{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fourier sine series"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Consider the sine functions $\\sin(n\\pi x)$ for $n=1,2,\\ldots$ on the interval $x \\in [0,1]$, with the \"usual\" function inner product $f(x) \\cdot g(x) = \\int_0^1 f(x) g(x) \\, dx$.  It is a remarkable fact that the sine functions are **orthogonal** under this dot product:\n",
    "\n",
    "$$\n",
    "\\sin(m\\pi x) \\cdot \\sin(n\\pi x) = \\int_0^1 \\sin(m\\pi x) \\sin(n\\pi x) \\, dx = \\begin{cases} 0 & m \\ne n \\\\ \\frac{1}{2} & m = n \\end{cases} .\n",
    "$$\n",
    "\n",
    "This can be verified by simply doing the integral, a first-year calculus exercise.  (The identity $\\sin A \\sin B = \\frac{1}{2}[\\cos (A-B) - \\cos(A+B)]$ is useful here.)\n",
    "\n",
    "Let's plot a few of these functions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Warning: `vendor()` is deprecated, use `BLAS.get_config()` and inspect the output instead\n",
      "│   caller = npyinitialize() at numpy.jl:67\n",
      "└ @ PyCall /Users/stevenj/.julia/packages/PyCall/L0fLP/src/numpy.jl:67\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "PyObject Text(0.5, 1.0, 'orthogonal sine functions')"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using PyPlot\n",
    "x = range(0,1,length=200)\n",
    "plot(x, sin.(π*x), \"-\")\n",
    "plot(x, sin.(2π*x), \"-\")\n",
    "plot(x, sin.(3π*x), \"-\")\n",
    "plot(x, sin.(4π*x), \"-\")\n",
    "legend([L\"\\sin(\\pi x)\", L\"\\sin(2\\pi x)\", L\"\\sin(3\\pi x)\", L\"\\sin(4\\pi x)\"])\n",
    "xlabel(L\"x\")\n",
    "title(\"orthogonal sine functions\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sines as an orthogonal basis\n",
    "\n",
    "We can consider the $\\sin(n\\pi x)$ functions as an orthogonal basis for some set of functions, defined by all linear combinations of these $\\sin(n\\pi x)$ functions (their **span**).  At first glance, it seems like this should be a rather \"small\" subspace of all functions.  One of the most remarkable facts of mathematics, however, is that the span of the sine functions contains nearly all possible functions of practical interest!  This was first proposed by Fourier in 1807, but took almost 150 years to make rigorous and precise.\n",
    "\n",
    "For a function $f(x)$ defined on $x \\in [0,1]$, the [Fourier sine series](http://en.wikipedia.org/wiki/Fourier_sine_and_cosine_series) writes $f(x)$ as:\n",
    "$$\n",
    "f(x) = \\sum_{n=1}^\\infty b_n \\sin(n\\pi x)\n",
    "$$\n",
    "where the coefficients $b_n$ can be found by integration:\n",
    "$$\n",
    "b_m = 2 \\int_0^1 f(x) \\sin(m\\pi x) dx \\, .\n",
    "$$\n",
    "\n",
    "Let's define a function `sinecoef` in [Julia](http://julialang.org) to compute these [integrals numerically](http://en.wikipedia.org/wiki/Numerical_integration), using Julia's [quadgk](https://github.com/JuliaMath/QuadGK.jl) function  We'll use the `abstol` parameter to set an integration tolerance: we want the error to be small compared to $\\sqrt{\\int_0^1 |f(x)|^2 dx}$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sinecoef (generic function with 1 method)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using QuadGK\n",
    "\n",
    "sinecoef(f, m) = 2 * quadgk(x -> f(x) * sin(m*π*x), 0,1, atol=1e-8 * sqrt(quadgk(x->abs2(f(x)),0,1)[1]))[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Truncated series = Projection = Fitting!\n",
    "\n",
    "In practice, of course, we are usually forced to truncate the series to a finite number N of terms:\n",
    "\n",
    "$$\n",
    "f(x) \\approx \\sum_{n=1}^N b_n \\sin(n\\pi x)\n",
    "$$\n",
    "\n",
    "while still computing $b_m = 2 \\int_0^1 f(x) \\sin(m\\pi x) dx$ as above.  The key thing to understand is that **this is orthogonal projection** of $f(x)$ onto the **N-dimensional subspace** spanned by $\\{\\sin(\\pi x), \\sin(2\\pi x), \\ldots, \\sin(N\\pi x)\\}$.\n",
    "\n",
    "And, just for projection with vectors in $\\mathbb{R}^m$, **projection is equivalent to least-square fitting**.  That means that truncating the Fourier series is equivalent to finding the $b_n$ that **minimize**\n",
    "$$\n",
    "\\left\\Vert f(x) - \\sum_{n=1}^N b_n \\sin(n\\pi x) \\right\\Vert^2 = \\int_0^1 \\left| f(x) - \\sum_{n=1}^N b_n \\sin(n\\pi x) \\right|^2 dx\n",
    "$$\n",
    "over all possible $\\{b_1,\\ldots,b_N\\}$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A sine-series example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For example, if we have the function $f(x) = 0.5 - |x - 0.5|$, the first 20 coefficients are:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20-element Vector{Float64}:\n",
       "  0.4052847345693511\n",
       "  5.031872079333402e-18\n",
       " -0.045031637174372426\n",
       "  1.821156848822449e-17\n",
       "  0.016211389382773993\n",
       " -2.0848986065940786e-17\n",
       " -0.008271117032027663\n",
       " -1.2554430899086627e-17\n",
       "  0.005003515241596977\n",
       "  4.703324618594227e-17\n",
       " -0.0033494606162756263\n",
       " -7.308916560896717e-18\n",
       "  0.0023981345240789223\n",
       " -2.3414712309558446e-16\n",
       " -0.0018012654869748413\n",
       " -8.725341965181291e-17\n",
       "  0.0014023693237693808\n",
       "  3.6769709280601687e-16\n",
       " -0.0011226723949289694\n",
       " -4.114118967289368e-16"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f(x) = 0.5 - abs(x - 0.5)\n",
    "sinecoef.(f, 1:20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(Notice that $b_n = 0$ for *even* $n$, which correspond to *antisymmetric* sine functions that integrate to zero against this *symmetric* $f$.)   The coefficients seem to be converging (getting smaller), as we would hope for a convergent series.  Let's plot them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x7fd6ef7b4850>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using PyPlot\n",
    "n = 1:2:99 # odd integers from 1 to 99\n",
    "loglog(n, abs.(sinecoef.(f, n)), \"bo\")\n",
    "xlabel(L\"n\")\n",
    "ylabel(L\"Fourier sine coefficient $|b_n|$\")\n",
    "title(L\"Sine series convergence for $f(x) = 0.5 - |x - 0.5|$\")\n",
    "loglog(n, 1 ./ n.^2, \"b--\")\n",
    "legend([L\"|b_n|\", L\"1/n^2\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "They decay asymptotically as $1/n^2$.  It turns out that one can prove this from the fact that $f(x)$ is continuous with a discontinuous slope.\n",
    "\n",
    "Now let's plot the series itself and compare it to $f(x)$.  We'll use Julia's [Interact package](https://github.com/JuliaLang/Interact.jl) so that we can drag a slider to control the number of terms in the series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sinesum (generic function with 1 method)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# First, define a function to evaluate N terms of the sine series, given the coefficients b\n",
    "function sinesum(b, x)\n",
    "    f = 0.0\n",
    "    for n = 1:length(b)\n",
    "        f += b[n] * sin(n*π*x)\n",
    "    end\n",
