8uuugiBvwEADh27BgOHz6Mxx9/HAaDAbfccovSTSIaNF5/iLSBQT9RALjd7j7X3guCMKAttc477zycd955/mjagDzwwAN47bXXkJ+fj3//+9+sAKtSjz/+uNJNoB5cfPHFKC8vx6xZs7rVSQgWj8cDj8fT53Ok7Uipby6Xq8+fGwyGfu01/uKLL+L+++9HZmYmXn/9dQwfPtxfTSQKOl5/iLSB6f1EAZCZmdltr9XO/Lm1GxFRb6655pqTbjfJ24CTk5Yg9OWee+7BvffeG5wGERERDQCDfqIA+P7772G323v9eSCqzxMRnaioqAjV1dV9PifQ2xvqgcPhwJ49e/p8Tm/VuomIiJTGoJ+IiIiIiIhIp06++IyIiIiIiIiINInVe/zA4/Hg+PHjiIqKgiAISjeHiIiIiIiIdE4URTQ1NSEtLa3PYrIM+v3g+PHjSE9PV7oZREREREREFGKOHj2KESNG9PpzBv1+EBUVBcD7YUdHRyvcmt45nU6sXbsW8+fPh9lsVro5RF3w+CS14zFKasbjk9SMxyepmZaPz8bGRqSnp8vxaG8Y9PuBlNIfHR2t+qDfZrMhOjpacwc06R+PT1I7HqOkZjw+Sc14fJKa6eH4PNkScxbyIyIiIiIiItIpBv1EREREREREOsWgn4iIiIiIiEinGPQTERERERER6RSDfiIiIiIiIiKdYtBPREREREREpFMM+omIiIiIiIh0ikE/ERERERERkU4x6CciIiIiIiLSKQb9RERERERERDrFoJ+IiIiIiIhIpxj0ExEREREREekUg34iIiIiIiIinWLQT0RERERERKRTDPqJiIiIiIiIdEpTQf+mTZtwwQUXIC0tDYIg4P333z/p72zcuBFTpkxBWFgYRo8ejeeff77bc9555x2MHTsWVqsVY8eOxXvvvReA1hMREREREREFl6aC/paWFpxyyin4+9//3q/nHzlyBAsXLsSsWbOwc+dO/OEPf8DNN9+Md955R37O1q1bccUVV2DRokXYvXs3Fi1ahMsvvxzffPNNoN4GEREREZHfiKKIhjYnWuwupZtCpDmtDhd+qBPw2b5KfLG/EpsOVmFLYTUOVjQp3TS/MSndgIFYsGABFixY0O/nP//88xg5ciRWrFgBAMjPz8f27dvxxBNP4Oc//zkAYMWKFZg3bx6WL18OAFi+fDk2btyIFStW4M033/T7e1DSB7uOY3eVgDlON8xms9LNIdIcURRxpLoFn++vxL6yJpyVm4jzJqTCaBCUbhqRZlQ0tmNnST1+LGvEj8cbsL+8CVmJkfjDwnzkpkQp3TwiTXC4PPjLugP4sqAaNc0O1LTY4XSLMBsF/O7sHNx0dhZMRk3N7REp4kB5E258bTuO1BiB/bu6/Oyn41Lw/KIpyjTMzzQV9A/U1q1bMX/+/C6PnXvuuXjppZfgdDphNpuxdetW3Hbbbd2eIw0U9MRut8Nut8v/bmxsBAA4nU44nU7/vQE/cntE/GV9AcoajPjgsY24aFIaLp8yHHm8wSKVkPqOGvtQSW0rXt1agg0Hq1BS2yY//s6OY1ix7iCWzh6N88Yn8wZL59R8jGrF698exQMf74fbI3Z5/FhdG74srMavp6fjlnOyEBXGgemB4vEZOhrbnPjdW7ux9XBtt5853SKeXH8QXxyowBOXTkBGnE2BFnbH45PU6INdx3H3hz+izelBpFnE6KQYeETA5RHh9niQEm1R/THb3/bpOugvLy9HcnJyl8eSk5PhcrlQXV2N1NTUXp9TXl7e6+s+/PDDuO+++7o9vnbtWths6ji5nsjhBk6JEtDeZkBduwuvfV2C174uQUakiF9lu5EcrnQLibzWrVundBO6qGoD/vaDEU1O72y+URCRFS0iNRzYViXgcHULbv/P93j0oz24dJQHebHiSV6RtE5tx6hWbCgT8F6REQCQahMxMkLE8AgRyeHAlgoBu2sNeHVrCd7ZXoyLMzyYmsi+NBg8PvWt1g68sM+I8jYBVoOIS0Z5kGYTEWUGIs3A7hoB/zliwK6jDVj4t824JNODGUkiBJUkpPH4JDVweYB3iwz4qsI7WZMX48GiHA8izScOpDVgzZrDwW/gALS2tvbreboO+gFAOOEsJ4pit8d7es6Jj3W2fPlyLFu2TP53Y2Mj0tPTMX/+fERHR/uj2QFxntOJ/61dh4jRp+Ld3RX4bH8lipuBfxVH4T83TEN8pFXpJlIIczqdWLduHebNm6ea5Sflje345T+/RZOzHbnJkbj5nCzMzIpHpNV76mxqd+H1b0rw8pZiVLU68UqhGW9fPx35qcyg0SM1HqNa8cKmI3ivqAAA8JtZo/B/87K7XGeXAdhcWI0HP96Pw9WteK3QiNOmTMSC8SkKtVh7eHzq3w/HG/HnVTtR2WZHcpQV/1g0GWNTu953XgRgSX0bfv/uXnxzpA5vHTYiZVQ2bpo9WplG+/D4JLXweEQsfm0HvqqogSAAN501Gr/5yUh8/tl6TR6fUsb5yeg66E9JSek2Y19ZWQmTyYT4+Pg+n3Pi7H9nVqsVVmv3ANlsNqv+QDEIwNn5KZg/MR0Vje24/IWtKK5pxdI3d+ON62cgzGxUuokU4tTSj+paHLju1R04Vt+OzHgbVi2ZgcSorv0+zmzG/5ubi2tnZWHp6zuw6WAVbnprF/77u58g1mZRqOUUaGo5RrVAFEU89VkhnlzvDfhvnZuDW+bk9Diwfk5+Kn6Sk4wHPvoRr31djLs++BGnZsZjxDB1ZtCpFY9PfTpc1YxfvbQNLQ43cpOj8Mq1pyEttuc0zYxEM968/nQ8u6EQT6w9iL9/cQhzx6Zg/PCYILe6Ox6fpLTXvynGl4U1CDcb8eyvT8XZuUlyirwWj8/+tlfXC1BPP/30bmlEa9euxdSpU+UPqLfnzJw5M2jtVEpydBhevuY0xISbsaOkHrf/ezc8HqZTEjXbXbjmlW9RUNmMlOgwvLZ4ereAv7NIqwlP/WIS0uPCcbS2Dbeu3sW+RATg1S1FeHL9QQDA/3duLm6dO6bPTDqLyYA/XTAWk0fGorHdhVvf2gWX2xOs5hKpkiiK+NMHP6DF4cbUjGH4929P7zXglxgMAm46OxsLJ6TA5RHxf2/vht3lDlKLidSprKENj6zZD8B7TTo7N0nhFgWPpoL+5uZm7Nq1C7t27QLg3ZJv165dKCkpAeBNu7/qqqvk5994440oLi7GsmXLsG/fPrz88st46aWXcPvtt8vPueWWW7B27Vo8+uij2L9/Px599FGsX78et956azDfmmKyEiPx/K+nwGwU8NGeMvx13UGlm0SkKFEUsfT1Hdh9rAHDbGasWjIN6f0ohBRrs+D5X0+B1WTAhgNVWPFZQRBaS6ReVU12PLHWe035/U9zcdPZ2f36PbPRgKd+MRlRVhO2F9fhKfYlCnEff1+GLwurYTEZ8JfLT0F0PwtdCoKABy4aj/gICw5UNGHFevYlCl2iKOLu9/eiye7CpPRYXD0zU+kmBZWmgv7t27dj8uTJmDx5MgBg2bJlmDx5Mv70pz8BAMrKyuQBAAAYNWoU1qxZgw0bNmDSpEl44IEH8NRTT8nb9QHAzJkz8dZbb+GVV17BxIkTsXLlSqxevRrTp08P7ptT0OlZ8Xj4kokAgL9/UYgPdpUq3CIi5fzvhwpsOliFMLMBr143DdlJ/V+fPy4tBo/8fAIA4KnPCvDZvopANZNI9Z743wE02104ZUQMbjwza0C/mx5nw0OXePvS018UYuuhmkA0kUj1mtqduP+/PwIAbpqdjYz4iAH9fnykVe5LL2w8hB0ldX5vI5EWfLSnDOv3VcJsFPDYpRNDbrtlTQX9s2fPhiiK3f5buXIlAGDlypXYsGFDl98566yzsGPHDtjtdhw5cgQ33nhjt9e99NJLsX//fjgcDuzbtw+XXHJJEN6Nulw6ZQRuOtt7U/bgx/vQ5mAKGIUep9uDxz71pn0t+cloTBwRO+DXuHjyCFx9egYA4LbVu9DQqu6tXogCYW9pA97+7igA4E8XjIVhEDdXF5yShsunjoAoAreu3om6Foe/m0mkeivWF6CyyY7MeBt+c9bgivGdOy4FF08eDo8I3P72bt7jUcipa3Hg3g9/AADcdHY2xiSHXsFlTQX9FFi3zBmDEcPCUdVkx6tbi5RuDlHQrd52FIerWxAXYRn0zRUA/PG8schNjkJjuwuvbDnixxYSqZ8oirj/vz9CFIELT0nDlIy4Qb/WvReOw+jECFQ02vH8xkN+bCWR+u0ra8TKLUUAgPsuGj+kYsv3XjAOydFWHK5uketsEIWKBz76ETUtDoxJjsTS2f1baqY3DPpJZjEZcOvcMQCA5zceQlM7ZygpdLTYXfJ6x5vPyUZUP9dM9sRiMuDmOTkAgJe/PIJG9iUKIWu+L8e3RbUIMxtw54K8Ib2WzWLCHxfmAwBWfV3MzBkKGR6PiLve3wu3R8TCCSk4a0zikF4vxmbGQxd70/z/tbWImTMUMn483oh3d5ZCEIBHfz4RFlNohr+h+a6pVxdPHo6sxAjUtzrx0pecoaTQ8c/Nh1HdbEdGvA1XTs8Y8ustGJ+CnKRINLa78OpXRUNvIJEGtDvdeGjNPgDAb87MOmmF8f44Jy8JuclRaHG4seqb4iG/HpEW/HfPcXxXXAebxYi7zx/rl9c8Jy8J49Ki0e70YNXX7EsUGl75yhvPLJyQiskjhyncGuUw6KcujAYBt83zzva/uPkIR4IpJFQ12fGPTYcBeLdw8ccosMEg4HfneFPIXvzyCJrtriG/JpHavbj5MErr25AaE4YbzxpY8b7eCIKA3872vtbLXx5Bu5PrkUn/XvZNvNx4VhZSY4Y+eAZ4+9L1s7xL117dWswt/Ej3qpvt+GD3cQDAdWeMUrg1ymLQT90sHJ+K/NRoNNtdeMEXCBHp2d8+O4hWhxunjIjBeRNS/fa6509Mw+iECDS0OfEv1skgnWt3uvGiL1C546d5CLcMfv3xic6fmIoRw8JR0+LA29uP+u11idRo99F67D7WAIvRgF9NH+nX1z5vYipSY8K8wdCu4359bSK1eeObEjhcHpwyIganjoxVujmKYtBP3RgMAv7PN9u/cssRVDa1K9wiosA5VteKN7/1BhF3LsiHIPhvCxdj59n+zUfQwtl+0rFP9pahvtWJ4bHhuOCUNL++tslowG/O9M5QvrDxMJxuj19fn0hN/rXVm3p/3sRUxEda/fraZqMB1/j2J39p8xGIoujX1ydSC4fLg9d8y1iuPWOUX+/vtIhBP/VoTn4SJqXHot3pwbNfsGIy6dfb247C7RFx+uh4nJ4V7/fXv/CUNGTE21Db4sDrXI9MOvbGNyUAgCtOSw/I/seXTU1HfIQFpfVt+HhPmd9fn0gNalsc+O8e7wz8otOHXl+mJ7+YNhIRFiMOVDRhU0F1QP4GkdLWfF+GqiY7kqKsWOjHLE6tYtBPPRIEAbfPzwUAvLWthJX8SZfcHhH//u4YAOCXfk6hlJiMBtx0tne2/x+bDnN/ZNKlgxVN2FZUB6NBwBWnpQfkb4SZjbjuJ941mc9tOMQZStKlt7cfhcPlwfjh0ZicHhuQvxETbsblvn764mYu4yT9EUURL/sK+C2akRGyFfs74ydAvTojOx5ZiRFod3qw5nvOqpD+bCqoQllDO2JtZswfmxywv3Px5OEYMSwc1c0OfMy+RDokzfLPyUtCcnRYwP7Or2dkINJqwoGKJny+vzJgf4dICW6PiNd8qf1XnZ4Z0HTk684YBYMAbC6oxv7yxoD9HSIl7Cipw55jDbCYDLgyQJM6WsOgn3olCAIuneIdCf6PbzaUSE/e3uZdy3/x5OEIM/uv6NiJzEYDrpjq7Uvv7WRfIn1pc7jxzg7vcf2rGYFJR5bEhJvlwmavccsx0pkv9leitL4NsTYzLvRzXYwTpcfZsGC8N+X5xc3copn05eUviwAAP5uU5ve6GFrFoJ/6dMmpw2EQgG1FdThS3aJ0c4j8prrZjnU/VgBAwNKRO/vZ5OEAgC2HalDW0Bbwv0cULB/tOY6mdhfS48IxKzsh4H9P6q+bC6pR02wP+N8jCpZ/+QayLp+aHtCBaMmSWd7lMh/uOo6GNi7jJH04Xt+GT38oB+At4EdeDPqpT8nRYThzTCIA4B3O9pOOvLvjGFweEaekxyIvJTrgfy89zoZpmXEQRXCbJNKVN771pvb/4rSRMASggN+JRidGYuKIGLg9ItbsLQ/43yMKhiPVLdh0sAqCAPx6emAzZiSTRw5DTlIkHG6PPAhOpHXv7yqF2yNi+qg45KcG/v5OKxj000ldOmUEAOCdHcfg9rBwEmmfKIpY7Uvtl9Lug0Ga7X9vRymLkJEu/Hi8ETtL6mEyCLhs6oig/V0p9fnDXaVB+5tEgfS6b5Z/9phEjIy3Be3vnj/R25c+2sPBaNIHqQ7ZRZOGK9wSdWHQTyc1Nz8Z0WEmlDW0Y8shbu1C2vddcR0OVbUg3GzEBacEbxuX8yakwmI04EBFE34sY+Ek0r43vvUGKvPHJSMpKnAF/E50/sQ0CL6lZ8fqWoP2d4kCweMR8ZFvG8pfTgtu0bHzfdfALwuqUdfiCOrfJvK3kppW7C1thNEg4NxxgSvQrEUM+umkwsxGebSMBf1ID6RZ/vMnpiIqzBy0vxtjM2NOfhIA4P2dnKEkbWt3uvH+Tu/s4JXTgpOOLEmJCcOMUfEAgP/u5o4YpG27jtWjvLEdERajvKQyWLISI5GfGg2XR8T/fuByGdI2aYekGaPjWMDvBAz6qV+kFP9P95ajsZ3FXki7mtqd8oxKMAr4nehiX4r/B7uOc7kMadqXBdVotruQFhOGmVnxQf/7F03ypfjvZloyadv/fLUpzslPDkoBvxOdP9E72y9dG4m0SkrtXzgheFmcWsGgn/pl4ogYjEmOhN3lwce8KJCGfbK3HG1ON7ISIzAlY1jQ//7s3CQMs5lR2WTHV4VcLkPaJc0Kzh+XEpQCfidaMD4VZqOAfWWNOFjRFPS/T+QPoijiE1/Qv2B8iiJtuMC3rn/LoWpUc0cM0qiSmlZ8X9oAgwCcO06ZvqRmDPqpXwRBkGf7/739qMKtIRq8tb5A5aJJwyEIwQ9ULCaDXDjpPab4k0a53B6s3+et9j1/rDLrJmNsZpw1xrtc5kPuiEEa9WNZI0pqW2E1GXBWkFP7JSPjbZg4IgYeEfIABJHWrNkrpfbHI4Gp/d0w6Kd++9nk4TAaBOwoqUdJDQsnkfa0OdzYXOCdXZ+nUKACABef6k3x/3RvOVrsLsXaQTRY24vrUNfqREy4GdNGxSnWDinF/4Pd3BGDtElK7T9rTCIirCbF2iGn+HO5DGmUlNq/gKn9PWLQT/2WFBWGaZnemztphodISzYXVMHu8mDEsHDkpUQp1o7J6bEYlRCBNqebhZNIk9b+4L0GzMlPgsmo3K3E3Pxk2CxGHK1tw86j9Yq1g2iw5NT+CcqmI0troL8tqkVFY7uibSEaqKO1rdhzzJva/1Om9veIQT8NiFR5/PP9lQq3hGjgpMGqufnJiqT2SwRBwAW+WRUOoJHWiKKItT/61vOPVfbmKtxilNduMsWftKawshkFlc0wGwWck6fs9mIjhtkweWQsRLFjxpRIK6RjdtqoOCRGMbW/Jwz6aUDm5HsvSt8cqUETq/iThrg9Ij7b5x2sUjK1X3KOry9tPlgNp9ujcGuI+u/HskYcq2tDmFm5NcidXXiKN8X/k71lTPEnTZEyvWZmJSAmPHjbx/ZGqjfDgs2kNWt8GTPnMbW/Vwz6aUBGJURgdEIEnG5RXhtNpAW7jtahpsWBqDCTomuQJROHxyA+woImuwvbi+qUbg5Rv0mp/bNyEhFuCf72YieamR2PcLMRFY127C9nFX/Sjk98hceUqtp/ovMmpEIQvDU7yhralG4OUb8cq2vF7qP1EATgXJX0JTVi0E8DJqX4My2ZtGTdj95Z/rNzk2BWcA2yxGAQcFaud5b0iwNcLkPaIc1OqmVLJKvJiJlZ8QCADQeqFG4NUf8crW3F3tJGGAR1ZJ8BQEpMGCanxwJgXyLt+NQ3yz8tMw5JUWEKt0a9lL/zJc2RUvw3HKiC28NUStKGdb41yGq5uQK8AxAA8AVrZJBGlNS0Yn95E4wGAXPykpRujkwaQNvAATTSCGnwbNqoOMSraHsxaRvMTQcZ9JM2SANUahmIVisG/TRgUzKGITrMhNoWB3YdZVoyqd/hqmYcqmqBqdPsuhqcmZMIo0FAQWUzjtZyG0xSP6mA37TMOAyLsCjcmg6zfYHKd8V1rDdDmiDNTi4Yr641yGeOSQAAfFlYDRfrzZDKtTvd+LaoFgBwpgpqzKgZg34aMLPRgNm5Uoo/Z1VI/aSlKDNGxyM6TPliSZIYmxlTRg4DwBR/0gZpPf/8cerJmAGAkfE2jEqIgMsj4qvCGqWbQ9SnhlYndpR4J03UlH0GABNHxCIm3Iymdhd2H2tQujlEffr2SC0cLg9SY8KQlRihdHNUjUE/DYq8dR+DftKA9T+qp2r/ic7OY4o/aUN1sx3bir0zKvNVmEYp7SSwkWnJpHJbD1fDIwJZiRFIiw1XujldGA0CfpLtne1nij+p3eYC7zE6KydB0a2YtYBBPw3KWWO8ackHKpqYlkyqVtviwHZfoCINVqnJ2XneQGXLoRq0OdwKt4aod5sOVkEUgbGp0RiuskAF6FjXv/FAJbfuI1X7stC7+9GsHHWmI0sp/psKGPSTukk7if1EpX1JTRj006DE2iyYkuFNS/6cM5SkYp/vr4RHBPJTozFimE3p5nSTmxyFtJgw2F0efH2YacmkXlLa/CxfQKA2p4+Oh9VkwPGGdhRUNivdHKJeSX3pjGx19iVpMGL30Xo0tLJGBqlTZWM79pc3QRAgZ6dQ7xj006DN5dZ9pAFS2vw8Fc7yA4AgCJjtS/HnABqplSiK2HrIO6NyRpY6b67CzEZMH+3dum8jtxsjlTpW14oj1S0wGgRMHx2ndHN6lBYbjuykSHhE4CtfvydSGyljZnxaDOJUVFhWrRj006Cdk+ddH/3N4Vo0210Kt4aoO49HxFbf7Lmaq7qeI23dx7RkUqmimlYcb2iHxWjAaZnqDFQAYLavn284yAE0Uqctvln+U0bEqKqw7InO9M32c10/qdWXcmq/Ogei1YZBPw1aVmIEMuNtcLg9cscjUpODlU2obXEg3GzExBGxSjenVzOz42ExGXCsrg2FTEsmFfrKN6MyeWQswi1GhVvTu9m+df3bjtShhYPRpELS7KTa05Hldf0HqzgYTaojiiI2y7Ux1N2X1IJBPw2aIAjy7CnXIpMaSTMqp42Kg8Wk3tOdzWLCDF9aMlP8SY22SKn9Kg9URiVEID0uHA63B1sP8bpE6uLxiPIAmtr70vRR3sHo4w3tOFTFwWhSlwMVTahqsiPcbJRrjFHf1HsXTJogBSoM+kmNpNT+033HqZqdncvtxkidPB5RDqBnZqm7LwmCgNljvMtlmOJParO/vAk1LQ7YLEZMHqnuQCXcYsT0Ud6lPJsOMpuT1GWz75icPjoOVpN6s8/UhEE/DYl0Qdhf3oSaZrvCrSHq4PaI8mCU2gMVoGPWZ0dJHRwuj8KtIeqwr7wRda1ORFiMOCU9VunmnNRZ0rr+A0xLJnWRZvmnqzz7TCKlTXPrPlIb6ZhU67aXaqT+Mw6pWnykFbnJUQCAb4/UKtwaog4/Hm9EU7sLUVYTxqVFK92ck8pJikRchAXtTg/2HKtXujlEMmmZzLRRcTAb1X/bMDM7HmajgGN1bSipbVW6OUSyLzWS2i/pvISz3elWuDVEXu1OtxxzcD1//6n/6k2qN8O35QxT/ElNpDXI00fHwaSBQEUQBEzzVUX/hgNopCJfaWQ9v8RmMcmFOzkYTWphd3UEKlqpNp6bHIXkaCvanR5sL6pTujlEAIDtRXWwuzxIjrYiJylS6eZohvrvhEn1pHX9Wxn0k4pIx+MMDaznl0znABqpjMPlkQOVmVnaCFQAb1YCwKCf1GNnST3anG4kRFrkDEm1EwQBP8n2zvZLA+lESttc6E3t/0l2IgRBULg12sGgn4Zsui+oOljRjGqu6ycVcLq1GahMH+XtS98V18Hp5rp+Ut7uY/VodbgRF2FBXoo2AhWgU9BfxKCf1KFz1X4tBSpS7SbO9JNaSEvOmNo/MAz6acg63wx+c5g3WKS8Pcca0OpwY5jNrKlAJS8lCjHhZrQ63Nhb2qB0c4jkm6vTR8fDYNBOoDIlYxgMAlBc04qKxnalm0OkufX8kqmZ3l0Gdh2rh93Fdf2krGa7Cz8c994fSdmR1D+aC/qfffZZjBo1CmFhYZgyZQo2b97c63OvueYaCILQ7b9x48bJz1m5cmWPz2lv503CQHDrPlKTrb40xBkaC1QMBgGncV0/qYi0nn9mtnaWyQBAdJgZ+aneAp5M8SelNbY7sftoPQDtBf2jEiKQEGmBw+XB98c4GE3K2lVSD48IDI8NR2pMuNLN0RRNBf2rV6/Grbfeij/+8Y/YuXMnZs2ahQULFqCkpKTH5//tb39DWVmZ/N/Ro0cRFxeHyy67rMvzoqOjuzyvrKwMYWFhwXhLusGgn9Rkq4a26juRVBjzG/YlUlirw4WdJd6U3jM0tExGwnX9pBbfFdfBIwIZ8TYMj9VWoCIIAqZmcLkMqcM23zF4mi8DhfpPU0H/X//6VyxevBhLlixBfn4+VqxYgfT0dDz33HM9Pj8mJgYpKSnyf9u3b0ddXR2uvfbaLs8TBKHL81JSUoLxdnRFWvNVUNmMqiau6yfl2F1uee3h6RoM+qV1/duL6uD2cI9xUs62ojo43SKGx4YjI96mdHMGbDqDflKJ73zXJCl41prTuK6fVOK7Yl9fytRmX1KSSekG9JfD4cB3332HO++8s8vj8+fPx5YtW/r1Gi+99BLmzp2LjIyMLo83NzcjIyMDbrcbkyZNwgMPPIDJkyf3+jp2ux12e0dg29jYCABwOp1wOp39fUtBJ7UtEG2MtAjIS47E/opmbCmoxMIJHDihgfHX8bntSC3sLg8SIy0YGWtVdZ/sSU5iOCKtJjTZXfj+aC3GpUUr3STyCeQ5VI22FHgrJE8fNQwul0vh1gzcpOHeeh4HKppQ1dCKWJtZ4RYFVqgdn1qyrcibuTVpRLQmv5/JI7x9aXtRLex2x6CWzfH4pKFyuT3Y4cs+mzwiyq/HkpaPz/62WTNBf3V1NdxuN5KTk7s8npycjPLy8pP+fllZGT755BO88cYbXR7Py8vDypUrMWHCBDQ2NuJvf/sbzjjjDOzevRs5OTk9vtbDDz+M++67r9vja9euhc2m/tmQdevWBeR1kwUD9sOAtzfuAo6y8jgNzlCPzzVHDQAMSLe245NPPvFPo4JsZLgBP9oNWLnmK5ydxtl+tQnUOVRt1u81AhBgbTyKNWt6XkandsnhRlS0CXjh3fWYEBcafSlUjk+tcHuAncXevtRSvAdrqvYo3aQBc4uA1WBEY7sLL7/zCdIiBv9aPD5psI42A60OE8KNIg5u34zCAJRs0uLx2dra2q/naSbol5y4zYkoiv3a+mTlypWIjY3Fz372sy6Pz5gxAzNmzJD/fcYZZ+DUU0/F008/jaeeeqrH11q+fDmWLVsm/7uxsRHp6emYP38+oqPVOyvndDqxbt06zJs3D2az/2c8zD9WYuObu1DmjsLChWf4/fVJ3/x1fL724rcA6vHzn4zHwqkj/NfAIDoWdQQ/ri1Ac3gKFi7sPeuIgivQ51A1cbo9+P22zwF4cPV5ZyIrcQh3+Qra4vwRq7cfg5gwGgt/mqt0cwIqlI5PLfm+tAGOb75BdJgJ114yT1PFZTt7p+o7fHWoBuEjx2Ph9JED/n0enzRUr24tBr4/gGlZiTj/vFP9+tpaPj6ljPOT0UzQn5CQAKPR2G1Wv7Kystvs/4lEUcTLL7+MRYsWwWKx9Plcg8GA0047DQUFBb0+x2q1wmq1dnvcbDZr4kAJVDtn5iRCEIDD1S2oa3cjKYrFEGnghnJ8Olwe7Cn1nvxm5iRpoj/2ZGZ2IrC2ANtL6mE0mjR7k6hXWjnXD8WP5fWwuzyItZkxJiVGs8fg6VkJWL39GLaXNOj+O5OEwvGpJbuONQHwbiNptfZ9D6pm00bF46tDNfjuaCOu+cngjy8enzRYO4967++mjYoP2DGkxeOzv+3VTCE/i8WCKVOmdEu7WLduHWbOnNnn727cuBGFhYVYvHjxSf+OKIrYtWsXUlNTh9TeUBRrsyAvxZvp8M1hFk6i4PvheAMcLg/iIizI1GDhMcn44TGwWYyob3XiQEWT0s2hECQVSzp15DDNBvxARwGyvaUNaLFrry4BaZ/Ul6ZkaLva+GmjvO3fdqQWohgaS2VIPURR7FS5n0X8BkMzQT8ALFu2DC+++CJefvll7Nu3D7fddhtKSkpw4403AvCm3V911VXdfu+ll17C9OnTMX78+G4/u++++/C///0Phw8fxq5du7B48WLs2rVLfk0amNN9W/d9c4TbjVHw7SipBwBMTo/t17IftTIbDfINIrfuIyV8V6KPQGV4bDiGx4bD7RHlAlBEwSKKIrYXewOVKRqt3C+ZnD4MJoOA8sZ2HKtrU7o5FGKO1rahsskOs1HAxBExSjdHkzQV9F9xxRVYsWIF7r//fkyaNAmbNm3CmjVr5Gr8ZWVlKCnpWmyooaEB77zzTq+z/PX19bjhhhuQn5+P+fPno7S0FJs2bcK0adMC/n70aKpv38wdxfXKNoRCknRTf6rGAxUAmCEPoDFrhoJvR6eZfq2Ttu7bxr5EQVZa34aKRjtMBgGT0mOVbs6QhFuMGD/cG2xJAxlEwSIdcxOGxyDMbFS4NdqkmTX9kqVLl2Lp0qU9/mzlypXdHouJiemzquGTTz6JJ5980l/NC3mTR8YCAPaXN6LV4YLNorlDjDRspy9QkY5DLeu8x3h/C5YS+cPx+jaUNbTDaBBwSrr2Z1ROGxWHd3eWcgCNgk5K7R+XFo1wi/YDldMyh2HX0Xp8e6QOF0/WZqFc0qZtRd6+xNT+wdPUTD+pX2pMOFKiw+ARgT3HGpRuDoWQ8oZ2HJcClRGxSjdnyCaMiIHFaEBNiwNHa5lKScEjZczkp0bpYuB2mm8AbefRethdboVbQ6Fke5F+ss+AjoBrexEH0Ci4pGNO60vOlMSgn/xOmmXd6VtfTRQMUqCSlxKFCKv2AxWryYj8NG9hzJ1HuRaZgkcuPKaD1H4AGJ0QgYRIi3d3Dw5GUxBt9/WlqRpfzy+Z6gv6CyqbUdfiULg1FCrqWx0oqGwGwKB/KBj0k99Ja0BZNImC6TsdrUGWTPatAeUAGgWTvJ5fJzdXgiDIN4o7eV2iIGlqd+JAuXeLManekdbFRViQnRQJoGNAgyjQpPu7rMQIxEd23zKd+odBP/ld55l+butCwdJRxC9W2Yb4kdSXdh2tV7QdFDraHG78cNwbqOhpRuUU3wDa7qOc6afg2HW0Hh4RGDEsHMnRYUo3x29O8w1gbGOKPwUJ1/P7B4N+8rvxw2NgMgiobrZzWxcKCrvLjR9KvYGKnmb6pWrPPx5v5FpkCoo9x+rh8ohIjrZieGy40s3xG6kvcQCNgkVaz6+nwTOgY+vBHZzppyDhen7/YNBPfhdmNmKcvBa5XtnGUEjYW9oIh9uD+AgLRsbZlG6O34yMsyEuwgKH24MffbOvRIH0XUlHoKKnHSMmDI+BIHi3UKtqsivdHAoB38nr+fUVqEgDaHuPN8Dl9ijbGNI9h8uDPaXeDK2pnOkfEgb9FBCTpXX9HAmmIJDW6U4eqa9ARRAEzlBSUO3QYW0MAIgKMyPHtxZ5N/sSBZjL7ZGvS1N0UsRPMjohAlFWE9qdHhysaFa6OaRz+8sb4XB5MMxmRma8fiZ1lMCgnwJCXtfPmysKAj2u55dMYjE/ChJRFDsKYupsdhKAvJUnB9Ao0A5UNKHF4UaU1YTclCilm+NXBoOACSNiAHiXAxEF0m7fjisTRsTqalJHCQz6KSAmp3tvGH883oB2J9ciU2DtKK4HoL/ZSYDF/Ch4jlS3oK7VCYvJIC/R0pNJvr60m4EKBdgO3yDtpJGxMBr0F6hM9A2gsS9RoO3x3fuc4htoosFj0E8BkR4XjoRIC5xuUa4ETRQIx+vbUN7YDqNBwEQdXhSkm6uS2lbUNHMtMgWONMs/cXgMrCajwq3xv84z/R4Pd5ahwPneFwxLx5zeTEr3Xmt3cTcMCrA9vpn+iTrtS8HEoJ8CwrsWmfsiU+BJqf35qVGwWUwKt8b/YsLNyEqMAMBZFQosaXZSrxWSc1OiEGY2oKndhSM1LUo3h3Rsj5ySrL+BaKAjADtY0YQ2B7M5KTBaHS4UVDYB4Ey/PzDop4CR1/VzLTIFkJ5T+yVSYUz2JQokaQmJdO7WG7PRgPFpvhlK9iUKkDaHGwcrpEAlVtnGBEhqTBgSo6xwe0T8cJyz/RQYe0sb4RGBlOgwJEWHKd0czWPQTwFz6kjO9FPgyUX8dBz0s4I/BVq7syNQ0XMa5Sm+vsSsGQqUH443wCMCiVFWJEdblW5OQAiCIA9oSIXWiPxN2mnllHTO8vsDg34KmIkjYmAQgOMN7ShvaFe6OaRD7U63PMsQKkE/1yJTIPxY1gi3R0RCpAWpMfqdUeEAGgWalNp/yogYXVcbl9KtuQUmBYo0OKvngehgYtBPARNhNSE3xVsBetdRzvaT/+0vb4LTLSIuwoL0uHClmxMweZ3WIh+u5r7I5H/fS2uQh+s7UJGC/n1ljdxZhgLi+1KpL8Uq25AAk7JmuG0fBUrHAFqssg3RCQb9FFDS2tAdXD9JASBVSNZ7oGIyGjDRdwPJdf0UCHs67YWsZyOGhSM+wruzzI9l3FmG/E+endR5SrK0W05RTSvqWx0Kt4b0pq7FgZLaVgD6LYgZbAz6KaC4rp8CqWNGRf8XBGmPcaYlUyDs9fWliTrvS4IgdKzrZ18iP2tqd+JwlXdnCL1fl2JtFmTG2wBwXT/53x7fNWlUQgRiws0Kt0YfGPRTQElrvn447l0vSuRP35d6Z+rG6/zmCgAm+wIVzvSTv3XeFikUZlS4rp8CRRqIHh4bjoRIfRbx60xO8WdfIj+TjqmJIXBNChYG/RRQoxMjYbMY0epw4wjXIpMftTvdKJCrjev/oiDN9B/gvsjkZz8e926LlBRlRXIIbIvEmX4KFKk2Rihck4COAmvcDYP8bbfcl2KVbYiOMOingDIaBIxN9Rbzk0bAifxhf3kTXB4R8RH6rjYuSY0JR3K0d1/kvdwXmfxoT4gFKqdwLTIFiJSSHAoZMwAwyVe3YNfRBogisznJf6QCkaeESF8KBgb9FHBS6vXeUhZNIv+RiviN13kRv86kNaI/cACN/ChUqo1LYm0WjEqIAMAUf/KvjkAlVtF2BMvY1BgYDQKqm+0o49bM5CflDe2obLLDaBAwLo1Bv78w6KeAk4J+zvSTP0nHU6jMTgKQL357j3MAjfwnFPtSxx7jvC6Rf9S1OHC0tg1AaNSZAYBwixG5yVEAuHUf+Y+0XCQnKRLhFqOyjdERBv0UcNLs5I/HG+FhMT/yk1Aq4ifpyJphoEL+0Wx34VCVt95KKPUlaWtCLpUhfwnVauOnyIUx2ZfIP0ItYyZYGPRTwGUlRiDMbECz3YUjNS1KN4d0oHMRP71vi9TZ+OHe+hgFlc1od7KYHw3dD6UNEEUgLSYMiVH6rzYuGZ/m7UtcKkP+Ii05C6VrEtA5a6Ze2YaQbsh1ZtJDqy8FGoN+CjiT0YB8XzE/zlCSP+wrawypIn6SlOgwxEdY4PaIOFDepHRzSAe+D7HCY5KxvqD/eEM7altYzI+GLtQKYkqk6up7SxuYzUlDJoqi3Jc40+9fDPopKCYwLZn8aG+nQCVUivgBgCAIGCf1JaYlkx9IN1ehNjsZFWZGRrwNAPAD+xL5wZ4Q3WIsJzkSFqMBTXYXjtW1Kd0c0rjimlY0tDlhMRmQmxKldHN0hUE/BcX4NBbzI//pqDYeWoEK0JGWzN0wyB86BtBilW2IAqTr0g8sjElDVNnYjvLGdhgEYJzvHB0qzEYDxqREAuAAGg2dNKGRnxIFs5Fhqj/x06SgGC9vNcZifjR0oVjETyL3Jd5c0RA1tjtxuNpbZyUUB9CkFH8G/TRU0kB0dlIkIqwmhVsTfONSOYBG/vGj7xgay636/I5BPwVFTnIkLCZv+ldJbavSzSENa3e6cdBXxC/U1k4CHbOT+8ua4HR7FG4NaZk0yz9iWDjiIiwKtyb4OgajOYBGQ7NbXiYTq2xDFDJuuDSAxr5EQyMNHIVaxkwwMOinoDAbDcj3rc1hij8Nxb6yRrg9IhIiLUiJDp0ifpL0uHBEhZngcHtQUNGsdHNIw74P0cJjEumm8khNC5rtLoVbQ1r243Ep6A/NQGUcs2bIT34sk2b6Q7MvBRKDfgqa8SxARn4gzU6OHx5aRfwkgiDIs/0sjElDsac0tGcnEyKtSI62QhS9g4lEgyWlJI8LwWUyAJCXEg1BACqb7KhqsivdHNKoyqZ2VDXZIQhAHov4+R2DfgoaVvAnfwjlIn6S8b7ZJA6g0VBI5+JQnekHOhXz43WJBqmuxYHjDe0AQjdQibCaMCo+AkDHTC3RQEmDZ6MTImCzhF5tjEBj0E9BI8/0lzZCFFnMjwYnVLcY62w8B9BoiBrbnSiu8dZXCeW1k0xLpqGSskQy4m2ICjMr3BrldBTG5HWJBqcjtT907+8CiUE/Bc2Y5ChYjAY0tDlxtJZ7udLAtTvdKKj0rmOfEMKzk+N8F8QfffUNiAZqf5m3GObw2HDE2kKviJ9knLzsjEE/DY4cqKSG7uAZ0HFd4gAaDRaL+AUWg34KGovJgFxf6hvTkmkwQr2In2RUQgRsFiPanR4crmIxPxo4qfBYfmpopiNLpJvLgoom2F1uhVtDWiRvMRbyQb/3/f/IoJ8GaR/7UkAx6KegktKSWcGfBqNjFDg0i/hJjAZBvihyAI0GY59vpj/Ub66Gx4YjJtwMl0fEwXIOoNHAsdq4l/T+i7gbBg1Ci92FIzUtANiXAoVBPwWVXICMQT8Nwj7eXMk618ggGigGKl6CIMjXJa5FpoFqd7pR6FtyFup9qfNuGPtZzI8GaH95I0QRSI62IiHSqnRzdIlBPwXVhE4z/SzmRwMlBf35IT47CXSkUnIAjQbK5fbgQIV3pp99iWuRafAKK5vh8oiItZlDesmZhH2JBovLZAKPQT8FVW5KFEwGAfWtTpT5trgh6g+PR8T+ciklObTXIQMdM/0/Hm+Eh8X8aAAOV7fA4fIg0mpC+jCb0s1RnDyAxpl+GqDOgUooLzmTjGMFfxokaaAo1DNmAolBPwWV1WREVmIkgI5ZW6L+KK5tRavDDavJgEzffsChLDspEhaTAU12F0pqW5VuDmmIFKjkpUTBYGCgIs1O7uNuGDRArNzflfQ5/Mj7Oxog6ZgZx+36AoZBPwWdVC2aQT8NhHS85KVEwWTkqctsNCDftxsGC2PSQLA2RlejEiIQbuZuGDRwP3J2sgspYDtY3gyn26Nwa0grXG5Pp0xO9qVA0dyd87PPPotRo0YhLCwMU6ZMwebNm3t97oYNGyAIQrf/9u/f3+V577zzDsaOHQur1YqxY8fivffeC/TbCGnSGtJ9vg5O1B9cz9+ddKPJATQaiB/Zl7owGgS5L3EtMvWXxyOyIOYJ0uPCERVmgsPtQUEFB9Cofw5VdSw5GxnHJWeBoqmgf/Xq1bj11lvxxz/+ETt37sSsWbOwYMEClJSU9Pl7Bw4cQFlZmfxfTk6O/LOtW7fiiiuuwKJFi7B7924sWrQIl19+Ob755ptAv52QlZfKQIUGjkF/d9JnsZ8DaNRPoiiyYFIPuBaZBupYXRua7S5YjAZ52WKoE4SO7WTZl6i/fizzHiv5qVxyFkiaCvr/+te/YvHixViyZAny8/OxYsUKpKen47nnnuvz95KSkpCSkiL/ZzQa5Z+tWLEC8+bNw/Lly5GXl4fly5djzpw5WLFiRYDfTeiS0vuLqlvQ5nAr3BrSCilQYdDfIS/FF/RzAI36qarJjpoWBwyCt7AqeXXshsG+RP0jBSpjUiJh5pIzGbNmaKB+KOVAdDCYlG5AfzkcDnz33Xe48847uzw+f/58bNmypc/fnTx5Mtrb2zF27FjcddddOPvss+Wfbd26FbfddluX55977rl9Bv12ux12u13+d2Oj92B1Op1wOp39fUtBJ7VN6TYOCzMiPsKCmhYHfiitwykjWLSD+j4+61udOO7b7SE7IUzxY1gtsuK9W0Qdb2hHVUMrYm1mhVukb2o5hw7FnqO1ALzr2I3wwOnkulsAGJPoLQ66v7wRDodDk5XY9XB8asn3x+oBAHnJUfzMO8lL9valH443dPlceHxSb6SskNzkSMWODy0fn/1ts2aC/urqarjdbiQnJ3d5PDk5GeXl5T3+TmpqKv7xj39gypQpsNvteO211zBnzhxs2LABZ555JgCgvLx8QK8JAA8//DDuu+++bo+vXbsWNpv616KsW7dO6SYgwWRADQz497otKE1mtWTq0NPxWdAgADAizipi8+fKH79qEmc1otYu4F8frEM2x8+CQg3n0MFaV+rtSzGeJqxZs0bp5qiGww0IMKKu1Ym3PvgEMRalWzR4Wj4+tWTjfgMAA8TaEqxZU6x0c1SjpgUATPj+aC0++ngNTszW5vFJnYkisLvECEBA7aHdWFOxW9H2aPH4bG3t3w5Omgn6JSeOvoui2OuIfG5uLnJzc+V/n3766Th69CieeOIJOegf6GsCwPLly7Fs2TL5342NjUhPT8f8+fMRHa3e1BSn04l169Zh3rx5MJuVnRHcYziAA18Vw5yYiYUL8xVtC6lDX8fnyq3FwI8HMGV0MhYunKRMA1Xqg9qd+PxAFWJHjcfCGSOVbo6uqekcOlhrV+8BUI5zTs3FwjNHKd0cVXnu8Fc4XN2CEeOmYVZOgtLNGTA9HJ9a8siPmwC04+dzZuC0zGFKN0c1nG4PnvzhM7S7gQmnz0aGrzAbj0/qyfH6NrR+vRkmg4BrLvkprCZllspo+fiUMs5PRjNBf0JCAoxGY7cZ+MrKym4z9X2ZMWMGVq1aJf87JSVlwK9ptVphtVq7PW42mzVxoKihneNHxAIoxsGKFsXbQurS0/F5sKIFADA2LYbHywnGDY/B5weqUFDJvhQsajiHDtb+Cm/RxwnpwzT7HgIlPy0ah6tbUFDVinPGavez0fLxqRV1LQ6U+ZacjWdf6sJsBnKSovBjWSMOVbchOznmhJ/z+KQOB6u8S86ykyIRGd49tgo2LR6f/W2vZiqPWCwWTJkypVvaxbp16zBz5sx+v87OnTuRmpoq//v000/v9ppr164d0GvSwEkFyPaVN0IUmd5PfeMWY72T+xKL+dFJtDncOFLtHUCTCqpSh7xk72fC3TDoZKTz7cg4G6LDtBUgBEOer0joAfYlOgnuJhM8mpnpB4Bly5Zh0aJFmDp1Kk4//XT84x//QElJCW688UYA3rT70tJS/Otf/wLgrcyfmZmJcePGweFwYNWqVXjnnXfwzjvvyK95yy234Mwzz8Sjjz6Kiy66CB988AHWr1+PL7/8UpH3GCqyEiNhNgpoanfhWF0b0rkvJ/XC2Wm/X14UusvzBW8HKprg9ogwcrsb6sWBiiZ4RCAh0oqkqDClm6M63E6W+ksaiOY1qWd5qVHATm9hTKK+HKjwHiN5HIgOOE0F/VdccQVqampw//33o6ysDOPHj8eaNWuQkZEBACgrK0NJSYn8fIfDgdtvvx2lpaUIDw/HuHHj8PHHH2PhwoXyc2bOnIm33noLd911F+6++25kZWVh9erVmD59etDfXyixmAzITorCvrJG7CtrZNBPvTpc1QKH24NIqwkjhoUr3RzVyYyPQJjZgHanB8U1LRjN/aKpFx3bXvLmqifS7OShqmY43R5uw0a9kmcn0xj09yRX2k6WM/10EtIxIh0zFDiaCvoBYOnSpVi6dGmPP1u5cmWXf//+97/H73//+5O+5qWXXopLL73UH82jAchPlYL+Jswfl6J0c0ilpFm3vJQoGDiL3Y3RICA3OQq7jzVgX1kTg37qlbSvOAOVno0YFo5IqwnNdhcOV7UgN4WDI9QzLjnrW76v7xRVt6Dd6UaY2ahwi0iN2p1uFElLzni+DTgOY5NixjKVkvpBOj4YqPQuT55VYV+i3u0r886oMCW5Z4IgyLP97EvUG6fbg0NV3iVneQxUepQYZcUwmxkeEfLyPKITFVY2wyMCw2xmJEYpX8RP7xj0k2KkEXLeXFFfOKNyclK6thTUEZ3I4xE7BtDYl3qVx75EJ3GkugVOt8glZ33wDqDxHo/61pHaH9XnVunkHwz6STHSCHlxbSta7C6FW0NqtY9B/0mxABmdTEltK1odblhMBoxKiFC6OarFQIVORgpUxiRHMlDpQ24Kd8Ogvu2Xl2/y/i4YGPSTYuIjrUiKskIUeVGgnlU2taO62QGDAOQmM42yN/m+C2ZpfRsa250Kt4bUqHOgYmKBul5JWTP7OdNPvTjgGxBi4bG+SX2J2/ZRbw5UdMz0U+Dxyk+KyucMJfVBSrHNTIhAuIWFgHoTYzMjLca7BRtvsKgn0nGRm8xApS9jfIOL5Y3tqG91KNwaUiOpL3E9f99ymTVDJ9E5vZ8Cj0E/KYpBP/WFqf39xxR/6ou8FzJvrvoUFWaW12kzA416wkClf7zLH4DqZgeqmuxKN4dUpral47hgJmdwMOgnRXUUIGOgQt1J6724lcvJScEcC5BRT6TZyTHsSyclr+vndYlO0Gx34VhdGwAGKidjs5iQEWcDwAw06k7KABkZZ0OEVXM7yGsSg35SlFRF+kB5EzweUeHWkNoc8G31w7WTJ8fdMKg37U43impaAXCmvz/kdf0MVOgEUvCaFGXFsAiLwq1Rv1xugUm9OMCMmaBj0E+KGpUQAYvJgBaHG0frWpVuDqmI0+3BoUruhdxfnYsmcQCNOiusbIbbIyLWZkYS90I+KWmmfx+DfjrBQRYeG5CO3TDYl6gr1sYIPgb9pCiT0YAxyZEAmJZMXRXXtMDh9sBmMWJ4LPdCPpnMeO8AWqvDjZJaDqBRBylQGZPMvZD7I883gHawvAluDqBRJwxUBkb6nJjeTydibYzgY9BPipOqSUs3pkQAcKDcO8s/JjkKBgMDlZMxGQ3yGlOmUlJnDFQGJjM+AlaTAW1ODqBRV/u5Xd+ASAVmD1ZwAI06eDyifM/P61LwMOgnxeWmeGf6DzDop07kvZBZLKnfWMyPeiLNqIxhX+oXo0GQZ58OcACNfERR5ADaAI2MsyHMbIDd5UFxDQfQyOtoXStaHW5YTAZkxkco3ZyQwaCfFCfdiB5k+hd1Ig0Csdp4/+WxmB/1gDMqA8cBNDpRVZMdda1OGAQgOylS6eZogtEgyAP3nNghiTQQnZMUCZORoWiw8JMmxUkzKkeqW2B3uRVuDakFZ1QGTrq5KvDtekDU0OpEWUM7AA6gDURHATIOoJGXFKhkJkQgzGxUuDXaIWfN8LpEPqzcrwwG/aS4lOgwRIWZ4PKIOFLdonRzSAXaHG4U+9bSMiW5/8b4lsoU1bSg3ckBNAIOVnpvrtJiwhAdZla4NdqRJ281xtlJ8pIr9/OaNCBS/YODDPrJh5M6ymDQT4oThE7pX7zBIni3GBNFID7CgkRuMdZviZFWDLOZ4RG9nyERKyQPjrRUprimFS12l8KtITVgXxqcfA6g0QlYEFMZDPpJFcZwWxfqRLogcJZ/YARB6KiRwfWThE4FMXlzNSBxERYkRHoHHDmARgBnJwdLGiQ5WtcGOxPQQl67040iX1FH9qXgYtBPqiB1fAYqBHRKo+QFYcDGsGgSdXLQt/WltEsK9d+YZO9nxusSuTttMcYBtIGJj7TKGXtlLOAf8gorm+H2iIi1mZHETM6gYtBPqsBAhTqTCv4w6B84KWuGxfxIFMWONMpkBioDxawZkhTXtMDu8iDMbMDIOJvSzdEcaWLneKugcEtIaZ0zZgSBx0MwMegnVZBuro7WtnH9JMkpyUzvHzjWxyBJeWM7GttdMBoEZCVxL+SB6gj6OYAW6qTz6ZjkKBgNDFQGKifJ25fKGfSHPGkgOo8ZM0HHoJ9UIa5TwbYCrp8MafWtTlQ02gF0pNdS/0mfWWl9G5ranQq3hpQkBSqjEiJgNXGLsYGS+lIBZ/pDnlzEjwPRgyItLyprU7ghpDgpk5OTOsHHoJ9Uo2OGkvsihzJpi7HhseGI4hZjAxZrsyA5mgNoxL2QhyrHd0063tCORg6ghTTWmRkaqS9xpp8K5L7ESZ1gY9BPqiGv6y9noBLKCrief8jktGSm+Ie0A9xXfEhiws1IiQ4DwBoZoa5jHTJTkgcjJ8kb4DU6BTS0cQAtVDW2O1HW0A4AyE7idSnYGPSTakijfiyaFNoOVjLoHyquRSaAM/3+MIY7y4Q87xZjLQCAMZydHJSoMDNSY3wDaMxAC1nS4GlKdBhiwpnJGWwM+kk1pG1wWME/tEmBKmcnBy+XVcdDnsvtkW+uuRfy4I1J4mB0qCusbIZHBIbZzEiM5BZjg5XjKybKoD90San9OazXpAgG/aQaUvpXVZMdtS0OhVtDShDFjqCfRV4GT5qd5ABa6CqubYXD5UG42Yj0YdxibLA4008FlVKgwi3GhkK6xyuobFG4JaQU3t8pi0E/qUaE1YT0uHAAvMEKVQ0OcIsxP+AAGnVsMRYJA7cYGzQulaGOQIWzk0OR7bsuFXKmP2RJA2jsS8pg0E+qwrTk0Fbmq+zLLcaGJsJqwohhHEALZdL3zhmVoek8gFbHAbSQVMDZSb/oWCrDoD9UHazoyJqh4GPQT6oiXVT3s+p4SJL28GXhsaGTBtC4x3hoYqDiHxxAI2l2UpqppsHJSvRm79W0OJiBFoIa2pyoaLQD6BhMpeBi0E+qIgV73GosNB33zfSziN/QcV1/aJMC1GymUQ4ZM9BCV5vDjZLaVgAcQBuqCKsJcVYRAPtSKJImINJiwhAVxsr9SmDQT6oiXVQPVDRBFEWFW0PBJqX38+Zq6ORApZyplKHG6fbgSLVvizH2pSHL4br+kHWoqhmiCMRFWJDAyv1DlhLuva9jBlrokc6fTO1XDoN+UpWsxEiYDAKa2l0ob2xXujkURB6PiApfej+LvAwdB9BCV1F1C1weEREWI9J8e2PT4OX69mZn1kzokdcgMx3ZL1J9G4lwAC30sC8pj0E/qYrFZMCoBO+6rwNM8Q8px+rb4PQIsJgMGBnHLcaGanRiBAyCdx1dZZNd6eZQEEk31NncYswvcpI66mNwAC20cIsx/0qxMb0/VHVU7mdfUgqDflIdeS0yg/6QUljlTUceHW+DychT01CFmY3I9A2g8QYrtMg3V5xR8YvspEgYBKCu1YmqZg6ghZLCSqnaOPuSP6RK6f3cti/kdKT3sy8phXfWpDpjpFkVXhRCilRtnBWS/Uda188BtNDCyv3+FWY2IiPeO4BWwLTkkCIHKknsS/6QHA4IAlDb4kA1B9BCRn2rA1W+jEOu6VcOg35SHWkUsJBBf0g5VMWg39/GsOp4SGLlfv+T1qFyAC10tDncOFonVe5nX/IHixFIl7bAZF8KGdLg2fDYcERaTQq3JnQx6CfVkW6uCiubuX4yhBRUetP7c5IiFG6JfuRyqUzIYeX+wJD6krR0gvTPew8CxEdYEM/K/X4j3eNxMDp0yEX8OHimKAb9pDoZ8REwGgQ021nBP1R4PGLHTH8iLwr+MiaZA2ihhpX7AyOHS2VCjpwxw+wzv5KDfmZzhgxpi0YORCuLQT+pjsVkQGa8t3o710+GhtL6NrQ5PTAKIkbGhSvdHN3IiI+AySCgxeFGWQMH0EKBVAuFlfv9S6qPUVDBAbRQIfUlBir+JQ2iFHCmP2R01MbgAJqSGPSTKuWwmF9IkVJmk8LByv1+ZDYa5Ar+7EuhQZqdZOV+/xqV4B1Aa7K7OIAWIjpmJ9mX/ElawneQA2ghg9v1qQPvrkmVOor5cSQ4FEijwNJ2PuQ/nWtkkP4VcFukgLCYDBjFLTBDykF5uz4GKv6UlRABgwA0tDnliu6kX96dGhwAuFRGaQz6SZU60r8YqIQC6XtOsTHo97fsJA6ghZICBioBk80BtJDR6nDhaG0bAM5O+pvVbERmfMdsP+mblDEzYlg4Ili5X1GaC/qfffZZjBo1CmFhYZgyZQo2b97c63PfffddzJs3D4mJiYiOjsbpp5+O//3vf12es3LlSgiC0O2/9nam7ympc3o/07/0TwpUUric3+84gBY6WLk/sKSsGanoKOmXNLATH2FBXIRF4dboj5SJxKwZ/TvI2hiqoamgf/Xq1bj11lvxxz/+ETt37sSsWbOwYMEClJSU9Pj8TZs2Yd68eVizZg2+++47nH322bjggguwc+fOLs+Ljo5GWVlZl//Cwlj1WEmjEzvSv6S0INInj0eUb7A40+9/HEALHUXVLXC6Wbk/ULI4gBYyuEwmsKQAkFtg6l8Bt+tTDU3lWfz1r3/F4sWLsWTJEgDAihUr8L///Q/PPfccHn744W7PX7FiRZd/P/TQQ/jggw/w3//+F5MnT5YfFwQBKSkp/W6H3W6H3d6xDqmxsREA4HQ64XQ6B/KWgkpqm5rbKDECSB9mQ3FtK/Yfr0fs6Dilm0QBcqyuDa0ON0wGAQlh2jg+tSQ91iIPoJXXtyCB+00PmtrPofuO1wMAspIi4HK5lG2MDo3y7SxSUNkEh8Ohut0R1H58asn+sgYAQHZiBD9PP+l8fI6K9/WliiZ+vjp3oNwbI2XF21T9XWv5/NnfNmsm6Hc4HPjuu+9w5513dnl8/vz52LJlS79ew+PxoKmpCXFxXQPI5uZmZGRkwO12Y9KkSXjggQe6DAqc6OGHH8Z9993X7fG1a9fCZrP1qy1KWrdundJN6Jco0QDAgA82fIPa/Zyh1Ksf6gQARiRaPTAK2jk+tSTOYkS1XcDr//0cOTHsS0Ol1mP0k6PevhRur8eaNWuUbo7uONyAACMa2lxY/cEniFZp1rdaj08t+Wqf9/7DXlmENWuOKN0cXVm3bh3KWgDAhB9L6/Dxx2ugsvEz8qMfjhoBCKgs2IU1ZbuUbs5JafH82dra2q/naSbor66uhtvtRnJycpfHk5OTUV5e3q/X+Mtf/oKWlhZcfvnl8mN5eXlYuXIlJkyYgMbGRvztb3/DGWecgd27dyMnJ6fH11m+fDmWLVsm/7uxsRHp6emYP38+oqOjB/HugsPpdGLdunWYN28ezGaz0s05qR9MB7F3cxGsiZlYuDBf6eZQgJR+eQTYX4BJo5MBHNfM8aklH9TuxOcHqpAwehwWTh+pdHM0S+3n0E/f2g0cq8DsU/Ow8CeZSjdHl54u3IyS2jaMOmUGpo9SVwaa2o9PLXl83yYA7fjZOdMxLVNd37NWdT4+3TDgie8/Q6tLwIyz5iCeGWi6VNviQPPWDQCART+bD5tFvWGnls+fUsb5yaj30+/Fiel0oij2K8XuzTffxL333osPPvgASUlJ8uMzZszAjBkz5H+fccYZOPXUU/H000/jqaee6vG1rFYrrNbuJyiz2ayJA0Ur7cxNiQEAHKpu0UR7aXAOV3srJOckRwFt2jk+tWRMSjQ+P1CFwzVt/Gz9QK3H6CFfEb+8tBhVtk8PcpKiUFLbhiM1bfjJGHV+