study_problem.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "vscode": {},
    "tags": []
   },
   "outputs": [],
   "source": [
    "%autoreload 2\n",
    "import sys\n",
    "sys.path.append('src')\n",
    "import sqra\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import hittingprob\n",
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "vscode": {},
    "tags": []
   },
   "outputs": [
    {
     "output_type": "display_data",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "nx = 4\n",
    "ny = 4\n",
    "N = nx*ny\n",
    "torus = True\n",
    "T = 2\n",
    "\n",
    "U = np.zeros((ny,nx))\n",
    "\n",
    "U[0,0] = 3\n",
    "U[:,2] = 2\n",
    "#U[0,0]=1\n",
    "\n",
    "s = sqra.Sqra(U, torus=True)\n",
    "s.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "0.0906816942168947\n"
     ]
    }
   ],
   "source": [
    "p0 = hittingprob.HittingProbOptimization(s, [T])\n",
    "\n",
    "print(p0.hpmin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "hp:0.0906816942168947, cost:0.0, obj:0.0906816942168947\n",
      "hp:0.090773632489943, cost:0.0, obj:0.090773632489943\n",
      "hp:0.0906816942168947, cost:0.0, obj:0.0906816942168947\n",
      "hp:0.090773632489943, cost:0.0, obj:0.090773632489943\n"
     ]
    }
   ],
   "source": [
    "from copy import copy\n",
    "import optimizers\n",
    "adam = optimizers.Adam()\n",
    "adam2 = optimizers.Adam(h=0.1, beta1=0.8, beta2=.95)\n",
    "rprop = optimizers.Rprop()\n",
    "#momentum = optimizers.Momentum(h=0.1, alpha=0.8)\n",
    "momentum = optimizers.Momentum()\n",
    "rms = optimizers.RMSProp(h=0.1, gamma=0.9)\n",
    "nm = optimizers.ScipyOpt(method='Nelder-Mead')\n",
    "\n",
    "optims = [adam2, rprop]\n",
    "\n",
    "#optims = [rprop]\n",
    "subders = [1,3]\n",
    "smss = [30]\n",
    "\n",
    "problems = []\n",
    "\n",
    "for opt in optims:\n",
    "    for maxsubder in subders:\n",
    "        for sms in smss:\n",
    "\n",
    "\n",
    "            p = hittingprob.HittingProbOptimization(s, [T], penalty=0.01, optimizer=copy(opt), maxsubder=maxsubder, verbose=True, softminscale=sms )\n",
    "            problems.append(p)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "maxopt = len(problems)\n",
    "#maxopt = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": [
     "outputPrepend"
    ]
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "3154121, cost:0.0016036806919257588, obj:0.09114954153961545\n",
      "hp:0.09275322223154059, cost:0.0016036806919255348, obj:0.09114954153961505\n",
      "hp:0.09275322223154026, cost:0.0016036806919254235, obj:0.09114954153961483\n",
      "hp:0.09275322223154055, cost:0.0016036806919254463, obj:0.0911495415396151\n",
      "hp:0.09275322223154071, cost:0.0016036806919254732, obj:0.09114954153961524\n",
      "hp:0.09275322223154067, cost:0.001603680691925506, obj:0.09114954153961517\n",
      "hp:0.0927532222315408, cost:0.0016036806919254327, obj:0.09114954153961537\n",
      "hp:0.09275322223154092, cost:0.001603680691925401, obj:0.09114954153961552\n",
      "hp:0.0927532222315399, cost:0.0016036806919253633, obj:0.09114954153961453\n",
      "hp:0.09275322223154034, cost:0.001603680691925358, obj:0.09114954153961498\n",
      "hp:0.0927532222315408, cost:0.0016036806919253316, obj:0.09114954153961546\n",
      "hp:0.09275322223153973, cost:0.0016036806919253203, obj:0.09114954153961441\n",
      "hp:0.09275322223154088, cost:0.0016036806919252963, obj:0.09114954153961559\n",
      "hp:0.0927532222315408, cost:0.0016036806919252997, obj:0.09114954153961549\n",
      "hp:0.092753222231541, cost:0.0016036806919252963, obj:0.09114954153961571\n",
      "hp:0.09275322223153981, cost:0.0016036806919252921, obj:0.09114954153961452\n",
      "hp:0.09275322223154076, cost:0.0016036806919252917, obj:0.09114954153961546\n",
      "hp:0.09275322223154067, cost:0.001603680691925291, obj:0.09114954153961538\n",
      "hp:0.09275322223154006, cost:0.0016036806919252876, obj:0.09114954153961477\n",
      "hp:0.09275322223154071, cost:0.0016036806919252848, obj:0.09114954153961542\n",
      "hp:0.09275322223154071, cost:0.0016036806919252852, obj:0.09114954153961542\n",
      "hp:0.09275322223154076, cost:0.0016036806919252856, obj:0.09114954153961546\n",
      "hp:0.09275322223154092, cost:0.001603680691925284, obj:0.09114954153961564\n",
      "hp:0.09275322223154092, cost:0.0016036806919252833, obj:0.09114954153961564\n",
      "hp:0.09275322223154092, cost:0.0016036806919252822, obj:0.09114954153961564\n",
      "hp:0.09275322223154092, cost:0.001603680691925281, obj:0.09114954153961564\n",
      "hp:0.09275322223154092, cost:0.0016036806919252798, obj:0.09114954153961564\n",
      "hp:0.0927532222315408, cost:0.001603680691925278, obj:0.09114954153961552\n",
      "hp:0.09275322223154038, cost:0.001603680691925276, obj:0.0911495415396151\n",
      "hp:0.0927532222315399, cost:0.0016036806919252722, obj:0.09114954153961462\n",
      "hp:0.09275322223154071, cost:0.0016036806919252679, obj:0.09114954153961545\n",
      "hp:0.09275322223154071, cost:0.001603680691925269, obj:0.09114954153961545\n",
      "hp:0.09275322223154071, cost:0.00160368069192527, obj:0.09114954153961545\n",
      "hp:0.09275322223154084, cost:0.0016036806919252718, obj:0.09114954153961556\n",
      "hp:0.09275322223154071, cost:0.0016036806919252705, obj:0.09114954153961544\n",
      "hp:0.09275322223154084, cost:0.0016036806919252709, obj:0.09114954153961556\n",
      "hp:0.09275322223154084, cost:0.0016036806919252705, obj:0.09114954153961556\n",
      "hp:0.09275322223154071, cost:0.00160368069192527, obj:0.09114954153961545\n",
      "hp:0.09275322223154088, cost:0.0016036806919252698, obj:0.09114954153961562\n",
      "hp:0.09275322223154084, cost:0.001603680691925269, obj:0.09114954153961558\n",
      "hp:0.09275322223154084, cost:0.0016036806919252685, obj:0.09114954153961558\n",
      "hp:0.09275322223154076, cost:0.0016036806919252679, obj:0.09114954153961549\n",
      "hp:0.09275322223154076, cost:0.0016036806919252668, obj:0.09114954153961549\n",
      "hp:0.09275322223154076, cost:0.0016036806919252655, obj:0.09114954153961549\n",
      "hp:0.09275322223154076, cost:0.0016036806919252644, obj:0.09114954153961549\n",
      "hp:0.09275322223154076, cost:0.0016036806919252629, obj:0.09114954153961549\n",
      "hp:0.09275322223154055, cost:0.0016036806919252611, obj:0.09114954153961528\n",
      "hp:0.09275322223154055, cost:0.0016036806919252611, obj:0.09114954153961528\n",
      "hp:0.09275322223154076, cost:0.0016036806919252616, obj:0.09114954153961549\n",
      "hp:0.09275322223154055, cost:0.0016036806919252603, obj:0.09114954153961528\n",
      "hp:0.09275322223154076, cost:0.0016036806919252598, obj:0.09114954153961549\n",
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      "hp:0.09275322223154055, cost:0.0016036806919252574, obj:0.09114954153961528\n",
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      "CPU times: user 1min 40s, sys: 1.54 s, total: 1min 42s\n",
      "Wall time: 1min 43s\n",
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      "hp:0.1133817948298396, cost:0.018546522265910817, obj:0.09483527256392878\n",
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      "hp:0.11338179482983989, cost:0.018546522265910952, obj:0.09483527256392893\n",
      "hp:0.11338179482984105, cost:0.018546522265910973, obj:0.09483527256393008\n",
      "hp:0.11338179482983948, cost:0.018546522265911018, obj:0.09483527256392846\n",
      "hp:0.11338179482984241, cost:0.01854652226591106, obj:0.09483527256393134\n",
      "hp:0.11338179482984155, cost:0.01854652226591112, obj:0.09483527256393043\n",
      "hp:0.1133817948298409, cost:0.018546522265911185, obj:0.0948352725639297\n",
      "hp:0.11338179482983984, cost:0.01854652226591126, obj:0.09483527256392858\n",
      "hp:0.11338179482984392, cost:0.018546522265911355, obj:0.09483527256393257\n",
      "hp:0.11338179482984216, cost:0.018546522265911337, obj:0.09483527256393082\n",
      "hp:0.11338179482984362, cost:0.01854652226591138, obj:0.09483527256393223\n",
      "hp:0.1133817948298426, cost:0.0185465222659114, obj:0.0948352725639312\n",
      "hp:0.11338179482984065, cost:0.01854652226591142, obj:0.09483527256392923\n",
      "hp:0.11338179482984004, cost:0.01854652226591142, obj:0.09483527256392862\n",
      "hp:0.11338179482984477, cost:0.018546522265911424, obj:0.09483527256393334\n",
      "hp:0.11338179482983908, cost:0.01854652226591145, obj:0.09483527256392763\n",
      "hp:0.1133817948298412, cost:0.018546522265911462, obj:0.09483527256392973\n",
      "hp:0.11338179482984297, cost:0.018546522265911487, obj:0.09483527256393148\n",
      "hp:0.11338179482983984, cost:0.018546522265911497, obj:0.09483527256392835\n",
      "hp:0.11338179482984387, cost:0.0185465222659115, obj:0.09483527256393237\n",
      "CPU times: user 2min 56s, sys: 2.23 s, total: 2min 58s\n",
      "Wall time: 2min 58s\n"
     ]
    }
   ],
   "source": [
    "for p in problems[0:maxopt]:\n",
    "    print(p.optim, p.maxsubder)\n",
    "    %time p.optim.run(200)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "prbs = np.reshape(problems, (len(optims), len(subders), len(smss)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x118fe2520>"
      ]
     },
     "metadata": {},
     "execution_count": 9
    },
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "selprob = prbs[:, :,:].flatten()\n",
    "\n",
    "plt.plot(np.vstack([(p.histobj[0:200]) for  p in selprob]).T)\n",
    "plt.legend([p.describe() for p in selprob])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Adam sd1sc 30\n",
      "hp:0.23344955669561393, cost:0.1078649129417659, obj:0.12558464375384804\n",
      "Adam sd3sc 30\n",
      "hp:0.2405490135266192, cost:0.10930632073555786, obj:0.13124269279106132\n",
      "Rprop sd1sc 30\n",
      "hp:0.09275322223153994, cost:0.0016036806919252366, obj:0.0911495415396147\n",
      "Rprop sd3sc 30\n",
      "hp:0.11338179482984281, cost:0.0185465222659115, obj:0.09483527256393132\n"
     ]
    }
   ],
   "source": [
    "\n",
    "for p in problems:\n",
    "    pp = copy.deepcopy(p)\n",
    "    pp.maxsubder = 1\n",
    "    print(p.describe())\n",
    "    pp.perturb(pp.x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([[ 96., 104., 109., 111., 115., 115., 117., 129., 136., 137., 137.,\n",
       "        140., 149., 153., 165., 170., 194.,  nan,  nan,  nan],\n",