    "    return f\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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MGTMICAigUaNGl13Opk2baN68OatWraJ+/fp4eXkBMHPmTMaOHcu7775LkyZNiIyMZODAgfj5+dGvX7+M9z/zzDNMmjSJuXPn4u3tzdq1a/n222+pVKkS69at4/vvv2fAgAH88MMPtGvXjo0bN7JgwQIGDRpEp06dqFy58kWZjh8/zt13381rr73GbbfdRlxcHOvXr8dcYVyb//3vf4wcOZKNGzfyww8/0L9/f9q0aUOnTp0wxtCtWzdKly5NeHg4AQEBTJ8+nQ4dOvD7779fchu+/fbbLF68mE8//ZQqVapw+PBhDh8+DJDl5e3Zs4dPP/2UhQsXXvay+gceeIADBw7wySefUKFCBb788ks6d+7M9u3bqVWrFoMHDyY5OZl169bh5+fHjh07KF68+GW3w1W7YlUpILRnRKRgco4YYQyYHWDCbrzROJ3OfFv34cOHTVM/P5Oc/rVuzMqV+bbu7LrkX45nz6bntvE4/5d+dqWlpZnu3bub66+//qLXlixZYvz8/IzD4TAVKlQwmzZtuuKyLuzhiIyMzDS9cuXK5uOPP8407cUXXzStWrXK9L7Jkydnmqdfv36matWqmX4G69SpY9q2bZvxPDU11fj5+Zn58+dfMtOWLVsMYA4cOHDJ1y+1Z+Sf2+K6664zzzzzjDHGmG+++cb4+/ubxMTETPPUqFHDTJ8+/ZLrGDp0qLnppptMWlraRa9lZXljx441np6eJioqKtM8f98zsmfPHuNwOMzRo0czzdOhQwczevRoY4wxDRs2NOPGjbtkxn/KjT0jOmdERHJm9254+20AnvXxYcbcubi55d+vlEqVKjHknXd49/zzxMceg9TUfFt/UTRkyBC2bdvG/PnzL3rtxhtvZOvWrWzYsIHOnTvTq1cvoqKigPRxYooXL57xuJyTJ09y+PBhBgwYkGn+l156ib1792aat1mzZhe9v379+pl+BoOCgmjYsGHGc3d3d8qUKZOR658aNWpEhw4daNiwIXfddRczZ87k9OnTV9wm1157babnwcHBGcvfsmULZ8+epUyZMpk+z/79+y/6PBf079+frVu3UqdOHR5//HFWrlyZ8VpWl1e1alXKlSt32cw///wzxhhq166daTlr167NWM7jjz/OSy+9RJs2bRg7dizbtm274na4WjpMIyI5M3Ikbk4nce3a0W/ECKpWrZrvEfr370+f+fOJjoig7J49OKdOxd1Vxh8pVgzOnrW37mwaOnQoixcvZt26dVSqVOmi1/38/KhZsyY1a9akZcuW1KpVi9mzZzN69GjGjx/Pk08++a/rSEtLA9IP1bRo0SLTa/883ODn53fR+z09PTM9dzgcl5x2YT3/5O7uTkREBBs2bGDlypW88847jBkzho0bN1728OOVlp+WlkZwcDBr1qy56H2XOxG2adOm7N+/n2XLlrFq1Sp69epFx44d+fzzz7O8vEttm79LS0vD3d2dLVu2XLRdL5TFhx56iJtvvpmlS5eycuVKJkyYwKRJkxg6dOgVl51TKiMikn3h4ekPDw9KzJxJz9q1rcRwOBy8MXcuE2rWZFJiIsmjRuF7331wmfMZChSHA/7lS6MgMMYwdOhQvvzyS9asWZPlc4KMMSQlJQEQGBhIYGBgptcvnCPidDozpgUFBVGxYkX27dvHvffem0ufIHscDgdt2rShTZs2PP/881StWpUvv/ySkSNHZntZTZs25cSJE3h4eFCtWrUsv8/f35/evXvTu3dv7rzzTjp37sxff/2V4+X9U5MmTXA6nURFRdG2bdvLzle5cmUGDRrEoEGDGD16NDNnzlQZEZECIjmZmIceIgBg2DCwVEQuqFixIo2nTmX7gw/SMCGB6GHDKPvBB1YzFSaDBw/m448/5quvvqJEiRKcOHECSL/M1dfXl/j4eF5++WVuvfVWgoODOXXqFFOnTuXIkSPcddddl11uYGAgvr6+LF++nEqVKuHj40NAQADjxo3j8ccfx9/fny5dupCUlMTmzZs5ffp0jgpBdmzcuJFvvvmGsLAwAgMD2bhxIydPnqRevXo5Wl7Hjh1p1aoVPXv25NVXX6VOnTocO3aM8PBwevbseclDTW+++SbBwcE0btwYNzc3PvvsM8qXL0/JkiVztLxLqV27Nvfeey99+/Zl0qRJNGnShOjoaL799lsaNmxI165dGT58OF26dKF27dqcPn2ab7/9NsfbISt0zoiIZMufzz9PwPHjRAGRt9xiOw4A9/Xvz6ctWwJQ5pNPYNcuy4kKj2nTphETE8MNN9xAcHBwxmPBggVA+qGNXbt2cccdd1C7dm1uueUWTp48yfr166lfv/5ll+vh4cHbb7/N9OnTqVChAj169ADSDw/MmjWLefPm0bBhQ9q3b8+8efPy5Sotf39/1q1bR9euXalduzbPPfcckyZNokuXLjlansPhIDw8nHbt2vHggw9Su3Zt+vTpw4EDBwgKCrrke4oXL86rr75Ks2bNuO666zhw4ADh4eG4ubnlaHmXM3fuXPr27csTTzxBnTp1uPXWW9m4cWPGVUZOp5PBgwdTr149OnfuTJ06dZg6dWqOtkNWOIwp+Pfijo2NJSAggJiYGPz9/W3HESmyUo8dI6FKFUo4nUyuX59h27fjyOElorktLi6O4vfem36Jb5cu6YeRCojExET2799PSEgIPj4+tuOI5Kor/Xxn9ftbe0ZEJMt+69mTEk4nv7i5cefSpQWmiACUKFECx6RJ4OkJy5aRnEdD0otI7lMZEZEs2ffZZzT86ScAjj7zDJUsXD3zr2rVIvnRRwE43qcPKbauVhGRbFEZEZF/lZqSQuyDD+IGrKlQgS4vv2w70mWdHjKEPx0OqiYlsfb2223HEZEsUBkRkX/147BhND57lnigzqJFBerwzD8F1arF/kceAaBFRAS//m3QKBEpmFRGROTK4uNps3gxAHt69SL4uussB/p3Ld59l92lS1MCONi7N8nJybYjAVzxHicirio3fq5VRkTkyiZMwHH0KISE0Oh//7OdJksc7u6Umz+fNKDbmTO8f35PiS0XRuk8Z+vGeCJ56MLP9T9Ho80ODXomIpe1Zs4c2r/+Og6AN94AF7ostXRYGPtuuonq335L6Lx5/PzYYzS1tFfH3d2dkiVLZtyzpFixYgX6UJdIVhhjOHfuHFFRUZQsWfKydwjOCpUREbmkbb/8QtJDD+EwhqT27fE+PyiVK6n+ySecrViRJikpbJ83DyweYipfvjzAZW/SJuKqSpYsmfHznVMa9ExELpKSksJztWrx6sGDJLu54bljB446dWzHypGzEyZQ/NlnoVSp9JFZ/3GPlPzmdDpJSUmxmkEkt3h6el5xj0hWv7+1Z0RELjLpP/9h+MGDACQ98QReLlpEAIo/9RR8+ils3QrDh8PHH1vN4+7uflW7s0UKI53AKiKZbN26lZKvvUYwEFuhAiVefNF2pKvj4QEzZ4KbG8yfz+jGjUlMTLSdSkT+RmVERDIkJycz6c47efj80dsSH30E3t6WU+WCZs0yRmZ95JdfmDBmjOVAIvJ3KiMikmHShAk8tXcvbkBCnz44brjBcqLc4/XKK8SXK0c1oOQbb7Bp0ybbkUTkPJUREckwNCaGa4HEEiXwfecd23FyV/Hi+L3/PgCPAxN79dLhGpECQmVERNL99BPF334bAJ+5c6FsWcuB8kDnziTdeSfuwLiDBxn/7LO2E4kIKiMiAuzauhX69wenE/r0gTvusB0pz3hPm0ZiyZLUB8q8+SY//PCD7UgiRZ7KiEgR99NPP7GkaVPYsQMTFATvvms7Ut4qWxafDz4AYASw87337OYREZURkaIsMTGRN3v1YuT5q2cc06dDmTKWU+WDW24h6b77cAMeXLcOYmNtJxIp0lRGRIqwV0aP5qUDB3AHknr1Ahcc8j2nvKdMgWrV4MABGDnSdhyRIk1lRKSI2vjjj9SdPJnqQHxgIN4zZtiOlL/8/WHePHA4YPZs3gsL0111RSxRGREpghITE1l02230AZwOB35ffQUBAbZj5b/27TFPPglA74gIXh861HIgkaJJZUSkCHpnyBDGnDgBQNKzz0LLlpYT2eN4+WXO1K5NKeCmOXNYv3q17UgiRY7KiEhRk5TEw2vWUBw42bAhxV54wXYiuzw9KblsGec8Pbke+OWOO4iPj7edSqRIURkRKWpGjyZg715MmTKUW7YMdAdZqF4dzl/i+9jp08y5/37LgUSKFpURkSLk3Oefw5tvAuCYOxcqVrScqOAo9uCDHLn5ZtyA27/8kg1ffWU7kkiRoTIiUkT89NVXxPfqlf5k6FDo3t1uoAKo0sKFHC9ZkoqA+0MPwfnxV0Qkb6mMiBQB5+LiSL37bsoZw6FSpeC112xHKpj8/Cjx9dekuLvTIjoa3nrLdiKRIkFlRKQIWN25M60SEjjncFBy+XLw8bEdqcAq3qYNnhdKyNNPw88/2w0kUgSojIgUcr9MmcLNGzYAsGfECPybN7ecyAU89hj07AkpKZzp0oW4Y8dsJxIp1FRGRAqx+MOHKTd8OB7ADzVqcO3rr9uO5BrOj8p6qlgxSkZF8euNN9pOJFKoqYyIFFbGsOeGG6iQmso+Dw+uWbMm/UtWsqZ0aQ7+9784gVa//872Z56xnUik0FIZESmkzLvv0mjfPpKAPydPJqBSJduRXE7TYcNYft11AIRMnMjZyEjLiUQKJ5URkcJo61Yc5++5Evef/9Bq8GDLgVxX+4gINvr4UNwYosPCIDnZdiSRQkdlRKSwOXcOc/fd6V+at95K2aI+3PtVKh4QQNr773MKqBYdzf577rEdSaTQyVEZmTp1KiEhIfj4+BAaGsr69euz9L7vv/8eDw8PGjdunJPVikgWHL73Xhy7dpEaGAhz5ug8kVzQ6q67+KJbNwBCFi7E+fXXlhOJFC7ZLiMLFixg+PDhjBkzhsjISNq2bUuXLl04dOjQFd8XExND37596dChQ47DisiVnfvySyovWgTAey1bQpkydgMVIvcsWEB49eoAuA8YACdPWk4kUng4jMneeMctWrSgadOmTJs2LWNavXr16NmzJxMmTLjs+/r06UOtWrVwd3dn0aJFbN26NcvrjI2NJSAggJiYGPz9/bMTV6ToOHWKM1WqUPLcOeaVKMEdR49SokQJ26kKl8REaNYMfvsN7rgDPvtMe55EriCr39/Z2jOSnJzMli1bCAsLyzQ9LCyMDecHVbqUuXPnsnfvXsaOHZul9SQlJREbG5vpISJXYAx/3nYbJc+dYycQsmCBikhe8PGBDz4ADw9YuJD4mTNtJxIpFLJVRqKjo3E6nQQFBWWaHhQUxIkTJy75nj/++INRo0bx0Ucf4eHhkaX1TJgwgYCAgIxH5cqVsxNTpMhJmDmToPXrSQGW3HUX7bt0sR2p8GrShJ8ubN+hQ+HoUbt5RAqBHJ3A6vjHbkljzEXTAJxOJ/fccw8vvPACtWvXzvLyR48eTUxMTMbj8OHDOYkpUjQcOgRDhgDwTqlSPDZnjuVAhV/Kk0+yCfBLTiaqe3fd3VfkKmWrjJQtWxZ3d/eL9oJERUVdtLcEIC4ujs2bNzNkyBA8PDzw8PBg/Pjx/PLLL3h4ePDtt99ecj3e3t74+/tneojIJRiDc+BAfFNS+AFo9vnnFC9e3HaqQq91u3aseeABEoDAyEji33jDdiQRl5atMuLl5UVoaCgRERGZpkdERNC6deuL5vf392f79u1s3bo14zFo0CDq1KnD1q1badGixdWlFynqPvkE95UrMV5eOGfMoN1NN9lOVGQMnTKFN8uVA8B91CjYu9dyIhHXlbWTOP5m5MiR3H///TRr1oxWrVoxY8YMDh06xKBBg4D0QyxHjx7l/fffx83NjQYNGmR6f2BgID4+PhdNF5Fsio6Gxx8HwPHcc1w/cKDlQEWLr68vNy1axOo2bbgxNZWTt91GuV9+0dU1IjmQ7XNGevfuzeTJkxk/fjyNGzdm3bp1hIeHU7VqVQCOHz/+r2OOiMjVO9KnD0RHk3bNNaCbuFnRsnVrNg0cyDmg3PbtxL/zju1IIi4p2+OM2KBxRkQyi1u4kBJ33kka8NFjj3H/lCm2IxVZiYmJTKtVixFHjmACAnDs2AEVKtiOJVIg5Mk4IyJSAMTHk9C/PwAflizJHRMn2s1TxPn4+PD4nj3QrBmOmJiMK5tEJOtURkRczN777iPw7FkOAbU//ZRixYrZjlTkuXt7w+zZ6YOhffkl8e+/bzuSiEtRGRFxITHffEO18/eeibjtNlp26mQ3kPy/a6/l6P33A5D8yCNw+rTlQCKuQ2VExFWkpHDmrrtwB74uUYJ7PvrIdiL5hxMDBrALKJWYyP477rAdR8RlqIyIuIjT//kPVU+f5hRQ/pNP8PX1tR1J/iG0TRvW9+tHGhCyejWnP/vMdiQRl6AyIuIK/viDUm+9BcCvDzxAs65dLQeSy+k3YwYLSpcGIOmBB+DcOcuJRAo+lRGRgs4YePjh9NvXd+xI+9mzbSeSK/Dy8qLel19yBCgfH8+uu++2HUmkwFMZESngto8cCWvWgK8vTJ+uET5dQON27Vjfpw8ANRcv5tSqVZYTiRRsKiMiBVj0r79S+fzhmd/69IHq1S0nkqy643//Y2VAAB6A/8iRkJpqO5JIgaUyIlKA/dGlCyWN4TcfH2pqqHGX4uXlxXU//IApWRLP7dth8mTbkUQKLJURkQLq+6efptWRI6QCjtmz8fbzsx1JsqlUvXo4Xn89/cnzz5Oye7fdQCIFlMqISAF0cs8eqk+aBMCG1q255p57LCeSHHvwQVLatoWEBH5r2xaTlmY7kUiBozIiUsAYY9hy880Ep6VxyMuLluHhtiPJ1XA42Pf00yQAjU+eZMNjj9lOJFLgqIyIFDBbp0yh8759ACS98w5eAQGWE8nVqnPLLfxwfuj+ejNmcGLbNsuJRAoWlRGRgiQpicZTpgCwvXlzaj38sOVAklvaffUVu319KW0Mu7p0wRhjO5JIgaEyIlKQvPQSjl27ICiIhsuX204jucjD1xePuXNxAjccO8Y3Tz5pO5JIgaEyIlJARP7vf5hXXkl/MmUKlCplN5Dkuhq9e7Pl+usBqPPmmxz7/XfLiUQKBpURkQLg+OHDmAEDcKSmEtexI+iOr4VW06+/5piXF5WNgeeesx1HpEBQGRGxzBjDss6daep0Eufujo/uPVOoeQQE4DZjBgAVPv8cNm60nEjEPpUREcu+mjSJu3fsACDm+efxrFLFciLJa+X79YP77ku/CeLAgZCSYjuSiFUqIyIWHTt6lDKjR+ML7K9Rg0r/+Y/tSJJf3nwTU7YsbN/OgmbNdHWNFGkqIyKWGGNY2KULbVNTSXRzo3J4uO7IW5SULcvp8+Wzx7ZtfPbyy5YDidijMiJiyRfvvEPf7dsBOPPEE3jUrm05keS30kOHcqBOHXyA4HHjOLh/v+1IIlaojIjYYAy3fvUVAcCxSpUoP2GC7URig8NB5aVLSXBzo63TyRddu+pwjRRJKiMiNkybhue334KPD8HLl4O7u+1EYol7jRrEPfMMAA/t2sX8//7XciKR/KcyIpLPDkVEYC6Mvvnqqzjq17cbSKwLfPFFjlavTgmgyvPPs3/vXtuRRPKVyohIPjq0dy8nO3fGkZBAyg03wJAhtiNJQeDuTvCKFZxzc+P6tDSOnt9TIlJUqIyI5BNjDGvDwghNSyPW3R23efPATf8LSjq3mjWJf+EFAK7/+mvYudNyIpH8o9+EIvnkq2ef5e59+wCInzgR96pVLSeSgqbcmDHQuTMkJUHfvhoMTYoMlRGRfHBo504avPoqHsCuJk0IHjHCdiQpiBwOmDULSpaEzZtZccMNpKWl2U4lkudURkTymDGGrZ06UdMYory8qLVype1IUpBVrEjym28CcNOGDXyq80ekCFAZEclj4UOHcuvRowAkT5+Oe9mylhNJQefVrx97mjTBE7h20iT2/vab7UgieUplRCQvnTpFp/nzAYhs145K/fvbzSOuweGg+vLl/OXlxTXGsDksTIdrpFBTGRHJK8bAI4/g9ddfpNWuTaPwcNuJxIW4BQaSMm0aAL2PHeOLoUMtJxLJOyojInkkafZsWLgQPDxw+/hj3Pz8bEcSFxP04IPsaNsWgBZTp7Jn82bLiUTyhsqISB44uG4dSQ8/DEDa2LEQGmo5kbiqekuXctTXl8pAVJ8+tuOI5AmVEZFclpaayl+33oq/Mfzq7w9PP207krgwR4kSuH/4IWkOB6337oXPP7cdSSTXqYyI5LLv77yTJjExnAUCFi3CzcvLdiRxceVvvx230aPTnzzyCBw/bjeQSC5TGRHJRQe//prmX30FwOZ77qHyjTdaTiSFxtix0KQJ/PUXh8PCcKam2k4kkmtURkRyifPcOZL79MEb+KFsWdq9/77tSFKYeHlhPviAZDc3Kv/6K9/06mU7kUiuURkRySU/d+9Orfh4ooFKy5bh5u5uO5IUMo769Yk8X0LafPkle5Yts5xIJHeojIjkhvXrabZ6NQBbHn2Uys2aWQ4khVXzDz9ka5ky+AEJd91FamKi7UgiV01lRORqxcVB3744jOHM7bcTNmWK7URSiDnc3SkfHk4M0DA+ng3du9uOJHLVVEZErpIZMQIOHIBq1Sg5dy4Oh8N2JCnkyjdvzrbz49i0WrWKPQsWWE4kcnVURkSuwuFp03DMno1xOGDePPD3tx1Jiojrp03ju+BgPAGPBx7AnDtnO5JIjqmMiOSQ888/KTZsGACLQkKgfXvLiaQocbi5UWPlSk55e1MtIQHHhXFIRFyQyohIThjDno4dKZOSwk43N65bscJ2IimCghs0oMyiRelP3n4bIiKs5hHJKZURkRw4MnEidX79lRTgj//8h0o1a9qOJEVV587w6KMAJN93HylRUZYDiWSfwxhjbIf4N7GxsQQEBBATE4O/jsmLZakHDpBQsyYlnE4+qFWL+3bv1kmrYld8PKeqVqXMqVNsb9iQhtu22U4kAmT9+1t7RkSywxgOd+pECaeTze7u3BQRoSIi9vn5sWX4cFKBhtu3c+CVV2wnEskWlRGRbEibOpWQPXtIAA6/9BIVq1a1HUkEgE5jxvBF3boAlH7uOZL377ecSCTrVEZEsurAAdyefhqA3Q8+SM9nnrEcSOT/ORwObli1ikgPD/ydTg517AhpabZjiWSJyohIVhgDAwfCuXPQrh2NZ87U4RkpcAIrVuTEa6+RANTct4/DutxXXITKiEgWHH7xRVi1CuPjA7NmgZv+15GCqcuIEcxv3BiAchMnkrx9u91AIlmg36gi/yLl0CECxo8H4KumTaFWLcuJRK6s+/LlfOfri48xeD72mA7XSIGnMiJyJcaw5+ab8Xc6iXR3p9Wnn9pOJPKvygUF0XL7dvDzw/Hdd/Dee7YjiVxRjsrI1KlTCQkJwcfHh9DQUNavX3/Zeb/77jvatGlDmTJl8PX1pW7durz55ps5DiySn/a//jr1du0iBTjx8ssEVaxoO5JIlnjUqAHnL/E1zzxD4u7dlhOJXF62y8iCBQsYPnw4Y8aMITIykrZt29KlSxcOHTp0yfn9/PwYMmQI69atY+fOnTz33HM899xzzJgx46rDi+Sl5OPH8X/2WQC+rFePzuevpBFxGY89xpkGDXCcPcvBrl3TT8QWKYCyPQJrixYtaNq0KdOmTcuYVq9ePXr27MmECROytIzbb78dPz8/PvjggyzNrxFYxYatjRrReNs2drm7U3r/fgIrV7YdSSTbVk2ZwvVDhuAD7B07lhrjxtmOJEVInozAmpyczJYtWwgLC8s0PSwsjA0bNmRpGZGRkWzYsIH2V7jDaVJSErGxsZkeIvnp3Oef03jbNtKAo+PHq4iIy+o4eDBfNWoEQJkXXyTx4EHLiUQulq0yEh0djdPpJCgoKNP0oKAgTpw4ccX3VqpUCW9vb5o1a8bgwYN56KGHLjvvhAkTCAgIyHhU1heB5KfYWIqNGAHAz23b0uH8oRoRV9VpxQq2e3hQMi2N3TffbDuOyEVydALrPwd7Msb86wBQ69evZ/Pmzbz33ntMnjyZ+fPnX3be0aNHExMTk/E4fPhwTmKK5MyoUXDkCFSvTrNly2ynEblqpYOCODVxIqlAo9272a1710gBk60yUrZsWdzd3S/aCxIVFXXR3pJ/CgkJoWHDhgwcOJARI0Yw7grHLb29vfH398/0EMkPu2fMgAvnQ82cCX5+dgOJ5JIbhg8nvEEDAEo99xwJx45ZTiTy/7JVRry8vAgNDSUiIiLT9IiICFq3bp3l5RhjSEpKys6qRfJc0pkz+AwdCsDO66+Hm26ynEgkd7VduZK97u4EOp246d5KUoBk+zDNyJEjmTVrFnPmzGHnzp2MGDGCQ4cOMWjQICD9EEvfvn0z5p8yZQpLlizhjz/+4I8//mDu3Lm8/vrr3Hfffbn3KURywY+dO1M1OZnjbm4E/u9/tuOI5LpSwcGUXLgQHA68P/wQVq2yHUkEAI/svqF3796cOnWK8ePHc/z4cRo0aEB4eDhVz99K/fjx45nGHElLS2P06NHs378fDw8PatSowSuvvMIjjzySe59C5Cr9Nm8e12/cCMCBZ56hVfXqlhOJ5I0yPXrA4MHw7ruYgQNxRkbiUbKk7VhSxGV7nBEbNM6I5KXE2FgOBgZSJymJDVWr0vrAAduRRPJWXBzOa67B/cgR1jZuTPvISNuJpJDKk3FGRAqjdV27UicpiVMOB/VWrrQdRyTvlShB5KOPAtB261a2Tp1qOZAUdSojUqQdDA/nhu+/B+DAyJGUql3bciKR/NHs2Wf5vlYt3IDiw4cTf+qU7UhShKmMSNHldFL1hRfwAn6rXp3QiRNtJxLJVw1XriTKzY2aKSl817mz7ThShKmMSNE1eTJs2gT+/tRfuxb+ZeA+kcLGv1o1jo0ZA0CHzZvZMmuW5URSVKmMSJG0a8kSzHPPpT+ZNAkqVbIbSMSSxuPHsyUkBA/AZ/Bgzp4+bTuSFEEqI1LknDt7lthevXAkJnKmWTMYMMB2JBGraq9cyWk3N+onJ3P2hRdsx5EiSGVEipzwW2+leWIi5xwO3GbN0uEZKfJK1KxJ3PjxAJR/7z3YtctyIilqVEakSNn46afcvHo1AAceeQT/87dWFynqqjz7LHTuDElJ6XsLnU7bkaQIURmRIiP+7FmS+venBPBHUBDXTJliO5JIweFwwPTpmOLFYcMGFnXqZDuRFCEqI1JkLOrZk3YJCSQC5b/+Gtz04y+SSZUqHB4yBIBOq1ez/oMPLAeSokK/jaVI+PGLL+j6zTcAHBowgBLNmllOJFIwVXn5Zf6oUAE/gIEDiY2JsR1JigCVESn8jKHZnDmUAg6WLUvt996znUik4HJzo8LSpSQ6HLRNSuLLW2+1nUiKAJURKfzmz8dj6VLw9KTyqlXgke2bVYsUKX6NG3P0/J3Ve6xbx5oPP7ScSAo7lREp1I7/9BNm8OD0J889h5uunhHJkhrvvMOBoCBKAo6HHiLmzBnLiaQwUxmRQisuNpY/2rXDceYMyY0bw+jRtiOJuA4PDwLDw0l0OGiflMTep5+2nUgKMZURKbSWdOtGu8REEh0OUmbNAk9P25FEXEqxpk35c9gwAJp+/DHs3Ws5kRRWKiNSKH0/bx49vvsOgEODB+MXGmo5kYhrqjppErRvD/Hx0L+/BkOTPKEyIoVO7F9/4f3II/gBuytVovZbb9mOJOK63Nxg7lwoXhy++45vu3e3nUgKIZURKXRW3XwzzZKTiXM4qBwRocHNRK5WSAix52+g12bZMtZo9GLJZfotLYXKhqlTuWXzZgCOjhpFsbp1LScSKRz8R4xgZ0gI3kDp4cP5688/bUeSQkRlRAqPpCSavPEGXsAvNWpQ9+WXbScSKTwcDqpFRHDGzY1rU1NZExZmO5EUIiojUng8/zy+e/diAgOp/e236Tf+EpFc41ujBifHjQOg+7ZtrJk0yW4gKTRURqRQSP72W5g4EQDHjBn4VqliOZFI4VTruefYVqcOnkDwM89w6uhR25GkEFAZEZd3+tAhTtx8MxhDWr9+0KOH7UgihZfDQe1Vq4h2d6eO08muO++0nUgKAZURcXlbO3WiSmoqRzw8SHzlFdtxRAo9n0qV+Ou11wBovXEjrF1rOZG4OpURcWkbx47lxt9/B+DMm29SrHx5y4lEiobaI0fCQw/hMCZ9MLTYWNuRxIWpjIjLOr1nD9VeegmAdaGhNBgyxHIikSLmjTegWjU4cIA9OjwqV0FlRFyTMfzeoQNBaWns8fLiupUrbScSKXpKlCB19mzSgJpr1vD9qFG2E4mLUhkRl/TTk0/S4tAhUoCEGTPwLV3adiSRIsnjppvY0LIlALVee42TO3ZYTiSuSGVEXM/RozR87z0A1lx/PQ379bMcSKRoa75iBXu8vQk0hr2dOmHS0mxHEhejMiKuxRgYMACfc+dIaNiQtuHhthOJFHle/v6kzp1LCtDy2DE2Pv647UjiYlRGxLVMnw4rVoCPD76ffopPiRK2E4kIUPfuu1l3440A1Js6lZM//2w5kbgSlRFxGac2biRh8OD0J6+8AroJnkiB0vbrr9lWrBgBxvBn166gwzWSRSoj4hqcTqK7dcM3LY1NxYuTdqGUiEiB4VWsGJ7z55Po5kaDP/+EqVNtRxIXoTIiLmFb377UOXWKWMB3/nzcPDxsRxKRS6h36634vP12+pOnn4bdu+0GEpegMiIF3qnVq6nz8ccArLr1VhrecovlRCJyRY8+Cp06QUIC8XfeiUlJsZ1ICjiVESnQTFISsbfdhjew2t+fWz791HYkEfk3bm4wZw4JXl74/forv9x9t+1EUsCpjEiBtrNPH0JiYjgJlF24EC9vb9uRRCQrKlVixa23AlB/4UJOrlhhOZAUZCojUnD98AN1v/oKgG979aJhx46WA4lIdtzy8cesKlkST+DcnXdiEhJsR5ICSmVECqaEBOjfHzdj2N+2Lbd/+KHtRCKSTR6enlRasoQTQNWzZ9lx++22I0kBpTIiBdPYsfD771ChAiGLF+Pp6Wk7kYjkQN3rr2d9374A1Fu+nKjPPrOcSAoilREpcKLDw0l7/fX0J9OnQ8mSVvOIyNW5bfZsFpUrhxuQ1q8fJi7OdiQpYFRGpEAxiYnE9+mDmzGsrVQJdBmviMvz8PCgXng4h93dKZ+QAM8+azuSFDAqI1KgbO/Th6pxcfwJlDs/toiIuL46zZpRfvFiABzvvgvr11tOJAWJyogUGFErV1Lv/NUz3999N9e0bWs5kYjkJs+uXWHAAACcDzyAOXfOciIpKFRGpEAwycnE3nUXnsA3pUpx6/vv244kInnh9ddJKF0a97172XbbbbbTSAGhMiIFws/33EPN2FhOAZW+/BIP3XtGpHAqWZLl50tIg5UrOX5+b6gUbSojYl3qtm00XLgQgA29e1OnfXvLiUQkL906fTorypXDHUi8915MYqLtSGKZyojY5XTi8fDDeAG7atakywcf2E4kInnM3d2dmkuWEAWExMez5Y47bEcSy1RGxK633oKNG8Hfn7qrV+Ohwc1EioQaLVrwU//+ADQKD+fo0qV2A4lVKiNizbG1a3GOGpX+ZNIkqFTJbiARyVddZs1ibZky6feu6dOHtKQk25HEEpURscI4nUT37Il7Sgr7qlfPuNxPRIoON3d3qn79NX8Btc6exfnKK7YjiSUqI2LF9337cu2ZM5wFmDEDHA7bkUTEgmotW8LkyQB4/ve/sGOH3UBihcqI5Lsj331H4/Ojq2667Taqd+hgOZGI2FT68ceha1dITsY8+CBpKSm2I0k+UxmRfGXS0jjRowfFgV/8/Wm/YIHtSCJim8MB06eTVqIEjo0b+b5XL9uJJJ+pjEi+WtO/P83++osEIOCzz3DX1TMiAlCpEutvvRWAZosWcXDVKsuBJD+pjEi+Of3rrzQ5P47I5h49qBYWZjmRiBQkbf/3P7aUKoUvcPqOO0hLTbUdSfJJjsrI1KlTCQkJwcfHh9DQUNZf4e6LX3zxBZ06daJcuXL4+/vTqlUrVqxYkePA4qKModTo0ZQE9pQpQ5vPPrOdSEQKGDd3d4K++oqzQOPYWNb06WM7kuSTbJeRBQsWMHz4cMaMGUNkZCRt27alS5cuHDp06JLzr1u3jk6dOhEeHs6WLVu48cYb6d69O5GRkVcdXlzI/Pnw9dfg5UXNtWtx0+EZEbmESm3bsrV3bwCaL1zIvm+/tZxI8oPDGGOy84YWLVrQtGlTpk2bljGtXr169OzZkwkTJmRpGfXr16d37948//zzl3w9KSmJpL8NfhMbG0vlypWJiYnB398/O3GlADi8eTMVOnXC/cwZeOklGDPGdiQRKcCM08mvZcvS8MwZNgUEEBodjbtunumSYmNjCQgI+Nfv72ztGUlOTmbLli2E/eNYf1hYGBs2bMjSMtLS0oiLi6N06dKXnWfChAkEBARkPCpXrpydmFKApKWlsbdLF9zPnCGmenV4+mnbkUSkgHO4u1Pmyy9JAJrHxBBzfhwSKbyyVUaio6NxOp0EBQVlmh4UFMSJEyeytIxJkyYRHx9PrytcujV69GhiYmIyHocPH85OTClAlj/0EDdER5MCnH37bdDhGRHJggo33MCfQ4YAUPqll+DoUcuJJC/l6ARWxz9GyzTGXDTtUubPn8+4ceNYsGABgYGBl53P29sbf3//TA9xPft++onQuXMB+KVLFyp262Y5kYi4kmqTJ0Pz5hATA4MGQfbOKhAXkq0yUrZsWdzd3S/aCxIVFXXR3pJ/WrBgAQMGDODTTz+lY8eO2U8qLiUtLY093boRBOz386PpwoW2I4mIq3F3hzlzMJ6e8PXXLO/Xz3YiySPZKiNeXl6EhoYSERGRaXpERAStW7e+7Pvmz59P//79+fjjj+mmv46LhCUPP0zYyZM4Ae8PP8TN19d2JBFxRfXrs+uuuwC47oMP2L1uneVAkheyfZhm5MiRzJo1izlz5rBz505GjBjBoUOHGDRoEJB+vkffvn0z5p8/fz59+/Zl0qRJtGzZkhMnTnDixAliYmJy71NIgbJ3yxaumz0bgO2dOlGhZ0+7gUTEpdWdO5e9/v6UAQ737EmqBkMrdLJdRnr37s3kyZMZP348jRs3Zt26dYSHh1O1alUAjh8/nmnMkenTp5OamsrgwYMJDg7OeAwbNiz3PoUUKFXfeYcKwJFixWi0aJHtOCLi4hxeXpT49FNSgI6nT7NYh2sKnWyPM2JDVq9TlgJg5Uq4+WZwOHCuXo17+/a2E4lIIbGtRw+uXbyYE8Dp9eupd/31tiPJv8iTcUZEruTknj2Yhx5KfzJkiIqIiOSqhgsWcKh4ccoD+3r0ICUlxXYkySUqI5IrnE4nG1u1wnH4MClVqsB//2s7kogUMg4fH4p98glOoNtff/H7pEm2I0kuURmRXPHVgAHcEh1NGnD6zTeheHHbkUSkECrbrRsHb78dgPqTJ0N0tN1AkitURuSq7f7+e9r8738A/Na5M4Hnf1GIiOSF6h99BNdcA3/+CY89psHQCgGVEbkqqSkpHOnenSDgQPHiNPjiC9uRRKSw8/GB998HDw/47DO+ffhh24nkKqmMyFVZet99dDh9mhSg2Gef4dDgZiKSH0JDiTpfQhrPmsWvK1daDiRXQ2VEcmzXN9/Q7tNPAfjtttsI7NzZciIRKUrKvfkme0qWpDRw5s47SU5Ksh1JckhlRHLGGCq98AKlgD8CAmj0ySe2E4lIEePw8qLU4sUkAtfHxbH8jjtsR5IcUhmRnJk5k+Lr12O8vQlasQKHl5ftRCJSBJVp25Zd998PwE1Ll/Lr4sWWE0lOqIxItqXs3g0jRwLgmDAB/xYtLCcSkaKs8bx57ChbluJA0t13k3TunO1Ikk0qI5ItKYmJbG/WDOLjSWvbFnSPIRGxzc2NoGXLOOtwEHruHD//7Wat4hpURiRbVvfoQdOzZzkLnHr9dXDTj5CI2FemWTP+OH/3+JZffw2//WY5kWSHvkkky3YuXEi785fP7XjoIco1b245kYjI/2syZQp06YIjKQn69gXdu8ZlqIxIliTHx5N2//34AD8HBXHd9Om2I4mIZOZwwKxZUKoU/Pwzu3W4xmWojEiWfN+tG/UTEjjtcFBl5UocOjwjIgVRhQqcfe01AGp88gm/nb9VhRRs+kaRf7Xrww9pu3Zt+r+HDqXstddaTiQicnnFH3qIH6tUwQPwfvhhEk+fth1J/oXKiFxZQgIVRo3CA9hQqRKt3nrLdiIRkX9Ve9Uq/nRzo2ZyMpvCwmzHkX+hMiJXNmYM/kePklquHLVXrbKdRkQkS0rXqsX+MWMAuH7zZn6bOtVyIrkShzEF/97LsbGxBAQEEBMTg7+/v+04RceaNXDTTem