{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy import optimize"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Выпуклые/невыпуклые функции"
   ]
  },
  {
   "attachments": {
    "sphx_glr_plot_convex_001.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![sphx_glr_plot_convex_001.png](attachment:sphx_glr_plot_convex_001.png)"
   ]
  },
  {
   "attachments": {
    "sphx_glr_plot_convex_002.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![sphx_glr_plot_convex_002.png](attachment:sphx_glr_plot_convex_002.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Для выпуклой функции:\n",
    "\n",
    "f лежит выше всех касательных\n",
    "\n",
    "для двух точек A, B, f(C) лежит ниже отрезка [f(A), f(B])], при A < C < B"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Гладкая/негладкая функция:\n",
    "\n",
    "Гладкая функция - функция, имеющая непрерывную производную на всём множестве определения"
   ]
  },
  {
   "attachments": {
    "sphx_glr_plot_smooth_001.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![sphx_glr_plot_smooth_001.png](attachment:sphx_glr_plot_smooth_001.png)"
   ]
  },
  {
   "attachments": {
    "sphx_glr_plot_smooth_002.png": {
     "image/png": 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xcx0/fW0/RZ7f1OL7mlus4blNLdZS8N8+M4z0AbGGU9mTCssm0gfE8vUJ1vTophZrbHlzi5aGdvDffz/MTs+5x+F9Ir1LfLlyKiwb+fdJIxjex7pfZ+eJKn7z1mHDieRSDpXV8KO/7QPA4YCVWWMCdmpzZ1Bh2Uh4iJOVWWNoezb2h1v2cbi81mwouajWVmtqc4PnIsmXxw/l+sFxhlPZmwrLZq4fHMeXbhsCQENzK/Ny82lt1YgwX/TCO0d598gZAAb1iuB794w0nMj+VFg2NHdKCgN7WdOjdxyp5A//OGo4kXzciTN1rNjcvj3Q8jkZRIQG9tTmzqDCsqGI0GBWZLq8x8v/upfjlXUGE0lHbrebx/IKqGu0HqV68OZB3DY83nAq/6DCsqnbkuP5l5sHAVDX2MICTY/2Gf/73gm27bf2MUuMDb9guyC5NiosG3vs3lQSY629v7ftL+d/3zthOJGcqqpn8cb2ISJLMjOIDtfU5s6iwrKx6PAQlmS2T49evHE3p6o0PdoUt9vNEy8VUF1vbbiYOW4Ad6b0NZzKv6iwbO7OlL5kjhsAQHV9M0+8pKWhKet2nuSVPda0o/ioMJ6crqnNnU2F5QeenD6aeM+E4Ff2lLJu50nDiQJPeU0DOet2eY+fmZVGz4hQg4n8kwrLD/SMCOWZWe3To3PW7aK8psFgosCTs24XZ+qssWzTMvozNV1Tm7uCCstPTE3vz7QM6y/JmbomFnX4bS9da3PhKTbklwAQFxFCzsy0S7xCrpYKy4/kzEyjZ4R1RWpjfgmbC08ZTuT/quqaWLi2fWpzzsw0+kSHGUzk31RYfqRPdBg5M9p/uy9cW0hVnaZHd6XFG3dTVm0tvyel9mXmmETDifybCsvPfHZsIpNSrUvpZdUNPL1h9yVeIVfr9aJSct+37n2LDgtmyWxNbe5qKiw/43A4WDI7g+gw67m11R+c4PWiUsOp/E91fRML8gq8x49PG0WC5yZe6ToqLD+UEBvO49NGeY8X5BVQXa+lYWdasXkvJz036Y5P7s3nbhxoOFFgUGH5qc/dOJDxyb0BOFlVf8HOAXJt3jlUwR/eOQZAjxAnyzNdWgp2ExWWn3I4HCzPdNHDs7vlH945xjuHKgynsr/zjS3MW53vPZ43NYWBvSIMJgosKiw/NrBXBPOmpniP563O53yjpkdfix9uKeJohbWVzw2D43jo1iFmAwUYFZafe+jWIdzg2Zb3aEUdP9xSZDiRfX147Ix3H/3Q4CBWZLkI0tTmbqXC8nNBQQ5WZLkIDba+1b956zAfHjtjOJX9NDS3MDc3n7bdqB+9eyTD+0SZDRWAVFgBYHifKL472dpPvNUN2bn5NDRraXglfvbaAQ6U1gCQMSCWr94+1HCiwKTCChBfu2MoGZ7hnftLa/jZawcMJ7KPwuIqfvG6NW07xOlg1f0ugjW12Qh91QNEsDOIVfe7CHFa51x+8fpBdp2sMpzK9zW1tDJvdT4tnrXgt+5MJjUhxnCqwKXCCiCpCTF8c2IyAC2tbrJz82nS9OhP9es3D7Hr5DkAUvpFe79+YoYKK8B8685kUvpFA7Dr5Dl+/eYhw4l81/7T1fz4lf0ABDlg1f3tFy/EDH31A0xocBArs1y0XY3/8Sv72X+62mwoH9TS6iZ7dT6NnnegX5swDFdST8OpRIUVgMYM7MnXJgwDoLGllewO52jE8tu3DvPhsbMADIuP9F5lFbNUWAHqu5NHMjQ+EoAPj53lt54bIgWOlNfyA88Ntg4HrMhyEe55xEnMUmEFqPAQJyuzXLQ9s/uDLUUcrag1G8oHtLa6mZ+XT32TtRT84q1DuHFIL8OppI0KK4DdOKQXD90yGID6JuvyfWuALw3/tOMY7xyqBCAprgdzp6Rc4hXSnVRYAS57aipJcT0AeOdQJS++e8xwInOKz55n2aY93uNlmRlEejZCFN+gwgpwkWHBLOswPXrZpr0Unz1vMJEZbrebx/IKqPXsZvF/bhzIHSP6GE4lH6fCEu4Y0YfP3WDtmFnT0MyCvMCbHp37/gne3FcGQEJMOAs67NgqvkOFJQAsmDaKfjHWeKo39pWx+oNiw4m6T+m5ehZ3GNaxZHY6MeEhBhPJxaiwBIDYHiEsnd2+NHx6/S5Kz9UbTNQ93G43T7xUyLn6ZgBmjU1k0qh+hlPJxaiwxGvSqH58dqw1V+9cfTNPvFTo90vDjQUlbNl9GoD4qFAWzdDUZl+mwpILLJqRRu/IUAC27D7NxoISw4m6TkVNA4vW7vIePzUznTjPn118kwpLLtArMpSnP5vuPV60dheVtY0GE3Wdp9bvpsLzZ5ualsB9GQmGE8mlqLDkE+7LSGBKmnUep6K2kZx1uy7xCvt5Zfdp1u08CVjn756elaZRXTagwpJPcDgcLJ6VTmwP60rZup0necVznscfVJ1vYsGa9qnNC6ePpm+0pjbbgQpL/qm+0eE8OX209/jxlwqoOu8f06OXbtxDaXUDABNT+jBn3ADDieRyqbDkojLHDeAzI627vU+fa2DJxt2XeIXv27a/jD+/dxyAqLBgls7O0FLQRlRYclEOh4OlmRlEeZ6n+8t7J9i2v8xwqqtX29DM/NXtS8HH7kslsWcPg4nkSqmw5FMN6NmD+femeo/nry6gtqHZYKKrt3Jz+3OStwzrxedvHGQ4kVwpFZZc0r/cNIhbhll7QhWfPc/KzXsNJ7py7x6p5PntRwEIDwlixRxNbbYjFZZcUlCQgxVzXISHWD8uz28/yrtHKg2nunz1TS1k5+Z7j+dOSWVw70iDieRqqbDksgzuHcn372nfzG5ebj71TfaYHv3sK/s4XG7tpnrdoJ586bYhZgPJVVNhyWX7v+OHct0ga3LMofJann1ln+FEl7bz+Fme84wyC3UGsSrLhVNLQdtSYcllcwY5WJXlItQzpv25Nw+x8/hZw6kurrG5lezcfNp2fX5k8giS+0abDSXXRIUlVyS5bzSPTB4BQKsbsnPzaWz2zenRP996gCLPzMW0xBge9ow2E/tSYckVe3jCMNISYwAoOl3Nz7ceMJzok/aUnPPmCg5ysDLLRYhTP+52p++gXLEQpzU9OthzLujnWw+wp+Sc4VTtmluspWCzZy34jYnDSUuMNZxKOoMKS65KWmIs35g4HIDmVrdVEC2+sTR8btthCoqrABjRN4pv35VsOJF0FhWWXLVv35XMiL5RABQUV/H//m5+evTBshrv1csgB6zMchEWrKnN/kKFJVctLNiaHt12l8CP/raPg2U1xvK0trqZ1+EiwFduH8p1g+KM5ZHOp8KSa3LdoDi+cvtQwLqNYF6uuenRz28/wntHzwAwpHcEj96tqc3+RoUl1+zRu1MY0jsCgPeOnuH32490e4bjlXWs3FzkPV4+x0WPUC0F/Y0KS65Zj1Any+e4vMcrNhdxvLKu2z6/2+1mfl4+5z2PCv3rLYO5ZVjvbvv80n1UWNIpbhnWmy/cYm3Xcr6phfl5+d02IuzP7x7nrQMVgLUdzrwO2+GIf1FhSaeZf+8oBng2xHvrQAV/fvd4l3/OkqrzLNm4x3vcccNB8T8qLB+0YcMGZs6cyYABAwgNDcXhcOBwOPjoo49MR/tUUWHBLM1snx69ZOMeSqrOd9nnc7vdPL6mkGrPhoJZ1yd5t3QW/6TC8jE5OTnMmDGD9evXc/LkSZqarMEPwcHBjBo1ynC6S/vMyD5kXZ8EQHVDM4+v6brp0Ws/Oslre0sB6BMdxsJpoy/xCrE7h9vfZ5HbyM6dOxk3bhytra2MHz+e7OxsBg8ejNPpJCQkhJQUe1ymr6prYvKzb1DmmUzzn58by6zrOncyTVl1A3c/+wZn66xC/9W/Xs+UNA1C9Xda7PuQX/7yl7S2thITE8P69euJi7PnTY+xESE8Myudr7/wPgA563cxPjmePtFhnfY5Fq0r9JbVdFd/lVWA0JLQh2zZsgWAqVOn2ras2kxJS2Caqz8AZ+uaWLSusNM+9l8LSthUcAqAXpGhPDUzrdM+tvg2FZaPqKio4NAha2fMW265xXCazvHUzDTiIqzp0ZsKTvHXgpJr/phnahtZuLa9/HJmptE7qvPeuYlvU2EZ9uCDD+JwOIiPj/f+u0cffdR7ZdDhcPDCCy8YTHj14qPCyOnw7mfh2l2cqW28po+5eMNuymusjzF5VD9meN7FSWBQYRm2d++lR2alp6d3Q5KuMXNMIpNH9QOgvKaBxRuufnr01r2l5H1YDEB0eDBLZqdranOAUWEZ9qc//YmCggIeeOABAPr160dBQcEF/2RkZFzio/guh8PBktnpRIdb13fyPixmq+dWhCtxrr6JBWvapzYvnD6afjHhnZZT7EFXCQ1ru1WhuNh65zB27Fhbv6P6Z/rFhLNw2miyV1uzAResKeDl704gJjzksj/Gsk17KamqB+COEfHc77nXSwKL3mH5ALfbTX6+9Zd57NixhtN0jftvSOKOEdZ5upKqepZtuvzp0W8fKOfFHccAiAx1siwzQ0vBAKXC8gEHDx6kutqa7jJmzBjDabqGw+FgWWYGkZ4tX17ccYy3D5Rf8nV1jc3My2uf2jzv3lSS4iK6LKf4NhWWD+j4jKC/vsMCSIqLuGAnhXl5+dQ1Nn/qa1a9XMTxSut5xJuG9OILNw/u0ozi21RYPqCtsHr06MHIkSMNp+laX7h5MDcN6QXA8crz/ODli0+Pfv9oJb97+wgAYcFBrMhyEaSpzQFNheUD2gorIyMDp9O/d8kMCnKwIstFWLD1o/fbtw/z/tHKT/x/9U0tZOfm0/ak6/fuGcnQ+MjujCo+SIXlA9oKy1/PX33c0PhIvneP9U7S7ZkeXe/ZLbTNT17dz8GyWgDGJMXylds1tVlUWMaVl5dfcEtDoPjy+KGMSbKGmx4sq+Unr+73/rfC4ip+9ab1mFKI08Gq+8fg1FJQUGEZFygn3D8u2BnEyqwxhDitIvrVm4coLK6isbmVubn5tHgm73znrhGM7BdtMqr4EBWWYW2F5XA4cLlcl/i//UtKQjTfuWsEAC2tbubm5vOz1/Z7x96P6h/jnS4tAios49oKa/jw4URFRRlO0/2+MXE4qQnWO6g9Jef4yWsHAHAGOVg5x0WIUz+i0k4/DYa1FVYgLQc7CnEGsSrrk+eovj5hGBmec1wibVRYBtXX11NUZA3/DNTCAshIiuXhCe1XAYf3ieTfJ40wmEh8lR5+Nig8PNw7ZCLQPTJpBEcrajlUVsuPHhhLeIh/348mV0dDKETENrQkFBHbUGGJiG2osETENlRYImIbKiwRsQ0VlojYhgpLRGxDhSUitqHCEhHbUGGJiG2osETENlRYImIbKiwRsQ0VlojYhgpLRGxDhSUitqHCEhHbUGGJiG2osETENlRYImIbKiwRsQ0VlojYhgpLRGxDhSUitqHCEhHbUGGJiG2osETENlRYImIbKiwRsQ0VlojYhgpLRGxDhSUitqHCEhHbUGGJiG2osETENlRYImIbKiwRsQ0VlojYhgpLRGxDhSUitqHCEhHbUGGJiG2osETENlRYImIbKiwRsQ0VlojYhgpLRGxDhSUitqHCEhHbUGGJiG2osETENlRYImIbKiwRsQ0VlojYhgpLRGxDhSUitqHCEhHbUGGJiG38f2IqAlGJkajOAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![sphx_glr_plot_smooth_002.png](attachment:sphx_glr_plot_smooth_002.png)"
   ]
  },
  {
   "attachments": {
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![c8b2b4fa34dbb68f7c75a530d0fc24e3c4a6c6f1.png](attachment:c8b2b4fa34dbb68f7c75a530d0fc24e3c4a6c6f1.png)"
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Screenshot%202019-09-27%20at%2015.39.57.png](attachment:Screenshot%202019-09-27%20at%2015.39.57.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def f(x):\n",
    "    return np.exp((x - 0.7)**2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = optimize.minimize_scalar(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res.success"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.69999998963257659"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_min = res.x\n",
    "x_min"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f(x_min)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Метод Брента"
   ]
  },
  {
   "attachments": {
    "sphx_glr_plot_1d_optim_001.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![sphx_glr_plot_1d_optim_001.png](attachment:sphx_glr_plot_1d_optim_001.png)"
   ]
  },
  {
   "attachments": {
    "sphx_glr_plot_1d_optim_002.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![sphx_glr_plot_1d_optim_002.png](attachment:sphx_glr_plot_1d_optim_002.png)"
   ]
  },
  {
   "attachments": {
    "sphx_glr_plot_1d_optim_003.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![sphx_glr_plot_1d_optim_003.png](attachment:sphx_glr_plot_1d_optim_003.png)"
   ]
  },
  {
   "attachments": {
    "sphx_glr_plot_1d_optim_004.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![sphx_glr_plot_1d_optim_004.png](attachment:sphx_glr_plot_1d_optim_004.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Градиенты"
   ]
  },
  {
   "attachments": {
    "Screenshot%202019-09-27%20at%2015.56.46.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Screenshot%202019-09-27%20at%2015.56.46.png](attachment:Screenshot%202019-09-27%20at%2015.56.46.png)"
   ]
  },
  {
   "attachments": {
    "rosen.png": {
     "image/png": 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iCgC4L+C+XFYW7+CfSzy0+INFPXUVT00xs8/rGuhAkJZCh5qgk6iogEGBCO2Jhv39OXz1OpThv+G7VyPkwT34d364b36JKwDw6L74Ja4AwJP79OQ++RVcPruPz+6jX6EvX9wHXFYUBr/i3gAA3OtliSsA4F7AvVxWAMA9X5a4AgDu6bLEFQBwj+CP4mX547L0K8gwalKG4WdEjYZfl/BoKcNfaU8d4zbWcUdRcocq2YwMBxSkA6OhUd6TffZ3/8fG78N/Xo0yfB5+Pc01q/fD75dpJ9SL++DfeXXv6dKvvLl3fokrAOCPq3PjyhtfZhjuLmq0lOErzCl74oP/wdyRS3zw97L+uusHobDj7i5x0WauN/0RzNaYIKmDXZS9iFCte2n//V35K/8N37+xZ/uAh+FhVoG+Dj8f5/qe7offPirKcDf8eZ3rjboZ/r2VxQIChvtLeLT4g995kCT94M8VIdH7kg/erEixyxTVar7B9+GwgtTvswbr6u3lGl2znX3tr6Tj7mF4eJjrb/o+/DerQJI46W748zL38H87/J1VoGEQhES3l/66pQyfL/11iz/4UBoS/YI57U588F95x93ScFGbm3hzDitI+tu1DF1vvJCORGgYBsnQ0WycJOmp08ZwM69Aw11pSPS1NCT6rySRAXwuw74ddwt+Ynu1UH6jwYEFqTv0P7ysR6cIlR35n8PXWQUq4OvwUzJ0NNtxdzv8lXTclZ2E4XZ+6Gi4Lw2Jvs/nMsQ/uCaX4X3JB6NFSMV0kQW3NSZILYk20J1elKnN1ilCFOFWSXrqGJKOO8nQ0efhl2ToaLbjTjJ0NNzMd9wVM3zeO5ehmOIipOKqWOi/EVjPYQVJ7RmdbaB1ttqzpIZqO92dMsKc75BaKXYSJHHSMMDsKZIMHbXJZfgy9z+/C0eS4t+2l13QRneN2lYROawgqWoHz9BAn2EfQ2ql2BUQ5nzvjCTne1Uuw0PRBwUdd8VVsVFmi5BWUlFF9N+Y/2u9AYdlICbw+q+DMo6xj4PArv/n8BWXVVLsGNpyvos77iRx0v5FSKIvj1XFVi9CmtmG2KXY751VgAlSTao00JL2UQmsm66XzWbkN3sYhvfuFQD+Drfv3evf4dbLEgD8N3zHJa48DA+4zHCqnG8JmxYhFVfFhtxMV27JEgDuyLIAyRwFnd5lQg4rSLv1llaPEpRfcKlbQvlmLyJ/239wL3+Guw/uBQD8yp/h7qN7BoDfw/1H9+yX/qVXpu/Df/6zfsUvvw4//Zt+xS+rDB3VolbO9/5FSKIv/xss/41/+gcA4FsQbEf8ivt4HZfyOudTybEb0Ofs+S+szsq7TL+edTCGFDoXSMRmN99c5Se4CmfY3/w++vBo0Rf+Hu4/uadP7gkAcElfokkrdWv9PPz6PPzyK/Tl/fDbL3EFAO6GP36JKwBwO/zdNOdbgiTne2URklfzy/IXDL8uK5OXv8nyDwx/LiswKtDVrfXLZHlZYfbhH0u2djsKnrn137zaBSlUI8k0E1tvif7zup4z7C+6iEKNfcTAKMOv4fOnbFMd2ocDsWfFJXNrBeLZ6nsCvSz5FQC4Gf7dDP/8Ci6HAfxJvixvYLi5rFyXtzDcXlYmL+/I8h6G+8vKdfkZhs+XlcnLr2T5HXx/Jy4vKw9k+R/48HKy/Hn1aaXLqFvrxDX8YWIfLiRq+lCxG/D6nUuatYwFUb9oFyTWTDR02tjtpxteW2v2t5dbItzH4jOLHXcZZhUopErmHjMRR9dwZh8OgYk42rPSJdqzokkrtWdFk1b0aZ28nLq1xu3DXyZLZh/ul8w+XIKkxjZq+rC/OZ6n+FI8zCOjdkEqprh9bB4ZdCq6mm+J4n3EjAbP3+F2VoEkcRKjljnenohS9YSJEmV+4cU1tsXmeFVLmrajazfxLgVJMjS3tN0p+2CnnGF/d9tHzGiQ82v4XMUcj7Fn5l4xSs3xBDW28Q+WmuNtR37+0j23pID+BKlWosgZGmXK2fZXvo9LHxslPXWMgo47CRLThz3N8SSmD/EPSmpsi83xtqyxjX/wb+EtVj2C0R8SMToTpIwaSbLvumiUK15De+6vhku/bBtmj0xxit2ij0jcWs0cj395k4n+Psr+U0EWnNpWLkVnggSj8IQnm2XfRa+GLk7P+lKDWl+1iFbHVslDRkGKXdmE6CHaZrU4tjle/IMxLyJtrY2wYKYtHRTG0vMqGTrCLF5M6tV2ZVTnGBY+cvbc37/DLS4B4M9whytqU+xCyiZED5GYPhSj1xzvY8kHJ1+ioBVqvgESOhCkpbTNFN8NE6Etvpm9D28OAOBmgDcHN+OT/zB4WUJx+j3c43IpBbNaSNjZHG8+JFJrjvel6IMLi5CEV6wG3WrLAQWpd/LjZGpFaIt7aZ/9Lflm5y49U8NVpd65t3/DzTv39nu4AYBfw2dchi8XoW1C9OY53xLKJ/rbuAgpc6dou6n357CCpL+3NAW7KDWLEKXWtqnb35sxTvIIRkhQmf4NN96PldmzvnevP4dbmJqIQ8KtNUWtFLs9qWmO120RUkNLYv0R2GEFqYm9UC3UNcob0/3+DsM7Eg54NZr9ELNnxZdRe1a0D6durcyzFd1aF9E851vCtuZ47YqQdr7a9d9c/WXZnQH91816lGTHQVkwvbz1Lcsd/+ievTL5ZcqtldqzwtQ+fNatFYhnq7dnhX1zviW5DPEPCoaOynIZuFvr78uSubX6JXVrHf6uKkLq9xm6Gu649LV3uLV9bTYi2eyOdg0A4M1dOuvemDtb5OU79+ajIrp87169COGSvvzgXnxURJdMgWYFCQK/cHzJTFrRpxUCt1Zmz2qgSSv6tF6XD1O3VvQLp0ujlMNGSF08a0SjBNdneJTabD2RUH2mcZKwp46ykenDyhpbdA1Hh1ZcMntWfEntWdGtFe1ZmU8rxNxagXi2xhQ/sGcdTVrRp/W6fJm6tT5zn1YAcE8Tn1bmF76ILeax3aj50t8qHlaQ1LZ9R26gRw67j6t76iQdd6zGVlJy2zB3vJbpQzE6a2xXstFdo/9mPKwgqeKwDTSh333MPTayFDsBeuIkRi3Th4o1to3N8XavsZ3/5tilqD+sqchhs+yaU5w5pj81E+loUzMkd+FmuC4BJpPZ0Y9MU+wk/BVMY8EoMMerZfpgNbaiL6/RcRe9FA9wi8k5bITU5LGiSpTQ0fVHN7WjzZ5lGAZ4dvDsAOCyfHHwMq4AsMlW/w03//wEqyO+AglfFqfYLfpIrXmVJDW2tZB4EUlrbJcd4PGDgpKmVh13ISubNf3B1mEFabf2sd+uqjL0X9N7wPTp9XLevSz55d/hlvngMVhPnWReJdZTV2tepQJ71mPPqyTagNIa2zWsbGH0N1AddNmxfiH0Tm23Rf0Xci7k2Pvr926++/FuuMhP9CWMsnQ7wKu7LP3LNwc3A8qSX2FueCkK/PEkKXYFdDGvkoRta2z/W3WDLOoDP0aHOUO7ILHncTwH+5+M3RplJdfZ0v1VstmL8NvsxgIp/uf74dJfJwd1CF9iToS3Z0W3VuqGNyoTyg91a30AeMjKUkGK3VHnVSqfEF1SY1tqjidn0R3EHtO7u/uiaO+yKz7KVXqWmnTHNbyw1uxvL/fD2nMaxkmv2S+5GSbJEfiSDEH5Z/Ef48pDsPSgPSv1aWVueCmOmmLXPOd7iyKkAoRXsv7+9r0jpN3mzXOlXnbH7p4KOcP+LtrHS0YDch90zSF3AwDA7XiZ3UZePgPcA/guos8ATwCfAR4BvgL4J/IZJRkJ7Vnpyw/u5edwB6MyMXtWv0Q3PKRWip02Os35rkXXbuK7RkjYQ8JorttnTkw46v7K95HOMnxZvx/gflwBgLvhoj13k5f+0fwF4GVcAYDncZl/KH8USNHDNEJihJl7zIsodCECgE/uibq1fh/+oz6t+JK64c1iOd+14qQqLWHXd/SugqRKt5s0ysMK1v80rm+xv82fKjz0cMkPLK44AH9ocOlX3salX8n3EvmoqDq1csej9qzMpJWa430dfqJPKwRurcyeFU1avU8rXYY0z/mWsGfOd/UbU8ldKWfvMSTWtlY8XpJvbiJCDLlRGHqC+eUaMVvUQKc+ngeP58rtXIl/UncfL7PX+LEM9+G6AnCZRc29H1feXZbuHWxx+z4DzM7K9wMgN/eRmIKJ1WdNH5g9K5q0UntWNGlFn1b60l/et8Pf2+GvX8HlzfDvZvjnV4DXd43LG/BVXri8rNxOlpeVu8vysnI/WV5WPl+Wl5Wvk+Vl5ftkeVl5uCwvK/9NluNkIBcGBWLAWjkNm5SnTZdd8XHxnx1inaTsmzXXPP9w38LOkEf3xT9ypkDDSmpViS+pVSU6V6JnJSx1rny9LHFFLgkw51yJ3snMRBmolfLonTwxUf5yWV5WPl2WuCLHvb/MF5D7H5jXp1eAmcTtIh7SnXUsTvorMH1oWGNLwWcvfPyC2EMYBI9i4TUPgT0rXvD0mg/92QECe9bgmgd65Y8mrejTSpfo03pdKi4Vjzab2tCeZQfBecU83dQ/Y7Po0f9QEOXJffK9H5Rn9zHV+4G8uve3QVv75t75J9AM7g2mbgPBPzAT5aiVcuJR2z3CXCIYuPHBM/c/X2B2XMN9hODIVeANIHt4AABeBJ11T+JEBuQhXV0bRVJjy6hVY8vYc2L1YnaosRW2Qps2VvrVCFoJ0qaJDEyxVJ0G59x3FtgDPLovZXN9vrgPs/qU2AzY7sp3T5eekNz//IDs9NwAAO4b7wOJ/M8nyEaVAADuA8weJPcO5vS6BMlg0mONzrqG01gwak2s3rzGVlLSJKmx9QhbIVWNVRP2TmqgXWqbPg50GhgBwJP7FPbdPbuPYcAkQRQbuUhs5F5h9qHcvcCsk4B7EsRGP+Zjo1q4D9U66xbELGJ+pDvr1k9jIVEgq7HNfbC0pGnyJe2aJv2t4t4REotdtnsi6OJZo25sFO2sY7y5d2XXpHuFOZsbcM/zsVEx7pugs+7TJp11El4Eg0lPguyGNdg0Filq1dhWITRC2w39rWKDLjsc42GDPUaU4tjo1b2fjY2iuDdZbFQ0mu8eBZ11D4LOui+CzrqPgs669/OddU4welTA0lKkv1O3Vv9yHwWqMo2FNkReRFvW2EKHWXBb00CQMB1u0whJOWWJdile3IfZ2CiKZDBJ0ncX/2Cng0kz/wJvgs66glKk+cxv74P35q4rAH+GO+rTii+pLZ6GFDvQN69SMVU67iJf20MW3NY0i5DCdLjqv7LRN++GwkS75AefBYNJgkS7HpFkfktKkQqJZ/FfXqJJq1+JuuHBIVLsmtfYDp87mBtCf6vYLMsONj4Bap81fKIdM2jpKNFO0lkniY3iH9wx87tWKVIBkszvh4xvkHhidT+VLS79is+GeO9e/QqatFKfVnz532wAS+gxxa75vErxX9xGOdS2ikibLrvo+knwlxq1ZvniHql1GDNooY4s2yXaRamVaBf/oMLOurmDVKsUieKV6fvYX+eXD4Hn9wuQydSjsNZXPLG6lyU0waNuePgSTVqpT+vD8MBs8eI7WCnFrha1prGQ53zLydf1n4HGhbEnyWug+8gutS/uEbvsUx4tQJxa0CsMAscwdGRh1iySLYxmfvP/ESTaxT+oLPO7FmHm993YfXc/XfqVz+PSr/hD8kaM8mB0yXslzq245NwsLrEpmFjd19gyk1b0aYXADY+5teKTFnvkom54wnHTWjnfxWw0dESJ6tAZWkiksSBtl9fQ/CxmRMjjpYi9+c39CDtJHtwDzh2QMg2DmD+eX6FeYSnHMDQNuy7RHIwsZ5FkfksS7eIfrJT5HZYiDf8u4dFlCZclrgDAzRge+eXtqEZ+6XXo6o/nl++uRnkA3Lk19Zieq3CS9dQh/4YbYZyErMwdj9qz4kv6pIUPXvikxToD2LMXkCewzLMXmuOxazvPqqGj2nESo2IL2bxVnKUD66AyDuwg/uAewu6RaNqeh3qFoXVYyjQMAusw9Apj5pV+ySwsmXmlXzILS4l5JRC3SmZe6ffysvx16a/D5WXlN1n+ufTX4fKy8veyZEZ5ANwf7/ryI1kGhq2SQakCZiqcgp66pWFTQe54QY3trOkD6wlg9qzUpJU9eDE3vKgx8bP7yB652LMXhE9gd9NLnV3hMZPWkbcxIAAAIABJREFUHVipKPp7Ag8rSLtRIELOuTA2+uIew9jom/sRzqsmIZolEfWAYGRKbjMulqFzK0DExRJgYtg6eZnxx4u6WD7NOLf6Zd65FZeUPSucJINSHHFGA8LiJElPHUOSOy5J1WPsWWMLsSetWXvW+IXtrlc4kOt8PbN6o19RVrK323fUHLo79omEQmjfHfLDfUuNJ+fRW3JblCWhnDoVTvm8BkSc0YCwnrqCaSwk1Kqx3XMeW+m0gTXagUVf0mnjmafBBH1sutilXyKUsepnazsRkg8mSSiOjaKsKrmVZEkcpuT278z/FBCpcPJzq98MF2Wi4yTLe+q2iJMYG9XYSqiVOx5FUtK0NQUWRPo1rLMuu0E8o1IVzWgSCc3mNSDFsdEJS24VVjiV2xG9uMsSV4Bnqvwbbv4NN37Ff4il2EkomMZCokDKa2w3TdXbiMO4ibc0V9XJniIUjY2KqW5H1GnJrSQ22pOKFU5wPz2yd8NFjWCUpVcHr+MKeell6e+cG56kp45lNNg0FhWpEsHoD4MydBYhZWaMXcP+kZDPa2C18RArjI/mNUQT7STsP7dFFFHJrSA2KmbPktsCcpnfLwuvz9vhqlJL3PD+jE8HG/XUMXaexkLihlcwjYWGLDj9D/0ZOnP7lnfZLfqHVqcQTVwgVhUPsdr46PdE++6UzG0h6axrXnJbrcJJ1llX+QmWxkkwKpCcJW546In3axqoKk+xE05jIXLDyx5abWLAmkH9wdNx3L6ZvM3WPKu6dN67V3wgZa4tYZE8WrZgSXxYGx9SNzbaNNEu/sFKJbfa5rYQdtZN9JopUAGV3PCoSWvKDQ/pMcVuDRpaf9bKqWr0ohzH7VsSOSk8H+/d69+ghf7gXv4EIcNH94xzCkRdW2hVvMSsRZjXsGmiXfyDwoloextMkiCZ2yLO3TQwug1eLqxekuSO0xCfBfq4pH3RGPFj3E9D/1QHgCSjgVFr6GhNzndZCvHSjyj58lp05vY9O4YU6lwXp2ELJK4tBWYtdRPtDjWY9HfufwSlSAuoEietdnmYzdxLBfogc8PDuJ8+YOFLDPr3TLEryPkWtkLnnACBsndhLEyPi19fpBmzHX0sVFJ7GpxzBbER8sk9/QpihKVpe8yvReLaknEPi3qIRc1aUqyaiFZ95jczyoPAHw9fMpe8u3EFAOBuiaixOGm1y4MkdzyssZW4PGCqHob7cje8lEE+fd5a5IbHNm99ip2SVkj/0/nehbFRs4YtzpaSK2ALPrrnUIo+uaeoHVH1ktsCGzEIXFtquYehSx4a5QEE/nijSx4zyvPLiV3eT26U55cTu7zf3CjPL5k/Hq4AXG1b0SjPL5k/HjPK80s0yvPLSw/To7vI0t1wXfEszWiAoLndq8Z2qctDJnecPk5VccPLPWCNj1mSB6woDVVBf6vYoA4pZOdt0AnNa0A+uJcwNqpLk5Jb1Ce0EUMnMSiyEUOjPL9k/njMKM8vJ3Z5eX88v8z74/nl6I/HDFvrj8E/OgCAp3HpV26HyxJXPGwASasbHkNYY1slVS8kfK5iBsRALuNFZBwW9EcwW9Ogy84OOsXf2/v03RXHRh2V3B7KjihzkL4OFxHyfB6usuSXz+7iM+RlCd2G6DLDcje8ghpbVlQrqbGtlarHqJU7vpTusuC2Zu8IiVYg1c2yi/5QB7w5WjzPihNrIbcS76jk1uyIRDy7yfJ5dBsK3fDwpQw9cVKBG54kd1ySqnc3/KmlIjs0Wfpbxb3HkEJ/1e1+a6Nvrohz7tp/8hapT/SyFC1OhEp5DXmUlNxua0e05aSCBUgqnC58jsVJyP1wkZ8UzA0PX8bc8PzLHdzwJDW2yt3wytihydLfKrYpjN3/R3XCH1jegnZ3qk+0ShGr5VlxIvuJsnlpF6HFjqj13Ba1Sm635X6aLH4XvEy44fnl35gbHv36c7rh1QIbBP2hzEZ05mV3AOJuEW9OOtUNAEyVCcsS/Uq0Wj5llOeR5zUUx0bFJbdxOyLh3BbHsCMKK5yiA0j05fOSOGkWmrkXc8ODsYAh6obnI/vjueFtESdhg3Dap/bDCpKqR4xCy6JYR9U79/YvaIxpWgTTJ1Y2D3PV8ouI5jVEE+0krLIjOtNgUgXCwGiNG54n4YbnH5tSbnjY51w23d+eE862omJTpqpVjHJYQWr+iCEUocswUvBuZMzEuVCK3rm3MEMvk7bHyuZp/bxvDtAlL1Mtv4ho393+iXZ7zm0hSbRby+cBPg+XFXwnM4BUJU5akTuecsPzKyhOtOc5jO83SrGTsEWKnZCKTVnzVnGWwwpSEyqYt4bDSPvCfFyiZfNR+5ZotbyQfuf9K2Zt5veDuyz9CoqTX7kvuoTybngSghpbYe543g2PPkVJ3PDwcSqFwhQ7z/pJDHrHBGktdRzE8wNIRX13yMqSptADIu/jQsvm8/YtaOJC7VtSNE+0i3+weeb3wwA/HPxwAHBd+pX74aJMuMxnNEi4CeKkhdc8S9VbmjsuccPDrj9mh59xw8MHqTzbpdh5ZhsQ/SHOSvoTJGH10m6+uXUuEV8ggtWLQ7AkyKVI7v6QsiNaU3Ir8cejDi5+mfLHCw8Js2+5LG8j/XWU4kQ7bXNbzONl6dFdbB38krkNhc54oU14wXgSgbk8SFjphudZ5IaH16rcDa+sz7kiBU2c/gCrM0EaxBP0VX+U2G4uJefctY8F6xZpgQhphrE6RAnyDHKhHVFoLIYWeSDzcfEuRHF/vDtulOeXzCgPIPDHw5cZfzx8mfHHw5cZf7zf3CgPgPvjwcNw6azzfB8u8hN9+XW4qBHAVZzQfIgqE/McEtK/Gx5lkRteQzIWRJKP6KQzQUL2ObJtJvR7dvy5ldUtvjog5YoQKwfZzY6omK3tiNAfj7nkMX+8SV5Ywh8PLfKuS5k/HlrkAST98dAi77p84P54aJGHy8ow26EnN1EmNMfDjmVzwyNoyILTrzRC+hOkTQ2HoJUIzfISqFRYwBiUK6ImRaUoinAYCXTbEfWbJSGscLrwkA2MvpPACKZxEswVMwHxGWK2Q+iGR7uXoTyjAfnbpxuetiw4/f1yGfoTJGGX3aKzokWEnl0kPyqUIgB4dfF+FVax+OYgKFTEcsVobFSXHUput80gj7k/SEpu95hw/WH7dieaO469ysDdhthYX9i3vDKjAZS54YVthQYxyLRgGjYvT3+CJGRWV7SIEG6AUIoyvMZKmtAijy6dA2KRB0G5IrKDlXiU4tgo6v4gKbmVuD/EPyiccF0SGy2qcPriAAC+D/B9uKx4MgNI4cu8G54cOuRJYnfmhgex7mXG+oyGhm54zVsSBlMgbZsXchxBknTlqRKhCDS1ISVFL7HYKBowRe2IaFww9cdjRnkQlNPTKkXKyryGunZEEqJ2RBKaT7ge4Zu7LL+N+gREpaoQxkmLcsdRn6a2Q9HuZRrEZ9guo4FSNpESoiELTmMrl6UzQcI5Z8MDLenK0356WPlImNog7Ltb7ozHelewhJ4tQ7s8Vqi4KEiS5zVI7IiKrcSjSAaTGk+4/nO4iJDnv+EqS7j8OgAAfB2uK55FbngFhLnjoctD2uQenAvd8GAazc/S0A3PU9DabNpA6e+vg+4ECUbhyfyVzbTUxWkAfy1iZwsrHIHYZNWpYaT0D9SyI2Il9MyOCErr56PsYCVebEckobEdkVcmZuvgZQltHYSwOCnvhldAmCw+dcMLg3jmdp+3vfewnrrtJpxlaGiFJEPvzelPkGZhMy1pj4ryPAb6hJNVR0tGUsNIccds/ma05HYpzB8vLKGX188LaRAbxfIa2iTa/ReLk+hLWq7kq5ceiEr9cNx2CFWqrk04xFweVuSOs6g96ikcdbsPzYfYr0hS7KIZDRmUtEJKNiPDAQXpIDy6awcLfRN7V56m+gSxepGFfXdRVpY0haBKzRbSo6FLvn5eMpIUzWsoTrSToG3evyQp2yEIzIdANp3SGqrmjkfd8EJP4Uw0H314WkkmTNEfwWyNCZI+fiSkKHzTQ5WJloxgpQirF1nnjLenHREu0dmF2RHREvqMPx6+jNoRIc0T7eIfFNgRzcRJD7E4CYm6PLCu40eiUmHvcZ7oABJ9ub0bHkvVC3PHWSjPHpLYy5WylHFY0B/BbM1hBanHZ43LMBIjL0X5YQBa2OhLRmKucMJhpJWsd8bLz9iU8sfzKxk7Il5CM/XHQ4s8ukRfIhDbEUnMWxcPJv03TJZMhyrik8VZ1/HTOMbJzIdW29+xOGm9G54E+cS1S7P1MuysQPpbxcMKUsfPGt9JQlSBFEWra2keOStpfHEwrRRJ2eVV77tbQ9T9IZq2Nws64zF/PGqUhy5EzI4IHYlAZkeU98djRnkQ88ejRnkAAJ8cfHKXFRhlCVcygdEil4cMT1N9io5x+mA9Eyettr+TxEksMJLkjhek6hWzg1robxUPK0jdcb0cWfIuU6bHtBQ9JaQofDME/YdiRkQQq2esPqsFLLEjkhCtcIqm7UmQZEnEMxlJlkTKHw8t8q5L5oz3fLXIw+WFX8NFjWCUpS/uUjb7MFwMHdDWgclSnuKiWuY2hJ5DtA8ZX6aYDiDtFiftpkCMLrLgtsYEqSVhoa5z7vKEi9CcXSwoYQlR0YApI0XCkqaYEREWMIZ2RGtY2XcntBIPKZ7QdtWE63O9ocVzZHC+BPoERKVgzia8LrTrGEikHrMdEk5+FcZJG/XUUZX6b/i+UaiBX3taZTqsIKk9o8vcIr65MVUXn3CJPnnChN2lUpRyf4g+wKJKOb6MFjAK8xqKkbs/SGKjqPtD1I5IgiRLYk2F0wQaJwHAz+EiQvQl6hMAfHPc1oGaD2UCo0VFtZLc8YTtEJDe43xncp7ZjIaQPXvqomwkeGpbReSwgqSqt7TEsuhbECohoT7RnN0wVdcTtSNaapeXsSMSGBFBUMAIVfMaUhS7P0RJWYmLMsirW4kzHVoEs3Wg5kMYi29BvqiW5kSwnuQxUo92JmOX8kYZDa2oqCKqWsUohxWk5hT75l167aJqRKWI8YNk6NHKElZQQlMbUlJU5ow3EmaQe1mK2hGx0kVmR4TIZ7Uoy2uAFX13UYrdH0QTrmfcH37FAqPUy2iyOFWph7T5UN6VNbS/W19jy6pow0jdOSB9yBnzISjKaChww1tKVHv0q0hFTJBqUsW89fIlmDQFwHvtGA+xZHFPaESEdkTRUpIaznhRUnZEQKoXIbAjYqX1rIBREi3tkNfQfJol+DXAr+Gy4mHCswZq64AdxczcoYx8UW1B7rgP00kfMovU8SXztmexe0MWzVFwSA4rSLudueoO4tcvoem8NFcK9SmqUj9GT7xUSVNoREQrSIDYEaWGkSBpRxQtaRKW3IZpe6yoPmpHlKmoRyOiPPvHRvEPlk2z9MHBBwcA8NHBRwcA8HO4LH8m9Cnqypp6GS2qZR3FTJ+orQOLk1b63dUoqkVZipoPfXAvLGQPY/eGIcvKn9avZ10KkuSw7uabu8UPOeeuT7ueMJ2XLQHiIuQRGj3QmhJmRJS3I1rn/hDNIBe6P0iMiKg/XmhHRI2IUtSdZmmrRLvfw1WWcBnqU3UWmQ8xMgNI4UsJq4tqIWYcTB+JlFCgLvp7//oTpFYi33IupU/uMnaNbQpNl0pN1OaJGhF5oiVNNIOcFpFES0n8za/+sQur65kdETUi8kvmj4dLdCSiS2pHBBtPsxT/4BPAnwH+DBf58fyevqT6hJdQOEgpcWWlL2eLallHcbSveFFCDbK6qHb9xLUbtUKLvjZjQdQvnQlSdCakTX8O13f7Xf+jlyDpUxAqIV/cpSsGO2QwnRfmJmqLBkyz7g+hERFMq0ZGI6JobJQaRorGRmtKbqNpe0KYPx