       "       [ 42.,  45.,  46.,  47.,  48.,  50.,  53.,  54.,  56.,  57.,  58.,\n",
       "         60.,  61.,  62.,  65.,  68.,  70.,  72.,  76., 117.],\n",
       "       [ nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\n",
       "         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan],\n",
       "       [ nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,\n",
       "         nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan,  nan]])"
      ]
     },
     "metadata": {},
     "execution_count": 14
    }
   ],
   "source": [
    "accuracies = np.logspace(np.log10(0.8),0,20)\n",
    "hittings = np.zeros((len(problems), len(accuracies)))\n",
    "\n",
    "\n",
    "best = 0\n",
    "for p in problems:\n",
    "    best = max(best, np.max(p.histobj))\n",
    "\n",
    "for i, p in enumerate(problems):\n",
    "    for j, accuracy in enumerate(accuracies):\n",
    "        h = np.where(p.histobj >= best * accuracy)[0]\n",
    "        if h.size == 0:\n",
    "            h = np.nan\n",
    "        else:\n",
    "            h = h[0]\n",
    "        hittings[i,j] = h\n",
    "hittings\n",
    "        \n",
    "    \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "array([0.8       , 0.80945091, 0.81901346, 0.82868899, 0.83847882,\n",
       "       0.8483843 , 0.8584068 , 0.8685477 , 0.87880841, 0.88919033,\n",
       "       0.8996949 , 0.91032356, 0.92107779, 0.93195907, 0.94296889,\n",
       "       0.95410878, 0.96538027, 0.97678492, 0.9883243 , 1.        ])"
      ]
     },
     "metadata": {},
     "execution_count": 15
    }
   ],
   "source": [
    "accuracies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x118e22df0>"
      ]
     },
     "metadata": {},
     "execution_count": 16
    },
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(accuracies, hittings.T)\n",
    "plt.legend([p.describe() for p in problems])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from copy import deepcopy\n",
    "rp3 = deepcopy(problems[3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "optimizer:  <optimizers.Adam object at 0x118fe2820> maxsubder 1\nhp:0.23344955669561393, cost:0.1078649129417659, obj:0.12558464375384804\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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j5ptvJj09/ay+nE6kvyAIu0VR7H6i9h3ewzcZrFSVNdAwJJ03Fsyku2933hz85jFGX5AI9Bgbxh+fH6ToQC1hXc4sve5EWEw2Fr+9F0OjkZTrf8RgOUB1+hSstVcw4f96oHKxUVDwAYVFn1FW9sPR6+Ryd0JD7yI4aNppF748u/VZWqwtfDLiE2Lc29LWxoaP5YblN3DfmvuYN2YeLoqzfwM6HHYkkvPzVs6GQ1vKKD5Ux6CpsYR0cWd/9X427d3EzuLt9P6+ErNSg2erKyF9RnBw9wJ+mv0cE2Y+RuDAwUf7sNvNHDzwABKJkh7df0GtbqtDIpEoCQm+FR/v0aQfmMH+9Bl0SngDP7/xANiMBpbOvIuShjp6jYwh+Kr+uOq7otVGHe27rHwBEokCP7+rz3hMgiChwe1aPtm3Ey9ZI1+N+AhN03aKS+fROTKCPdJ+LMn7g98LfkciSEj2Seadwe/gpnI7bd8lWfUUHqgloZ8/7n4Xp9pkhaGC6367jjpT3THHJYIEh+g45phUkPLmoDcZFnryyemzwW51YDJa0boqz6i9v/9kLNZ68vPfZfv2UURFPkpg4NSzehKxO+yY7WbUsrZ5heqKSmyiiEppRiY3ANDaWoDd5oVS5XtOTzkDBw6koKAAEGlpyUClCkAudzvrfs6EDu/h56VV8+zyl0gLXEOcRxyZdZnc2/Ve7km655h2druDrx7bQnC8OyNvP/fl5Zt+zGb/uhL63bad2pa5xMY8h8xyFUvfS0PrqmTYLfG4equxkYvdbkCjCae5+RBFxXOpq9uEq2s3Eju9i0rlf8L+t5Ru4e7Vd/NI90e4pdMtx5xLLU/lrlV30dO/Jx8O+xDZGcZTHQ472355kq6HviYt8Xa6j30KpaJ901RtFjvfPrMNFy8VBUM2sOjwIposTUgFKbdt9MXaLMekrKd58FjC9vQlIrCK7F1f4RBg/B0zCR01GoDDh1+mqHguXZO+wNNz0All2e2t7Nt3O/UNqSQmvouHbhDzb72GaiQobTYsEimR4eXoRjfi4TGAqMhHAQm7dk/Cx3s0nTq9dcbjKmoq4uolVxOhD2KaLge93BOrrYyG/H40Zt5CcIIfvtFacmSHyGw5yE9l80nwSuCzkZ+hlqmx2x1IpccaDWOThY0/ZJG1t4xKlwK8TUGMmNyVxIHtV2Trf2mqaWX774d5o/UpGlRVvDLwZfx0frgoXHBTueEid0FExOqwYnPYsDls3LvmXg7VHuKZ3s8wIWrCOYdVRFFk6885HNpSjqXVRqeBgfS5OgKl5sxWBBuNhWRmPU19/VZcXVOIi33paH7/MR7y77OgIv3odTbRhsVuQRRFBEFAENt+pIKAILEhCFIcdgkINgTBgYCkbX2CIEXgyFj9OsMVp9/FKj8/n7FjR7F9+89IJAq02pgzul9n6+FfOkG3dmJP5kH2+69nfMR4Fly5gHGR4/go7SN2VuzE1NpKSe6fqWUGIgZswSB7hYMHn6SmZh3i/3gsp6Mir5H960tIHCqh3jgPX99xBAXdiF+EK1fOSKKlzsTPs3fzxaObWfWJkbKDAVgMWnK3BiLUPE987Fu0tGSya/dkjMbC4/q3O+y8sesNgl2CuT7u+uPO9/TvydO9n2Zr2VZeS33tmHOiKNLUtJ/a2g00Nu5FFO1Am7Hf9dWN9Ev/hApNIP32vc/BL6875rqWlmzq61MxGgvO6n6cigMbSzE0WjD3K+Crg1/RSe/NfWFRvGEJx9YoI1Aho+62XqyQLUCW1ERBhS8KzSSkDvjls/fIXLAQs7mKktJ5+PtPPqmxB5BK1SQlfYarazIHDz7MkvsnUo2EhHCBSa/8H15SOTmFAZiW9qCp8QA7d00kbd805DI3os5y8c73md8jIvLxiLlEeT+J1VaGsbI7MVEvEpLgT9GBOjZ9m0f5Vypcf+rGkOwb2V+9n5m//x+/fZLGq4//wLw319Nc15bpU3a4nh9e2EHGwULW95/Lr50+4KuUp5i95Q1qS9t/sl4URQ5uKmX+cztYVPAT5coCBmZMhQ3+dPLqRIg+BL1CfzRUqpQq0cq1uCpd+Xj4x3Tz7cazW5/l5R0vn7MOWTsqSFtdTHCcO50HBXJoUynfPLmVbb/kHp37sVntzPnqZ2798AFu/PIO0or+ioVrNKEkd/2GhPjXMRrzSd05jty8t7DbzSceMyIWhwWzzYwgCCikCiRIcODALtixYMMiglUEUQKIMhwOGSIidocJh8N09PN1pthszYADmUyPw2HBZms819t1Sjq8h//OzdMoc2vktsEDiJv4EK22ViYsnkBzYyNDioYgExT06apA672cloO1NO3wROlhQXdFLR4eAwgNvQurpQ43tx4oladekfvLm3torDLS9fp5NDRupXfvVcfEDZtqW6kpbqGurIXsnVXUl7c9EiIAIujclYy8R8PhwjuQSJR0S1lwNEQBsLJgJY9seIQ3Br3BqLBRJ9XjzV1v8tXBr5jVcxY3xN9ATc1asg+/RGtrwdE2SoUvQUE3U7qngH77P2ZL8gP0veq/bFv2In13v8mesV9iq5fTIn6MKM86ep1cEkFo6AxCwsYf44GYzWYaysxU5DfSVN1KXB9/vENOHFayWx18/eQWNEECH/k8io4W/s/HiE4dxYG3REyihNgpecgCw3i+yICnxo9vR35HUVo9B5ZupTJjLhYpxPbwRdFjM717r0KrCaPOVEdqeSoAgbpAotyjjj6KQ1s5gzWvXs3BAzrCXWRM+OwXBEHAYjCw9L47KTQ2EuXqQdg9Ouoa15OcPA83126n/Jv/idHUwo6fHuRx205ihRTu1j1FxpYytN5ljL1rLHqPtnvhcIg0VbfSUm9CBLbP30nNgQ9JiyjlYIyeRkUNcruKblXDGRMylvI99eDVwK/h31FpqeKO2GnsLtnGjuYD3NUkY9jw94iPH3Ba/coqc6lcNBNjQDfiB83Aw+30yQmiKLLlpxz2rSkmKM6deWEvI5VKeMD6Env/KGL0nYknXaVuNlqxWR2oXGTM3jmb7zO/Z86IOfQN6HtG9/NPWpstfP/fHbj5qpn4SDcEiUBNSTO7lheSu7cKqUxCZIo3+S05fKT7L1JBhmAXsEts/F/yQ9zQ5XqkfwtTWiy1HM55mYqKxajVoehd3qRTp65H38uiKFJuKKfeVI+7yh1/bduTdkVZGQ5EVK4yDNYa7IISeYsDuVmCIIqICiV2qRRPLxUWSzWiaEMm06NU+iGVnjoEJYoi+w6u5bpr7mbZtt9RYEUvleCqO72X74zhH8HhcJC2+mfs5hr8K9W473+XfKuI79g76ZQTzh/+myn0y6Fbkx8oVlD6WQAlrUcyOVogboEfDddup65u05EeJfj6jiU6+r8syf+DwqZCroy4knjPtptdntNA2eEGel8jo7ZuNRHhDx43SaT3VKP3VBPR1ZtuV4RRklFPaXY9sb39MDZa+H1OOpu/szHynm/Yu+969qffTfduPx6dzP3m0DeEuIQwPOTUlQAfTHmQwqZCZu+cjdp8GNe6b9FpY4iPew2tNhKTqZSy8p/Ys2s+Ew+ksS10DL3GPEFdw1aCUzpTkBmC55qnyEwB0aqjNv16ZEIIEmUJmoAN5DgeJjfrW3r0/ogDe7Ixpb9Lv4a1bFVfTWle2wfs0JYyRt2RSFjn4+dDctOqKLUVs9nnExotLcwICyUq4FH2f7qIJmkuwe4+OOQpSCybmOBSzec1TXyR8Skzes8ktvck8taH8vv7z5CTWk6AvTM/rSrFM7aG91RPU24uPSpHIVHQVdedq+w3oqxxo6Gyifp9arTYEWKeovBALWGdvVBotUz4/BtWzJxBZk0JLa8bmfDeWjSux0/ynYjKmkIMX02gQqii1cudeytWUy1xIHgOZ8z0ieg9/oq326wWqqsOU1VeTsu+PVQd2IRJJiW20A8/QzNBd89kS95Gtkt/Y7v1N5KjTTRJJNQYZcyprKZH7jPYgTv9/PjCRST855uokN1AS2EFrUYDEokEdx9f+j7yFA6FC7uWFWDXVBCXeSfxljpUlZupPPQ9y6P/S7c+g/ENDMJScAjj8u/BYsF1xosIRyaxU3/NZ9+aYroMCSJgpJSspZk81uMxesVGUJJZz/rvs/AOdUHv2falamptJTNtD4d2Z1Ce0wg2FeFRcYztOZWN6o3Mm/9fUu5bjEqpweEQKTpYi83iIDLZG+EkiRLbl+RhMdnoLl9N6aT7cbRa8H3uZfpd2xPv6GaaytzJ3FvC/Mj3cZG7sHjSL5TnNvDY2lm8vu81fspdyK1dpjEqbBQqqYqcBb+RubaSyqZYLEC/mY0YDLkold7IZC6UtZTTYG7AwyHiIraFjJobGhEFAZVUjsLRglwiwVorxypa24y9AFgtyG0STAY1evcYLJZaLJZqDIZs5AoPlAqf4+bm7A47DeYGalurqbLYcQAOq51mwYHBJuKitSMVLqyJ7nAefm19NY98fyvxuij0Oxox1FYDkCKrQZqkJF91Nfl1jRRH5bLLsZ87BX/Ui23Uy1S4yO1IfV0Rss3Ua6yEmnTIY3zw7D0Y9+gMCqu/4aNqDYVmG2qrhPEbtXgoPeg1bCJlNd2ozKmlx+D3qHHNpH+/LSgUnqfU1SE6SKtKY1flLsJdwlBkt9KwbzF4d6HfuGT27bsdhcIbhcKTWmUSj6ct5c5mCd1CJtDjiieRnyS7BMBoNXLDb5Mobi7mmcgu9Ap4G7VGi05pQqJUY5crKHk7BRxWcnqoUMjlWK1tE3GN9UFMTE9jecgghl7/DaUZFvatLUYqk9BlaAB5h7/F7jKHltJoxhSnYkdCli6BlKY9bAoeSfQVj7Lxazt1ZWamPtsLF08VDY27qKhYTFFBNdU5GbyvrUclOnilqpbeJjM4ROam98SKlOrEHohSKYJgJzQkjfW6HPYaZbyUMgudwp2CbR9hK6rHuF+PVARb72GsUe2hwOUg19TN4JobB1HaWsKqfRtYVb0CrV3DLc2jcTtUR0HLIcLde2DwGkFLg5kB18ZQnttA8aE6jM0WhPq5mMRGXB0C17/3KdqAE6/m/JOGpmrqPh2JT2s54wPicFjlvIyelMoNKEUruS5RVCZci00ZzZ4de2m2WbE75LiVV0JNCTKHA9HdH2VtOc1KGX4SBXHx1SgVBXzv35nd0mZqHC3M8BpDvMIXQRBw8UtA7xnKD0/ciaJZiU0qRepwoBYFHIBRKhCu86Al5A7Wa+bjpl1PtMVMnwFfYHM00XXZzazS92NnfVcCowS+MP6C1KGgU2k4txxS0eXN/5CZq2Lbolzi+/kz5MY43t/7PnMPzGXNNWvwUntRX2Hg59m7Ubso6DFBx6b1KympbUA8QYqiR3EBitpyDEo5bjJIvvE90reUskvYjEnewlDNGK6a3g2d+7E1gGpLW/jxxVTiQxrw+/op5DpokKvYktSdeh8/kEjp1SmO7IhKPj/wOZ+O+JQ+AX0AKD1cz/s/zmOr11Lq1ZVEVsgZleqFUaZAbnfgp9Ujk8kIvOUOokN8kXlYabUpqHHYcLc78BClqBxmDBINTQ4NoihBLipQ6iuwVKuwATKHgMzbm+rWEtyMCuyAVARXtQxHowFkIPqqsQpGBEGCQuGNXO4BgoQqYxX1pnocooPH73yUnVt3UlfbgJeXFw8/8jDXTJ1MqH/YKd97cPYefocz+GZLI8N+7IeXqGLYyi5YbLUIUi9k1hrujt3Im9rpaBx6Jt9zC9cvuYrJf7hgdbhj1FWzcIARUYCIGi2jNrctjFFqp2LW+mGTNlDQ9w9W2bczzVtN0I9hlJiMcOT+yRTBRDZIsd26C3u1JyplIvGDpxAS3BmZTI7DIZJZ0Uyguxq9Usq2t2/jTV0m2SrDUd3Hthh4vrqWtNxgUo3BuMik+EXJ8Bin4o28QxSZHPxaUoOXvZVclyhsV71PbMyJH5Eri4vYePBq3q2yYbKqGJg7BYOigc75FoamLqH0ymAGyXeyLfYh9F0OI5GqCAy4ngNrbRRmHCDMZx39KjeTf+PvREcdnwq5+of/Y3jmF6R6JCDpP4LGhgVY8wIYXbKbRUmd8fQ0U32oNzrZtQT2XkBJ2Wrcszxwb87iFn8/1EiZZvPCYghD6zAiP1hLUYuCXspSXDoPROoeRKlbCLm5eRhUh1jknkbL/7xVu2bLScn2Q263Mn9YBeNCb0f3W2c6DQggoX8Aiz5ehRg0l491RVzRZCR0fTQKqZyu7z3Lj5kLse11JSK7Fyq1gpDO7vzh/j1/NP3G0D0qQst8UNmtaP/vajrH9MZT7YkoikglUoJd2urlOBx2Dnw8mtiavXzs+TBzXb7nzqD7uX/YnTQ0VZOx4zvcD/xIXOOhY/TOafJlWVEUchGSxk+m1cUVi9FI6eKfacGCRBQJD/Bk7JtfIJUrsNqtyKV/eYe16ftZ8sLT1AsONDYTeyPqKYrScEefhxmbMJq1//cAGVWlNPrI+aV7Dl52BzVSCUnN/Uio8iTCPZcpjb8zy+0qVrgeQGNV4mb0pdg9n5SSkfQsHotDYSQoIZWEoVcQEdmdMb+MIcI1gjkj5hzV4+D2TBb/NA+rts0LVZjsKFq8iEtOpFP/IGrKS8j58nPKTc3IbQ4kggWTTI3aZmLxMCvl2jYHQ2dx5ybj/3HP/VcjSAQqqgrI3fA+YTm/sUveD/0f+9gT2orn6DspTKtBlEhwqyrHEuROinINj3lZ6OmRzMdXfoUg+Wta0tBgZt33meRs+wKhNRuAZo9WFvWs4b7eD3Fb4m3s3ryJQH8/1EqBZkUrzRIJvjIBmcSBw6LBxdKMBAcGiQabXIKjyYHFIUGtUGCTeCJIBWqVZcgFGS41VqyCgEwqoLNawOpAdIAs0AOr0orN1gQINDoUNNmsyB1ydAjoVCasJjfsFi2iXYZCJaDQCGhddCc3dEe4KAZfEITRwLuAFPhcFMVX/+e8EvgG6AbUAteJolhwun7PxeBbDAa+vGMsu4Kb6VQYD0jRefajsWYpg3UF2BNcWRk0mGvK15KX0UhGQwQCjfw0ysibNS1US5p5ycuLgft0+JV5EG+x8FHURAwqB3URnxFh9ubGNAMF9e50DYsi7O5prHz4USxSOUJkLTNVmQiAA9ijUrJPqSHYoUPe4MnawlgyfXvQ3WMl3/tl4SaK3F9XT4jDgx/0HqxS13HX7gjMFTZcrFbsyDAqJGisdjKCa4gMqyU0ygcXRV8671mCp7mONYGDaNBqaKx2R7SG4Onhg7nenRDpu8QY81nkeScLVKuppu1JR+qQMaQonIhDVdjtLtilUnokJOMx5kqKMsrJ3mqk29BkIodp+H3eCNSCkiumraHUWsWK/BXkNubSqU7FvYe+4Nvg/uT4VFBtMSAqgrFZXAhZW4RnpQuCQ45dkKDAjt7FSHSgjTjFYcaFxGK0CfxnWwv7gwfjsGl44PEn+WX6VBrsNm7qnEa2IgLdvHo8Bkfh89ESyipzKft2PPViPRlu4ShDvBF2NNNJlYMpV8f+hnC0Fhv1EbEES/2ob+6FR9gyJlrmgQgvRfeneXsJwZW+2DzL+baXBZVUhcluIlodx60BU1hhWMPGik3cqO9H70oFu/aXINSYUdhMfDuiCsPf0uUf6/EYE12HsO272Qxt+ZrFgQ+wqLaRA4EbWDl2KbXL11C6Pw2pWs02ZAgaK8F6I6EhAUgcEjK+WkWrVM4QtQPZziIEiYhUBenRUUSGFLE3x4tahQZXh8Do+x4iaNBfpQrKt27m57dexg4MGDoaR2ISe/c+yAKdlQqZgEQUCKp354pNKkQBDMlFTBgxmx/qD/BT5fd4tnpys/tEYoq/5KdSCWqTAnz6oxA0HPDaQ7ZLAdP2+xGa34pUdKCS2Sj19qXYVEOcwQVHsxWbTIpNJkMuWnBIZNjRIMo6IQm9guHT4vGp307r3q1s2JFJrsWMn0yO54AQXBp2kJouwWHzQGU1o4pqJdSh4vnOZkSjktlRbyI2zcdl7UION7iS3sNBttpIulLZFjYRoWtNHPdaoqnZugm5xkyhTYdFUCAVRbrFGOGKmwmJG0ZtUTVbN27AnJmFraEclc2OGONPtdSPVN80itxKeSH5WaIlsXirlIhAs9aGBC16hxqJwohUYUAEsMrQWs1YTRKaHEqUog25mxJBHoihwYzDrZlaawMBdWCRyJEi4qoxY1a64mgxI7E6kLl70dJQjyCHSrUFrUzETRAQJA4cdg1KkwWJxYrZJsMiygEJHhERp10T9I8bfEEQpEA2MAIoAXYC14uieOhvbe4FuoiieLcgCFOACaIoXnfCDv/GuRh8U20tX94+FatEglUmQ6HwImXco2z/6Wm8xBZuSdjB77okRjXtY056b0SJhBHvv8nGZ/5LUXAcPaIsJBbM5U4/f8Yv98GBnHnh1+Ef8h35rhVMy4hByGvFQzAR+3AEPXvM4ZN7/4ujOhUHAgV9Grgm+nZmF/1Ijr4CgFGpakIrPLDIZEgcDio9a6nq2sCjDSJLhPGYWttivA2GbYQUyNDZLEyL38VCx1SkGTZqpAWY5XJcLTbiJgRhDlqHxaJBXuhJv4J0KlQe7O0UiEzRTF5hCuNqNiBUW6m369ArDBwUI8hpMTDq2hv4etNygrMdWKVSZGILUrsUs1yDTqqlPCYeEZFcXTYZnllYJG2rVcNaYcRqT6QOOXVuRv5IaUSpllApa3vvaK0iSdlqOue4Y5YrUNhsIJiRI0UuijRKVYiAzmFlWbcqhtUPI/jgQfb36E3vxHh6Jnbmy/88SmJQOLp+LvRL/4jdxqFolmZin5CEl343aruR73WTkWrK6LS2Co+0KqRT+9CkzkTc38hGSzg6s42amER6+B5gZPM2dvkNJmDCW6Rv3k3et59hk0j47opS7mpuINoczM6onnzftAWT1AwizGg0EV0divSgBZeiRopjE8i1NaG12MjoHIzC3RVlRRZ+uUbMUjUIAhHSJvZGDyJN/TtX7HPHYpVj+1tapVbuQpfrr6NXzx5IvQNZdt8dZFaXM0qTTUVAKPHZrch9vbA3NXMoVMUw6Wbe1t5IcGYDFY31KAUJN816mPoPXsHg4snvZY0IoogiJIoyF3eQSNDr6nmw5Ste9hxMmkNOvaqW4JIGkjL90VqsDKouY+d101htTkddmUVMiRKpTYNV1uaZ+wohMDCBgoZ8Drr/Qb9VflilcuQOEYtUgnhk4lDicKCx2JAIIMeGTZBgksgwH+kn3sOBd2wouk/WcyjAkwJvNxLsVYxKyEIigcP6WLJ8EincXo5YLmKRSgkRDZiMlbx2rYyeJhudUrXQ5IsoEVBaW9nWq4EByioaGvqjzKpAalEe1RtRRGmzIJGI2EQ5KoeNaQk7kcgFPnC5CUsRqEoOIxft3BCZhl5r5g99P7bUdWF16CZsgo0POr9BV389dZa2eQi5Wo/e2xtRBIdop66+AoVgRoUVQ4sMAVC7KdBZ6mlW+9LapENma6TKpQmpAH7NYBAVqKQO9IpWJIiYrVIabCpAQAQkoohELqD2kgASrNVWLDZwHLnPAiISUcA7Kvq09u5iGPw+wH9FURx15PUTAKIovvK3NiuPtNkmCIIMqAC8xdMIPxeD31qYz/xZi2mwrUGUgN7fj6tmvsn8Z19CMB1ifOdswh2V/JbTmSyrG8XSKG6YPh7FAzNZfPU4tHIZg0fGErD6fl5rjiSk0AcvWRVvjGxlar2B0PXBVMm03BK6G3cXE1u8++DWUIG8rJnllbHIHFY2X6PhoCWProU+9NmrplUBKqsZQ4AZ91IZTQoNQZYmWmRuCHY74UlJCH+s5pC3OzapwE/9mnjd2kyQvZX/OILZ7V/NIxu11LZ4YpcI+EpNyIJsNOaqaJHLkDocjHXPoszTl6rDMoolLjj+9mgrs9vR2ECh1lBna0Vlt5EY1MQvXj1I89jDxHVKzFI1rjY1rfI6BKsEERlyhwgKCzaHA7PUBY3ZilEpR2p3ICqMFIYHoBO9Cc0rodlhQmGz465U0bVzDm952NmllHFrQ2duLl7D4rIuNNlkKO0OeufX88eIfphVWmY9/Qybn32SvflZ3PzE88gjgpG/25mDgUPx2lCJPbYKH0cdNTcsRWOU8un8n1C0GrgrUEZO8mhWbF7DA3xNanE0B+q1qG02rgnbz+8hw6hsjsLX3ZXKrByoLsS3uZ66Xkno9QYmtvyB3m6kWKbhPU9fRjdXECT6EtVahJS2dFyDRMXeHH92mALRW+0ISGlUCMhtNkzqZgIMMqrkOrRWK0aZDBGBgIZmfBoN7OndC5eiPFrlEvrlleDSakHsG8fyJisRIvgnNRAnFiB/8ABaF3cMxkZa3+lKpSaQX4tSMLm4kZx/iByzCTe7lLDyKg57uWCRSbEGRNLi7o6PTkt0bAxRcQmUL72XbsZ9/KGfRKD9ILGGLL4pGYahsQW3VjOtXgHIGqowKGRI7Q7kDisSNxdc6mqpUujoFKFliHoNm7LCSLP7U+JTyeFoT2xyExZzHa9U16DWBVIWNICRuV+QponDtBYcvipagzQUHLJhlkiYEpPOzoNRHFK7EGGrp0tyHUX5fgQGhxLUbRBV775LqiaI7PgEQnL2UC1TobVYsAeVU27S4t7khcZqxqpRYzfbkNsdhMibybO7YpcIqB1maj2aGasxMEcnIy3ExmPiTVRsO4iptQ43m4PePcsJMFXxy554muQKJgRl0Hz7ZzRmraJf+iesk/ZkmaEXK+OXMDfuLaLCgmmwOdC1yhAFATWg9vWnsaIMUSJFYbNhF0UsMiluOh1KHz+MNXlorU3UiZ7YrHoETRVVEit6iQZVnRUHINW6gNWO3dqKIIrYNDZsNlBZZDgEoW3+RhCwCwJSUUTjokeq0yJryscuSJH5xB2TYXQiLkaWTiBQ/LfXJcD/Bn2PthFF0SYIQiPgCdT8b2eCINwJ3AkQEnIOtax9fYgcfZiS9a5UmtW0RnTHPUiLRB6OzXKI5WWdGCiTkdfqghYrWzpdQcGKPF62W4n2ciW7wYhCCOdg5G3Myp3LL1YtDXZPhmXUE7rbg3IPF3Bo+dLvGkLlhVxZvRW5aOf/fO/FxVaDe30pfRY1oL2tJyN/q6REATabC/WxiSSXZlDdU0PsngKy5B4gOJCLInsP7kMI8EYEDurCqXffwgNmd8Zam0nV1zCpyYBOFUzc3goOhPhQoVVDMaiwEVLbSo2LnKWN8YhNAhKJiLfMgF5loNgRi4u8CX1tLcVSN5ocZrQ2O1Oj0pjrOwW3Oh2zO/+XH4qfJewwNMoFJA4VeimoWoy0KJQYRA2iVKCzvYJOPRuxF5tZXx5NtURLSHYjWmsdzQopLjaR6z/8Ep2/P7n5u3n+uyu4OtCHUsV2DgclsjBSRsq+ejwavcj019OqdSUhKABsNjJzMvCWK/Hu2lZfaGvMtfTO+IaaWA+8LHVsqO1Jn+Jiyp95hkjvKHISk/jaINC8dh0SJOzr/SAj7C/iLQlmQ00w84uScClsoiXBSnN1PUHFuTQrpIx9fjbu3fuxYfmvvJMagIe8lk6acu5tKSTbmMRCYyKiqxJXZTPukgbcLfWoYs30yCxnp9A2eevdKpLRNYjfIncwstqNiC0ODHI5MgwYA7tgCrOzzyGhxcWT4Lx8rBIHu4P9GWRvYltFM3KlgoisQpo9A3Hza2Hr1i/oNfwBDvx4L70sddRM/JrpNQY+XbqGvSFx+B3YhVFqJ9vHlVa5FLnWEz+pmQmPP45G2xbjNW1aSs2ieprG6riy8UfsSNg1ZDaq/QZI3UEDTWCsQyLAgO79SBjSh/QH36LI9QqkvdLRpx7iUK5Io6wbZTYZXhIp2cHeFLoWI7fLSTJ0Y4+HkhuNS+iSO5ctumQ8dUNxqZmPwmHGmFqBXqdkc3gQC7ISMStleFpMjE08xCH/uwhfv4LWLRUU/rADiUJk2I3RFBiU5Cf0oZeimfy9GZiqQnEHXFsFGv3HYlfWo23MheYaDuOOn62ZiM5SmtxK+NhLyWZ1AGWt5Uze7CBh01fIQoOp1ipokEs4nBFOsUFOvUpFH0kRFSPvp1ficKq//5rVQg+Gk0qMvhCLwU6zREKFxAFK8LAK2K0OjBIJxspyEAQQHZglEhwCKG12qKnFoZSj0gdgrLPgTi1WZRMKmxWT0oUmhxGtuzv2BgN2QzMIAoIIEomUeoUVpUxBoNRAs1mF+ciqXLXUjj405ugq3eZ6DaLgQOGwwwVe+X4hPPzJwGhRFG8/8vomoJcoivf9rc2BI21KjrzOPdLmOIP/d87JwzcZqH6vNxvqrqWpoR/7vAq46cbRpH64FqoWIbWbEEQRCSI7ejYzNPENnt9Ux6vF8xn74fu89eZbNItKVttieFfxPvaWFvYV+x/1mAPrWvhP8kNYBAkIAvHyfPr77aZ77GZio/6Pra+mU15fjMThwCGRYLHqUQgKDLH+OBRKEB10ighnZaaN4kYL44YlE7Tqc+oMFr7T9eFKWw61/hX8Ep6JRLCRbFURUzsIa6sWhaUVm0yBR2kxncMi6ffIw0jMBlqq61n92gu4+fkRec1kPKPcMb70HBVrD7C5b28meK+lQelJLv0YXP8NOYE9IO51Nv1QQp+r48haf5hD5i24mFdx5b3PoZv5EKYqC6Hvv8iuRoF9K3/HL7qOILGa1rAhRCzZQkNOFYWeXlSrNKiVKia8Mwe1918pmNvXvM/yrC/4RWtjQqGGX0KMxNZFMmKDEatUgim6Mw+++DKb/vsUe3IOMeaqa4m/8WYAmg317F/xCqrabAwWT7w/2Nr2PpKI+M+aztxCA01WBypEJkyaSHTnLqSun4OkYBMtdTqytpdilErwaTQglQqU6zSkRCUw5KXZR/WztrZSelUfWkvMIIhI5ODz4Rv8lJqBu7sbV980DfPyryl6/E2ap/dFdWgz9Sp31PssOCZ68qMmn/UqPcMq+3BQtpnp454m5/v9mIS2D2iotYmxzQXUJ/Rn2do1R8Mi3ZoaCLcbCPp2Kdnzr8e/uZAylzAS6vezJXkm/ca/AEBtcTGfffQePtWVWOtrwOFA7eZJL1MFjn2lRHz9AcoewxEdDopGd8Nc1Yp83sc0mGoJiuiFt2cwFrOJxfO+QXU4E3FPKtF1dUS8/TJlTzyNtclG+LxPkXfpz/blc0j/6jeapQL+chVXPPMibtExbJ99Ey4l9TT4J5DnGkx5Yxke6hp69L2Vrr37H72XhsWfUfflXHKVrhSKUtzs9SR0aqJm4J30GfEAAJb0rRhX/4Ju4nRkoXEcTk/nu58WInE4EOwOQrIPoDQ2EdNgxWbRojFXEXjLUBRTH6Fk8wZq7NsILl6LgINf+0/nUGs+ZruZl8R+yPfsQuoXiDjmVpY8cDfVog0AL7uNuNpqPJqMuCSFUL+tEJcEDyofnYnXxpdIFXrgP+B2PCPdUdtUKB0KfP38aM7PwSqCTaVGbjFjB7Q6F9QuOiyFBfy5pkqUCDi8lOAQMaPBzduPEkMJLZYW3Awy5FYQELAqFTSqWgHwNChQKRzoacHhAIsgx94ooHTXIfMPxVZVirWqHplehTzkrzIfJ+OyD+kAGIyNvPz8RgIatPzqVkEvPyvqsla0dXqsdUvRUkdiUzmvDxOZle7Gwx63Y/f2Zsn/DWPBr2v5IN0KiDyeLOOWyaMxlpVxePEi5M3VyL/7ma0BSfzR6Rq87Xp6ajeTfF09fsET8PQcjGh38Nvjj1JSVkW5wptrXniW0GVvU/XHatJ6jySy3zBS+g+gsdXK04sP8Ou+MuRSAatd5OquAbx+TRJyqYQXl+3n802F3DkwimuiFWz/YzmVNTXYHQ5GjR5N1z6nr974Jzs2fk6PtY8gQaRYE4j+7o3oXTz56dVdVBU2I1NK6VX3Fcpd25BpBGwGCHzsJvS3/bXKtCQ/F4VCiU/gmRdma7G0cNMXQ8hRm1CbYVjpFfhV1GGvL8dHqmTw3ffz0wev46vUcv23J68GadqyDNOujahS+qEa0LYBicPhQCI58UJxS1Mjm57/D4cKDmORSghUarj2qx+Oa2/NP0jDB8/jaDGgv3466sETjuur6IputJYaKL0yioGKLdgEKSrRyrzw6Xxi2UOTopZAXSC/TvgVu9lGzoH9aPV6wmP/+hDufPt1CtPT6H3zdIIGDz16PCc3FcPK/+DZXERRwhT6XvWf095TW1E2uVeOQ+EmJ3TpOgxL5lLyylf43jwUjyc/POl1xl+/pPDR1wABBJGQFx5AO/mv8iLGykqq9uwi7Iqxp9XhdDQb6nHRnr788/xPPya/pJRQfz/G33ATOn1bjX97ZSGi3YEs4Oz3m24uLmLH+28R1ncAEVeOx7L1N4ofnIXNBK5Jvvi+8w1S37Z9AzK3l9MqqyYpOZGmhnqMZjMapQJXdw8qyssRAV9fX6SyvwIhotWMtSgfQSpB6uWLROeKxWSjodKIUiNDoZFS2VSNVWbGKpgR+cvE+Ui98HLzBgRaW5uQSKQo5Eps+TnYTXYkCgkOiwOJXEARHX9MxtHJuBgGX0bbpO0woJS2Sdupoige/FubGUDnv03aThRF8drT9X0+K22fnPUbgQ0aPnRt4mpSUUnVeNb1Y6uLlY/v8KL82htwmNq8rprhvbnb4zoUMgn1Ritxfi58dnN3gj2Or2Ro3rOOyqcfpbnMSlHMlXS9PgX/CZPOSUdRFNlT1MDivaVE+ei4uU/o0ZV1DofIrEX7WbCrBFe1nGFxPiQFuxHsoWZwjM9pZ+9rW8xkV7bQJ7JtLUBNXSm5+5cTFDuQQP+2zSPKcxrYtjiXAdfF4C5UUPP8g1iranEZMgi3B147VfdnReErd9G4aTvKpBSkV99G8dJf2ZPTNqcvdTiYOus5fLpd+KqKNqOBvOXLCBs5CsURY3K2mHespOyxR7DUW6m8Ko4AjxKaB84iucdkHA4HWfVZuCpdCdCdOl//QtL83VuUvPgpSk8ZlnobclcpEet2IyhPvZetaetyLOmpyKMSUA877cevw2CvLES0WpAFHT8J+qfBFEWRyvIyHCJIBHAgoNOo0bud2b4FxiYzLfVtpRpkcimuPmoEKbTaWjFYDaikKvTK48uzFxcXc/PNN1FRXIyAwPSp1/HQU08jKM+sltXFSsscA7xDW1rmF6IoviQIwvPALlEUlwqCoALmAclAHTBFFMW80/V7Xgb/8d8IbNTwumsr45Xp1Ik1RNSNwl2r5IHXBtCcuZcv3vk/LK3V+N/yPoEBiTz5ywFu6BXCnYMiUMr+uaqRpyKtuIEvNuez6XA19ca2rJlHR8UyY8jJH/cajBYmf7KNnKoWZgyJ5JGRsRe8Hvj54HA42PD048iUShKvvwn3mJPvXuTkxNS9PIPKb9agT/LB54X3kMd0vdgq/Sv5u8E0tbZSV9e2NkApl+Ph7X3GnxtRFGltsoBEQK2Tn/F15eXllJeXk5KSQnNzM926dWPx4sUkJCSctf5/0u6lFURRXA4s/59j//nb7ybgmgsh64xxCG2PUwIcsPlTIASDq0jvOhsVeU34x6cw4D9fMG3VJCzp8xHXTcJPr2JYvO8lY+wBuga78d71yTgcIjUGM08uOsCH63K4plsQPvrjPbpGo5XpX++iqNbI8HhfPlyXi5tawR0DIy6C9idGIpEw5OXXL7Ya/2o8nvwQt3trkLideylvJ8eiUqvx9fNDIpGctYMkCAKaMyzb/Hf8/f3x92+r1+Pi4kJ8fDylpaVnbPDPlg5bSwexbfGTN63kOrxQyuDB27qx54ODpK8rxj/SlUS7N+8an+R53Qf0i9Swcp+VhxaksfS+/ihkl1YhUYlEwMdFxTNXxjP8rQ28tDyDd67reswbM6+6hdu/3kVxvZF3pyRzRaIfN81N5dNNedzcN/SS+iJzcv44jf2F5bXU18isy7ygfcZ5xPF4z8fPqG1BQQF79+6lV6/jV7ZfKC4tq3aBEYF1NwxmGTo2DOtMt0hP4vv4k7unmrJfc6n+ZD8xRf48V3I3aFbw6sTOZFY08+aqLE4U6jpY1shNc3ewLrPqnx/MEUI9tdw7OIolaWW8vDyDBqOFBqOFNRmVXP3hFhparXw7vRdjOvsjCAJ3DoygutnM0rSyi6azEydOTk1LSwuTJk3inXfeQa8/PtZ/oejwHr420RPfWE/M64ppckCkRsIBUWTHH0UM7O2HupMnjh9FYneUY5mym+t7BjNnQx4mi53Hr4hDo5DRarHzfWoRs1dkYrE72JZby7tTkhnb5cSblLQ3Dw6PpsFo4bNN+Xy2Kf/o8VhfFz6/5djJ5gHRXsT5ufD5pnwmpQSd9/aNTpx0VM7UE7/QWK1WJk2axA033MDEiRPbVVaHNfjCkWXMgiDgNjGahkWHaVrVtqlInI+ag5WttHb3wzPWHZeyZgZvFJm5YTaPj3wGnTKczzbls2BXCeFeWorrjDSbbQyI9uKF8Yk8vHAfDy9Mo3eEB566s4/bnffYBIH/jutEn0gvyhpaEQEvnYLh8b5olbLj2t4zOJIHfkhj0d5SJnf7d+x368TJ5YAoikyfPp34+HgeeuihdpfXcUM6Im0FlwCZqxKvWxPxe6Q7frN60v+pnui9VKz9OgNjkwV9/2AkUgmT60dy5+o7qNV+zqzJVoYniXjrJVzVNYCFd/dh3vRehHlpeW1SF8w2B59vzj+1Du2IIAiMTvTjtv7hTO8fzviugccZ+z+5qksAXYPdeG1FJi1m2wnbFNUa+WRDLq2Ws9upx4kTJ+fOli1bmDdvHmvXrqVr16507dqV5cuXn/7Cc6TDeviI8L9ReJnXX7mto+5I5Jc39rBiTjpj7u2CJtmXwWndaO4hY37xAlZZVwEQ4xnDf8Z8h0r2V0ZMlI+OsZ39+WZrAXcNjMBNc/K69JcCEonAs1clMOGjrcz4bg9vXJOEt0vbk4nF5mDpvjKeW3qQZrON7Xm1fHpT90tu0tqJk45I//79Tzhf2F504E+1cJzB/zs+oXqG3hJPRV4j3z6zjbQmK2nNNmQ/JnBPzmt81u9LZvWcRXZ9Nu/tfe+46+8bGoXRaue1FRd2Vr+9SA5x54XxndiWV8uItzfwzupsXvjtEL1fWcMjC/cR4aPj0VGxrM+q5qVlh07foRMnTv51dHAP/9TfnNHdffHw17J1US75B+uwO8BLgOrKVg5/pWTSY9eQH5vPt4e+padfTwYHDz56bZyfnrsHRfLx+lxC/etIbfqGidETuTLiynYe2LlzU58wekV48trvmbyz+jByqcCIBF+u7R7MgGhvpBKBknoj83cWM3NY9EWZn3DixEn70XEN/mk8/D/xDNRx1f1JQNsESsPSXIo3lbK5xsSGN3Yx3XcMV1Z35cNfP0c+Xk6/wL9q2Nw9OIjfij/ng6xVSAXYXbkbuUTOqLBR5NcYKKg1MCT21Buf/9PE+Lowd1oPiuuMaJUyPLTHhqOm9w9nfmox81OLuG/o6etxO3Hi5N9DhzX4wt8mbc/4GkHAfXwU6nhPyr/NJLeqlRgvFd5abx4rncb9v/+HkcljGRA4gAM1B/jm0Dc0KGpwtfWlLH8w3hE/8tiGJ/hqrYTthy2IIrx4dSI39g5tn0GeByeqEwQQ5ePCgGgvvtlWyJ0DI88oli+KImnFDSQE6J2Lu5w4uYTpsDH8IzuinROqGHcGPtoNmUpKhlSKz21d0Cg0vFzzf3yZ/iW3rbyNt3a/RaRbJN+O+ZZ1t3zMI8N64Ga8EbtoI9/8B3cPimRIrDf/WXKAzYdPWQX6kuP2ARFUNZv5bNNpyx1htTt48pf0oxPCVrvjH9DQiRMn50KHNfgnytI5G9QuCnpeGU5hei3Zh+pwuyICnwZXfk1ZwNyRc1k0bhGfj/ycJO8kFDIJM4ZE8cd9kxkWMgSZ+zbuHxbCB1NTCPHQMHtl5j86E3++DIrxZkxnP95dfZicquaTttuRV8ukj7cyP7WYwbHerM6o4j9LDvyDmjpx4uRs6LgGH+GsQzr/S9LQYILj3dm84DCNrkokOjm6PQ56+vck0jWKgvQaTAbrMdfcmngrjeZGFmYvRKuUccfACPaXNLKzoP78lPmHeW5cIlqllOvmbOfzTXk0Gv8aZ251C3d8s4vrPt1OdbOZD6Ym89WtPY/G/wtqDGctz2p3cLCs8UIOwYmTSx6TyUTPnj1JSkqiU6dOPPvss+0qr8MafOEMsnRO24dEYNi0BDSuCpa8m0aOTknJgRoOrixg4Ss7Wfbhfha+spOakpaj13T16UrfgL58su8TalprmJgchLtGztzNpw+PXEp4uyj59vZexPq58OKyDLq/tIobP9/BAz/sZeTbG9mWW8ujo2JZ98hgruzSVgv+roERyCQC87YXnpUsURR5dOE+xr63mRd+O4Td8e95GnLi5HxQKpWsXbuWffv2kZaWxooVK9i+fXu7yeuwBh/OL6TzJ1pXJdc80YPQzp6kZ9azpcXO+l/yMLVY6Tc5CrvVweK39mBq+csDfqL7LEx2E2/uehO1QsqNvUP541Al+4obLoBG/xydAlz5/o7e/Hpff27pE0a90cLqQ5Xc0CuE9Y8OZsaQKFTyvyZpffQqrujsz8JdxRgtJ17R+7+IoshH63NZnFZGUrAbczfn/2vWNjhxcr4IgoBO17Y3sdVqxWq1tuveFR03S4cLd9NUWjlj7umCsclC8fpi7JtK8R8YgNuwYILjPfjxxVR2Ls+n35XhNG8uRb65nHdDnmFG7rO4Kd24e8CDLNxVwuM/7z9aermmtQYXhQtK6aWf6945yJXOQWe2Y9TNfUL5dV8Zczflc/+wU6d17i6s46VlGewpamBsZ38+mJrMQwv2MW9bIfcOjrzkVzA76VhUvPwy5owL62wo4+Pwe/LJU7ax2+1069aNnJwcZsyY0a7lkTuuwT/PSdsTodEriB0XSZ3ZjmFDCY56E7reAcR09iR9XQk+eyvRiiAP0BKR480bMU/xxMHX+KPwDyISY9idb2Lcgq+QqasobCqkt39v5oyYg0ToOA9a3UPduSopgLdWZ5MY6MqQuLZ1CKIoUm+0crCskf0ljezIr2NjdjU+LkpmT+rCpG5BCILAXYMi+GVvKfNTi7lncORFHo0TJ+2PVColLS2NhoYGJkyYwIEDB0hMTGwXWR3W4AOIQvvEgt0nRSPzUtG0qpDW/TWEOURygb0OgavvT0IZqKNhUQ6ddsIi9bs0SJtpopkXAuZR1GIiUAziqohkfs1bzPzM+UyIvA65VIJceqzhb7Y0IyKiV7RffewLjSAIvDapMzlVLdz61U46BbTpXlRnpNn0V5gnzFPDg8OjuXNgBBrFX2/DOD89/aI8+XprAbf1D3Pm9Tv5xzidJ97euLm5MWTIEFasWOE0+GeLcF6Z+KfpWyKgHxKCtpsf1vIWRIfIkEYLq77KYM+OSvpOcsFtYhTqLl4YUivQ2b0wZdfxXMWzbPCXMSe9nJo8OW4huby2402e+6mFZJ8ufHd7L2RHjP7qwtU8t+051DI13435Dm+Nd7uMpT3QKGR8O70nP+4qZmN2NWq5lO6h7gR7aIjz09M50BVXjfyk198zKIob5+7gsZ/2H7erlxMnHYnq6mrkcjlubm60trayatUqHn+8/eryd1iDzzmstD1bpHoFUr0HADFAWV4Te1cVoXZRkDwyBFW0O6pod2wWOyvf3ktBfhP6InirdyjrTAayaq+n2e1NtCFfsjP/Ft5c5c69QwN5NfVVluYuJd4jnoKmAmasmcHnoz7/V3n6njol9w6O4t7BJ99s/WT0j/bi0VGxvL4yi+pmMz3DPUgMcCXSR4daLmVHfi0Bbmp6hHm0g+ZOnPxzlJeXc8stt2C323E4HFx77bVceWX71ePqsAZfABztFNI5GQOvi8ZstLJ1UQ6VBU1EJHthqLewf10xLfVmkmLdqMtrpHh7FXFAHFpUrs+zNO4D8sI/4pvi75n/Q1sY564ud3FX0l1sL9vOzLUzmbpsKm8Pfpto98ujvs29gyOx2UWW7ivl3TWH+d91axqFlGUzBxDupb04CjpxcgHo0qULe/fu/cfknZfBFwTBA/gRCAMKgGtFUTxuhZEgCHYg/cjLIlEUx52P3DPSrb0FnACJVMKIWxPQe6o5uKmU3D1te9/6husZPi2BwFh3Wg/UUPj1IVrjPLD760hbU8TUiodpuSKbt7csJ0QTziujb6CTZycABgQNYO6ouTy0/iGu+fUaxoSPwVXpSpRbFJNiJl2EUf4zCILAA8OjeWB4NAazjYzyJorqjDS1Wgn31jFz/l4e/GEvC+/u66zd78TJGXK+Hv4sYI0oiq8KgjDryOsTBaBaRVHsep6yzor2i+CfGolUQp8JkfQYG0ZDlRG1iwKNXnE0Dq1O9MIr0RNzfiP+18ei91axau4hUvL7MN4/iZ/2lBI44VgvPsU3hZ/H/czn6Z+zMHshDtGBzWEj0i2Srj5dL8Io/1m0Shndwzzo/rcQzisTO3Pvd3u4ce4OProhBS9nKWcnTk7L+bpG44Gvj/z+NXD1efZ3wRBEoS038yIhU0jxCnJB66o8btJRPzIM0WynaV0x0d19ievrz56VRSQV2whshQVr846WbLBWGalbmI2+Wc3jPR8n9YZUNk3ZhI/Gh+e2PYfVYT2R+A7PmM7+vDulK/uKG5j2Zeq/qlaREycXi/M1+L6iKJYf+b0C8D1JO5UgCLsEQdguCMLV5ynzjLlUTYDCX4u2ux8tm0uxFDcz9KY4+kyMpDa7kUkGJdbfyvjysc1k/5ZH1YdpGHdXUv3pfqyVBiSCBK1cy5O9niSnIYdHNzyK0Wq82EO6KIzvGsgLVydyoLSJDdnVF1sdJ04ueU5r8AVBWC0IwoET/Iz/ezuxzcU6mY0NFUWxOzAVeEcQhJOuqBEE4c4jXw67qqvP/UN8qSfyuY4NR+qqpH5BNg6DlZSRodz+1kC63xbHKq0VQQoblxVgd1fiNT0RBKj9NgPxSJ2Z+uoYzJVXsqZoLdf9NoWNJRspayljf/V+fsv7jQZTwxnpYbQaeXrz08w7NK8dR9t+XN01ED+9ik825F5sVZw4ueQ5bQxfFMXhJzsnCEKlIAj+oiiWC4LgD1SdpI/SI//nCYKwHkgGTvgJFUXxU+BTgO7du5+zky7QfguvLgQSlQyPa2Oo/uIgVe/tRT8qDIlOTnRRC2+rtRglDjZYbOyXyRgT6YbbVZHUfZ+JKaOOJQYDT/ySToTXKCryA2j0Wc+MNTOO6X9Q0CDeH/r+KXPYG82NzFgzg33V+yAXdHIdE6IntPfQLygKmYTp/cN5aXkGe4rqSQlxv9gqOXFyyXK+IZ2lwC1Hfr8FWPK/DQRBcBcEQXnkdy+gH9Duu2Rfwrb+KMoIN3zuSQK5hPqF2dR+eZDW/TXou3izOl7LKrWFwgO1LP48HTHSDYdeTvovWcxalE7/SE8+GBDHfQ1dmJw+A8/cu+jlcg/vDXmPu5PuZkPJBlYWrDyp7CpjFdNWTONQ7SFmD5xNH/8+/Hfbf3lkwyPMTZ/Lh2kfYrKZ/sG7ce5c3ysEL52Cl5dlOGP5Tv6V2O12kpOT2zUHH84/S+dVYIEgCNOBQuBaAEEQugN3i6J4OxAPzBEEwUHbF8yroii2v8FHuKQ9/D9RBOrwe6gbtppW7I0WFGF6JAopM0UR++rD7Py9gB57angjbQNyOXQRpTymdkGWbmbtrkN4BeuwWx1Mqk5g3RYrYX27M7DLQDaXbOaF7S/gqfAgeo8npsP1eE1LxKaHn7J/4vP0z2m1tfLx8I/p5d+LgUEDmbN/DguzFh79orDarTzY7cGLe4POAJ1SxiMjY5m1KJ3l6RWM7eJ/sVVy4uSsePfdd4mPj6epqald5ZyXhy+KYq0oisNEUYwWRXG4KIp1R47vOmLsEUVxqyiKnUVRTDry/9wLofjpuNRj+H9HkEqQ+2pRxbgjUbTVjhEEgYdGxPDW84PQDfbFS6/E1SqhwibiboWYnr6MuiORyY93Z9wDyXj4aRlmkLP41d3YLSKzB84mVBpE3eeHaNlShqm2heyPN3Ltj5N4bedrhLuG8/UVX9PLv60yn1au5aFuD7H+uvVsn7qdq6Ou5uuDX3O4/vDFvDVnzDXdg4n31/PkL+n8nl5++gucOLlEKCkpYdmyZdx+++3tLqvDrrSVcGnH8M8UD52SW6Z0giltrw27K6lfmI17nDvabm2VKHXuSqY+3ZOPvktHsbmGL77Yz23jY3g99/+wWkx8EfUrh20FPFd4N28dfBhbsorYkX0QJMd/LSqlSpRSZZvxL17PQ+sf4qPhHxHsEvwPjvrskUoE5tzYjfvm7+Ge7/YwMsGXx6+II9Jbh9lmx2RxnLJ+jxMnmxZkU1PccvqGZ4FXsI4B18acss2DDz7I7NmzaW4++XaiF4oOu0Tx3+Thnw2aZB8UIS40LsvD1mg+elwQBO6Z2plGTxmW/fUUfLAXAQG/u7vRpdsDpFfdzp2iic0O0O22Y9h/6gwod5U77w55l3pzPTcsu4EVBSuOi4+LokhGbQZ5DZfGbl4hnhp+vqcvj46KZUtODcPf2sCNn++g98trGDB7LUW1l2f6qpNLl99++w0fHx+6dev2j8gTLuVJru7du4u7du06p2vfunsNNZpWXn6rfSdBLgbWaiNV76ch99PgfWcXhCOlBURRpHBRDstXFaORw0J/aJBAaUMrnQNdeWdKVz5ac5hxaY1opBIktyfSLfzUBcgKGgt4bONjZNRlkOSdxFURV1FnquNQ7SHSa9KpNdWilWtZMn4JvtqTLcP456luNvPNtgIWp5US76dne14tYV5aFt7dx1ly2clRMjIyiI+Pv2jyn3jiCebNm4dMJsNkMtHU1MTEiRP59ttvz+j6E+kvCMLuI2nwx9FhDf47d6+hUtPKKx3Q4AMY91dT930mMl8NLoODEYCW7eVYCpso8FCzL6+J4kgVjf5KRiT4cnXXQCQSAYdDZNuKHEI3VvC13E7PCG96j4/ExUN1Ull2h52fsn9iXsY8CpsKERAIdw0nwTOBzl6deXv32/QJ6MO7Q949Lg3UYDWgkWkueonjlQcruGvebiYmB/LGNUlIThDOcnL5cbEN/t9Zv349b7zxBr/99tsZX3O2Br/DxvCFo/90TDRdvBGkEhp+zaX+xywApG5K3CZE0be7L7Xv70Oa28hV4+IJjP0rN10iEeh7RRRpB+rxzm8hu7qSooN1DL05nrDOnic2zA4B/7RkHhO6EniVDH8XfzRyzdHTJruJt3e/zdwDc5meOB1BEBBFkQVZC3ht52uMixzHs32evahGf1QnPx4eEcObq7LRKmU8NTYehVTC/tJG1mdVsbuwHqPFztxbuju3VnTSYemQBl8UxSPF0y7dp5cLgbqTJ6pYd2w1rYh2EbmfBuHIBiojb+/EL2/u5beP9jP2ns4Exf0VuqktbSG9wYoIpGgl5ADLP9pPQLQbiQMDCU30RKFue2tUby9j4y95VDRaABCEICKuUR+jx80JN3Oo9hDv7nmX7WXb6eTViZ0VO0mvSSfYJZifD/9MkEsQt3du/yyEU3Hf0CgaW618vjmfPw5VYLOL1BosSASI8XXhcFULLy3L4PVrki6qnk4uTwYPHszgwYPbVUaHNPg2mwMpApfDRkmCTILc7/ia8GqdgvEPdmXJ23tZ+m4aScND8I90pTyngQMbSlFqZMRfE0HWH3kMFiUUqSXk5DXyx+EGALRKCXKg0ewAoJufGmucB/vXllCSWY9fuJ7WFit9JkTi7qfl9YGvk+iZyMLshaRWpBLrEcusnrOYEjuFJzY/wbt73sVkMzGj64yL5ukLgsDTVyYwNN6HORvycNfIGRLnw8Bob9y1CmavyOSj9bn0j/ZiXFLAUT0dDtEZAnLSIeiQBt9qads7tSOkZZ4PWlclk2d1Z8P8LNJWFZG2qi2kE97Vm4FTYtDoFWRI7VzzexazOvszTqOmsqSFqkYL1QYrjRY7RjVcMTYC1zXFKFuteFwTzaHUCvL312A12WlttjLxkRQEicC0xGlMS5yGzWFDJvnrrfVS/5dQy9TM2T+HQ7WHeKb3M/jrLt7iqL6RXvSN9Dru+Mxh0azPquaBH9L4dGMeYV5acqtaKKw18uNdvekS5PbPK+vEyQWkQ07aNjQY+G7WDor1Lbw6u933WvlX0NpiobGqFVcfNWrdXzFqURSZ9XM6P+4qpluoO12CXFmXWUVBrZGhcT7sL2lEJhH4LDEE9x2VIAhI1FLUcZ5U+GtZ+00mg66PIXFQ0Cnli6LI95nf8+6ed3GIDq6MuJL7ku/DS3284b2YWGwOFuwqZvHeUmoNFvz0KnKrW9CpZCy7fwBqhTPDpyNxKU3angvOSVug1XzEw7/IelxKqHWKYwz9nwiCwKuTOpMS6sYH63L4IbWJGF8dn9yYwqhOfmRVNjP9q11ctTWb0QFuTEJBZ50Kw84KQq6PJSjOnS0/5+Ab7op3iMtJ5QuCwA3xNzAkeAif7v+UpblLqWmt4YNhH5zVOIxW4zETxhcahUzCjb1DubF36NFjW3JquOHzHby1Kounxia0m2wnTtqbDrnwymJpm2D8V1RQuwQQBIHreoSw6bGhZLwwmiX39Wd0oj+CIBDnp2fNw4N4ZGQMVTK4q7yKD9xE5P5ampblM2xqLCqtnOUf78fQYD6pjOY6E0ve2Uv9XpH/9v0vd3W5iw0lG8iozTgjHe0OO2/tfos+8/vwW96Zp61dCPpFeTG+awA/pBbTarH/o7KdOLmQdEyDb237UF4Ok7b/BCq5lPuGRrPo3n7c0jeM73YWU9ffD3uzBePCbEZPS8BktLHojd00Vh+/mrV4RwU/vZRKSWY967/P4vCuSq6Pvx6dXMdn6Z+dVr7FbuHhDQ/z5YEvcVe689zW58iqy2qPoZ6UKT1CaDbb+P2As06Pk38vHdLgm81t2/6JToN/wXlweAyeWgUPbc5Fc10slvIWHEtyGHNtFJZWOwtf3UVmagU2i52SrDp+fm47S788hMNoY8yVYfhHurLmqwxkJhVT46eyqnAV+6v3n1Req62V+9bcx5qiNTze43F+GvcTeoWeaSum8c3Bb3CIjn9k3L0jPAj11LBgV/E/Is/J5UNYWBidO3ema9eudO9+wtD7BaNDGnyrtS2G35EXXl0sXNVyXr8miezKZu7flYfrrZ0AEH7NY1isKxKlhDVfHGLOzA0seTuN+gojSSE6xiR7Id9WRp+evthtDjK2lnFrp1vxUfvw4vYXsTlsx8myOWw8uuFRtpdv54V+L3Bjwo14qb34cvSXJPkk8fqu11mSc9wWDO2CIAhc2z2Y7Xl1HCpr3xK2Ti4/1q1bR1paGudaWeBM6aAG/0ic1RnDbxeGxPowe1IXtuTUMubnvWwb5Iuxuw/2oiaG2x100kiIV0lIUkuZNDmSfrN64HtjPHIfDfbl+Xirpez/LZ+mNw/ySeEzFFcX8un+T48pzmaymXhq81NsKNnA072f5uqoq4+eC9GH8PGwj4n3iOeLA19gd/wzcfXre7ZttPLQgjRMVmcs38m/jw6ZpWP5c2LNGcRvNyZ1CyLATc3Ti9N56Jd0ALTAfWHeTPLUs7XWwFuFVXwU54a7REDQyPG5ryuG1Aqit5SxNaeJWr0S9xILz2jv4/F9s6k0VjI+cjzlhnK+OPAF2fXZzEyeybWx1x4nXxAEbku8jUc3Psq64nUMDz3pTpwXDA+tgtcnJ3HrVzu57/s9zBwW7czN70Cs++pTqgovbOVXn9AIhky785RtBEFg5MiRCILAXXfdxZ13nrr9+dAhDb7NdsTgS5wefnvSJ9KTlQ8OJKuymdxqA91D3Qlwayu7MKTVylOvrOGzTXm8OyUZaNvoRdcngC49/dj35FZyTA4G9fKjyw74v+H38vbhj1h0eBEAPhofPhr2EQOCBpxU/vDQ4QTpgvhoX1s7pVTZ7mMeEufDY6Nj+WBtDqszqugS5Mo13YIYGu9LoJv69B04cfI/bN68mcDAQKqqqhgxYgRxcXEMHDiwXWR1SIP/V0jH6eG3NzKphE4BrnQKcD3muKtazpSeIXy1tYBHR8US5P5X7rxUKiFldBibfsymZVgQsvRarkhN4cqpv3NIkoOb0o0u3l2QCG0RR4fFTu23GUgUEjymxB0tBy2TyJjVcxb3rb2P2amzeabPM//ImO8dHMWNvUNZvLeUb7cX8sySgzyz5CAxvjpuHxDBtd0v7c1inJyY03ni7UVgYCAAPj4+TJgwgdTU1HYz+B0yhm+zH0nLdHr4F5Xb+ocjEeCNlcenUHbqH4DOXUnqyiI8b+uE6ADrl0X0qEkgyTvpL2NvtlH71UHMh+tpPVBL3YIsRMdff9dBwYO4NfFWFmQv4MfMH0+pj0N0sCBrwUknic8GvUrOzX3CWPngQNY8PIinx8Yjl0p4clE6udUXdtckJx0Xg8FwdKcrg8HAH3/8QWJiYrvJc3r4TtqNQDc19wyO4r01h7kqKYBh8X9tkCKVS+g1LoI1X2ewe3slPe9Nou6HLOp/zMK4qwJd3wAcBhuNawqprzMTen0sYouVxuX51JgO4jklFsmRLQtnJs8kryGPl3a8hAMHk2MmI5ccu51hpaGSJzY/wc6KnQB4qj25J+me8x6jIAhEeuuI9NZxdXIgg19fz2u/Z/LpzSdPr7M7RKTOYmxOgMrKSiZMmACAzWZj6tSpjB49ut3kdUiDb7e15WY77f3F574hUaw8UMGsReksvEtHmNdflT1je/tRWdDE3lVF2KwOkiZHo8mup2ldMbXzMrCJIntsUG6w0buqlW6jw5CoZNQvyaHyvb24jYtEFe+BTCLjzcFvct+a+3h5x8t8su8ThgQPoXdAb6Jco9hTtYcP0z6k1dbKc32fY0f5Dubsm0N33+708OtxwcbqpVNyz+BIXl+ZxVdb8rmlb9gxlUFbLXb+78c00oob+GZ6T2J8T16KwsnlQUREBPv27fvH5HXI4mkLf0mlamULJcHNvPLU+HbQzMnZkFXRzJRPt6GQSfj85h50Dvor3m+x2Fj4aTqNh+oRHeAd4kJApCtSi53Dh+poaTDjHeJCVWEzg6bGktA/AGtJM/U/H8ZWaUQR7IKubwCqBA9EucD6rM3sXFLAJvelFKmyj8qJ84jjtQGvEeEWQZOliet/u57SllLuTrqb6YnTkUsvzAbnJqudu7/dzfqsagZEe/H8+ETCvbQU1xmZ+cNe0oobcFXLkQoCP97Vhygf3QWR6+TcuNyKp52XwRcE4Rrgv0A80FMUxRNaZ0EQRgPvAlLgc1EUXz2T/s/V4P+wYBu1a1spDWnh5Sed1TIvBbIqmrlx7g6qm80MjfOhU4CeWoOFjdnVlNS3kuCq4enEUCoy66kqasZudeAf5Ur3MWEERLvx2/v7KM1uwM1XQ3xff0I7eaAoaqJlSxn2WhOCXIJsfBR/LM6lqcaExlVB0t16iu35xHnEEeMec4y33Wxp5sXtL7I8fzmh+lDuT76f4SHDMdlNfLr/U7aVbeO9oe/hp/U767GKosi32wuZvSILk81OnJ+evOoWBEHgjWuSiPVzYfwHm+kb6cUnN/0zm1c7OTFOg38WCIIQDziAOcAjJzL4giBIgWxgBFAC7ASuF0Xx0On6P1eD/+38rTRuMFEa3sLLjzsN/qVCk8nKZxvzWJxWSkl9KzqljK7BbvSP8mL2yixGdfLl7eu6IhcEzK22Y8s4O0Ry91aTtrqIyvy2la5KjQyduxKVQoqt3EClyY5SK6PfpGg2/piNT4gLEx5OOaVOm0o2MXvnbAqaCnCRu2C0GbGLdmQSGb38evHx8I/PecOWqmYTczflc6i8Cb1KzpNj44+mbr62IpM5G3LZ8OgQgj3ar/qnk1NzuRn884rhi6KYcUTAqZr1BHJEUcw70vYHYDxwWoN/rtjtf8bwnUH8Swm9Ss7DI2N5eGQsFpsDuVQ45m/0yu+Z7CveQKyfC0aLjfemJOOjb9tcXZAIRHXzIaqbD001rZRk1VNV2IyhwYyxyYJJISFKFOl5SwLuXbywtNrYvPAw1UXNpyzbPCBoAH0D+rKmaA1by7biofJgSPAQDtQe4OUdL/NLzi9MjJ54TuP1cVHxxJgTG5Nb+oTx2cY8vtxSwH+ucpZcdvLP8E9M2gYCf684VQL0OlljQRDuBO4ECAkJOSeBf07aSpx7VVyyKGTHZgTfNSiSTgGuvLf2MOWNJvKqW3hiUTqf39L9uC9uvZeaBC81Cf3+OiZa7ZS/thPr1lLETp7E9vZj2y+5ZGwtP6XBB5BKpIwMG8nIsJFHj3Xy6sTSnKV8c/AbJkRNuODOg5+rirFd/JmfWsSkboHHrWNw4qQ9OG0eviAIqwVBOHCCn3aZDRVF8VNRFLuLotjd29v7nPqwHfHwcaa+/avoH+3Fgrv68PsDA3hsdBxrMqv4aXfJGV0ryKW4jg7HUtBE47I8VFo5EV29yE6twGq00ryhmLIXttOypfSM+pMIEiZETyC3MZes+vYpxfzEFfG4aeRM+3InRbXHl5V24uRCc1qDL4ricFEUE0/wc6ZlCkuBvy89DDpyrN1wHFmYIzgN/r+WW/uGkRTsxofrcjjTeSZtd190/QNp2VpGzTeHiAjUYjba2P3SDhp/LwAJNCzPx1phOKP+RoaORCaR8Vtu+2y44ueq4pvbemKxObju023OBVuXKQ0NDUyePJm4uDji4+PZtm1bu8n6J1ba7gSiBUEIFwRBAUwBlranQLvtiMF3xvD/tUgkAjf3DqWg1khqft0ZX+c6Jhz9iFDMeQ0o1xfjKoWDjVb0tyTg+0AKEpWMuh+zcJzBzlVuKjf6B/Znef7ydqvIGe3rwvw7emOxObj2k23sLDjzsTrpGDzwwAOMHj2azMxM9u3b166TyOdl8AVBmCAIQgnQB1gmCMLKI8cDBEFYDiCKog24D1gJZAALRFE8eH5qnxq7vc3gS2QdsnLEZcMVnf3QKWX8eBabjggSAf2wEPxn9cT3vmSG3J6IySaSfrAOqU6B+zUxWCsM1P9PiYaTMT5yPNWt1awsWHk+QzklCQF6Ft7dB71aztTPtjP49XUMnL2O8sbWdpPp5NKgsbGRjRs3Mn36dAAUCgVubm7tJu98s3R+AX45wfEyYMzfXi8Hlp+PrLPBYReRIiBxhnT+1WgUMq5KCuCXvSX8d1wn9KozXxwlUclQBLsQGOxCQv8A9q0pJjzJi4A4D1zHhNO4LJ/qT/ejSfLGYbKj7uSJ3Of49MihIUOJcY/hg7QPGBE64