35166FLp2tZ1IRCRb1tSqxQ179nDY05OyR47gGxhoO1KRktXvb+0ZkUtKOnmSP7t2TS8iAweqiIiIS2q0ahWH3d2pnJLC9ptvth1HLkNlRC5pW6dOBCUkcNDdnYSXXrIdR0QkR0pVrcqRF18EoPnWrbBsmd1AckkqI3KR3ydN4rpffiENODhunHZriohLazV6NObxx9OfDBgAf/1lN5BcRGVEMkk8coRSzzwDwLK6dWn33HOWE4mIXD3HK69AnTpw/Dgx5+/yKwWHyoj8P2P4vWNHyjmd7PbwoKWunhGRwsLXF+fcuTgdDgLCw9k5frztRPI3KiOS4Y/x47l2925SgBOvvUaZihVtRxIRyTXurVoR3qgRAEEvvMC5ffssJ5ILVEYk3dGjVJwwAYDFjRrRfsQIy4FERHJfu5Ur2e7pSem0NPZ16JB+xaBYpzIi6f8zDhhAsaQkTtWowU0REbYTiYjkiYBy5Yh7912SgAYHDrB71CjbkQSVEQGYOxdWrABvb8p8/TWlypWznUhEJM+0fvhhvm7eHIAKEycSv2OH5USiMlLEJezZQ8Jjj6U/efFFqFvXbiARkXzQaflyNnt5UcIYjoSFQVqa7UhFmspIUWYM+8LC8E1K4lc/P4zOExGRIsK/VCmSZszgnMNBnaNHQfeusUplpAjb9fzz1N+/nyTg9Ouv4/DwsB1JRCTftOnXD49Jk9KfjBoF+/fbDVSEqYwUUef27aP8f/8LQHhoKG0HDbKcSEQk/3kNGwbt2kF8PKkPPqirayxRGSmKjOGPTp0omZbGdk9Pblq+3HYiERE73Nxg9mxSvbzwWLOGHU88YTtRkaQyUgT9NnYsjfbtIwWIe+stAsqWtR1JRMSemjVZfN11AFSaPJm4nTstByp6VEaKmpMnMwY3W960Ka0ffdRyIBER+8KWLuVnb2/8jeHAzTfrcE0+UxkpaoYMoWRqKsfKlqX9ihW204iIFAjFAwJwzphBEtDw8GG2n79hqOQPlZGi5Isv4NNPwd2dCitW4K/DMyIiGa7r25eVrVoBUPn114n9/XfLiYoOlZEiIu7AARIeeCD9yTPPQNOmdgOJiBRAN4WH86uXFyWN4Y+wMB2uyScqI0XEjrAwfGNjOVaqFDz/vO04IiIFkl/JkiRNn04KEHrwIGkLFtiOVCSojBQBkePH0+KPP3ACx196Cby9bUcSESmwQvv35+zjjwPg9vjjcPKk5USFn8pIIRd78CAVXngBgNWNGxN64T40IiJyWaUmToSGDeHkScywYbbjFHoqI4Xc9rAwgtLS2OfpScuVK23HERFxDV5eMHcuxt0dx/z5/PTcc7YTFWoqI4XYlpdfps3vv5MGxL75JsXLlbMdSUTEdYSGsub8YGhVJkzgjO5dk2dURgqp5Ohoyo8dC8C6xo1pPHiw5UQiIq6nZXg4e728CEpLY3vHjrbjFFoqI4WU13/+Q0Wnk+O+vlynwc1ERHLEt1QpEt59lzSg7b59/Hj+jzzJXSojhdHq1fDeewAEL12KX2Cg5UAiIq6rwcCBfNesGQBVXnqJv3S4JtepjBQyZ44eJblfv/QngwbBjTfaDSQiUgg0X7GCg56eVEhL45dOnWzHKXRURgqZTZ064XX4MPFlysCrr9qOIyJSKPiULs25d94B4Ma9e4lftMhuoEJGZaQQ+e7VV+l4/tbXB8eMAX9/y4lERAqPeo88wqEePQDwGzYM4uIsJyo8VEYKib+OHiV4zBjcgE0NGnDNiBG2I4mIFDpVPvwQQkLg0CEYNcp2nEJDZaSQ2BAWRg2nkyh3dxrq6hkRkbxRvDjMmpX+76lTWTd+vN08hYTKSCGw9vXX6bJjBwCnJ0zAt0IFy4lERAqxm27i1zZtAKj8wgtE6eqaq6Yy4uJOHTtG0KhRuAOR11xDnaeesh1JRKTQq71oEcc9PQlJS+OnsDDbcVyeyoiLKzl1KnWdTv7y8KCeDs+IiOQLr7JlOfvGGwB02bOHb3S45qqojLiyX37B/fzlu/7vv49PpUqWA4mIFB21hgwhsnFj3ICqL7zAnwcO2I7kslRGXFRsdDRp/ftDairccQced99tO5KISJFTf8UKojw8qJmWxg+dOmGMsR3JJeWojEydOpWQkBB8fHwIDQ1l/fr1l533+PHj3HPPPdSpUwc3NzeGDx+e06zyNytvuAG3rVtJLVkS3n3XdhwRkSLJKzAw43BN9z17OPz555YTuaZsl5EFCxYwfPhwxowZQ2RkJG3btqVLly4cOnTokvMnJSVRrlw5xowZQ6NGja46sMCqCRPo+dtvABwcNQrKl7ecSESk6Ko+dCh7W7fGHagybhwkJtqO5HIcJpv7lFq0aEHTpk2ZNm1axrR69erRs2dPJkyYcMX33nDDDTRu3JjJkydnK2RsbCwBAQHExMTgX8RHFY06eJDTNWpQx+lk2zXXcO35UiIiIhadOgX168Off8LTT+t2HOdl9fs7W3tGkpOT2bJlC2H/uIwpLCyMDRs25CzpJSQlJREbG5vpIWCM4cdOnajjdHLSw4O6q1bZjiQiIgBlysD06QCYiRNZ/8orlgO5lmyVkejoaJxOJ0FBQZmmBwUFceLEiVwLNWHCBAICAjIelStXzrVlu7JvX3iBW/74A4DYSZPwCg62nEhERDL06MGxsDAcxlBxzBiOn/99Lf8uRyewOhyOTM+NMRdNuxqjR48mJiYm43H48OFcW7aritq3j+ovvogb8HOTJtR4/HHbkURE5B8CP/6YE56eVE9LI1JX12RZtspI2bJlcXd3v2gvSFRU1EV7S66Gt7c3/v7+mR5Fne/zzxOSlsZxT08arFxpO46IiFyCR5kyJJ4/p7LrwYOsevppy4lcQ7bKiJeXF6GhoURERGSaHhERQevWrXM1mPzNihWU+OgjALznz8erbFnLgURE5HKqDRjAllatALhm0iSO6UKDf+WR3TeMHDmS+++/n2bNmtGqVStmzJjBoUOHGDRoEJB+iOXo0aO8//77Ge/ZunUrAGfPnuXkyZNs3boVLy8vrrnmmtz5FIWY89Qp3AcMSH8ydCil77jDbiAREflXjZYv51BgIFWSkvg2LIzgI0dy9XSGwibbZaR3796cOnWK8ePHc/z4cRo0aEB4eDhVq1YF0gc5++eYI02aNMn495YtW/j444+pWrUqBzR07hUZY1jXpAk3Hj1KWs2auOnsbBERl+Dh749z3jycd9/NTceOseW55wh9+WXbsQqsbI8zYkNRHWdkzfDh3PDWWziBAx98QI377rMdSUREsmFzWBjNIiIwZcvi+PVXyMXzK11BnowzIvnnxPbtXPP22wBsbNdORURExAU1W7IErr0WR3Q0PPIIFPy//61QGSmATFoae8PCCDSGPb6+NA8Ptx1JRERywtsbPvgAPD3hq6/YNXq07UQFkspIAbT+0Udpc+IEKYDj/ffx8POzHUlERHLq2mv5a9gwAIJffZUjuThieWGhMlLAHPvpJ66dMQOAHzt1osadd1pOJCIiVyvgpZf4tUQJAoCTt9yCcTptRypQVEYKEmPweuwxSgK/+fnRavFi24lERCQXuHt74/f555wDmpw+zff33ms7UoGiMlKQTJ9O2c2bMd7elPjiCzx8fGwnEhGRXBISFsbG228HoOmCBRz+9lvLiQoOlZGCYu9eePJJAByvvEKVf9wZWUREXF/7BQvYEhBAMSD2tttIS0mxHalAUBkpAExqKr+3bg3x8XDDDaCb4ImIFEpuHh6UWbyYWKB+bCw/9eljO1KBoDJSAGzq04faUVHEAicnTgQ3/WcRESmsqrVrx6Z77gGg+ddfw6+/Wk5kn771LDu2ciWNFy4E4IdevSjXrJnlRCIiktc6fPAB3HILjuRk6NsXivjhGpURi0xSEvF33ok38H2pUnQ8f2deEREp3BxubjBjBpQuDZGR/DVypO1IVqmMWPTzbbdRKy6OaCD4669x98j2fQtFRMRVBQeT+MYbAPi/+y6Hv/zSciB7VEYsObpoEY2WLQNgY//+VG/d2nIiERHJb17338/qwEA8AOe995J27pztSFaojNiQkIDPww/jAUSUK0eX2bNtJxIREQvc3NyosXw5fzocVEtI4OdbbrEdyQqVERtGj6bMyZMklC5NzeXLcdPVMyIiRVaVJk2IfPRRAJquXs2hjz+2nCj/OYwp+Pczjo2NJSAggJiYGPz9/W3HuTpr16aPJQKwbBl07mw1joiI2GeMYUXFinQ+fpyj3t6U//NP3AMCbMe6aln9/taf5PkoLS6Ov267Lf3Jww+riIiICAAOh4P6K1dyyOGgYlIS27t2tR0pX6mM5KNt3btT+vRpjrq7k/zyy7bjiIhIAVK5QQN+HTECgMYbNkBEhOVE+UdlJJ8c+eQTrl27FoCfBw3Cq2xZy4lERKSg6fL66yQ/8kj6kwcfhDNnrObJLyoj+SDt7FnMAw/gBoQHB9Pt7bdtRxIRkQLI4XDgNWkS1KwJR46Qen5PSWGnMpIPIrt3p3JiIkcdDurr6hkREbkSPz/M7NkYhwOPefM4OGuW7UR5Tt+KeezQggU0WbMGgF8ee4yq115rN5CIiBR8bduypEoVADwHDyb19GnLgfKWykheSkzE/eGHcQNWBgfT5Z13bCcSEREX4HA4aLZyJQcdDiokJ/NLIb+6RmUkL40bR8XYWGKLFaPesmU4HA7biURExEVUqF2bXU89BUDojz+yb948u4HykAY9yyubNkGrVpCWBosWQY8ethOJiIiLMcawolo1Oh86xCFvb4L//BNPFxoMTYOeWeQ8d46Y229PLyJ3360iIiIiOeJwOGi0YgVHHQ6qJCWxpVs325HyhMpIHtjYvTsBR49yxtsbdBmviIhcheC6ddk9ciQAzTdsgB9/tJwo96mM5LJ9n39O82+/BeDnAQNAg5uJiMhVunHiRGJ69MDNmPTB0BITbUfKVSojuSj13DmcffviAawvX54b333XdiQRESkEHA4HAXPmQFAQ7NyJGT/edqRcpTKSi3689VZqJSQQ7XBQc/lyXT0jIiK5p3RpmDYNAOeECeyeP99yoNyjMpJL9ixcSItvvgFgx6BBBDdqZDmRiIgUOrfdxg+VK+MB8OCDJJ89aztRrlAZyQUmORln3754Aj8EBdFWh2dERCSP1Fi2jGiHgzqJiXx3yy224+QKlZFc4Hj9deqcO0eshwchy5bh0L1nREQkjwTWr88fQ4cCcP3atexYsMByoqunb82rtWMHvPACAP6zZ1O+SRPLgUREpLBrNXkymypUwAswDzxA8rlztiNdFZWRq5CSmEjC3XdDcjJ07Qr33287koiIFAUOBzVWrOCMw0H9hATWuvjhGpWRq7C6Rw98t20jyccHpk8HXT0jIiL5pEyDBvw+eDAA7desIXXbNsuJck5lJId2fPUVbVeuBGDr/fdDpUqWE4mISFHT/O23OdG0KV7G4DFwIKSm2o6UIyojOZCcmEjCvffiC/xSrhzN33vPdiQRESmKHA7KL14MAQHpN2h9803biXJEZSQHIm67jdD4eM4CFZYu1dUzIiJiT8WKGSUkZfRofnHBq2v0LZpNvy5ZQvvlywH4/cEHKXfddZYTiYhIkde/P7tDQvB0Okl74AES4+NtJ8oWlZFsSE5K4uzdd1Mc2FG2LE1nzrQdSUREBBwOAhctIs7hoElCAqu6d7edKFtURrLBY948WsbHk+BwEPT116DDMyIiUkCUuvZa9j72GAAdVq9m62efWU6Udfo2zarDh3F76ikAPCZMoEyLFpYDiYiIZNb4nXf4tXx5fIHUfv1IcJHDNSojWZCUmIhz4ECIi4OWLfF88knbkURERC7mcFB5xQrOOhw0S0hghYscrlEZyYIld96J+4oVpHl6wpw54O5uO5KIiMglBVx7LfsefRSAsNWrOb15s+VE/05l5F9sXbyYTkuXArCzd2+oV89yIhERkSu79p13OFSzJsWAUk8+CWlptiNdkcrIFSSeO8e5e+4hAPijTBnqz5tnO5KIiMi/c3OjysqV4OcHa9fCtGm2E12RysgVLO/Rg9bx8SQAZZcu1eEZERFxHSEh8OqrAKQ++SQ/L1xoOdDlqYxcxtbPPqPTqlUA7Bk4kFK6ekZERFzNo4/yZ926eCQmknzffcTHxdlOdEkqI5eQcPYsaX374gfsCAqioe49IyIirsjNjWLz5xPvcNAyMZHl3brZTnRJKiOX4Jw4kaaJicQ5HFRcuVKDm4mIiMsq0bgxB4YMAaDr+vVsev99y4kupm/Zf/rtN4q/8goAya++SsC111oOJCIicnXqv/UWv1aqhC/gPXAgZ8+csR0pE5WRv0lLSoK+fSE5Gbp1o4wGNxMRkcLA4aBqRAQxDgeNkpNZc/PNthNlojLyNyvbt4effyatZEmYORMcDtuRREREckWJunU5/MwzANy8aRN/LFhgOdH/Uxk5L3LWLDpu3AjAr48+CsHBlhOJiIjkrgb//S/b69TBE6j54ouQmGg7EqAyAkD8qVMUf+wxPICfQkK49r//tR1JREQk9zkcNFy/HgIDcfz2Gzz/vO1EQA7LyNSpUwkJCcHHx4fQ0FDWr19/xfnXrl1LaGgoPj4+VK9enfcK2KWyP4SFUSslhSg3N+qcH1tERESkUCpXLv1UBMC8/jq/z5ljOVAOysiCBQsYPnw4Y8aMITIykrZt29KlSxcOHTp0yfn3799P165dadu2LZGRkTz77LM8/vjjLCwgI8FFvvsuN/38MwBHn38e/+rVLScSERHJY7feyqnu3XEYg/cjjxB77JjVOA5jjMnOG1q0aEHTpk2Z9rdx7uvVq0fPnj2ZMGHCRfM/88wzLF68mJ07d2ZMGzRoEL/88gs//PBDltYZGxtLQEAAMTEx+Pv7ZyfuFZ09cYLoypWplprKhtq1ab17d64tW0REpCA7e/QoMVWrUtHpZE29etywY0euryOr39/Z2jOSnJzMli1bCAsLyzQ9LCyMDRs2XPI9P/zww0Xz33zzzWzevJmUlJRLvicpKYnY2NhMj7xw7vHHqZaaylF3dxro8IyIiBQhxStWJHriRABu2LmT5CVLrGXJVhmJjo7G6XQSFBSUaXpQUBAnTpy45HtOnDhxyflTU1OJjo6+5HsmTJhAQEBAxqNy5crZiZk1xhBYvjzG4eDcO+/gnxfrEBERKcAajRjBoZ49MQEBeCUnW8uRoxNYHf8Yf8MYc9G0f5v/UtMvGD16NDExMRmPw4cP5yTmlTkc8PbbOHbtotajj+b+8kVERFxAlY8+wrF9O9xxh7UMHtmZuWzZsri7u1+0FyQqKuqivR8XlC9f/pLze3h4UKZMmUu+x9vbG29v7+xEy7natfNnPSIiIgVRsWLpD4uytWfEy8uL0NBQIiIiMk2PiIigdevWl3xPq1atLpp/5cqVNGvWDE9Pz2zGFRERkcIm24dpRo4cyaxZs5gzZw47d+5kxIgRHDp0iEGDBgHph1j69u2bMf+gQYM4ePAgI0eOZOfOncyZM4fZs2fzpO77IiIiImTzMA1A7969OXXqFOPHj+f48eM0aNCA8PBwqlatCsDx48czjTkSEhJCeHg4I0aMYMqUKVSoUIG3336bOywemxIREZGCI9vjjNiQV+OMiIiISN7Jk3FGRERERHKbyoiIiIhYpTIiIiIiVqmMiIiIiFUqIyIiImKVyoiIiIhYpTIiIiIiVqmMiIiIiFUqIyIiImJVtoeDt+HCILGxsbGWk4iIiEhWXfje/rfB3l2ijMTFxQFQuXJly0lEREQku+Li4ggICLjs6y5xb5q0tDSOHTtGiRIlcDgcubbc2NhYKleuzOHDh3XPmzymbZ0/tJ3zh7Zz/tB2zh95uZ2NMcTFxVGhQgXc3C5/ZohL7Blxc3