6+nLUjuhn+oUUeXUrsiCa+RFM7IqR83j+mTzA1d2DmQ1tDO4pD8yHsMQ7jpIW+4NWLammyOGuFNGTB6Q99hPQkSIvUqPgqaT6r7ORH6WA1BklfXLL75Yu7Puqm7B4KpCgDK3KMGRFBrIJkpRHRSmc8edqeBKpM6EKUsSNKGRFBYEfEnfH8MuqP9zsbJ2VI6ZOvn13qyorkXR4oTJ/8E09oPsS44b7g682HhMnirFnQJgZdu4n3JEgA13nKZ4/soqukuQglwSFrv/w1jgeEZFSKJfLCVJkWGRF5ZkuaYkZEzI6I1Y60pe6E68VZEmHCnuMzqQIQZ7zLQ/97B78HAIDfw2Ul5Pe0XOlX+mVo7sCGKtcgL6oNzYeY7RCQCFRGWZzEimrz7YOGFj8/f+meW1JAT4JEZ95bf2T1itCIcw7+TK9vzKcCkkwFCYmCdHUtm6WNGj18zqpUNGASGhF5YnZE0doR32cin9VC7oy3aJ51ZH9nvChx94f37roEmOjTx7QOSUjpE+0TzriyZgKjAkLbIU/MfMgH5TvY31G0ZcFpEMhF9CRIeei05Zn/wXWdIgSZa+iDgz8DfHDXVuZjQp98r10oRaERkYdVmfwgKoXyI5eiDNE88qgRESlyZHZETKK2mNWi2Bkv6v4QtSNiRBP2hO4P8HeAv8NVjd6PIbV/fMGwKRyMDOOk2aJaOk5JzR1YQk2+v25NUe1dkDuOKhWLy2fNhwpswoWtvIYsOLWtXIrjCJIPnvAi6LfmmW7kNUjyyVQpQn1iw9SzRkShSmH+bmhH5NuIlBSlnPEKSm7H8kZI2xHR2sbiXAZE7v4QtSOSsMoZL9/EUVlCPkz1KayiXWM+5GH6xMwdtkBeVPs6BuLTuDxqPoTjl/k4SdiMaGttJI/szelSkPKdpP64H8o39x3pkPkz9sZ8dNdlCBupjqZRCY2I8B2ITR4Kc3ZES6VIVtIUNSLyb4bFjCC2I5Ig77uLDiYx6rg/hDoEcImn2ctQn2AaPOXdhmaLallvcGg+hL3Bi1xZqxfVgtR8KBWaL0JDK4TjHZrpUpDysOOu/xzkcc7BvwHeuevz7/uxKwaXCKpUtK7Wq9TV7iExvJQxIsJn3rDK5C6YOTQ1jJTeVbn7QzSDHN+MGhH5XpdFdkT7z2oRRRQb/R2u66EOhVB9wguGVtHuaT5UZkFUvajWk47Lt07L1qBbbTmgIPWO9KJ87676lE+y+hSUNKHvAyRMHxh5IyJUKZa/S9N2b4lKRYeRYlIkdH9YBKu6RxeiqB0R9SVK2RE1cMYL8xreje3d37GDN0UYNmHWA3N5QHOHUJ8K3IboS9obDFNzB2brMDuAtJS8+ZAsd3ylbGQ+3vvT83oOK0j9Pmuwi/LS/fhvABibGx8q/Z3uYBg85etqPaHjA8uhykhRFFrSRO2IMH+XlpUwU6JSqpc0LbIjokZEUTui++G3JK8hyjL3h3fuokzvyNCjJxUnMX5P9QmmFnmYMuNhOrSeaLfwfWBUz8i7shYU1U4JU/VWykZDhwX9reJhBanrZ41ENqC7LpkysSVAcoQAYkZElC/TadxY9tRSIyIPLWkK60uAlJWwJUHujJdyf5BnkEvS9pgdEfoPUSMitHtARyJcovMQXaLdAy4lk9K6N7g8rwBcenc9oTil9ElSVEt7fYFkzVB9ygdGS4tqw25h2MV8aOrysCk7N1P6W8XDClLXhNeNcw5gAMAlcGWKQgexUZyiMdOXhAcETaDC7F7m+CAMmJAwg3xq9BCaEoXZurPDSLWokkFO7YjQeYgun9wnaveAL73RA1Pqy8rUiOiqQzCVJZgmxQBM9Eni5hAtqqVW9DA1d9iU0AUYAluH28B8KMxomIMFRv+Gm61b8y6y4LbGBEkL+YR1uGoSjEuYKBO4SdjkH4GjdbWh6UOqrhaNiGj6OJAEX4hN3eZFSChFSJihF9aXBNUkEvlZaUdUTMUM8rwRkV8CBDqE/AuqlHAAEscdwypaeVEt6hPG1qnEmQeBKysSFjM9JTaAdQs/T1UKe4ZZ53Cp+dBGstFFFtzWHFaQunjWiHbNzV2U+NQ2EGUaeUfCplCNUKWo40PU9yFvRIT6xBKoIJ03tcaIiDIte/SPvVE7Il9KskaKFrk/bJ1BPo/vtfs3xLvvIFGllNGnPPmiWpj2/dKUmai5g9wET15UyzqHMfiOmg8lmouo18MOsqHBTbwJhxUktc8aa9winHMAN6MmUWWCS1cetkGZ8YOQvO8DjCIkqa4FiNg9fE5MLbrU/SFV0sSWQUEJENMHpkZrhpFgF/eHJRnkbgyXp/oUrVJi+uRfplwekIwJXp5v08nRU7Ol7EBoPoRPOaM+he7AO7NR86W2VUQOK0iqqGhZNGoSjEsqTmMbxKAShfr0IVtXi7lVAMm62pQREcJSewG43UM4krRIimYzyLHgEa4qRSexRn2idg/VkZu0FmeQX3vtLmBf7hgx0yqlUIdCWBUtc51PkS+qpVl5KfMhWkWb6a9bU1SbyR3H4Hsahe8wgOSJRjD6w5qKmCBtRbEIya4/9DVBcZqGTfiA/M5NljD20qDjAyV0f6Bj16n0KgqGSuGTb6hPzPQhqkZyI6IMQUkTK3ikRg9ROyJ0f0DksZGE6DBSkTPecA2Sroz6hKOMqSyYTFFtRp/yJngSvo2xNQ2yw+HJiqwoqt1OIaINhf6wpiKHFaQmjxVVIqHZDzrnAHBo5HVcSYRNqEye0PFhUV1tqE/FdbUeltoLwJN6mUplpChqRySurqUZelSfgPg+ALEjQscHXAonWIrmNUhY0neHshToE9YqAUz0KRonMag+paqUQn7OuQ2limpDcwdmSL/SlbWUhgqxXU2uEg4rSDtP8Lrzj44/9AxwS94Oxckr0/iATEe8GWFdLVbXZmC5VRAoU0aKUiVNWHFCE3xpOi++RMRSFDUiWgTaEVG7B3R/iBoRUbuHjfvuBrJk7wdXJnbkYiIMhk1RE7w8qE84+sj0Ka9DEpitAw5SUlv6VOIMIndlBV5Uq6E1r1iTq5P+BElDtr6GaSyccwD30/dQnJgyDbyAiVYv/Y3V1Uara1molKpnwu6acODa65PQiAh5CvSJmT7cBPq05AqRlzTNpu1FjYjQ9MEbPUSNiND3AYj7A7IkNnojA4oJfYpmh8uzYP7MVdFi2ITF1/luXhAU1aay8phKPbqZccoVaEuua94MbkFnguR9dOg0E3v+NK5vemnKdy29GWHYFLZN7rqk+oS8JwniGd8HT1hXS8OmfGLV0rpaD604oXYPqE/sMBb13SEVM8ijRkS4pL4PKSMiALgb/lDfh6ky3RBZCvVpBGUp1CcMm95P9Slj7pAhVUXr9UlugicndHnI9wPnB5BuBnajbfdMvKhhaWhBtB2dCZL8hFU5Q02746T/PPf/t6MmYdiE4jQNmzxRcfKgOLFh7dTgAaoUtjss8RfSs+YIjYgQqkxRu4dpuYk2IyKIZUmkjIiY7wMQ9wcCdthO9YmNKSKpologVUoYNoVjjb+DsCmVHc70CcOm1AAkkq9eyhfVArF1wCXa0gPpDRbAbjoNYnAYN/HOBElOsX5o6I5bSnY7X8aAiTa1JE2cPjjTBPG/46MxwKSiFntyaHUtrVv6KairDfWJ5lNFe+3K3B8gUnESziIKMtOHPZEXM01HoVIjZDekcM1dnj8yY4qseolWKWWqaIVhE9UnjKRxDJINQ2b668KXi4pqgagUPtAwfRI4/2prJbp2E+9SkOj8e7W+ENf1n7Mo6VAJn+7pDJiJ6lqWIB4tYKJ8EMynDjELIgZm/QJJ+YWiutrLvibcH/ApmNk9TB0fIHB/IHu8qu9OXl0rIZGw90qyWqgO+Xf8RTKQKlo3qaKdNXeAQJ88Ya5mvoo2NHeAmD7BvlW0rCv4eVlroCELrtMWzNOfINVSI7UitOaidCPBX56JMgHAS6KA6S1XwIRNVVScKB/dJO2KjmwjefcHVpLCfB8gnU+1yIgIptW1bxN9otOJsllEUZN2MyKKZpBH94es+PWbdNg0XLtqw7Ap7Lb9GwubPLRKyUOrlCRuDj9jxUx0DDKsokV9WmSCt7CoNrybtgtBqjdE+vvoGJ0JUkaN2EjjbM2zKhGiVNmwQJZYo0nDJlrA5IkVMCGp6trf6VnVMecKxHW10REFlvLL8qlqGRFFM8hjSzR6oEusq63For47gFsyanhLZOmVpFxSHaJMwyZMeGHKlAqbWBUtTCdKT+lTVIfoyzA7PNQn2LiKdkpHAzZhOkarLRHSmSDBKDzhkWXZd6eteWaiO5f14JWJtVmCsIkliIcFTMhHMqt6xvcB0sPaD4lkcZrsC1N9yk+WI5eiTAY5MSJi0137clpq94AqRXPtKvbdRYuZRm5jYdNAxg6ZPuFLok/vglIB5K+gSgmHGz9O9Sk10JgiLGZikTS+DPVJ7soavixCW2tTfaRjCzoTJEdI/YMkVDoYs5HfnDLdjstQma7fAZAOmwCSIwpRQt+HaF1tKlSCWMkt5vhmfB8gKKqFhCdeBlkGORo9MLuHD+4FjYjQ9wEC9wcoN2l9GeMkCg2baFK435Fs2IRdte/IjLSpbMx8Ua1/NMHuXBxxZIOOP1fMmH55c6pPbDAylcDJiPXXlSFshTZtrPSrEXQnSBJYy9vFaaAUXLvyfcwqE8vHw8dqWl0LyepaSipsylTUer5M5yxg+pSpq/WEJU1hsi+QTF+I6ZOnnhERQhMiqD5B4PsAxOiBLr8P/zE1ShsRvSQSLD002SFaS5vQp38xfcJ0cBxWlJg7QKBPHhSnpfGT5yFWVMt8FFMuD7LAqEA2hHdod41VdQ4oSJ5+A6PMRVnXNTz4BpY8hq0Yhk3YWrlxnUgUKtP7xHzq0eraT2Q+9TBZnOZcpVKtfqQtHlLFTCzZlyb40iVlGyOiFF6TmN0DOj4AMSJivg8AEJxHzK4MwyYkXUsbLZ5lRbWzOS95cwf6Ul5FO2vuQF9Gk8Vpfy8G1vfDrAvRyluvYdOkv1U8rCAd5llj00QMwSBTNGxiww9DXJlCwkSsRe4PYV0tqhRjkfvB1B4sAAAb80lEQVQDy/Flvg9A6mqRqD4BQNqIKFpdW5xBjkYPdIlGDyN3RI1eY/2xLCkcIfqESXdhUjhC36fp4FSZfgcz0qZgVbRAVOq/xEwoFWH6tAENi2r1t4qHFaSu2T8bUFDG5MGmNhyEIMrERhr+zM2nzqqXwlAJKaur9WTqasMMvRcXqasdpvo0bU12MyKKJkRMM8ifxxN3B3A3TbrzvMaSwqP