qwWaOU15vFJ2ifcmngr8Z6n9toivHUsntGPV5Zn0GyysTazikcW7mPebb2c7+N/iIZfc7GUnVm470xRBGhxuyrypOfz8/Px9vbm1ltvZd++fXTr1o13330XrVZ70mvOhw7pAtv/jOFLnR+Ufzs39ArBZHXwxeb8c+6j3+Qo9N5q/vj8IIZGM7r+gbiNj8TeYKZhSS5NKwuom595Qo9fIkh4IOUBipuLWZi98IxlrihYwZTfpvB7we88uvFRjNbTT8q6quW8OqkLH96QwjNXJrAlp5bPN1/Y+uxOLi1sNht79uzhnnvuYe/evWi1Wl599YzWpZ4THbKWjsMZ0ukwJAa6ckWiH59tzOOm3qF46s6+5r1CJWP0nYn89NpufnghlX6To4jp5Y+2pz/2RjOWwibqfszCkFqOrnfAcdcPCBxAb//evLHrDaLdo09Zf0cURb7P/J5XU18l2SeZ62KvY9amWbya+irP9nkW6RnmCl/fM5iN2dW8+nsmcX56BsYcn7EmiqJznuoCcipPvL0ICgoiKCiIXr3aMtUnT57crga/Q1pEx5GsTKmkQw7vsuORUbGYbA7eXp19ynYNRgsl9Sf2pL2CXLhmVnf0XmrWfJXB/Od2sPidvSz7JgNZvAfKCFcaVxZib7Icd60gCLwx6A2CXYKZuXYmXx/8msP1h9lXvY+tZVtZU7iGpblLmZ85n1tW3MKrqa8yNHgon438jLERY5meOJ1fcn7hrlV30WBqOKMxC4LAm9cmEePrwozv93CwrPGY88v2l9PtxdV8siH36BOtk38ffn5+BAcHk5XVlvq7Zs0aEhLabyFehyye9sqrK9AXKDD0l/DYjYMvvGJO/nGe+/UgX24p4JMbUxid6H/c+cyKJqZ9sZPGVitzb+lO3yivE/bzZ4mG/WuLEUWRirwmuo0OpVtff6re34siVI/XbYknTOktbynnmS3PsKNix9Fjo+r7ohQVLPVYD4CP2oc7u9zJpJhJyCRtD9CiKLI4ZzHPb3ue6+KuY1bPWWc87pJ6I9d+sg2TzcHXt/akc5AruwrqmPr5DrQKKfVGK1d3DeCdI7uKOTk7LoXSCmlpadx+++1YLBYiIiL48ssvcXd3P6Nr/9FaOu3NuRr8l19agWuxAvNgOQ9NOfkWeU7+PZhtdq6ds53cqha+mNaDnuEeR8+tOFDBowv3oVFK0avkFNUZeWx0HDf2DkEpO3UIZfVXhzi8s5Ipz/REUdRM/aLDaHv64To2HInyxBHPg7UHKawtRtiiJj5TQCYIiIPd0AwKwFXpetTQ/y9PbHqCdcXrWHPNGrTyM5+UK6gxcN2n26hqNpMY4MqBskZCPDT8cm8/5mzMZc6GPH67vz+Jgc7VumfLpWDwz4ezNfgdMuZxNKQj75DDuyxRyqR8fEMK3i5Kpn62nVk/72f2ikxu+SKVu7/dTbi3lkX39uPHu/rQM9yDF347RPcXVnPtnG0cKms6ab99J0YhV0r59b19mINd0A0MxLCzgoo3dtG8qRSH+fidseL08ZgXeZK3w06aKKBO8kJY34C2RHJSYw8wNW4qBquBJTlnumaxjTAvLSsfHMg9gyKxOUTuHxLFz/f0xUOrYMaQKFzVct5adepwlxMn0FEN/pGnFqm0Qw7vsiXATc2S+/pxRWd/lu0v5+MNuZTUG5kxJJKFd/ch0E2Nh1bBvOm9+O72XoxPDiC3qoVHf9p30ji3Rq9g3ANdsVntLHpjN/VBerzvSULmpaFxWR7lL+6g9odMDLsqsdWZaKoysvSVnZQVNBOglVHaZGVvqwOLSkbztjIsJhuVBU0sfmsPi97YfbSuE0Bn78508erCtxnfYrEfP1dwKtw0Ch4bHcfvDwzgoZGxeB2ZvNar5Nw5MIK1mVVsOlx97jfXyWVBh8zSEY98xmSyDjm8yxq9Ss7717fFq0+1VWC/KC/6RXnRM9yTmfP3smBXMdf3PHExPp9QPZMe68aKTw+w/KP96L1UyBRSJGo5DoMV6+ZyHBvLsItgEUEAugVq6P5/KexaXcyeP4rIdoiIFa2wtRJoK91sNtrYuSyf3uP/yv64p+s93LP6Hj7Z9wkzU2ae0Ziz67NZmLWQHn49jinw9ie39gtj8d5S/u/HNJbNHIDvkQqjTpz8Lx3TIv4Z0jlN/NbJv5sz2Rf2qi7+fLutkJeXZRDqoTnpZK6rt4bJj3Vn7+oi6soM2K0ObFY7gqcaqUyCxO5AaLUhszvoMiwEzxQfBIlA76sjievrz6G1xRi2laOLc8e1szcRyd5s+TmHPSsKCU30wj+yLb7eP7A/V0ddzRcHvqBPQJ9TpniWtpTy9u63j67y/TXvV5J9kvHWHJuiqVHI+PjGFMZ9sIVbvkjl05u6E+J5/CKyOoMFd43cmcp5GdMhJ22ffWY5PtUq1JM9uW14Ujto5uTfRGlDK9O+SCW/xsBt/cO5rkcwAa5q1IoL6xBUf7YfW40Jv0e7I8gkmFttLHh5J1aznWtmdcfFo83zbrI0MXXZVEpbSpnRdQb9A/sT6Rp5zCreX3N/5YXtLyCKItMSpzEwcCC3rLiFEaEjeG3gayeUvyG7mvu/34MIPHtVJyalBB417isOVHDvd7vpG+nFa5O7HN2I5XLncpu07ZAG/z9PL8e3RoXLVB9uHpjYDpo5+bfRZLLyn8UHWLqvDIfYtsH902MTmN4//ILJaM2qo/bLg7hPikbbo21rxLpyAz+/tgulRk7S8GDi+vijVMtoNDfy5OYn2ViyEQC5RE6UWxTR7tFk12eTWZdJik8Krw54FX9dWxrqB3s/YM7+OTzc7WGmJU47KreoqYhlecu4IeEGGltkPPhjGrsL6+kb6cnz4xPJqmjmoQVphHhoKGtoRa+Ws/bhwRf8C+/fyOVm8DtmSEds82rk8guzMbWTfz96lZx3piTzyKhYtuTUsCStjNkrMhmZ4HvBthhUxbgjD9TRvL4YTYovglTAw1/L2PuS2PpzDpsXHGb74lyiuvsSkeTF2/3fpdhYyP5Dh6lqzYNiAz8YlhOoD+SJnk9wbey1x2T93NXlLgqaCnhz95ukVafRy78XeQ15/JLzC2a7mYKmAl4b+BoL7+rD96lFvPZ7JsPf2gBAlI+OH+/qw+HKZq77dDvfbi/kjoERF2TcTs6drKwsrrvuuqOv8/LyeP7553nwwQfbRV6H9PCfeWI5fvUqfKaHcE2PqHbQzMm/nfLGVoa9uYE+EZ4n3FXrXGk9UEPttxm4XhGOy6CgY85VFTZxYEMpOXuqsJrsSOUSlGoZxiYLgWop3ZUS9CNC0Q87+U5vdoedD9M+5OfDP1NnqkMlVTEkeAheGi/mHZrH64NeZ3TYaAAqm0z8kFpMQoCeQTHeR3cZu/mLVA6UNrLxsSHoTrLW4HLhUvLw7XY7gYGB7Nixg9DQ0DO6xunhAxz5DpNIO+bwnJw//q5qHhoRw4vLMnh79WEeGhFzQfpVdfJE3dmLxhX5yDxVqBP/miT2CdUz9GY9g6bGUpbTQMH+GprLDNjsDooNNqLD9LCqEEEhQdvLH8kJQi5SiZSZKTO5L/k+yg3l+Gp8kUlk2Bw2dlfu5p3d7zAqdBSCIOCrV/HA8Ojj+nh4RAzjP9zCx+tzeHRU3AUZt5PzZ82aNURGRp6xsT8XOqRFFEUBERHFWZSydXL5Mb1/ONmVzby35jAOh8jMYdHH7bV7tgiCgPs1MdjqTdR+m4Eq3gOXgUEogl2wVhqxlDZjqzSibjAT02DGWtkCXkrqZRL21ZsZFKancVk+zeuK0fYJQO6lRnSIaFJ8jnkKkQgSAnWBR1/LJDJuiL+BpzY/xd6qvaT4ppxUx6RgNyYkB/LpxjwmpgQR6a07YTub3YFUIlw2WT2///47FRUVF7RPPz8/rrjiijNq+8MPP3D99ddfUPn/S4c0+IhtmZkyZ/E0J6dAEARentAZuwM+WJfDwt3FqORSbh8QwU29z93LkiikeN/RmZYtZTRvKsWUsb8tef/Ik6egkCB1UyF1U+IyKBiXIUEMyWlk2Uf72SSTMGB8JLLMOprXFP2lq0yCJunUezwPDxnOi7IX+TXv11MafIAnx8SzJqOSp385wHe3H1tz32Z38O32Qt5alc3QOB/evLbrGaXAOjl3LBYLS5cu5ZVXXmlXOR3S4Iti22frcvFMnJw7MqmEN69N4opEP37ZW0phnYHnfz1Ir3APYnxdzrlfiVKGfmgIuv6BtO6rxlbbijxAhyJQh9RDddx7M6STJ2Pv7cLvc9JZ/HUmUrkEL38t3YcEoU4tp/H3fNQJnginKBeikWsYGjKUlQUreaLnEyikipO29XZR8sSYeJ5YlM7czflHJ3Crmkzc9/1eUgvqiPNzYXFaGWqFjJeuTuzwG7GcqSfeHvz++++kpKTg6+vbrnI6pgt8xOA7vRInZ8rwBF8+vCGFr2/tiYtKzmM/7cfyt7II54pEIUXbww/X0eFoungj81Sf1BEJ6eTJjc/3YcT0BBIHBmJosbDh1zx0o8OwN5hp3lRyWnlXRVxFs6WZNUVrTtt2So9gRib4MntlJt9sK2De9kKueHcT6aWNvHVtEr8/MIAZQyKZn1rEIz/tw2r/634U1xl5Y2UWtS3mM78ZTk7K/Pnz2z2cAx3c4DvtvZOzxVOn5LlxnUgrbuD++XuOMXImq50N2dXtWn9e66Ykpocf/a+JZsiNcbTUmcmvbEWd6EnTmiKslafegq9PQB+CXYL5LuO708oSBIHZk7sQ5ePCf5Yc5JnFB4jw1rJ4Rj8mpgQhCAKPjIzloRExLNpTym1f7aTRaG2r3jlnGx+sy+HK9zfzx8GKC/LleLliMBhYtWoVEydObHdZHTKkAwIOASTOkI6Tc+CqpABqWsw89+shpny6nQeHR2Mw25m9MpO8agM39ArhxasT2z1kGBzvgV+Ent2/F3DdIymY85uoW5CN9x2dkahO/NGVCBJuiL+BV1NfZX/1frp4dzmlDDeNguUz+3O4qoV6g4We4R7HjEsQBGYOi8bHRckzSw7Q99U1GK12XNVy3rmuK2+tyubOebtxUckYEe/L9AHhdApwlmk+G7RaLbW1tf+IrI5p8I/G8C+2Ik7+rdzaLxxXtZyXl2dw09xUAAJcVUxIDuS7HUX4u6q4b+jxKY8XEkFoq9Wz+O29rPsph0EToqj7LoPKt/eg7eELMgmCVECQS5GoZUg0MiRqGVcqhiNWVJG/aDdd7jq1wf9TzunmK6b0DCHaV8f81GJCPDSMSwogzEvLFZ392JJTw/L0ClYerGBTTg3rHhl82ef3X6qc119FEIRrgP8C8UBPURRPuEpKEIQCoBmwA7aTLQq4YDhj+E4uABNTghjZqc2geekUJPi7opJLMFpsfLw+l5v7hqFXtW/qb2CMO/0mRbHlpxz0niq63d2FhkU5NK3+K4NHFEWMDjA6RFpFsIoifZUpKOol5O09SERypzOS1WRp4vltzzM8dPjRxVt/p1uoB91CPY45ppRJGRrny9A4X27oFcKEj7by0bocHhvtzO+/FDnfr+EDwERgzhm0HSKKYs15yjszRBARnSEdJ+eNTiljVCe/Y47dNySalQcrWbCzmNsHtH95gqRhwTTVmEhbXYzogJTbEzE2mMlPq6Eir5HKgmbMrcdu1CL28kZz6DCqX5sRO8cjnGZ9gdFqZMbqGaRVp7GmaA2eKs9TVvI8Eckh7kxMDuTzzfmM7xpIrN+5Zzk5aR/Oa9JWFMUMURSzLpQyF4o/U56d9t5Je9A5yJXuoe58va3gH9lAXBAEBlwXTedBgexbW8yXj27hx5d2kbq8gJZGC5Ep3gy+IZbxD3blhud6E5niTda2OvKTjXgYXcj7bBsO0/E7d/3JwZqDTF02lf01+3mu73MEuwTz4LoHyao7/Ud7Q/EG0qrSjr6edUUcrmo5075MpajWyKVcuuVy5J8KtInAH4IgiMAcURQ/bVdhIiCA1GnxnbQTt/UP597v9vDL3lImdws6/QXniSAIDJgSQ0wvP0qy6lGqZUSm+KDRH59r33t8JHlpNXi0dOWb8O+Ymj+K0pe2o/DRIvNSI/dWU6Vp4JfWNewq3M8h6W681d58POxj+gb2pYdfD6atmMYdf9zBqwNfpbd/byTC8b7hgqwFvLD9BTQyDfPHzifCLQIfvYqvb+3JdXO2MfD1dbioZHx6U3f6RHq2+z1ycnpOWzxNEITVgN8JTj0liuKSI23WA4+cIoYfKIpiqSAIPsAq4H5RFDeepO2dwJ0AISEh3QoLC890LEd5+oGV6KxShj2WQo8wj9Nf4MTJWeJwiEz6ZCvFdUbWPDwYV/WlVcZj04Js9q8tofP/t3fn4VFV5wPHv2f2rJOErGQhCVsSAkRAQEXUIgiILFariIp7abVurYrV/qzaVittLYpbXeouLqjgBgIFV1AWWQJhh0AC2ffMPvf8/piAAcISMskkw/k8Tx6SO3fueXMnvHPnvWeZHMdr+x9nWFV/Bun7Y6wNwVmvo9YDW11uQBAxtZLJw8ZiNf/cu6awrpAbF91Iqa2U7mHdmdhrIhN7TiQ1IhWb28bTPz3NmwVvck73cyioKiDSFMnbF79NhMlXxtlWWs/X28p5Y2UhXk2y6M6RhHXCG7mdafK0U+H3RcyllBdKKXNb+DrplZillMVN/5YBHwFDj7Pvf6SUQ6SUQ+Lijj+U/NgNqn74SvvS6QSPTsqlqtHFY58XdLrSxTm/7EX6gFg2flzOmJpbqXAlsnynl29LYFWjxjanRpLRQFi4Gcs3GYQbDq+394jswadTPuXv5/6ddGs6L6x/gfEfjmfixxM5793zeLPgTa7oewVP/eIp/nHePyiqL+KOZXfg9PoGYvVJiOCmczP5x+UDKa6x84f311NYefwxBKerJ598kn79+pGbm8vUqVNxOBzt1la7D7wSQoQJISIOfg+MwXezt/3aRN20VdpfbrKVW0b2ZO6qfbz4za5Ah3MYnV7HRTf3Y9BFPXBVQUJlT7LyUhh8eTKT783jmvsGMyzMwOCsaCr2NbD45c04be7DjmExWBifOZ4XRr/Al5d9yR2D7iAlPIXL+lzGG+Pe4MHhD2LSmzgz8UweHfEoq0pWccOiG/iu+LtDxzgzPYY7RvXmy82lnDdrOde8/AML8w8cNqDtdFZcXMxTTz3F6tWryc/Px+v1Mnfu3HZrr63dMqcATwNxwGdCiHVSyouEEN2Bl6SU44EE4KOmwRwG4G0p5cI2xn2iyJBq4JXSAe69qC/7qm387fMtVDS4uPX8Xuh0ENHO3TVPhsGo56wpPTlrSs8WH3cPjCMmv4IzL0hh9VfFFOZXEBppwhRiIC4tgnPGpGFbeQB3SSPx1+RwU/+boH/LbU3InICUkn+v/Tczlsxgzi/mcF7qeQDceWEfpg5N491V+3jnx73MeHMt8RFmXrx2CANTo9rpt+86PB4Pdrsdo9GIzWaje/fu7dZWUC6A8n+/+xKzJph4/1D6p6hRf0r7cnq8/HnBZt750dc3Xq8T/OPyAUw5o/1v5raFt8FF2TPrkB4NbUw6u3bV4Wxw01BhZ//uOgaG6kkP0YOUhA1OJPqXJx5o5vK6uOSjS0gIS+D1ca8f9bjHq7F8azkPfpxPt3ATC24b0eJ4GYfby3c7KshLjaJbuNkvv29LmtfAt217lPqGAr8ePyI8mz59/nTcfWbPns0DDzxASEgIY8aM4a23TjwtxkF+r+F3VRpSdctUOoTZoOexS/sz95bhzByXRf9kK/83fxOlde1Xi/UHfbiJ2Ov6Id0S5m2n954asndWMaTKRrResM0LcXcPJnxECo2rSnDuqj3hMU16E9f2u5afyn46rLvmQQa9jgtzErh/fBab9tfxwZp9hx5ze908t/od7pn3A4MfXcyNr63m6pd/pNF57C6lXV11dTXz589n9+7d7N+/n8bGRt588812a6/z3Tb3A3GwW6a6a6t0oOGZ3Rie2Y2x/RIZO/tr7vlgAy9PH4JR33mvq4wJYSTeM4TGVSW4ixsw5MVjTAhlhEvjk1c2s2l1GXkXpmFfV0bd8n3EZR7+iVlKyd7NVexaV87wSZmEhJuY0msKz61/jufWP8fzFz7f4pxDEwd2540VhTy0YBPFNQ7KG+qZv3EbNlskUMakvO4MTInhL59t5s531/Gfawa3+9xFJ7oSbw9LliwhIyODgx1ULr30Ur7//nuuvvrqdmmv8/4ltolo6qWjEr7S8dJjw/i/Cf34els5t729FqfHG+iQjksfZiTy/FS6TcvGelE6oXnxpA1NJH1ALKs+201DnYvQM+Jx7qjG2+A69LyGaiefzlnPp0+vZ/M3+/l67jbANy//bwb+hu/3f8/bW95usU0hBHOuGsR5feJ4aul25v5YhEdXwvB+5YT1/Adx6V9ww4gM7hubxeLNpfywu6pDzkVHS0tLY+XKldhsvkFqS5cubdduokGZ8H/upRPoSJTT1VXD0vi/CTks2lTKRU9+zfKtZYEOqdVGXtkHhOCrd7ZhGRALmm+RdoB9BVXM/csP7N9ewzmX9WLIxensWF3GjjW+3/OqrKs4P+V8/rn6n3y+6/MWu60mWi08+ss08gYtIKrv33nzxnOYe811XJ93Ce9ufZePd3zM9LPTiQ418sq3uwGocdTw++W/Z+6W9uvJ0pGGDRvGZZddxqBBg+jfvz+apnHLLbe0W3tBXdIJ9hV6lM7thhEZZMaF8einm7nljTV8fc8FJFotgQ7rpEXEWDhrcibfvLudpQZBbjcL9T+Vscep8c2724lOCmXsLf2JSgjF69Uo3FjJ8re2EJsaTlR8KI+e8yi3Lr2V+765jzcL3iTTmklKRArp1nQyIjNYW7aW59c/j81t48lRsxia5Buec8fgO9hSvYVHVjxCiCGEqUN78NxXO1m4bTVzNv2ZwrpCluxdQlpkGmd3PzvAZ6ntHn74YR5++OEOaSsoe+k8fOtipE5j+kMjyIgNa4fIFOXk7auyccE/ljN1aBqPTs4NdDitIqVkw/+K+O6D7UgJenxT3ib3jWbcjP6YQ36+Zqwtt/P+Y6sIjzZz6T2DMVkMeDQPb25+k2X7llFUX0SZ/fBPOtkx2Tx+7uNkRh0+CV2ts5YbF93I1uqtJFv6sWXdNPRhW0ju9TmPj/wrs1bNosJewfMXvE5OfPop1/dPt5G2wXmFj6+XjrrAVzqD1JhQfnVmKnNX7eXX52WSEh0a6JBOmhCCgaNSSeplZc+aMsq/LiK9VxQ5vx2IOOI/mDUuhDE39uPTOev54vmNTLh1IAajgetyr+O63OsAcHgc7K7dzc7anWTHZJNpzWwxWVvNVuZOmMvHOz5m2b5lGPpsIX9rDpn2c1m3LZaomrtZv30/F6/bzLDMYt668WwMzW6Ov1XwFlJKpmVPQ5O+Ny5DJ7553lGCM+FL3x+QummrdBa/+0UvPlxbxH3zNvD6DcO6XA+y+B6RxPeIpDbCSP3SvbiLGzClHj39cVq/blxwTTb/e72AebPW0GtwPD36d0Nqkr2bqkgPM5BUbSJr/MUI/fHPgUFn4LI+l3FZn8sAeOGrncxatJXlWyuJizBzbu84fihdxg+7hjPtjfd56arxRJgi+HTXpzz+4+MArN9fwvqNZ+LxSl6aPoTMuHD/n5wuJDgTPiCFVDV8pdNIsobwyMRc7p23gX8t3srvR/ftkn+fESOTafzhAJVztxB38wAMUUcPiso+Owmhg3VL9rHio52s+Gjnocf2mQSDQw14G9zEXNH3qE8Jx/Pr83py07mZOD1eQox6hBBsqkjgt+8u44ctGZzzwkwG97axoXwDZ8QNgboRvP+/KMJMDZj1JiY/8x0f/vYcesWfvkk/aBM+qMnTlM7l8iEprNxVyTPLdvJFfgmyqdQw7zdnt+toUn/SmQ10uzaHipfzKf/PBmKv74cx7ugSVdbwJLKGJ9FQ7aAwvxJPvYuS/+1jR4OHrGFxsL6cKk0S86u+CKMOzeVFOr3owoxsWFZE6Z46fnFtFgaj/rDj6nWCUNPPaatfbD+WzMhm2itf8ePOcWzRdhFlGMGWvWmU1bsIiywmK2sV/z5/NuNmf8OTi7fxzLRBhx1TejTQi5O+DyClbPcxAe0laBO+6oevdDZCCGZdPpALsuJ5Y0UhkSEGvt5ewe/fX88r08/sMlf85rRI4m7qT8Wr+ZQ9s55uV2Vh6RPd4r7h0RZ6pUVQ+cZmYiKNlBr1rNxUyahzkrF/V0xpSSPGpDAc22pwezU2RIewb1uNr50QA+dd1feE8Rj1Ol6/biS3vb2WlbuMNAo4q2c0vxyUQpmo4e+rVlLj3cl1Z6czZ9kObi+pP7Qal3RruEsaERYDhhgLQidwezVcHu3QdM5SSupd9VgMFtweHYVVNkKNelKiQ7rcfYGgTPjQVNJRCV/pZPQ6wSUDu3PJQN8EWW+s2MOf5m/i8YVbmDk2q8skfVNqBPG3nkHFa5uoeCWfsLOSsPSMQhdpQh9pRh9uxLG1mrr/+er9+kgTibcMYKzdw6dz1