OjUqVKebZ8f39//aDnE23r/KHtnD+0nfOHtnP+yKvtfKU9IhfoBFYRERGxSmVERERErCrSZcTb25uxY8fi7e1tO0qhp22dP7Sd84e2c/7Qds4fBWE7u8QJrCIiIlJ4Fek9IyIiImKfyoiIiIhYpTIiIiIiVqmMiIiIiFWFvoxMnTqVkJAQfHx8CA0NZf369Vecf+3atYSGhuLj40P16tV577338impa8vOdv7iiy/o1KkT5cqVw9/fn1atWrFixYp8TOvasvszfcH333+Ph4cHjRs3ztuAhUR2t3NSUhJjxoyhatWqeHt7U6NGDebMmZNPaV1XdrfzRx99RKNGjShWrBjBwcE88MADnDp1Kp/SuqZ169bRvXt3KlSogMPhYNGiRf/6nnz/LjSF2CeffGI8PT3NzJkzzY4dO8ywYcOMn5+fOXjw4CXn37dvnylWrJgZNmyY2bFjh5k5c6bx9PQ0n3/+eT4ndy3Z3c7Dhg0zr776qtm0aZP5/fffzejRo42np6f5+eef8zm568nutr7gzJkzpnr16iYsLMw0atQof8K6sJxs51tvvdW0aNHCREREmP3795uNGzea77//Ph9Tu57sbuf169cbNzc389Zbb5l9+/aZ9evXm/r165uePXvmc3LXEh4ebsaMGWMWLlxoAPPll19ecX4b34WFuow0b97cDBo0KNO0unXrmlGjRl1y/qefftrUrVs307RHHnnEtGzZMs8yFgbZ3c6Xcs0115gXXnght6MVOjnd1r179zbPPfecGTt2rMpIFmR3Oy9btswEBASYU6dO5Ue8QiO723nixImmevXqmaa9/fbbplKlSnmWsbDJShmx8V1YaA/TJCcns2XLFsLCwjJNDwsLY8OGDZd8zw8//HDR/DfffDObN28mJSUlz7K6spxs539KS0sjLi6O0qVL50XEQiOn23ru3Lns3buXsWPH5nXEQiEn23nx4sU0a9aM1157jYoVK1K7dm2efPJJEhIS8iOyS8rJdm7dujVHjhwhPDwcYwx//vknn3/+Od26dcuPyEWGje9Cl7hRXk5ER0fjdDoJCgrKND0oKIgTJ05c8j0nTpy45PypqalER0cTHBycZ3ldVU628z9NmjSJ+Ph4evXqlRcRC42cbOs//viDUaNGsX79ejw8Cu3/7rkqJ9t53759fPfdd/j4+PDll18SHR3NY489xl9//aXzRi4jJ9u5devWfPTRR/Tu3ZvExERSU1O59dZbeeedd/IjcpFh47uw0O4ZucDhcGR6boy5aNq/zX+p6ZJZdrfzBfPnz2fcuHEsWLCAwMDAvIpXqGR1WzudTu655x5eeOEFateunV/xCo3s/EynpaXhcDj46KOPaN68OV27duWNN95g3rx52jvyL7KznXfs2MHjjz/O888/z5YtW1i+fDn79+9n0KBB+RG1SMnv78JC+6dS2bJlcXd3v6hhR0VFXdT4Lihfvvwl5/fw8KBMmTJ5ltWV5WQ7X7BgwQIGDBjAZ599RseOHfMyZqGQ3W0dFxfH5s2biYyMZMiQIUD6l6YxBg8PD1auXMlNN92UL9ldSU5+poODg6lYsWKmW6XXq1cPYwxHjhyhVq1aeZrZFeVkO0+YMIE2bdrw1FNPAXDttdfi5+dH27Zteemll7T3OpfY+C4stHtGvLy8CA0NJSIiItP0iIgIWrdufcn3tGrV6qL5V65cSbNmzfD09MyzrK4sJ9sZ0veI9O/fn48//ljHe7Mou9va39+f7du3s3Xr1ozHoEGDqFOnDlu3bqVFixb5Fd2l5ORnuk2bNhw7doyzZ89mTPv9999xc3OjUqVKeZrXVeVkO587dw43t8xfW+7u7sD//+UuV8/Kd2GenRpbAFy4bGz27Nlmx44dZvjw4cbPz88cOHDAGGPMqFGjzP33358x/4XLmUaMGGF27NhhZs+erUt7syC72/njjz82Hh4eZsqUKeb48eMZjzNnztj6CC4ju9v6n3Q1TdZkdzvHxcWZSpUqmTvvvNP89ttvZu3ataZWrVrmoYcesvURXEJ2t/PcuXONh4eHmTp1qtm7d6/57rvvTLNmzUzz5s1tfQSXEBcXZyIjI01kZKQBzBtvvGEiIyMzLqEuCN+FhbqMGGPMlClTTNWqVY2Xl5dp2rSpWbt2bcZr/fr1M+3bt880/5o1a0yTJk2Ml5eXqVatmpk2bVo+J3ZN2dnO7du3N8BFj379+uV/cBeU3Z/pv1MZybrsbuedO3eajh07Gl9fX1OpUiUzcuRIc+7cuXxO7Xqyu53ffvttc8011xhfX18THBxs7r33XnPkyJF8Tu1aVq9efcXfuQXhu9BhjPZtiYiIiD2F9pwRERERcQ0qIyIiImKVyoiIiIhYpTIiIiIiVqmMiIiIiFUqIyIiImKVyoiIiIhYpTIiIiIiVqmMiIiIiFUqIyIiImKVyoiIiIhYpTIiIlbMnz8fHx8fjh49mjHtoYce4tprryUmJsZiMhHJb7pRnohYYYyhcePGtG3blnfffZcXXniBWbNm8eOPP1KxYkXb8UQkH3nYDiAiRZPD4eDll1/mzjvvpEKFCrz11lusX79eRUSkCNKeERGxqmnTpvz222+sXLmS9u3b244jIhbonBERsWbFihXs2rULp9NJUFCQ7TgiYon2jIiIFT///DM33HADU6ZM4ZNPPqFYsWJ89tlntmOJiAU6Z0RE8t2BAwfo1q0bo0aN4v777+eaa67huuuuY8uWLYSGhtqOJyL5THtGRCRf/fXXX7Rp04Z27doxffr0jOk9evQgKSmJ5cuXW0wnIjaojIiIiIhVOoFVRERErFIZEREREatURkRERMQqlRERERGxSmVERERErFIZEREREatURkRERMQqlRERERGxSmVERERErFIZEREREatURkRERMSq/wMnGiNF+IISywAAAABJRU5ErkJggg==",
      "text/plain": [
       "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 640x480 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#using Interact\n",
    "fig = figure()\n",
    "x = range(0,1, 1000)\n",
    "#@manipulate for n=1:2:99\n",
    "for n = 1:2:25\n",
    "    display(\n",
    "    withfig(fig) do\n",
    "        plot(x, f.(x), \"k--\")\n",
    "        b = sinecoef.(f, 1:n)\n",
    "        plot(x, [sinesum(b, x) for x in x], \"r-\")\n",
    "        xlabel(L\"$x$\")\n",
    "        legend([\"exact f\", \"$n-term sine series\"])\n",
    "    end\n",
    "    )\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In contrast, if we make a smoother function, e.g. $g(x) = \\sin(\\sin(3 \\pi x) + 5\\sin(\\pi x))$, then it eventually converges *much* more quickly (in fact, for a smooth function like this the series converges *exponentially* fast):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1500x600 with 2 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1500x600 with 2 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1500x600 with 2 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1500x600 with 2 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1500x600 with 2 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1500x600 with 2 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1500x600 with 2 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1500x600 with 2 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1500x600 with 2 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = figure(figsize=(15,6))\n",
    "g(x) = sin(sin(3π*x) + 5*sin(π*x))\n",
    "# @manipulate for n=1:2:37\n",
    "for n=1:2:17\n",
    "    display(\n",
    "    withfig(fig) do\n",
    "        subplot(1,2,1)\n",
    "        plot(x, g.(x), \"k--\")\n",
    "        b = sinecoef.(g, 1:n)\n",
    "        plot(x, [sinesum(b, x) for x in x], \"r-\")\n",
    "        xlabel(L\"x\")\n",
    "        legend([\"exact g\", \"$n-term sine series\"])\n",
    "        \n",
    "        subplot(1,2,2)\n",
    "        semilogy(1:2:n, abs.(b[1:2:n]), \"bo-\")\n",
    "        xlabel(L\"n\")\n",
    "        ylabel(L\"coefficient $|b_n|$\")\n",
    "    end\n",
    "    )\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Supplementary material\n",
    "\n",
    "The following material goes a bit beyond 18.06 (see e.g. 18.303), but it is provided as a supplement.\n",
    "\n",
    "## Solving the heat/diffusion equation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we have the heat equation $\\frac{\\partial^2 u}{\\partial x^2} = \\frac{\\partial u}{\\partial t}$, with Dirichlet boundary conditions $u(0,t) = u(1,t) = 0$, and initial condition $u(x,0) = f(x)$, we can solve the equation by expanding $u(x,t)$ in a Fourier sine series.  From class:\n",
    "\n",
    "* $u(x,t) = \\sum_{n=0}^\\infty b_n \\sin(n\\pi x) e^{-(n\\pi)^2 t}$\n",
    "\n",
    "where $b_n$ are the sine-series coefficients of the initial condition $f(x)$.\n",
    "\n",
    "Let's plot this for different times $t$ for the $f(x) = 0.5 - |x - 0.5|$ from above, using 199 terms in the series:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.webio.node+json": {
       "children": [],
       "instanceArgs": {
        "namespace": "html",
        "tag": "div"
       },
       "nodeType": "DOM",
       "props": {},
       "type": "node"
      },
      "text/html": [
       "<div style=\"padding: 1em; background-color: #f8d6da; border: 1px solid #f5c6cb; font-weight: bold;\">\n",
       "<p>The WebIO Jupyter extension was not detected. See the\n",
       "<a href=\"https://juliagizmos.github.io/WebIO.jl/latest/providers/ijulia/\" target=\"_blank\">\n",
       "    WebIO Jupyter integration documentation\n",
       "</a>\n",
       "for more information.\n",
       "</div>\n"
      ],
      "text/plain": [
       "WebIO._IJuliaInit()"
      ]
     },
     "metadata": {
      "application/vnd.webio.node+json": {
       "kernelId": "3056eef4-4c36-4cb6-9165-5fce75530c0b"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "using Interact"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.webio.node+json": {
       "children": [
        {
         "children": [
          {
           "children": [
            {
             "children": [
              {
               "children": [
                {
                 "children": [
                  "time t"
                 ],
                 "instanceArgs": {
                  "namespace": "html",
                  "tag": "label"
                 },
                 "nodeType": "DOM",
                 "props": {
                  "className": "interact ",
                  "style": {
                   "padding": "5px 10px 0px 10px"
                  }
                 },
                 "type": "node"
                }
               ],
               "instanceArgs": {
                "namespace": "html",