6hP68Y0iEI4gpfaJpeChO2H+Lw4phnJQpWvLgcCOOOPJBR7EJHswni+9w63WXBbc1JkjqaJgMIwuYPOFsFwNZEqJ1tR+m86n/nlbX0iFu1Kcvc3W1tLqWKlNqHDtqQeSJFjMBUSlSV4t2D8z3QS5FUSMiOVF98ps7nq/bIBccVzJhE9OnYaaWNmruwMAuXBxZTKW9MKLJ4tijC9OJ0plK1Wa7+cX1RzBbc1hB6u5ZI5+wvjNpZUr5PnjSaeIw9ZPOlNZSZQr1CVlUV8tSrSCdZ5UpZoqWNL1yfcr4PmBdrYSUM15Cexj34wm6C2QJxnV52JS6IIOw6W96aqXwfVpLizkvBeYOCNWnfBWt3G0oxkZ36A43vv5W8bCCpKFZn2W2a675BSTrysMWjZUxxaYHTPk+/M7Opw7jQEK+rvbbkrpalmFVpa426vsAgBOoM98HiKnUeiMiABg760JZooOCKX1iYdMQFCcxxrAprKX9G4RNqey7aBVtnp+CGdNp9AzpoUeBDu2JBjfxJhxWkNSyaHyo4fgn2wxBGRMEykSra91keBxJJYj/nvo+fHSTxDyI1dWmOvQeErOq530fIF1Xu3RW9bC6dqpPvpwW7R6Y7wMuKbJhJBhlCcZ1jGtfptl3DBo25ZPCmT4N8VqlVNgULVpKVdHiBZDXoQyoTxg3s6FHHH3cZQApRFU3SRNMkPZgn6nNd0BWxuR5nY4zDeQ5GgDg2snzfonvgyesq6X6dB1LqF1Xm+q1q1HMxJZsGnWqTKyuNsE9wPMoS88kx4FBwyaMnBizEyxFw6bLjvEZaf8EUyulipZ+B1VKH9Mz0iI/52ZMZ1W0rHcXLvqUef7b7tFQZzfJnhxWkJqfxU0z5Zrv3fIyJpjmOxBxSqWJY2oWHWOAdE8OdXzALCyY6tPSulovS1i3FDo+rJaiTDETTYtg+oR1tTDKEqrU1HzoftQkGPWJZt/RgcAXsoRRn+aSwgEiySzR7DsMm1K1tEi+aEmoT3lzhwxj3Owv7+iNtvOjYcWfa95uzHJYQWobcW+9ARqiJRBl5cG0gOl12n4FYROK03vHJSpaXftJNp861afUrOrRulo/tIAZEE9TfUr5PizyxIuxaFZ1XKLRg18ZHXXviSzRsAli40ye1yC7IVW0RMOmaX/sv2xR7bsxFH4/1Sfkd6JoKXyf1tL+FHThwnwVLV7SGVlqwsotUdJuZDisIO1GcwdxDYXfYlnC9jT6fD0+RMM0bPoz8DRxiPk+oCaFFbX4PpCBBKg0q/psXS3Oqs6oZ0SEBAkRTwBPADDK0mS7AQDgJRhn8lJ0O81uoPoUTQr3kPFCWFK0xGppw97a39mwiUL1iQ0xzpo7/Ih/526yNPsT+hVlJSZIJTQXIcrOG5DZ9+VlTOlJAkEwPSDEpuFJjS6ExUyZ6tqoGkXrap8SdbWoT9G6Woi4P6ycVT2Gl6LP06joftqPB6Szzn/n7VzRUjRsCvXJ8fFCYdES1SemTCkdyiSLY4icqqVdiB7/Uz1xW0X6E6To3BPRf6v+u7jeXIRSbFeyh+uSfReUMUF6tgvIlTFBMKs6JVNdG4UWM7H8K4hV11Ki+uSJZpBD4P7welUpVlcLiV67DLHq2s8AmJ53P81xoAFTNPvuVpAUzvQJEkVL2Cs7ShGGTZKiJVar9Hvq9TBr7sCY1afvk/y68Mqn0VJbSShIwdWvYZ0Jki9mdmTeoxRVNKMLEaJsNP65JjNQliweznaRmCQwFTZRx4ffc7OqZypqgaSJQ4u62tH9AR0fcAkL++4AYOyy89pzL8txSBUtIVF9gsVFSzQp3MP06e80+46GwplaWuTX3NR/X1ykilZ25Yfi1BbhHaq/EetMkHagOxFKUXCfbLTv4jImmLZugrCJponT4Qck1KewgAlIqJTqyaHKlJpPPZSilAURZIuZ0PGBLt/c3+GW+T7gcrrHbBjp8yhLmcEkr1KpHIf8TBa34qTwQJ8wuwFgcdESFM1Im4JU0S698ivKkp4vaYUJEsCBRIgi3JE9932ujAkSYRP6e8JkwBwSZUwwNz0gBEPf0byshyW+D6nq2siOrihmmvN9YHW1Y5cdLlGWIJ19dxcrWgrDplR3Iita8ltOdy0WNrGkcBo2SYqWUrW0YVdtGCdNs8NXlglqyILrugX7X+sN2IrZK4NaGXZ9CiUw38bm+x67ezNlTNgXdP2Cq7/43+BEvycTMlFl+k1mUmfP0fSd/KA3LWYKk7J83dLXcX4mr0lhdS2FRkUML0Vvjr85DEDPml8fBp8WQZcAQFIbcInvPE2jJaZPkC6nBdJrB9MUlchuAECgTImkcA8GwbRXNlo8+yc2Iy1bQVmiK18mOiStUpoDL2wlTUrmxtfJcSIkluwwW/Os/MTUhY26Kdn35WVMidkuIJi+NgybPozNEwSltWExU6a6NkqqmIn5PqSqa0NeY3W10WLbNN7xAQCC2Ojz+I4nNc50ny5ammzruGTZDZmipTHGnS1agkQtbRg2ZYqWWIctjiamUl1Wo3ZsScmNn+E4giRJdtB/PrYD913DfcIQKBN9EodEX9DY7QOB+8P7oIDpg5uMOoRgmjjE9Amrlxb5Pnhm62pDlcpI0XwxE8ZGGVnKpIbfTzvraNHSLRnzgyUzWUA8KRyJhk34ePE+0CfG72zREnOcIlVKdduHAlna9N5UeOOHdCZIXnIygSf+g38pzBE/KrPGJ9oOTmkZEwmbwjTxv7FuPU/K/SH17IxJWRBMXAtwDZIW1dWy+dSfiUrVqat9BHgc15ksPU1Twz3PRIruIQLLcbgFXrQESyYAHGNcNjoIMFO0xPTpdzC1krBoCciA4gYskqVNn5i7eBzvTJBgrs1iJ15P7LwbxW7iehCUMWFjB9N8PNKihQW2YZo4c3/AIXGITQ8YValvLqJPtIAJYhZESKqYifk++GGnuVnVw7rad+4N4CvAVyJLj1MRQmWi8nM/LVq6SwwjLSpaomGTP7PDNUgiu3FZhl4P+aIl7Jhlo4ZIQdFSPZQ0RM03YJb+BCnKMELbMlyysOl4VBkfUnh80sp0S9Zfp2VMJFlcXsYEcC1jghXTA2J1LXrSfB24PnmW1tWG86nHZlWndbVEnx6JLOE7j+LBJFhetJQPmwYS1A5pfSLdeqwPFrJFSx+Cqf9QmdJFSzs8nDWXJZ0PoJSDZNlJDjSOMOk/KxKqZ8ppPizZOzklTm/jw3gQNuHy/ZgNEY5DILSS6ec43hCFFjNh3RImjofVtRRqQfQ8PRHPLpKb5/EZ5JinN2br/RsP1DRm8rLEf3jaZfd5mpXnxQl78OhKmBR+2abxHXpeqD6xUaWb+aRwfxKjo4OSoiUMgrFXFtk3TvLQTLzusuA2x52Pfnd8t81WfnxiFzLL/nol644sp7BxiLBpCwMmOiTOoH13V0GavoRp3VIU7KwLe+1wGVoQvbr4fOqcRxInAemye5r+Gx1num7ZuGQrCI2WcAXxJ4WV0L4l8sUdOXFjXMv6YBkYFbHslej70+Gl5tdz2w3QQ39ddlU639zYiaewn4rRJF17tx8SEg4Nesh7mTIm7B0CLk5hRxDARJxYh09YxkSXtLo2U1ELMCljylTXRktrC+pqAYgIfR3jJOy1g3QOnse/+Ux68xioTHS0iYZNvrPOnxQ+0CWaAHA2KRwgmRSOhO9jUnhT3F5defqbu84ESe5ll8FNH0kUypKqmqFWB0doKTZ3fGjHEStjAlEZEzZhmMcVTROnyhQWMEF6JnWEqhStXmLVtUyNohZEnkkx09cgNvoavElliSkTRkLPU2W6j2WHQywJIsxxCJXJE/N6iBYtUdBKKkwKFxYttWYHWWremMyzQxRWkeobDNNGre6Xl23JmVl5EMRXfVgTA9d+IUa0w4cShkpYt0QLmEKi5kNMkB6nL2GsXmLM99pRKXoEziPJwUOEvXZIprPuspVEkOhLJIyT0DUqtte0Ew8FCSCSFI4wk6GPiu47mIb+DbekIZ3tNl5X3X156hd3+60qbLHBG32ngKl5K23mIKtMbMlgmhQuM/oERKVCKUJ9egqWUVCQriNJjzFlymvVU3qc6XnJYNJ1swJBiioTEFlyPKJl+sTCIzYomBojHGWp+uW36EIt/ush6azLDmSODGu+2W3ciaeqO24ptTZ464OApzL7X2zOi1GZZsuYwgKmVBkTEhYz0QwIVmMb7dPLF9viMlpdO+m4o910NOnukaThpSpnM/asnuf0YBJNDcd+VJYdjvo0W7Q0RLweMknhlGkt7f73oPzid7U78bSNTUTYT/tqgBu89ZbXPUTdHWcJS3eq4UHI3gGvsTfFYZMn1hEUGaigoRKrqA0z9Bis1y4MklCQqCbRJQDAD4Af9EvDn1mSg7cmYJoNm8TZd6mwyZMKm8Y+2N2uwObf0AX9RUj7QI9RWcDUdSQkQbJTSg4CnsrYH2k+HsLmvAjCJtYFFJ2KyZOqsc0UMz3Epgek1bWpitqnxEy1gJr0HeA7AIzKRNPtPIty8JgL0b3M6yGcaQmCsInWKkWz76JhEwBkZ7LIhE0bUPfid62LandiT/Wrwv6bDeR6kvznCYFpo99wS4TM3RZh2EQfxkeiAxWU9WVMkChmihL22rGACSCIkB6nLyF4h0VR0dgI3wljI0nY9DpNdkCiOQ7ZsCmsVYqGtpuFR1t8Z6tfacJhd2wjLpe/MQV6EyRPrGljsCYyJksQKBME4+dAOvTCrLxQn6IiRJfRDD1GvNfOQ/vuHmPCA4HPEAS9ebM5ePR9/06mYPZVnOOQ1qdQh6L6NFLrKqryPWW/u+jXW22qnINYB+2Jm1oQndbtI+Vd1NHRwE1N9IS8pMuYLl9w6TVKlTH9HXMfIDt9LQRzMl2rl6afosVMoQj5d75PpwfE5TN26P0YO+6AdNxBkOmAfXc098HzFHiEe1milbOoSfcJ13CYThPsl6/jOl1h6ScQm9jiBmDqFx6tpSUO4msu1OZTXAJRIxC3Qh3cmy1UsGPocTvhAVy6v90dn8RdEn1gv14LAOJk8UVlTJCoYcIgCRKhUrSMifNjur4y2YG+k0l2QMIchzDNAebCpmitkouEsBAJm1pfa/U5wE51vwP7gFc1ezP1J6N3Ii3apKGkzWLQ8EFpGdMnN1/GFBIVpGgZ0/gB+uGg7w7IS0a0Z48pUJWipWiHHqRHmyCddBfoU6kalX1qf3rZzigdb7o2LrfF4ai1Uz0enKDVoyxRprw+zaaJh5pEMyAY0braSKhEpSiMkEJlepz+lSlTqEAwTXZAmCwtDZuoIEVzHEJBCl9KL0X5f2ojuuX6d0f79vUCnulFl7taDrALxaTuZDGxNDAqS5lkvJQyeYRlTAxRkETXZ/vu6HpUluSx0aKwicIEKZWDF5elggugU7rbl842dwfWn8Lr3dAVe26wtoMj356gZYw2lLRBnBItY0LCNPGMRGXqamcTxC9kgqRFQ0p+nXXcLc3B828y+YmmhoexaZh9x5gRpOibh6GjvetmQ/fhcvGq/LYtUL55m7Jy34MmL8+kv+jKbKY4CMqYUl4P0TKm+DxMwoApJAySQDCktCYqSskSZLPDr9S6ALojPAIKUb1xOwPL8/ol36ntIlC1Ma7zyCxoE2nTyRrK67VAlgRmbMPIlDGFZMqYuCAV9N09xt6hL1N5DXVz8PL6FMpSBw+IW0APilP/lHzSGpoQTOTfqK4IK12aHPDTFkvBXvte5OniLlPP/Zt+lhYwYRkT41MwVeCvqXkr5YHaEQ2XiZdy/JgWKuH6Y1CT5HXoa7COePmJFi3RN70a0dmVEC9Fd2QF8SJ0G1tB3qhD60nuglnXIr0NQjMpVMYOhwX2fULp8eTW2uaG+y6+8xJZeYwPwYTcjHwBUyZNPN4XlwmY8mQCJtgsB48RjjPFO+uOyqI91XlM1G1Qc/Y5SRtdDQqvsGKW7ou2fQ+ayxRTZZIni0dnY8oXMEXT8JYR9uNlpMivr0x2iP5J0pvHe+1aXxGbQPe89bZU4Aj7UJd9zivUi5aOcSGW0cW+wwKCf65exjRJEF8UA61JB4fl9bPRN0P5oWl4kMh0OJoa0d1rvS2V0dqT2I79e1epM578I6c6cXR/O933hYNMjjjmjVCLPIqXot8DfHR8SfEjTN8c/DdcBOk6BcYPMi3Fd1jFY9ocD6YTWLA3wyElEA8mAcBrZjCpxwsmpO049D50eW8fDN/Czl5tnTbEVTjSvi9PfwjEiSpTVJ+YLGHWA8Ur04RULoNQpTJS9ChIdoimP2COw3Pg0Log2aHfpxl2teyw8ewQFTwur2LvkMzIYudllsMcnIKblb8hL2NKJouHPXWL+vE84bgRrod/ou/kU8MzyQ7I/GBS5vjvebrlsIO7/0/Tl2xl8w3Y52eMpTS5HFVxnn2HxcQ+QguYovkOuXmY8hl3P4qy7ySjSmydZTpIkh2QeA5e63MrhR2atlsSru+2SZ0FsIck7MNxY0UUfXkGlvaodNcDk4J122Z5m8wM5MuYwmImWsYUFjOxAqYcBf14qb67cEgJ0oVK+M5zoj4J3wm77C7vyK+NVhdS3WnOqxAdr93t+Bzkfj42e3fj7sthRGUpqR0vkSVYokypYtsr+UEjHxXNVs7ODinRfyion0VxSg4m6byuFIoQxQTJmOdg0dIW13cXwrZoI5ekP0wTH7wshfkOVJAwNy9JVJYkAVMmKgqzG+ibi2QJYsp0VxAeMTa6OHFd+VVqgmQsoF9l6kIwdLI2ZVySj5dDHjDR9VCKYC7v7nOwTlcA4PNUgWjABLRDT8mV1uPdaoJ0Fmr1vNHxBuWnr2HXvJ4jU3FjtlWmCaEIzSZ/Z/ruIBswZfruvCCFQ0oQKNNVliqe+oJz11EwFKVt2rei+/bYbPSsoVCWVIlBK7Y+CBuW2c4jL57NREXRvjtE0ncXT3aw3ISusbZjb6oLkoZoSbMI7dfb0OIgCJQplpVHoebiC1gTMGWkCIKAaXZICbaIjULC89tjj5xy9LYjR2W7Zmvv4FqxCKWovs16DsJiA4hUVt4VYa/derchZFHfHVem3R47dv7FU6HldjoJm7ZfO0RLetrfhmg+CGlZep3OEhTrxMuJ0ywFVkOUVAgl6bt7Avi8WwfpaWsE90HvrXU89mzIKt4wmtvfNSzNwO7rIIgDpli+OIAsPJrNvlsTObHxp1zf3aZdDvnvN2WqS2e3Wb+0LQUvyBSyC+MYByGrTKy6NhY2cYQykylRyg8ghf8WVaanjaTIeuTacoRbrgsaXujCh7hjtL9l7F9vsT/lZbYANQImlvz9dfqnWX+HSN/dFsn0Rz37vXDY288IaZ6Mp5MDi1CUOWUKTIkqk5EfSelSndho/2kdDAnnuhUNFi2drS1GMjt+nmMyp0ySHjykoJAWma2cnayvOTsWDCnnLPeeAVM1OmG0dB6lyZOpp9mYRRVIkYCp7PTtLEKmeWuwW/T4pMaQ7M6Z5TAaJtwRNcoU+edFJ6LtkO0xrpkm2LEzAI47vHTm1mHNvu+iTFJZKvBHN9eSTvm/1htgaMH34+31jLwhGz0dd3Fkau27G1m3OY/Zd76m/23BNgyESpu9lmPcR00wMTc4PUZLZ34s3Wffa7ewufBIIkLyf27Fma/JYuyQHYezTW/R8IZv3ta03feNvlmuQ5ovS6T5RdIjdsgOwqbTW4CaJkDhTX5sN/EMtZRptl5b+J9KOEOR9XbYITsIW98GDQOmM9/YXez7UmU6Ro9cBv29C2rp4HI3JOzwXLZntNRFQxxSZbM73Xc50R3sXYSMKhz80j8Pe3YUbPQAePiGOMNp911bn7DRFkv7NhaDyrd+FOHAz8WzB+fA+56HJmr7d061+0aG/7XeAKNLsAUpiJZoNHDglii6ayfZ95C8+p42QDQYdh0ch1ZDqZIn/TO3OGce4pZHgWc+SgZy3mbC2AJrVozTdkUa67EuO6MyWFQLJ26Pzja9hYmQUYUD3hvGnoRD92uGl7rmkEqTx548jLqc7hYydubYsrRShHrUsD2DoWNfPEZIf/eD0SNHalm288JQe3ya9MiZB88JsTEkQ8RKRcGWhb7siB3StRUek37Pl9EpJkjGPLWeVVlFrfJmrmHNkBIzb+UnyDgeJkjGPHUbJs1ZD0oKV/fXv1Y/bRgUEySjGY7MUduwHVQiQik2tW/3KNxr45yYIBlxwvGDLVrGVtGSchGi1N08GxYyNGPpK4aI3UzEPWdLYxNStgv9BkPNo2djZ7q/RY0d2L8przsde40t6ox+Rcg4M9ZlZ4jYv6sHLYiW/mJH3XFrCLXWRMjonZM+PxodIZGl00ZCYDpkHIjz3sZGX9hwAoWJkB0c4xiYIBk9QVveE0ZF+Y5TkyWjd2wMyegD2havnzq9I+Q9ctSfyWTJ6JHTPWMaHTE773XqT71jw0LGOTFBMrrnMDHBgSXWMCSYIBlHoN+m3IIhw0BMkAwtVElS6CJaaiVCJn6GciypwVBBrTwFJYatIUrEQNUxMQyGCZLRHh8bVdQk/Fr2zv5o2AbD6AUTJKMx25UTNbQSD7dBCQpjR8NAbAzJaEMqHtrugty0LVYrQtEQ7YQ1xUYX2HVpaGGfVrKiLKkVoVlMkAydWJedcS5W2hmwwK6vZt10yFCOCZJxRqgswZyudC1CFLNhNZRjT0zG2cnIkuXIGcaemCAZxoUwz8LuDsPYE+uyM4zjdMoZRteYIBnnJdUjZwMthtEE67IzjDgmS4axMyZIhmEYhgr+r/UGGIZhGAaACZJxBtD/2zAMzZggGQfH2xNUdBPHr2UvTfMMYyUmSMZZqDhcGqrRFppnGGfDBMk4PtXDF0sFMowtsDqkw3LmrGVWYITOdec8GobRCyZIxwQb33O2wtV32UztDGMHrMvuCND+qDMHRtvhRlpviGEcGROkI4DD6eeMh/L4g2NHxjD0Y3fpcQjbXGuFt4MdWwtMDWM9NoZ0WEyNNoUdWzvUhrEe67I7CF5+cDDJ1MhQi1VrGSlMkI4Ayg/TJLMPMLRhF6SRwZ6jDcPYBBqmp9YNg2IRkmEYm2DJn8ZSTJAMw9gKr0mmRoYQEyTDMAxDBSZIhmFsBUv+NIw8JkiGYWxCNPnTMDJY965hGIahAouQDMMwDBWYIBmGYRgqMEEyDMMwVGCCZBiGYajABMkwDMNQgQmSYRiGoQITJMMwDEMFJkiGYRiGCkyQDMMwDBWYIBmGYRgqMEEyDMMwVGCCZBiGYajABMkwDMNQgQmSYRiGoQITJMMwDEMFJkiGYRiGCkyQDMMwDBWYIBmGYRgqMEEyDMMwVGCCZBiGYajABMkwDMNQgQmSYRiGoYL/B8hMLRExxTIKAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![rosen.png](attachment:rosen.png)"
   ]
  },
  {
   "attachments": {
    "pict2.gif": {
     "image/gif": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![pict2.gif](attachment:pict2.gif)"
   ]
  },
  {
   "attachments": {
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     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image040.jpg](attachment:image040.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def f(x):   \n",
    "    return .5*(1 - x[0])**2 + (x[1] - x[0]**2)**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "     fun: 5.426843148725793e-13\n",
       "     jac: array([  2.44901532e-06,  -1.36171162e-06])\n",
       " message: 'Optimization terminated successfully.'\n",
       "    nfev: 64\n",
       "     nit: 8\n",
       "    njev: 16\n",
       "  status: 0\n",
       " success: True\n",
       "       x: array([ 0.99999963,  0.99999857])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "optimize.minimize(f, [2, 1], method=\"CG\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def jacobian(x):\n",
    "    return np.array((-2*.5*(1 - x[0]) - 4*x[0]*(x[1] - x[0]**2), 2*(x[1] - x[0]**2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "     fun: 2.957865890641887e-14\n",