rNwWRHnX5iKtage5546ZI8Ivl1TTl2Fk5FX9qG+0sFPi/eS2NNK32EtLcfxM82r4ah28tL0o5dkbHBNYs66p3l106s8OOIx/vvdbv7y2WZevHYIJk2i2dwQK5AOD+5KO16riT2VNtxejahQE92tFiocZVTaK9FpVjyuCAx6Qb3Tw/ayBiJDjAjA5dHQpESTvryTGh2K8YhlJaWUNDo96HWCkGafUmbPns2LL76IlJKbb76ZO++80x8vUYuCMuHrJKB66ShdwNXDe7C1tJ7/fL2LfVU27h+XTVq3rtGLxxBjIf7WPGq/2E3jigM0rjhw9D6xIURN7EnoGfHoQgzEA7+8dwifPbuBRZ/sJvvsJAw9LWz5/gCahGGhejJMOkImZ1K6p47/vVFAeLSZ5GN8gti7qZJv399OdYmN8b/pT8bAw9fQCDeFc3X21byw4QUm95rMzHFZ/Gn+JiY/8x0xNi83n29FhxcvEun0QpkLo15HbLiZygYndXYnUu9GpyXh1nQYDC56x3XD6dEoq3dS3egbeWwy6NALgV6no9HpYV+1jYzYMIQQeLwalY0uKhtceDQNnRD0jAvDg50NGzfw4osv8tnSrzEYTUz/1WQmTJhAr169/P56QZAmfKGmVlC6CCF8C6mkRIfyzy+3smhTCY9MyuXq4T0CHdpJ0Zn0RE/qReSFPfDWOvHWudDqXHjrnOijLYTmxR/VG8caF8Jl9w3mm3e3sX1VKV63RkZeHMMnZeJduIeaz3ZhTA5n3Iz+fDhrDZ8/t5GJd+SRkB556Bj2eherP9vNhuXFRCWEEpUQyldvb6V77yjMoYdPTX3zgJtZXLiYh1c8zLyJ80i0DuHPH2zA1ODBpIsiMsToWw610Y0w6OjWLRSbt54adzledxTSE4HZZCDU4qbaVYbDG0K4OZwMs+HQCOLmNf3KBifFNXaKa+xYjHrK6hx4NEmkxYg11EJJrYPdFY1ounpWrsmnT+4Z1Lp14PaQN/Rs5s2bx3333dcur1dQDrx64jdLqTHbue+xizrd0nOKciyldQ7umPsTm/bX8c29FxAVevR6tcGo+U1Qze6hdM5PSLuHyNE90HpFMX/2OhwNboZOzMQcYmDzV8WU7KlDAv3OjOfca3Oo3N/AB4+vJjWnG6Ovz8ESfvj/+w3lG5i+cDopYSk8HfVXbAtr+N7mZcDUKHIHZSOMkkcKSihodOLWe/FID3ppwGQwghC+mXcl2Dw29EKP2XCcm+wSnB4Nj6bR02zi98kJJEdZDpVx6h0O9lQ1IDU9e3Zs5fYbp/HF0sWYLVFMuXgsA/LO4Omnn8YaYjzhzWE18AoIA6Rwq5KO0qUkRFr488R+jJv9Dc8t38n947vuCNDWaJ7UdCEGYq/PpXredmrm78TQzcJF43qwdGkR3763HYAwHfQJ09M9zEhMtQMhJfE9Ihl5ZR++eW87bz20ksi4EIxmHUaTntBwIxaPjn/XPIWzsowiexUbnW4aDTY0Iqgrd1BrKadBOgEDwiswSl9C93okBmNTfMI3NsCjeY7uqSPB69Z8s/QadJiNOkxShzXEREaYGbfNS1WlE4tVzwHHXgxmLxnWDPonD2PTHTdx+eSJxETGMHhQHl70HKh1HLo/4E9BmfCNCCw6TZV0lC4nKzGSKWck89/v93B2r1jO63OK6zp3YcbYEOJu6Y9jazW1X+zG9ckuzosxY8+MwFZmIz7TSuy0bDyVdspf3EjN/J1EX9ab3PNSSMiwsvbLQpw2D+5GN43FjexvdOM6VMiIBjTsMbU4Ru5GH9odndARbU/goW4go0BKMJn16E167PUuIrpZCAn3fdpyeBzsrNlJfGg0caG+10Z6NBqrHNjsvnn7dXpBRLcQTBY9nlonjZUOHE2VlPpyDyJUT3p0KhaDb16lW26+hYlXTSTDmsFfHvoLycnJZMaGtUv+CsqEbxNOthorVMJXuqQ/js+m4EA9N722ivvGZnH18B5YjuiPHuyEEIRkxWDpE419UwWNKw5gNOiIH55E+NndEQYdequZiF+kUb90L8buYUSck0xcWgRjrs+hbule6r8qAouOsLNSMQ2MwxlmpKbUhiXMSFIvK0IICgoKiE2OwF7vwu3wIoxgcGuYAIPVhMflpaHKtzC7JcyIxWAh3BROhb2CKHMURr0RZ1OyNwpBiEVPo9NLbZkNvRBoUiIBvU4SgqBBQpQjHoPXdCj7umpd6Iw6Nm7fyIcffsi3C5ejq3Yi40L83t8/KBM+CFzCi65rdZFVFABiw828++vh3P7OT/zlswKe/t8O+iZG4HR7aXR5eenaIaSfJpMCCp0gtH8cof1b/qQTOSoN94FGaj/d5ZvuITkc27pyXPvqCc2LI3JcBgarrzwTBsQkHX3edDpBmNUMTWu7aE4PnnI7nhonkbEh1FXYqa904LR5iIixkBiWyM6anZTaSknUJ9Bg9yCEICzMgPBIIgw6HB4Nb1N5p1pfiVPYSCOZCIeORq+kpqQRk0GHQcBlk39JVU0VRoORf/95FpGGMIRR5xtM5Odr1qBM+N/1nEeJM05d4StdVqTFyKvXD2Xlrko+XFvE7opGIixGdlU0cvd763jv12d1uUE/7UHoBDFX9qVucSENKw5gW1uGLtxIzNQsQgeeWjlMZzagt5rx1jqRgDXGgr3RTWO9i6r9jYSEGUjQx+NotFHrsqMBUfEhmCw/p1MTviUbC+sLcXvdpEWmEWoMQ3o19HUuGhvcuDwaTuCj9xei1wu8uECnYTfokC6NqHa4CRmUCX973FrsFcNVwle6vIPLJh40f10xd8xdx4vf7OY35/cMYGSdh86kJ+riTCIvSEV6NHQRpjaXQnThRpASb70bzW7DCEQIgV1KbA1uBCYsmPACTnMDpe5aQmQIIfoQDHoDDa4Gymy+qaBTI1IJM/o+WQi9DlO0BVO0BSklHpcXl8OL2+HF6zSCFxxuD26jA6tUJZ2TcmXCSzxfsEf10lGCzqS8ZD5cW8zL3+7mpnMzOvV6uR1NF+q/LthCCPSRZnShRjSnF6EDg05gFgK300tjvQuPR8Ng1XDqvNg9duqcdYcdI8QYQkp4CiZ9y91rhRAYzQaMZgNYQWqSBkcjThzo0LXLfD1tSvhCiFnAJYAL2AlcL6WsaWG/scBsfOsnvCSlfLwt7Z6ISYQiaPu7vKJ0RtcM78FNr69maUEZY3OPP+2A0jbCoEN/xBQJZpMeU7gRKX31/xiiAPBoHuweO27NTaghFLPe3KocJHSCiNBwImi/2TzbenmwGMiVUg4AtgH3H7mDEEIPPAOMA3KAqUKInDa2e1yaVKNsleB1ft84EiLNvLtqb6BDOW0JIY6a98igMxBhiiDGEoPFYOmUF5xtSvhSyi+llJ6mH1cCKS3sNhTYIaXcJaV0AXOBSW1p90S8UvqGSitKEDLodVw+OJWvtpWzp6Ix0OEoXYg/C4A3AF+0sD0Z2Nfs56Kmbe1GkxKV75VgdvXwHoSZDNw3bwOa1nmnR1E6lxMmfCHEEiFEfgtfk5rt8wDgAd5qa0BCiFuEEKuFEKvLy8tP6RhSlXSUIJdotfCnCTn8sLuKfy/djveIpC+l5Ktt5cx4Yw35xbUBilI5GTfccAPx8fHk5v68wH1VVRWjR4+md+/ejB49murqar+0dcKEL6W8UEqZ28LXfAAhxHXABGCabHkmtmIgtdnPKU3bjtXef6SUQ6SUQ+LiTq0frVdTUyMrwe/yISlcPCCJp5ZuZ+Kcb3lm2Q4+WFPE00u3M3HOd0x/5UcWbirhuv+uYl+VLdDhKsdw3XXXsXDhwsO2Pf7444waNYrt27czatQoHn/cP/1c2lTSaep9cy8wUUp5rL+oVUBvIUSGEMIEXAksaEu7J6JJtZ6tEvyEEMyZegazr8zD7dWYtWgrf3h/Pf9cvA2dgEcm9ePz28/F5fHym7fW0Jlnxj2djRw5kpiYmMO2zZ8/n+nTpwMwffp0Pv74Y7+01dZ++HMAM7C46Y70SinlDCFEd3zdL8dLKT1CiNuARfi6Zb4ipdzUxnaPS5V0lNOFEIJJeclMykumutFFrd1NTLiJSMvPfdIfvDiHe+dtYMWuSs7uGRvAaDu3hz/ZxOb9dSfesRVyukfy0CX9Wv280tJSkpKSAEhMTKS0tNQv8bQp4UspW1yWRUq5Hxjf7OfPgc/b0lZrqJKOcjqKDjMRHXb0IJ+Jed15fOEWXv1uj0r4XZAQJ7/A+okE5UhbTUr0KuMrCgAWo56rhqbx7PId7K20dZklFDvaqVyJt5eEhAQOHDhAUlISBw4cID4+3i/HDcpx2ZqkUw56UJRAuXp4D0wGHX/4YD1urxbocJQTmDhxIq+99hoAr732GpMm+WfoUlAmfClVSUdRmku0Wnj80gH8uLuKmfM2UlrnAHzlz13lDXjUm0DATJ06lbPOOoutW7eSkpLCyy+/zMyZM1m8eDG9e/dmyZIlzJw50y9tBWVJx6upkbaKcqTJZySztbSe55bv5KOfiogONeFommP/0kHJ/PPygeqTcQC88847LW5funSp39sKyoSvSjqK0rL7xmZxxZBUFqzfT2mdA4NOYHN5eX9NEWemxzB1aFqgQ1TaUVAmfCmlWu1KUY4hPTaM20f1PvSzV5OU1Dn484JNXNQvkZgWevoowSEo06JXStUPX1FOkl4n+NOEHJwejfdW7zvxE5QuKygTviZRNXxFaYU+CREMz4zhjRWFR83LowSPIE34arZMRWmt6WelU1xjZ0mBf0Z1Kp1PcCZ8TZV0FKW1RuckkBoTwj8WbVV99YNUcCZ8NdJWUVrNoNfx4MU5bC9r4PUVhYEO57TR0vTI77//Pv369UOn07F69Wq/tRWkCV91y1SUUzEmJ4GRfeJ4cvE2tpXWBzqc00JL0yPn5uby4YcfMnLkSL+2FZQJX420VZRTI4Tgb1NyCTHpmf7Kj6wprKLe4WZneQPPLt/B7975iepGV6DDDCotTY+cnZ1N3759/d5WUPbD92qqpKMopyolOpTXrh/KFf9ZwS+fW3HYY3qdoKzOwRs3DsNkCLLrxS9mQslG/x4zsT+M88/iJf4QlAlflXQUpW1yukey/A/n88PuKgorbcSGmzgzPYZ1+2q48911/OPLrfxxfHagw1RaKUgTvirpKEpbdQs3M75/0mHb0mPD+GpbOW+uLOTWC3phDTEe49ldUCe6Em8vQfaZzEdTI20Vpd3cOCLDN/+OGpXb5QRnwtfUSFtFaS+5yVaGZsTw3+/2qGmV/aCl6ZE/+ugjUlJSWLFiBRdffDE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    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "optimizer:  <optimizers.Adam object at 0x118fe2ca0> maxsubder 3\nhp:0.24076540245478664, cost:0.10930632073555786, obj:0.13145908171922877\n"
     ]
    },
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     "output_type": "display_data",
     "data": {
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    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "optimizer:  <optimizers.Rprop object at 0x118fe2fd0> maxsubder 1\nhp:0.09275322223153994, cost:0.0016036806919252366, obj:0.0911495415396147\n"
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    },
    {
     "output_type": "display_data",
     "data": {
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\n"
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "for p in problems[0:maxopt]:\n",
    "    print(\"optimizer: \",p.optim, \"maxsubder\",p.maxsubder)\n",
    "    p.print_status()\n",
    "    p.plot_xhist()\n",
    "    p.plot_objhist()\n",
    "    p.plot_derivatives()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "optimizer:  <optimizers.Adam object at 0x118fe2820> maxsubder 1\nhp:0.23344955669561393, cost:0.1078649129417659, obj:0.12558464375384804\noptimizer:  <optimizers.Adam object at 0x118fe2ca0> maxsubder 3\nhp:0.24076540245478664, cost:0.10930632073555786, obj:0.13145908171922877\noptimizer:  <optimizers.Rprop object at 0x118fe2fd0> maxsubder 1\nhp:0.09275322223153994, cost:0.0016036806919252366, obj:0.0911495415396147\noptimizer:  <optimizers.Rprop object at 0x118fdd1f0> maxsubder 3\nhp:0.11338179482984387, cost:0.0185465222659115, obj:0.09483527256393237\n"
     ]
    }
   ],
   "source": [
    "for p in problems[0:maxopt]:\n",
    "    print(\"optimizer: \",p.optim, \"maxsubder\",p.maxsubder)\n",
    "    p.print_status()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "p = problems[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 2 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "p.sqra_perturbed.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x119e9abb0>"
      ]
     },
     "metadata": {},
     "execution_count": 22
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 2 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.imshow(p.x.reshape(4,4))\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "'Rprop sd1sc 30'"
      ]
     },
     "metadata": {},
     "execution_count": 23
    }
   ],
   "source": [
    "pr = problems[2]\n",
    "pr.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [],
   "source": [
    "#pr.perturb(p.x)\n",
    "#pr.perturb(np.zeros(16))\n",
    "\n",
    "a = 1\n",
    "pr.perturb(a * x1 + (1-a) * x2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "pr.optim = copy.copy(rprop)\n",
    "pr.optim.g = np.random.rand(16) / 10\n",
    "pr.optim.dec= 0.8\n",
    "\n",
    "pr.optim = copy.copy(adam2)\n",
    "pr.optim.h=1\n",
    "pr.optim.beta1 = 0.99\n",
    "pr.optim.beta2 = 0.999\n",
    "pr.optim.initialize(f=pr.objcall, df=pr.dobjcall, x0=pr.x)\n",
    "\n",
    "pr.maxsuber=1\n",
    "pr.softminscale = 5\n",
    "pr.verbose=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [],
   "source": [
    "pr.optim.min = 1e-12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "output_type": "error",
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-147-2edc33bba39d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1000\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m     \u001b[0mclear_output\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwait\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m     \u001b[0mpr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m     \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhistobj\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m2000\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/code/augjuc/src/optimizers.