                "tag": "div"
               },
               "nodeType": "DOM",
               "props": {
                "className": "interact-flex-row-left"
               },
               "type": "node"
              },
              {
               "children": [
                {
                 "children": [],
                 "instanceArgs": {
                  "namespace": "html",
                  "tag": "input"
                 },
                 "nodeType": "DOM",
                 "props": {
                  "attributes": {
                   "data-bind": "numericValue: index, valueUpdate: 'input', event: {change: function (){this.changes(this.changes()+1)}}",
                   "orient": "horizontal",
                   "type": "range"
                  },
                  "className": "slider slider is-fullwidth",
                  "max": 1001,
                  "min": 1,
                  "step": 1,
                  "style": {}
                 },
                 "type": "node"
                }
               ],
               "instanceArgs": {
                "namespace": "html",
                "tag": "div"
               },
               "nodeType": "DOM",
               "props": {
                "className": "interact-flex-row-center"
               },
               "type": "node"
              },
              {
               "children": [
                {
                 "children": [],
                 "instanceArgs": {
                  "namespace": "html",
                  "tag": "p"
                 },
                 "nodeType": "DOM",
                 "props": {
                  "attributes": {
                   "data-bind": "text: formatted_val"
                  }
                 },
                 "type": "node"
                }
               ],
               "instanceArgs": {
                "namespace": "html",
                "tag": "div"
               },
               "nodeType": "DOM",
               "props": {
                "className": "interact-flex-row-right"
               },
               "type": "node"
              }
             ],
             "instanceArgs": {
              "namespace": "html",
              "tag": "div"
             },
             "nodeType": "DOM",
             "props": {
              "className": "interact-flex-row interact-widget"
             },
             "type": "node"
            }
           ],
           "instanceArgs": {
            "handlers": {
             "changes": [
              "(function (val){return (val!=this.model[\"changes\"]()) ? (this.valueFromJulia[\"changes\"]=true, this.model[\"changes\"](val)) : undefined})"
             ],
             "index": [
              "(function (val){return (val!=this.model[\"index\"]()) ? (this.valueFromJulia[\"index\"]=true, this.model[\"index\"](val)) : undefined})"
             ]
            },
            "id": "4430851863692151783",
            "imports": {
             "data": [
              {
               "name": "knockout",
               "type": "js",
               "url": "/assetserver/fd07f05e6f0e773c7ed9fa68e01084e25cfd3f7d-knockout.js"
              },
              {
               "name": "knockout_punches",
               "type": "js",
               "url": "/assetserver/fdfc8cc31c1ce53af7d64368e908ef5535b56da7-knockout_punches.js"
              },
              {
               "name": null,
               "type": "js",
               "url": "/assetserver/61f613675da75f539731913573998184b30434d8-all.js"
              },
              {
               "name": null,
               "type": "css",
               "url": "/assetserver/58abda19fb319e300ad7b22e44bebba074b4bb4d-style.css"
              },
              {
               "name": null,
               "type": "css",
               "url": "/assetserver/624890bd43acdf6da9d12dfb47a1c50d9dc9f836-bulma_confined.min.css"
              }
             ],
             "type": "async_block"
            },
            "mount_callbacks": [
             "function () {\n    var handler = (function (ko, koPunches) {\n    ko.punches.enableAll();\n    ko.bindingHandlers.numericValue = {\n        init: function(element, valueAccessor, allBindings, data, context) {\n            var stringified = ko.observable(ko.unwrap(valueAccessor()));\n            stringified.subscribe(function(value) {\n                var val = parseFloat(value);\n                if (!isNaN(val)) {\n                    valueAccessor()(val);\n                }\n            });\n            valueAccessor().subscribe(function(value) {\n                var str = JSON.stringify(value);\n                if ((str == \"0\") && ([\"-0\", \"-0.\"].indexOf(stringified()) >= 0))\n                     return;\n                 if ([\"null\", \"\"].indexOf(str) >= 0)\n                     return;\n                stringified(str);\n            });\n            ko.applyBindingsToNode(\n                element,\n                {\n                    value: stringified,\n                    valueUpdate: allBindings.get('valueUpdate'),\n                },\n                context,\n            );\n        }\n    };\n    var json_data = 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'></img>"
               },
               "type": "node"
              }
             ],
             "instanceArgs": {
              "namespace": "html",
              "tag": "div"
             },
             "nodeType": "DOM",
             "props": {
              "className": "interact-flex-row interact-widget"
             },
             "type": "node"
            }
           }
          },
          "systemjs_options": null
         },
         "nodeType": "Scope",
         "props": {},
         "type": "node"
        }
       ],
       "instanceArgs": {
        "namespace": "html",
        "tag": "div"
       },
       "nodeType": "DOM",
       "props": {},
       "type": "node"
      },
      "text/html": [
       "<div\n",
       "    class=\"webio-mountpoint\"\n",
       "    data-webio-mountpoint=\"3060527959266345201\"\n",
       ">\n",
       "    <script>\n",
       "    (function(){\n",
       "    // Some integrations (namely, IJulia/Jupyter) use an alternate render pathway than\n",
       "    // just putting the html on the page. If WebIO isn't defined, then it's pretty likely\n",
       "    // that we're in one of those situations and the integration just isn't installed\n",
       "    // correctly.\n",
       "    if (typeof window.WebIO === \"undefined\") {\n",
       "        document\n",
       "            .querySelector('[data-webio-mountpoint=\"3060527959266345201\"]')\n",
       "            .innerHTML = (\n",
       "                '<div style=\"padding: 1em; background-color: #f8d6da; border: 1px solid #f5c6cb; font-weight: bold;\">' +\n",
       "                '<p><strong>WebIO not detected.</strong></p>' +\n",
       "                '<p>Please read ' +\n",
       "                '<a href=\"https://juliagizmos.github.io/WebIO.jl/latest/troubleshooting/not-detected/\" target=\"_blank\">the troubleshooting guide</a> ' +\n",
       "                'for more information on how to resolve this issue.</p>' +\n",
       "                '<p><a href=\"https://juliagizmos.github.io/WebIO.jl/latest/troubleshooting/not-detected/\" target=\"_blank\">https://juliagizmos.github.io/WebIO.jl/latest/troubleshooting/not-detected/</a></p>' +\n",
       "                '</div>'\n",
       "            );\n",
       "        return;\n",
       "    }\n",
       "    WebIO.mount(\n",
       "        document.querySelector('[data-webio-mountpoint=\"3060527959266345201\"]'),\n",
       "        {\"props\":{},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{\"className\":\"field interact-widget\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{},\"nodeType\":\"Scope\",\"type\":\"node\",\"instanceArgs\":{\"imports\":{\"data\":[{\"name\":\"knockout\",\"type\":\"js\",\"url\":\"\\/assetserver\\/fd07f05e6f0e773c7ed9fa68e01084e25cfd3f7d-knockout.js\"},{\"name\":\"knockout_punches\",\"type\":\"js\",\"url\":\"\\/assetserver\\/fdfc8cc31c1ce53af7d64368e908ef5535b56da7-knockout_punches.js\"},{\"name\":null,\"type\":\"js\",\"url\":\"\\/assetserver\\/61f613675da75f539731913573998184b30434d8-all.js\"},{\"name\":null,\"type\":\"css\",\"url\":\"\\/assetserver\\/58abda19fb319e300ad7b22e44bebba074b4bb4d-style.css\"},{\"name\":null,\"type\":\"css\",\"url\":\"\\/assetserver\\/624890bd43acdf6da9d12dfb47a1c50d9dc9f836-bulma_confined.min.css\"}],\"type\":\"async_block\"},\"id\":\"4430851863692151783\",\"handlers\":{\"changes\":[\"(function (val){return (val!=this.model[\\\"changes\\\"]()) ? (this.valueFromJulia[\\\"changes\\\"]=true, this.model[\\\"changes\\\"](val)) : undefined})\"],\"index\":[\"(function (val){return (val!=this.model[\\\"index\\\"]()) ? (this.valueFromJulia[\\\"index\\\"]=true, this.model[\\\"index\\\"](val)) : undefined})\"]},\"systemjs_options\":null,\"mount_callbacks\":[\"function () {\\n    var handler = (function (ko, koPunches) {\\n    ko.punches.enableAll();\\n    ko.bindingHandlers.numericValue = {\\n        init: function(element, valueAccessor, allBindings, data, context) {\\n            var stringified = ko.observable(ko.unwrap(valueAccessor()));\\n            stringified.subscribe(function(value) {\\n                var val = parseFloat(value);\\n                if (!isNaN(val)) {\\n                    valueAccessor()(val);\\n                }\\n            });\\n            valueAccessor().subscribe(function(value) {\\n                var str = JSON.stringify(value);\\n                if ((str == \\\"0\\\") && ([\\\"-0\\\", \\\"-0.\\\"].indexOf(stringified()) >= 0))\\n                     return;\\n                 if ([\\\"null\\\", \\\"\\\"].indexOf(str) >= 0)\\n                     return;\\n                stringified(str);\\n            });\\n            ko.applyBindingsToNode(\\n                element,\\n                {\\n                    value: stringified,\\n                    valueUpdate: allBindings.get('valueUpdate'),\\n                },\\n                context,\\n            );\\n        }\\n    };\\n    var json_data = 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   var self = this;\\n    function AppViewModel() {\\n        for (var key in json_data) {\\n            var el = json_data[key];\\n            this[key] = Array.isArray(el) ? ko.observableArray(el) : ko.observable(el);\\n        }\\n        \\n        [this[\\\"formatted_val\\\"]=ko.computed(    function(){\\n        return this.formatted_vals()[parseInt(this.index())-(1)];\\n    }\\n,this)]\\n        [this[\\\"changes\\\"].subscribe((function (val){!(this.valueFromJulia[\\\"changes\\\"]) ? (WebIO.setval({\\\"name\\\":\\\"changes\\\",\\\"scope\\\":\\\"4430851863692151783\\\",\\\"id\\\":\\\"4270320945376692275\\\",\\\"type\\\":\\\"observable\\\"},val)) : undefined; return this.valueFromJulia[\\\"changes\\\"]=false}),self),this[\\\"index\\\"].subscribe((function (val){!(this.valueFromJulia[\\\"index\\\"]) ? (WebIO.setval({\\\"name\\\":\\\"index\\\",\\\"scope\\\":\\\"4430851863692151783\\\",\\\"id\\\":\\\"10601152972552331713\\\",\\\"type\\\":\\\"observable\\\"},val)) : undefined; return this.valueFromJulia[\\\"index\\\"]=false}),self)]\\n        \\n    }\\n    self.model = new AppViewModel();\\n    self.valueFromJulia = {};\\n    for (var key in json_data) {\\n        self.valueFromJulia[key] = false;\\n    }\\n    ko.applyBindings(self.model, self.dom);\\n}\\n);\\n    (WebIO.importBlock({\\\"data\\\":[{\\\"name\\\":\\\"knockout\\\",\\\"type\\\":\\\"js\\\",\\\"url\\\":\\\"\\/assetserver\\/fd07f05e6f0e773c7ed9fa68e01084e25cfd3f7d-knockout.js\\\"},{\\\"name\\\":\\\"knockout_punches\\\",\\\"type\\\":\\\"js\\\",\\\"url\\\":\\\"\\/assetserver\\/fdfc8cc31c1ce53af7d64368e908ef5535b56da7-knockout_punches.js\\\"}],\\\"type\\\":\\\"async_block\\\"})).then((imports) => handler.apply(this, imports));\\n}\\n\"],\"observables\":{\"changes\":{\"sync\":false,\"id\":\"4270320945376692275\",\"value\":0},\"index\":{\"sync\":true,\"id\":\"10601152972552331713\",\"value\":1}}},\"children\":[{\"props\":{\"className\":\"interact-flex-row interact-widget\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{\"className\":\"interact-flex-row-left\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{\"className\":\"interact \",\"style\":{\"padding\":\"5px 10px 0px 10px\"}},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"label\"},\"children\":[\"time t\"]}]},{\"props\":{\"className\":\"interact-flex-row-center\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{\"max\":1001,\"min\":1,\"attributes\":{\"type\":\"range\",\"data-bind\":\"numericValue: index, valueUpdate: 'input', event: {change: function (){this.changes(this.changes()+1)}}\",\"orient\":\"horizontal\"},\"step\":1,\"className\":\"slider slider is-fullwidth\",\"style\":{}},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"input\"},\"children\":[]}]},{\"props\":{\"className\":\"interact-flex-row-right\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{\"attributes\":{\"data-bind\":\"text: 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      ]
     },
     "execution_count": 9,
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       "kernelId": "3056eef4-4c36-4cb6-9165-5fce75530c0b"
      }
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     "output_type": "execute_result"
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   ],
   "source": [
    "fig = figure()\n",
    "@manipulate for t in slider(0:0.001:1, value=0.0, label=\"time t\")\n",
    "    withfig(fig) do\n",
    "        b = @. sinecoef(f, 1:199) * exp(-((1:199)*π)^2 * t)\n",
    "        plot(x, [sinesum(b, x) for x in x])\n",
    "        xlabel(L\"x\")\n",
    "        title(\"diffusion solution at time $t\")\n",
    "        ylim(0,0.5)\n",
    "    end\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that the sharp kink (the slope discontinuity) \"diffuses away\" almost immediately, because that sharp kink is created by the high-frequency sine-series terms that decay very rapidly.  After a short while, in fact, the solution just looks like $\\sin(\\pi x)$, because it is dominated by the $n=1$ term in the series."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Solving the wave equation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we have the *wave* equation $\\frac{\\partial^2 u}{\\partial x^2} = \\frac{\\partial^2 u}{\\partial t^2}$, with Dirichlet boundary conditions $u(0,t) = u(1,t) = 0$, and initial conditions $u(x,0) = f(x)$ and $\\dot{u}(x,0) = 0$, we can also solve the equation by expanding $u(x,t)$ in a Fourier sine series.  From class:\n",
    "\n",
    "* $u(x,t) = \\sum_{n=0}^\\infty b_n \\sin(n\\pi x) \\cos{n\\pi t}$\n",
    "\n",
    "where $b_n$ are the sine-series coefficients of the initial condition $f(x)$.\n",
    "\n",
    "Let's again plot this for different times $t$ for the $f(x) = 0.5 - |x - 0.5|$ from above, using 199 terms in the series:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
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'></img>"
               },
               "type": "node"
              }
             ],
             "instanceArgs": {
              "namespace": "html",
              "tag": "div"
             },
             "nodeType": "DOM",
             "props": {
              "className": "interact-flex-row interact-widget"
             },
             "type": "node"
            }
           }
          },
          "systemjs_options": null
         },
         "nodeType": "Scope",
         "props": {},
         "type": "node"
        }
       ],
       "instanceArgs": {
        "namespace": "html",