xmo9PrWixe7CsXpvMef8tGH8LP3MbDbDZjYjfZgNJbWtKKqzI2UY13vrUXGddz3/8NhwxERoo1KzFs+f/W2vZgr5JSQkwGg0dpvVr6ys7Db7f6LVq1dj8eLFePvttzF37tw+n2swGHDaaaehoKBgyG2moZGKfnB7JH2Ti7xw/9aAYQV//WPl/uDI5nVJ96TdGRIiWbk/kOTrEvuSbknnyWze36mCZoJ+i8WCKVOmdFtrsW7dOsycObPX33vzzTdxzTXX4I033sB555130r8jiiJ27dqF1NTUIbeZhiYr0XuSqG52oK6FFfz1SBRF+YLPoD9wpM+2kFuN6VZxDSv3B0N2IgMVvZMGRxmoBJb0+R5iX9ItBv3qoqn0/mXLlmHRokWYOnUqTj/9dPzjH/9ASUkJbrzxRgDetfalpaX417/+BcAb8F911VX429/+hhkzZshZAuHh4YiJ8aaO33fffZgxYwZycnLQ2NiIp556Crt27cIzzzyjzJskWYTVhOGx4Sitb0NhVTNOi+C6Or0prfdW7jcbBYyMC8cBpRukU9JWY1VNdtS3OhBr4+yV3hyUApXkKNVVldeTHF8WBWf69atjIJoZM4HUMdPPbfv0Sppo4KSOOmhmph8ArrjiCqxYsQL3338/Jk2ahE2bNmHNmjXIyMgAAJSVlaGkpER+/gsvvACXy4WbbroJqamp8n+33HKL/Jz6+nrccMMNyM/Px/z581FaWopNmzZh2rRpQX9/1J2U4s+0ZH2Sbq5GJ0TCbNTU6UhTIq0mefaXwYo+HfQtkxnDm6uAykqMAABUNtnR0Kq9rZ3o5Dg7GRzS58trkn4V+q5L7EvqoKmZfgBYunQpli5d2uPPVq5c2eXfGzZsOOnrPfnkk3jyySf90DIKhJykSGw4UMWRYJ2S1vNL62QpcLKTo3C8oR0Flc2YymrUuiPPTrIvBVRUmBmpMWEoa2hHYVUTpmSwL+mNtKafgUpgSZ9vRaMdje1ORIdpq3ga9a3F7sLxBm9BTPYldeDUGqmalF7HkWB9kjI4xjCNMuByOKuia4eYkhw0nKHUL7vLjeIab0FMBiqBFR1mRnK0dycs9iX96VwQk0sK1YFBP6laFquO69pBzk4GDSsl65fL7cHhKgYqwcLdMPSrqLoVHhGICjMhKYp7xwcaB9D0i8tk1IdBP6madLIob2xHYzvXT+qJKIryeq8xDPoDTp7pr+BSGb05WtcGh9uDMLMBw2O1sReylmVzNwzdkpYSZidFsiBmEEiZSazgrz8FDPpVh0E/qVpMONO/9KqsoR0tDjdMBgEZ8RFKN0f3pAvv8YZ2NNtdCreG/KmwU0FMg4GBSqBJgQpn+vVHnp1MZKASDFnMQNMt9iX1YdBPqsd1/fokfZ+ZCRGs3B8EsTYLEiK9A2icVdGXQi6TCSppAM275SgH0PSEKcnBJQWEvL/Tn0NyX2KdGbXgnTapHtd86VMBR4GDLoezKrrEGZXgiouwID7CW5jqUGWLwq0hf+IAWnBJn/PRula0O90Kt4b8xe5yo7i2FQD7kpow6CfVk04YBVyLrCucUQk+qS9xAE1fCiu5F3KwZcnr+nld0gu3R8Thal9BzETOTgZDfIQFsTYzRLGj2jtpX1F1K9weEVFWFsRUEwb9pHry+kkGKrpyiEF/0HVs28dARS9EUcQhVu4PuhxW8Nedo7WtcLg8sJoMGD6MBTGDQRAEpvjrkPRdZrEgpqow6CfVk26ujtVx/aSeSJWvGagED4sm6U95o7cwIwtiBheXnemPXBAzMRJGFsQMGmag6Q8zOdWJQT+p3jCun9SdmmY7alscEAQgi+uQg0bKmjlay/WTeiHdXGXE22Ax8ZIeLCwwqz/SQHQOA5WgyuJMv+6wL6kT7xBIE7LlGUqmJeuBdHEfHhuOcItR4daEjoRI7/pJjwgcruIAmh5I6eWcUQku6fMurm2F3cUBND1gX1IGs2b0R6rBxb6kLgz6SRPkYn68KOgCU/uV0Xn9JAfQ9IF9SRnJ0VZEWU1we0QUVbcq3RzyA/YlZeQke7NmjlS3wOn2KNwaGqouBTHZl1SFQT9pAlMp9UXeFokXhKCTBtAOsS/pAtdOKkMQhI4K/uxLmieKIovLKiQtJgw2ixEuj4jiGg6gad2xOm9BTIvJgBHDbEo3hzph0E+akMObK11hoKKcbO6GoSuH5AE0bjEWbDlcdqYbFY12NNtdMBoEZLIgZlAJgsB1/ToiV+5nQUzVYdBPmpDtm50srmlhATIdYNCvnGxW8NeN2hYHalocAIDRiQxUgo1rkfWDBTGVxe1k9aOA93eqxTMbaUJipBUx4d4CZEeqWYBMy5rtLpQ1tAMAshM5Oxls0s1VEddPal7ngpg2i0nh1oQebjWmH1K2RjZ3k1EEl8rohzypw76kOgz6SRMEQeiUSsmLgpZJ6ciJUVbE2MwKtyb0pMaEIUJeP8kBNC1jxoyypEHLw9UtcHEATdPYl5QlZ81U8f5O69iX1ItBP2mGfFGoYPqXlhVwFFhRgiB0pPhX8AZLy1gQU1nDh4UjzGyAw+XB0bo2pZtDQyD3pWT2JSV0rtvk8YgKt4YGq3NBTPYl9WHQT5rBtcj6wFFg5WVzNwxd4BZjyjIaBIxOYFqyHhyS+hKXnCliZJwNFqMB7U4PSus5gKZVFY12NLEgpmox6CfNkPZy5c2VtjHoV540As8BNG2Tsp7Yl5TT0ZeYgaZVdS0OVDd7C2JmJTFQUYLJaEBmgnd7N97jaZdcEDOOBTHViN8IaYaU/nWEBcg0TZpRYUqyclgfQ/ta7C4clwpisi8pRlqmVMilMpolZcywIKaycpiBpnnS7gtZvCapEoN+0gwWINO+dqdb/u4YqChH+uwPVTXDzfWTmiQNniVEWhFrsyjcmtAlV/BnATLNkvcV5zVJUazgr32FnNRRNQb9pBmCICDbl+LPAmTaVFTTAo8IRIWZkBhlVbo5IWvEMBusJm8BsmN1rUo3hwahY5kM05GVlM0CZJrHgpjq0FG3iUtltIrLN9WNQT9pCtOSta3zBUEQBIVbE7qMBgFZiazgr2UFvLlShYz4CJgMAlodbpQ1tivdHBoE9iV16FzBXxQ5gKZFDPrVjUE/aQqDfm2TAkzOqCiPu2FoWyG3vlQFs9GAzARvtkUBt5PVpEMMVFRhVEIEDALQ2O5CVbNd6ebQANW3diqIyeuSKjHoJ03p2F+cN1daxC3G1COH6yc1rSNQ4RZjSmNf0q4Wu0veIo4DaMoKMxsxMs5XwZ8ZaJojnf+Gx4YjwsqCmGrEoJ80Rarueri6hQXINIgzKuohFyDj+knNcbg8KK711mKQvkdSTjaDfs06XOUtLJsQacGwCBbEVJrcl1gYU3NYEFP9GPSTpgwfFo4ws7cA2dFaFiDTEpfbg8PVvsr9iZydVFo2109qVlGNd9AzympCEgtiKo5Bv3YVVvm2GOMsvyqwgr92FXDJmeox6CdN6VKAjBcFTTla1waHywOryYDhw8KVbk7IkwqQtTjcKGtgATItkWpjZLEgpip0ro/BATRtkfoSs8/UQcrmZIFZ7WERP/Vj0E+ak8NtXTRJTv1KjITRwEBFaWajAaOkAmQcQNMU3lypS1ZiJAQBaGhzyoWsSBvYl9SF6f3aJW99ySVnqsWgnzQnJ9k7EsxCL9rCmyv1YWFMbZJuiLkLhjp0LkDGwWht6ehLXHKmBlmJ3oHoqiY7GlqdCreG+qvVwYKYWsCgnzSHW41pE4N+9ZGCxkOcVdEU9iX1kW50D/G6pBkOlwfFNd7aQOxL6hAVZkZqTBiAjnoLpH6HKr31muIjWBBTzRj0k+Z0LprkYQV/zZCqxPPmSj2yk7l+UmvcHlEepGFfUo/sZA5Ga41UEDPSakJyNAtiqgULY2qPXBCT1yRVY9BPmpMRZ4PZKKDN6cbxhjalm0P9IIoiDvm2RmJKsnrksACZ5hyra4XD5YHFZMCIYTalm0M+0kw/AxXt6LzFGAtiqodcrJmD0Zohr+fn/Z2qMegnzTF1KkDGGyxtKG9sR7PdBaNBQEZ8hNLNIZ9RCREwsACZprAgpjpJtWY4068dDFTUSSoEx2J+2sElZ9rAoJ80ielf2iJ9TxnxNlhMPO2oRZcCZCzmpwm8uVInFiDTHvYldWLWjPYUsC9pAu++SZN4UdAWeS9kVnVVHW6RpC3yzRX7kqqwAJn2sC+pk3RNOlbXhlaHS+HW0MmwIKZ2MOgnTZIKkDHo1wZ5WyTu36o6Wcya0RTOTqoXM9C0w+0RcZgFMVUpPtKKOF8F+MO+WkCkXsWdCmKmRIcp3RzqA4N+0iRpZJ4FyLSBgYp6SftTM1BRP1EU5S3h2JfUR95OlgXIVK+0rg12X0HM9DgWxFQbZnNqBwtiageDftKk0YkREFiATDPkQCUxSuGW0Ik4O6kdlU12NPkKYmYmMFBRm+xOu2GQuklLMEYnRLAgpgplyX2JS2XUjstktINBP2lSmNmIdN92VQxW1K22xYGaFu/ATFYSK/erjVSArLLJjoY2FiBTM7kgZpwNVpNR4dbQiTg7qR3MPlO3HA5Gawb7knZoLuh/9tlnMWrUKISFhWHKlCnYvHlzn8/fuHEjpkyZgrCwMIwePRrPP/98t+e88847GDt2LKxWK8aOHYv33nsvUM0nP8phATJNkC4Iw2PDYbOYFG4NnSgqzCyvw+MNlrpJOyxk8eZKlaSb3tJ6FiBTO7m4LPuSKjEDTTu49aV2DDjov+aaa7Bp06ZAtOWkVq9ejVtvvRV//OMfsXPnTsyaNQsLFixASUlJj88/cuQIFi5ciFmzZmHnzp34wx/+gJtvvhnvvPOO/JytW7fiiiuuwKJFi7B7924sWrQIl19+Ob755ptgvS0aJPmiwK3GVI2jwOonFVg8xBssVStk4TFVYwEy7WBfUjfpeymqaYXD5VG4NdQbt0fEIfYlzRhw0N/U1IT58+cjJycHDz30EEpLSwPRrh799a9/xeLFi7FkyRLk5+djxYoVSE9Px3PPPdfj859//nmMHDkSK1asQH5+PpYsWYLrrrsOTzzxhPycFStWYN68eVi+fDny8vKwfPlyzJkzBytWrAjSu6LByuJMvyYw6Fe/rET2JS3gjIr6McVf/URR7NSXWGdGjVJjwhBhMcLtEVFcwwE0tWJBTG0ZcK7tO++8g5qaGqxatQorV67EPffcg7lz52Lx4sW46KKLYDabA9FOOBwOfPfdd7jzzju7PD5//nxs2bKlx9/ZunUr5s+f3+Wxc889Fy+99BKcTifMZjO2bt2K2267rdtz+gr67XY77Ha7/O/GxkYAgNPphNOp3jWxUtvU3MaByIzzpSRXNOvmPenRwQpv/xgVH97n96S341NLRsWHAwAOlDfy8++D0seoFKhkxoXxe1KpUQk2fFtUiwNlDXCOTwrq31b6+NSKyiY7mtpdMAjA8BgLP68gGejxmZUYgT2ljdhf1iDf75G67C+rBwCMirfB43bB41a2PUOh5fNnf9s8qAW28fHxuOWWW3DLLbdg586dePnll7Fo0SJERkbi17/+NZYuXYqcnJzBvHSvqqur4Xa7kZyc3OXx5ORklJeX9/g75eXlPT7f5XKhuroaqampvT6nt9cEgIcffhj33Xdft8fXrl0Lm039I13r1q1Tugl+0eYCABMqmux458M1COdycVXaW2IEIKCycA/WVO456fP1cnxqSXUDAJiwt7gKa9asUbo5qqfEMdriBKqbvSe5wh1f4ejuoDeB+sFRLQAw4qu9h5DnLFCkDTyH9u1Ag/c7ireK+Gztp0o3J+T09/i0OgwADPjkqx3wFHNrZjX6/Li3L9lcjbq5d9Di+bO1tbVfzxtSmFRWVoa1a9di7dq1MBqNWLhwIX744QeMHTsWjz32WLcZdH84cQ9IURT73Beyp+ef+PhAX3P58uVYtmyZ/O/Gxkakp6dj/vz5iI6OPvmbUIjT6cS6deswb968gGVkBNuT+zeiosmO0ZNnYnJ6rNLNoRO02F2o3/o5AODXF87FMJul1+fq8fjUippmO57+cSNqHQLOmXcuwsysDN8TJY/R74rrgO3bkBoThosvODOof5v6L6qwGu8V7UCzIQoLF54R1L/Nc2j/1HxdAvy4HxMzk7Bw4WSlmxMyBnp8Ht10BNvWFcAQOxwLF04MQgtpoDa/9wNQXIpZE3Ow8JwspZszJFo+f0oZ5ycz4KDf6XTiww8/xCuvvIK1a9di4sSJuO222/CrX/0KUVHetVFvvfUWfvvb3/o16E9ISIDRaOw2A19ZWdltpl6SkpLS4/NNJhPi4+P7fE5vrwkAVqsVVqu12+Nms1kTB4pW2tkf2cmRqGiyo6i2HdNG6+M96UlJhXctXkKkBUkx/duuT0/Hp1Ykx5owzGZGXasTJfV2jEuLUbpJqqbEMVpU2w4AyEmOYv9QsbzUWABASW0rRMEIiyn4myTxHNq3IzVtAIAxKdH8nBTQ3+MzN9V7HTpc3crvSaUOVXvv8cak6qcvafH82d/2DvhqlJqaiuuvvx4ZGRn49ttvsX37dtx4441ywA9418THxsYO9KX7ZLFYMGXKlG5pF+vWrcPMmTN7/J3TTz+92/PXrl2LqVOnyh9Qb8/p7TVJXaSiSaw6rk7StkhSoThSJ0EQuEWSyskFMdmXVE0qQOZiATLVYl/SBumadKiqGW4P0/vVhgUxtWfAQf+TTz6J48eP45lnnsGkSZN6fM6wYcNw5MiRobatm2XLluHFF1/Eyy+/jH379uG2225DSUkJbrzxRgDetPurrrpKfv6NN96I4uJiLFu2DPv27cPLL7+Ml156Cbfffrv8nFtuuQVr167Fo48+iv379+PRRx/F+vXrceutt/q9/eR/2cneEw0DFXXitkjawaBf3Qq4C4YmCILQsbMM+5IqsS9pQ/qwcFiMBthdHpTWtSndHDpBVaeCmJkJ6q9nRoNI71+0aFEg2tEvV1xxBWpqanD//fejrKwM48ePx5o1a5CRkQHAW2OgpKREfv6oUaOwZs0a3HbbbXjmmWeQlpaGp556Cj//+c/l58ycORNvvfUW7rrrLtx9993IysrC6tWrMX369KC/Pxo4aaS+gDdXqsQtxrQji1uNqRq3vtSO7KRI7DnWwL6kQvWtDlQ3e3dfymJfUjWT0YBRCRE4UNGEwqomjIxnYKkm0n13RnwErCbWAdICzdU7X7p0KZYuXdrjz1auXNntsbPOOgs7duzo8zUvvfRSXHrppf5oHgWZdAN8tK4V7U43C5CpzCE5UGHql9rlMGtGtVodLpTWe2e6OICmfnLWTBX7ktpI57e0mDBEWjV3CxxyspMjvUF/ZTPOyeu91hYFn9SXuHxTO4JfYYbIjxIiLYgJN0MUgcNVXD+pJnaXG0W+Na2cnVQ/6Ts6Ut0Cp9ujcGuoM+ncFh9hwbCI3nfAIHWQM9AqGPSrjZwxk8yBaC3IZgaaasmZnMm8v9MKBv2kaYIgyDNfBZVNCreGOiuqboVHBCKtJiRHd9/tgtQlLSYMNrkAWf/2fKXgkM5tHDzTBul7OlzdDA8LkKkKi/hpS3YSl3CqFfuS9jDoJ82TK7zyoqAqndcgC4KgcGvoZARB4Lp+lZJmjBn0a8PIOBssRgPanR55WQapA4v4aYs0i1xY2QxR5ACamrAvaQ+DftI8rp9UJxYe056cTlskkXqwIKa2SAXIAA6gqQ1TkrVlVEIEDALQ1O5CVZNd6eaQT0OrkwUxNYhBP2ket0dSJyklmYGKdkh9qaCCS2XUpCNQ4TpkrcjmsjPVabF3FMRkSrI2WE1GjIzzVu3nPZ56FFZ5z2ssiKktDPpJ86SL95HqFrhYgEw1OKOiPcyaUR+7y43iWm+NBWbNaAcHo9VHKoiZEMmCmFrCdf3qIy054yy/tjDoJ80bHhuOcLMRTrco3xyTslxuj3yDlZ3I2Umt6KiP0cICZCpRVN0Kt0dEVJgJSVEsiKkVOQz6VUfKuuAWY9oibfnLvqQeXL6pTQz6SfMMBgFZSVw/qSZH69rgcHsQZjZg+LBwpZtD/ZQRZ4PZKKDN6cbxBhYgU4POlftZEFM7spNYgExtmH2mTdkcQFMdKRuQQb+2MOgnXeBeruoirQnPSoyE0cBARSs6FyBjKqU6sIifNkkFyBrbXahqZgEyNSjgFmOaxGVn6tNxXWImp5Yw6Cdd4EiwuhQwUNEsboGpLgW8udKkMLMR6VIBsgr2JTU4JKcksy9pSVaidyC6qsmOhlanwq2hVocLx+p8BTF5j6cpDPpJF7jmS11YbVy7mDWjLoe4dlKzcjhDqRp2lxtFNd46M0zv15aoMDNSY8IAdFSNJ+VI9ZriIiyIY0FMTWHQT7qQ3Wl/cRYgUx4LJmkXq46rR5eCmAz6NYd9ST2KqlvhEYEoKwtiahGzOdWDRfy0i0E/6UJGvA0mg4BWhxtlje1KNyekeTwiDlVyRkWrpDTyAhYgU1xJbSscbg/CzUYMj2VBTK1h1ox6yIFKMgtialEW+5JqdC4uS9rCoJ90wWw0IFMqQFbB9C8llda3oc3phtkoIMO3ppW0Y3RiBAQBaGhzorrZoXRzQpp0g5uVFAEDC2JqDvcXVw85UGH2mSZxpl89ClkQU7MY9JNucF9kdZA+/9EJkTAZeYrRmjCzEenDfAXI2JcUxSJ+2iYFKlVNdjS0sQCZkrhdn7blcABNNZjer128Iyfd6Lyun5Qjz6jw5kqzuEWSOvDmStuiwsxIifYVIGOwoij2JW2TvrfS+ja0OdwKtyZ0OVweFNe0AuAAmhYx6CfdYPqXOhRUMPVL6+SsGS6VURQDFe3jFpjKc7k9OFztK4iZyKwZLYqPtGKYzQxR5MSOkoprWuDyiIi0muQBTdIOBv2kG1KhFxYgU5Y0O8xRYO3K4ky/4jwekUG/DnSs6+cAmlKO1rXB4fIgzGzA8GEsiKlVzOZUnlxnJjGCBTE1iEE/6UZWYiQEAahvdaKmhQXIlCCKIgoruA5Z65g1o7zjDSyIqQfsS8rrXGfGyIKYmpUt7SxTwb6klI7ishyI1iIG/aQb4RYjRvhG8XmDpYyKRjua7C4YDQIyExioaJUUqFQ02tHYzgJkSihgQUxdYH0M5UlZFsw+0zYOoCmPxWW1jXcSpCvZiazwqiTp5ioj3garyahwa2iwosPMSIqyAuANllKkjBmm9mub9P0dq2tDu5MFyJTALcb0gQNoyuOSM21j0E+6wqJJyuLNlX5Is2IM+pXBmyt9iI+wIJYFyBR1iH1JF6Tvr6i6BU63R+HWhB63R5TPYexL2sSgn3RFSjlioKKMAu6FrBvSwA0H0JQhb33JmytNEwShYzcM9qWgE8WOgpi8LmlbWkwYIixGuDwiimtalG5OyCmta4Pd5YHFaEA6C2JqEoN+0pUs3lwpikX89KOj6jj7UrCJosgBNB3hWmTllDW0o8XhhskgICM+Qunm0BAIgsB7PAUVVnkHokcnRrDOjEbxWyNdkW6uyhvbWYAsyERRxEHOTuoGb66UU9VkR1O7CwYBGJXAQEXrpO1k2ZeCTxo8y0yIgJmBiuZlsy8phpX7tY9nQNKVmHAzEn0FyJiWHFw1LQ7UtzohCB03uaRdUrbG0bpWFiALMilQyYiPYEFMHeBMv3JYZ0ZfOBitHPYl7WPQT7rD9ZPKkD7vEcPCEW5hoKJ1CZEWxIR7C5AdruL6yWBiET99yUn2DqAdYQGyoCvkdn26ksNlZ4op4HVJ8xj0k+5wWxdlcP9WfREEodO6/iaFWxNa5H3FeXOlC2kxYbDJBchalW5OSOEAmr7IOzRVNcPjERVuTehgQUx9YNBPuiMH/RUM+oOpsIKBit6wgr8yCioYqOiJIAhc16+AzgUxueRMH0bG2WAxGtDu9KC0vk3p5oQM1pnRBwb9pDtyoRfO9AcVU7/0RxrRZ18KLmkvZGbN6EfnGUoKDtaZ0R+T0YDMBBsAXpeCSbq/GxlnY50ZDWPQT7qT7QtUjtayAFkwMY1Sf1g0KfjqWhyobnYAALKSOKOiF/JSmQoulQkW1pnRJ2kwlNmcwdNxf8eBaC1j0E+6kxhpRXSYCR7RWziJAq+h1YnKJjsABv16ImXNHKlugYsFyIJCmr0aHhsOm8WkcGvIX1hrJvhYZ0afOBgdfJzU0QcG/aQ7XQuQ8aIQDIVV3tmr1JgwRIWZFW4N+cvw2HCEm41wukUU17IAWTBI6/lZLElf5PT+yhYWIAuSQwxUdIkDaMHHoF8fGPSTLnWkfzGVMhhYeEyfDAYBoxO9KeacVQkOqXI/90LWl4w4G8xGAW1ON443sABZMMh9idclXcnuVBRTFDmAFgys2aQPDPpJl6RZMs70BwfTKPUrh6mUQcVtkfTJZDTIVa/Zl4KDs5P6NDoxAgYBaGhzoqrZrnRzdK+h1YnqZi7f1AMG/aRLOcne4PMgZ/qDgjdX+pXNoD+o2Jf0i30peBrbnahoZKCiR2FmI9LjfBX82ZcCrvPyzUgr68xoGYN+0iVpdrKophUOFwuQBRpnJ/VLqtYrpcpS4DS1O1HW0A4AyE5k1ozedE5LpsCSPuPkaCuiWWdGd6S+dIh9KeC4fFM/GPSTLkkjkm6PyAr+AdZsd6G03rtGleuQ9UcayGEBssA7VOU9VyVFWRFjY6CiN6w6HjyFDFR0jVkzwSN9xlm8v9M8Bv2kS10r+HOGMpCkkfaESCuGRVgUbg35W0acDRajAW1Otzy4Q4Eh7eHOQEWfcuSsGRYgCzSpsjvrzOgTd2gKHrkvMZNT8xj0k26N8Z2gDlbwohBIHUX8eEHQI5PRIFfwZ42MwOoIVNiX9Gh0YgQEXwGy6maH0s3RNWkALYt9SZc40x88cp0ZzvRrHoN+0i152z7O9AcUC4/pn1QYk7MqgcWUZH0LMxsx0leAjBlogcUBNH2TBnMqm+xobHcq3Br9anW4cKzOt3yTfUnzNBP019XVYdGiRYiJiUFMTAwWLVqE+vr6Xp/vdDpxxx13YMKECYiIiEBaWhquuuoqHD9+vMvzZs+eDUEQuvz3i1/8IsDvhoJB3raPM/0BJQ2qMPVLv6QbZ870B1bHXshMSdYrOcWf16WAaXO4GajoXHSYGSnRYQA42x9Ih311ZobZzIiPtCrcGhoqzQT9V155JXbt2oVPP/0Un376KXbt2oVFixb1+vzW1lbs2LEDd999N3bs2IF3330XBw8exIUXXtjtuddffz3Kysrk/1544YVAvhUKEml28kh1Cyv4B1ABZ/p1bwwH0AKu3enG0bpWABxA07OcZA6gBdqhqmaIIhBrMyOedWZ0S07x53UpYOSdmTgQrQua2HBx3759+PTTT/H1119j+vTpAIB//vOfOP3003HgwAHk5uZ2+52YmBisW7euy2NPP/00pk2bhpKSEowcOVJ+3GazISUlJbBvgoIuLSYMERYjWhxuFNe0yIMA5D/tTjdKan2BCi8KupUtL5VphscjwmAQFG6R/jBQCQ3yABpnJwPmUKfUfkHguUqvspMi8WVhNZfKBJD02bI2hj5oIujfunUrYmJi5IAfAGbMmIGYmBhs2bKlx6C/Jw0NDRAEAbGxsV0ef/3117Fq1SokJydjwYIFuOeeexAV1XsAY7fbYbfb5X83NjYC8C4pcDrVu7ZIapua2+hvWUkR2HOsEfuO1yMzLkzp5ujOwbImb6ASbkaMVRjSsRWKx6dWDI82w2wU0OZ0o6i6EenDbEo3SRGBPEb3H28AAGQnRsDlcvn99UkdRsWFA/AWmnM4HH4NSnkO9dpf5u1LoxNsIf9ZqIm/j8/RCd6+dLC8id9zgBws9wb9o+LDdf8Za/n82d82ayLoLy8vR1JSUrfHk5KSUF5e3q/XaG9vx5133okrr7wS0dHR8uO/+tWvMGrUKKSkpGDv3r1Yvnw5du/e3S1LoLOHH34Y9913X7fH165dC5tN/TfDfb03vQm3GwAYsOarnRBLuEWSv31XLQAwYpjJgU8++cQvrxlKx6eWJFiNKGsV8NaajRg3LLT7UiCO0f+VeM9VlrZarFmzxu+vT+rgcAMCjKhrdWL1B58gOgBJHaF+Dv3qgLcvOapLsGZNsdLNoRP46/isbgQAE/YUV/GcGSC7jxgBCKgt+hFr6n9QujlBocXzZ2tra7+ep2jQf++99/YYPHe2bds2AOhxNFwUxX6NkjudTvziF7+Ax+PBs88+2+Vn119/vfz/48ePR05ODqZOnYodO3bg1FNP7fH1li9fjmXLlsn/bmxsRHp6OubPn99lQEFtnE4n1q1bh3nz5sFsNivdnKA4/mURvvnfQQgxaVi48BSlm6M7B9YXAgWHMS13BBYuHDek1wrF41NL1jbtwcd7yxEzMg8LZ41SujmKCOQx+vGbu4DSSsyeko+FMzP8+tqkLk8XbkZJbRsyJ87AjNFxfntdnkO9/lbwFYAWXHDmaZiVk6B0c8jH38dnfasTT/3wBeocAs6cMx+RVk3MY2qG3eXBsm8+AyDiyvPORmqMvrNltXz+lDLOT0bRHvK73/3upJXyMzMzsWfPHlRUVHT7WVVVFZKTk/v8fafTicsvvxxHjhzB559/ftKg/NRTT4XZbEZBQUGvQb/VaoXV2r2Kpdls1sSBopV2+kNeWgwA4FB1S8i852A6XO0dXRyTEuO3zzeUjk8tyU2Nxsd7y3GoujXkv59AHKNSX8pL9V9fInUakxyNkto2HK5pw6xc/3/XoXwOdbg8cp2Z3LTYkP0c1Mxfx2dijBmJUVZUNdlRVNuOySOH+aF1JDlU0wi3R0SU1YT0+NCpj6HF82d/26to0J+QkICEhJOPwp5++uloaGjAt99+i2nTpgEAvvnmGzQ0NGDmzJm9/p4U8BcUFOCLL75AfHz8Sf/WDz/8AKfTidTU1P6/EVItaauxI9UtcLo9MBs1s2GFJkhFXrgXsv5J3zG3R/I/h8uDomrv1kjcBUP/xiRHYv2+ClbwD4Dimha4PCJsFiPSdD4zSd6+VNVkR0FFM4N+Pzvo2xUhJzl0An6900QElJ+fj5/+9Ke4/vrr8fXXX+Prr7/G9ddfj/PPP79LEb+8vDy89957AACXy4VLL70U27dvx+uvvw63243y8nKUl5fD4XAAAA4dOoT7778f27dvR1FREdasWYPLLrsMkydPxhlnnKHIeyX/Gh4bjgiLEU63iOKaFqWboysOlwfFNdxiLFRIu18UVHgr+JP/SIFKhMWo+xRK6jhfcgtM/5MDFVbuDwnSrkEcQPO/At9nOoY7X+mGJoJ+wFthf8KECZg/fz7mz5+PiRMn4rXXXuvynAMHDqChwVu19dixY/jwww9x7NgxTJo0CampqfJ/W7ZsAQBYLBZ89tlnOPfcc5Gbm4ubb74Z8+fPx/r162E0GoP+Hsn/BEGQZ84O8gbLr6RAJdJqQko0AxW9y4y3yRX8S+vblG6OrkjZE9nJUQxUQoAcqFQ2QRQ5gOZPBxmohBTpez7IDDS/k/oSt7vWD81UvYiLi8OqVav6fE7ni2dmZuZJL6bp6enYuHGjX9pH6pWTHIXdxxq8syoTlG6Nfkj7TGdxRiUkmIwGjE6IxIGKJhRUNiE9Tv07lWiF1JeyE5kxEwqykyIhCN5CZNXNDiRGda8RRIMjLTlj0B8axviyZgo50+93UibSGGZy6oZmZvqJBktai3ywkhcFfyrolEZJoUFKS2bWjH91zKiwL4WCMLMRI32DZgUMVvzqQDn7UiiRZqGPN7SjqV17+6urVbvTjSLfklgOoOkHg37SPemEVchAxa8Kqxj0hxopLZlrkf1L+jxzeXMVMrgW2f/sLjeKfHVmclPYl0JBTLgZydHeTJkCpvj7zeGqFnhEIDrMhCRmIukGg37SPWlN/+HqZrjcHoVbox/SDBWrjYcOKc2vgFkzfuNweXDIN4A2hoFKyOjoSwxU/OVIdYu8xRjrzISOjsFoXpf8pfMyGS7f1A8G/aR7w2PDYfNV8JdmAWhoXG4PDld5U7+kCy7pn5RKWVjJCv7+UtSpICa3GAsdrODvf9xiLDRx2Zn/sYifPjHoJ90zGDoq+BdyhtIvimpa4XB7YLMYMWJYuNLNoSDJ8FXwb3Wwgr+/dF7Pz0AldLCCv/8d9K3nZ2p/aJEr+HOm328OsoifLjHop5DQsX6SI8H+0HkU2GBgoBIqzL4K/kDHNnM0NFKgMoYZMyElOykShk4V/Gno5OsS+1JIGcOsGb8r4NaXusSgn0JCR/oXR4L94YAcqHAUONRksy/5lTyjwtnJkMIK/v4n1UdgoBJasn2DPOWN7WhoYwX/oWp3ulFc610Ky10w9IVBP4WEXKZ/+ZX0OTKNMvSMYdaMX8l9iYFKyMlmBX+/aXe6USxtMZbCQCWUxISb5cKNzEAbusLKZogiEGszIzGSlfv1hEE/hQQpOD1c1QKHixX8h+oAU79ClpRKyfoYQ9d1L2QGKqFG+s4PMlAZssLKZngYqISsjsKYvC4NlVy5P4mV+/WGQT+FhNSYMERZTXB5RBypblG6OZrW7nSjyPcZcqY/9OR02mqMFfyH5lBVp0CFeyGHHGnQtJBZM0PGQCW0sW6T/3TeBYP0hUE/hQRBEOQ1s/vLGxVujbYdrmqBR/Sm1CUxUAk5GfERsBgNrODvB1JaNwOV0CTtKsMK/kPXURuDgUookov5MQNtyFjET78Y9FPI4LYu/tF5DTIDldBjNhowOjECQEdBRxocBiqhrXMF/6pmu9LN0TQGKqEth/d3fsOZfv1i0E8hI88303+gnOlfQyGv52egErLkvsQbrCGR9xVnoBKSulbw53VpKA5wu76QJgWoFY12VvAfgjaHG0frvJX7OYCmPwz6KWRwpt8/GKjQGHkAjX1pKA76UlFz2JdCFmcoh67V4cLRWu9SIxbEDE3RYWakxngr+LOY3+BJlfvjIixIYEFM3WHQTyFDuhkoqW1Fq8OlcGu0i5X7KY9B/5C12DsHKuxLoYp9aeikbdoSIi2IZ6ASsjoG0Jg1M1gH5YwZDp7pEYN+ChnxkVZ55JIXhcFptrtwrI6BSqiTvvtDVc3cAnOQCuRAxYq4CIvCrSGlSH1pP4P+QZMGTJjaH9rGJLGY31BJ2We8v9MnBv0UUnJ969AP8gZrUKS0uaQoK4YxUAlZw2PDEcktMIdELojJ2hghTZrpL6ho4haYgyQNoDG1P7RxCefQSbVF2Jf0iUE/hZTc5GgALEA2WB2BCkeBQ5kgCPJNAfvS4EgDj5xRCW2ZCd4tMFu4BeagyVtf8roU0lhrZujk9H5el3SJQT+FFHmmn4HKoEg7HzBQodwU3wBaeaPCLdGmg5XsS+TdAjPLl5bMFP/B6ZidZF8KZWOSIyEIQHWzA9XcAnPAWrh8U/cY9FNI4frJoZFn+nlBCHm50kw/t8AcFM70k0TqSxyMHrimdqecITGGa/pDms1ikrfA5Gz/wEnnn8Qo1pnRKwb9FFKklKWqJjtqWxwKt0Z7DjCNknzkmf4KzvQPVEObE+WN7QA69pem0CX1JQ5GD5y0nj852ooYm1nh1pDScjmxM2jSQEke7+90i0E/hZRIqwnpceEAOKsyULUtDlQ1eVPmuJ0LSXUdjta2ocXOLTAHQiqImRYThugwBiqhrmPbPg6gDVQBt5ClTtiXBk8aKGEmp34x6KeQk8sKr4MifV4jhoUjwmpSuDWktLgICxKjpC0w2ZcGghkz1Jk0gHa4qoVbYA4QAxXqrKPWDK9JA7XfN1CSlxqtcEsoUBj0U8jhuv7B4Xp+OhEH0AaHhceos9SYMESFebfAPFzNGhkDsb/Ml5LMQIXQMYB2sKKZW2AOgCiKTO8PAQz6KeTIFwUG/QPCbZHoRFLQymJ+AyPdXHGZDAHeLTBzk7nd2ECJotgxO8nrEgHIjLfBYjKgzelGSW2r0s3RjKomO+panTAIQDavS7rFoJ9CjhT0H6hogihyJLi/DvoCO870k0ReP8lifv3WOVDJ5+wk+UjXJWag9R8DFTqRyWiQB1PZl/pP+qwyEyIQZjYq3BoKFAb9FHJGJ0TCZBDQ1O6SK2hT30RR7FiHzKCffMakcKZ/oCoZqFAP8piBNmD7fJ/V6MRIBiok60jxZ1/qL6b2hwYG/RRyLCYDRiVEAGAqZX9VNNrR0OaE0SBgdGKE0s0hlRjj226uutmOmma7wq3Rhn1l3ll+BirUGWvNDNx+X1/KZaBCnXRU8Gdf6q99vuyz3GRmn+kZg34KSWN4URgQ6YIwiqlf1InNYsLIOBuAjor01Lf9nFGhHuT5qo6X1rehqd2pcGu0Qbp+57MvUSdSBf/93Lav3+SZ/lT2JT1j0E8hKS+5Y10/nZxUIZlrkOlEuRxAGxBpdpJ9iTqLsZmREh0GgGnJ/bVPHkBjX6IO0oBqUU0r2p1uhVujfi63B/9/e/cdHld55o3/e6ZKozLqzSqWbcmSLbmDG2BTLDAxPZRAvJBkDdmE7HodfsmSZBeTawNv2E2y+8ImL2FJcDAEkmwMyWIMotjYuBvL3XJTtdXLjOrU8/tj5owkW83SzJwz53w/1+UrsTTlHnPOmXM/z/3cz9lm3xI9DkarG5N+0iTO9F8dqSSZXwh0OW7bd3Wkmf5izqjQZWayR8a4uTxenGv2byPL7yUaJC3OjASLER6viHPNPJfGUt3WC6fbC4tJj5xEi9zhUAgx6SdNkpLXs83dcHu8MkejfFLSP4uzk3QZdh0fP6fbG7gJ5ewkXW4g6WdZ8liqWnvg8oiINRuQnRgtdzikINwC8+pIyyAK0uOg0wkyR0OhxKSfNCkn0YIYkx5OtxcXWnvkDkfR+l2ewL8RS5LpcjMHdR3nFpijO9/SDbdXRHyUAZnWKLnDIYWZyWZ+4za4+kwQmKjQUEUZXMI5XoH1/NyZSfWY9JMm6XQCivwJrHTzQMM719wNj1dEgsWI9Hiz3OGQwuSnxMCoF9Dj9KC+o0/ucBQtkKhkxjNRoSsM3mqMA2ijkwZGWNpPwxlo5sekfyyn2cRPM5j0k2ZJa2pPMukflZSoFGcwUaErGfU6TE/1bd3HG6zRnWa3cRrFjLRY6ASgo9eFli5ugTmagW7jrD6jK3GpzPhVcgBNM5j0k2YVB2b6maiMRvr34SgwjWQWq2bGZfBMP9Hloox6TE2JAcABtLGcZnNZGoWUwDbZHejsdcocjXJ1O9yobe8FwD4zWsCknzSrmInKuEhNXrien0YiHRsnL/FcGk2gjJKJCo2giDvLjMnW68IlWz8Azk7S8AY3eOQA2sikXXdS48xIijHJHA2FGpN+0ixfAyCgpcuB1m6WUg5HFEV27qcxzcryD6CxlHJErd0OtHQ5IAhAIRsm0QhmpvNcGovUnG1KQjTio4wyR0NKxQG0sVVyIFpTmPSTZllMBkxN9pVScrZ/eE12Bzp6XdDrBMxIi5U7HFIoaaa/pq0X3Q63zNEok3RzlZdkQYzZIHM0pFSBATQuOxuRVH3GRIVGw+1kx8akX1uY9JOmSc38mPQPT5ptmpYSgyijXuZoSKmSYkzIiPdtQXea59KwAg0xWTFDo5CS/nPNXXC6vTJHo0zsM0PjIXXwZzO/kUkDaDO5nl8TmPSTphVncFZlNGw8RuPFAbTRDazn57lEI8uyRiE+ygCXR8S55m65w1GkysBMP88lGlnxoPJ+r5dbYF5OFEX2mdGYiEn6Ozo6sHbtWlitVlitVqxduxadnZ2jPuexxx6DIAhD/ixZsmTIYxwOB77zne8gJSUFMTExuPPOO1FfXx/CT0JKwmZ+ozvtHwwp5owKjSHQzI/n0rAGBtB4LtHIBEEIzPbzXLqS1yuyJJnGJT8lBiaDDj1OD+o6euUOR3Gauxzo7HVBJ4DLNzUiYpL+hx9+GBUVFdi2bRu2bduGiooKrF27dszn3XbbbWhoaAj82bp165Dfr1+/Hlu2bMFbb72FXbt2obu7G2vWrIHH4wnVRyEFKQ6UUnbD4eZ/88sFSpI5o0JjGEhUWDVzObfHi7NNvllbnks0llmZVgDcDWM49R196HF6YNLrkO/f3pBoOAa9LjAwdILn0hWkWf6pXL6pGRHRTejUqVPYtm0b9u7di8WLFwMAXnnlFSxduhSVlZWYOXPmiM81m83IyMgY9nc2mw2vvvoqXn/9ddxyyy0AgM2bNyMnJwcfffQRbr311uB/GFIUqZTS3u/GueZuzM6yyh2SYvS7PLjQ2gOA65BpbNIxUtloh8crQq8TZI5IOapae+D0eBFj0ge2kSIaiVRZdbLBJnMkyiOtQS5Ij4VBHzHzViSTWZnxOFpvw8lLdtxemil3OIpy4pLv+sKdmbQjIpL+PXv2wGq1BhJ+AFiyZAmsVit27949atK/fft2pKWlISEhAStWrMBPfvITpKWlAQAOHToEl8uFsrKywOOzsrJQUlKC3bt3j5j0OxwOOBwDW7zZ7b4vIZfLBZfLNanPGkpSbEqOUQ5FGXHYX92B4/UdKEy1yB2OYpy+5EveEi1GJEXrQn7c8PiMbFPiTYgy6tDv8uJsow3TU9U3CzfRY/R4fQcAoDA9Fh6PGywko9EUpvm+h05essPpdEIQxjeApoVr6ImLnQCAwrQYVX9ONZLj+CxK930PHb/YyePlMifqfUl/UXos/20Q2dfP8cYcEUl/Y2NjIFEfLC0tDY2NjSM+b/Xq1bj//vuRl5eHqqoq/PM//zNuuukmHDp0CGazGY2NjTCZTEhMTBzyvPT09FFf9/nnn8ezzz57xc8//PBDWCzKTxrLy8vlDkFRovp1AHR4f88xRDUckTscxdjbLADQI8XgwPvvvx+29+XxGbnSzXrUuAT8/v3PsCBFvY2TrvYYfa/Wd42JdnZcscSM6HJuL6AX9LD3u/HGO+8jyXx1z1fzNXR7pe9c8nbUY+vWOrnDoQkI5/HZ2QUABhyubuG19zIHzukBCOiuP42tW0/JHY5iROL1s7d3fD0rZE36N27cOGzyPNiBAwcAYNiRblEURx0Bf/DBBwP/v6SkBIsWLUJeXh7ee+893HvvvSM+b6zXffrpp7Fhw4bA3+12O3JyclBWVob4eOWWybhcLpSXl2PVqlUwGo1yh6MYPYcu4rN3TsARnYLbb18kdziKcXjraeB8LZbPnorbby8K+fvx+Ix8u10nUXOwHlEZM3B7WYHc4QTdRI/RLa9/AaAVZdfMwu2Lc0MXIKnGKzV7cLqxC5lFi3Bz8ZWTHsPRwjX030/vBNCHe2+8FsumJ8sdDl0FOY7Pbocb/3niE9icAhavuAXJMaawvK/S9TjcWL/3EwDAo3fehJTYqxxZVKFIvn5KFedjkTXpf/LJJ/HQQw+N+pipU6fi6NGjaGpquuJ3LS0tSE9PH/f7ZWZmIi8vD2fPngUAZGRkwOl0oqOjY8hsf3NzM5YtWzbi65jNZpjNV54gRqMxIg6USIkzXEqzff/tTzd2wWAwjLuUUu0qm3zr+WdNSQjr8cLjM3KVZCfg7YP1qGzuVvV/w6s9Rs/4m/jNzk5U9b8LBc+srHicbuxCZXMvbptzdceMWq+h9n4X6jr6AABzc5NU+Rm1IJzHZ6LRiKnJMahq7cHZll5kJKhv2dlEnL/UBVEE0uLMyExk5/7BIvH6Od54Ze2CkpKSgqKiolH/REVFYenSpbDZbNi/f3/gufv27YPNZhs1Ob9cW1sb6urqkJnpa+axcOFCGI3GIaUcDQ0NOH78+FW9LkW2gvRY6HUCOnpdaLI7xn6CBoiiiFP+hkls8kLjNcvfgIxbYA7o6HHikq0fADCTW4zROM0KbIHJZn4SaTeDKQnRSLBwxpbGJ3AusYN/gPRvMTuL93daEhGtT4uLi3Hbbbdh3bp12Lt3L/bu3Yt169ZhzZo1Q5r4FRUVYcuWLQCA7u5uPPXUU9izZw+qq6uxfft23HHHHUhJScE999wDALBarfjGN76B7373u/j4449x+PBhfPWrX0VpaWmgmz+pX5RRj2n+rX94g+XTZPft36rXCdy/lcZtpn87uia7A23dHEADBraKyku2ID4qsmYPSD7SFpinuAVmwAkmKjQBA9vJMumXSOfSLJ5LmhIRST8AvPHGGygtLUVZWRnKysowZ84cvP7660MeU1lZCZvNl7Tp9XocO3YMd911FwoLC/Hoo4+isLAQe/bsQVzcwGzLL37xC9x999144IEHsHz5clgsFvz1r3+FXs89K7VE2m6MN1g+0kztNO7fSlch1mzA1GRfM1OeSz7Stkgl3A6UroI0O1nb3gt7f+R1kw4F6Vzi1rp0NQJJP2f6A6QBEJ5L2hIR3fsBICkpCZs3bx71MaI40C06OjoaH3zwwZivGxUVhRdffBEvvvjipGOkyFWcGY+/HLnEkWA/6eaqmKX9dJWKM+NR3daLUw12XFeQInc4sjsuzU5O4blE45dgMSHLGoVLtn6cbujCtflJcockuxMXOdNPV2+2/z7mfEs3+l0ezU9kuDxenG70Dcpz+aa2RMxMP1EoFXMt8hDH/TdXpVM4CkxXZ2AtMs8lADhxkTP9NDEDM5Rcdtbv8uBci78hJgfQ6CqkxpmREmuCVwQqG1mBdqGlB063F7FmA3KTlL/NOAUPk34iDCQq1a096HN6ZI5GfselkmQm/XSVBpbKMOnvdrhxodW3CwZnJ+lqcQBtQGVjFzxeEUkxJmTER8kdDkUQQRAC30snWOI/qJIzDjodd6vSEib9RJBGgs3wirzB6uhxot6/LRKbvNDVKvYfM+eau+Fwa3sATRr4yLRGIZn7INNVYq+ZAYOb+HFbXbpaA838WDUz0Lmfkzpaw6SfCL6R4FJ/yeDxi9r+UhjcbdwazW7jdHWyrFGwRhvh9oo469+fXqukawlvrmgipESlsqkLLo9X5mjkJc1OciCaJkK6BrOZ36DO/VzPrzlM+on8pPXrxzSe9LO0nybDV0rp65Gh9aqZ42w8RpOQk2hBrNkAp9uLCy09cocjqxOcnaRJkBLc0/5lIlolimLge5kDaNrDpJ/IT0pytT7Tf4yNx2iSpBvzExo/l05wAI0mQacbPICm3XPJ4xVxupEDaDRx+SkxiDLq0Ov0oKZNuwNoFzv7YOtzwaATUJAeK3c4FGZM+on8SrN9N+Znm33bumhVoNs4OyTTBLFqxtdt/Gyzb3kDzyWaKK7rBy60dKPf5YXFpEd+cozc4VAE0usEFGWwmZ+0vKEgPQ5mg7a3LtQiJv1EfhnxUUiJNcHjFTVblmzvd6G6rRcAZ/pp4qQBtJMNdrg1uhZZ6jaezG7jNAmzAl3HtTuAJi05m5UZz27jNGEDzfy0eX8HcD2/1jHpJ/ITBEHzJf4n/GuQpyREIzHGJHM0FKnyk2MQazag3+UN7K2tNYGbK3Ybp0mQlsocv2iHKGpzLfIJ9sagIAhsganlmf4GnktaxqSfaJBAWXK9RpN+/4xKKdcg0yTodELgpuKoRs8lNsSkYCjMiIVJr4Otz4W69j65w5EFm/hRMMzmTH9gwINN/LSJST/RICUaX4t8jOv5KUjmZGu9aoYNMWnyzAY9ivzN/I5e7JQ3GBmIosjt+igoijLioROAli4Hmrv65Q4n7Dp6nLjY6Rs45LmkTUz6iQaRZri12swvsK84ZydpkqQBNC3O9Ls8Xpxq9DVeYxklTZY0gKbFCrT6jj7Y+90w6gUUpsfJHQ5FsGiTHtNSfR3rtTgYfcpf4ZCTFI34KKPM0ZAcmPQTDZJpjUJyjMm/RZC2uiX3ONy40OrbyoazkzRZc7ITAPhuNFwaa+Z3vqUbTrcXcWYDcpMscodDEW7OlAQA2hxAk0r7C9LiYDLwlpUmRxpAO1Kn3XNpdibv77SKV1CiQQY389Naif/JBjtE0beLQWqcWe5wKMLlJVkQZzbA4fbibJO2mvkdvziwbpLdxmmySgctlfF6tdXM76S/tJ8VMxQMczR6fwcARy/yXNI6Jv1El5HWsx/X2KzKca7npyDS6bS7G8bAucQZFZq8grRYmA06dDncqGrrkTucsBpo4sfvJZq8OTkJAICj9Z2a2w3jaH0nAGCu/9+AtIdJP9FlSjU6EizNTjJRoWCRZii11oDsJBMVCiKDXhc4lrS2rl/aBYN9ZigYZmXGw6AT0NrtxCWbdpr5dfY6UdPWC2BgiQNpD5N+ostISe+Zpi5NNfM7zm7jFGRa3ALT6x3oNs4BNAoWqUeGltb1N9r60WR3QD9oC1CiyYgy6gMNIY/5Z761QLpu5CVbkGAxyRwNyYVJP9FlpiREI9FihNsrolIjzfz6nB6cbfZ9ViYqFCxS0n+qsQtOtzaa+VW39aDH6UGUUYdpKTFyh0MqMVCB1ilvIGFUUdcJAChMj4PFZJA3GFKNuTn+Zn4aGkA74j+X5voHD0mbmPQTXUaLzfxON9rhFYGUWDPS49nEj4IjL9mCuCgDnG4vzjRpYwBNmlEpzoyHQc+vWAoOKVE5ftEOj0aa+R3xz8TOy+FANAXPQNVMp6xxhJM0wMHSfm3jHQnRMEo11oBscBM/QWC3cQoOQRA0dy5Js5Pz2CyJgig/JRYxJj36XB6cb9HGbhicnaRQkBLfo/Xa2Q2DTfwIYNJPNCytNfOTZie5np+CbaCZnzbOpcNM+ikE9Doh0MxOC+v6vV4x8DmZqFAwFabH+XbD6Hejpr1X7nBCrtHWj+YuB3QCm8tqHZN+omEMbubncKu/mR9nJylUtDTT73B7cMrfuX9+TqLM0ZDaBPYY10BZ8oXWbnQ73Ig26lGQFit3OKQiRr0Os/zJrxZK/KVlMuyNQUz6iYaRnRiNBIsRLo/6m/nZ+1045y8XnZebIG8wpDpzpiQAAE43qL+Z38lLdjg9XiTFmJCTFC13OKQyWqqaqajzfcbSKVb2xqCgk5aMHKlT/7nEZTIk4ZWUaBiCIASavUgXTLU6WmeDKAK5SRakxLKJHwVXTlI0rNFGOD3qb+Y3uGKGvTEo2KTvpJOX7HB51D2AFkhU2MSPQkBLu2FIy2Tm8FzSPCb9RCOY7y91/6K2U9Y4Qu1wbQcAYD5n+SkEBjfzU/taZC6ToVDKS/LthuHQwG4YR9h4jEJo8G4YbhUPoImiONDEjzP9msekn2gEC/J8a3K/8CfFasXGYxRqJRqZVRmYnUyQNQ5SJ51OCHQeP6biAbR+lwenGny9MZioUChMG7QbxjkV74ZR3dYLe78bJoMOMzPi5A6HZMakn2gE8/w3GzVtvWjrdsgbTIiIojhopp+Nxyg0pH22D6u4aqajx4nqNl8n6HlMVChESv09MtS8rv9Ugx0uj4jkGBOyE9kbg4JPpxMCg9FHVbyuX5rln5UZDyN7Y2gejwCiEVgtRszwdw1Wa7JS09aLjl4XTAYdZmVyKxcKjQX+AaXKpi509btkjiY0Kvw3V9NSYmC1GOUNhlRLCzP9gytm2BuDQkWqyDqq4go0LjmjwZj0E41igX+du1pL/KUvhJKseJgMvBxQaKTFRyE7MRqiqN5uyRX+gUHeXFEoSf0xTjfa0e9S53ayR/wDGiztp1CSBtDU3Gsm0MQvm038iEk/0aikkne1zvSztJ/CRZrtP1Sj7gE0bntJoZSdGI2UWBNcHhEnLqkzWWHnfgoHaVDpVIMdDrf6BtDcHm/gGjGHA2gEJv1Eo5ISlSP1nars8MomfhQuC1XcGFMUxUC3cZ5LFEqCIATOpYPV6juXbH0uXGjtAcCZfgqt7MRoJFqMcHlEVDaqbzeMM03d6Hd5EWc2YFpKjNzhkAIw6ScaRUFaLOLMBvQ6PahU2RZJ/S4PTl7ydUjmdn0UatIA2he1HfB6RZmjCa7qtl50+ntjFGWwNwaFlpT0q7FqRupVkJdsQWKMSeZoSM0EQUCpf2BJqtRSE6mJX2m2FTode2MQk36iUel0QqDZi9pK/I9ftMHtFZEaZ8aUBHZIptAqyoxDtFGPrn43zqtsi6SKOl/yNZu9MSgMBlfNiKK6BtCOcE9xCiOpb5Maq2aO1LO0n4bi3QnRGNTazE8axJjPDskUBka9LtBMSG0zlGziR+FUMsUKk16H1m4navzbRKpFxaDO/UShds3UJADq+04CBno2zWUTP/Jj0k80hvl56mzmJ91csYkfhYta1/VX+GdUmPRTOJgNepSqcABNFMVBW4wxUaHQm5eTAL1OwMXOPjTY+uQOJ2hsfa7AktSFU3mPRz5M+onGMN9/I1/V2oOOHqe8wQTRQOf+BHkDIc1QYwd/h9uDU1JvjBzeXFF4BNb1q2gA7ZKtHy1dDuh1AmZlMumn0IsxG1CcGQdAXSX+vqU/wNRkC9LiouQOhxSCST/RGBIsJkxL9XU+PVynji+FRls/Ltn6oRMG9n0mCrUF/kTlfEsPOnvVMYB28pIdTo8XSTEm5CSxNwaFRyDpV1GicqCqHQBQkhWPaJNe5mhIKxblqa/E/2C171xa5F++QAQw6Scal0Dn8ZpOeQMJEqnx2MyMeMSYDTJHQ1qRFGNCvn/rILUslzk8aD0/e2NQuEjfSWeau2Drc8kcTXDs9ycq1+YzUaHwWeQvfz/gP/7U4IB/MPAalvbTIEz6icZBKoFXy0x/oIkfS/spzAZv3acG0o2iNPNKFA6pcWbkJVsgigNLtSLdfv9M/zWcnaQwkmb6TzXY0e1wyxzN5DncHhzx98bgTD8NxqSfaBykRKWithMeFewxPrhzP1E4LchLAKCOUkpRFAOJymLOTlKYBRpjquBcau9x4lyzbytPJv0UThnWKExJiIZXHNiJJZIdv2iHw+1bcjbNX1lHBDDpJxqXwvQ4xJj06HF6cMbfETVS9bs8qPDvhczZSQo36Zg7UtcJt8crczSTc76lG209TpgNukA3daJwUVMzP6lipiAtFokxJpmjIa2RSvwP1kR+iX9gPX9eIpec0RBM+onGQa8TAvsGR3pZckVdJ5xuL9LizIH11UThUpAWh1izAT1OT2BLoUi1zz/LvyA3EWYDG49ReC0ctJ1spA+gSU38rmHFDMlAKoNXQwf/gfX8PJdoqIhJ+js6OrB27VpYrVZYrVasXbsWnZ2doz5HEIRh//zbv/1b4DErV6684vcPPfRQiD8NRSLpBivSvxT2XmgDACyelsxRYAo7vU4I9JL4IsJLKaXSfjYeIzkUpsUhzmxAr9OD042RPYAmzfRfy0SFZLAoMIDWEdEDaKIo4lCN1LmflZw0VMQk/Q8//DAqKiqwbds2bNu2DRUVFVi7du2oz2loaBjy5ze/+Q0EQcB999035HHr1q0b8riXX345lB+FItSSackAgD3n2yCKkbuuX0r6l0zjzRXJY35u5K9FFkUR+y741/PzXCIZ6HQC5udFfmPMHocbxy/ZAXCmn+RRmO4bQOuJ8AG08y096Oh1Icqow+wsLjmjoSJir65Tp05h27Zt2Lt3LxYvXgwAeOWVV7B06VJUVlZi5syZwz4vIyNjyN/fffdd3HjjjZg2bdqQn1ssliseS3S5hXmJMOl1aLT3o7qtNyJL4/tdnkATP2kQgyjcFvhn+iO5mV9dex8a7f0w6gXMz+GMCsljYW4iPjvTgoPVHfjKoilyhzMhX9R2wOMVMSUhGlMSouUOhzRI7x9A++xMCw7VdKBkSmQmzNJ6/nk5CTAZImZel8IkIpL+PXv2wGq1BhJ+AFiyZAmsVit27949YtI/WFNTE9577z1s2rTpit+98cYb2Lx5M9LT07F69Wo888wziIuLG/G1HA4HHA5H4O92u2+E2uVyweVS7n65UmxKjlHJ9ADm5lhxoLoDu840I9uaLXdIV+1QdTscbi9SYk3IsZoUdSzw+NSOOVlx0OsE1Lb3oqbFjqwIudEffIx+fq4ZAFA6xQqD4IXLFbkloRS55mX77lUO1bRH7DV07/lWAMDC3ISIi53GT+nH54IcKz4704L9F9rw8DWROYC2r8pXyTk/x6rYf2elUvrxOZrxxhwRSX9jYyPS0tKu+HlaWhoaGxvH9RqbNm1CXFwc7r333iE/f+SRR5Cfn4+MjAwcP34cTz/9NI4cOYLy8vIRX+v555/Hs88+e8XPP/zwQ1gslnHFI6fRPhuNLtmtA6DDls+PI77lqNzhXLVtdQIAPXLM/Xj//fflDmdYPD61IduiR023gJff2Y7FaZG1XKa8vBxbzvmuBUmedmzdulXukEij+j2AAD0udvbjj/9bjgRz5F1DPzjhO5eiu+uxdWud3OFQiCn1+HTbfPdHn59pwNat9XKHMyE7T+oBCBCbzmHr1rNyhxORlHp8jqa3t3dcj5M16d+4ceOwyfNgBw4cAIBhG46JojjuRmS/+c1v8MgjjyAqKmrIz9etWxf4/yUlJSgoKMCiRYvwxRdfYMGCBcO+1tNPP40NGzYE/m6325GTk4OysjLEx8ePKx45uFwulJeXY9WqVTAajXKHE5GSq9qx7TcHUeuIwurVKyKuEd5bvz0IoB13L5uN26/NkTucIXh8astp41n86rMq9MZm4/bbS+UOZ1wGH6P/fnovgD585eZFuKEgRe7QSMM21e3ByYYuWKbOARqORtQ11On24nsHPgHgxWNfuh4z0mLlDolCROnf8b1ON351+lN0OoF5y26MmAo0SXOXA617dkAQgMfvuwVxUcr7N1YypR+fo5Eqzscia9L/5JNPjtkpf+rUqTh69Ciampqu+F1LSwvS09PHfJ+dO3eisrISb7/99piPXbBgAYxGI86ePTti0m82m2E2m6/4udFojIgDJVLiVKJrpqXAbNChtduJ2k4HZqSNvAxEaRxuT6Bb+vKCVMUeAzw+teG6wjT86rMq7K3qgMFgiKgBtNZeD+o6+qATgMXTU2E0RkTRHKnU8hkpONnQhf01Nlxniqxr6NFLHXC4vUiKMaEoKyGirgM0MUo9Pq1GI2ZnxeNovQ0VF7uQl6rcSbzhHLnoWyZTlBGPpDjlVx0rlVKPz9GMN15ZuzykpKSgqKho1D9RUVFYunQpbDYb9u/fH3juvn37YLPZsGzZsjHf59VXX8XChQsxd+7cMR974sQJuFwuZGZmTuqzkTqZDfrA1n17zrfJHM3VOVJnC6znn57K2RSS1+DGmFWtPXKHc1WkfZBLplgRa2bCT/JaPsNXabL7fBsibWMZaau+RXmJTPhJdovyfLtHSMdlJJFivoZb9dEIIqK1Y3FxMW677TasW7cOe/fuxd69e7Fu3TqsWbNmSBO/oqIibNmyZchz7XY7/vjHP+Jv//Zvr3jd8+fP48c//jEOHjyI6upqbN26Fffffz/mz5+P5cuXh/xzUWRaKm3ddyGykv59/ngXT0vmzRXJLsqox4K8BAC+ZCWSHPDvOsA9xUkJrs1PglEv4GJnP9ocYz9eSfZX+RKVa7lVHymAtP3q7nOR9Z0EAAf9g9GL+L1EI4iIpB/wddgvLS1FWVkZysrKMGfOHLz++utDHlNZWQmbzTbkZ2+99RZEUcRXvvKVK17TZDLh448/xq233oqZM2fi7//+71FWVoaPPvoIer0+pJ+HItfS6b6kf++Fdni9kTOtstff1XUJb65IIZZN981QRlrVzP4q383VYm57SQpgMRkwP9c3u1dpi5wBXa9XDGwxdg0TFVKApdOTodcJuNDag4udfXKHM262PhdOXPLlP5zpp5FETF1iUlISNm/ePOpjxGHq2h5//HE8/vjjwz4+JycHO3bsCEp8pB1zshMQbdSjvceJM81dKMpQ/rovp9sb2BN9CRMVUohl05Px83Jg9/lWeL0idDrlJyxdLuBCaw8EgTdXpBzLp6dgf1U7zkRQ0l/Z1AV7vxsWkx6zs5T/PUrqFx9lxNxsK76o7cTnZ1vxwDXKang8kj3nW+EVgempMci0RlYDQgqfiJnpJ1IKk0GHRVMja13/0fpO9Lu8SI4xsTsyKcac7ARYTHp09LpwurFL7nDG5bzdl1TNTI9DgsUkczREPtcV+AZzz9qEiKlAk5b1LMxLhEHP21FShuv8PTJ2nmuVOZLx++ysL9brC1JljoSUjFdZogmQZssjJenfG1jPn8T1/KQYJoMusJZ39/nIuMGSkv7FXCZDCjInOwExJj163AJORcgA2o4zLQCAG5iokIJc5z8ePz/XGhEDaKIo4jPpXCrk9rE0Mib9RBMgrevfVxUZ6/r3XvCtm2RpPynNsumRNYB2utOX9PNcIiUx6nWB5SZ7Lii/83i/yxNoLrtiJpN+Uo75ub4BtPYeJ042jG//cznVtPWivqMPRr2Axfn8XqKRMeknmoDSKVbEmPSw9blwqlHZXwqD1/PzC4GURmrmt6+qHW6PV+ZoRlfb3ovmfgEGnYDlBZxRIWWRBtAiYTeMfVXtcLi9yLRGoYBLzkhBjHpdYFB3VwSU+O8865vlX5iXiBhuIUujYNJPNAFGvQ7X+Mt7lT5Dub+qHX0uD1LjzLy5IsUpzoyHNdqIbocbxy7axn6CjKR1kwtyExAfZZQ5GqKhlvm3GztY0wGH2yNzNKPbUTlQ2s8lZ6Q01/kHdXedVX7Sz/X8NF5M+okmaGmErOv/+HQTAODGmakR0R2dtEWvE7BE2htZ4efSjjO+m6sbOMtPClSYHotYo4g+lxeHazvlDmdUn/lnJ1naT0p0vf8av7+6Hf0u5Q6guTzewD0oe2PQWJj0E02QNBL8+flWxX4piKKIT043AwBuKkqXORqi4Ukl/koeQOt3ebC3yrdWeiWbJZECCYKAwnhfj5ndCi5Lru/oxbnmbuh1ApbP4LlEyjM9NRbp8WY43V4crO6QO5wRHanrRLfDjUSLkdte0piY9BNN0KzMeGRZo9Dv8uJzhd5gXWjtQU1bL4x6ITBIQaQ0y2f4qmYOKHhWZV9VO/pdXlhNIgrTuUyGlGlmgi/pV/Ja5M/8FTPzchJgjeYyGVIeQRBw3QzfzPnOcy0yRzMyqbR/+YwUVnLSmJj0E02QIAi4udg3e/7RqWaZoxnep/5Z/iXTkhHLBi+kUNKsisPtDWwvqTTSuTQrQeQaZFKsQqsv6T9Sb0NXv0vmaIYnbS+2opDlyKRc10fAun6piR9L+2k8mPQTTcLNxWkAgE9ONyly676P/YMRN85MkzkSopEJgoBb/ANoH55skjma4W2v9J1LxQnKO8+JJElmIC/JAo9XxD4Fbt3n8gxUxjHpJyWTlp6cuGRHW7dD5miuZOt14UhdJwCwkpPGhUk/0SQsnZ6MGJMeTXYHjl9SVudxe78LB6p9N33S4ASRUq2a5a+aOam8AbSq1h5U+5fJzLQqKzaiyy2b7muM+Wml8irQDtd2osu/BrlkilXucIhGlBpnRlFGHADgcwX2m9l9vhVeEZiRFoushGi5w6EIwKSfaBLMBn1gmxSllfjvPNMKt1fEtNQY5CXHyB0O0aiWTvctQWnucuBIfafc4QwhzfIvyktEFFfJkMLd4h/kLVfgAJpU2n99QSr0XINMCjdQ4q+8df0DW/Vxlp/Gh0k/0STdMmiGUkmkrv03F3GWn5TPbNAHtu8qV9i5tD2wpzhvrkj5luQnIc4/gHbYX/6rFDu4np8iyHX+SZ0dZ1oUNYAmimJgAI3r+Wm8mPQTTdKNM1MhCMDJBjsudfbJHQ4AwOsVA7OTNzLppwhRNkt56/r7nB7s8TcXXMGt+igCmAw63OSf7f/gRKPM0Qxo7Xbg2EXfMrjreS5RBFgyLQmxZgOa7MoaQLvQ2oOLnX0w6gUsnpYkdzgUIZj0E01ScqwZC3ITAQAfn1ZGif+R+k609TgRZzbgmqn8QqDIsHJmGgw6Aeeau3GhpVvucAAAey+0wen2YkpCNGakcpkMRYZbZ2cA8CX9oqiMGUqpC/qszHikxUXJHA3R2MwGfaAn0vvHGmSOZoAUy5JpybCYuOaMxodJP1EQSJ3HlVLiL5X231CYCqOepzlFBmu0EUumJQNQTom/1Axt5cxUbtVHEWNFYSrMBh1q2npxurFL7nAADJzT0jIeokiwuiQTAPD+ceUMoL13zFfBs2ZOpsyRUCRhNkAUBFLjpD3n29DjcMsczUDSfxNL+ynClM32DaApIekXRTFwLq3ktpcUQWLMhkCTWSWU+Hc73PjolO+c/lIpExWKHCtnpsJi0uNiZ19geYqcLrR041SDHQadgLJZGXKHQxGEST9REMxIi0VesgVOjxc7Ze7y2mjrx4lLdgiC78uKKJJIVTOHajvQ0iXv3shf1HaivqMPFpMey2ckyxoL0dW6rcSXEGw7Ln/S/9HJJjjcXkxLicHsrHi5wyEatyijPtAbaesx+c+lrf7S/mUzUpAYY5I5GookTPqJgkAQBNxc5C/xl3nrvvf8XwjzcxKQHGuWNRaiq5WVEI3SKVaIIvDJaXln+9+tuAjAtz6a6yYp0txSnAa9TsDpxi7UtPXIGstfjlwCAKyZm8VlMhRxbg+U+DfIXuL/v0d993hrWDFDV4lJP1GQSCX+n5xuhsvjlS2O/zlUDwC4Z/4U2WIgmoxVUhf/E/Il/S6PN3BzdTfPJYpACRYTlvg7e8tZ4t/Z6wxsL3bnXCYqFHlWzhzokXGywS5bHOdbunG6sctX2u9fCkc0Xkz6iYLkmvwkpMSa0N7jxI5KeUr8TzXYcbLBDqNewB1zs2SJgWiypKR/57lW2Xpk7DzbgvYeJ1JiTVg+naX9FJmkLv5ylvhvO94It1dEcWY8ZqTFyRYH0UTFmA2B5ZLvy1jiv9U/EL18RgoSLCztp6vDpJ8oSIx6XWB2/Q8H62SJ4c9f+Gb5by5K5xcCRayijDjkJEXD6fYGuueH2zuH/eXIc7Jg4A4YFKGkRl9f1Hai2d4vSwxSaf8dnOWnCHa7v5x+q4wl/tLyTTbDpIngnQxREN2/KAeAr8Q/3E3I3B4vtvgTlfsWZof1vYmCSRAE3DHHV6ny9oHwD6B1O9z48KRvNofLZCiSZVijMC8nAQDwgQw7YjTb+7HnQhsABM5pokh0U1EaTHodLrT04Gxzd9jfn6X9NFlM+omCqDA9DvNyEuD2injn8MWwvvfOc61o7XYgKcaEFYXs2k+R7cFrfANou861oq69N6zv/eGJRvS7vMhPicGcbGtY35so2KQS/7/6Z9zD6b1jDRBFYH5uAnKSLGF/f6JgiYsy4obCFAADHfTDiaX9NFlM+omC7AH/bP8fDtaFtQRMauB359wsmAw8tSmy5SXHYPmMZIhi+JfLvFPhS47umsdO4xT57pqXBZ0A7K9qx9mmrrC+tzTQwFl+UoPbpC7+MqzrD5T2z2FpP00MMwOiIFszNxNRRh3ONnejoq4zLO9p63PhQ3/p5n0LWNpP6vCVa3MB+JJ+d5h2xGjpcmDXWV8jzrvnsbSfIl9WQjRuLvaVA7+xrzZs71vX3osvajshCMAaJiqkAquK02HUC6hs6sLxi7awve+55kGl/bNY2k8Tw6SfKMjio4yBPV3/cLA+LO+59VgDnG4vCtNjUTIlPizvSRRqq2alIynGhCa7A5+GaUeMvx65BK8IzMtJwNSUmLC8J1GofXVJHgBfRVivMzw7YkhbXi7JT0ZafFRY3pMolKwWI1b77+9e210dtvf9k7+S87oClvbTxDHpJwoBqaHf/x65hD6nJ+TvJ5X237cgm+XIpBpmgx73LfDNtr+1PzwzlO9W+Hpx3D2P5cikHtfPSEFesgVdDjf+UhH6tf1er4g/HfIty+H2saQmjy6bCsC3K0Vbd+gbNvc63fi9//vvkcV5IX8/Ui8m/UQhsDg/CblJvhusbSdC2/ClurUHB2s6oBOAu9lpnFTmIX+J/6eVzWiw9YX0vU412HGk3ga9TsAaJiqkIjqdgIf959LmfTUh7zfzyelmnG/pQZzZgDXcqo9UZEFuAuZkW+F0e/FWGHaX+Z8vLsLW50JesgU3FaWF/P1IvZj0E4WATifgfv+2eX84ENoSf2kE+LqCVKSzhJJUZnpqLK7NT4JXBP4Y4uUy//XpOQDA6pIMpMSaQ/peROF2/6IcmAw6HL/oG9wKpZc/Ow8AeHhJLuKjjCF9L6JwEgQBjy6dCgDYvLcmpP1mvF4Rv/28CgDwtWVTodexkpMmjkk/UYjctzAbggDsudCG8y2h2dO1tduB3+2pAQA8upRlX6ROX7nWt1zm7QN18HhDM0N5oaU70B352zfOCMl7EMkpKcaENaW+WffNe2tC9j6HajpwoLoDRr2Ary/PD9n7EMllzdxMJMeY0GDrDzRRDoUdZ1twwV8x82X/slGiiWLSTxQiWQnRuLnI12X1F+VnQvIeL+84jz6XB3OzrSz7ItVaXZIJa7QRFzv7sPNsaBr6/Wr7eYgicEtxGooz2QyT1OkRf0O/vx65hM5eZ0je49f+Wf67501h9Rmpktmgx8OLfctlQtnQ7ze7fLP8D16Tg1izIWTvQ9rApJ8ohL5bVghB8HUxDvb2Ls1d/XjdP1uzflUhG/iRakUZ9bjX39Dvl5+eD/p65PqOXmw57Gvgx1l+UrMFuQkozoyHw+0NdAQPpgst3YGZz8dvmBb01ydSikcW58GgE7C/qh0nL9mD/vpnmrqw82wrdMJA80CiyWDSTxRCxZnxuMvfEOyFDyqD+tov77iAfpcX83ISsLIwNaivTaQ0666fBrNBh/3V7fjgRHDLKV/ecQFur4jlM5IxPzcxqK9NpCSCIOCrS3wzlK/vrYHTHdz1yP+9qwqiCNxclIaC9LigvjaRkmRYo3BrSQYAYFMIZvultfy3zs5ATpIl6K9P2sOknyjENqyaCYNOwGdnWrD7fGtQXrPZ3h9Yk/mPnOUnDchKiMa6630zh//n/VNBS1aa7f14+6CvAzNn+UkL7p43BSmxJtS09QY1WWnpcgSqB55YMT1or0ukVI/5Z+DfqbiIjp7gLZdp73Hiz1/4qs++fh37YlBwMOknCrHcZEtg7dcL2yqDUpr8y+3n4XB7sTAvETcUpEz69YgiwTdXTkdKrBnVbb2BpS2T9d+7quB0e7EgNwFLpyUH5TWJlCzGbMD3bisCAPznx2fRbO8Pyuv+bk81nG5f9dk1U1kxQ+q3KC8RJVN8y2V+Vh68as7f7amGw+3FnGwrFuXxXKLgYNJPFAZP3jQD0UY9Kuo6J93ptdHWjzf92/T94y2c5SftiDUb8N2yQgDA//347KQbkXX0OAMVM0/eNIPnEmnGlxdkY15OArodbvyf909P+vWa7P2BqoFvrpjGc4k0QRAE/PD2WQCAN/bV4lBNx6Rf83xLN3653dcMc931PJcoeJj0E4VBWlwUvuEv0fq3Dyonte3Yv39YCafbi2umJmL5DM5MkrY8sCgHM9PjYOtz4cVPzk34dURRxA/fOYZepwezMuNx40zufkHaodMJePbO2RAE4M+HL+JgdfuEX8vrFfHUH4/A3u9G6RQrVs3KCGKkRMq2dHoyvrwwG6II/ODPx+DyTHzpmdcr4vt/Ogqn24sbClOxZk5mECMlrWPSTxQmj6+YhgSLEeeau/Gyf0ujq/XGvhr86VA9BAF4qmwmR4BJc/Q6AT/4UjEAXwlkdWvPhF7nd3tqsPVYI4x6AT+5p4TnEmnO3JwEPOjf+/tf3j0x4cHoTXuqsfNsK6KMOvziwXnQ63gukbb84PZiJFqMqGzqwn/vrJrw6/xuTzUO1nQgxqTH8/eW8nuJgopJP1GYxEcZ8VTZTAC+tf3vVly8qufvu9CGZ949AcCX8C/m+mPSqBWFqbihMBUuj2+2/mqb+h2p68S/vncSAPBPq4vZsZ806/+7dSbioww42WDH7/3Lxq7GmaauwPKAH95ejBlpscEOkUjxkmJM+NGXfGX+//nxGdS29V71a9S19wZ2efqn24sxJSE6qDESMeknCqNHFufi68t9Zf5P/fEIdp8bXzf/uvZe/N0bX8DtFXHH3Cx8ayU7I5O2/ehLxYgy6vD5uTY8+eYX4y6ptPW68O03v4DLI+LW2en4+vKpoQ2USMGSY83YsMrXJ+PfP6zEuebucT/X4fZg/VsVcLi9WDkzFV9dkheqMIkU794FU7B0WjL6XV786N3jV9W0WRRF/NOfj6LX6cG1+Ul45NrcEEZKWhUxSf9PfvITLFu2DBaLBQkJCeN6jiiK2LhxI7KyshAdHY2VK1fixIkTQx7jcDjwne98BykpKYiJicGdd96J+vr6EHwCIl/Tlx99qRhfmpMJl0fEE68fwslL9lGf0+NwY93vDqK9x4mSKfF44b45LPkizStMj8Mrf7MIJoMOH55swvq3KuAeI/EXRRFP/ekI6jv6kJtkwQtfnstziTTvq0vyUDIlHp29Ltz//3bjaH3nuJ738/IzONlgR1KMCS98md9LpG2C4FsqZjLo8NmZFryy88K4E/8399fi83NtiDLq8MJ9c6DjEhkKgYhJ+p1OJ+6//3783d/93bif88ILL+DnP/85XnrpJRw4cAAZGRlYtWoVurq6Ao9Zv349tmzZgrfeegu7du1Cd3c31qxZA4/HE4qPQQSdTsDP7p+LxflJ6HK48dhv9+P4RdsVjxNFEYdq2vGNTQdwurELKbFm/HrtIkSb9DJETaQ81xek4uW1C2HS6/DesQZ8949HRlyXfKmzD+vfrkD5ySaY9Dr88pEFsEYbwxwxkfIY9Dps+tq1mJNtRUevC1/59d5Rq9B6HG5s/MsJvLzjAgDg+XtLkRYXFa5wiRRrWmos/uHmAgDAc1tP4wdbRl9+5vGK+PmHlfjRO8cB+JZuTk2JCUuspD0GuQMYr2effRYA8Nprr43r8aIo4j/+4z/wwx/+EPfeey8AYNOmTUhPT8ebb76JJ554AjabDa+++ipef/113HLLLQCAzZs3IycnBx999BFuvfXWkHwWoiijHr/+m0W4///txpmmbqx5cRcK02Nxx5wsrC7NxMkGO17dVYUjdZ0AAJNBh5fXLkAW13gRDXHjzDT88pEF+ObmQ3i34hJsfS58qTQTi/OTkZMUDXu/G7/cfg6//bw6cPP17F2zUTLFKnPkRMqRHGvGm+uW4PHfHcTu82147LcH8H+/Mg+3lQztHr7jTAt+8OdjuNjZBwB4YsU03Dqb3fqJJN9aOR1GvYDn3z+N3++vw/nmHvzqqwuQHGse8rjmrn78w+8rsOdCGwDg4cW5+Jp/+SdRKERM0n+1qqqq0NjYiLKyssDPzGYzVqxYgd27d+OJJ57AoUOH4HK5hjwmKysLJSUl2L1794hJv8PhgMPhCPzdbveVZ7tcLrhcrhB9osmTYlNyjFpiMQCv/s0C/Ph/T2P7mRacaerGz8rP4GflZwKPMRl0uGtuJr6+LA8z0mJV/d+OxydN1IqCJPzHA3PwD384iu2VLdhe2QIASI8zo9/tga3PDQC4dmoivn9rIeZkWyd0nPEYJSWb7PFp1gG/fmQeNvzpGD482Yxvbv4CSTFG5CZZkJtogcPtwQcnmwEA2QlR+PFds3D9jBSeDzQuWrp+fm1pLvKTo/GPfziG/dXtuPOlXVi7JBdRRj2iDDq4PCL+85NzaO12wmLS48d3zsJdczPh9bjhZaGxLCL5+BxvzIJ4NZ0mFOC1117D+vXr0dnZOerjdu/ejeXLl+PixYvIysoK/Pzxxx9HTU0NPvjgA7z55pv42te+NiSBB4CysjLk5+fj5ZdfHva1N27cGKg8GOzNN9+ExWK5+g9FmtfrBo62CzjcKuCMTYDFCFyf7sXyDBFxrEAmGpe6bqCiTYfzXQJquwGP6FsXmREt4s48L2YliOCyY6LReUXgf6p0+LxJgIihJ4wAEddniFiT64WZK82IRtXYC7xSqUdr//BfPJnRIr4204N0FnHSJPT29uLhhx+GzWZDfHz8iI+TdaZ/pOR5sAMHDmDRokUTfo/LG8uIojhms5mxHvP0009jw4YNgb/b7Xbk5OSgrKxs1H9sublcLpSXl2PVqlUwGplJKs2X/f/b5/TAqBdg0EdMy42g4PFJwdTn9OBIvQ1OjxfLpycHZe9wHqOkZME8PtcA6Ha4Udvei5q2XtS296G9x4nbZqdjfm5CUOIlbdHq9fO+Phde2VmNBls/+t0eOFxe9Ls9KJ1ixd/fOJ19mhQiko9PqeJ8LLIm/U8++SQeeuihUR8zderUCb12RoZvjVljYyMyMwfWpDU3NyM9PT3wGKfTiY6ODiQmJg55zLJly0Z8bbPZDLPZfMXPjUZjRBwokRKnVmn9vw2PTwoGo9GI62eGprkYj1FSsmAdn4lGIxJjozE3NzkIURH5aO36mWI04ukvzZI7DBqnSDw+xxuvrEl/SkoKUlJSQvLa+fn5yMjIQHl5OebPnw/AtwPAjh078NOf/hQAsHDhQhiNRpSXl+OBBx4AADQ0NOD48eN44YUXQhIXERERERERUbhETCO/2tpatLe3o7a2Fh6PBxUVFQCAGTNmIDY2FgBQVFSE559/Hvfccw8EQcD69evx3HPPoaCgAAUFBXjuuedgsVjw8MMPAwCsViu+8Y1v4Lvf/S6Sk5ORlJSEp556CqWlpYFu/kRERERERESRKmKS/n/5l3/Bpk2bAn+XZu8//fRTrFy5EgBQWVkJm21gv/Pvfe976Ovrw7e+9S10dHRg8eLF+PDDDxEXFxd4zC9+8QsYDAY88MAD6Ovrw80334zXXnsNej3X2BAREREREVFki5ik/7XXXsNrr7026mMu34hAEARs3LgRGzduHPE5UVFRePHFF/Hiiy8GIUoiIiIiIiIi5dBWe3AiIiIiIiIiDWHST0RERERERKRSTPqJiIiIiIiIVIpJPxEREREREZFKMeknIiIiIiIiUikm/UREREREREQqxaSfiIiIiIiISKWY9BMRERERERGpFJN+IiIiIiIiIpVi0k9ERERERESkUkz6iYiIiIiIiFSKST8RERERERGRSjHpJyIiIiIiIlIpJv1EREREREREKmWQOwA1EEURAGC322WOZHQulwu9vb2w2+0wGo1yh0M0BI9PUjoeo6RkPD5JyXh8kpJF8vEp5Z9SPjoSJv1B0NXVBQDIycmRORIiIiIiIiLSkq6uLlit1hF/L4hjDQvQmLxeLy5duoS4uDgIgiB3OCOy2+3IyclBXV0d4uPj5Q6HaAgen6R0PEZJyXh8kpLx+CQli+TjUxRFdHV1ISsrCzrdyCv3OdMfBDqdDtnZ2XKHMW7x8fERd0CTdvD4JKXjMUpKxuOTlIzHJylZpB6fo83wS9jIj4iIiIiIiEilmPQTERERERERqRSTfg0xm8145plnYDab5Q6F6Ao8PknpeIySkvH4JCXj8UlKpoXjk438iIiIiIiIiFSKM/1EREREREREKsWkn4iIiIiIiEilmPQTERERERERqRSTfiIiIiIiIiKVYtKvIb/85S+Rn5+PqKgoLFy4EDt37pQ7JCJs3LgRgiAM+ZORkSF3WKRRn332Ge644w5kZWVBEAS88847Q34viiI2btyIrKwsREdHY+XKlThx4oQ8wZLmjHV8PvbYY1dcT5csWSJPsKQ5zz//PK655hrExcUhLS0Nd999NyorK4c8htdQkst4jk81X0OZ9GvE22+/jfXr1+OHP/whDh8+jOuvvx6rV69GbW2t3KERYfbs2WhoaAj8OXbsmNwhkUb19PRg7ty5eOmll4b9/QsvvICf//zneOmll3DgwAFkZGRg1apV6OrqCnOkpEVjHZ8AcNtttw25nm7dujWMEZKW7dixA9/+9rexd+9elJeXw+12o6ysDD09PYHH8BpKchnP8Qmo9xrKLfs0YvHixViwYAF+9atfBX5WXFyMu+++G88//7yMkZHWbdy4Ee+88w4qKirkDoVoCEEQsGXLFtx9990AfDNUWVlZWL9+Pb7//e8DABwOB9LT0/HTn/4UTzzxhIzRktZcfnwCvlmqzs7OKyoAiOTQ0tKCtLQ07NixAzfccAOvoaQolx+fgLqvoZzp1wCn04lDhw6hrKxsyM/Lysqwe/dumaIiGnD27FlkZWUhPz8fDz30EC5cuCB3SERXqKqqQmNj45BrqdlsxooVK3gtJcXYvn070tLSUFhYiHXr1qG5uVnukEijbDYbACApKQkAr6GkLJcfnxK1XkOZ9GtAa2srPB4P0tPTh/w8PT0djY2NMkVF5LN48WL87ne/wwcffIBXXnkFjY2NWLZsGdra2uQOjWgI6XrJaykp1erVq/HGG2/gk08+wc9+9jMcOHAAN910ExwOh9yhkcaIoogNGzbguuuuQ0lJCQBeQ0k5hjs+AXVfQw1yB0DhIwjCkL+LonjFz4jCbfXq1YH/X1paiqVLl2L69OnYtGkTNmzYIGNkRMPjtZSU6sEHHwz8/5KSEixatAh5eXl47733cO+998oYGWnNk08+iaNHj2LXrl1X/I7XUJLbSMenmq+hnOnXgJSUFOj1+itGUZubm68YbSWSW0xMDEpLS3H27Fm5QyEaQtpVgtdSihSZmZnIy8vj9ZTC6jvf+Q7+8pe/4NNPP0V2dnbg57yGkhKMdHwOR03XUCb9GmAymbBw4UKUl5cP+Xl5eTmWLVsmU1REw3M4HDh16hQyMzPlDoVoiPz8fGRkZAy5ljqdTuzYsYPXUlKktrY21NXV8XpKYSGKIp588kn8+c9/xieffIL8/Pwhv+c1lOQ01vE5HDVdQ1nerxEbNmzA2rVrsWjRIixduhS//vWvUVtbi29+85tyh0Ya99RTT+GOO+5Abm4umpub8a//+q+w2+149NFH5Q6NNKi7uxvnzp0L/L2qqgoVFRVISkpCbm4u1q9fj+eeew4FBQUoKCjAc889B4vFgocffljGqEkrRjs+k5KSsHHjRtx3333IzMxEdXU1fvCDHyAlJQX33HOPjFGTVnz729/Gm2++iXfffRdxcXGBGX2r1Yro6GgIgsBrKMlmrOOzu7tb3ddQkTTjv/7rv8S8vDzRZDKJCxYsEHfs2CF3SETigw8+KGZmZopGo1HMysoS7733XvHEiRNyh0Ua9emnn4oArvjz6KOPiqIoil6vV3zmmWfEjIwM0Ww2izfccIN47NgxeYMmzRjt+Ozt7RXLysrE1NRU0Wg0irm5ueKjjz4q1tbWyh02acRwxyYA8be//W3gMbyGklzGOj7Vfg0VRFEUwznIQEREREREREThwTX9RERERERERCrFpJ+IiIiIiIhIpZj0ExEREREREakUk34iIiIiIiIilWLST0RERERERKRSTPqJiIiIiIiIVIpJPxEREREREZFKMeknIiIiIiIiUikm/UREREREREQqxaSfiIiIZLNy5UqsX79e7jCIiIhUi0k/ERERERERkUoJoiiKcgdBRERE2vPYY49h06ZNQ35WVVWFqVOnyhMQERGRCjHpJyIiIlnYbDasXr0aJSUl+PGPfwwASE1NhV6vlzkyIiIi9TDIHQARERFpk9VqhclkgsViQUZGhtzhEBERqRLX9BMRERERERGpFJN+IiIiIiIiIpVi0k9ERESyMZlM8Hg8codBRESkWkz6iYiISDZTp07Fvn37UF1djdbWVni9XrlDIiIiUhUm/URERCSbp556Cnq9HrNmzUJqaipqa2vlDomIiEhVuGUfERERERERkUpxpp+IiIiIiIhIpZj0ExEREREREakUk34iIiIiIiIilWLST0RERERERKRSTPqJiIiIiIiIVIpJPxEREREREZFKMeknIiIiIiIiUikm/UREREREREQqxaSfiIiIiIiISKWY9BMRERERERGpFJN+IiIiIiIiIpX6/wFwqL6IDXkP6QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Demo\n",
    "if __name__ == \"__main__\":  # Do this if running the .py file directly, but not when importing [from] it.\n",
    "\n",
    "    def f_mass_spring(t, u):\n",
    "        return np.array([ u[1], -(k/M)*u[0] - (D/M)*u[1]])\n",
    "    M = 1.0\n",
    "    k = 1.0\n",
    "    D = 0.0\n",
    "    u_0 = [1.0, 0.0]\n",
    "    a = 0.0\n",
    "    b = 8 * np.pi # Four periods\n",
    "    n = 200\n",
    "    iterations = 2\n",
    "\n",
    "    (t, U) = FP_midpoint_system(f_mass_spring, a, b, u_0, n, iterations=1)\n",
    "    y = U[:,0]\n",
    "    Dy = U[:,1]\n",
    "\n",
    "    plt.figure(figsize=[12,6])\n",
    "    plt.title(f\"U_0, = y with {k=}, {D=} — by FP_midpoint_system with {n} steps, {iterations} iterations\")\n",
    "    plt.plot(t, y)\n",
    "    plt.xlabel('t')\n",
    "    plt.ylabel('y')\n",
    "    plt.grid(True)\n",
    "\n",
    "    plt.figure(figsize=[8,8])  # Make axes equal length; orbits should be circular or \"circular spirals\" \n",
    "    if D == 0.:\n",
    "        plt.title(f\"The orbits of the undamped mass-spring system, {k=} — by FP_midpoint_system with {n} steps, {iterations} iterations\")\n",
    "    else:\n",
    "        plt.title(f\"The orbits of the damped mass-spring system, k={k}, D={D} — by FP_midpoint_system with {n} steps, {iterations} iterations\")\n",
    "    plt.plot(y, Dy)\n",
    "    plt.xlabel('y')\n",
    "    plt.ylabel('dy/dt')\n",
    "    plt.plot(y[0], Dy[0], \"g*\", label=\"start\")\n",
    "    plt.plot(y[-1], Dy[-1], \"r*\", label=\"end\")\n",
    "    plt.legend()\n",
    "    plt.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## For some examples in Chapter {doc}`introduction-odes`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "def f_mass_spring(t, u): return np.array([ u[1], -(K/M)*u[0] - (D/M)*u[1] ])\n",
    "\n",
    "def y_mass_spring(t, t_0, u_0, K, M, D):\n",
    "    (y_0, v_0) = u_0\n",
    "    discriminant = D**2 - 4*K*M\n",
    "    if discriminant < 0:  # underdamped\n",
    "        omega = np.sqrt(4*K*M - D**2)/(2*M)\n",
    "        A = y_0\n",
    "        B = (v_0 + y_0*D/(2*M))/omega\n",
    "        return np.exp(-D/(2*M)*(t-t_0)) * ( A*np.cos(omega*(t-t_0)) + B*np.sin(omega*(t-t_0)))\n",
    "    elif discriminant > 0:  # overdamped\n",
    "        Delta = np.sqrt(discriminant)\n",
    "        lambda_plus = (-D + Delta)/(2*M)\n",
    "        lambda_minus = (-D - Delta)/(2*M)\n",
    "        A = M*(v_0 - lambda_minus * y_0)/Delta\n",
    "        B = y_0 - A\n",
    "        return A*np.exp(lambda_plus*(t-t_0)) + B*np.exp(lambda_minus*(t-t_0))\n",
    "    else:\n",
    "        q = -D/(2*M)\n",
    "        A = y_0\n",
    "        B = v_0 - A * q\n",
    "        return (A + B*t)*np.exp(q*(t-t_0))\n",
    "\n",
    "def damping(K, M, D):\n",
    "    if D == 0:\n",
    "        print(\"Undamped\")\n",
    "    else:\n",
    "        discriminant = D**2 - 4*K*M\n",
    "        if discriminant < 0:\n",
    "            print(\"Underdamped\")\n",
    "        elif discriminant > 0:\n",
    "            print(\"Overdamped\")\n",
    "        else:\n",
    "            print(\"Critically damped\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