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(self, iter)\u001b[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0miter\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miter\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miterate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0miterate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/code/augjuc/src/optimizers.py\u001b[0m in \u001b[0;36miterate\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     85\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     86\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0miterate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 87\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcall_df\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     88\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mn\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     89\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/code/augjuc/src/hittingprob.py\u001b[0m in \u001b[0;36mdobjcall\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m    202\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    203\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mdobjcall\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 204\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mperturb\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    205\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdobj\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    206\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/code/augjuc/src/hittingprob.py\u001b[0m in \u001b[0;36mperturb\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m    214\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhpm\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhitting_prob_min\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhpa\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmaxsubder\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msoftminscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msoftminscale\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    215\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 216\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhpmin\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdhpmin\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhpm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrelaxedmin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    217\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    218\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcost\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpenalty\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mabs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/code/augjuc/src/hittingprob.py\u001b[0m in \u001b[0;36mrelaxedmin\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    128\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    129\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mrelaxedmin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 130\u001b[0;31m         \u001b[0mhps\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhpa\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhitting_probs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    131\u001b[0m         \u001b[0minds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msorthps\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhps\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    132\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/code/augjuc/src/hittingprob.py\u001b[0m in \u001b[0;36mhitting_probs\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    102\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    103\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mj\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 104\u001b[0;31m             \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mode_y\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    105\u001b[0m             \u001b[0mhps\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    106\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/code/augjuc/src/hittingprob.py\u001b[0m in \u001b[0;36mode_y\u001b[0;34m(self, j)\u001b[0m\n\u001b[1;32m     58\u001b[0m         \u001b[0myT\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     59\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 60\u001b[0;31m         \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0modeint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdydt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myT\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mflip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mits\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     61\u001b[0m         \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mflip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     62\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.8/site-packages/scipy/integrate/odepack.py\u001b[0m in \u001b[0;36modeint\u001b[0;34m(func, y0, t, args, Dfun, col_deriv, full_output, ml, mu, rtol, atol, tcrit, h0, hmax, hmin, ixpr, mxstep, mxhnil, mxordn, mxords, printmessg, tfirst)\u001b[0m\n\u001b[1;32m    239\u001b[0m     \u001b[0mt\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    240\u001b[0m     \u001b[0my0\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 241\u001b[0;31m     output = _odepack.odeint(func, y0, t, args, Dfun, col_deriv, ml, mu,\n\u001b[0m\u001b[1;32m    242\u001b[0m                              \u001b[0mfull_output\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrtol\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0matol\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtcrit\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mh0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhmax\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhmin\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    243\u001b[0m                              \u001b[0mixpr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmxstep\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmxhnil\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmxordn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmxords\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/code/augjuc/src/hittingprob.py\u001b[0m in \u001b[0;36mdydt\u001b[0;34m(y, t)\u001b[0m\n\u001b[1;32m     50\u001b[0m         \u001b[0;31m# solve the finite time hitting ode for state j\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     51\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mdydt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 52\u001b[0;31m             \u001b[0md\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdfdy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     53\u001b[0m             \u001b[0md\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     54\u001b[0m             \u001b[0md\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnan_to_num\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/Documents/code/augjuc/src/hittingprob.py\u001b[0m in \u001b[0;36mdfdy\u001b[0;34m(self, t)\u001b[0m\n\u001b[1;32m     45\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mdfdy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     46\u001b[0m         \u001b[0;31m# linear part of ode rhs: y' = f(y) = dfdy y\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 47\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mQs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtimeindex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     48\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     49\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mode_y\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.8/site-packages/scipy/sparse/data.py\u001b[0m in \u001b[0;36m__neg__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     49\u001b[0m             raise NotImplementedError('negating a sparse boolean '\n\u001b[1;32m     50\u001b[0m                                       'matrix is not supported')\n\u001b[0;32m---> 51\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_with_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     52\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     53\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__imul__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m  \u001b[0;31m# self *= other\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.8/site-packages/scipy/sparse/compressed.py\u001b[0m in \u001b[0;36m_with_data\u001b[0;34m(self, data, copy)\u001b[0m\n\u001b[1;32m   1200\u001b[0m         \"\"\"\n\u001b[1;32m   1201\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1202\u001b[0;31m             return self.__class__((data, self.indices.copy(),\n\u001b[0m\u001b[1;32m   1203\u001b[0m                                    self.indptr.copy()),\n\u001b[1;32m   1204\u001b[0m                                   \u001b[0mshape\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.8/site-packages/scipy/sparse/compressed.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, arg1, shape, dtype, copy)\u001b[0m\n\u001b[1;32m    103\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    104\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 105\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcheck_format\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfull_check\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    106\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    107\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mgetnnz\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.8/site-packages/scipy/sparse/compressed.py\u001b[0m in \u001b[0;36mcheck_format\u001b[0;34m(self, full_check)\u001b[0m\n\u001b[1;32m    154\u001b[0m                  \"\".format(self.indices.dtype.name), stacklevel=3)\n\u001b[1;32m    155\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 156\u001b[0;31m         \u001b[0midx_dtype\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_index_dtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindptr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindices\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    157\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindptr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindptr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0midx_dtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    158\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindices\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindices\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0midx_dtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.8/site-packages/scipy/sparse/sputils.py\u001b[0m in \u001b[0;36mget_index_dtype\u001b[0;34m(arrays, maxval, check_contents)\u001b[0m\n\u001b[1;32m    140\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    141\u001b[0m     \u001b[0mint32min\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miinfo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mint32\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmin\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 142\u001b[0;31m     \u001b[0mint32max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miinfo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mint32\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmax\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    143\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    144\u001b[0m     \u001b[0mdtype\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mintc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.8/site-packages/numpy/core/getlimits.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, int_type)\u001b[0m\n\u001b[1;32m    501\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    502\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnumeric\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mint_type\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 503\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkind\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkind\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    504\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbits\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitemsize\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;36m8\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    505\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"%s%d\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkind\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbits\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "for i in range(1000):\n",