        "tag": "div"
       },
       "nodeType": "DOM",
       "props": {},
       "type": "node"
      },
      "text/html": [
       "<div\n",
       "    class=\"webio-mountpoint\"\n",
       "    data-webio-mountpoint=\"7916110046089715011\"\n",
       ">\n",
       "    <script>\n",
       "    (function(){\n",
       "    // Some integrations (namely, IJulia/Jupyter) use an alternate render pathway than\n",
       "    // just putting the html on the page. If WebIO isn't defined, then it's pretty likely\n",
       "    // that we're in one of those situations and the integration just isn't installed\n",
       "    // correctly.\n",
       "    if (typeof window.WebIO === \"undefined\") {\n",
       "        document\n",
       "            .querySelector('[data-webio-mountpoint=\"7916110046089715011\"]')\n",
       "            .innerHTML = (\n",
       "                '<div style=\"padding: 1em; background-color: #f8d6da; border: 1px solid #f5c6cb; font-weight: bold;\">' +\n",
       "                '<p><strong>WebIO not detected.</strong></p>' +\n",
       "                '<p>Please read ' +\n",
       "                '<a href=\"https://juliagizmos.github.io/WebIO.jl/latest/troubleshooting/not-detected/\" target=\"_blank\">the troubleshooting guide</a> ' +\n",
       "                'for more information on how to resolve this issue.</p>' +\n",
       "                '<p><a href=\"https://juliagizmos.github.io/WebIO.jl/latest/troubleshooting/not-detected/\" target=\"_blank\">https://juliagizmos.github.io/WebIO.jl/latest/troubleshooting/not-detected/</a></p>' +\n",
       "                '</div>'\n",
       "            );\n",
       "        return;\n",
       "    }\n",
       "    WebIO.mount(\n",
       "        document.querySelector('[data-webio-mountpoint=\"7916110046089715011\"]'),\n",
       "        {\"props\":{},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{\"className\":\"field interact-widget\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{},\"nodeType\":\"Scope\",\"type\":\"node\",\"instanceArgs\":{\"imports\":{\"data\":[{\"name\":\"knockout\",\"type\":\"js\",\"url\":\"\\/assetserver\\/fd07f05e6f0e773c7ed9fa68e01084e25cfd3f7d-knockout.js\"},{\"name\":\"knockout_punches\",\"type\":\"js\",\"url\":\"\\/assetserver\\/fdfc8cc31c1ce53af7d64368e908ef5535b56da7-knockout_punches.js\"},{\"name\":null,\"type\":\"js\",\"url\":\"\\/assetserver\\/61f613675da75f539731913573998184b30434d8-all.js\"},{\"name\":null,\"type\":\"css\",\"url\":\"\\/assetserver\\/58abda19fb319e300ad7b22e44bebba074b4bb4d-style.css\"},{\"name\":null,\"type\":\"css\",\"url\":\"\\/assetserver\\/624890bd43acdf6da9d12dfb47a1c50d9dc9f836-bulma_confined.min.css\"}],\"type\":\"async_block\"},\"id\":\"5137706702446347545\",\"handlers\":{\"changes\":[\"(function (val){return (val!=this.model[\\\"changes\\\"]()) ? (this.valueFromJulia[\\\"changes\\\"]=true, this.model[\\\"changes\\\"](val)) : undefined})\"],\"index\":[\"(function (val){return (val!=this.model[\\\"index\\\"]()) ? (this.valueFromJulia[\\\"index\\\"]=true, this.model[\\\"index\\\"](val)) : undefined})\"]},\"systemjs_options\":null,\"mount_callbacks\":[\"function () {\\n    var handler = (function (ko, koPunches) {\\n    ko.punches.enableAll();\\n    ko.bindingHandlers.numericValue = {\\n        init: function(element, valueAccessor, allBindings, data, context) {\\n            var stringified = ko.observable(ko.unwrap(valueAccessor()));\\n            stringified.subscribe(function(value) {\\n                var val = parseFloat(value);\\n                if (!isNaN(val)) {\\n                    valueAccessor()(val);\\n                }\\n            });\\n            valueAccessor().subscribe(function(value) {\\n                var str = JSON.stringify(value);\\n                if ((str == \\\"0\\\") && ([\\\"-0\\\", \\\"-0.\\\"].indexOf(stringified()) >= 0))\\n                     return;\\n                 if ([\\\"null\\\", \\\"\\\"].indexOf(str) >= 0)\\n                     return;\\n                stringified(str);\\n            });\\n            ko.applyBindingsToNode(\\n                element,\\n                {\\n                    value: stringified,\\n                    valueUpdate: allBindings.get('valueUpdate'),\\n                },\\n                context,\\n            );\\n        }\\n    };\\n    var json_data = 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(WebIO.setval({\\\"name\\\":\\\"changes\\\",\\\"scope\\\":\\\"5137706702446347545\\\",\\\"id\\\":\\\"11605487678637687901\\\",\\\"type\\\":\\\"observable\\\"},val)) : undefined; return this.valueFromJulia[\\\"changes\\\"]=false}),self),this[\\\"index\\\"].subscribe((function (val){!(this.valueFromJulia[\\\"index\\\"]) ? (WebIO.setval({\\\"name\\\":\\\"index\\\",\\\"scope\\\":\\\"5137706702446347545\\\",\\\"id\\\":\\\"125607022472079391\\\",\\\"type\\\":\\\"observable\\\"},val)) : undefined; return this.valueFromJulia[\\\"index\\\"]=false}),self)]\\n        \\n    }\\n    self.model = new AppViewModel();\\n    self.valueFromJulia = {};\\n    for (var key in json_data) {\\n        self.valueFromJulia[key] = false;\\n    }\\n    ko.applyBindings(self.model, self.dom);\\n}\\n);\\n    (WebIO.importBlock({\\\"data\\\":[{\\\"name\\\":\\\"knockout\\\",\\\"type\\\":\\\"js\\\",\\\"url\\\":\\\"\\/assetserver\\/fd07f05e6f0e773c7ed9fa68e01084e25cfd3f7d-knockout.js\\\"},{\\\"name\\\":\\\"knockout_punches\\\",\\\"type\\\":\\\"js\\\",\\\"url\\\":\\\"\\/assetserver\\/fdfc8cc31c1ce53af7d64368e908ef5535b56da7-knockout_punches.js\\\"}],\\\"type\\\":\\\"async_block\\\"})).then((imports) => handler.apply(this, imports));\\n}\\n\"],\"observables\":{\"changes\":{\"sync\":false,\"id\":\"11605487678637687901\",\"value\":0},\"index\":{\"sync\":true,\"id\":\"125607022472079391\",\"value\":1}}},\"children\":[{\"props\":{\"className\":\"interact-flex-row interact-widget\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{\"className\":\"interact-flex-row-left\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{\"className\":\"interact \",\"style\":{\"padding\":\"5px 10px 0px 10px\"}},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"label\"},\"children\":[\"time t\"]}]},{\"props\":{\"className\":\"interact-flex-row-center\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{\"max\":1001,\"min\":1,\"attributes\":{\"type\":\"range\",\"data-bind\":\"numericValue: index, valueUpdate: 'input', event: {change: function (){this.changes(this.changes()+1)}}\",\"orient\":\"horizontal\"},\"step\":1,\"className\":\"slider slider is-fullwidth\",\"style\":{}},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"input\"},\"children\":[]}]},{\"props\":{\"className\":\"interact-flex-row-right\"},\"nodeType\":\"DOM\",\"type\":\"node\",\"instanceArgs\":{\"namespace\":\"html\",\"tag\":\"div\"},\"children\":[{\"props\":{\"attributes\":{\"data-bind\":\"text: 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   "source": [
    "fig = figure()\n",
    "@manipulate for t in slider(0:0.01:10, value=0.0, label=\"time t\")\n",
    "    withfig(fig) do\n",
    "        b = @. sinecoef(f, 1:199) * cos(((1:199)*π) * t)\n",
    "        plot(x, [sinesum(b, x) for x in x])\n",
    "        xlabel(L\"x\")\n",
    "        title(\"wave solution at time $t\")\n",
    "        ylim(-0.5,0.5)\n",
    "        grid()\n",
    "    end\n",
    "end"
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   "metadata": {},
   "source": [
    "Now we have an oscillating wave, which bounced up and down between two triangle shapes.\n",
    "\n",
    "(This may seem unrealistic to you: if you actually stretch a string into a triangle shape and let it go, it doesn't retain the sharp kinks seen here.  That is due to an effect called *dispersion* that we are not including in the wave equation...yet.)"
   ]
  }
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