       "     jac: array([  7.18259502e-07,  -2.99030306e-07])\n",
       " message: 'Optimization terminated successfully.'\n",
       "    nfev: 16\n",
       "     nit: 8\n",
       "    njev: 16\n",
       "  status: 0\n",
       " success: True\n",
       "       x: array([ 1.00000012,  1.00000009])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "optimize.minimize(f, [2, 1], method=\"CG\", jac=jacobian)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Метод Ньютона(метод касательных)"
   ]
  },
  {
   "attachments": {
    "Screenshot%202019-09-27%20at%2017.06.07.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Screenshot%202019-09-27%20at%2017.06.07.png](attachment:Screenshot%202019-09-27%20at%2017.06.07.png)"
   ]
  },
  {
   "attachments": {
    "Newton_mod.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Newton_mod.png](attachment:Newton_mod.png)"
   ]
  },
  {
   "attachments": {
    "NewtonIteration_Ani.gif": {
     "image/gif": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![NewtonIteration_Ani.gif](attachment:NewtonIteration_Ani.gif)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def hessian(x): \n",
    "    return np.array(((1 - 4*x[1] + 12*x[0]**2, -4*x[0]), (-4*x[0], 2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "     fun: 8.8904648044588944e-18\n",
       "     jac: array([ -6.05743469e-10,  -1.71629266e-09])\n",
       " message: 'Optimization terminated successfully.'\n",
       "    nfev: 9\n",
       "    nhev: 8\n",
       "     nit: 8\n",
       "    njev: 16\n",
       "  status: 0\n",
       " success: True\n",
       "       x: array([ 1.        ,  0.99999999])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "optimize.minimize(f, [2, 1], method=\"Newton-CG\", jac=jacobian, hess=hessian)    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Квазиньютоновские методы. Алгоритмы BFGS и L-BFGS"
   ]
  },
  {
   "attachments": {
    "d3bb33f5af204aada6785c7e98c2a53f.jpg": {
     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![d3bb33f5af204aada6785c7e98c2a53f.jpg](attachment:d3bb33f5af204aada6785c7e98c2a53f.jpg)"
   ]
  },
  {
   "attachments": {
    "Screenshot%202019-09-27%20at%2017.43.56.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Screenshot%202019-09-27%20at%2017.43.56.png](attachment:Screenshot%202019-09-27%20at%2017.43.56.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "      fun: 1.3490824057987792e-12\n",
       " hess_inv: array([[ 0.89726871,  1.76333236],\n",
       "       [ 1.76333236,  3.95479325]])\n",
       "      jac: array([ -3.22002175e-07,   9.15789366e-07])\n",
       "  message: 'Optimization terminated successfully.'\n",
       "     nfev: 10\n",
       "      nit: 9\n",
       "     njev: 10\n",
       "   status: 0\n",
       "  success: True\n",
       "        x: array([ 1.00000151,  1.00000348])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "optimize.minimize(f, [2, 1], method=\"BFGS\", jac=jacobian) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "      fun: 2.2362014269098753e-12\n",
       " hess_inv: <2x2 LbfgsInvHessProduct with dtype=float64>\n",
       "      jac: array([  5.40653912e-06,  -2.92456036e-06])\n",
       "  message: b'CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL'\n",
       "     nfev: 13\n",
       "      nit: 12\n",
       "   status: 0\n",
       "  success: True\n",
       "        x: array([ 0.99999956,  0.99999765])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "optimize.minimize(f, [2, 1], method=\"L-BFGS-B\", jac=jacobian) "
   ]
  },
  {
   "attachments": {
    "sphx_glr_plot_constraints_002.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![sphx_glr_plot_constraints_002.png](attachment:sphx_glr_plot_constraints_002.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def f(x):\n",
    "   return np.sqrt((x[0] - 3)**2 + (x[1] - 2)**2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "      fun: 1.5811388300841898\n",
       " hess_inv: <2x2 LbfgsInvHessProduct with dtype=float64>\n",
       "      jac: array([-0.94868331, -0.31622778])\n",
       "  message: b'CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL'\n",
       "     nfev: 9\n",
       "      nit: 2\n",
       "   status: 0\n",
       "  success: True\n",
       "        x: array([ 1.5,  1.5])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "optimize.minimize(f, np.array([0, 0]), bounds=((-1.5, 1.5), (-1.5, 1.5)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "     fun: 2.4748737350439685\n",
       "     jac: array([-0.70708779, -0.70712575])\n",
       " message: 'Optimization terminated successfully.'\n",
       "    nfev: 20\n",
       "     nit: 5\n",
       "    njev: 5\n",
       "  status: 0\n",
       " success: True\n",
       "       x: array([ 1.25004696,  0.24995304])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def f(x):\n",
    "    return np.sqrt((x[0] - 3)**2 + (x[1] - 2)**2)\n",
    "\n",
    "def constraint(x):\n",
    "    return np.atleast_1d(1.5 - np.sum(np.abs(x)))\n",
    "\n",
    "x0 = np.array([0, 0])\n",
    "\n",
    "optimize.minimize(f, x0, constraints={\"fun\": constraint, \"type\": \"ineq\"}) "
   ]
  }
 ],
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