    "    clear_output(wait=True)\n",
    "    pr.optim.run(3)\n",
    "    plt.plot(pr.histobj[-2000:-1])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "x1 = pr.x\n",
    "x2 = p.x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "hp:0.09102404080506525, cost:0.00024219448270201995, obj:0.09078184632236323\n",
      "hp:0.2405490135266192, cost:0.10930632073555786, obj:0.13124269279106132\n",
      "hp:0.1542480482766387, cost:0.054755808216606375, obj:0.09949224006003234\n"
     ]
    }
   ],
   "source": [
    "pr.perturb((x1))\n",
    "pr.perturb((x2))\n",
    "pr.perturb((x1 + x2)/2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "hp:0.09102404080506525, cost:0.00024219448270201995, obj:0.09078184632236323\n",
      "[ 0.00876961 -0.00456939 -0.01486309 -0.00456937 -0.00463552  0.00394439\n",
      " -0.02926508  0.00394439  0.01467265 -0.0048378   0.00442195 -0.0048377\n",
      "  0.00915146 -0.0037331   0.01013957 -0.00373299]\n",
      "hp:0.0911261159160818, cost:0.0003388493261706687, obj:0.09078726658991114\n",
      "[ 0.00876809 -0.00456426  0.00513008 -0.00456393 -0.00463091  0.00393953\n",
      " -0.0293037   0.00393945  0.01467832  0.01516718  0.00441456 -0.00483282\n",
      "  0.00917047 -0.00372642  0.01014075 -0.00372638]\n",
      "hp:0.10151569830121374, cost:0.01111539820144519, obj:0.09040030009976854\n",
      "[ 0.00897124 -0.01581332 -0.03271633  0.00420938 -0.00322628  0.01517662\n",
      "  0.00402    -0.00484608  0.00872006  0.01699892  0.01043515  0.01697993\n",
      " -0.00327607 -0.00482222  0.00402168 -0.00483266]\n",
      "hp:0.1542480482766387, cost:0.054755808216606375, obj:0.09949224006003234\n",
      "[ 0.00938481 -0.01807861 -0.05074122  0.00205442 -0.00046063  0.01707573\n",
      "  0.00082513 -0.00307328  0.01696368  0.02003289  0.01182787  0.01989678\n",
      " -0.00061559 -0.00293165  0.00083627 -0.00299659]\n",
      "hp:0.2405490135266192, cost:0.10930632073555786, obj:0.13124269279106132\n",
      "[ 0.04761124  0.00193417  0.01744981  0.02285358  0.00208886  0.01829802\n",
      " -0.00193938 -0.00204124 -0.00239278 -0.001788   -0.07643013 -0.00186263\n",
      "  0.00174586 -0.00171524 -0.00196415 -0.00184799]\n"
     ]
    }
   ],
   "source": [
    "for a in [1, .999, .9, .5, 0]:\n",
    "\n",
    "    pr.perturb(a * x1 + (1-a) * x2)\n",
    "    print(pr.dobj)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x118dfba00>]"
      ]
     },
     "metadata": {},
     "execution_count": 31
    },
    {
     "output_type": "display_data",
     "data": {
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Zo8/VxhZBHAhee8lK3v8Ll/H6S9csdFFEZIlI9i1OVKo+IwfQm8tw+y9u45af3cS6oR7MaiuPdoKWQ5KZZYG7gLcCB4BdZrbT3Z+tu+29wDF3v9zMbgE+Afxq/Npz7n5Vq+WYq8aZxdPlKhmrzQ7szWf58I2vPF/FEZElIN9kOZqBQo7j8YZXvfkst1xzcfratz/yFjYsX9gN6eejHS2Ca4C97r7P3YvA/cCOhnt2APfGx18GrrNkZtd51rj6aLFSpZDLsEjFEZEloLFFADNzAL357IzXLlzR11F1TjsCwUZgf935gfha03vcvQyMAckaq1vM7Ltm9i0ze1MbynNGjYvOFcvVNFEsInIumrYIemqVf2++s+uYxc5WHAIudvejZvZa4P+Y2ZXufqLxRjO7DbgN4OKLL258ec4al5iYLlcp5LJneIeIyJk1+2OyPhnck+/sOqYdYeogsKnu/KL4WtN7zCwHLAeOuvu0ux8FcPcngeeAK5p9E3e/2923u/v2tWvXnnNhG5eYKJarM7aOExGZr9zZuoY6/I/NdtSAu4CtZrbFzArALcDOhnt2ArfGx+8EHnV3N7O1cbIZM7sU2Arsa0OZZpVp6BqaLlcUCESkJc26hnpymbpBKJ1dx7TcNeTuZTP7APAQkAXucfdnzOxOYNjddwKfAe4zs73AKFGwAHgzcKeZlYAq8NvuPtpqmc6k2TyCggKBiLSgfkJqsuZQPpuhJ5ehXKyclizuNG3JEbj7g8CDDdc+Vnc8BbyryfseAB5oRxnm6rR5BBUFAhFpTdIi6M1nmSiWqXq07EQhl+FUFwSC4GrAbEajhkSkvfK5qF7piSt/iFoJyT7End411NmlWwDNJpT1dPg/koh0tlw8QamQy6Stg1zG0qAQQrK4qzSuPqoWgYi0amYrIDrO52rH6hrqMI3zCJQsFpFWJTOLC7lM+odlPlvrJur0kYmdXboFcNo8goomlIlIa5LuoMKMHIGlgSGT6ZzlJJoJMBAkw0c1oUxE2iMNBNlajiAZPtoNOcjOL2GbJZG5kiaLK+oaEpGWzOgaiuuTXDZDIZft+PwAhBgIGrqGppUsFpEWzdY11JPLdPzQUVj8RefOu8YlJtQ1JCKtmhEI6rqGtqwZSDe/6mQBB4KoVaCZxSLSqqTy76kbKZTPZvgvb3vVYhZrzoKrAeuXmChVHPfOH9olIp0tmVmcz9a1CLqoXumekrZJ0iJwj4aOAmoRiEhL6mcWpy2CDh8yWi+4GjD5t6lUvbZxvZLFItKC+hxB/fDRbtE9JW2T+kXn0kCgCWUi0oJC7vTho+oa6mD1S0wkgUA5AhFpRf2EslqyWF1DHS1j0Yih6XIFUI5ARFozI0dQFxS6RfeUtI0yZlTdmS4rWSwirSs02Y8gp0DQ2aJAoFFDItIezSeUqWuoo5lFi86lOYIuitwi0nma5QjUNdThspmZXUPdsDqgiHQuDR/tQmnXUDqPQMNHReTcbV7dz3t+bjNv3LqmK4ePBrfWEMRdQzPmEXTPP5iIdJ5cNsMdb78SgKHeHGbQ1wXLTyeCDAQZs3iJCQ0fFZH2evtrLuSilX2sGigsdlHmLMgaMBO3CKZLmlAmIu3VV8jyhsvWLHYx5iXIGjBjFq01pOGjIiJhBgJrTBYrEIhIwIKsAbOZZIkJrT4qIhJkDZgsMaFlqEVEgg4EtY3rM120gYSISLsFGQjq5xEoPyAioQuyFsyYRWsNVSoKBCISvCBrwWgeQTRqSPkBEQldkLVgpm7ROS04JyKhC7IWTJeYUItARCTUQKBksYhIoi21oJndZGa7zWyvmX20yes9ZvaF+PXHzWxz3Wu/G1/fbWY3tqM8Z5POI6hUu2rNcBGRhdByLWhmWeAu4GZgG/BuM9vWcNt7gWPufjnwR8An4vduA24BrgRuAv40/noLysyoVKFS9a7aTk5EZCG048/ha4C97r7P3YvA/cCOhnt2APfGx18GrjMzi6/f7+7T7v48sDf+egsqY9ESE+Wqk9VkMhEJXDsCwUZgf935gfha03vcvQyMAavn+F4AzOw2Mxs2s+GRkZGWCpxsVVmpOrmMuoZEJGxdUwu6+93uvt3dt69du7alr5WsPqoWgYhIewLBQWBT3flF8bWm95hZDlgOHJ3je9suGTVUqVbJKRCISODaEQh2AVvNbIuZFYiSvzsb7tkJ3BofvxN41N09vn5LPKpoC7AVeKINZTqjZB5BuaIWgYhIy3sWu3vZzD4APARkgXvc/RkzuxMYdvedwGeA+8xsLzBKFCyI7/si8CxQBt7v7pVWy3Q2GYtGDFWqTk6jhkQkcG3ZvN7dHwQebLj2sbrjKeBds7z3D4A/aEc55srieQRlJYtFRLonWdxO0fBRKCtHICISZiBIh48qRyAiEmYgyNR3DSlHICKBCzIQJPMIKppHICISZiCoX2JCyWIRCV2QtWDGjEq8xIRaBCISukADAVSrGjUkIgLBBoLaonNqEYhI6IINBB4vOqcWgYiELsxAkIm6hdwhq2SxiAQuyFrQzChVHEDzCEQkeEEGgowZxXIVQDkCEQleoIEASpUoEChHICKhCzQQGMWKWgQiIhBwIFCLQEQkEmggIE0Wa9SQiIQuyFowY0alGo8aUotARAIXZiCo+6mVIxCR0AUZCMxqlb/mEYhI6IIMBPWNAC1DLSKhC7IWzNa1CNQ1JCKhCzIQzOgaUiAQkcAFGQgy9S0C5QhEJHCBBoLasVoEIhK6MANBRjkCEZFEkIHANGpIRCQVZC2oUUMiIjVBBoKMRg2JiKQCDQS1Y7UIRCR0QQYCLTEhIlITZCBQ15CISE2ggaB2rP0IRCR0QdaC9fMI1CIQkdCFGQg0fFREJNVSIDCzVWb2sJntiT+vnOW+W+N79pjZrXXXv2lmu83sqfhjXSvlmSstMSEiUtNqi+CjwCPuvhV4JD6fwcxWAXcA1wLXAHc0BIxfc/er4o/DLZZnTtQiEBGpaTUQ7ADujY/vBd7R5J4bgYfdfdTdjwEPAze1+H1bMmOJiWyQvWMiIqlWa8H17n4oPn4JWN/kno3A/rrzA/G1xGfjbqH/avUD/BuY2W1mNmxmwyMjIy0VWsNHRURqcme7wcy+DlzQ5KXb60/c3c3M5/n9f83dD5rZEPAA8OvA55rd6O53A3cDbN++fb7fZwbNLBYRqTlrIHD362d7zcxeNrMN7n7IzDYAzfr4DwI/X3d+EfDN+GsfjD+fNLO/JcohNA0E7ZTV8FERkVSrXUM7gWQU0K3AV5rc8xBwg5mtjJPENwAPmVnOzNYAmFke+FfAD1osz5yYksUiIqlWA8HHgbea2R7g+vgcM9tuZp8GcPdR4PeAXfHHnfG1HqKA8DTwFFHL4S9bLM+cJDmCbMY4Q1pCRCQIZ+0aOhN3Pwpc1+T6MPBbdef3APc03HMKeG0r3/9cJY0AtQZERAKfWaz8gIhIoIHA1CIQEUkFGQiSAKAWgYhIoIGgliwO8scXEZkhyJow6RpSi0BEJNBAUD98VEQkdEEHAu1XLCISbCCIPqtFICISaCAwzSMQEUkFGQiSloBGDYmIBBoIMho1JCKSCjQQaNSQiEgiyECQzCPIa9SQiEiYgUAtAhGRmqADQU7JYhGRQANB/FOrRSAiEmog0DwCEZFU0IFALQIRkWADQfRZaw2JiAQaCEz7EYiIpIKsCTWzWESkJtBAoByBiEgiyECgPYtFRGqCDASm/QhERFJBBgLNIxARqQk6EGjUkIhIsIEg+qx5BCIigQYC06ghEZFUkIFAo4ZERGqCDAQZjRoSEUkFGgiiAJDPBvnji4jMEGRNqHkEIiI1QQYCzSMQEakJOhCoRSAi0mIgMLNVZvawme2JP6+c5b6vmdlxM/tqw/UtZva4me01sy+YWaGV8syVtqoUEalptUXwUeARd98KPBKfN/OHwK83uf4J4I/c/XLgGPDeFsszJ2sHe/jgdVu57lXrz8e3ExHpaK0Ggh3AvfHxvcA7mt3k7o8AJ+uvWTSr6y3Al8/2/nYzM/7DW69g44q+8/HtREQ6WquBYL27H4qPXwLm8yf2auC4u5fj8wPAxtluNrPbzGzYzIZHRkbOrbQiInKa3NluMLOvAxc0een2+hN3dzPzdhWskbvfDdwNsH379gX7PiIioTlrIHD362d7zcxeNrMN7n7IzDYAh+fxvY8CK8wsF7cKLgIOzuP9IiLSBq12De0Ebo2PbwW+Mtc3ursD3wDeeS7vFxGR9mg1EHwceKuZ7QGuj88xs+1m9unkJjN7DPgScJ2ZHTCzG+OXPgL8RzPbS5Qz+EyL5RERkXk6a9fQmbj7UeC6JteHgd+qO3/TLO/fB1zTShlERKQ1Qc4sFhGRGgUCEZHAWZSz7S5mNgK8eI5vXwMcaWNxup2ex+n0TE6nZzJTtz6PS9x9bePFrgwErTCzYXffvtjl6BR6HqfTMzmdnslMS+15qGtIRCRwCgQiIoELMRDcvdgF6DB6HqfTMzmdnslMS+p5BJcjEBGRmUJsEYiISB0FAhGRwAUTCMzsJjPbHW+LOdtOakuemb1gZt83s6fMbDi+NqctR5cKM7vHzA6b2Q/qrjV9Bhb54/j35mkzu3rxSr4wZnke/83MDsa/J0+Z2dvqXvvd+Hnsrls3bMkws01m9g0ze9bMnjGzD8bXl+zvSBCBwMyywF3AzcA24N1mtm1xS7WofsHdr6obBz3XLUeXir8Cbmq4NtszuBnYGn/cBvzZeSrj+fRXnP48INpG9qr440GA+P/NLcCV8Xv+NP7/tZSUgf/k7tuA1wHvj3/uJfs7EkQgIFrYbq+773P3InA/0TabEpnTlqNLhbv/AzDacHm2Z7AD+JxHvkO0h8aG81LQ82SW5zGbHcD97j7t7s8De1liC0e6+yF3/+f4+CTwQ6LdE5fs70gogWAjsL/u/IzbYi5xDvy9mT1pZrfF11rZcnSpmO0ZhPy784G4q+Oeuu7CoJ6HmW0GfgZ4nCX8OxJKIJCaN7r71UTN2feb2ZvrX4w3DAp6TLGeARB1b1wGXAUcAj61qKVZBGY2CDwAfMjdT9S/ttR+R0IJBAeBTXXnwW6L6e4H48+Hgf9N1Kx/OWnKnsOWo0vFbM8gyN8dd3/Z3SvuXgX+klr3TxDPw8zyREHgb9z97+LLS/Z3JJRAsAvYamZbzKxAlOzauchlOu/MbMDMhpJj4AbgB7Sw5egSMtsz2An8Rjwy5HXAWF33wJLV0Mf9y0S/JxA9j1vMrMfMthAlSJ843+VbSGZmRLsl/tDd/0fdS0v3d8Tdg/gA3gb8GHgOuH2xy7NIz+BS4HvxxzPJcyDaJvQRYA/wdWDVYpd1gZ/D54m6O0pE/bnvne0ZAEY04uw54PvA9sUu/3l6HvfFP+/TRBXdhrr7b4+fx27g5sUu/wI8jzcSdfs8DTwVf7xtKf+OaIkJEZHAhdI1JCIis1AgEBEJnAKBiEjgFAhERAKnQCAiEjgFAhGRwCkQiIgE7v8DaEnPGN82Z+QAAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.plot(pr.histobj)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import clear_output\n",
    "from matplotlib import pyplot as plt\n",
    "import collections\n",
    "%matplotlib inline\n",
    "\n",
    "def live_plot(data_dict, figsize=(7,5), title=''):\n",
    "    clear_output(wait=True)\n",
    "    plt.figure(figsize=figsize)\n",
    "    for label,data in data_dict.items():\n",
    "        plt.plot(data, label=label)\n",
    "    plt.title(title)\n",
    "    plt.grid(True)\n",
    "    plt.xlabel('epoch')\n",
    "    plt.legend(loc='center left') # the plot evolves to the right\n",
    "    plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 504x360 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "data = collections.defaultdict(list)\n",
    "for i in range(100):\n",
    "    data['foo'].append(np.random.random())\n",
    "    data['bar'].append(np.random.random())\n",
    "    data['baz'].append(np.random.random())\n",
    "    live_plot(data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "Python 3.8.6 64-bit",
   "display_name": "Python 3.8.6 64-bit",
   "metadata": {
    "interpreter": {
     "hash": "1ee38ef4a5a9feb55287fd749643f13d043cb0a7addaab2a9c224cbe137c0062"
    }
   }
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.6-final"
  },
  "orig_nbformat": 2
 },
 "nbformat": 4,
 "nbformat_minor": 2
}